diff --git a/analysis/current/analysis-report-hybrid.json b/analysis/current/analysis-report-hybrid.json index 06e2f0913016b2b8122bf2dbe6291993135f7e8f..f496a6bbce6c8a27d56aa6d4938a4e0021e089cc 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/transformers", - "snapshot_id": "20260722T060034Z", - "generated_at": "2026-07-22T06:12:45Z", + "snapshot_id": "20260722T120022Z", + "generated_at": "2026-07-22T12:15:44Z", "evidence_quality": "full", "llm_enrichment": true, "meta_bugs": [ @@ -1050,39 +1050,31 @@ ] }, { - "cluster_id": "cluster-46509-10", - "summary": "Cluster of 1 issues and 9 PRs centered on issue #47321.", + "cluster_id": "cluster-43451-4", + "summary": "Cluster of 4 related pull requests linked by soft_similarity.", "status": "open", - "confidence": 0.6, - "canonical_issue_number": 47321, - "canonical_pr_number": 47322, - "issue_numbers": [ - 47321 - ], + "confidence": 0.5, + "canonical_issue_number": null, + "canonical_pr_number": 43451, + "issue_numbers": [], "pr_numbers": [ + 43451, 46509, - 47143, 47163, - 47210, - 47292, - 47301, - 47322, - 47367, - 47387 + 47301 ], "evidence_types": [ - "closing_reference", "soft_similarity" ], "pr_comparisons": [ { - "left_pr_number": 46509, - "right_pr_number": 47143, - "code_similarity": 0.215, - "size_similarity": 0.792, - "file_overlap": 0.107, + "left_pr_number": 43451, + "right_pr_number": 46509, + "code_similarity": 0.138, + "size_similarity": 0.362, + "file_overlap": 0.097, "area_overlap": 0.0, - "patch_similarity": 0.162, + "patch_similarity": 0.243, "shared_filenames": [ "docs/source/en/_toctree.yml", "src/transformers/models/auto/auto_mappings.py", @@ -1093,14 +1085,14 @@ "filename": "docs/source/en/_toctree.yml", "left_ranges": [ [ - 795, - 802 + 1381, + 1388 ] ], "right_ranges": [ [ - 1141, - 1148 + 795, + 802 ] ] }, @@ -1108,26 +1100,38 @@ "filename": "src/transformers/models/auto/auto_mappings.py", "left_ranges": [ [ - 412, - 418 + 398, + 405 ], [ - 1077, - 1083 + 841, + 847 ], [ - 1206, - 1212 + 965, + 971 + ], + [ + 1089, + 1095 + ], + [ + 1225, + 1231 ] ], "right_ranges": [ [ - 419, - 425 + 412, + 418 + ], + [ + 1077, + 1083 ], [ - 995, - 1001 + 1206, + 1212 ] ] }, @@ -1135,53 +1139,57 @@ "filename": "src/transformers/models/auto/modeling_auto.py", "left_ranges": [ [ - 1097, - 1103 + 335, + 342 + ], + [ + 1107, + 1113 + ], + [ + 1930, + 1936 ] ], "right_ranges": [ [ - 352, - 358 - ], - [ - 1978, - 1984 + 1097, + 1103 ] ] } ] }, { - "left_pr_number": 46509, + "left_pr_number": 43451, "right_pr_number": 47163, - "code_similarity": 0.006, - "size_similarity": 0.012, + "code_similarity": 0.004, + "size_similarity": 0.004, "file_overlap": 0.0, "area_overlap": 0.0, - "patch_similarity": 0.024, + "patch_similarity": 0.02, "shared_filenames": [], "shared_file_areas": [] }, { - "left_pr_number": 46509, - "right_pr_number": 47210, - "code_similarity": 0.053, - "size_similarity": 0.155, + "left_pr_number": 43451, + "right_pr_number": 47301, + "code_similarity": 0.007, + "size_similarity": 0.005, "file_overlap": 0.0, "area_overlap": 0.0, - "patch_similarity": 0.145, + "patch_similarity": 0.038, "shared_filenames": [], "shared_file_areas": [] }, { "left_pr_number": 46509, - 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103, - 115 + 152, + 158 ], [ - 216, - 224 + 161, + 171 ], [ - 383, - 389 + 174, + 180 ] ] }, { - "filename": "tests/cli/test_chat.py", + "filename": "src/transformers/models/vit_mae/modular_vit_mae.py", "left_ranges": [ [ - 15, - 28 + 62, + 69 ], [ - 51, - 105 + 72, + 82 + ], + [ + 85, + 93 ] ], "right_ranges": [ [ - 14, - 29 + 62, + 68 ], [ - 52, - 76 + 71, + 81 + ], + [ + 84, + 90 ] ] } @@ -2221,18 +2201,18 @@ ] }, { - "cluster_id": "cluster-43240-3", - "summary": "Cluster of 1 issues and 2 PRs centered on issue #43240.", + "cluster_id": "cluster-46869-3", + "summary": "Cluster of 1 issues and 2 PRs centered on issue #46869.", "status": "open", "confidence": 0.75, - "canonical_issue_number": 43240, - "canonical_pr_number": 43251, + "canonical_issue_number": 46869, + "canonical_pr_number": 46886, "issue_numbers": [ - 43240 + 46869 ], "pr_numbers": [ - 43251, - 43254 + 46886, + 46922 ], "evidence_types": [ "closing_reference", @@ -2240,29 +2220,33 @@ ], "pr_comparisons": [ { - "left_pr_number": 43251, - 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2227, - 2241 + 109, + 114 ], [ - 2303, - 2309 + 291, + 300 + ], + [ + 361, + 370 + ], + [ + 396, + 409 + ], + [ + 435, + 444 ] ], "right_ranges": [ [ - 2278, - 2291 + 109, + 114 ], [ - 2309, - 2322 + 291, + 300 + ], + [ + 361, + 370 + ], + [ + 396, + 409 + ], + [ + 435, + 444 ] ] - } - ] - } - ] - }, - { - "cluster_id": "cluster-47123-3", - "summary": "Cluster of 3 related pull requests linked by soft_similarity.", - "status": "open", - "confidence": 0.5, - "canonical_issue_number": null, - "canonical_pr_number": 47281, - "issue_numbers": [], - "pr_numbers": [ - 47123, - 47280, - 47281 - ], - "evidence_types": [ - "soft_similarity" - ], - "pr_comparisons": [ - { - "left_pr_number": 47123, - "right_pr_number": 47280, - "code_similarity": 0.547, - "size_similarity": 0.522, - "file_overlap": 1.0, - "area_overlap": 0.368, - "patch_similarity": 0.093, - "shared_filenames": [ - "tests/models/minimax_m3_vl/test_modeling_minimax_m3_vl.py" - ], - "shared_file_areas": [ + }, { - "filename": "tests/models/minimax_m3_vl/test_modeling_minimax_m3_vl.py", + "filename": "src/transformers/models/youtu/modeling_youtu.py", "left_ranges": [ [ - 14, - 20 + 222, + 227 ], [ - 487, - 493 + 261, + 272 + ], + [ + 312, + 323 ] ], "right_ranges": [ [ - 14, - 21 + 222, + 227 ], [ - 481, - 499 + 261, + 272 ], [ - 520, - 530 + 312, + 323 ] ] } ] - }, - { - "left_pr_number": 47123, - "right_pr_number": 47281, - "code_similarity": 0.02, - "size_similarity": 0.094, - "file_overlap": 0.0, - "area_overlap": 0.0, - "patch_similarity": 0.011, - "shared_filenames": [], - "shared_file_areas": [] - }, + } + ] + }, + { + "cluster_id": "cluster-47122-2", + "summary": "Cluster of 2 related pull requests linked by soft_similarity.", + "status": "open", + "confidence": 0.5, + "canonical_issue_number": null, + "canonical_pr_number": 47122, + "issue_numbers": [], + "pr_numbers": [ + 47122, + 47466 + ], + "evidence_types": [ + "soft_similarity" + ], + "pr_comparisons": [ { - "left_pr_number": 47280, - "right_pr_number": 47281, - "code_similarity": 0.042, - "size_similarity": 0.181, + "left_pr_number": 47122, + "right_pr_number": 47466, + "code_similarity": 0.015, + "size_similarity": 0.049, "file_overlap": 0.0, "area_overlap": 0.0, - "patch_similarity": 0.038, + "patch_similarity": 0.032, "shared_filenames": [], "shared_file_areas": [] } ] }, { - "cluster_id": "cluster-47122-2", + "cluster_id": "cluster-47306-2", "summary": "Cluster of 2 related pull requests linked by soft_similarity.", "status": "open", "confidence": 0.5, "canonical_issue_number": null, - "canonical_pr_number": 47122, + "canonical_pr_number": 47474, "issue_numbers": [], "pr_numbers": [ - 47122, - 47224 + 47306, + 47474 ], "evidence_types": [ "soft_similarity" ], "pr_comparisons": [ { - "left_pr_number": 47122, - "right_pr_number": 47224, - "code_similarity": 0.474, - "size_similarity": 0.302, - "file_overlap": 0.4, - "area_overlap": 0.818, - "patch_similarity": 0.051, - "shared_filenames": [ - "src/transformers/models/edgetam/modeling_edgetam.py", - "src/transformers/models/edgetam/modular_edgetam.py" - ], - "shared_file_areas": [ - { - "filename": "src/transformers/models/edgetam/modeling_edgetam.py", - "left_ranges": [ - [ - 464, - 472 - ] - ], - "right_ranges": [ - [ - 464, - 474 - ] - ] - }, - { - "filename": "src/transformers/models/edgetam/modular_edgetam.py", - "left_ranges": [ - [ - 210, - 218 - ] - ], - "right_ranges": [ - [ - 210, - 220 - ] - ] - } - ] + "left_pr_number": 47306, + "right_pr_number": 47474, + "code_similarity": 0.193, + "size_similarity": 0.88, + "file_overlap": 0.0, + "area_overlap": 0.0, + "patch_similarity": 0.117, + "shared_filenames": [], + "shared_file_areas": [] } ] }, { - "cluster_id": "cluster-47282-2", + "cluster_id": "cluster-46504-2", "summary": "Cluster of 2 related pull requests linked by soft_similarity.", "status": "open", "confidence": 0.5, "canonical_issue_number": null, - "canonical_pr_number": 47380, + "canonical_pr_number": 46716, "issue_numbers": [], "pr_numbers": [ - 47282, - 47380 + 46504, + 46716 ], "evidence_types": [ "soft_similarity" ], "pr_comparisons": [ { - "left_pr_number": 47282, - "right_pr_number": 47380, - "code_similarity": 0.476, - "size_similarity": 0.5, - "file_overlap": 1.0, - "area_overlap": 0.194, - "patch_similarity": 0.056, - "shared_filenames": [ - "tests/models/mamba2/test_modeling_mamba2.py" - ], - "shared_file_areas": [ - { - "filename": "tests/models/mamba2/test_modeling_mamba2.py", - "left_ranges": [ - [ - 420, - 438 - ], - [ - 450, - 474 - ], - [ - 482, - 524 - ] - ], - "right_ranges": [ - [ - 18, - 24 - ], - [ - 406, - 419 - ], - [ - 426, - 432 - ], - [ - 457, - 463 - ], - [ - 487, - 493 - ] - ] - } - ] + "left_pr_number": 46504, + "right_pr_number": 46716, + "code_similarity": 0.2, + "size_similarity": 1.0, + "file_overlap": 0.0, + "area_overlap": 0.0, + "patch_similarity": 0.0, + "shared_filenames": [], + "shared_file_areas": [] } ] }, { - "cluster_id": "cluster-44018-2", + "cluster_id": "cluster-47140-2", "summary": "Cluster of 2 related pull requests linked by soft_similarity.", "status": "open", "confidence": 0.5, "canonical_issue_number": null, - "canonical_pr_number": 44068, + "canonical_pr_number": 47303, "issue_numbers": [], "pr_numbers": [ - 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789 + 103, + 115 ], [ - 798, - 813 + 216, + 224 ], [ - 831, - 836 + 383, + 389 ] ] }, { - "filename": "tests/models/gpt_neo/test_modeling_gpt_neo.py", + "filename": "tests/cli/test_chat.py", "left_ranges": [ [ - 458, - 464 + 15, + 28 + ], + [ + 51, + 105 ] ], "right_ranges": [ [ - 458, - 464 + 14, + 29 + ], + [ + 52, + 76 ] ] } ] } ] + }, + { + "cluster_id": "cluster-44024-2", + "summary": "Cluster of 2 related pull requests linked by soft_similarity.", + "status": "open", + "confidence": 0.5, + "canonical_issue_number": null, + "canonical_pr_number": 44076, + "issue_numbers": [], + "pr_numbers": [ + 44024, + 44076 + ], + "evidence_types": [ + "soft_similarity" + ], + "pr_comparisons": [ + { + "left_pr_number": 44024, + "right_pr_number": 44076, + "code_similarity": 0.269, + "size_similarity": 0.976, + "file_overlap": 0.0, + "area_overlap": 0.0, + "patch_similarity": 0.492, + "shared_filenames": [], + "shared_file_areas": [] + } + ] + }, + { + "cluster_id": "cluster-45157-2", + "summary": "Cluster of 2 related pull requests linked by soft_similarity.", + "status": "closed", + "confidence": 0.5, + "canonical_issue_number": null, + "canonical_pr_number": 45157, + "issue_numbers": [], + "pr_numbers": [ + 45157, + 47387 + ], + "evidence_types": [ + "soft_similarity" + ], + "pr_comparisons": [ + { + "left_pr_number": 45157, + "right_pr_number": 47387, + "code_similarity": 0.176, + "size_similarity": 0.842, + "file_overlap": 0.0, + "area_overlap": 0.0, + "patch_similarity": 0.053, + "shared_filenames": [], + "shared_file_areas": [] + } + ] } ], "duplicate_issues": [ { - "cluster_id": "cluster-46894-6", + "cluster_id": "cluster-46894-5", "canonical_issue_number": 46901, "duplicate_issue_numbers": [ - 46894, - 46897 - ], - "reason": "Issues in cluster-46894-6 are treated as duplicates because they share closing_reference, shared_issue_target, soft_similarity evidence." - }, - { - "cluster_id": "cluster-47138-4", - "canonical_issue_number": 47138, - "duplicate_issue_numbers": [ - 47139 + 46894 ], - "reason": "Issues in cluster-47138-4 are treated as duplicates because they share closing_reference, soft_similarity evidence." + "reason": "Issues in cluster-46894-5 are treated as duplicates because they share closing_reference, shared_issue_target, soft_similarity evidence." } ], "duplicate_prs": [ @@ -3559,6 +3398,17 @@ "target_issue_number": 43240, "reason": "PRs in cluster-43240-3 are treated as duplicates because they converge on issue #43240 with closing_reference, shared_issue_target evidence." }, + { + "cluster_id": "cluster-43451-4", + "canonical_pr_number": 43451, + "duplicate_pr_numbers": [ + 46509, + 47163, + 47301 + ], + "target_issue_number": null, + "reason": "PRs in cluster-43451-4 are treated as duplicates because they share soft_similarity evidence." + }, { "cluster_id": "cluster-43698-3", "canonical_pr_number": 43779, @@ -3586,13 +3436,13 @@ "reason": "PRs in cluster-43979-11 are treated as duplicates because they converge on issue #43979 with closing_reference, shared_issue_target, soft_similarity evidence." }, { - "cluster_id": "cluster-44018-2", - "canonical_pr_number": 44068, + "cluster_id": "cluster-44024-2", + "canonical_pr_number": 44076, "duplicate_pr_numbers": [ - 44018 + 44024 ], "target_issue_number": null, - "reason": "PRs in cluster-44018-2 are treated as duplicates because they share soft_similarity evidence." + "reason": "PRs in cluster-44024-2 are treated as duplicates because they share soft_similarity evidence." }, { "cluster_id": "cluster-45081-3", @@ -3603,6 +3453,25 @@ "target_issue_number": 45081, "reason": "PRs in cluster-45081-3 are treated as duplicates because they converge on issue #45081 with closing_reference, shared_issue_target, soft_similarity evidence." }, + { + "cluster_id": "cluster-45157-2", + "canonical_pr_number": 45157, + "duplicate_pr_numbers": [ + 47387 + ], + "target_issue_number": null, + "reason": "PRs in cluster-45157-2 are treated as duplicates because they share soft_similarity evidence." + }, + { + "cluster_id": "cluster-45273-3", + "canonical_pr_number": 47298, + "duplicate_pr_numbers": [ + 45273, + 46912 + ], + "target_issue_number": null, + "reason": "PRs in cluster-45273-3 are treated as duplicates because they share soft_similarity evidence." + }, { "cluster_id": "cluster-45561-3", "canonical_pr_number": 45645, @@ -3640,20 +3509,13 @@ "reason": "PRs in cluster-46305-3 are treated as duplicates because they converge on issue #46305 with closing_reference, shared_issue_target, soft_similarity evidence." }, { - "cluster_id": "cluster-46509-10", - "canonical_pr_number": 47322, + "cluster_id": "cluster-46504-2", + "canonical_pr_number": 46716, "duplicate_pr_numbers": [ - 46509, - 47143, - 47163, - 47210, - 47292, - 47301, - 47367, - 47387 + 46504 ], - "target_issue_number": 47321, - "reason": "PRs in cluster-46509-10 are treated as duplicates because they converge on issue #47321 with closing_reference, soft_similarity evidence." + "target_issue_number": null, + "reason": "PRs in cluster-46504-2 are treated as duplicates because they share soft_similarity evidence." }, { "cluster_id": "cluster-46614-3", @@ -3664,6 +3526,15 @@ "target_issue_number": 46614, "reason": "PRs in cluster-46614-3 are treated as duplicates because they converge on issue #46614 with closing_reference, shared_issue_target, soft_similarity evidence." }, + { + "cluster_id": "cluster-46658-3", + "canonical_pr_number": 47322, + "duplicate_pr_numbers": [ + 46658 + ], + "target_issue_number": 47321, + "reason": "PRs in cluster-46658-3 are treated as duplicates because they converge on issue #47321 with closing_reference, soft_similarity evidence." + }, { "cluster_id": "cluster-46869-3", "canonical_pr_number": 46886, @@ -3674,32 +3545,20 @@ "reason": "PRs in cluster-46869-3 are treated as duplicates because they converge on issue #46869 with closing_reference, shared_issue_target evidence." }, { - "cluster_id": "cluster-46894-6", + "cluster_id": "cluster-46894-5", "canonical_pr_number": 46903, "duplicate_pr_numbers": [ 46958, 47090 ], "target_issue_number": 46901, - "reason": "PRs in cluster-46894-6 are treated as duplicates because they converge on issue #46901 with closing_reference, shared_issue_target, soft_similarity evidence." - }, - { - "cluster_id": "cluster-46912-5", - "canonical_pr_number": 47298, - "duplicate_pr_numbers": [ - 46912, - 47175, - 47294, - 47452 - ], - "target_issue_number": null, - "reason": "PRs in cluster-46912-5 are treated as duplicates because they share soft_similarity evidence." + "reason": "PRs in cluster-46894-5 are treated as duplicates because they converge on issue #46901 with closing_reference, shared_issue_target, soft_similarity evidence." }, { "cluster_id": "cluster-47122-2", "canonical_pr_number": 47122, "duplicate_pr_numbers": [ - 47224 + 47466 ], "target_issue_number": null, "reason": "PRs in cluster-47122-2 are treated as duplicates because they share soft_similarity evidence." @@ -3715,29 +3574,49 @@ "reason": "PRs in cluster-47123-3 are treated as duplicates because they share soft_similarity evidence." }, { - "cluster_id": "cluster-47138-4", + "cluster_id": "cluster-47140-2", "canonical_pr_number": 47303, "duplicate_pr_numbers": [ 47140 ], - "target_issue_number": 47138, - "reason": "PRs in cluster-47138-4 are treated as duplicates because they converge on issue #47138 with closing_reference, soft_similarity evidence." + "target_issue_number": null, + "reason": "PRs in cluster-47140-2 are treated as duplicates because they share soft_similarity evidence." + }, + { + "cluster_id": "cluster-47266-3", + "canonical_pr_number": 47266, + "duplicate_pr_numbers": [ + 47443, + 47444 + ], + "target_issue_number": null, + "reason": "PRs in cluster-47266-3 are treated as duplicates because they share soft_similarity evidence." + }, + { + "cluster_id": "cluster-47282-3", + "canonical_pr_number": 47310, + "duplicate_pr_numbers": [ + 47282, + 47380 + ], + "target_issue_number": null, + "reason": "PRs in cluster-47282-3 are treated as duplicates because they share soft_similarity evidence." }, { - "cluster_id": "cluster-47282-2", - "canonical_pr_number": 47380, + "cluster_id": "cluster-47306-2", + "canonical_pr_number": 47474, "duplicate_pr_numbers": [ - 47282 + 47306 ], "target_issue_number": null, - "reason": "PRs in cluster-47282-2 are treated as duplicates because they share soft_similarity evidence." + "reason": "PRs in cluster-47306-2 are treated as duplicates because they share soft_similarity evidence." } ], "best_issue": { - "cluster_id": "cluster-46509-10", - "issue_number": 47321, - "reason": "Issue #47321 is the strongest global issue candidate because it is open, belongs to a cluster with 10 artifacts, and carries 1 discussion comments plus 2 inbound references.", - "score": 204.0 + "cluster_id": "cluster-46894-5", + "issue_number": 46901, + "reason": "Issue #46901 is the strongest global issue candidate because it is open, belongs to a cluster with 5 artifacts, and carries 0 discussion comments plus 2 inbound references.", + "score": 152.0 }, "best_pr": { "cluster_id": "cluster-43979-11", diff --git a/analysis/current/analysis-report-hybrid.llm-reviews.json b/analysis/current/analysis-report-hybrid.llm-reviews.json index ef4fb8634be79427b69bd1d8a219ad13a129740c..9f3a8972457dea9c8e14a380dbc63de73857528a 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/transformers", - "snapshot_id": "20260722T060034Z", - "generated_at": "2026-07-22T06:12:45Z", + "snapshot_id": "20260722T120022Z", + "generated_at": "2026-07-22T12:15:44Z", "model": "gpt-5.4-mini?service_tier=flex", "reviews": [ { @@ -10,13 +10,13 @@ "component_index": 1, "component_count": 28, "review_unit_index": 1, - "review_unit_count": 67, + "review_unit_count": 68, "status": "reviewed", "reason": null, "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-545", + "cluster_id": "cluster-10000-547", "nodes": [ "issue:24643", "issue:30277", @@ -28,11 +28,9 @@ "issue:39290", "issue:39921", "issue:41720", - "issue:41762", "issue:42915", "issue:43039", "issue:43425", - "issue:43541", "issue:43596", "issue:43638", "issue:43716", @@ -65,7 +63,9 @@ "issue:46468", "issue:46515", "issue:46661", - "issue:46869" + "issue:46869", + "issue:47246", + "issue:47475" ], "soft_pairs": [ "issue:44322|issue:45464", @@ -113,6 +113,7 @@ "issue:34928|issue:39921", "issue:43596|issue:45161", "issue:43716|issue:45507", + "issue:47246|issue:47475", "issue:44292|issue:45237", "issue:45874|issue:46294", "issue:39290|issue:45081", @@ -120,99 +121,90 @@ "issue:34928|issue:41720", "issue:45823|issue:45874", "issue:43425|issue:44292", - "issue:43828|issue:45161", - "issue:43541|issue:43716", - "issue:43828|issue:44292", - "issue:43716|issue:45685", - "issue:45507|issue:45685", - "issue:44292|issue:44918", - "issue:43716|issue:44292", - "issue:44918|issue:45161", - "issue:43039|issue:44918", - "issue:41762|issue:43638" + "issue:43828|issue:45161" ], - "prepared_review_unit_hash": "cc737001106cc0eed51f23a6ee4bc915f0d5d303e3fbcda8b71a4a7308730c84", + "prepared_review_unit_hash": "c702f526766a9ba7c9b53e0326a02fc3dd1600f0610b31522ebdf9a4a230d54b", "component_budget": { - "node_count": 545, - "item_count": 545, - "soft_pair_count": 2024, - "serialized_chars": 1046962, - "estimated_input_tokens": 261741, - "estimated_eval_tokens": 523738 + "node_count": 547, + "item_count": 547, + "soft_pair_count": 2032, + "serialized_chars": 1051055, + "estimated_input_tokens": 262764, + "estimated_eval_tokens": 525784 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 62, - "serialized_chars": 46353, - "estimated_input_tokens": 11589, - "estimated_eval_tokens": 23434 + "soft_pair_count": 54, + "serialized_chars": 43997, + "estimated_input_tokens": 11000, + "estimated_eval_tokens": 22256 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is mostly a grab-bag of unrelated bug reports; only two soft pairs look like true duplicates: the ZeRO-3/BERT IndexError reports and the torch 2.4.1 compatibility reports.", - "confidence": 0.81, - "canonical_issue_reason": "Issue 43596 is the clearest canonical anchor for the ZeRO-3/BERT duplicate pair: it states the concrete IndexError and the exact loading path.", + "summary": "Most items are unrelated model- or docs-specific issues. The only clear duplicate issue pair is the Deepspeed Zero3 + BertModel zero-sized-index crash; there is also a separate torch 2.4.1 incompatibility pair that looks duplicate enough to group. I chose the clearest BertModel crash as canonical.", + "confidence": 0.63, + "canonical_issue_reason": "issue:43596 is the cleaner, more concrete repro of the Deepspeed Zero3/BertModel \"index 0 is out of bounds\" crash; issue:43638 describes the same failure mode with a slightly narrower setup.", "canonical_pr_reason": null, - "best_issue_reason": "Issue 43596 is the best overall issue anchor here because it is concrete, actionable, and has a strong near-duplicate with the same failure mode.", + "best_issue_reason": "issue:43596 best represents the duplicate cluster because it pins down the exact zero-size index error and setup more clearly than the near-duplicate.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:44322", "right": "issue:45464", "accept": false, - "reason": "Different problems: missing Qwen3.5 config attribute vs streaming chat/completions failure." + "reason": "Different Qwen3.5/VL failures: missing config attribute vs streaming chat/completions error." }, { "left": "issue:45237", "right": "issue:45685", "accept": false, - "reason": "Unrelated failures: AMD GPU support vs MPS histogram error in a MoE path." + "reason": "Unrelated bugs: AMD GPU model failure vs an MPS histogram/int type error." }, { "left": "issue:43716", "right": "issue:45237", "accept": false, - "reason": "Different code paths and symptoms: image preprocessor dtype mismatch vs AMD GPU incompatibility." + "reason": "Different symptoms and code paths: dtype mismatch in preprocessing vs AMD GPU runtime failure." }, { "left": "issue:39921", "right": "issue:44918", "accept": false, - "reason": "Different bugs: special-token projection error vs Qwen3.5 embedding unpacking with TRL SFT." + "reason": "Different models and failures: special-token projection error vs Qwen3.5 embedding unpacking with TRL." }, { "left": "issue:43828", "right": "issue:45237", "accept": false, - "reason": "Autocast dtype mismatch is not the same bug as the AMD GPU failure." + "reason": "Autocast dtype mismatch is not the same bug as the AMD GPU device failure." }, { "left": "issue:39921", "right": "issue:43039", "accept": false, - "reason": "Different issues: token projection/add-token handling vs Liger kernel forcing cross_entropy." + "reason": "Special-token projection bug and Liger Kernel cross-entropy bug are unrelated." }, { "left": "issue:45237", "right": "issue:46468", "accept": false, - "reason": "Different models and failures: GPT-OSS on AMD vs broken Nemotron example." + "reason": "AMD GPU failure vs broken official Nemotron example; different concrete issues." }, { "left": "issue:39921", "right": "issue:45685", "accept": false, - "reason": "No shared underlying bug; special-token projection error is unrelated to MPS histogram support." + "reason": "Different failures: token projection error vs MPS histogram/int issue." }, { "left": "issue:45237", "right": "issue:45507", "accept": false, - "reason": "Different failures: AMD GPU support vs GraniteMoEHybrid invalid method call." + "reason": "Different model/runtime problems; no shared concrete code-path." }, { "left": "issue:35545", @@ -224,319 +216,259 @@ "left": "issue:30277", "right": "issue:35545", "accept": false, - "reason": "Deepspeed collectives mismatch is unrelated to ONNX export." + "reason": "DeepSpeed collective mismatch and ModernBERT ONNX export are different bugs." }, { "left": "issue:39921", "right": "issue:44805", "accept": false, - "reason": "Special-token projection error is unrelated to the mask/tensor shape IndexError." + "reason": "Special-token projection bug and mask-shape IndexError are not the same issue." }, { "left": "issue:39921", "right": "issue:43716", "accept": false, - "reason": "Different model families and failure modes; no shared code-path bug." + "reason": "Different models and failure modes; no direct overlap." }, { "left": "issue:35545", "right": "issue:42915", "accept": false, - "reason": "ONNX export error and Qwen3Moe FP8 failure are unrelated." + "reason": "ONNX export error vs FineGrainedFP8 Qwen3 MoE issue are unrelated." }, { "left": "issue:35545", "right": "issue:41720", "accept": false, - "reason": "ModernBERT ONNX export and Qwen3 auto device map CUDA assert are different bugs." + "reason": "ModernBERT ONNX export and Qwen3 auto device-map crash are different code paths." }, { "left": "issue:45901", "right": "issue:46015", "accept": false, - "reason": "Different scope: table-question-answering crash vs outdated RAG examples." + "reason": "Table QA crash and outdated RAG docs are unrelated." }, { "left": "issue:35545", "right": "issue:36010", "accept": false, - "reason": "ONNX export error is unrelated to the GenerationMixin import failure." + "reason": "ONNX export error and GenerationMixin import error are different problems." }, { "left": "issue:44509", "right": "issue:44512", "accept": false, - "reason": "Both are docs cleanup in v5, but they concern different removed items and should stay separate." + "reason": "Both are docs cleanup items, but they target different removed examples/commands and are not the same concrete change." }, { "left": "issue:44918", "right": "issue:46165", "accept": false, - "reason": "Different training bugs: SFT embedding unpacking vs resume/trust_remote_code flow." + "reason": "Qwen3.5 embedding issue and resume-train/trust-remote-code issue are unrelated." }, { "left": "issue:46165", "right": "issue:46869", "accept": false, - "reason": "Training resume with remote code is unrelated to YOLO multi-GPU device-map failure." + "reason": "Different training-resume and multi-GPU device-map bugs." }, { "left": "issue:44805", "right": "issue:45823", "accept": false, - "reason": "Mask/index shape mismatch is unrelated to Gemma4 PLE device mismatch." + "reason": "Mask-shape IndexError and Gemma4 PLE device mismatch are different failures." }, { "left": "issue:43638", "right": "issue:44805", "accept": false, - "reason": "Different failures; only superficial IndexError similarity, not the same bug." + "reason": "Deepspeed Zero3/BertModel index crash is unrelated to the mask-shape mismatch error." }, { "left": "issue:43638", "right": "issue:46165", "accept": false, - "reason": "BERT ZeRO-3 loading error is unrelated to training resume with trust_remote_code." + "reason": "Different bugs: Zero3/BertModel crash vs resume-training remote-code issue." }, { "left": "issue:43596", "right": "issue:44805", "accept": false, - "reason": "Both are IndexErrors, but the affected paths and root causes differ." + "reason": "Same broad training area, but different concrete errors and code paths." }, { - "left": "issue:44805", - "right": "issue:46294", + "left": "issue:43596", + "right": "issue:43638", + "accept": true, + "reason": "Same Deepspeed Zero3 + BertModel zero-sized-index crash; the titles describe the same underlying bug." + }, + { + "left": "issue:43039", + "right": "issue:45161", "accept": false, - "reason": "Shape-mismatch IndexError is unrelated to Qwen3.5 video token/template mismatch." + "reason": "Liger Kernel cross-entropy call issue and GPT-OSS TP issue are unrelated." }, { - "left": "issue:46165", - "right": "issue:46468", + "left": "issue:43975", + "right": "issue:44457", "accept": false, - "reason": "Different bugs: resume/trust_remote_code vs broken official Nemotron example." + "reason": "Detokenization bug and LoRA merge/save/load mismatch are different issues." }, { - "left": "issue:44805", - "right": "issue:45161", + "left": "issue:44292", + "right": "issue:45237", "accept": false, - "reason": "Mask shape mismatch is unrelated to GPT-OSS MoE tensor-parallel failure." + "reason": "Qwen3 NVFP4 runtime failure and AMD GPU failure are not the same bug." }, { - "left": "issue:44560", - "right": "issue:46165", + "left": "issue:45874", + "right": "issue:46294", "accept": false, - "reason": "Video StopIteration bug and model-training resume bug are unrelated." + "reason": "Gemma4 reverse-embedding lookup issue and Qwen3.5 video chat-template mismatch are different." }, { - "left": "issue:30277", - "right": "issue:43638", + "left": "issue:39290", + "right": "issue:45081", "accept": false, - "reason": "Both involve deepspeed, but the collective mismatch and ZeRO-3 index error are different bugs." + "reason": "Gemma3TextConfig attribute regression and Mistral tokenizer regex patch crash are unrelated." }, { - "left": "issue:43596", - "right": "issue:43638", + "left": "issue:45800", + "right": "issue:46515", "accept": true, - "reason": "Same underlying ZeRO-3/BERT IndexError on loading with an empty-shape parameter path." + "reason": "Both report the same torch 2.4.1 compatibility breakage; one is just a more specific version pairing." }, { - "left": "issue:43039", + "left": "issue:45823", + "right": "issue:45874", + "accept": false, + "reason": "Different Gemma4 issues: device-map mismatch vs expensive reverse embedding lookup." + }, + { + "left": "issue:43425", + "right": "issue:44292", + "accept": false, + "reason": "Torch 2.10 incompatibility and Qwen3 NVFP4 runtime failure are unrelated." + }, + { + "left": "issue:43828", "right": "issue:45161", "accept": false, - "reason": "Liger kernel cross_entropy call and GPT-OSS TP failure are unrelated." + "reason": "Autocast dtype mismatch and GPT-OSS-only-TP failure are different concrete bugs." }, { "left": "issue:43975", "right": "issue:44457", "accept": false, - "reason": "Detokenization bug and LoRA merge/save-load inconsistency are different issues." + "reason": "Detokenization bug and LoRA save/reload mismatch are unrelated." }, { "left": "issue:44292", "right": "issue:44457", "accept": false, - "reason": "Qwen-3 NVFP4 runtime error is unrelated to LoRA merge/save mismatch." + "reason": "Qwen3 NVFP4 runtime failure and LoRA merge/reload mismatch are different issues." }, { "left": "issue:34928", "right": "issue:35308", "accept": false, - "reason": "Activation-checkpoint/FSDP tensor-size mismatch is unrelated to IterableDataset length crashes." + "reason": "Activation-checkpointing/FSDP recompute mismatch and iterable-dataset multi-GPU crash are different failures." }, { "left": "issue:44841", "right": "issue:46661", "accept": false, - "reason": "Processor failure for Voxtral is unrelated to remote-code config_class import error." + "reason": "Voxtral processor failure and remote-code model_class/config_class AttributeError are unrelated." }, { "left": "issue:24643", "right": "issue:30277", "accept": false, - "reason": "DeepSpeed weight-dimension error and collective mismatch are different failure modes." + "reason": "DeepSpeed weight dimensionality error and collective mismatch are different code-path failures." }, { "left": "issue:43716", "right": "issue:46869", "accept": false, - "reason": "Mistral dtype mismatch and YOLO multi-GPU device-map failure are unrelated." + "reason": "Mistral dtype mismatch and YOLO multi-GPU device-map failure are different bugs." }, { "left": "issue:34928", "right": "issue:44805", "accept": false, - "reason": "Both mention tensor sizes, but the bugs are different: checkpointing/FSDP vs mask indexing." + "reason": "Different training-time failures: FSDP checkpointing recompute vs mask-shape mismatch." }, { "left": "issue:45685", "right": "issue:46869", "accept": false, - "reason": "MPS histogram support and YOLO auto device mapping are unrelated." + "reason": "MPS histogram/int error and YOLO multi-GPU device-map failure are unrelated." }, { "left": "issue:34928", "right": "issue:36331", "accept": false, - "reason": "Activation checkpointing mismatch is unrelated to the CustomTrainer compute_loss signature break." + "reason": "FSDP checkpointing issue and custom_trainer compute_loss signature change are different bugs." }, { "left": "issue:45859", "right": "issue:45902", "accept": false, - "reason": "Same module family, but different execution paths and symptoms; not clearly the same bug." + "reason": "Same model family, but different bugs: CPU offload incompatibility vs uninitialized memory after to_empty(cuda)." }, { "left": "issue:43638", "right": "issue:45161", "accept": false, - "reason": "ZeRO-3 BERT loading error and GPT-OSS TP failure are unrelated." + "reason": "Deepspeed Zero3/BertModel crash and GPT-OSS tensor-parallel issue are different failures." }, { - "left": "issue:34928", - "right": "issue:39921", - "accept": false, - "reason": "FSDP/activation checkpointing bug is unrelated to special-token projection error." - }, - { - "left": "issue:43596", + "left": "issue:43039", "right": "issue:45161", "accept": false, - "reason": "ZeRO-3/BERT loading IndexError is unrelated to GPT-OSS tensor-parallel issues." + "reason": "Liger Kernel cross-entropy issue and GPT-OSS-only-TP failure are unrelated." }, { - "left": "issue:43716", - "right": "issue:45507", + "left": "issue:43975", + "right": "issue:44457", "accept": false, - "reason": "Different models and different failure mechanisms." + "reason": "Detokenization bug and LoRA merge/reload mismatch are different issues." }, { "left": "issue:44292", "right": "issue:45237", "accept": false, - "reason": "Qwen-3 NVFP4 runtime error and AMD GPU support issue are not the same bug." + "reason": "Duplicate-looking pair in the same Qwen3/AMD area, but the concrete bugs are still different." }, { "left": "issue:45874", "right": "issue:46294", "accept": false, - "reason": "Inputs-embeds reverse lookup cost and video token/template mismatch are unrelated." + "reason": "Gemma4 reverse-embedding lookup issue and video feature/token mismatch are unrelated." }, { "left": "issue:39290", "right": "issue:45081", "accept": false, - "reason": "Gemma3TextConfig missing attribute and Mistral regex patch crash are different issues." + "reason": "Gemma3TextConfig attribute regression and Mistral tokenizer patch crash are unrelated." }, { "left": "issue:45800", "right": "issue:46515", "accept": true, - "reason": "Both reports describe the same torch 2.4.1 compatibility regression in transformers." - }, - { - "left": "issue:34928", - "right": "issue:41720", - "accept": false, - "reason": "FSDP checkpointing mismatch is unrelated to Qwen3 auto device-map CUDA asserts." - }, - { - "left": "issue:45823", - "right": "issue:45874", - "accept": false, - "reason": "Device-map PLE mismatch and expensive inputs_embeds reverse lookup are different bugs." - }, - { - "left": "issue:43425", - "right": "issue:44292", - "accept": false, - "reason": "General torch 2.10 incompatibility is unrelated to the Qwen-3 NVFP4 runtime error." - }, - { - "left": "issue:43828", - "right": "issue:45161", - "accept": false, - "reason": "Autocast dtype mismatch and GPT-OSS tensor-parallel failure are unrelated." - }, - { - "left": "issue:43541", - "right": "issue:43716", - "accept": false, - "reason": "Mixtral torch-dynamo tracing failure and Mistral image-preprocessor dtype mismatch are unrelated." + "reason": "Same torch 2.4.1 incompatibility report, just phrased with different specificity." }, { "left": "issue:43828", - "right": "issue:44292", - "accept": false, - "reason": "Different model families and different failure conditions." - }, - { - "left": "issue:43716", - "right": "issue:45685", - "accept": false, - "reason": "Dtype mismatch in image preprocessing is unrelated to MPS histogram support." - }, - { - "left": "issue:45507", - "right": "issue:45685", - "accept": false, - "reason": "Invalid method call in GraniteMoEHybrid is unrelated to the MPS Int histogram limitation." - }, - { - "left": "issue:44292", - "right": "issue:44918", - "accept": false, - "reason": "Qwen-3 NVFP4 runtime error and Qwen3.5 SFT embedding unpacking are different bugs." - }, - { - "left": "issue:43716", - "right": "issue:44292", - "accept": false, - "reason": "Mistral dtype mismatch and Qwen-3 NVFP4 runtime error are unrelated." - }, - { - "left": "issue:44918", "right": "issue:45161", "accept": false, - "reason": "SFT embedding unpacking failure is unrelated to GPT-OSS tensor-parallel support." - }, - { - "left": "issue:43039", - "right": "issue:44918", - "accept": false, - "reason": "Liger kernel cross_entropy call and Qwen3.5 SFT embedding unpacking are unrelated." - }, - { - "left": "issue:41762", - "right": "issue:43638", - "accept": false, - "reason": "Both are DeepSpeed/IndexError flavoured, but Gemma3 ZeRO-3 loading and BERT ZeRO-3 loading are not the same bug." + "reason": "Autocast dtype mismatch and GPT-OSS tensor-parallel failure are different bugs." } ] }, "evaluator_result": { "accept": true, - "feedback": "The summary is well grounded in the packet and stays conservative about the soft edges. The two accepted pairs are plausibly duplicates from the titles and descriptions, and the rejections avoid overclaiming. No mergeability or evidence issues stand out." + "feedback": "The summary is grounded in the packet: 43596/43638 are clearly the closest duplicate pair from their matching Zero3/BertModel index-out-of-bounds titles, and 45800/46515 is a reasonable second duplicate-like pair because both are torch 2.4.1 incompatibility reports. The soft-edge verdicts are generally conservative and do not overstate equivalence." }, "evaluator_used": true, "retried": false, @@ -549,13 +481,13 @@ "component_index": 1, "component_count": 28, "review_unit_index": 2, - "review_unit_count": 67, + "review_unit_count": 68, "status": "reviewed", "reason": null, "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-545", + "cluster_id": "cluster-10000-547", "nodes": [ "issue:30277", "issue:35308", @@ -567,15 +499,14 @@ "issue:42617", "issue:43039", "issue:43296", - "issue:43425", "issue:43531", "issue:43541", "issue:43596", "issue:43638", + "issue:43716", "issue:43792", "issue:43827", "issue:43828", - "issue:43854", "issue:43866", "issue:43872", "issue:43901", @@ -586,11 +517,12 @@ "issue:44805", "issue:44841", "issue:44863", + "issue:44918", "issue:45020", - "issue:45070", + "issue:45161", "issue:45237", - "issue:45362", - "issue:45464", + "issue:45507", + "issue:45685", "issue:45800", "issue:45812", "issue:45823", @@ -602,11 +534,19 @@ "issue:46402", "issue:46772", "issue:46901", - "issue:47228", "issue:47394", "issue:47448" ], "soft_pairs": [ + "issue:43541|issue:43716", + "issue:43828|issue:44292", + "issue:43716|issue:45685", + "issue:45507|issue:45685", + "issue:44292|issue:44918", + "issue:43716|issue:44292", + "issue:44918|issue:45161", + "issue:43039|issue:44918", + "issue:41762|issue:43638", "issue:43827|issue:44512", "issue:43039|issue:43828", "issue:30277|issue:36331", @@ -635,265 +575,270 @@ "issue:39290|issue:43531", "issue:43866|issue:44863", "issue:41093|issue:43638", - "issue:43792|issue:45901", - "issue:43425|issue:45070", - "issue:43541|issue:47228", - "issue:43854|issue:43866", - "issue:43792|issue:45070", - "issue:43975|issue:45901", - "issue:43596|issue:45800", - "issue:45362|issue:45464" + "issue:43792|issue:45901" ], - "prepared_review_unit_hash": "9a98af9565e7b7fa7fb4546a593665678a392a591b27b949d28c65356bc28054", + "prepared_review_unit_hash": "85d69400f8f3e95b920f4e57bf59e8d6949a67822240b999ff271477cc636467", "component_budget": { - "node_count": 545, - "item_count": 545, - "soft_pair_count": 2024, - "serialized_chars": 1046962, - "estimated_input_tokens": 261741, - "estimated_eval_tokens": 523738 + "node_count": 547, + "item_count": 547, + "soft_pair_count": 2032, + "serialized_chars": 1051055, + "estimated_input_tokens": 262764, + "estimated_eval_tokens": 525784 }, "budget": { - "node_count": 48, - "item_count": 48, - "soft_pair_count": 36, - "serialized_chars": 38330, - "estimated_input_tokens": 9583, - "estimated_eval_tokens": 19422 + "node_count": 47, + "item_count": 47, + "soft_pair_count": 38, + "serialized_chars": 38394, + "estimated_input_tokens": 9599, + "estimated_eval_tokens": 19454 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "Most soft pairs are false positives across unrelated bug reports. Two genuine duplicate clusters stand out: a DeepSpeed ZeRO-3 loading/indexing failure and a broader AutoTokenizer v5 regression affecting multiple model families.", - "confidence": 0.86, - "canonical_issue_reason": "#45920 is the best canonical issue for the tokenizer cluster: it describes the broader AutoTokenizer v5 regression across multiple model families, making it a better umbrella than the Granite-only report #45812.", + "summary": "This cluster is mostly a grab-bag of unrelated model/regression reports, but there is one clear near-duplicate around the same DeepSpeed ZeRO-3 \"index 0 out of bounds\" failure. Most other soft pairs are only loosely similar by subsystem or error class, not the same bug.", + "confidence": 0.58, + "canonical_issue_reason": "#41762 is the best anchor: it is the clearest and earliest report of the common ZeRO-3 zero-sized-tensor index error, and it matches the closest duplicate candidate (#43638) on the same code path.", "canonical_pr_reason": null, - "best_issue_reason": "#45920 is the strongest global issue candidate because it is broad, clearly scoped to a shared regression, and would be the most reusable duplicate target.", + "best_issue_reason": "#41762 is the strongest representative issue for this cluster because it captures the shared ZeRO-3 initialization/loading failure most cleanly; the other items are too heterogeneous to serve as better cluster representatives.", "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "issue:43541", + "right": "issue:43716", + "accept": false, + "reason": "Both are model-specific runtime failures, but one is a Mixtral torch-dynamo/grouped_mm error and the other is a Gemma/Mistral dtype mismatch; different code paths and symptoms." + }, + { + "left": "issue:43828", + "right": "issue:44292", + "accept": false, + "reason": "Both involve model/runtime incompatibilities, but autocast dtype mismatch and NVFP4 execution failure are not the same underlying bug." + }, + { + "left": "issue:43716", + "right": "issue:45685", + "accept": false, + "reason": "These are unrelated: one is an image-preprocessor/model dtype mismatch, the other is an MPS histogram kernel limitation for Int tensors." + }, + { + "left": "issue:45507", + "right": "issue:45685", + "accept": false, + "reason": "Different failures in different MoE/MPS contexts; no shared concrete code path or fix." + }, + { + "left": "issue:44292", + "right": "issue:44918", + "accept": false, + "reason": "Qwen NVFP4 execution and TRL embedding unpacking are separate training/runtime issues." + }, + { + "left": "issue:43716", + "right": "issue:44292", + "accept": false, + "reason": "Same broad theme of model execution errors, but no evidence they are the same bug or mergeable fix." + }, + { + "left": "issue:44918", + "right": "issue:45161", + "accept": false, + "reason": "One is an SFT-trainer embedding handling bug; the other is a tensor-parallel GPT-OSS issue. Different failure mechanisms." + }, + { + "left": "issue:43039", + "right": "issue:44918", + "accept": false, + "reason": "Liger-kernel cross-entropy invocation and Qwen3.5 embedding unpacking are unrelated training-stack problems." + }, + { + "left": "issue:41762", + "right": "issue:43638", + "accept": true, + "reason": "Both report the same ZeRO-3 'index 0 out of bounds' failure during model init/loading with zero-sized tensors; different models, same underlying bug class and likely same fix." + }, { "left": "issue:43827", "right": "issue:44512", "accept": false, - "reason": "Both are docs regressions, but they target different pages/examples and different missing v5 replacements." + "reason": "Both are docs regressions from v5 removals, but they refer to different outdated documentation and different removed APIs." }, { "left": "issue:43039", "right": "issue:43828", "accept": false, - "reason": "Different concrete failures: Liger/cross_entropy versus an autocast dtype mismatch in Phi-tiny-MoE." + "reason": "Both mention loss/precision behavior, but one is a Liger cross-entropy path and the other is an autocast dtype mismatch; not the same bug." }, { "left": "issue:30277", "right": "issue:36331", "accept": false, - "reason": "Unrelated bugs: ZeRO-3 collective mismatch versus a CustomTrainer signature change." + "reason": "Collective mismatch under Jamba+ZeRO3 and a compute_loss signature change are entirely different issues." }, { "left": "issue:45237", "right": "issue:46015", "accept": false, - "reason": "Completely different topics: AMD GPU model support versus outdated RAG docs." + "reason": "AMD GPU execution failure and outdated RAG docs are unrelated." }, { "left": "issue:43039", "right": "issue:44805", "accept": false, - "reason": "Different error paths and symptoms; these are not the same underlying bug." + "reason": "Cross-entropy being called and a mask/tensor shape mismatch are different errors with no shared code path." }, { "left": "issue:45800", "right": "issue:46304", "accept": false, - "reason": "Both are compatibility complaints, but they concern different torch/transformers breakages and different root causes." + "reason": "Both involve version compatibility, but one is a torch/transformers version mismatch and the other is a distributed-build regression; not the same concrete bug." }, { "left": "issue:43296", "right": "issue:46304", "accept": false, - "reason": "Unrelated: vLLM model loading versus distributed build/runtime support." + "reason": "vLLM model load failure and USE_DISTRIBUTED=0 support break are unrelated environment regressions." }, { "left": "issue:39290", "right": "issue:41720", "accept": false, - "reason": "Different model-specific failures with no shared code-path signal." + "reason": "Gemma3TextConfig missing field with vLLM and Qwen3 auto device-map cuda assert are separate model/backend problems." }, { "left": "issue:43866", "right": "issue:46402", "accept": false, - "reason": "Different loading failures: corrupted checkpoint versus missing text-encoder weights." + "reason": "Checkpoint corruption and missing Sam3Model weight loading are unrelated." }, { "left": "issue:44841", "right": "issue:47448", "accept": false, - "reason": "Both are model-support issues, but for different models and different failure modes." + "reason": "Processor failure for Voxtral and unrecognized Gemma4 architecture are different model support issues." }, { "left": "issue:44589", "right": "issue:46304", "accept": false, - "reason": "Float8 storage lookup failure is unrelated to distributed support regression." + "reason": "Storage-type lookup failure and distributed-build regression are different bugs." }, { "left": "issue:45237", "right": "issue:45901", "accept": false, - "reason": "Different subsystems and failures; no evidence of the same bug." + "reason": "Different task/model failures; no common underlying bug." }, { "left": "issue:41762", "right": "issue:43596", - "accept": true, - "reason": "Same ZeRO-3 loading/indexing bug: both report an out-of-bounds index during DeepSpeed Zero-3 model initialization/loading." + "accept": false, + "reason": "Both are ZeRO-3 index errors, but the available descriptions point to separate model-init scenarios and no clear evidence of a shared duplicate." }, { "left": "issue:43901", "right": "issue:44512", "accept": false, - "reason": "Both are docs issues, but they are about different deprecated references and different documentation areas." + "reason": "Different docs problems: text-classification API docs vs removed run-command docs." }, { "left": "issue:44841", "right": "issue:45823", "accept": false, - "reason": "Different model-specific bugs: processor failure versus device-map mismatch." + "reason": "Processor failure for a multimodal model and device-map forward mismatch for Gemma4 are unrelated." }, { "left": "issue:45823", "right": "issue:46294", "accept": false, - "reason": "Different multimodal failures with different root causes and APIs." + "reason": "Device placement mismatch and video-token/template mismatch are separate multimodal issues." }, { "left": "issue:43975", "right": "issue:46015", "accept": false, - "reason": "Tokenizer detokenization regression versus unrelated RAG documentation updates." + "reason": "Tokenizer detokenization bug and RAG docs updates are unrelated." }, { "left": "issue:45020", "right": "issue:46304", "accept": false, - "reason": "Different regressions: remote_code model support versus USE_DISTRIBUTED=0 compatibility." + "reason": "Remote_code breakage and distributed-build support break are different regressions." }, { "left": "issue:44863", "right": "issue:46015", "accept": false, - "reason": "Model checkpoint-loading failure versus unrelated documentation issue." + "reason": "NemotronH checkpoint loading and outdated RAG examples are unrelated." }, { "left": "issue:43866", "right": "issue:46772", "accept": false, - "reason": "Checkpoint corruption and Nvidia ModelOpt compatibility are different problems." + "reason": "Checkpoint corruption and ModelOpt compatibility for DiffusionGemma are different issues." }, { "left": "issue:35308", "right": "issue:42617", "accept": false, - "reason": "Both mention distributed training, but one is an IterableDataset length crash and the other is a generic 3d_parallel.py run failure." + "reason": "IterableDataset multi-GPU crash and a 3d_parallel.py failure are only loosely related by training/multi-GPU context." }, { "left": "issue:45812", "right": "issue:45920", - "accept": true, - "reason": "Same AutoTokenizer v5 regression: both report wrong token IDs across multiple model families, with #45920 being the broader umbrella report." + "accept": false, + "reason": "Both are tokenizer regressions, but they affect different model families and likely different tokenizer logic paths." }, { "left": "issue:43872", "right": "issue:46304", "accept": false, - "reason": "bitsandbytes initialization incompatibility is unrelated to distributed support." + "reason": "bitsandbytes parameter-construction incompatibility and distributed-build support break are unrelated." }, { "left": "issue:46901", "right": "issue:47394", "accept": false, - "reason": "Similar symptom, but different model implementations and different concrete training-loss bugs." + "reason": "Both are loss-shift bugs, but the PPFormulaNet double-shift and GitForCausalLM row-leak regression are not the same concrete defect." }, { "left": "issue:44292", "right": "issue:46015", "accept": false, - "reason": "Unrelated: Qwen NVFP4 runtime failure versus RAG docs updates." + "reason": "Qwen NVFP4 runtime failure and outdated docs are unrelated." }, { "left": "issue:39290", "right": "issue:43531", "accept": false, - "reason": "Both involve sliding_window, but they affect different model families and likely different code paths." + "reason": "Different Gemma/Qwen sliding-window/model-attribute issues with no evidence of a shared fix." }, { "left": "issue:43866", "right": "issue:44863", "accept": false, - "reason": "Different model-loading failures with no shared underlying bug indicated." + "reason": "A corrupted checkpoint and a model implementation loading issue are distinct." }, { "left": "issue:41093", "right": "issue:43638", "accept": false, - "reason": "Both are IndexError reports, but the error messages and contexts differ enough to treat them as separate bugs." - }, - { - "left": "issue:43792", - "right": "issue:45901", - "accept": false, - "reason": "Different tasks and unrelated crashes." - }, - { - "left": "issue:43425", - "right": "issue:45070", - "accept": false, - "reason": "Torch version incompatibility and a pydantic PretrainedConfig regression are unrelated." - }, - { - "left": "issue:43541", - "right": "issue:47228", - "accept": false, - "reason": "Both are compilation/tracing regressions, but for different models and different failing ops." - }, - { - "left": "issue:43854", - "right": "issue:43866", - "accept": false, - "reason": "Different model-loading problems; one is unit-test load failure, the other is a corrupted checkpoint report." + "reason": "Both mention shape/index errors, but one is a mask-vs-tensor length mismatch and the other is a ZeRO-3 zero-sized index error." }, { "left": "issue:43792", - "right": "issue:45070", - "accept": false, - "reason": "Whisper load failure is unrelated to the pydantic config regression." - }, - { - "left": "issue:43975", "right": "issue:45901", "accept": false, - "reason": "Tokenizer detokenization regression versus table-question-answering runtime crash." - }, - { - "left": "issue:43596", - "right": "issue:45800", - "accept": false, - "reason": "A ZeRO-3 index error is unrelated to a torch/transformers compatibility complaint." - }, - { - "left": "issue:45362", - "right": "issue:45464", - "accept": false, - "reason": "Both are Qwen3.5 chat issues, but they surface through different APIs and likely different root causes." + "reason": "Whisper model loading/running and table-question-answering task crashes are unrelated." } ] }, "evaluator_result": { "accept": true, - "feedback": "The summary is grounded in the packet and stays appropriately conservative overall. The two accepted soft pairs are well supported by the titles and shared failure signatures: the DeepSpeed ZeRO-3 index-error reports, and the broader AutoTokenizer v5 regression umbrella. The rejections are also framed narrowly enough to avoid overstating similarity." + "feedback": "The representative and canonical issue choices are grounded in the packet: #41762 is the clearest and earliest ZeRO-3 index-out-of-bounds report among the similar items, and the summary appropriately stays conservative about the rest of the cluster being heterogeneous. The soft-edge verdicts also look cautious overall, with the only accepted pair (#41762/#43638) supported by nearly identical titles and failure modes." }, "evaluator_used": true, "retried": false, @@ -906,16 +851,15 @@ "component_index": 1, "component_count": 28, "review_unit_index": 3, - "review_unit_count": 67, + "review_unit_count": 68, "status": "reviewed", "reason": null, "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-545", + "cluster_id": "cluster-10000-547", "nodes": [ "issue:36010", - "issue:39186", "issue:39290", "issue:39921", "issue:41093", @@ -924,15 +868,18 @@ "issue:43296", "issue:43366", "issue:43404", + "issue:43425", "issue:43531", "issue:43541", "issue:43572", "issue:43596", - "issue:43645", "issue:43716", + "issue:43792", "issue:43828", + "issue:43854", "issue:43866", "issue:43872", + "issue:43975", "issue:43994", "issue:44291", "issue:44292", @@ -945,16 +892,14 @@ "issue:45020", "issue:45070", "issue:45084", + "issue:45362", "issue:45399", "issue:45464", "issue:45507", "issue:45685", - "issue:45759", "issue:45800", "issue:45823", "issue:45901", - "issue:45902", - "issue:46165", "issue:46294", "issue:46640", "issue:46661", @@ -963,10 +908,17 @@ "issue:47470" ], "soft_pairs": [ - "issue:43541|issue:46869", - "issue:44292|issue:45901", - "issue:39290|issue:45823", - "issue:36010|issue:39290", + "issue:43425|issue:45070", + "issue:43541|issue:47228", + "issue:43854|issue:43866", + "issue:43792|issue:45070", + "issue:43975|issue:45901", + "issue:43596|issue:45800", + "issue:45362|issue:45464", + "issue:43541|issue:46869", + "issue:44292|issue:45901", + "issue:39290|issue:45823", + "issue:36010|issue:39290", "issue:45464|issue:45685", "issue:43541|issue:45685", "issue:43541|issue:43828", @@ -995,269 +947,286 @@ "issue:41093|issue:43596", "issue:43054|issue:43994", "issue:39921|issue:46869", - "issue:46640|issue:46661", - "issue:45759|issue:45902", - "issue:43596|issue:46165", - "issue:39186|issue:44918", - "issue:43645|issue:45399" + "issue:46640|issue:46661" ], - "prepared_review_unit_hash": "960dc0e8c4d3449fc1d4c930d04802d7d44fd8840ce96baae72cbdbe4e951fc8", + "prepared_review_unit_hash": "0ce3c575583a773d883aac8acb2449101f9450c6082cff709b4fc33d8188f933", "component_budget": { - "node_count": 545, - "item_count": 545, - "soft_pair_count": 2024, - "serialized_chars": 1046962, - "estimated_input_tokens": 261741, - "estimated_eval_tokens": 523738 + "node_count": 547, + "item_count": 547, + "soft_pair_count": 2032, + "serialized_chars": 1051055, + "estimated_input_tokens": 262764, + "estimated_eval_tokens": 525784 }, "budget": { "node_count": 47, "item_count": 47, - "soft_pair_count": 37, - "serialized_chars": 38159, - "estimated_input_tokens": 9540, - "estimated_eval_tokens": 19336 + "soft_pair_count": 40, + "serialized_chars": 38845, + "estimated_input_tokens": 9712, + "estimated_eval_tokens": 19680 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "The set is a loose collection of unrelated Transformers issues. The soft-similarity edges are mostly superficial (shared model families, error wording, or broad subsystem overlap) and should not be merged as duplicates. No pull requests are present.", - "confidence": 0.93, - "canonical_issue_reason": "No single issue stands out as a safe canonical: the items span many distinct bugs and the proposed duplicate edges do not show the same concrete failure mode.", + "summary": "Mostly a grab-bag of unrelated model- and version-specific bug reports. The only strong duplicate-like match is the Qwen video-input regression pair; the rest differ by model, subsystem, or concrete failure mode.", + "confidence": 0.72, + "canonical_issue_reason": "Issue 44479 is the clearest broad regression report and the best anchor for the one likely duplicate pair; most other issues are unrelated to it.", "canonical_pr_reason": null, - "best_issue_reason": "No issue is a strong global representative because the cluster is heterogeneous; any choice would be arbitrary and misleading.", + "best_issue_reason": "Issue 44479 is the strongest global representative because it describes a broad, concrete regression affecting multiple Qwen VL variants and matches the most plausible duplicate candidate.", "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "issue:43425", + "right": "issue:45070", + "accept": false, + "reason": "Different failures: torch version incompatibility vs. PretrainedConfig/pydantic field breakage." + }, + { + "left": "issue:43541", + "right": "issue:47228", + "accept": false, + "reason": "Different models and code paths: Mixtral torch-dynamo grouped_mm tracing vs. Sam3 bf16 compilation regression." + }, + { + "left": "issue:43854", + "right": "issue:43866", + "accept": false, + "reason": "Both are model-loading problems, but one is a GLM-4.7-Flash test failure and the other is a corrupted Ovis2 checkpoint." + }, + { + "left": "issue:43792", + "right": "issue:45070", + "accept": false, + "reason": "Whisper load/run failure is unrelated to the v5 pydantic PretrainedConfig issue." + }, + { + "left": "issue:43975", + "right": "issue:45901", + "accept": false, + "reason": "DeepSeek detokenization and table QA crashes are different subsystems and symptoms." + }, + { + "left": "issue:43596", + "right": "issue:45800", + "accept": false, + "reason": "One is a specific DeepSpeed ZeRO-3 loading IndexError; the other is a broad torch/transformers version incompatibility." + }, + { + "left": "issue:45362", + "right": "issue:45464", + "accept": false, + "reason": "Both mention Qwen3.5 and chat, but one is a transformers chat crash and the other is a streaming inference API failure." + }, { "left": "issue:43541", "right": "issue:46869", "accept": false, - "reason": "Different failures and code paths: torch dynamo grouped_mm error vs YOLO multi-GPU device_map behavior." + "reason": "Different models and failures: Mixtral tracing vs. YOLO multi-GPU device-map behavior." }, { "left": "issue:44292", "right": "issue:45901", "accept": false, - "reason": "Unrelated models/tasks and different crash surfaces; no shared underlying bug is evident." + "reason": "NVFP4 runtime error is unrelated to table-question-answering crashes." }, { "left": "issue:39290", "right": "issue:45823", "accept": false, - "reason": "Both are model-specific regressions, but the reported symptoms and affected components are different." + "reason": "Gemma3 sliding_window_pattern/vLLM error is unrelated to Gemma4 PLE device mismatch." }, { "left": "issue:36010", "right": "issue:39290", "accept": false, - "reason": "Import path breakage vs Gemma3 config attribute error are unrelated." + "reason": "ImportError for GenerationMixin is a different API break than the Gemma3TextConfig attribute error." }, { "left": "issue:45464", "right": "issue:45685", "accept": false, - "reason": "Streaming chat/completions failure and MPS int histogram error are different issues." + "reason": "Streaming chat failure is unrelated to the MPS histogram_mps int error in a moe path." }, { "left": "issue:43541", "right": "issue:45685", "accept": false, - "reason": "Different model families and unrelated runtime failures." + "reason": "Different model and failure mode; no shared concrete code-path." }, { "left": "issue:43541", "right": "issue:43828", "accept": false, - "reason": "Torch dynamo grouped_mm tracing error is not the same as an autocast dtype mismatch." + "reason": "Torch-dynamo grouped_mm tracing and autocast dtype mismatch are distinct issues." }, { "left": "issue:44841", "right": "issue:45084", "accept": false, - "reason": "Processor failure for Voxtral is not the same as a template-node compilation error." + "reason": "Voxtral processor failure and non-template-node compilation error are not the same bug." }, { "left": "issue:45507", "right": "issue:46869", "accept": false, - "reason": "Invalid method call in GraniteMoEHybrid is unrelated to YOLO multi-GPU mapping." + "reason": "GraniteMoEHybrid invalid method call and YOLO multi-GPU device-map failure are unrelated." }, { "left": "issue:43404", "right": "issue:43866", "accept": false, - "reason": "Weight tying bug in Mistral3 is unrelated to an Ovis2 checkpoint corruption report." + "reason": "Untied lm_head weights are unrelated to a corrupted checkpoint." }, { "left": "issue:43828", "right": "issue:45685", "accept": false, - "reason": "Both mention mixed precision / runtime issues, but they affect different models and code paths." + "reason": "Autocast dtype mismatch is not the same as the MPS int histogram kernel limitation." }, { "left": "issue:45399", "right": "issue:46661", "accept": false, - "reason": "Flash-attn fallback gating and remote-code config_class errors are different bugs." + "reason": "Flash-Attn2 fallback gating and remote-code config_class errors are different failure points." }, { "left": "issue:43572", "right": "issue:45070", "accept": false, - "reason": "StableLm pad_token_idx regression and pydantic PretrainedConfig field breakage are unrelated." + "reason": "StableLm pad_token_idx regression is unrelated to the PretrainedConfig pydantic field issue." }, { "left": "issue:41093", "right": "issue:41762", "accept": false, - "reason": "Both involve indexing errors, but the model/setup and trace details differ too much to treat as the same bug." + "reason": "Both are IndexErrors, but the mask-shape mismatch and ZeRO-3 zero-size tensor load failure are different bugs." }, { "left": "issue:45800", "right": "issue:45823", "accept": false, - "reason": "Torch/version incompatibility and Gemma4 device mismatch are distinct problems." + "reason": "Torch/transformers incompatibility is not the same as a Gemma4 device placement bug." }, { "left": "issue:43872", "right": "issue:47228", "accept": false, - "reason": "bitsandbytes init argument incompatibility is unrelated to a Sam3 compilation regression." + "reason": "bitsandbytes _is_hf_initialized incompatibility is unrelated to Sam3 compilation regression." }, { "left": "issue:45464", "right": "issue:47470", "accept": false, - "reason": "Streaming API failure and ESMFold fp16 casting error are unrelated." + "reason": "Qwen3.5 streaming chat failure and ESMFold fp16 casting error are different code paths." }, { "left": "issue:43716", "right": "issue:47228", "accept": false, - "reason": "Mistral image dtype mismatch and Sam3 bf16 regression are different code paths." + "reason": "Mistral-3 image-preprocessor dtype mismatch is unrelated to Sam3 bf16 compilation." }, { "left": "issue:44805", "right": "issue:44918", "accept": false, - "reason": "Both are Qwen3.5-related, but one is a mask shape mismatch and the other is an SFT embedding unpacking failure." + "reason": "The generic mask-shape IndexError and TRL embedding unpacking failure are different issues." }, { "left": "issue:43296", "right": "issue:43366", "accept": false, - "reason": "PaddleOCR-VL load failure and GGUF gpt-oss support request are unrelated." + "reason": "PaddleOCR-VL load failure and GGUF gpt-oss support request are not duplicates." }, { "left": "issue:43828", "right": "issue:45464", "accept": false, - "reason": "Different models and different failure modes; only the presence of dtype-related wording overlaps." + "reason": "Different symptoms: autocast dtype mismatch vs. chat/completions streaming failure." }, { "left": "issue:44291", "right": "issue:45070", "accept": false, - "reason": "init_empty_weights/_is_hf_initialized breakage and pydantic field breakage are not the same issue." + "reason": "_is_hf_initialized TypeError under init_empty_weights is a different regression than the pydantic field breakage." }, { "left": "issue:43531", "right": "issue:45070", "accept": false, - "reason": "Qwen3-MoE sliding_window issue and pydantic PretrainedConfig breakage are unrelated." + "reason": "Qwen3-MoE sliding_window behavior is unrelated to the PretrainedConfig pydantic issue." }, { "left": "issue:46869", "right": "issue:47228", "accept": false, - "reason": "YOLO device-map failure and Sam3 bf16 regression have no shared concrete bug." + "reason": "YOLO multi-GPU device-map failure and Sam3 bf16 compilation regression are unrelated." }, { "left": "issue:44387", "right": "issue:45005", "accept": false, - "reason": "Int4 OOM regression and tied-weights translation model issues are distinct." + "reason": "Int4 CUDA memory/OOM regression and tied-weights translation model issue are different bugs." }, { "left": "issue:45020", "right": "issue:45800", "accept": false, - "reason": "Remote-code model breakage and torch/version incompatibility are too broad and not the same concrete failure." + "reason": "Remote-code model breakage and torch/transformers incompatibility are too broad and not the same concrete issue." }, { "left": "issue:45507", "right": "issue:47228", "accept": false, - "reason": "GraniteMoEHybrid invalid method vs Sam3 compilation regression are unrelated." + "reason": "GraniteMoEHybrid invalid method call is unrelated to Sam3 bf16 compilation." }, { "left": "issue:43716", "right": "issue:46294", "accept": false, - "reason": "Image-preprocessor dtype mismatch and video token/template mismatch are different multimodal bugs." + "reason": "Both are multimodal dtype/input problems, but they affect different models and different modalities (image vs. video)." }, { "left": "issue:44479", "right": "issue:46294", - "accept": false, - "reason": "Video input regression across Qwen variants is not the same as chat template video-feature mismatch for a specific model." + "accept": true, + "reason": "Same underlying Qwen video-input regression: 46294 is a concrete Qwen3.5-9B apply_chat_template manifestation of the broader video-features/video-tokens mismatch in 44479." }, { "left": "issue:41093", "right": "issue:43596", "accept": false, - "reason": "Both are index errors with ZeRO-3, but they occur in different models and likely different failure points." + "reason": "Both are IndexErrors, but they involve different tensor-shape failures and different model/load contexts." }, { "left": "issue:43054", "right": "issue:43994", "accept": false, - "reason": "Both are about Siglip2 quality, but one reports worse embeddings while the other reports nonsensical AutoModel/pipeline output; not enough to treat as one bug." + "reason": "Both mention SigLIP2, but one is embedding quality regression and the other is a broader nonsensical-output report; not enough to confirm the same bug." }, { "left": "issue:39921", "right": "issue:46869", "accept": false, - "reason": "Gemma3N special-token projection error and YOLO device-map issues are unrelated." + "reason": "Gemma3N special-token projection error is unrelated to YOLO multi-GPU device-map failure." }, { "left": "issue:46640", "right": "issue:46661", "accept": false, - "reason": "Flash Attention 2 installation/fallback issue and remote-code config_class attribute error are separate bugs." - }, - { - "left": "issue:45759", - "right": "issue:45902", - "accept": false, - "reason": "Qwen multimodal config unwrapping and uninitialized rotary embedding memory are different defects." - }, - { - "left": "issue:43596", - "right": "issue:46165", - "accept": false, - "reason": "ZeRO-3/BertModel indexing failure and resume-training remote-code issue do not match." - }, - { - "left": "issue:39186", - "right": "issue:44918", - "accept": false, - "reason": "FSDP 2-D weight requirement and Qwen3.5 SFT embedding unpacking are unrelated." - }, - { - "left": "issue:43645", - "right": "issue:45399", - "accept": false, - "reason": "Jupyter custom-model initialization regression and flash-attn fallback gating are not the same code-path problem." + "reason": "Flash Attention 2 issue and remote-code config_class attribute error are different problems." } ] }, - "evaluator_result": null, - "evaluator_used": false, + "evaluator_result": { + "accept": true, + "feedback": "The summary is well grounded in the packet and stays mostly conservative. The only accepted soft-edge pair, issue:44479 vs issue:46294, is plausibly duplicate-like based on the titles alone, and the rest of the verdicts correctly avoid over-claiming similarity across clearly different models/subsystems. No 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 }, @@ -1266,17 +1235,18 @@ "component_index": 1, "component_count": 28, "review_unit_index": 4, - "review_unit_count": 67, + "review_unit_count": 68, "status": "reviewed", "reason": null, "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-545", + "cluster_id": "cluster-10000-547", "nodes": [ "issue:35308", "issue:36331", "issue:38175", + "issue:39186", "issue:39692", "issue:39921", "issue:40990", @@ -1284,8 +1254,9 @@ "issue:42915", "issue:43054", "issue:43404", + "issue:43596", "issue:43644", - "issue:43828", + "issue:43645", "issue:43872", "issue:43873", "issue:43950", @@ -1298,8 +1269,7 @@ "issue:44534", "issue:44589", "issue:44863", - "issue:44910", - "issue:44928", + "issue:44918", "issue:44960", "issue:45005", "issue:45183", @@ -1308,15 +1278,14 @@ "issue:45632", "issue:45698", "issue:45701", - "issue:45859", + "issue:45759", "issue:45902", "issue:45920", - "issue:45987", "issue:46032", + "issue:46165", "issue:46463", "issue:46489", "issue:46491", - "issue:46858", "issue:46899", "issue:46932", "issue:47246", @@ -1324,13 +1293,17 @@ "issue:47333" ], "soft_pairs": [ - "issue:40990|issue:44960", + "issue:45759|issue:45902", + "issue:43596|issue:46165", + "issue:39186|issue:44918", + "issue:43645|issue:45399", "issue:39921|issue:45507", + "issue:40990|issue:44960", "issue:42915|issue:45399", "issue:43404|issue:45005", "issue:45632|issue:45698", - "issue:43873|issue:45005", "issue:44360|issue:44512", + "issue:43873|issue:45005", "issue:35308|issue:36331", "issue:35308|issue:39921", "issue:44492|issue:44512", @@ -1344,238 +1317,234 @@ "issue:46489|issue:46491", "issue:36331|issue:41762", "issue:43644|issue:43950", - "issue:46032|issue:47246", "issue:43872|issue:44589", + "issue:46032|issue:47246", "issue:43054|issue:45701", - "issue:45920|issue:46489", "issue:46899|issue:46932", "issue:47332|issue:47333", "issue:38175|issue:43054", - "issue:43828|issue:44928", - "issue:45987|issue:46858", - "issue:43950|issue:45902", - "issue:44910|issue:45859" + "issue:45920|issue:46489" ], - "prepared_review_unit_hash": "a39a66edad320dab61b8af405ce6c5d2c3fe6320a5c874033ce65f069d912326", + "prepared_review_unit_hash": "327fbd5db5c49a41946017ac699c9218d4d780b0bd385238f015d75cae169c65", "component_budget": { - "node_count": 545, - "item_count": 545, - "soft_pair_count": 2024, - "serialized_chars": 1046962, - "estimated_input_tokens": 261741, - "estimated_eval_tokens": 523738 + "node_count": 547, + "item_count": 547, + "soft_pair_count": 2032, + "serialized_chars": 1051055, + "estimated_input_tokens": 262764, + "estimated_eval_tokens": 525784 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 31, - "serialized_chars": 37240, - "estimated_input_tokens": 9310, - "estimated_eval_tokens": 18876 + "serialized_chars": 37121, + "estimated_input_tokens": 9281, + "estimated_eval_tokens": 18818 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "Mostly a heterogeneous issue cluster, but a few true duplicate groups stand out: the non-persistent buffer regression, the static-cache seq-length tensor regression, Gemma4 quantized embedder dtype casting, and the disk-offloaded Qwen3 save failure. Most other pairs share a subsystem or theme but not the same concrete bug.", - "confidence": 0.83, - "canonical_issue_reason": "issue:43950 is the clearest anchor: it describes the non-persistent-buffer regression precisely, is broad enough to subsume close duplicates, and matches the same underlying bug reported in 43644 and 44534.", + "summary": "This cluster is mostly a grab-bag of unrelated Transformers issues, with a few clear duplicate subgroups: non-persistent buffer corruption in v5, Gemma4 quantized embedder dtype casting, and Qwen disk-offload save failures. Most other soft similarities are topic-adjacent but not the same concrete bug.", + "confidence": 0.71, + "canonical_issue_reason": "Issue 43950 is the clearest, most concrete representative of the non-persistent-buffer regression, and it cleanly anchors the duplicate wording in 43644 and 44534.", "canonical_pr_reason": null, - "best_issue_reason": "issue:43950 is the strongest representative issue in this set because it is specific, regression-focused, and central to the clearest duplicate cluster.", + "best_issue_reason": "Issue 43950 is the best overall issue to keep as the canonical representative for the strongest duplicate family in this cluster: a specific, actionable v5 regression with direct user impact and clear duplicate reports.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:40990", - "right": "issue:44960", + "left": "issue:45759", + "right": "issue:45902", + "accept": false, + "reason": "Different bugs: one is about unwrapping text_config in AutoModelForCausalLM.from_config, the other about uninitialized inv_freq after meta-to_empty materialization." + }, + { + "left": "issue:43596", + "right": "issue:46165", + "accept": false, + "reason": "Both mention loading/training with DeepSpeed or trust_remote_code, but the failure modes and code paths are different." + }, + { + "left": "issue:39186", + "right": "issue:44918", "accept": false, - "reason": "Different failures: GPT-OSS perplexity regression vs a GLM5 model report; no indication of the same bug." + "reason": "Different model paths and failures: FSDP weight shape error vs TRL SFT embedding unpacking." + }, + { + "left": "issue:43645", + "right": "issue:45399", + "accept": false, + "reason": "Unrelated issues: custom model initialization in notebooks vs flash-attn2 fallback gating." }, { "left": "issue:39921", "right": "issue:45507", "accept": false, - "reason": "Both are model-specific bugs, but the symptoms and code paths differ (Gemma3N token/projection issue vs GraniteMoEHybrid invalid method)." + "reason": "Different model families and different failures: Gemma3N special-token projection error vs GraniteMoEHybrid invalid method call." + }, + { + "left": "issue:40990", + "right": "issue:44960", + "accept": false, + "reason": "A perplexity report on one model is not the same bug as a GLM5 issue." }, { "left": "issue:42915", "right": "issue:45399", "accept": false, - "reason": "Quantization failure in Qwen3Moe vs flash-attn fallback gating; related area, but not the same concrete problem." + "reason": "Different subsystems: FineGrainedFP8Config failure vs flash-attn2 fallback checks." }, { "left": "issue:43404", "right": "issue:45005", "accept": false, - "reason": "Both mention tied weights, but one is a single model's lm_head tying bug and the other is a broader translation-model v5 issue; not clearly the same defect." + "reason": "Both involve tied weights, but they describe different model-specific regressions and not one concrete shared fix." }, { "left": "issue:45632", "right": "issue:45698", - "accept": false, - "reason": "Both involve loading custom modules, but one is a trust_remote_code leaf-dir cache collision and the other is wrong module selection after save_pretrained; too different." + "accept": true, + "reason": "Both describe trust_remote_code custom-module loading/caching choosing the wrong module due to path or identity collisions." }, { - "left": "issue:43873", - "right": "issue:45005", + "left": "issue:44360", + "right": "issue:44512", "accept": false, - "reason": "Quantization/offloading behavior vs tied-weights behavior; same broad area, different bug." + "reason": "A DSA indexer activation choice is unrelated to a docs typo about a removed run command." }, { - "left": "issue:44360", - "right": "issue:44512", + "left": "issue:43873", + "right": "issue:45005", "accept": false, - "reason": "A discussion about DSA indexing vs docs mentioning a removed run command; unrelated." + "reason": "Quantization/offloading behavior is unrelated to tied-weights issues." }, { "left": "issue:35308", "right": "issue:36331", "accept": false, - "reason": "Multi-GPU IterableDataset crash vs custom compute_loss signature breakage; unrelated training issues." + "reason": "One is a multi-GPU IterableDataset crash; the other is a Trainer API signature mismatch." }, { "left": "issue:35308", "right": "issue:39921", "accept": false, - "reason": "Different model/training problems with no shared code-path bug." + "reason": "Completely different bugs in training/runtime vs Gemma3N token projection." }, { "left": "issue:44492", "right": "issue:44512", "accept": false, - "reason": "A typo in cache strategies vs a docs command removal; not duplicates." + "reason": "A cache-strategy typo is not the same as a docs command removal issue." }, { "left": "issue:44530", "right": "issue:45005", "accept": false, - "reason": "PagedAttentionCache linear_attention crash vs tied-weights regression; different bugs." + "reason": "PagedAttentionCache Qwen3.5 crash and tied-weights regressions are unrelated." }, { "left": "issue:43975", "right": "issue:44292", "accept": false, - "reason": "Both are tokenizer/model-output issues, but the models and failure modes differ materially." + "reason": "Tokenizer detokenization regression and Qwen-3 NVFP4 runtime error are different concrete issues." }, { "left": "issue:45183", "right": "issue:46463", "accept": false, - "reason": "General input validation/XOR error-message bug vs T5 decoder-input validation message; similar class, but not the same concrete issue." + "reason": "Both concern validation/error messaging, but one is a broad XOR helper issue and the other is T5-specific decoder validation." }, { "left": "issue:35308", "right": "issue:42915", "accept": false, - "reason": "Training dataloader crash vs quantization failure; unrelated." + "reason": "Training/dataloader crash is unrelated to FP8 quantization failure." }, { "left": "issue:44863", "right": "issue:45005", "accept": false, - "reason": "NemotronH checkpoint loading vs tied weights in translation models; unrelated." + "reason": "NemotronH loading checkpoints and tied weights on translation models are different problems." }, { "left": "issue:39692", "right": "issue:43054", "accept": false, - "reason": "SigLIP2 docs/quantization errors vs text embedding quality regression; same model family only." + "reason": "The SigLIP2 doc example bug is not the same as the broader SigLIP2 text-embedding quality regression." }, { "left": "issue:43950", "right": "issue:44534", "accept": true, - "reason": "Same underlying regression: v5 corrupts non-persistent buffers after load/materialization." + "reason": "Both report the same v5 regression where non-persistent buffers get overwritten or corrupted on load/materialization." }, { "left": "issue:46489", "right": "issue:46491", "accept": false, - "reason": "Both are tokenizer regressions, but one is DeepSeek-Coder v1 output and the other is CodeLlama leading-space round-trip; not the same bug." + "reason": "Both are tokenizer regressions, but they affect different models and different round-trip failures." }, { "left": "issue:36331", "right": "issue:41762", "accept": false, - "reason": "CustomTrainer kwarg breakage vs Gemma3 ZeRO-3 loading IndexError; unrelated." + "reason": "Trainer API kwarg breakage is unrelated to a ZeRO-3 loading IndexError." }, { "left": "issue:43644", "right": "issue:43950", "accept": true, - "reason": "Exact same non-persistent-buffer junk regression, described with different wording." - }, - { - "left": "issue:46032", - "right": "issue:47246", - "accept": false, - "reason": "Both concern Mamba2-style recurrence, but one is an incorrect use_cache result and the other is a NemotronH slow-path recurrence propagation issue." + "reason": "Same underlying non-persistent-buffer corruption regression in Transformers 5.x; these are duplicate phrasings of the same bug." }, { "left": "issue:43872", "right": "issue:44589", "accept": false, - "reason": "Different bitsandbytes/storage failures with different exceptions and causes." + "reason": "Different quantization/storage incompatibilities with different exception signatures." }, { - "left": "issue:43054", - "right": "issue:45701", + "left": "issue:46032", + "right": "issue:47246", "accept": false, - "reason": "SigLIP2 text embedding quality vs tokenizer changes across versions; not the same defect." + "reason": "Related Mamba/Nemotron family, but not the same concrete bug; 47246 is a missing propagation of a fix into NemotronH." }, { - "left": "issue:45920", - "right": "issue:46489", + "left": "issue:43054", + "right": "issue:45701", "accept": false, - "reason": "Both are tokenizer regressions, but the reported symptoms and affected model sets differ; too broad to merge." + "reason": "A model embedding quality complaint is not the same as a version-dependent tokenization regression." }, { "left": "issue:46899", "right": "issue:46932", "accept": true, - "reason": "Same Gemma4 quantized vision/audio embedder dtype-cast bug; 46932 reads like the fix/duplicate of the same issue." + "reason": "Both describe the same Gemma4 quantized vision/audio embedder dtype-casting bug; 46932 reads like a follow-up/duplicate fix report." }, { "left": "issue:47332", "right": "issue:47333", "accept": true, - "reason": "Same concrete offloading save failure for disk-offloaded Qwen3 variants; only the model variant differs." + "reason": "Same offloading save failure for disk-offloaded Qwen models, just on two different model variants." }, { "left": "issue:38175", "right": "issue:43054", "accept": false, - "reason": "Unexpected zero probabilities in SigLIP2 vs text embedding quality degradation; not the same bug." - }, - { - "left": "issue:43828", - "right": "issue:44928", - "accept": false, - "reason": "Both mention dtype/precision problems, but one is an autocast mismatch and the other is a Qwen3.5 RLHF NaN/SDPA fallback issue." - }, - { - "left": "issue:45987", - "right": "issue:46858", - "accept": true, - "reason": "Same API bug: get_seq_length returns a tensor instead of an int, with different reported symptoms/backends." - }, - { - "left": "issue:43950", - "right": "issue:45902", - "accept": false, - "reason": "Both touch buffer/materialization state, but 45902 is about uninitialized rotary embedding frequency after meta->to_empty(cuda), not the non-persistent-buffer regression." + "reason": "Unexpected zero probabilities and worse text embeddings are different SigLIP2 issues." }, { - "left": "issue:44910", - "right": "issue:45859", + "left": "issue:45920", + "right": "issue:46489", "accept": false, - "reason": "Different Qwen3.5 offload/attention failures: flash-attention illegal memory access vs CPU-offload incompatibility." + "reason": "Broad tokenizer ID regressions and a specific DeepSeek-Coder detokenization bug are not the same concrete issue." } ] }, "evaluator_result": { "accept": true, - "feedback": "The summary is grounded in the packet and stays conservative. The accepted duplicate pairs are supported by strong title-level evidence (especially the non-persistent-buffer regression, the seq-length Tensor bug, the Gemma4 dtype-cast fix, and the disk-offloaded Qwen3 save failure). The rejected soft edges also look appropriately cautious, with no clear overstatement of duplicate evidence." + "feedback": "The summary is grounded in the packet and stays mostly conservative. The canonical choice of issue:43950 is well supported by the near-identical non-persistent-buffer regression titles, and the accepted duplicate subgroups (43950/43644/44534, 46899/46932, 47332/47333) are plausible from the issue text. The rejections are also generally cautious and do not overclaim equivalence from broad topical similarity." }, "evaluator_used": true, "retried": false, @@ -1588,13 +1557,13 @@ "component_index": 1, "component_count": 28, "review_unit_index": 5, - "review_unit_count": 67, + "review_unit_count": 68, "status": "reviewed", "reason": null, "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-545", + "cluster_id": "cluster-10000-547", "nodes": [ "issue:24643", "issue:28530", @@ -1604,13 +1573,10 @@ "issue:42915", "issue:42947", "issue:43054", - "issue:43257", - "issue:43404", "issue:43493", "issue:43643", "issue:43782", "issue:43824", - "issue:43827", "issue:43828", "issue:43856", "issue:43872", @@ -1620,32 +1586,39 @@ "issue:43975", "issue:44368", "issue:44387", + "issue:44402", "issue:44403", "issue:44451", "issue:44488", - "issue:44509", "issue:44661", + "issue:44910", + "issue:44928", "issue:44960", "issue:44991", "issue:45020", "issue:45081", "issue:45237", - "issue:45305", "issue:45356", "issue:45399", "issue:45488", "issue:45663", "issue:45685", - "issue:45715", "issue:45759", "issue:45823", + "issue:45859", "issue:45902", - "issue:46315", + "issue:45987", "issue:46489", "issue:46661", - "issue:46869" + "issue:46858", + "issue:46869", + "issue:47473" ], "soft_pairs": [ + "issue:43828|issue:44928", + "issue:45987|issue:46858", + "issue:43950|issue:45902", + "issue:44910|issue:45859", "issue:43054|issue:43493", "issue:45663|issue:45902", "issue:42947|issue:44387", @@ -1655,11 +1628,12 @@ "issue:41762|issue:42915", "issue:44403|issue:44488", "issue:43643|issue:45020", + "issue:44402|issue:47473", "issue:44991|issue:45399", "issue:42947|issue:43856", "issue:43824|issue:43872", - "issue:45081|issue:45399", "issue:45685|issue:45823", + "issue:45081|issue:45399", "issue:45020|issue:45823", "issue:43782|issue:44960", "issue:44661|issue:45020", @@ -1671,234 +1645,232 @@ "issue:45759|issue:46661", "issue:45020|issue:46661", "issue:41553|issue:43881", - "issue:45488|issue:46489", - "issue:43404|issue:43950", - "issue:45715|issue:46315", - "issue:43827|issue:44509", - "issue:43881|issue:43883", - "issue:43257|issue:45305" + "issue:45488|issue:46489" ], - "prepared_review_unit_hash": "8a1be79f27bac51fd8a726b4e2c4d40c0f14c2101cb47ca505ce5d0ec4ae3c21", + "prepared_review_unit_hash": "d987058515c97ace12e396b446774dac199a1fdbd85c2abd256c504a896619e6", "component_budget": { - "node_count": 545, - "item_count": 545, - "soft_pair_count": 2024, - "serialized_chars": 1046962, - "estimated_input_tokens": 261741, - "estimated_eval_tokens": 523738 + "node_count": 547, + "item_count": 547, + "soft_pair_count": 2032, + "serialized_chars": 1051055, + "estimated_input_tokens": 262764, + "estimated_eval_tokens": 525784 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 31, - "serialized_chars": 37464, - "estimated_input_tokens": 9366, - "estimated_eval_tokens": 18988 + "serialized_chars": 37448, + "estimated_input_tokens": 9362, + "estimated_eval_tokens": 18980 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is mostly heterogeneous: many unrelated model-loading, tokenizer, training, and docs regressions grouped by broad semantic similarity rather than true duplication. I did not find any soft pair that clearly describes the same concrete bug/change.", - "confidence": 0.9, - "canonical_issue_reason": "Issue 45020 is the broadest representative of the cluster\u2019s recurring theme: recent Transformers versions breaking model loading, especially for remote-code models.", - "canonical_pr_reason": null, - "best_issue_reason": "45020 best captures the most general user-facing regression pattern and could serve as the umbrella issue for nearby loading failures, even though most items are not true duplicates.", - "best_pr_reason": null, + "summary": "Most items are separate model-specific regressions. The only clear duplicate pair is the StaticCache/get_seq_length tensor-vs-int bug. issue:45020 is the broadest umbrella for the remote_code/config-loading subgroup, but the cluster does not support treating it as the dominant representative signal.", + "confidence": 0.63, + "canonical_issue_reason": "issue:45020 is the broadest umbrella in the packet for recent remote_code / model-loading regressions, but it should be treated as a loose representative rather than the strongest discussion signal.", + "canonical_pr_reason": "No pull requests are present in the provided items.", + "best_issue_reason": "issue:45020 is the best available cluster representative because it spans the widest related subgroup, though the evidence is weaker than the discussion metrics alone would suggest.", + "best_pr_reason": "No pull requests are present in the provided items.", "soft_edge_verdicts": [ + { + "left": "issue:43828", + "right": "issue:44928", + "accept": false, + "reason": "Both are runtime failures, but they are different bugs on different models/code paths: autocast dtype mismatch vs 3D position_ids / SDPA fallback behavior." + }, + { + "left": "issue:45987", + "right": "issue:46858", + "accept": true, + "reason": "Same underlying bug: cache.get_seq_length() returns a tensor where an int is expected, breaking downstream static-cache arithmetic/slicing." + }, + { + "left": "issue:43950", + "right": "issue:45902", + "accept": false, + "reason": "Both mention buffer/materialization behavior, but one is a from_pretrained regression and the other is a specific inv_freq meta->to_empty(cuda) issue." + }, + { + "left": "issue:44910", + "right": "issue:45859", + "accept": false, + "reason": "Related to Qwen3.5, but the failures differ: flash-attn crash from 3D position_ids vs CPU offload incompatibility in rotary embedding." + }, { "left": "issue:43054", "right": "issue:43493", "accept": false, - "reason": "Both mention SigLIP/SigLIP2 text embeddings, but one is a quality discrepancy and the other is a JAX-vs-HF implementation mismatch; not the same bug." + "reason": "Both concern SigLIP2 quality/implementation, but one is a broad symptom report and the other is a specific HF-vs-JAX discrepancy; not the same concrete bug." }, { "left": "issue:45663", "right": "issue:45902", "accept": false, - "reason": "Gemma4 FSDP2 KeyError from per-layer shared_kv_states is unrelated to Qwen3_5MoeTextRotaryEmbedding uninitialized memory after meta->to_empty(cuda)." + "reason": "Different code paths: Gemma4 FSDP2 shared_kv_states rebuild error versus rotary embedding buffer materialization/uninitialized memory." }, { "left": "issue:42947", "right": "issue:44387", "accept": false, - "reason": "Both involve memory/checkpointing concerns, but one is LoRA gradient checkpointing being ineffective and the other is int4 quantization increasing reserved CUDA memory." + "reason": "Unrelated regressions: PEFT LoRA gradient checkpointing behavior versus int4 quantization memory growth/OOM." }, { "left": "issue:44403", "right": "issue:44451", "accept": false, - "reason": "Generic loading noise vs failure to load a specific model (vesteinn/ScandiBERT); different symptoms and likely different root causes." + "reason": "Generic noisy-loading behavior is not the same defect as a specific inability to load vesteinn/ScandiBERT." }, { "left": "issue:24643", "right": "issue:28530", "accept": false, - "reason": "Training with DeepSpeed 'weight must be 2-D' is unrelated to early stopping failing to find metric_for_best_model/eval_f1." + "reason": "Different training issues: DeepSpeed weight shape RuntimeError versus early-stopping metric_for_best_model handling." }, { "left": "issue:43975", "right": "issue:45237", "accept": false, - "reason": "DeepSeek-Coder detokenization regression is unrelated to GPT-OSS-20B failing on AMD GPUs." + "reason": "Tokenizer detokenization regression and AMD GPU model-loading failure are unrelated." }, { "left": "issue:41762", "right": "issue:42915", "accept": false, - "reason": "Gemma3 ZeRO-3 loading index error is unrelated to Qwen3 MoE failing with FineGrainedFP8Config; different model and mechanism." + "reason": "Both are model-loading failures, but for different models and mechanisms; they are not the same bug." }, { "left": "issue:44403", "right": "issue:44488", "accept": false, - "reason": "Both are loading failures, but they target different models and the reports do not indicate the same underlying defect." + "reason": "One is about noisy loader messages; the other is a concrete load failure for a specific model." }, { "left": "issue:43643", "right": "issue:45020", "accept": false, - "reason": "Missing fields from AutoConfig with trust_remote_code=True is a different failure mode than general remote-code loading breakage." + "reason": "Missing fields with trust_remote_code=True is a specific config-return bug, not the same concrete regression as the broader remote_code breakage report." + }, + { + "left": "issue:44402", + "right": "issue:47473", + "accept": false, + "reason": "Different tokenizer problems: vocab-size mismatch versus byte-fallback decoding support." }, { "left": "issue:44991", "right": "issue:45399", "accept": false, - "reason": "Tokenizer loading failure for EMBEDDIA/est-roberta is unrelated to flash-attn2 fallback being blocked by other checks." + "reason": "Tokenizer loading failure and flash-attn2 fallback gating are separate issues." }, { "left": "issue:42947", "right": "issue:43856", "accept": false, - "reason": "Both are about Qwen3 MoE training performance/memory, but one is ineffective gradient checkpointing and the other is inefficient memory usage; not clearly the same bug." + "reason": "Both are efficiency-related, but the specific bugs differ: checkpointing ineffectiveness versus MoE memory usage." }, { "left": "issue:43824", "right": "issue:43872", "accept": false, - "reason": "ImportError for Qwen2_5_VLForConditionalGeneration is unrelated to a bitsandbytes Int8Params constructor incompatibility." + "reason": "ImportError for Qwen2.5-VL and bitsandbytes Int8Params constructor incompatibility are unrelated defects." }, { - "left": "issue:45081", - "right": "issue:45399", + "left": "issue:45685", + "right": "issue:45823", "accept": false, - "reason": "Tokenizer regex crash is unrelated to flash-attn2 fallback gating." + "reason": "Different backend/model issues: MPS histogram support in MoE versus Gemma4 device-map mismatch." }, { - "left": "issue:45685", - "right": "issue:45823", + "left": "issue:45081", + "right": "issue:45399", "accept": false, - "reason": "MPS histogram Int error in MoE is unrelated to Gemma4 PLE device mismatch under device_map='auto'." + "reason": "Tokenizer regex patch crash and flash-attn2 fallback blocking are separate code paths." }, { "left": "issue:45020", "right": "issue:45823", "accept": false, - "reason": "Remote-code model loading regressions and Gemma4 PLE device placement mismatch are different code paths and failure modes." + "reason": "Broad remote_code regression coverage does not match the specific Gemma4 PLE device mismatch bug." }, { "left": "issue:43782", "right": "issue:44960", "accept": false, - "reason": "Qwen3VL weight_only error is unrelated to the generic GLM5 issue." + "reason": "Different model-specific failures: Qwen3VL weight_only error versus GLM5 loading." }, { "left": "issue:44661", "right": "issue:45020", "accept": false, - "reason": "add-new-model-like failing in TOKENIZER_MAPPING_NAMES is an internal model-registration bug, not the same as remote-code loading regressions." + "reason": "add-new-model-like mapping failure is a specific registration/tokenizer bug, not the broader remote_code regression." }, { "left": "issue:43828", "right": "issue:45823", "accept": false, - "reason": "Autocast dtype mismatch in Phi-tiny-MoE is unrelated to Gemma4 PLE device mismatch." + "reason": "Different failures and models: autocast dtype mismatch versus device-map forwarding mismatch." }, { "left": "issue:41553", "right": "issue:43883", "accept": false, - "reason": "Bad AutoTokenizer error for Voxtral is unrelated to Molmo missing all_tied_weights_keys." + "reason": "Bad error messaging for Voxtral and Molmo tied-weights attribute errors are unrelated." }, { "left": "issue:45020", "right": "issue:45356", "accept": false, - "reason": "Remote-code model breakage is not the same as the Kimi-K2.5 tokenizer regression and misleading warning." + "reason": "General remote_code breakage and Kimi-K2.5 codec-handling regression are different tokenizer/config defects." }, { "left": "issue:43872", "right": "issue:46869", "accept": false, - "reason": "bitsandbytes parameter incompatibility is unrelated to YOLO multi-GPU device_map='auto' failure." + "reason": "bitsandbytes parameter incompatibility and YOLO multi-GPU device-map failure are unrelated." }, { "left": "issue:42491", "right": "issue:44368", "accept": false, - "reason": "Qwen3 MoE LoRA incompatibility across versions is broader than a warning about tie_word_embeddings in ms-swift fine-tuning." + "reason": "Both mention Qwen3, but one is a model compatibility regression and the other is a tie_word_embeddings warning during LoRA fine-tuning." }, { "left": "issue:45759", "right": "issue:46661", "accept": false, - "reason": "Composite Qwen 3.5/3.6 config unwrapping from_config bug is unrelated to remote-code AutoModel missing config_class." + "reason": "Composite multimodal config unwrapping and remote-code config_class attribute errors are different AutoModel issues." }, { "left": "issue:45020", "right": "issue:46661", "accept": false, - "reason": "Both concern model loading, but one is remote-code regressions broadly and the other is a specific AutoModel class attribute error." + "reason": "They are related only at a high level; one is broad remote_code breakage, the other is a specific config_class AttributeError." }, { "left": "issue:41553", "right": "issue:43881", "accept": false, - "reason": "Bad AutoTokenizer error for Voxtral and glm-4v-9b loading failure are different models with no shared root cause shown." + "reason": "Bad error messaging for Voxtral and GLM4V loading failure are separate model-loading reports." }, { "left": "issue:45488", "right": "issue:46489", "accept": false, - "reason": "DeepSeek tokenizer pre-tokenizer override bug is different from the later DeepSeek-Coder v1 detokenization regression." - }, - { - "left": "issue:43404", - "right": "issue:43950", - "accept": false, - "reason": "lm_head weight tying issue in Mistral3 is unrelated to silent corruption of non-persistent buffers in from_pretrained()." - }, - { - "left": "issue:45715", - "right": "issue:46315", - "accept": false, - "reason": "Both are tokenizer performance issues, but one is convert_ids_to_tokens skip_special_tokens overhead and the other is convert_tokens_to_ids slowdown with many added tokens." - }, - { - "left": "issue:43827", - "right": "issue:44509", - "accept": false, - "reason": "These are closely related docs regressions about removed pipeline tasks, but they appear to be separate reports rather than the same underlying bug/change." - }, - { - "left": "issue:43881", - "right": "issue:43883", - "accept": false, - "reason": "glm-4v-9b loading failure and Molmo missing all_tied_weights_keys are unrelated model-specific issues." - }, - { - "left": "issue:43257", - "right": "issue:45305", - "accept": false, - "reason": "Qwen3 MoE weight conversion under accelerate+deepspeed is unrelated to incorrect gradient averaging with GAS under DeepSpeed." + "reason": "Both are tokenizer regressions in v5, but one is ByteLevel/Metaspace override behavior and the other is a DeepSeek-Coder detokenization gap." } ] }, - "evaluator_result": null, - "evaluator_used": false, - "retried": false, - "accepted_nontrivial_soft_edge": false, + "evaluator_result": { + "accept": false, + "feedback": "The cluster summary is mostly conservative, but the main representative-issue claim is a bit overstated: issue:45020 is a plausible umbrella for remote_code regressions, yet the packet does not support calling it the strongest discussion signal (several other issues have higher discussion_activity/inbound refs). The soft-edge verdicts are generally careful, but because the top-level summary overclaims evidence, I would reject this pass." + }, + "evaluator_used": true, + "retried": true, + "accepted_nontrivial_soft_edge": true, "error_kind": null, "error_message": null }, @@ -1907,57 +1879,57 @@ "component_index": 1, "component_count": 28, "review_unit_index": 6, - "review_unit_count": 67, + "review_unit_count": 68, "status": "reviewed", "reason": null, "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-545", + "cluster_id": "cluster-10000-547", "nodes": [ "issue:24643", "issue:30064", - "issue:36010", "issue:36331", "issue:41093", "issue:41553", - "issue:42617", "issue:42915", "issue:42947", + "issue:43257", "issue:43366", + "issue:43404", "issue:43531", "issue:43596", "issue:43638", "issue:43716", "issue:43792", - "issue:43824", + "issue:43827", "issue:43828", "issue:43854", + "issue:43881", + "issue:43883", "issue:43940", "issue:43950", "issue:43957", - "issue:44155", "issue:44220", "issue:44479", + "issue:44509", "issue:44530", "issue:44560", "issue:44589", - "issue:44683", "issue:44805", "issue:44863", - "issue:44918", "issue:44928", "issue:44991", + "issue:45305", "issue:45313", "issue:45325", - "issue:45584", "issue:45588", "issue:45663", - "issue:45685", + "issue:45715", "issue:45823", - "issue:45834", "issue:45902", "issue:45923", + "issue:46315", "issue:46402", "issue:46468", "issue:46515", @@ -1965,6 +1937,11 @@ "issue:46897" ], "soft_pairs": [ + "issue:43404|issue:43950", + "issue:45715|issue:46315", + "issue:43827|issue:44509", + "issue:43881|issue:43883", + "issue:43257|issue:45305", "issue:43792|issue:44220", "issue:46894|issue:46897", "issue:36331|issue:41093", @@ -1982,241 +1959,215 @@ "issue:43596|issue:46515", "issue:44863|issue:46402", "issue:45325|issue:45902", - "issue:43366|issue:44589", "issue:43638|issue:46515", + "issue:43366|issue:44589", "issue:45663|issue:45823", "issue:42915|issue:43957", "issue:43716|issue:44560", - "issue:41553|issue:44991", - "issue:44155|issue:45584", - "issue:43824|issue:43957", - "issue:42617|issue:43366", - "issue:43950|issue:45834", - "issue:44560|issue:45685", - "issue:44560|issue:44918", - "issue:36010|issue:42915", - "issue:44683|issue:46515" + "issue:41553|issue:44991" ], - "prepared_review_unit_hash": "6a48976e7765d8a36f70986f0f6f9d7bd02c4cb5fe28572346d7589cbba468da", + "prepared_review_unit_hash": "394374b5e7f1e544ced69f985797577caf0ac5405d8c445be4a27f500a38c655", "component_budget": { - "node_count": 545, - "item_count": 545, - "soft_pair_count": 2024, - "serialized_chars": 1046962, - "estimated_input_tokens": 261741, - "estimated_eval_tokens": 523738 + "node_count": 547, + "item_count": 547, + "soft_pair_count": 2032, + "serialized_chars": 1051055, + "estimated_input_tokens": 262764, + "estimated_eval_tokens": 525784 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 31, - "serialized_chars": 37008, - "estimated_input_tokens": 9252, - "estimated_eval_tokens": 18760 + "soft_pair_count": 28, + "serialized_chars": 36328, + "estimated_input_tokens": 9082, + "estimated_eval_tokens": 18420 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is mostly heterogeneous transformer bug reports. Only a few soft pairs look like true duplicates: the Bert/DeepSpeed ZeRO-3 zero-index failure, the identical mask-shape IndexError, and the pair of training-loss double-shift reports.", - "confidence": 0.87, - "canonical_issue_reason": "No single global canonical is safe because the cluster spans many unrelated bugs; if an anchor is needed, issue 43596 is the cleanest duplicate family because 43638 is nearly the same Bert/ZeRO-3 zero-index failure.", + "summary": "This cluster is mostly heterogeneous and only contains a few true duplicate-like pairs. I\u2019d accept the exact title/signature duplicates and reject the rest as related-but-distinct bugs or broad same-subsystem issues.", + "confidence": 0.78, + "canonical_issue_reason": "No single canonical issue for the whole set: most items are unrelated regressions, with only a few tight duplicate pairs.", "canonical_pr_reason": null, - "best_issue_reason": "Issue 43596 is the best issue anchor among the true duplicates in this set: its pair 43638 is a near-identical DeepSpeed ZeRO-3/Bert failure with only minor wording differences.", + "best_issue_reason": "No global best issue; issue:41093 is the cleanest exact duplicate anchor among the accepted pairs, but it does not represent the entire mixed cluster.", "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "issue:43404", + "right": "issue:43950", + "accept": false, + "reason": "Different bugs: Mistral lm_head tying vs non-persistent buffer loading corruption." + }, + { + "left": "issue:45715", + "right": "issue:46315", + "accept": false, + "reason": "Both are tokenizer performance regressions, but on different functions and mechanisms." + }, + { + "left": "issue:43827", + "right": "issue:44509", + "accept": true, + "reason": "Same docs regression: lingering references to removed pipeline tasks in v5 documentation." + }, + { + "left": "issue:43881", + "right": "issue:43883", + "accept": false, + "reason": "Different model-loading failures on different models/classes; not the same bug." + }, + { + "left": "issue:43257", + "right": "issue:45305", + "accept": false, + "reason": "Both involve DeepSpeed, but one is Qwen3 MoE weight conversion and the other is gradient averaging with GAS." + }, { "left": "issue:43792", "right": "issue:44220", "accept": false, - "reason": "Both are audio-related, but one is a generic Whisper load/run failure and the other is a specific fbank helper issue; not the same bug." + "reason": "Too broad to equate: a generic Whisper runtime failure vs a specific fbank feature-extraction issue." }, { "left": "issue:46894", "right": "issue:46897", - "accept": true, - "reason": "Both describe the same training-loss double-shift bug pattern; this looks like one underlying loss-path defect across two model heads." + "accept": false, + "reason": "Same general pattern, but different models; likely separate model-specific fixes, not one mergeable bug." }, { "left": "issue:36331", "right": "issue:41093", "accept": false, - "reason": "Unexpected compute_loss keyword argument vs mask/tensor shape IndexError are different code paths and failure modes." + "reason": "Different failures: trainer API kwarg mismatch vs tensor/mask shape index error." }, { "left": "issue:42947", "right": "issue:45923", "accept": false, - "reason": "Gradient checkpointing being ineffective and a missing supports_gradient_checkpointing flag are related only loosely; not the same concrete bug." + "reason": "Both touch gradient checkpointing, but one is a LoRA behavior bug and the other is a missing model flag." }, { "left": "issue:43940", "right": "issue:45313", "accept": false, - "reason": "Both are ZeRO-3 weight-loading failures, but they involve different Qwen model variants and different missing-weights patterns." + "reason": "Related DeepSpeed ZeRO-3 loading failures, but different Qwen variants and different missing-weight symptoms." }, { "left": "issue:24643", "right": "issue:30064", "accept": false, - "reason": "DeepSpeed training weight-shape error and void segmentation map processing are unrelated." + "reason": "Unrelated: DeepSpeed weight-dimension runtime error vs segmentation map processing failure." }, { "left": "issue:44479", "right": "issue:44560", - "accept": false, - "reason": "Both involve video inputs, but one is a broad video regression across models and the other is a StopIteration in a specific embedding path." + "accept": true, + "reason": "Same video-input regression family in Qwen3/VL models on v5.3.0; plausibly one underlying preprocessing bug." }, { "left": "issue:43854", "right": "issue:44863", "accept": false, - "reason": "GLM-4.7-Flash loading in tests and NemotronH checkpoint loading are different model-specific failures." + "reason": "Different models and different loading problems; no shared concrete code path is evident." }, { "left": "issue:41093", "right": "issue:44805", "accept": true, - "reason": "These are the same mask-vs-indexed-tensor shape mismatch IndexError, just with different concrete sizes in the message." + "reason": "Effectively the same mask/tensor shape mismatch error signature." }, { "left": "issue:43366", "right": "issue:43828", "accept": false, - "reason": "GGUF gpt-oss architecture support and Phi-tiny-MoE autocast dtype mismatch are unrelated." + "reason": "Different issues: GGUF architecture support vs autocast dtype mismatch." }, { "left": "issue:43716", "right": "issue:46468", "accept": false, - "reason": "Image preprocessor dtype mismatch for Mistral-3 and a broken Nemotron example are different bugs." + "reason": "Different model families and failure modes; not the same bug." }, { "left": "issue:44928", "right": "issue:45588", "accept": false, - "reason": "RLHF NaN from 3D position_ids and a flash_attention crash on s_aux=None are different failure modes." + "reason": "Different code paths: RLHF/position_ids numerical collapse vs flash_attention sink-less AttributeError." }, { "left": "issue:44530", "right": "issue:44863", "accept": false, - "reason": "PagedAttentionCache linear_attention crash on Qwen3.5 and NemotronH checkpoint loading are unrelated." + "reason": "Different subsystems and model loading vs cache runtime crash; no duplicate evidence." }, { "left": "issue:43366", "right": "issue:43531", "accept": false, - "reason": "GGUF gpt-oss support and Qwen3-MoE sliding_window behavior are different issues." + "reason": "Different problems in different model support paths; one is GGUF architecture support, the other sliding_window behavior." }, { "left": "issue:43596", "right": "issue:46515", "accept": false, - "reason": "The Bert ZeRO-3 index-out-of-bounds bug and a generic torch 2.4.1 incompatibility are not the same defect." + "reason": "Specific ZeRO-3/Bert init out-of-bounds bug vs a generic torch compatibility report." }, { "left": "issue:44863", "right": "issue:46402", "accept": false, - "reason": "NemotronH checkpoint loading and Sam3 text-encoder weights not loading are different model-loading problems." + "reason": "Different model families and different loading issues." }, { "left": "issue:45325", "right": "issue:45902", "accept": false, - "reason": "Both are rotary/position-related, but one is a Qwen2.5-VL still-image scaling bug and the other is uninitialized memory after meta-to-empty materialization." + "reason": "Both are Qwen3/VL-related, but one is rope index scaling and the other is uninitialized-memory materialization." }, { - "left": "issue:43366", - "right": "issue:44589", + "left": "issue:43638", + "right": "issue:46515", "accept": false, - "reason": "GGUF gpt-oss support and missing Float8 storage are unrelated." + "reason": "Different issues: ZeRO-3/BERT zero-size index error vs torch version incompatibility." }, { - "left": "issue:43638", - "right": "issue:46515", + "left": "issue:43366", + "right": "issue:44589", "accept": false, - "reason": "The Bert/ZeRO-3 out-of-bounds bug is distinct from a version-specific torch compatibility issue." + "reason": "Unrelated: GGUF architecture support vs float8 storage lookup failure." }, { "left": "issue:45663", "right": "issue:45823", "accept": false, - "reason": "Gemma4 FSDP2 shared_kv_states KeyError and Gemma4 PLE device mismatch are different forward-pass bugs." + "reason": "Same model family, but distinct bugs: FSDP2 shared_kv_states handling vs device_map forward placement." }, { "left": "issue:42915", "right": "issue:43957", "accept": false, - "reason": "Qwen3Moe FP8 config failure and meta-device loading breakage are unrelated." + "reason": "Different root causes: FineGrainedFP8Config failure vs meta-device loading regression." }, { "left": "issue:43716", "right": "issue:44560", "accept": false, - "reason": "Image dtype mismatch and Qwen3-VL video StopIteration are different bugs." + "reason": "Both are video-related, but one is image-preprocessor dtype mismatch and the other is a video StopIteration regression." }, { "left": "issue:41553", "right": "issue:44991", "accept": false, - "reason": "Bad Voxtral tokenizer error messaging and a tokenizer-loading failure for est-roberta are unrelated." - }, - { - "left": "issue:44155", - "right": "issue:45584", - "accept": false, - "reason": "AudioFlamingo3 token leakage across tracks and Whisper empty-transcription handling after align_special_tokens are different defects." - }, - { - "left": "issue:43824", - "right": "issue:43957", - "accept": false, - "reason": "Missing Qwen2_5_VLForConditionalGeneration import and meta-device model-loading breakage are separate problems." - }, - { - "left": "issue:42617", - "right": "issue:43366", - "accept": false, - "reason": "3d_parallel.py runtime failure and GGUF gpt-oss support are unrelated." - }, - { - "left": "issue:43950", - "right": "issue:45834", - "accept": false, - "reason": "Non-persistent buffer corruption and Kosmos2.5 long-OCR index error are different bug classes." - }, - { - "left": "issue:44560", - "right": "issue:45685", - "accept": false, - "reason": "Qwen3-VL video StopIteration and an MPS histogram unsupported-int error are unrelated." - }, - { - "left": "issue:44560", - "right": "issue:44918", - "accept": false, - "reason": "Qwen3-VL video StopIteration and TRL SFT embedding unpacking are different issues." - }, - { - "left": "issue:36010", - "right": "issue:42915", - "accept": false, - "reason": "GenerationMixin import failure and Qwen3Moe FineGrainedFP8Config failure are unrelated." - }, - { - "left": "issue:44683", - "right": "issue:46515", - "accept": false, - "reason": "torch>=2.9 flex_attention regression and torch 2.4.1 incompatibility are different version-specific issues." + "reason": "Both are tokenizer/loading complaints, but they concern different models and different failure modes." } ] }, "evaluator_result": { "accept": true, - "feedback": "The analysis is grounded in the packet and stays conservative overall. The only accepted soft pairs are strongly supported by the issue titles and descriptions: the two Bert/DeepSpeed ZeRO-3 index-out-of-bounds reports, the two mask/tensor shape IndexError reports, and the two training-loss double-shift reports. The rejects are appropriately cautious and do not overclaim evidence from the packet. One accepted pair is a bit more inferential than the others, but still reasonable given the shared bug pattern language." + "feedback": "Grounded overall: the packet supports a mostly heterogeneous cluster with only a few duplicate-like pairs, and the accepted soft edges are conservative. Minor wording nit: not all accepted pairs are exact duplicates, but the overall judgment stays within the evidence." }, "evaluator_used": true, "retried": false, @@ -2229,22 +2180,25 @@ "component_index": 1, "component_count": 28, "review_unit_index": 7, - "review_unit_count": 67, + "review_unit_count": 68, "status": "reviewed", "reason": null, "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-545", + "cluster_id": "cluster-10000-547", "nodes": [ + "issue:36010", "issue:38175", "issue:39692", "issue:41553", "issue:41720", "issue:42491", + "issue:42617", "issue:42915", "issue:42947", "issue:43317", + "issue:43366", "issue:43550", "issue:43596", "issue:43632", @@ -2253,49 +2207,54 @@ "issue:43645", "issue:43646", "issue:43720", + "issue:43824", + "issue:43950", + "issue:43957", "issue:43994", - "issue:44451", + "issue:44155", "issue:44488", "issue:44534", "issue:44560", "issue:44661", + "issue:44683", "issue:44756", "issue:44805", - "issue:44863", "issue:44877", "issue:44910", - "issue:44960", - "issue:44977", + "issue:44918", "issue:45030", - "issue:45276", - "issue:45313", - "issue:45357", - "issue:45507", + "issue:45584", "issue:45672", + "issue:45685", "issue:45812", "issue:45823", "issue:45834", - "issue:46459", "issue:46468", "issue:46489", - "issue:46512", "issue:46515", - "issue:46846", "issue:46858", "issue:46869", "issue:46899", "issue:47254" ], "soft_pairs": [ + "issue:44155|issue:45584", + "issue:43824|issue:43957", + "issue:42617|issue:43366", + "issue:43950|issue:45834", + "issue:44560|issue:45685", + "issue:44560|issue:44918", + "issue:36010|issue:42915", + "issue:44683|issue:46515", "issue:43645|issue:43646", "issue:44910|issue:46858", "issue:43550|issue:44910", "issue:41553|issue:44488", "issue:45823|issue:46515", - "issue:42947|issue:47254", "issue:46468|issue:46869", - "issue:45812|issue:46489", + "issue:42947|issue:47254", "issue:44661|issue:45823", + "issue:45812|issue:46489", "issue:44560|issue:44805", "issue:44877|issue:45030", "issue:38175|issue:43994", @@ -2309,236 +2268,234 @@ "issue:43317|issue:44756", "issue:42915|issue:44756", "issue:38175|issue:39692", - "issue:43644|issue:44534", - "issue:42491|issue:45276", - "issue:44960|issue:44977", - "issue:44451|issue:44488", - "issue:45507|issue:46468", - "issue:45313|issue:45357", - "issue:44863|issue:46846", - "issue:46459|issue:46512", - "issue:39692|issue:43994" + "issue:43644|issue:44534" ], - "prepared_review_unit_hash": "83077058083bf72c25c414c49090a66c820d28f0e7f4411f0fbd05f07487eb29", + "prepared_review_unit_hash": "86f8395032e6bb968999debea92fa3de87f59fa2d95501716730c5fc2143472d", "component_budget": { - "node_count": 545, - "item_count": 545, - "soft_pair_count": 2024, - "serialized_chars": 1046962, - "estimated_input_tokens": 261741, - "estimated_eval_tokens": 523738 + "node_count": 547, + "item_count": 547, + "soft_pair_count": 2032, + "serialized_chars": 1051055, + "estimated_input_tokens": 262764, + "estimated_eval_tokens": 525784 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 31, - "serialized_chars": 36911, - "estimated_input_tokens": 9228, - "estimated_eval_tokens": 18712 + "serialized_chars": 36963, + "estimated_input_tokens": 9241, + "estimated_eval_tokens": 18738 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is heterogeneous: it contains a few small duplicate pockets (custom model init, SigLIP2 bad outputs, Gemma4 4-bit dtype handling, non-persistent buffer corruption) plus many unrelated loading/attention/ZeRO regressions.", - "confidence": 0.84, - "canonical_issue_reason": "44534 is the cleanest anchor for the non-persistent-buffer regression and is the broader duplicate of 43644; the rest of the cluster is too mixed to justify a single universal canonical.", + "summary": "Mostly heterogeneous issue set with a few small duplicate pockets. The only clear duplicates are the Transformers 5 custom-model/buffer regressions and likely the SigLIP2 model-output regression; the rest are different bugs or model-specific failures.", + "confidence": 0.34, + "canonical_issue_reason": "No single canonical fits the whole cluster; the strongest duplicate pocket is the Transformers 5 custom-model/buffer regression group, centered on 43646.", "canonical_pr_reason": null, - "best_issue_reason": "44534 is the strongest single duplicate anchor in the set, but only for its own subcluster; the overall cluster does not share one underlying bug.", + "best_issue_reason": "43646 is the best representative anchor because it is the broadest, clearest regression in the only strong duplicate pocket and directly overlaps 43645.", "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "issue:44155", + "right": "issue:45584", + "accept": false, + "reason": "Different models and failure modes: batched AudioFlamingo3 track leakage vs Whisper empty-transcription generation after token alignment." + }, + { + "left": "issue:43824", + "right": "issue:43957", + "accept": false, + "reason": "Different bugs: Qwen2.5-VL import failure vs meta-device loading breakage across some models." + }, + { + "left": "issue:42617", + "right": "issue:43366", + "accept": false, + "reason": "Unrelated problems: 3d_parallel.py execution failure vs GGUF/gpt-oss architecture support." + }, + { + "left": "issue:43950", + "right": "issue:45834", + "accept": false, + "reason": "Different code paths: non-persistent buffer corruption vs Kosmos2.5 long-OCR index error." + }, + { + "left": "issue:44560", + "right": "issue:45685", + "accept": false, + "reason": "Different model/backend issues: Qwen3-VL video StopIteration vs MPS histogram not implemented for Int." + }, + { + "left": "issue:44560", + "right": "issue:44918", + "accept": false, + "reason": "Related Qwen family, but different failures and code paths: video embedding StopIteration vs TRL unpacking failure." + }, + { + "left": "issue:36010", + "right": "issue:42915", + "accept": false, + "reason": "Completely different: GenerationMixin import error vs Qwen3Moe FP8 runtime failure." + }, + { + "left": "issue:44683", + "right": "issue:46515", + "accept": false, + "reason": "Both mention torch versions, but one is compiled flex_attention on torch>=2.9 and the other is a broader 2.4.1 incompatibility." + }, { "left": "issue:43645", "right": "issue:43646", "accept": true, - "reason": "Same custom-model initialization regression; the notebook detail is just a context variant." + "reason": "Same Transformers 5.0.0 custom-model initialization regression; 43645 is the notebook-flavored report of the same bug." }, { "left": "issue:44910", "right": "issue:46858", "accept": false, - "reason": "Different failures: Qwen3.5 flash-attn misreads 3D position_ids, while 46858 is a static-cache/torch.compile non-CUDA seq-length tensor bug." + "reason": "Both involve attention/cache internals, but one is flash-attention misreading 3D position_ids and the other is a static-cache seq-length tensor issue." }, { "left": "issue:43550", "right": "issue:44910", "accept": false, - "reason": "Both are attention-related crashes, but they affect different models and appear to stem from different code paths/root causes." + "reason": "Different model-specific failures: Bamba-9B-v2 SDPA/torch.compile issue vs Qwen3.5 flash-attention position_ids misinterpretation." }, { "left": "issue:41553", "right": "issue:44488", "accept": false, - "reason": "Both are model-loading complaints, but they target different models and error modes; not enough evidence of one shared bug." + "reason": "Different tokenizer-loading problems for different models; only the broad symptom is similar." }, { "left": "issue:45823", "right": "issue:46515", "accept": false, - "reason": "Device-mismatch in Gemma4 PLE forward is not the same as a broad torch 2.4.1 compatibility issue." - }, - { - "left": "issue:42947", - "right": "issue:47254", - "accept": false, - "reason": "Related to checkpointing/PEFT, but one is ineffective gradient checkpointing and the other is a specific ZeRO-3 CheckpointError; different concrete bugs." + "reason": "Device-map forward mismatch in Gemma4 vs a generic torch version incompatibility; not the same bug." }, { "left": "issue:46468", "right": "issue:46869", "accept": false, - "reason": "Official Nemotron example breakage and YOLO multi-GPU device_map failure are unrelated subsystems and symptoms." + "reason": "Different model/runtime failures: broken Nemotron example vs YOLO multi-GPU device_map auto failure." }, { - "left": "issue:45812", - "right": "issue:46489", + "left": "issue:42947", + "right": "issue:47254", "accept": false, - "reason": "Both concern tokenizer regressions, but they affect different model families and likely different fixes." + "reason": "Both mention PEFT/gradient checkpointing, but one is ineffective checkpointing and the other is a concrete CheckpointError under ZeRO-3." }, { "left": "issue:44661", "right": "issue:45823", "accept": false, - "reason": "Tokenizer-mapping edge case and Gemma4 device-mismatch are unrelated." + "reason": "Different problems: tokenizer-mapping model registration failure vs Gemma4 PLE device mismatch during forward." + }, + { + "left": "issue:45812", + "right": "issue:46489", + "accept": false, + "reason": "Both are tokenizer regressions, but they affect different model families and likely different code paths." }, { "left": "issue:44560", "right": "issue:44805", "accept": false, - "reason": "Different model/runtime errors: Qwen3-vl video StopIteration versus a mask/index shape mismatch." + "reason": "Both are inference-time errors, but one is Qwen3-VL video StopIteration and the other is a tensor mask shape mismatch." }, { "left": "issue:44877", "right": "issue:45030", "accept": false, - "reason": "Both mention stricter config validation, but they are separate model/config failures without evidence of one shared underlying defect." + "reason": "Both reference config validation, but they concern different models and likely different validation rules." }, { "left": "issue:38175", "right": "issue:43994", "accept": true, - "reason": "Same SigLIP2 model/output regression; 43994 is the broader restatement of the zero-probability symptom in 38175." + "reason": "Same SigLIP2 model family and same wrong-output symptom; 43994 looks like the broader report of the same inference regression." }, { "left": "issue:43638", "right": "issue:44661", "accept": false, - "reason": "ZeRO-3 BertModel index error is unrelated to the tokenizer-mapping failure in add-new-model-like." + "reason": "Both are model-init failures, but one is ZeRO-3/BertModel index error and the other is tokenizer-mapping registration failure." }, { "left": "issue:44661", "right": "issue:44805", "accept": false, - "reason": "Tokenizer-mapping logic and a mask/tensor shape mismatch are different bugs." + "reason": "Unrelated issues: tokenizer-mapping registration vs mask/index shape mismatch." }, { "left": "issue:43596", "right": "issue:44661", "accept": false, - "reason": "BertModel ZeRO-3 init failure is not the same as the tokenizer-mapping-name edge case." + "reason": "Different bugs: empty-parameter BertModel under ZeRO-3 vs tokenizer-mapping registration failure." }, { "left": "issue:42491", "right": "issue:43720", "accept": false, - "reason": "LoRA/qwen3_moe hf4.x\u2192hf5.x incompatibility is not the same as BitNet packed-weight loading." + "reason": "Both involve loading/training stacks, but the concrete failures are different: LoRA compatibility across versions vs packed-weight unpacking during accelerate loading." }, { "left": "issue:45672", "right": "issue:46899", - "accept": true, - "reason": "Same Gemma4 multimodal 4-bit dtype-cast bug; 46899 is the broader audio/vision description of the same failure." + "accept": false, + "reason": "Different multimodal quantization failures in Gemma4; similar area but not the same code-path bug." }, { "left": "issue:43632", "right": "issue:45834", "accept": false, - "reason": "_is_hf_initialized flag breakage and Kosmos2.5 long-OCR index error are unrelated." + "reason": "Different regressions: _is_hf_initialized flag breakage vs Kosmos2.5 OCR long-input index error." }, { "left": "issue:41720", "right": "issue:42915", "accept": false, - "reason": "Both are Qwen-family issues, but one is auto device-mapping CUDA assert and the other is FineGrainedFP8Config failure; different bugs." + "reason": "Both are Qwen3-related but the failures differ: auto device mapping cudaErrorAssert vs FineGrainedFP8Config failure." }, { "left": "issue:43317", "right": "issue:44756", "accept": false, - "reason": "Dequantized device_map offload loading and mmap/OOM on Strix Halo are different code paths." + "reason": "Different issues: dequantized model loading with cpu/gpu offload vs disabling mmap to avoid OOM on Strix Halo." }, { "left": "issue:42915", "right": "issue:44756", "accept": false, - "reason": "FineGrainedFP8Config failure is unrelated to mmap/OOM behavior." + "reason": "Different bugs and subsystems: FP8 config failure vs mmap/OOM behavior." }, { "left": "issue:38175", "right": "issue:39692", "accept": false, - "reason": "Same model family, but 39692 is a docs example/model-processor mismatch plus quantization failure, not the same runtime zero-probability bug." - }, - { - "left": "issue:43644", - "right": "issue:44534", - "accept": true, - "reason": "Near-verbatim duplicate about Transformers v5 filling non-persistent buffers with junk." - }, - { - "left": "issue:42491", - "right": "issue:45276", - "accept": false, - "reason": "Qwen3_moe LoRA compatibility and Gemma4 resize_token_embeddings are unrelated." - }, - { - "left": "issue:44960", - "right": "issue:44977", - "accept": false, - "reason": "GLM5 and Qwen3.5 flash-attention are different models and different failures." - }, - { - "left": "issue:44451", - "right": "issue:44488", - "accept": false, - "reason": "Both are load failures for different BERT models, but there is no clear shared underlying defect from the titles alone." - }, - { - "left": "issue:45507", - "right": "issue:46468", - "accept": false, - "reason": "GraniteMoEHybrid invalid method call and Nemotron example breakage are unrelated." - }, - { - "left": "issue:45313", - "right": "issue:45357", - "accept": false, - "reason": "One is ZeRO-3 weight loading for language_model, the other is incorrect save_pretrained visual encoder keys; same model family but different operations and bugs." + "reason": "Same SigLIP2 area, but one is wrong probabilities and the other is a documentation example with model/processor mismatch plus quantization issues." }, { - "left": "issue:44863", - "right": "issue:46846", + "left": "issue:43638", + "right": "issue:44661", "accept": false, - "reason": "NemotronH checkpoint loading and missing base_model_tp_plan entries are distinct problems." + "reason": "Different model-init failures with different triggers; not the same underlying bug." }, { - "left": "issue:46459", - "right": "issue:46512", - "accept": false, - "reason": "Silent dtype handling in multimodal AutoModelForCausalLM loading is not the same as from_config leaving model.config.dtype stale." - }, - { - "left": "issue:39692", - "right": "issue:43994", - "accept": false, - "reason": "The docs-example errors in 39692 are broader and different from the runtime nonsensical-output regression in 43994." + "left": "issue:43644", + "right": "issue:44534", + "accept": true, + "reason": "Same Transformers 5.x regression where non-persistent buffers are corrupted/junk-filled during loading." } ] }, "evaluator_result": { "accept": true, - "feedback": "The summary is grounded in the packet and stays appropriately conservative overall. The accepted soft pairs look reasonably supported by the titles (especially 43645/43646, 45672/46899, and the SigLIP2 pair), and the rejected pairs are mostly cautious rather than overstated. No PR-pair issue applies here." + "feedback": "The assessment is grounded in the packet and stays conservative overall. The accepted pairs are narrowly supported by the issue titles/body summaries, and the rejected soft pairs are mostly appropriately separated by model, subsystem, or failure mode. The summary also avoids over-claiming a single canonical for the whole heterogeneous cluster." }, "evaluator_used": true, "retried": false, @@ -2551,22 +2508,19 @@ "component_index": 1, "component_count": 28, "review_unit_index": 8, - "review_unit_count": 67, + "review_unit_count": 68, "status": "reviewed", "reason": null, "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-545", + "cluster_id": "cluster-10000-547", "nodes": [ "issue:39692", "issue:41720", "issue:42491", - "issue:42947", "issue:43257", - "issue:43404", "issue:43425", - "issue:43454", "issue:43644", "issue:43645", "issue:43708", @@ -2575,42 +2529,54 @@ "issue:43873", "issue:43931", "issue:43957", + "issue:43994", "issue:44075", - "issue:44079", "issue:44155", "issue:44164", "issue:44291", "issue:44387", "issue:44402", + "issue:44451", "issue:44488", "issue:44756", "issue:44863", "issue:44910", "issue:44960", + "issue:44977", "issue:44991", "issue:45276", "issue:45292", + "issue:45313", "issue:45335", + "issue:45357", "issue:45362", "issue:45406", "issue:45488", + "issue:45507", "issue:45588", "issue:45663", - "issue:45704", "issue:45759", "issue:45812", - "issue:45823", - "issue:45859", "issue:46050", + "issue:46459", "issue:46468", - "issue:46829", + "issue:46512", + "issue:46846", "issue:46897", "issue:46901" ], "soft_pairs": [ + "issue:42491|issue:45276", + "issue:44960|issue:44977", + "issue:44451|issue:44488", + "issue:45507|issue:46468", + "issue:45313|issue:45357", + "issue:44863|issue:46846", + "issue:46459|issue:46512", + "issue:39692|issue:43994", "issue:44488|issue:44991", - "issue:43644|issue:43645", "issue:43257|issue:43854", + "issue:43644|issue:43645", "issue:43856|issue:43873", "issue:42491|issue:45335", "issue:42491|issue:45292", @@ -2624,239 +2590,235 @@ "issue:43425|issue:43957", "issue:44291|issue:44756", "issue:45362|issue:45406", - "issue:45663|issue:45759", "issue:41720|issue:44155", + "issue:45663|issue:45759", "issue:39692|issue:44960", - "issue:44402|issue:44488", "issue:44910|issue:45588", "issue:46897|issue:46901", - "issue:43873|issue:44387", - "issue:43404|issue:43454", - "issue:42947|issue:45704", - "issue:45663|issue:45859", - "issue:44155|issue:45823", - "issue:43957|issue:44756", - "issue:44079|issue:46829", - "issue:44863|issue:46468" + "issue:44402|issue:44488", + "issue:43873|issue:44387" ], - "prepared_review_unit_hash": "ac569eb0d3a53084b474dca8dc316987fbf462f3e22a7a6e459ae95efd550ba9", + "prepared_review_unit_hash": "2336630600d54721d31fa40d4202291b84ddfe448dd566d22157eeb3f05702b6", "component_budget": { - "node_count": 545, - "item_count": 545, - "soft_pair_count": 2024, - "serialized_chars": 1046962, - "estimated_input_tokens": 261741, - "estimated_eval_tokens": 523738 + "node_count": 547, + "item_count": 547, + "soft_pair_count": 2032, + "serialized_chars": 1051055, + "estimated_input_tokens": 262764, + "estimated_eval_tokens": 525784 }, "budget": { - "node_count": 47, - "item_count": 47, - "soft_pair_count": 30, - "serialized_chars": 36264, - "estimated_input_tokens": 9066, - "estimated_eval_tokens": 18388 + "node_count": 48, + "item_count": 48, + "soft_pair_count": 31, + "serialized_chars": 37109, + "estimated_input_tokens": 9278, + "estimated_eval_tokens": 18812 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is mostly a mix of unrelated Transformers bug reports. I only see two true duplicate-style pairs: the resize_token_embeddings/output-embedding propagation reports, and the training-loss double-shift reports. Everything else looks like different bugs sharing only broad subsystem similarity.", - "confidence": 0.67, - "canonical_issue_reason": "issue:45276 is the best representative issue: it describes the resize_token_embeddings propagation bug in a broader, more implementation-oriented way (embed_tokens_per_layer/output_embeddings), while 45335 is a narrower model-specific instance of the same problem.", + "summary": "Mostly heterogeneous Transformers/model-regression issues. A few pairs are superficially similar (tokenizer loading, resize_token_embeddings, flash-attention, quantization), but none are strong enough to merge as duplicates under a strict code-path standard.", + "confidence": 0.41, + "canonical_issue_reason": "Issue 43873 is the strongest canonical candidate within the quantization/offloading subgroup: it is broad, still open, and has the most ongoing discussion/references among the set.", "canonical_pr_reason": null, - "best_issue_reason": "issue:45276 is the strongest global issue candidate because it is the clearest and broadest statement of one of the actual duplicate families in this cluster. It has enough specificity to anchor triage without being overly model-specific.", + "best_issue_reason": "Issue 43873 is the best overall issue candidate here because it is the most general actively maintained report; the rest are mostly model-specific regressions with no clear shared fix path.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:44488", - "right": "issue:44991", + "left": "issue:42491", + "right": "issue:45276", "accept": false, - "reason": "Both are tokenizer loading regressions, but they describe different models and likely different failure mechanisms; not enough evidence of the same underlying bug." + "reason": "Different bugs: Qwen3 MoE LoRA compatibility across hf4.x/hf5.x vs Gemma4 resize_token_embeddings not updating output embeddings." }, { - "left": "issue:43644", - "right": "issue:43645", + "left": "issue:44960", + "right": "issue:44977", + "accept": false, + "reason": "Different model families and failure modes: GLM5 load/problem report vs Qwen3.5 flash-attention generation crash." + }, + { + "left": "issue:44451", + "right": "issue:44488", + "accept": false, + "reason": "Both are model-load failures, but they target different BERT models and give no concrete evidence of the same root cause." + }, + { + "left": "issue:45507", + "right": "issue:46468", + "accept": false, + "reason": "Unrelated models and symptoms: GraniteMoEHybrid invalid method call vs Nemotron example being broken." + }, + { + "left": "issue:45313", + "right": "issue:45357", + "accept": false, + "reason": "Different Qwen3.5 regressions: ZeRO-3 weight loading for language_model vs incorrect visual encoder keys on save_pretrained." + }, + { + "left": "issue:44863", + "right": "issue:46846", "accept": false, - "reason": "Both mention Transformers 5.0 regressions, but one is about non-persistent buffer junk and the other about defining custom models in notebooks. Different code paths." + "reason": "NemotronH checkpoint loading failure and Qwen3.5 tensor-parallel plan issues are distinct problems in different code paths." + }, + { + "left": "issue:46459", + "right": "issue:46512", + "accept": false, + "reason": "Both concern dtype handling in loading, but one is ignored dtype during composite checkpoint load and the other is stale config.dtype after from_config." + }, + { + "left": "issue:39692", + "right": "issue:43994", + "accept": false, + "reason": "Both are SigLIP/SigLIP2-related, but one is a docs example mismatch/quantization failure and the other is incorrect model outputs when using AutoModel/pipeline." + }, + { + "left": "issue:44488", + "right": "issue:44991", + "accept": false, + "reason": "Both are tokenizer/model-loading regressions, but they affect different model repos and the titles do not show the same underlying bug." }, { "left": "issue:43257", "right": "issue:43854", "accept": false, - "reason": "Both concern loading problems, but one is Qwen3 MoE with accelerate/deepspeed and the other is GLM-4.7-Flash test loading. Different model families and symptoms." + "reason": "Qwen3 MoE weights not converted with accelerate+deepspeed is a different failure than GLM-4.7-Flash loading in unit tests." + }, + { + "left": "issue:43644", + "right": "issue:43645", + "accept": false, + "reason": "Both are Transformers 5 regressions, but one is non-persistent buffer corruption and the other is custom model initialization breakage in notebooks." }, { "left": "issue:43856", "right": "issue:43873", "accept": false, - "reason": "Both mention memory/quantization, but one is training memory inefficiency and the other is quantization offloading not behaving as expected. Too broad to merge." + "reason": "Both mention quantization/memory, but one is training memory inefficiency and the other is offloading not behaving as expected under quantization." }, { "left": "issue:42491", "right": "issue:45335", "accept": false, - "reason": "LoRA compatibility on qwen3_moe and resize_token_embeddings not updating decoder embeddings are unrelated bugs." + "reason": "LoRA hf4.x/hf5.x incompatibility is unrelated to t5gemma resize_token_embeddings not updating decoder embeddings." }, { "left": "issue:42491", "right": "issue:45292", "accept": false, - "reason": "Different underlying issues: LoRA/model compatibility versus resize_token_embeddings not propagating to output embeddings." + "reason": "Different bugs: LoRA model compatibility vs a general resize_token_embeddings/output_embeddings issue." }, { "left": "issue:44164", "right": "issue:44291", "accept": false, - "reason": "save/from_pretrained extra_state handling and init_empty_weights unexpected argument are separate loading/saving bugs." + "reason": "save/from_pretrained extra_state handling and init_empty_weights TypeError are separate serialization vs initialization bugs." }, { "left": "issue:43856", "right": "issue:44387", "accept": false, - "reason": "Both are memory-related under quantization, but one is training inefficiency and the other is increased reserved memory/OOM in int4. Not the same concrete bug." + "reason": "Both are memory-related, but one is inefficiency during Qwen3 MoE training and the other is int4 quantization causing higher reserved CUDA memory/OOM." }, { "left": "issue:43854", "right": "issue:43931", "accept": false, - "reason": "Both are model loading errors, but they concern different models and different failure modes (shape mismatch vs unit-test loading)." + "reason": "GLM-4.7-Flash load failures and Qwen3-VL weight-shape mismatches are different model-specific loading issues." }, { "left": "issue:45488", "right": "issue:45812", "accept": false, - "reason": "Both are tokenizer regressions, but one is LlamaTokenizer overriding pre-tokenizer behavior and the other is wrong token IDs for Granite. Different mechanisms." + "reason": "Both are tokenizer regressions, but one is LlamaTokenizer overriding pre-tokenizer behavior for DeepSeek V3/R1 and the other is wrong token IDs for Granite models." }, { "left": "issue:44960", "right": "issue:46050", "accept": false, - "reason": "GLM5 as a general loading issue and sinq quantized save/load breakage are not the same bug." + "reason": "GLM5 is a model issue, while sinq save/load after quantization is a distinct quantized-serialization bug." }, { "left": "issue:43708", "right": "issue:44075", "accept": false, - "reason": "Trainer resume/max_steps logic and optimizer SGD args not being used are unrelated." + "reason": "Trainer resume/max_steps calculation and SGD args not being used are separate training-loop and optimizer-configuration bugs." }, { "left": "issue:45276", "right": "issue:45335", - "accept": true, - "reason": "Same underlying bug pattern: resize_token_embeddings does not propagate updated embeddings to the model's output/decoder embeddings. 45335 is a model-specific manifestation of 45276." + "accept": false, + "reason": "Same high-level resize_token_embeddings theme, but different architectures and code paths; not enough evidence for one shared fix." }, { "left": "issue:43425", "right": "issue:43957", "accept": false, - "reason": "Torch 2.10 incompatibility and meta-device loading failures are different regression classes." + "reason": "Torch 2.10 incompatibility and meta-device loading regressions are different versioning/runtime problems." }, { "left": "issue:44291", "right": "issue:44756", "accept": false, - "reason": "Unexpected _is_hf_initialized argument and mmap OOM on Strix Halo are unrelated." + "reason": "init_empty_weights argument handling and disabling mmap on Strix Halo to avoid OOM are unrelated issues." }, { "left": "issue:45362", "right": "issue:45406", "accept": false, - "reason": "Qwen3.5 chat crash and Gemma4Processor missing _tokenizer are different bugs." - }, - { - "left": "issue:45663", - "right": "issue:45759", - "accept": false, - "reason": "Gemma4 FSDP2 shared_kv_states rebuilding and unwrapping text_config for Qwen multimodal configs are separate code-path issues." + "reason": "Qwen3.5 chat crash and Gemma4Processor missing _tokenizer in transformers serve are different runtime bugs." }, { "left": "issue:41720", "right": "issue:44155", "accept": false, - "reason": "cudaErrorAssert on A800 for Qwen3 and AudioFlamingo3 batched inference token leakage are unrelated." + "reason": "Qwen3 auto device mapping cuda assert and AudioFlamingo3 batch inference token leak are unrelated failure modes." }, { - "left": "issue:39692", - "right": "issue:44960", + "left": "issue:45663", + "right": "issue:45759", "accept": false, - "reason": "SigLIP2 docs/quantization example errors and GLM5 loading issues do not describe the same bug." + "reason": "FSDP2 shared_kv_states KeyError in Gemma4 training and AutoModelForCausalLM not unwrapping text_config are different bugs in different code paths." }, { - "left": "issue:44402", - "right": "issue:44488", + "left": "issue:39692", + "right": "issue:44960", "accept": false, - "reason": "Tokenizer vocab mismatch for one model and tokenizer loading failure for another are only loosely related; not the same underlying defect." + "reason": "SigLIP2 docs/example issues and GLM5 are unrelated." }, { "left": "issue:44910", "right": "issue:45588", "accept": false, - "reason": "Flash Attention illegal-memory-access from 3D position_ids and s_aux=None AttributeError are distinct flash_attention failures." + "reason": "Both involve flash-attention, but one is illegal memory access from 3D position_ids on Qwen3.5 and the other is an s_aux=None crash for sink-less models." }, { "left": "issue:46897", "right": "issue:46901", - "accept": true, - "reason": "Same training-loss double-shift bug: both report labels being shifted incorrectly in model loss computation, just on different model families." - }, - { - "left": "issue:43873", - "right": "issue:44387", - "accept": false, - "reason": "Both involve quantization/memory, but one is offloading behavior and the other is increased reserved memory/OOM. Not the same fix." - }, - { - "left": "issue:43404", - "right": "issue:43454", - "accept": false, - "reason": "Both are lm_head tying issues, but in different model implementations with different affected call sites. Similar symptom, not clearly one bug." - }, - { - "left": "issue:42947", - "right": "issue:45704", - "accept": false, - "reason": "Gradient checkpointing with PEFT LoRA and T5 apex RMSNorm memory leak are unrelated." - }, - { - "left": "issue:45663", - "right": "issue:45859", - "accept": false, - "reason": "Gemma4 FSDP2 KeyError and Qwen3.5 rotary embedding CPU-offload incompatibility are different bugs." - }, - { - "left": "issue:44155", - "right": "issue:45823", - "accept": false, - "reason": "AudioFlamingo3 track leakage and Gemma4 PLE device mismatch are unrelated." - }, - { - "left": "issue:43957", - "right": "issue:44756", "accept": false, - "reason": "Meta-device loading breakage and mmap OOM are different loading/memory problems." + "reason": "Both mention a double-shift training-loss pattern, but the titles do not establish the same shared implementation path or a single fixable code change." }, { - "left": "issue:44079", - "right": "issue:46829", + "left": "issue:44402", + "right": "issue:44488", "accept": false, - "reason": "ModelOutput key assignment and VideoPrism hidden_states misassignment are different output-struct bugs." + "reason": "Tokenizer vocab_size mismatch with pad/unk tokens is different from a model-loading regression for sleng-bert." }, { - "left": "issue:44863", - "right": "issue:46468", + "left": "issue:43873", + "right": "issue:44387", "accept": false, - "reason": "NemotronH checkpoint-loading failure and the broken official Nemotron example are too broad to treat as the same concrete bug." + "reason": "Both are quantization/memory related, but the reported symptoms differ: offloading misbehavior vs increased reserved CUDA memory causing OOM." } ] }, - "evaluator_result": { - "accept": true, - "feedback": "The summary is grounded in the packet and stays mostly conservative. The two accepted duplicate-style pairs are supported by the titles, and the rejected pairs are generally treated cautiously rather than overstated. The only mild concern is that some other high-similarity pairs could also plausibly relate, but the analyst did not overclaim beyond the evidence shown here." - }, - "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 }, @@ -2865,43 +2827,44 @@ "component_index": 1, "component_count": 28, "review_unit_index": 9, - "review_unit_count": 67, + "review_unit_count": 68, "status": "reviewed", "reason": null, "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-545", + "cluster_id": "cluster-10000-547", "nodes": [ "issue:36010", "issue:39404", "issue:39921", "issue:42796", + "issue:42947", "issue:43335", "issue:43381", + "issue:43404", "issue:43425", - "issue:43611", + "issue:43454", "issue:43645", "issue:43646", "issue:43708", "issue:43828", "issue:43854", "issue:43957", + "issue:44079", + "issue:44155", "issue:44164", "issue:44292", "issue:44387", "issue:44402", "issue:44451", "issue:44479", - "issue:44530", "issue:44589", - "issue:44683", "issue:44756", - "issue:44805", + "issue:44863", "issue:44877", "issue:44912", "issue:44928", - "issue:45084", "issue:45216", "issue:45276", "issue:45292", @@ -2910,19 +2873,25 @@ "issue:45663", "issue:45684", "issue:45698", - "issue:45701", - "issue:45812", + "issue:45704", "issue:45823", - "issue:46315", + "issue:45859", "issue:46326", - "issue:46491", - "issue:46869", + "issue:46468", + "issue:46829", "issue:46894", "issue:46901", "issue:47228", "issue:47332" ], "soft_pairs": [ + "issue:43404|issue:43454", + "issue:42947|issue:45704", + "issue:45663|issue:45859", + "issue:44155|issue:45823", + "issue:43957|issue:44756", + "issue:44079|issue:46829", + "issue:44863|issue:46468", "issue:44479|issue:44877", "issue:43335|issue:45663", "issue:44387|issue:44756", @@ -2932,8 +2901,8 @@ "issue:45276|issue:45292", "issue:44164|issue:44756", "issue:43957|issue:47332", - "issue:45588|issue:45663", "issue:43381|issue:44928", + "issue:45588|issue:45663", "issue:42796|issue:46326", "issue:43645|issue:44164", "issue:43425|issue:47228", @@ -2944,241 +2913,220 @@ "issue:44402|issue:44451", "issue:43646|issue:43708", "issue:45684|issue:45698", - "issue:46894|issue:46901", - "issue:43425|issue:46869", - "issue:44530|issue:45084", - "issue:45812|issue:46315", - "issue:46315|issue:46491", - "issue:44683|issue:45823", - "issue:39404|issue:45701", - "issue:43611|issue:43645", - "issue:44479|issue:44805", - "issue:44589|issue:45084" + "issue:46894|issue:46901" ], - "prepared_review_unit_hash": "18db156c6faa327dc38ec1a034642be8506cd4638ca84a2b479fb44290569c24", + "prepared_review_unit_hash": "10bfaab99c443f2b53976903a5353a7cffc613668513a12a7ec2c4ee515fe6b2", "component_budget": { - "node_count": 545, - "item_count": 545, - "soft_pair_count": 2024, - "serialized_chars": 1046962, - "estimated_input_tokens": 261741, - "estimated_eval_tokens": 523738 + "node_count": 547, + "item_count": 547, + "soft_pair_count": 2032, + "serialized_chars": 1051055, + "estimated_input_tokens": 262764, + "estimated_eval_tokens": 525784 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 31, - "serialized_chars": 36999, - "estimated_input_tokens": 9250, - "estimated_eval_tokens": 18756 + "soft_pair_count": 29, + "serialized_chars": 36438, + "estimated_input_tokens": 9110, + "estimated_eval_tokens": 18476 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "Mostly unrelated issue set. The Gemma4 resize_token_embeddings pair (45276/45292) is the closest duplicate-like candidate, but the packet only shows title similarity and explicitly marks the soft edge as non-deterministic, so it should be treated as plausible rather than definite.", - "confidence": 0.69, - "canonical_issue_reason": "issue:45292 is the best anchor for the small resize_token_embeddings cluster because it states the broader output_embeddings symptom; issue:45276 looks like a Gemma4-specific variant, but the evidence shown here is only title-level and not enough to call it a confirmed duplicate.", + "summary": "Most pairs are related only by broad subsystem or model family and should stay separate. I accepted only the pairs that appear to describe the same concrete bug pattern: resize_token_embeddings propagation failures and training-loss double-shift issues.", + "confidence": 0.78, + "canonical_issue_reason": "issue:45292 is the best canonical issue here: it is the most generic and umbrella-like of the resize_token_embeddings failures, and it cleanly matches the model-specific reports around the same propagation bug.", "canonical_pr_reason": null, - "best_issue_reason": "issue:45292 is the strongest representative of the resize_token_embeddings/output_embeddings reports, but only as the most generic and reusable issue anchor, not as a proven duplicate target.", + "best_issue_reason": "issue:46901 is also a strong canonical-style issue because it states the root symptom directly and is open, but overall the resize_token_embeddings bug in issue:45292 is the clearest umbrella duplicate target among the provided items.", "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "issue:43404", + "right": "issue:43454", + "accept": false, + "reason": "Both are lm_head weight-tying bugs, but for different models and likely different code paths; too broad to merge as one duplicate." + }, + { + "left": "issue:42947", + "right": "issue:45704", + "accept": false, + "reason": "Gradient checkpointing/LoRA and a T5 apex RMSNorm memory leak are unrelated bugs." + }, + { + "left": "issue:45663", + "right": "issue:45859", + "accept": false, + "reason": "Different failures in different models: FSDP2 shared_kv_states vs CPU offload in rotary embedding." + }, + { + "left": "issue:44155", + "right": "issue:45823", + "accept": false, + "reason": "Audio track leak during batched inference is unrelated to Gemma4 device mismatch in forward." + }, + { + "left": "issue:43957", + "right": "issue:44756", + "accept": false, + "reason": "Meta-device loading failures and Strix Halo mmap OOM are different root causes." + }, + { + "left": "issue:44079", + "right": "issue:46829", + "accept": false, + "reason": "Both involve output structures, but the bugs are model-specific and not the same concrete assignment issue." + }, + { + "left": "issue:44863", + "right": "issue:46468", + "accept": false, + "reason": "Both mention Nemotron, but one is checkpoint loading and the other is a broken example; not the same bug." + }, { "left": "issue:44479", "right": "issue:44877", "accept": false, - "reason": "Both are runtime failures, but they point to different concrete bugs and there is no evidence of a shared code path." + "reason": "Video-input regression for Qwen VL models is unrelated to strict config handling for granite_speech." }, { "left": "issue:43335", "right": "issue:45663", "accept": false, - "reason": "Sparse-layer config creation and Gemma4 FSDP shared_kv_states are unrelated implementations and failures." + "reason": "Sparse-layer config creation and Gemma4 FSDP2 key errors are unrelated." }, { "left": "issue:44387", "right": "issue:44756", "accept": false, - "reason": "Both mention OOM, but the likely causes differ: int4 quantization memory growth versus mmap behavior on Strix Halo." + "reason": "Both mention OOM, but one is int4 quantization memory growth and the other is mmap on Strix Halo; different causes." }, { "left": "issue:39921", "right": "issue:43425", "accept": false, - "reason": "Gemma3N token projection error and Torch 2.10 incompatibility are different failure modes." + "reason": "Gemma3N special-token/projection error is unrelated to Torch 2.10 compatibility." }, { "left": "issue:44292", "right": "issue:44912", "accept": false, - "reason": "Different models and different quantization/loading problems; not the same underlying bug." + "reason": "Different quantization formats and symptoms; not the same underlying loading bug." }, { "left": "issue:36010", "right": "issue:39404", "accept": false, - "reason": "ImportError for GenerationMixin and Whisper pipeline return_language regression are unrelated." + "reason": "ImportError for GenerationMixin is unrelated to Whisper return_language pipeline behavior." }, { "left": "issue:45276", "right": "issue:45292", - "accept": false, - "reason": "These are the closest pair, but the packet only shows similar titles; without body evidence, it is not safe to treat them as a definite duplicate." + "accept": true, + "reason": "Both report resize_token_embeddings not propagating to tied embedding/output weights; same underlying bug, with 45276 being a model-specific manifestation." }, { "left": "issue:44164", "right": "issue:44756", "accept": false, - "reason": "save/from_pretrained extra_state handling and Strix Halo mmap OOM do not share a code path." + "reason": "save/from_pretrained extra_state handling is unrelated to mmap-related OOM." }, { "left": "issue:43957", "right": "issue:47332", "accept": false, - "reason": "Meta-device loading failures and disk-offloaded model saving are different lifecycle bugs." + "reason": "Meta-device loading failures and saving disk-offloaded models are different code paths." }, { - "left": "issue:45588", - "right": "issue:45663", + "left": "issue:43381", + "right": "issue:44928", "accept": false, - "reason": "Flash-attention sink-less s_aux handling and Gemma4 FSDP shared_kv_states are separate attention bugs." + "reason": "Eval-mode checkpointing restriction is unrelated to RLHF NaN/SDPA fallback behavior." }, { - "left": "issue:43381", - "right": "issue:44928", + "left": "issue:45588", + "right": "issue:45663", "accept": false, - "reason": "Eval-mode gradient checkpointing restriction and RLHF NaN from SDPA fallback are not the same issue." + "reason": "Flash-attention s_aux=None crash and Gemma4 FSDP2 shared_kv_states error are unrelated." }, { "left": "issue:42796", "right": "issue:46326", "accept": false, - "reason": "Both involve tokenizers, but BPE marker handling and continue_final_message behavior are distinct." + "reason": "Both are tokenizer-related, but one is BPE marker handling and the other is continue_final_message behavior; not the same bug." }, { "left": "issue:43645", "right": "issue:44164", "accept": false, - "reason": "Custom model initialization in notebooks and extra_state save/load handling are different regressions." + "reason": "Custom model initialization in notebooks is unrelated to extra_state save/load handling." }, { "left": "issue:43425", "right": "issue:47228", "accept": false, - "reason": "Torch 2.10 compatibility and a Sam3 bf16 compilation regression are separate problems." + "reason": "Torch version incompatibility and Sam3 bf16 compilation regression are different issues." }, { "left": "issue:44589", "right": "issue:44756", "accept": false, - "reason": "Float8 storage deserialization failure is unrelated to the Strix Halo mmap OOM fix." + "reason": "Float8 storage lookup failure and Strix Halo mmap OOM are unrelated." }, { "left": "issue:45292", "right": "issue:45335", - "accept": false, - "reason": "Same general theme, but 45335 is a different model-specific embedding target and not clearly the same bug." + "accept": true, + "reason": "Both are the same resize_token_embeddings propagation bug, just observed in different tied modules (output_embeddings vs decoder.embed_tokens)." }, { "left": "issue:43425", "right": "issue:43828", "accept": false, - "reason": "Torch 2.10 incompatibility and Phi-tiny-MoE autocast dtype mismatch are unrelated." + "reason": "Torch 2.10 incompatibility is unrelated to Phi-tiny-MoE autocast dtype mismatch." }, { "left": "issue:43854", "right": "issue:45216", "accept": false, - "reason": "Unable to load a specific GLM-4.7 checkpoint and Qwen3.5 save_pretrained regression are different issues." + "reason": "Different Qwen/GLM loading failures with different regression contexts; not the same bug." }, { "left": "issue:44402", "right": "issue:44451", "accept": false, - "reason": "Tokenizer vocab-size mismatch for a specific model and a generic ScandiBERT load failure are not clearly the same root cause." + "reason": "Both are tokenizer vocab/loading issues, but the specific failure modes differ." }, { "left": "issue:43646", "right": "issue:43708", "accept": false, - "reason": "Custom model initialization breakage and Trainer resume_from_checkpoint max_steps miscalculation are separate bugs." + "reason": "Custom model init breakage and Trainer max_steps resume math are unrelated." }, { "left": "issue:45684", "right": "issue:45698", "accept": false, - "reason": "Permissions propagation from source files and loading the wrong custom module after save_pretrained are different save/load problems." + "reason": "Permissions propagation in save_pretrained and wrong custom-module loading are different bugs." }, { "left": "issue:46894", "right": "issue:46901", - "accept": false, - "reason": "They share a double-shift symptom, but the titles describe different model-specific training paths and there is no proof of one shared bug." - }, - { - "left": "issue:43425", - "right": "issue:46869", - "accept": false, - "reason": "Torch 2.10 incompatibility and YOLO multi-GPU device_map auto failure are unrelated." - }, - { - "left": "issue:44530", - "right": "issue:45084", - "accept": false, - "reason": "PagedAttentionCache invalid group type and non-template-node compilation errors are different subsystems entirely." - }, - { - "left": "issue:45812", - "right": "issue:46315", - "accept": false, - "reason": "Granite token-ID regression and slow convert_tokens_to_ids are different tokenizer bugs, one correctness and one performance." - }, - { - "left": "issue:46315", - "right": "issue:46491", - "accept": false, - "reason": "Performance regression in convert_tokens_to_ids and CodeLlama leading-space round-trip are not the same bug." - }, - { - "left": "issue:44683", - "right": "issue:45823", - "accept": false, - "reason": "Compiled flex_attention on torch >=2.9 and Gemma4 PLE device mismatch are unrelated code paths." - }, - { - "left": "issue:39404", - "right": "issue:45701", - "accept": false, - "reason": "Whisper pipeline return_language regression and tokenization changes are different issues." - }, - { - "left": "issue:43611", - "right": "issue:43645", - "accept": false, - "reason": "Both are Transformers 5.0 breakages, but one is base_model_prefix loading and the other is custom model initialization in notebooks." - }, - { - "left": "issue:44479", - "right": "issue:44805", - "accept": false, - "reason": "Same broad runtime failure category, but too little evidence that the video/input bug and the mask-shape bug are the same defect." - }, - { - "left": "issue:44589", - "right": "issue:45084", - "accept": false, - "reason": "Float8 storage lookup failure and template-node compilation failure are unrelated." + "accept": true, + "reason": "Both are the same training-loss double-shift bug pattern, producing loss computed against shifted labels instead of the original labels." } ] }, "evaluator_result": { - "accept": false, - "feedback": "The analysis is mostly conservative, but it overstates the Gemma4 resize_token_embeddings pair. In the packet, 45276 and 45292 are title-similar, but there is no body evidence shown here, and the soft-pair signal is explicitly marked deterministic_accept=false. Calling it the \"only clear duplicate-like pair\" and accepting that edge as definite is stronger than the packet supports. A safer phrasing would be that it is the closest/most plausible duplicate candidate, not a clear match." + "accept": true, + "feedback": "The judgments are grounded in the packet and stay conservative. The accepted pairs both share the same concrete bug pattern from their titles, and the rejected pairs are mostly only loosely related by subsystem or model family. The canonical-issue choice is also reasonable, with issue:45292 serving as the broadest resize_token_embeddings umbrella among the candidates." }, "evaluator_used": true, - "retried": true, - "accepted_nontrivial_soft_edge": false, + "retried": false, + "accepted_nontrivial_soft_edge": true, "error_kind": null, "error_message": null }, @@ -3187,29 +3135,24 @@ "component_index": 1, "component_count": 28, "review_unit_index": 10, - "review_unit_count": 67, + "review_unit_count": 68, "status": "reviewed", "reason": null, "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-545", + "cluster_id": "cluster-10000-547", "nodes": [ "issue:36032", "issue:39404", - "issue:39921", "issue:40990", - "issue:42796", "issue:42915", - "issue:43404", + "issue:43425", "issue:43452", - "issue:43541", "issue:43596", "issue:43611", "issue:43632", - "issue:43644", - "issue:43716", - "issue:43746", + "issue:43645", "issue:43856", "issue:43901", "issue:43906", @@ -3217,27 +3160,32 @@ "issue:44079", "issue:44164", "issue:44265", + "issue:44479", "issue:44488", "issue:44509", "issue:44530", - "issue:44661", + "issue:44589", "issue:44671", "issue:44683", "issue:44756", + "issue:44805", "issue:44898", "issue:44912", "issue:44987", "issue:44991", "issue:45081", "issue:45084", + "issue:45701", "issue:45759", + "issue:45812", "issue:45823", "issue:46050", - "issue:46285", + "issue:46315", "issue:46326", - "issue:46402", + "issue:46491", "issue:46665", "issue:46821", + "issue:46869", "issue:46899", "issue:47050", "issue:47331", @@ -3245,6 +3193,15 @@ "issue:47448" ], "soft_pairs": [ + "issue:43425|issue:46869", + "issue:44530|issue:45084", + "issue:44683|issue:45823", + "issue:45812|issue:46315", + "issue:46315|issue:46491", + "issue:39404|issue:45701", + "issue:44479|issue:44805", + "issue:43611|issue:43645", + "issue:44589|issue:45084", "issue:45823|issue:47448", "issue:44164|issue:45759", "issue:43994|issue:44079", @@ -3255,242 +3212,233 @@ "issue:43901|issue:44509", "issue:46050|issue:46326", "issue:44991|issue:45081", - "issue:44671|issue:44991", "issue:43906|issue:46326", + "issue:44671|issue:44991", "issue:43906|issue:44530", "issue:39404|issue:44912", "issue:45823|issue:46899", "issue:44164|issue:46821", - "issue:44756|issue:47333", "issue:43596|issue:44683", + "issue:44756|issue:47333", "issue:43856|issue:44756", - "issue:43632|issue:47050", "issue:44488|issue:44987", - "issue:36032|issue:39921", - "issue:36032|issue:42915", - "issue:44488|issue:45081", - "issue:43716|issue:45084", - "issue:42796|issue:43404", - "issue:43746|issue:47331", - "issue:43611|issue:43644", - "issue:46285|issue:46402", - "issue:43541|issue:45084", - "issue:44661|issue:44683" + "issue:43632|issue:47050", + "issue:36032|issue:42915" ], - "prepared_review_unit_hash": "3650fb79f1c0740e81b97f5054d1fc304fefadaef1ca84a519e450945d988d85", + "prepared_review_unit_hash": "eb506f4d24a0af387a36e05aa0d008d76c83e11a263764743cfa998033231389", "component_budget": { - "node_count": 545, - "item_count": 545, - "soft_pair_count": 2024, - "serialized_chars": 1046962, - "estimated_input_tokens": 261741, - "estimated_eval_tokens": 523738 + "node_count": 547, + "item_count": 547, + "soft_pair_count": 2032, + "serialized_chars": 1051055, + "estimated_input_tokens": 262764, + "estimated_eval_tokens": 525784 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 31, - "serialized_chars": 37235, - "estimated_input_tokens": 9309, - "estimated_eval_tokens": 18874 + "serialized_chars": 37137, + "estimated_input_tokens": 9285, + "estimated_eval_tokens": 18826 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "Mostly a loose set of Transformers-related issue reports, many centered on v5 regressions and model/tokenizer loading. None of the soft pairs look like true duplicates; they usually share only a broad subsystem or model family.", - "confidence": 0.62, - "canonical_issue_reason": "issue:43611 is the broadest, most central v5 regression here: a general model-loading compatibility break around `base_model_prefix`. It best represents the recurring theme without being overly model-specific.", + "summary": "This cluster is mostly a grab bag of distinct Transformers v5 regressions and model/tokenizer-specific failures, with some docs/perf issues mixed in. None of the soft pairs look like the same concrete bug/change, so I would not merge any of them as duplicates.", + "confidence": 0.94, + "canonical_issue_reason": "Issue 43611 is the best canonical issue because it is the broadest and most central v5 compatibility regression in the set; the other items are mostly separate model-, tokenizer-, or API-specific failures.", "canonical_pr_reason": null, - "best_issue_reason": "issue:43611 is the best anchor for the cluster because it captures the widest shared failure mode in this set\u2014Transformers v5 loading regressions\u2014more cleanly than the narrower model-specific bugs.", + "best_issue_reason": "Issue 43611 is the best global issue anchor: it describes a general loading breakage in Transformers 5.0.0, which is more representative of the cluster than the narrower model-specific reports.", "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "issue:43425", + "right": "issue:46869", + "accept": false, + "reason": "One is a Torch 2.10 compatibility complaint; the other is a YOLO multi-GPU device_map bug. Same broad area, but different failure mode and code path." + }, + { + "left": "issue:44530", + "right": "issue:45084", + "accept": false, + "reason": "PagedAttentionCache/Qwen3.5 linear_attention crash is unrelated to the template-node compile error." + }, + { + "left": "issue:44683", + "right": "issue:45823", + "accept": false, + "reason": "flex_attention compile failure on torch>=2.9 and Gemma4 device mismatch are separate issues in different code paths." + }, + { + "left": "issue:45812", + "right": "issue:46315", + "accept": false, + "reason": "Wrong token IDs for Granite models is a correctness regression; slow convert_tokens_to_ids is a performance regression in a different path." + }, + { + "left": "issue:46315", + "right": "issue:46491", + "accept": false, + "reason": "Token lookup slowdown and CodeLlama space round-trip regression are distinct tokenizer behaviors." + }, + { + "left": "issue:39404", + "right": "issue:45701", + "accept": false, + "reason": "Whisper pipeline return_language breakage is not the same as a general tokenization change report." + }, + { + "left": "issue:44479", + "right": "issue:44805", + "accept": false, + "reason": "Both are regression-style errors, but one is a video-input model regression and the other is a generic mask shape mismatch; not the same bug." + }, + { + "left": "issue:43611", + "right": "issue:43645", + "accept": false, + "reason": "Both are v5 model-loading regressions, but one concerns base_model_prefix handling and the other custom-model initialization in Jupyter." + }, + { + "left": "issue:44589", + "right": "issue:45084", + "accept": false, + "reason": "Float8 storage lookup failure is unrelated to the non-template-node compile error." + }, { "left": "issue:45823", "right": "issue:47448", "accept": false, - "reason": "Gemma4 device-mapping/forward mismatch vs. Gemma4 architecture recognition; related family, different bug." + "reason": "Gemma4 device_map/PLE mismatch and Gemma4 arch recognition are different failures." }, { "left": "issue:44164", "right": "issue:45759", "accept": false, - "reason": "`extra_state` save/load handling vs. multimodal `text_config` unwrapping; different code paths and failure modes." + "reason": "Handling extra_state on save/from_pretrained is a serialization bug, while unwrapping text_config in from_config is a configuration-construction bug." }, { "left": "issue:43994", "right": "issue:44079", "accept": false, - "reason": "Incorrect SigLIP2 outputs vs. `ModelOutput` key assignment bug; not the same underlying issue." + "reason": "Nonsensical SigLIP2 outputs and ModelOutput key assignment are not the same underlying defect." }, { "left": "issue:40990", "right": "issue:47331", "accept": false, - "reason": "High perplexity on gpt-oss-20b vs. Metal batched quantized generate corruption; different models and symptoms." + "reason": "High perplexity on GPT-OSS and MetalConfig batched quantized generation corruption are unrelated model/runtime problems." }, { "left": "issue:44265", "right": "issue:44898", "accept": false, - "reason": "`torch.export` / `torch_compilable_check` failure vs. Perceiver interpolation failure; unrelated code paths." + "reason": "torch.export/export with torch_compilable_check and Perceiver non-default-resolution failure do not share a concrete code path." }, { "left": "issue:36032", "right": "issue:43452", "accept": false, - "reason": "T5 tokenizer method conflict vs. `gguf_file` loading regression; both loading-related but distinct bugs." + "reason": "T5 tokenizer add_special_tokens conflict and gguf_file loading failures are different tokenizer-loading issues." }, { "left": "issue:39404", "right": "issue:46665", "accept": false, - "reason": "Whisper pipeline `return_language` regression vs. generic `from_pretrained` behavior in Python classes." + "reason": "Whisper pipeline language return regression and from_pretrained-inside-class inconsistency are distinct API behaviors." }, { "left": "issue:43901", "right": "issue:44509", "accept": false, - "reason": "Both are docs issues, but one is about `return_all_scores` and the other about removed pipeline tasks; not the same change." + "reason": "These are both docs issues, but they cover different deprecated pipeline/task documentation." }, { "left": "issue:46050", "right": "issue:46326", "accept": false, - "reason": "Quantized save/load corruption vs. `continue_final_message` handling for mistral_common tokenizers; different bugs." + "reason": "Quantized model save/load breakage and mistral_common continue_final_message behavior are unrelated bugs." }, { "left": "issue:44991", "right": "issue:45081", "accept": false, - "reason": "Tokenizer load failures for different models and different tokenizer patch paths; same area, not same defect." + "reason": "Tokenizer loading failure for EMBEDDIA/est-roberta and Mistral regex patch crash are separate tokenizer code paths." }, { - "left": "issue:44671", - "right": "issue:44991", + "left": "issue:43906", + "right": "issue:46326", "accept": false, - "reason": "CamemBERT MLM output regression vs. est-roberta tokenizer loading failure; unrelated failure modes." + "reason": "A reproduction of another issue and a mistral_common chat-template bug are not the same defect." }, { - "left": "issue:43906", - "right": "issue:46326", + "left": "issue:44671", + "right": "issue:44991", "accept": false, - "reason": "A reproduction of another issue vs. a mistral_common continuation bug; no evidence of shared root cause." + "reason": "CamemBERT masked LM regression and est-roberta tokenizer loading failure are different model-specific issues." }, { "left": "issue:43906", "right": "issue:44530", "accept": false, - "reason": "Reproduction issue vs. Qwen3.5 PagedAttentionCache crash; different models and code paths." + "reason": "Isolated reproduction of an external issue and Qwen3.5 cache crash are unrelated." }, { "left": "issue:39404", "right": "issue:44912", "accept": false, - "reason": "Whisper pipeline behavior vs. MXFP4 quantization fallback for gpt-oss-20b; unrelated." + "reason": "Whisper pipeline language return regression and MXFP4 quantization fallback are different subsystems." }, { "left": "issue:45823", "right": "issue:46899", "accept": false, - "reason": "Both involve Gemma4 multimodal behavior, but one is a device mismatch and the other is a 4-bit dtype cast issue." + "reason": "Both involve Gemma4 multimodal behavior, but one is device placement and the other is unsafe dtype casting in 4-bit embedders." }, { "left": "issue:44164", "right": "issue:46821", "accept": false, - "reason": "`extra_state` persistence vs. TimesFM `window_size` AttributeError; unrelated." - }, - { - "left": "issue:44756", - "right": "issue:47333", - "accept": false, - "reason": "Strix Halo mmap OOM vs. disk-offload save failure; different subsystems." + "reason": "extra_state serialization and TimesFM window_size AttributeError are unrelated API failures." }, { "left": "issue:43596", "right": "issue:44683", "accept": false, - "reason": "DeepSpeed ZeRO-3 zero-sized tensor error vs. compiled flex_attention regression; unrelated." + "reason": "DeepSpeed ZeRO-3/BertModel index error and flex_attention torch>=2.9 compile failure are distinct runtime issues." }, { - "left": "issue:43856", - "right": "issue:44756", + "left": "issue:44756", + "right": "issue:47333", "accept": false, - "reason": "Qwen3 MoE training memory inefficiency vs. Strix Halo mmap OOM; both memory-related but not the same bug." + "reason": "Strix Halo mmap OOM mitigation and disk-offloaded Qwen3-30B-A3B save failure are different memory/offloading problems." }, { - "left": "issue:43632", - "right": "issue:47050", + "left": "issue:43856", + "right": "issue:44756", "accept": false, - "reason": "`_is_hf_initialized` flag regression vs. ONNX dtype mismatch in Canine attention; different layers and failure modes." + "reason": "Qwen3 MoE training memory usage and Strix Halo mmap OOM are both memory-related, but not the same bug or fix." }, { "left": "issue:44488", "right": "issue:44987", "accept": false, - "reason": "Both are model-loading failures, but for different models and different loader issues." + "reason": "Both are load failures, but for different models and likely different tokenizer/model resolution paths." }, { - "left": "issue:36032", - "right": "issue:39921", + "left": "issue:43632", + "right": "issue:47050", "accept": false, - "reason": "T5 tokenizer special-token conflict vs. Gemma3N projection error when adding tokens; similar theme, different root cause." + "reason": "_is_hf_initialized breakage in v5 and CanineModel ONNX dtype mismatch are unrelated." }, { "left": "issue:36032", "right": "issue:42915", "accept": false, - "reason": "T5 tokenizer load error vs. Qwen3Moe FP8 config failure; unrelated." - }, - { - "left": "issue:44488", - "right": "issue:45081", - "accept": false, - "reason": "Different tokenizer/model failures: `sleng-bert` loading vs. Mistral regex patch crash." - }, - { - "left": "issue:43716", - "right": "issue:45084", - "accept": false, - "reason": "Mistral-3 image-preprocessor dtype mismatch vs. template-node compilation error; unrelated." - }, - { - "left": "issue:42796", - "right": "issue:43404", - "accept": false, - "reason": "Tokenizer BPE marker handling vs. untied `lm_head` weights; different bugs." - }, - { - "left": "issue:43746", - "right": "issue:47331", - "accept": false, - "reason": "GraniteSpeech PEFT checkpoint loading vs. Metal batched quantization corruption; unrelated." - }, - { - "left": "issue:43611", - "right": "issue:43644", - "accept": false, - "reason": "Both are v5 regressions, but one is about `base_model_prefix` loading and the other about non-persistent buffers; not the same code-path issue." - }, - { - "left": "issue:46285", - "right": "issue:46402", - "accept": false, - "reason": "CLIP structure inconsistency vs. Sam3Model text encoder weights not loading; different model families and failures." - }, - { - "left": "issue:43541", - "right": "issue:45084", - "accept": false, - "reason": "Mixtral dynamo tracing grouped_mm failure vs. compile-template-node TypeError; not the same problem." - }, - { - "left": "issue:44661", - "right": "issue:44683", - "accept": false, - "reason": "`add-new-model-like` mapping bug vs. compiled flex_attention regression; unrelated." + "reason": "T5 tokenizer add_special_tokens conflict and Qwen3Moe FineGrainedFP8Config failure are different model-loading/quantization issues." } ] }, @@ -3506,291 +3454,288 @@ "component_index": 1, "component_count": 28, "review_unit_index": 11, - "review_unit_count": 67, + "review_unit_count": 68, "status": "reviewed", "reason": null, "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-545", + "cluster_id": "cluster-10000-547", "nodes": [ "issue:34567", "issue:36032", "issue:39404", + "issue:39921", "issue:40444", "issue:40990", "issue:42175", + "issue:42796", "issue:42915", - "issue:43208", - "issue:43262", "issue:43299", - "issue:43317", + "issue:43404", "issue:43421", - "issue:43452", - "issue:43482", + "issue:43541", "issue:43582", + "issue:43611", "issue:43632", "issue:43644", "issue:43645", "issue:43646", + "issue:43716", "issue:43746", "issue:43873", "issue:43931", - "issue:44206", - "issue:44220", "issue:44451", "issue:44462", + "issue:44488", "issue:44530", + "issue:44661", "issue:44671", + "issue:44683", "issue:44737", - "issue:44811", "issue:44987", "issue:44991", + "issue:45081", "issue:45084", "issue:45479", "issue:45507", - "issue:45584", "issue:45859", "issue:46178", + "issue:46285", "issue:46304", "issue:46326", + "issue:46402", "issue:46489", - "issue:46661", "issue:46894", "issue:46897", - "issue:47013", - "issue:47312", - "issue:47331", - "issue:47470" + "issue:47331" ], "soft_pairs": [ + "issue:36032|issue:39921", + "issue:44488|issue:45081", + "issue:43716|issue:45084", + "issue:42796|issue:43404", + "issue:43746|issue:47331", + "issue:43611|issue:43644", + "issue:44661|issue:44683", + "issue:46285|issue:46402", + "issue:43541|issue:45084", "issue:45479|issue:46894", "issue:44462|issue:46489", "issue:42915|issue:44530", "issue:43299|issue:43931", "issue:45479|issue:46897", + "issue:44530|issue:46304", "issue:43873|issue:47331", "issue:44451|issue:44987", - "issue:44530|issue:46304", "issue:36032|issue:43645", - "issue:44737|issue:45859", "issue:40444|issue:46326", - "issue:34567|issue:40444", - "issue:40990|issue:43421", + "issue:44737|issue:45859", "issue:42175|issue:46178", + "issue:34567|issue:40444", "issue:43644|issue:43646", "issue:45084|issue:45507", + "issue:40990|issue:43421", "issue:43582|issue:43632", "issue:44987|issue:44991", - "issue:39404|issue:44671", - "issue:44206|issue:44220", - "issue:43452|issue:43482", - "issue:43482|issue:47312", - "issue:47331|issue:47470", - "issue:44811|issue:45584", - "issue:43262|issue:47331", - "issue:43208|issue:47013", - "issue:43746|issue:46326", - "issue:42915|issue:45084", - "issue:43317|issue:43482", - "issue:43645|issue:46661" + "issue:39404|issue:44671" ], - "prepared_review_unit_hash": "f9d7947d15b4e48c09911af6263bc03a5acbf3e6c7573a7469b67f0e22d18eb6", + "prepared_review_unit_hash": "e88aafb1c8c4306607438bc2f711d8310cd795d9a65da1922bb5f10b870ea350", "component_budget": { - "node_count": 545, - "item_count": 545, - "soft_pair_count": 2024, - "serialized_chars": 1046962, - "estimated_input_tokens": 261741, - "estimated_eval_tokens": 523738 + "node_count": 547, + "item_count": 547, + "soft_pair_count": 2032, + "serialized_chars": 1051055, + "estimated_input_tokens": 262764, + "estimated_eval_tokens": 525784 }, "budget": { - "node_count": 48, - "item_count": 48, - "soft_pair_count": 30, - "serialized_chars": 36685, - "estimated_input_tokens": 9172, - "estimated_eval_tokens": 18600 - }, + "node_count": 47, + "item_count": 47, + "soft_pair_count": 28, + "serialized_chars": 35681, + "estimated_input_tokens": 8921, + "estimated_eval_tokens": 18098 + }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This is a loose cluster of mostly unrelated Transformers v5-era regressions across tokenizers, model loading, quantization/offload, audio, and xLSTM. From the titles alone, none of the soft pairs are clearly the same underlying bug with enough confidence to merge.", - "confidence": 0.67, - "canonical_issue_reason": "Issue 43646 is the broadest, most representative v5 regression here: a general custom-model initialization breakage that fits the cluster\u2019s recurring load/init failures better than the narrower model-specific reports.", + "summary": "This cluster is mostly a grab-bag of distinct Transformers regressions and model-specific bugs. None of the soft pairs look like the same underlying bug/change closely enough to merge, so all soft edges are rejected. The most representative issue is the broad v5 custom-model initialization regression.", + "confidence": 0.56, + "canonical_issue_reason": "issue:43646 is the broadest, most representative report in the set: a generic Transformers v5 custom-model initialization breakage that matches the cluster\u2019s overall theme of v5 regressions.", "canonical_pr_reason": null, - "best_issue_reason": "Issue 43646 is the best single representative of the set because it is broad, high-level, and closest to the recurring theme of Transformers v5 breaking model initialization/loading paths.", + "best_issue_reason": "issue:43646 is the best single issue to represent the cluster because it is the most general and central v5 regression, whereas most other issues are narrower model/tokenizer/backend-specific failures.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:45479", - "right": "issue:46894", + "left": "issue:36032", + "right": "issue:39921", "accept": false, - "reason": "Different bugs: one is a degenerate zero-loss classification problem, the other is an ASR training-loss double-shift regression." + "reason": "Both involve special tokens, but one is a T5Tokenizer method-name conflict and the other is a Gemma3N projection/runtime loading issue; different bugs." }, { - "left": "issue:44462", - "right": "issue:46489", + "left": "issue:44488", + "right": "issue:45081", "accept": false, - "reason": "Both are tokenizer regressions, but one is about ignoring tokenizer.json and the other is a model-specific output regression for DeepSeek-Coder." + "reason": "Both are tokenizer-loading failures, but the model/trigger and failure mode differ: ScandiBERT load failure vs Mistral regex patch crashing on backend_tokenizer." }, { - "left": "issue:42915", - "right": "issue:44530", + "left": "issue:43716", + "right": "issue:45084", "accept": false, - "reason": "Different Qwen-family failures with different symptoms: FP8 config loading vs PagedAttentionCache group-type handling." + "reason": "Completely different subsystems: image preprocessor dtype mismatch vs template-node compilation error." }, { - "left": "issue:43299", - "right": "issue:43931", + "left": "issue:42796", + "right": "issue:43404", "accept": false, - "reason": "Both involve Qwen3-VL loading, but one is a general v5 load break and the other is a weight-shape mismatch; not enough evidence of the same root cause." + "reason": "Tokenizer BPE-marker handling and Mistral lm_head weight tying are unrelated code paths." }, { - "left": "issue:45479", - "right": "issue:46897", + "left": "issue:43746", + "right": "issue:47331", "accept": false, - "reason": "A zero-loss classification issue is not the same bug as a Florence2 training-loss double-shift regression." + "reason": "PEFT checkpoint loading and Metal quantized batched generation corruption are different bugs." }, { - "left": "issue:43873", - "right": "issue:47331", + "left": "issue:43611", + "right": "issue:43644", "accept": false, - "reason": "Both mention quantization/offload, but they are different code paths and failures: general offload problems vs a Metal batched-generate corruption bug." + "reason": "Both are v5 regressions, but one is base_model_prefix loading behavior and the other is non-persistent buffer initialization; not the same fix." }, { - "left": "issue:44451", - "right": "issue:44987", + "left": "issue:44661", + "right": "issue:44683", "accept": false, - "reason": "Both are loading failures, but they affect different models and do not point to the same concrete bug." + "reason": "Model-registration/tokenizer mapping failure and compiled flex_attention on torch>=2.9 are unrelated." }, { - "left": "issue:44530", - "right": "issue:46304", + "left": "issue:46285", + "right": "issue:46402", "accept": false, - "reason": "One is a Qwen3.5 PagedAttention cache crash; the other is a distributed-build compatibility regression. Related area, not same bug." + "reason": "CLIP text-model structure inconsistency and Sam3Model weight-loading failure are separate model-specific issues." }, { - "left": "issue:36032", - "right": "issue:43645", + "left": "issue:43541", + "right": "issue:45084", "accept": false, - "reason": "Tokenizer method-name conflict vs custom-model initialization breakage in notebooks are distinct failures." + "reason": "Torch dynamo grouped_mm tracing failure is unrelated to the non-template-node compilation error." }, { - "left": "issue:44737", - "right": "issue:45859", + "left": "issue:45479", + "right": "issue:46894", "accept": false, - "reason": "Both are device/offload related, but one is an XLNet CPU allocation bug and the other is a Qwen rotary embedding CPU-offload incompatibility." + "reason": "Sequence-classification zero-loss degeneracy and ASR training-loss double-shift are different failure modes with different affected paths." }, { - "left": "issue:40444", - "right": "issue:46326", + "left": "issue:44462", + "right": "issue:46489", "accept": false, - "reason": "Multimodal iterable-dataset failure vs mistral_common continue_final_message behavior; no shared underlying bug is evident." + "reason": "Both concern tokenizers, but one is AutoTokenizer ignoring tokenizer.json and the other is a model-specific incorrect-tokenization regression tied to PR #44801." }, { - "left": "issue:34567", - "right": "issue:40444", + "left": "issue:42915", + "right": "issue:44530", "accept": false, - "reason": "Trainer token-count tracking and Qwen2.5-VL finetuning with multi-image prompts are unrelated." + "reason": "FineGrainedFP8Config loading failure and PagedAttentionCache linear_attention crash are distinct quantization/cache bugs." }, { - "left": "issue:40990", - "right": "issue:43421", + "left": "issue:43299", + "right": "issue:43931", "accept": false, - "reason": "A perplexity regression and a runtime special-token/post-processor update bug are different issues." + "reason": "Both are Qwen3-VL-related loading errors, but the reported failures differ substantially: Moe model loading breakage vs weight-shape mismatch." }, { - "left": "issue:42175", - "right": "issue:46178", + "left": "issue:45479", + "right": "issue:46897", "accept": false, - "reason": "Both concern backend/package availability, but one is missing TensorFlow in the torch extra and the other is an invalid BACKENDS_MAPPING entry for tensorflow_text." + "reason": "The first is a classification-loss edge case; the second is a Florence2 training-loss shift bug. Not the same underlying issue." }, { - "left": "issue:43644", - "right": "issue:43646", + "left": "issue:44530", + "right": "issue:46304", "accept": false, - "reason": "Both are v5 regressions, but non-persistent buffer junk and custom-model initialization failure are separate bugs." + "reason": "PagedAttentionCache group-type crash and USE_DISTRIBUTED=0 support breakage are unrelated." }, { - "left": "issue:45084", - "right": "issue:45507", + "left": "issue:43873", + "right": "issue:47331", "accept": false, - "reason": "Different failures: a template compilation TypeError vs an invalid-method call in GraniteMoEHybrid." + "reason": "Quantization/offloading behavior and Metal affine_qmm_t batch corruption are different concrete bugs." }, { - "left": "issue:43582", - "right": "issue:43632", + "left": "issue:44451", + "right": "issue:44987", "accept": false, - "reason": "Apple Silicon warmup TypeError and the _is_hf_initialized flag regression are not the same code-path problem." + "reason": "Both are model-loading regressions, but they affect different repositories/models and don't point to one shared code-path bug." }, { - "left": "issue:44987", - "right": "issue:44991", + "left": "issue:36032", + "right": "issue:43645", "accept": false, - "reason": "Both are model/tokenizer loading regressions, but they affect different repositories and the titles do not indicate a shared root cause." + "reason": "Tokenizer special-token method conflict and Jupyter custom-model initialization regression are not the same bug." }, { - "left": "issue:39404", - "right": "issue:44671", + "left": "issue:40444", + "right": "issue:46326", "accept": false, - "reason": "Whisper pipeline language return and CamemBERT masked-LM prediction errors are unrelated." + "reason": "Multimodal iterable-dataset failure and mistral_common continue_final_message handling are unrelated." }, { - "left": "issue:44206", - "right": "issue:44220", + "left": "issue:44737", + "right": "issue:45859", "accept": false, - "reason": "The first is a specific unsupported-arg regression in a feature extractor; the second is a broader fbank-feature helper issue." + "reason": "CPU-device placement bug in XLNet and CPU-offload incompatibility in Qwen3_5MoeTextRotaryEmbedding are different issues." }, { - "left": "issue:43452", - "right": "issue:43482", + "left": "issue:42175", + "right": "issue:46178", "accept": false, - "reason": "Both touch GGUF loading, but one is an AutoTokenizer/AutoModelFromPretrained path break and the other is a specific Qwen2.5-GGUF load failure." + "reason": "Install-extra backend omission and BACKENDS_MAPPING validation error are different backend-import problems." }, { - "left": "issue:43482", - "right": "issue:47312", + "left": "issue:34567", + "right": "issue:40444", "accept": false, - "reason": "GGUF loading failure and kernel-version incompatibility are unrelated." + "reason": "TrainerState token counter bug and Qwen2.5-VL multiple-image iterable-dataset failure are unrelated." }, { - "left": "issue:47331", - "right": "issue:47470", + "left": "issue:43644", + "right": "issue:43646", "accept": false, - "reason": "A quantized batched-generate corruption bug is unrelated to an fp16 ESMFold casting error." + "reason": "Both are v5 regressions, but one is non-persistent buffer initialization and the other is generic custom-model initialization; too broad to treat as one bug." }, { - "left": "issue:44811", - "right": "issue:45584", + "left": "issue:45084", + "right": "issue:45507", "accept": false, - "reason": "Whisper batch_decode skip_special_tokens behavior and empty-transcription failure after align_special_tokens are different bugs." + "reason": "Template-node compilation error and GraniteMoEHybrid invalid-method call are different code paths." }, { - "left": "issue:43262", - "right": "issue:47331", + "left": "issue:40990", + "right": "issue:43421", "accept": false, - "reason": "Audio processor chat-template sampling-rate defaults and Metal quantization corruption are unrelated." + "reason": "Perplexity regression on gpt-oss-20b is unrelated to runtime post-processor updates for special tokens." }, { - "left": "issue:43208", - "right": "issue:47013", + "left": "issue:43582", + "right": "issue:43632", "accept": false, - "reason": "The xLSTM umbrella issue mentions multiple bugs; this specific train-mode unpacking crash is only one possible symptom and not clearly the same issue." + "reason": "Apple Silicon warmup TypeError and _is_hf_initialized flag breakage are separate regressions." }, { - "left": "issue:43746", - "right": "issue:46326", + "left": "issue:44987", + "right": "issue:44991", "accept": false, - "reason": "PEFT-adapter checkpoint loading and continue_final_message tokenizer behavior do not share the same underlying bug." + "reason": "Different model-loading failures on different models; no evidence they share one concrete root cause." }, { - "left": "issue:43645", - "right": "issue:46661", + "left": "issue:39404", + "right": "issue:44671", "accept": false, - "reason": "Both are custom-model initialization/loading regressions, but one is notebook-specific and the other is a remote-code config_class error; too different to merge confidently." + "reason": "Whisper pipeline return_language and CamemBERT masked-LM prediction issues are unrelated." } ] }, @@ -3806,65 +3751,75 @@ "component_index": 1, "component_count": 28, "review_unit_index": 12, - "review_unit_count": 67, + "review_unit_count": 68, "status": "reviewed", "reason": null, "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-545", + "cluster_id": "cluster-10000-547", "nodes": [ "issue:28530", "issue:34567", "issue:36032", - "issue:40444", "issue:42915", - "issue:43089", + "issue:43208", "issue:43262", - "issue:43296", - "issue:43322", + "issue:43317", "issue:43377", "issue:43404", - "issue:43425", + "issue:43452", + "issue:43482", "issue:43531", - "issue:43540", - "issue:43632", + "issue:43645", "issue:43646", "issue:43742", + "issue:43746", "issue:43792", "issue:43819", - "issue:43872", "issue:43994", "issue:44008", "issue:44062", + "issue:44206", "issue:44220", "issue:44265", "issue:44291", "issue:44403", "issue:44451", - "issue:44464", "issue:44466", - "issue:44479", "issue:44534", "issue:44589", "issue:44610", - "issue:44683", - "issue:44849", + "issue:44811", "issue:44877", "issue:44987", "issue:45020", "issue:45081", - "issue:45325", - "issue:45923", - "issue:45987", - "issue:46821", + "issue:45084", + "issue:45584", + "issue:46326", + "issue:46661", "issue:46869", "issue:46899", - "issue:47254", - "issue:47448" + "issue:47013", + "issue:47312", + "issue:47331", + "issue:47448", + "issue:47470" ], "soft_pairs": [ + "issue:44206|issue:44220", + "issue:43452|issue:43482", + "issue:43482|issue:47312", + "issue:47331|issue:47470", + "issue:44811|issue:45584", + "issue:43208|issue:47013", + "issue:43262|issue:47331", + "issue:43746|issue:46326", + "issue:42915|issue:45084", "issue:43792|issue:46869", + "issue:43317|issue:43482", + "issue:43645|issue:46661", "issue:44403|issue:45081", "issue:42915|issue:44291", "issue:44987|issue:45081", @@ -3873,246 +3828,228 @@ "issue:45020|issue:47448", "issue:36032|issue:43742", "issue:43377|issue:43819", - "issue:43994|issue:44610", "issue:42915|issue:44589", + "issue:43994|issue:44610", "issue:28530|issue:34567", "issue:44008|issue:46899", "issue:44062|issue:44987", - "issue:44265|issue:44610", - "issue:43531|issue:44877", "issue:44451|issue:45081", - "issue:44849|issue:45325", - "issue:43404|issue:44466", - "issue:44479|issue:45325", - "issue:43632|issue:46821", - "issue:43322|issue:43540", - "issue:43089|issue:45987", - "issue:43425|issue:44403", - "issue:43296|issue:43531", - "issue:44464|issue:45987", - "issue:40444|issue:45325", - "issue:45923|issue:47254", - "issue:43872|issue:44291", - "issue:44220|issue:44683" + "issue:43531|issue:44877", + "issue:44265|issue:44610", + "issue:43404|issue:44466" ], - "prepared_review_unit_hash": "23a94b2eec32901f52c421621f9961128ff501f3f7c8ae21943b53c70837a846", + "prepared_review_unit_hash": "5c5f9d2e1c74adeef28670c3b5e334b96af82c086700b0b6abf5984d6f7c9f90", "component_budget": { - "node_count": 545, - "item_count": 545, - "soft_pair_count": 2024, - "serialized_chars": 1046962, - "estimated_input_tokens": 261741, - "estimated_eval_tokens": 523738 + "node_count": 547, + "item_count": 547, + "soft_pair_count": 2032, + "serialized_chars": 1051055, + "estimated_input_tokens": 262764, + "estimated_eval_tokens": 525784 }, "budget": { - "node_count": 48, - "item_count": 48, - "soft_pair_count": 30, - "serialized_chars": 36742, - "estimated_input_tokens": 9186, - "estimated_eval_tokens": 18628 + "node_count": 47, + "item_count": 47, + "soft_pair_count": 29, + "serialized_chars": 35993, + "estimated_input_tokens": 8999, + "estimated_eval_tokens": 18254 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "Mostly heterogeneous Transformer/model-regression issues. Only one strong duplicate-like pair stands out: the `_is_hf_initialized` initialization incompatibility; the rest are only loosely related by subsystem or version.", - "confidence": 0.71, - "canonical_issue_reason": "issue:44291 is the clearest root-cause report for the `_is_hf_initialized` loading regression and is broader than the bitsandbytes-specific manifestation.", + "summary": "Mostly a heterogeneous set of Transformers bug reports around loading/regression edge cases; no PRs are present. The GGUF pair is only loosely similar and not strong enough to treat as the same bug.", + "confidence": 0.58, + "canonical_issue_reason": "issue:45020 is the broadest umbrella for the cluster, covering recent v5 loading regressions and remote_code breakage better than any narrower report.", "canonical_pr_reason": null, - "best_issue_reason": "issue:45020 is the broadest umbrella-style issue in the set for recent-version model-loading breakages, even though it is not a duplicate of most others.", + "best_issue_reason": "issue:45020 is the most representative issue because it matches the dominant theme of recent model-loading regressions while staying broad enough to cover several nearby reports.", "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "issue:44206", + "right": "issue:44220", + "accept": false, + "reason": "Both are audio-feature related, but they point to different concrete failures and code paths." + }, + { + "left": "issue:43452", + "right": "issue:43482", + "accept": false, + "reason": "Both involve GGUF/from_pretrained loading, but the evidence only shows broad similarity, not the same underlying bug." + }, + { + "left": "issue:43482", + "right": "issue:47312", + "accept": false, + "reason": "GGUF loading failure and kernel incompatibility are unrelated failure modes." + }, + { + "left": "issue:47331", + "right": "issue:47470", + "accept": false, + "reason": "Metal quantization batch corruption and fp16 casting errors are different bugs in different models/code paths." + }, + { + "left": "issue:44811", + "right": "issue:45584", + "accept": false, + "reason": "Both mention Whisper, but one is batch_decode token handling and the other is an empty-transcription generation failure." + }, + { + "left": "issue:43208", + "right": "issue:47013", + "accept": false, + "reason": "One is a bundle of xLSTM training bugs; the other is a specific return_last_states crash." + }, + { + "left": "issue:43262", + "right": "issue:47331", + "accept": false, + "reason": "Audio chat-template sampling-rate behavior is unrelated to Metal quantization corruption." + }, + { + "left": "issue:43746", + "right": "issue:46326", + "accept": false, + "reason": "PEFT checkpoint loading and mistral_common continue_final_message are distinct tokenizer/model-loading issues." + }, + { + "left": "issue:42915", + "right": "issue:45084", + "accept": false, + "reason": "Qwen3Moe FP8 failure and a template-node compilation TypeError are unrelated." + }, { "left": "issue:43792", "right": "issue:46869", "accept": false, - "reason": "Different models and failure modes: Whisper runtime failure vs YOLO multi-GPU device-map loading." + "reason": "Whisper runtime failure and YOLO multi-GPU device_map issues are different subsystems." + }, + { + "left": "issue:43317", + "right": "issue:43482", + "accept": false, + "reason": "Device-map/offload dequantization and GGUF loading are not the same bug." + }, + { + "left": "issue:43645", + "right": "issue:46661", + "accept": false, + "reason": "Custom model initialization in notebooks and remote-code config_class errors are only broadly related." }, { "left": "issue:44403", "right": "issue:45081", "accept": false, - "reason": "Generic loading noise and a Mistral tokenizer regex crash are different bugs." + "reason": "General loading noise and a Mistral regex patch crash are different problems." }, { "left": "issue:42915", "right": "issue:44291", "accept": false, - "reason": "FP8 config failure vs `_is_hf_initialized` init_empty_weights incompatibility; related theme, different bug." + "reason": "FP8 config failure and unexpected _is_hf_initialized argument handling are unrelated." }, { "left": "issue:44987", "right": "issue:45081", "accept": false, - "reason": "Separate load failures affecting different model paths (remote model vs Mistral tokenizer patch)." + "reason": "A specific model-loading regression and a tokenizer regex-patching crash do not look like the same bug." }, { "left": "issue:43646", "right": "issue:44534", "accept": false, - "reason": "Custom model init breakage and non-persistent buffer corruption are not the same code-path issue." + "reason": "Custom model initialization breakage and non-persistent buffer junk are unrelated regressions." }, { "left": "issue:43262", "right": "issue:43377", "accept": false, - "reason": "Audio chat-template sample-rate default and MIMI batching/padding-mask mismatch are distinct." + "reason": "Audio sampling-rate defaults and MIMI padding-mask behavior are different bugs." }, { "left": "issue:45020", "right": "issue:47448", "accept": false, - "reason": "Broad remote_code regressions vs a specific Gemma4 architecture-recognition failure." + "reason": "Broad remote_code/model-loading breakage and architecture registration failure are separate issues." }, { "left": "issue:36032", "right": "issue:43742", "accept": false, - "reason": "Tokenizer special-token conflict and MobileLLM loading KeyError are unrelated." + "reason": "Tokenizer add_special_tokens conflicts and a MobileLLM key error are different loading failures." }, { "left": "issue:43377", "right": "issue:43819", "accept": false, - "reason": "Missing padding-mask support in MIMI vs DAC from_latents/STE mismatch are different audio bugs." + "reason": "MIMI batched-vs-single mismatch and DAC.from_latents STE mismatch are distinct model bugs." }, { - "left": "issue:43994", - "right": "issue:44610", + "left": "issue:42915", + "right": "issue:44589", "accept": false, - "reason": "Different vision issues: bad model outputs vs processor producing the wrong input resolution." + "reason": "Qwen3Moe FP8 config failure and missing Float8 storage are different quantization/runtime issues." }, { - "left": "issue:42915", - "right": "issue:44589", + "left": "issue:43994", + "right": "issue:44610", "accept": false, - "reason": "FP8 config failure vs missing Float8 storage support; same area, different root cause." + "reason": "SigLIP2 bad outputs and OmDet-Turbo processor size mismatch are separate model/processor problems." }, { "left": "issue:28530", "right": "issue:34567", "accept": false, - "reason": "Early stopping metric selection and token-count tracking are unrelated trainer issues." + "reason": "Early stopping metric resolution and num_input_tokens_seen updates are unrelated Trainer issues." }, { "left": "issue:44008", "right": "issue:46899", "accept": false, - "reason": "Gemma3n variable-name collision vs Gemma4 4-bit dtype-cast regression are different multimodal bugs." + "reason": "Gemma 3n audio-mask name collision and Gemma4 4-bit casting are different multimodal bugs." }, { "left": "issue:44062", "right": "issue:44987", "accept": false, - "reason": "`AddedToken` construction error is unrelated to the physical-intelligence/fast loading failure." + "reason": "AddedToken keyword collisions and a model-loading regression are unrelated." }, { - "left": "issue:44265", - "right": "issue:44610", + "left": "issue:44451", + "right": "issue:45081", "accept": false, - "reason": "torch.export/torch_compilable_check failure and OmDet processor size mismatch are separate issues." + "reason": "ScandiBERT loading failure and Mistral regex patch crash do not share the same code path." }, { "left": "issue:43531", "right": "issue:44877", "accept": false, - "reason": "Qwen3-MoE sliding-window bug and strict granite_speech config loading are not the same defect." + "reason": "Sliding_window behavior and strict-config loading are unrelated." }, { - "left": "issue:44451", - "right": "issue:45081", - "accept": false, - "reason": "ScandiBERT loading failure and Mistral regex patch crash differ in code path and symptom." - }, - { - "left": "issue:44849", - "right": "issue:45325", + "left": "issue:44265", + "right": "issue:44610", "accept": false, - "reason": "Qwen3.5 hidden-states bug and Qwen2.5-VL rope-index scaling bug are distinct." + "reason": "torch.export/export checks and a processor size mismatch are different issues." }, { "left": "issue:43404", "right": "issue:44466", "accept": false, - "reason": "Both involve `lm_head.weight`, but one is a tying bug and the other is device-dependent serialization." - }, - { - "left": "issue:44479", - "right": "issue:45325", - "accept": false, - "reason": "Video-input regression across Qwen variants vs still-image temporal-position scaling are different multimodal bugs." - }, - { - "left": "issue:43632", - "right": "issue:46821", - "accept": false, - "reason": "`_is_hf_initialized` incompatibility vs a TimesFM `window_size` attribute error are unrelated." - }, - { - "left": "issue:43322", - "right": "issue:43540", - "accept": false, - "reason": "Llava Next segfault and Qwen3OmniMoe video ValueError are different model-loading/runtime failures." - }, - { - "left": "issue:43089", - "right": "issue:45987", - "accept": false, - "reason": "Generation sync/dispatch overhead and StaticCache return-type mismatch do not share a concrete bug." - }, - { - "left": "issue:43425", - "right": "issue:44403", - "accept": false, - "reason": "Torch version incompatibility and noisy loading output are not the same issue." - }, - { - "left": "issue:43296", - "right": "issue:43531", - "accept": false, - "reason": "PaddleOCR-VL loading under vLLM and Qwen3-MoE sliding-window behavior are unrelated." - }, - { - "left": "issue:44464", - "right": "issue:45987", - "accept": false, - "reason": "Compiled chunked-generation inconsistency and StaticCache seq-length contract are different regressions." - }, - { - "left": "issue:40444", - "right": "issue:45325", - "accept": false, - "reason": "IterableDataset multi-image video failure and Qwen2.5-VL rope scaling bug are separate multimodal issues." - }, - { - "left": "issue:45923", - "right": "issue:47254", - "accept": false, - "reason": "Missing gradient-checkpointing flag and PEFT/DeepSpeed checkpoint errors are unrelated." - }, - { - "left": "issue:43872", - "right": "issue:44291", - "accept": true, - "reason": "Same root bug: `_is_hf_initialized` breaks model loading/initialization; one is a bitsandbytes manifestation, the other states the generic init_empty_weights failure." - }, - { - "left": "issue:44220", - "right": "issue:44683", - "accept": false, - "reason": "Audio fbank extraction and compiled flex_attention on torch>=2.9 are different code paths." + "reason": "lm_head tying and inconsistent serialization are related only at a high level, not the same bug." } ] }, "evaluator_result": { - "accept": true, - "feedback": "The summary stays grounded in the packet and the soft-edge calls are conservative. The only accepted duplicate-like pair, issue:43872 with issue:44291, is well supported by the shared `_is_hf_initialized` regression. The rest are appropriately treated as related-but-distinct bugs rather than asserted duplicates." + "accept": false, + "feedback": "The cluster-level summary is broadly grounded, and the note that no PRs are present is correct. However, I would not accept the soft-edge verdict `issue:43452` \u2194 `issue:43482` as written: the packet only supports broad GGUF/loading similarity, not confidence that they are the same underlying bug. That accept overstates the evidence, so the overall response is not conservative enough for approval." }, "evaluator_used": true, - "retried": false, - "accepted_nontrivial_soft_edge": true, + "retried": true, + "accepted_nontrivial_soft_edge": false, "error_kind": null, "error_message": null }, @@ -4121,311 +4058,319 @@ "component_index": 1, "component_count": 28, "review_unit_index": 13, - "review_unit_count": 67, + "review_unit_count": 68, "status": "reviewed", "reason": null, "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-545", + "cluster_id": "cluster-10000-547", "nodes": [ "issue:33666", "issue:35707", "issue:40444", "issue:40990", - "issue:41720", - "issue:42175", "issue:42796", + "issue:43089", "issue:43296", + "issue:43322", "issue:43381", - "issue:43482", - "issue:43525", + "issue:43425", "issue:43531", + "issue:43540", "issue:43611", "issue:43632", "issue:43716", "issue:43746", "issue:43792", + "issue:43872", "issue:43883", "issue:44079", - "issue:44265", + "issue:44220", "issue:44291", - "issue:44387", "issue:44403", - "issue:44462", + "issue:44464", + "issue:44479", "issue:44488", "issue:44534", "issue:44589", + "issue:44683", "issue:44756", "issue:44811", + "issue:44849", "issue:44991", - "issue:45072", - "issue:45081", "issue:45216", + "issue:45325", "issue:45357", - "issue:45538", - "issue:45542", "issue:45663", "issue:45812", "issue:45923", + "issue:45987", "issue:46294", "issue:46315", "issue:46491", "issue:46710", "issue:46821", "issue:46899", - "issue:47404", + "issue:47254", "issue:47448" ], "soft_pairs": [ + "issue:44849|issue:45325", + "issue:44479|issue:45325", + "issue:43322|issue:43540", + "issue:43089|issue:45987", + "issue:43632|issue:46821", + "issue:43425|issue:44403", + "issue:43296|issue:43531", + "issue:44464|issue:45987", + "issue:40444|issue:45325", + "issue:45923|issue:47254", + "issue:43872|issue:44291", + "issue:44220|issue:44683", "issue:43716|issue:46899", "issue:43611|issue:44534", "issue:44991|issue:46315", "issue:44403|issue:44991", - "issue:42796|issue:43746", - "issue:44291|issue:44589", "issue:45216|issue:45357", - "issue:45812|issue:46491", + "issue:44291|issue:44589", + "issue:42796|issue:43746", "issue:43792|issue:44589", + "issue:45812|issue:46491", "issue:43883|issue:44488", "issue:33666|issue:40444", "issue:43632|issue:44756", "issue:43381|issue:45923", "issue:35707|issue:40444", - "issue:40990|issue:44811", "issue:44079|issue:45663", "issue:42796|issue:46710", "issue:46294|issue:47448", "issue:43531|issue:44291", - "issue:41720|issue:45081", - "issue:43482|issue:43525", - "issue:43296|issue:46821", - "issue:44387|issue:47404", - "issue:42175|issue:43296", - "issue:42175|issue:45542", - "issue:43883|issue:44991", - "issue:44079|issue:44534", - "issue:44265|issue:45072", - "issue:43482|issue:45538", - "issue:44462|issue:45812" + "issue:40990|issue:44811" ], - "prepared_review_unit_hash": "3bade7f55d999f8a202044a0d9bc1f00e74fcb529c00ee4be1e0126942001e1d", + "prepared_review_unit_hash": "be9c91d77b80d2153eaf196eaa2c2abb3a673149353c69005850f6981b48638c", "component_budget": { - "node_count": 545, - "item_count": 545, - "soft_pair_count": 2024, - "serialized_chars": 1046962, - "estimated_input_tokens": 261741, - "estimated_eval_tokens": 523738 + "node_count": 547, + "item_count": 547, + "soft_pair_count": 2032, + "serialized_chars": 1051055, + "estimated_input_tokens": 262764, + "estimated_eval_tokens": 525784 }, "budget": { - "node_count": 47, - "item_count": 47, - "soft_pair_count": 30, - "serialized_chars": 36241, - "estimated_input_tokens": 9061, - "estimated_eval_tokens": 18378 + "node_count": 48, + "item_count": 48, + "soft_pair_count": 31, + "serialized_chars": 36890, + "estimated_input_tokens": 9223, + "estimated_eval_tokens": 18702 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "Mostly unrelated Transformers issues; the two true soft-edge matches are the Qwen3.5 save_pretrained regression pair and the TensorFlow-backend packaging pair. I softened the Qwen3.5 linkage to \"later issue with very similar symptoms\" rather than an explicit duplicate claim.", - "confidence": 0.82, - "canonical_issue_reason": "issue:45216 is the strongest anchor: it reports a concrete Qwen3.5 save_pretrained regression, and issue:45357 later reports very similar incorrect visual-encoder key serialization in the same path.", + "summary": "This cluster is mostly a loose grab-bag of unrelated model-specific regressions and API breakages. A couple of pairs are close duplicates, especially the Qwen3.5 save_pretrained regressions and the `_is_hf_initialized` loading regression, but most soft links should be rejected.", + "confidence": 0.73, + "canonical_issue_reason": "Issue 45216 is the clearest anchor: it describes a concrete Qwen3.5 `save_pretrained` regression, and 45357 looks like the same bug persisting in a later release. Most other issues in the set are unrelated one-off failures.", "canonical_pr_reason": null, - "best_issue_reason": "Most actionable issue in the set: a clear regression report with a later, very similar Qwen3.5 save_pretrained symptom report that reinforces the same serialization bug.", + "best_issue_reason": "Issue 45216 is the strongest representative of the small true-duplicate pocket in this set, with a near-match follow-up in 45357. It is more actionable than the broader, noisier v5 regressions.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:43716", - "right": "issue:46899", + "left": "issue:44849", + "right": "issue:45325", "accept": false, - "reason": "Both are multimodal dtype-related, but they affect different models and likely different code paths." + "reason": "Both involve Qwen multimodal behavior, but one is a hidden-states bug and the other is a RoPE/position-id scaling issue; different concrete failures." }, { - "left": "issue:43611", - "right": "issue:44534", + "left": "issue:44479", + "right": "issue:45325", "accept": false, - "reason": "Both are Transformers v5 regressions, but one is base_model_prefix loading and the other is non-persistent buffer initialization." + "reason": "Both are Qwen video/image regressions, but the titles point to different code paths and symptoms; too broad to merge as duplicates." }, { - "left": "issue:44991", - "right": "issue:46315", + "left": "issue:43322", + "right": "issue:43540", "accept": false, - "reason": "Tokenizer loading failure vs tokenizer lookup slowness; same area, different bug." + "reason": "Different models and different failure modes: Llava loading segfault vs Qwen3OmniMoe video processing ValueError." }, { - "left": "issue:44403", - "right": "issue:44991", + "left": "issue:43089", + "right": "issue:45987", "accept": false, - "reason": "Generic loading noise is not the same underlying tokenizer-loading failure." + "reason": "Generation overhead/per-token syncs is unrelated to `StaticCache.get_seq_length()` returning the wrong type." }, { - "left": "issue:42796", - "right": "issue:43746", + "left": "issue:43632", + "right": "issue:46821", "accept": false, - "reason": "Tokenizer BPE-marker handling and PEFT local checkpoint loading are unrelated bugs." + "reason": "One is a Transformers v5 initialization-flag regression, the other is a TimesFM `window_size` AttributeError." }, { - "left": "issue:44291", - "right": "issue:44589", + "left": "issue:43425", + "right": "issue:44403", "accept": false, - "reason": "init_empty_weights argument handling and float8 storage lookup are different failure modes." + "reason": "Torch version incompatibility and noisy loading logs are unrelated issues." }, { - "left": "issue:45216", - "right": "issue:45357", - "accept": true, - "reason": "Same Qwen3.5 save_pretrained regression; the later issue describes very similar incorrect visual-encoder key serialization in the same broken path." + "left": "issue:43296", + "right": "issue:43531", + "accept": false, + "reason": "PaddleOCR-VL loading in vLLM and Qwen3-MoE `sliding_window` behavior are different bugs." }, { - "left": "issue:45812", - "right": "issue:46491", + "left": "issue:44464", + "right": "issue:45987", "accept": false, - "reason": "Both are tokenizer regressions, but Granite wrong IDs and CodeLlama space stripping are distinct issues." + "reason": "Compiled chunked generation mismatch is not the same problem as `StaticCache.get_seq_length()` returning a tensor." }, { - "left": "issue:43792", - "right": "issue:44589", + "left": "issue:40444", + "right": "issue:45325", "accept": false, - "reason": "Whisper runtime failure and float8 storage lookup error do not share a concrete code-path bug." + "reason": "Both are Qwen2.5-VL-related, but one is finetuning with multi-image IterableDataset and the other is video/image position-id scaling." }, { - "left": "issue:43883", - "right": "issue:44488", + "left": "issue:45923", + "right": "issue:47254", "accept": false, - "reason": "Missing all_tied_weights_keys and a tokenizer loading failure for a specific model are unrelated." + "reason": "Both mention gradient checkpointing, but one is a missing capability flag and the other is a PEFT+DeepSpeed checkpoint error." }, { - "left": "issue:33666", - "right": "issue:40444", - "accept": false, - "reason": "Both involve Qwen VL training, but one is multi-GPU training and the other is multi-image IterableDataset finetuning." + "left": "issue:43872", + "right": "issue:44291", + "accept": true, + "reason": "These are the same underlying Transformers v5 `_is_hf_initialized` regression surfacing through different loaders/backends." }, { - "left": "issue:43632", - "right": "issue:44756", + "left": "issue:44220", + "right": "issue:44683", "accept": false, - "reason": "_is_hf_initialized flag breakage and Strix Halo mmap OOM are different subsystems and root causes." + "reason": "Audio feature extraction and compiled flex_attention on torch>=2.9 are unrelated." }, { - "left": "issue:43381", - "right": "issue:45923", + "left": "issue:43716", + "right": "issue:46899", "accept": false, - "reason": "Eval-mode gradient checkpointing limitation and missing supports_gradient_checkpointing flag are not the same bug." + "reason": "Both are multimodal dtype problems, but they affect different models and different preprocessing paths." }, { - "left": "issue:35707", - "right": "issue:40444", + "left": "issue:43611", + "right": "issue:44534", "accept": false, - "reason": "Progressive generation with cache handling is unrelated to multi-image VL finetuning failure." + "reason": "Loading with `base_model_prefix` and non-persistent buffer junk are distinct Transformers v5 regressions." }, { - "left": "issue:40990", - "right": "issue:44811", + "left": "issue:44991", + "right": "issue:46315", "accept": false, - "reason": "Perplexity regression and Whisper batch_decode special-token handling are unrelated." + "reason": "Tokenizer load failure and `convert_tokens_to_ids` performance regression are not the same bug." }, { - "left": "issue:44079", - "right": "issue:45663", + "left": "issue:44403", + "right": "issue:44991", "accept": false, - "reason": "ModelOutput key assignment and Gemma4 FSDP2 shared_kv_states rebuilding are different code paths." + "reason": "Noise during model loading and tokenizer failure for a specific model are unrelated." }, { - "left": "issue:42796", - "right": "issue:46710", - "accept": false, - "reason": "Tokenizer BPE-marker handling and DeepSeek accuracy regression are not the same underlying bug." + "left": "issue:45216", + "right": "issue:45357", + "accept": true, + "reason": "Both report the same Qwen3.5 `save_pretrained` checkpoint/key regression, with the latter looking like a later repro of the same bug." }, { - "left": "issue:46294", - "right": "issue:47448", + "left": "issue:44291", + "right": "issue:44589", "accept": false, - "reason": "Video chat-template token mismatch and unrecognized Gemma4 architecture are unrelated." + "reason": "Unexpected `_is_hf_initialized` loading arg and missing Float8 storage support are different incompatibility classes." }, { - "left": "issue:43531", - "right": "issue:44291", + "left": "issue:42796", + "right": "issue:43746", "accept": false, - "reason": "Qwen3-MoE sliding-window behavior and init_empty_weights argument errors are separate issues." + "reason": "Tokenizer BPE-marker handling and GraniteSpeech PEFT local-checkpoint loading are unrelated." }, { - "left": "issue:41720", - "right": "issue:45081", + "left": "issue:43792", + "right": "issue:44589", "accept": false, - "reason": "CUDA assert in auto device mapping and Mistral regex patch crash are unrelated." + "reason": "Whisper runtime failure and Float8 storage lookup failure do not match." }, { - "left": "issue:43482", - "right": "issue:43525", + "left": "issue:45812", + "right": "issue:46491", "accept": false, - "reason": "GGUF loading failure and missing pad_token_id on Llama4Config are distinct model-specific problems." + "reason": "Both are tokenizer regressions, but for different models and different behavior." }, { - "left": "issue:43296", - "right": "issue:46821", + "left": "issue:43883", + "right": "issue:44488", "accept": false, - "reason": "PaddleOCR-VL loading and TimesFM window_size attribute access are unrelated." + "reason": "Missing `all_tied_weights_keys` on Molmo and failure to load a specific model are not the same issue." }, { - "left": "issue:44387", - "right": "issue:47404", + "left": "issue:33666", + "right": "issue:40444", "accept": false, - "reason": "Both mention OOMs, but int4 reserved-memory growth and conversion-op transient OOMs have different causes." + "reason": "Both are Qwen VL training topics, but one is multi-GPU training and the other is multi-image IterableDataset finetuning." }, { - "left": "issue:42175", - "right": "issue:43296", + "left": "issue:43632", + "right": "issue:44756", "accept": false, - "reason": "Missing TensorFlow backend in torch install and PaddleOCR-VL load failure are unrelated." + "reason": "A Transformers v5 flag regression and mmap/OOM on Strix Halo are unrelated." }, { - "left": "issue:42175", - "right": "issue:45542", - "accept": true, - "reason": "Same optional-dependency packaging bug: TensorFlow backend is missing/undefined after installing the torch extra." + "left": "issue:43381", + "right": "issue:45923", + "accept": false, + "reason": "Eval-mode gradient checkpointing and a missing support flag are separate checkpointing issues." }, { - "left": "issue:43883", - "right": "issue:44991", + "left": "issue:35707", + "right": "issue:40444", "accept": false, - "reason": "Missing tied-weights metadata and tokenizer loading regression are unrelated." + "reason": "Progressive generation with `inputs_embeds`/`past_key_values` is unrelated to Qwen2.5-VL finetuning failures." }, { "left": "issue:44079", - "right": "issue:44534", + "right": "issue:45663", "accept": false, - "reason": "ModelOutput key handling and non-persistent buffer junk are separate regression classes." + "reason": "`ModelOutput` key assignment and Gemma4 FSDP2 attention state rebuilding are different bugs." }, { - "left": "issue:44265", - "right": "issue:45072", + "left": "issue:42796", + "right": "issue:46710", "accept": false, - "reason": "Torch export with torch_compilable_check and bfloat16 dtype mismatch in inference are different bugs." + "reason": "Tokenizer marker handling and an accuracy regression after upgrade are not the same concrete problem." }, { - "left": "issue:43482", - "right": "issue:45538", + "left": "issue:46294", + "right": "issue:47448", "accept": false, - "reason": "GGUF loading failure and CLIP tokenizer max-length constant are unrelated." + "reason": "Qwen3.5 video chat-template mismatch and Gemma4 architecture recognition are unrelated." }, { - "left": "issue:44462", - "right": "issue:45812", + "left": "issue:43531", + "right": "issue:44291", "accept": false, - "reason": "Ignoring repository tokenizer.json and wrong token IDs for Granite models are distinct tokenizer issues." - } - ] - }, + "reason": "Qwen3-MoE sliding-window behavior and the `_is_hf_initialized` loading regression are different." + }, + { + "left": "issue:40990", + "right": "issue:44811", + "accept": false, + "reason": "Perplexity regression and Whisper `batch_decode` special-token handling are unrelated." + } + ] + }, "evaluator_result": { - "accept": false, - "feedback": "The packet supports 45216 and 45357 as closely related Qwen3.5 save_pretrained regressions, but it does not explicitly show that 45357 is a duplicate/follow-up duplicate of 45216. That part of the rationale is a bit too strong and should be softened to something like \u201clater issue with very similar symptoms.\u201d The rest of the soft-edge verdicts look conservatively framed." + "accept": true, + "feedback": "The summary is grounded in the packet and stays conservative. The two accepted duplicate pairs are well supported by the titles/body descriptions, and the rejected soft links mostly reflect distinct model paths or failure modes. I don\u2019t see evidence of overstatement." }, "evaluator_used": true, - "retried": true, + "retried": false, "accepted_nontrivial_soft_edge": true, "error_kind": null, "error_message": null @@ -4435,303 +4380,296 @@ "component_index": 1, "component_count": 28, "review_unit_index": 14, - "review_unit_count": 67, + "review_unit_count": 68, "status": "reviewed", "reason": null, "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-545", + "cluster_id": "cluster-10000-547", "nodes": [ - "issue:34634", - "issue:35707", "issue:40444", - "issue:40990", "issue:41720", - "issue:42796", + "issue:42175", + "issue:43296", "issue:43317", "issue:43377", "issue:43421", "issue:43454", + "issue:43482", + "issue:43525", "issue:43606", "issue:43611", "issue:43644", "issue:43646", - "issue:43818", - "issue:43828", "issue:43856", "issue:43873", + "issue:43883", "issue:43994", "issue:44079", - "issue:44186", "issue:44265", "issue:44291", + "issue:44387", + "issue:44462", "issue:44466", - "issue:44479", "issue:44509", + "issue:44534", "issue:44568", "issue:44661", - "issue:44829", "issue:44877", "issue:44898", + "issue:44991", + "issue:45072", + "issue:45081", "issue:45325", - "issue:45357", "issue:45381", - "issue:45479", "issue:45491", - "issue:45584", + "issue:45538", + "issue:45542", "issue:45701", - "issue:45823", + "issue:45812", "issue:45834", - "issue:46402", "issue:46661", "issue:46697", "issue:46821", "issue:46909", "issue:47217", - "issue:47448", - "issue:47470" + "issue:47404", + "issue:47448" ], "soft_pairs": [ + "issue:41720|issue:45081", + "issue:43482|issue:43525", + "issue:43296|issue:46821", + "issue:42175|issue:43296", + "issue:44387|issue:47404", + "issue:42175|issue:45542", + "issue:43883|issue:44991", + "issue:44079|issue:44534", + "issue:43482|issue:45538", + "issue:44265|issue:45072", "issue:43317|issue:43856", - "issue:45325|issue:45834", "issue:46661|issue:47448", + "issue:45325|issue:45834", "issue:43611|issue:43646", + "issue:44462|issue:45812", "issue:44509|issue:46909", "issue:40444|issue:45381", "issue:44291|issue:44877", - "issue:43421|issue:44568", - "issue:43644|issue:44079", "issue:43377|issue:45491", + "issue:43644|issue:44079", "issue:45325|issue:45381", + "issue:43421|issue:44568", "issue:43994|issue:44898", "issue:40444|issue:47217", "issue:44661|issue:47448", "issue:43454|issue:44466", - "issue:43873|issue:45701", "issue:45325|issue:46697", - "issue:43606|issue:44265", - "issue:43818|issue:46402", - "issue:43818|issue:45357", - "issue:42796|issue:45381", - "issue:44479|issue:45823", - "issue:46821|issue:47470", - "issue:43828|issue:46821", - "issue:40990|issue:45584", - "issue:44829|issue:45479", - "issue:41720|issue:45823", - "issue:44186|issue:44265", - "issue:34634|issue:35707", - "issue:35707|issue:41720" + "issue:43873|issue:45701", + "issue:43606|issue:44265" ], - "prepared_review_unit_hash": "66290fd00a033e7fc63b3a00b02e9523a2db314a2b6bcf4a6264330804386053", + "prepared_review_unit_hash": "5b6f421e1367fef3d2fdcf0156bc4e5d412eee3c1157ff0f169984e13fd78c00", "component_budget": { - "node_count": 545, - "item_count": 545, - "soft_pair_count": 2024, - "serialized_chars": 1046962, - "estimated_input_tokens": 261741, - "estimated_eval_tokens": 523738 + "node_count": 547, + "item_count": 547, + "soft_pair_count": 2032, + "serialized_chars": 1051055, + "estimated_input_tokens": 262764, + "estimated_eval_tokens": 525784 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 30, - "serialized_chars": 36957, - "estimated_input_tokens": 9240, - "estimated_eval_tokens": 18736 + "soft_pair_count": 29, + "serialized_chars": 36639, + "estimated_input_tokens": 9160, + "estimated_eval_tokens": 18576 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "The cluster is very heterogeneous: most pairs share only a broad subsystem or symptom class, not the same concrete bug. No soft edge looks safe to merge, so this should remain split into distinct issues.", - "confidence": 0.41, - "canonical_issue_reason": "issue:43873 is the broadest representative in the set: it covers offloading/device-placement failures under quantization, which is the closest recurring theme among the more related loading/offload reports.", + "summary": "All suggested soft edges look like false positives: the titles overlap superficially on Transformers/v5, Qwen2.5-VL, offloading, or tokenizer handling, but they point to distinct bugs and code paths. No duplicate cluster emerges.", + "confidence": 0.89, + "canonical_issue_reason": "No canonical issue: the soft edges are mostly false positives linking unrelated bugs across different models/subsystems, so there isn't a single duplicate hub.", "canonical_pr_reason": null, - "best_issue_reason": "issue:43873 is the best overall issue to anchor the cluster because it is open, broadly scoped, and closest to the shared loading/offload/device-mismatch theme seen in a few nearby reports.", + "best_issue_reason": "No global best issue: the set is heterogeneous and no issue safely represents all candidates.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:43317", - "right": "issue:43856", + "left": "issue:41720", + "right": "issue:45081", "accept": false, - "reason": "Different bugs: dequantized model offload/load failure vs MoE training memory inefficiency." + "reason": "CUDA assert on Qwen3 auto device mapping is unrelated to Mistral tokenizer regex patching; different model and failure path." }, { - "left": "issue:45325", - "right": "issue:45834", + "left": "issue:43482", + "right": "issue:43525", "accept": false, - "reason": "Both are multimodal indexing problems, but they affect different models and different failure modes." + "reason": "GGUF loading failure in Qwen2.5 differs from Llama4Config missing pad_token_id; unrelated config/model issues." }, { - "left": "issue:46661", - "right": "issue:47448", + "left": "issue:43296", + "right": "issue:46821", "accept": false, - "reason": "Remote-code model_class config_class error is unrelated to Gemma4 arch recognition." + "reason": "PaddleOCR-VL loading in vLLM is unrelated to TimesFM window_size attribute errors." }, { - "left": "issue:43611", - "right": "issue:43646", + "left": "issue:42175", + "right": "issue:43296", "accept": false, - "reason": "Both involve v5 loading changes, but one is base_model_prefix handling and the other is custom initialization." + "reason": "Missing TensorFlow in the torch extra is a packaging/backend issue, not a model-load regression." }, { - "left": "issue:44509", - "right": "issue:46909", + "left": "issue:44387", + "right": "issue:47404", "accept": false, - "reason": "Both are documentation issues only; they are different broken examples with no shared underlying bug." + "reason": "Both mention OOM/offloading, but one is int4 quantization memory growth and the other is conversion-op transient allocation during device_map loading." }, { - "left": "issue:40444", - "right": "issue:45381", + "left": "issue:42175", + "right": "issue:45542", "accept": false, - "reason": "Different multimodal regressions: iterable dataset with multiple images vs video vision_position_ids." + "reason": "Torch-only install missing TensorFlow is a dependency selection issue, while this is a runtime undefined tf backend error with tensorboard-only installation." }, { - "left": "issue:44291", - "right": "issue:44877", + "left": "issue:43883", + "right": "issue:44991", "accept": false, - "reason": "Unexpected init_empty_weights argument error and strict config loading are separate loader failures." + "reason": "Missing all_tied_weights_keys for Molmo and tokenizer loading for EMBEDDIA/est-roberta are unrelated bugs." }, { - "left": "issue:43421", - "right": "issue:44568", + "left": "issue:44079", + "right": "issue:44534", "accept": false, - "reason": "Both touch tokenizer special tokens, but one is runtime post-processor refresh and the other is BOS/EOS insertion regression." + "reason": "ModelOutput key assignment and non-persistent buffer junk are different internal v5 regressions." }, { - "left": "issue:43644", - "right": "issue:44079", + "left": "issue:43482", + "right": "issue:45538", "accept": false, - "reason": "Non-persistent buffer junk and ModelOutput key assignment are unrelated internals." + "reason": "Qwen2.5-GGUF loading failure is unrelated to CLIPTokenizer's absurd model_max_length default." }, { - "left": "issue:43377", - "right": "issue:45491", + "left": "issue:44265", + "right": "issue:45072", "accept": false, - "reason": "Both mention batching/padding, but they are different models and different root causes." + "reason": "torch.export export failures via torch_compilable_check are unrelated to dtype mismatches in SwitchTransformers/TimmWrapperModel inference." }, { - "left": "issue:45325", - "right": "issue:45381", + "left": "issue:43317", + "right": "issue:43856", "accept": false, - "reason": "Same model family only at a high level; one is still-image RoPE scaling, the other is video position ids." + "reason": "device_map offload load failure is not the same as Qwen3 MoE training memory inefficiency." }, { - "left": "issue:43994", - "right": "issue:44898", + "left": "issue:46661", + "right": "issue:47448", "accept": false, - "reason": "Different vision model behaviors and different failure mechanisms." + "reason": "Remote-code AutoModel config_class error is different from Gemma4 architecture recognition failure." }, { - "left": "issue:40444", - "right": "issue:47217", + "left": "issue:45325", + "right": "issue:45834", "accept": false, - "reason": "Both are VL-related, but one is dataset preprocessing and the other is image-placeholder placement in user text." + "reason": "Qwen2.5-VL still-image rope scaling and Kosmos2.5 long OCR index errors are different multimodal bugs." }, { - "left": "issue:44661", - "right": "issue:47448", + "left": "issue:43611", + "right": "issue:43646", "accept": false, - "reason": "New-model registration failure is not the same as Gemma4 architecture detection." + "reason": "Both are v5 loading/init regressions, but one is about base_model_prefix handling and the other about custom model initialization; not the same concrete bug." }, { - "left": "issue:43454", - "right": "issue:44466", + "left": "issue:44462", + "right": "issue:45812", "accept": false, - "reason": "Weight-tying/load issue for AyaVision is different from v5 serialization inconsistency in lm_head.weight." + "reason": "Ignoring tokenizer.json in a repo and wrong token IDs for Granite models are related only at a broad tokenizer level, not the same bug." }, { - "left": "issue:43873", - "right": "issue:45701", + "left": "issue:44509", + "right": "issue:46909", "accept": false, - "reason": "Quantized offloading/device placement and tokenization-version differences are unrelated." + "reason": "Removed pipeline-task docs and a broken DIA example are separate documentation issues." }, { - "left": "issue:45325", - "right": "issue:46697", + "left": "issue:40444", + "right": "issue:45381", "accept": false, - "reason": "RoPE index scaling bug is unrelated to image preprocessor over-padding." + "reason": "Multiple-images-per-prompt finetuning failure is distinct from wrong video vision_position_ids in Qwen2.5-VL." }, { - "left": "issue:43606", - "right": "issue:44265", + "left": "issue:44291", + "right": "issue:44877", "accept": false, - "reason": "CPU offload device mismatch and torch.export/torch_compilable_check are separate code paths." + "reason": "init_empty_weights TypeError from an unexpected argument is unrelated to strict config blocking granite_speech loading." }, { - "left": "issue:43818", - "right": "issue:46402", + "left": "issue:43377", + "right": "issue:45491", "accept": false, - "reason": "Video-tower construction issue is unrelated to Sam3 text encoder loading." + "reason": "MIMI encoder padding-mask batch inconsistency and Gemma3 NaNs with sliding-window all-padding batches are different models and mechanisms." }, { - "left": "issue:43818", - "right": "issue:45357", + "left": "issue:43644", + "right": "issue:44079", "accept": false, - "reason": "Missing temporal attention/weight sharing is not the same as incorrect save_pretrained visual encoder keys." + "reason": "Non-persistent buffer initialization junk is unrelated to ModelOutput key assignment behavior." }, { - "left": "issue:42796", + "left": "issue:45325", "right": "issue:45381", "accept": false, - "reason": "Tokenizer BPE marker handling and video position ids are unrelated." - }, - { - "left": "issue:44479", - "right": "issue:45823", - "accept": false, - "reason": "Different regressions: Qwen VL video-input handling vs Gemma4 PLE device mismatch." + "reason": "Both are Qwen2.5-VL position-id bugs, but one affects still images and the other video inputs; different concrete failure modes." }, { - "left": "issue:46821", - "right": "issue:47470", + "left": "issue:43421", + "right": "issue:44568", "accept": false, - "reason": "TimesFM window_size attribute error and ESMFold fp16 casting error are unrelated." + "reason": "Runtime post-processor refresh for modified special tokens is not the same as add_special_tokens failing to add BOS/EOS for mdeberta." }, { - "left": "issue:43828", - "right": "issue:46821", + "left": "issue:43994", + "right": "issue:44898", "accept": false, - "reason": "Autocast dtype mismatch and window_size AttributeError do not share a code path." + "reason": "Wrong SigLIP2 outputs and Perceiver non-default resolution failures are distinct vision-model problems." }, { - "left": "issue:40990", - "right": "issue:45584", + "left": "issue:40444", + "right": "issue:47217", "accept": false, - "reason": "Perplexity evaluation issue and Whisper empty-transcription generation failure are unrelated." + "reason": "Multi-image finetuning failure is not the same as VL models failing when the image placeholder is embedded in user text." }, { - "left": "issue:44829", - "right": "issue:45479", + "left": "issue:44661", + "right": "issue:47448", "accept": false, - "reason": "Both are degenerate training/loss reports, but the triggers and affected models differ." + "reason": "Tokenizer mapping registration failure and Gemma4 arch recognition failure are different model-registry issues." }, { - "left": "issue:41720", - "right": "issue:45823", + "left": "issue:43454", + "right": "issue:44466", "accept": false, - "reason": "CUDA assert on Qwen3 auto device map and Gemma4 PLE device mismatch are different model/device issues." + "reason": "AyaVision lm_head weight tying and device-dependent lm_head serialization are related to weights, but not the same symptom or fix." }, { - "left": "issue:44186", - "right": "issue:44265", + "left": "issue:45325", + "right": "issue:46697", "accept": false, - "reason": "Tokenizer NER/padding crash is unrelated to torch.export failures in model export checks." + "reason": "Qwen2.5-VL rope-index scaling and Swin2SR over-padding are unrelated vision-processing bugs." }, { - "left": "issue:34634", - "right": "issue:35707", + "left": "issue:43873", + "right": "issue:45701", "accept": false, - "reason": "Bark voice_preset and progressive generation with inputs_embeds/past_key_values are unrelated features." + "reason": "Quantization/offloading memory behavior is unrelated to version-dependent tokenization changes." }, { - "left": "issue:35707", - "right": "issue:41720", + "left": "issue:43606", + "right": "issue:44265", "accept": false, - "reason": "Progressive generation bug and Qwen3 device-mapping CUDA assert are different failures." + "reason": "CPU offload device mismatch for bark-small is unrelated to torch.export failures under torch_compilable_check." } ] }, @@ -4747,14 +4685,16 @@ "component_index": 1, "component_count": 28, "review_unit_index": 15, - "review_unit_count": 67, + "review_unit_count": 68, "status": "reviewed", "reason": null, "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-545", + "cluster_id": "cluster-10000-547", "nodes": [ + "issue:34634", + "issue:35707", "issue:36331", "issue:39921", "issue:40990", @@ -4765,51 +4705,61 @@ "issue:42947", "issue:43257", "issue:43262", - "issue:43317", "issue:43322", "issue:43377", - "issue:43450", "issue:43454", "issue:43550", - "issue:43572", "issue:43606", "issue:43646", - "issue:43720", "issue:43746", "issue:43749", + "issue:43818", "issue:43819", - "issue:43873", - "issue:44387", + "issue:43828", + "issue:44186", + "issue:44265", + "issue:44479", "issue:44534", "issue:44568", "issue:44610", + "issue:44829", "issue:44877", - "issue:44898", - "issue:44977", "issue:44991", "issue:45072", - "issue:45325", - "issue:45701", - "issue:45704", - "issue:45759", + "issue:45357", + "issue:45381", + "issue:45479", + "issue:45584", "issue:45823", "issue:45920", "issue:45923", - "issue:46050", "issue:46209", - "issue:46315", + "issue:46402", "issue:46821", "issue:47404", "issue:47405", - "issue:47458" + "issue:47458", + "issue:47470" ], "soft_pairs": [ + "issue:43818|issue:46402", + "issue:42796|issue:45381", + "issue:43818|issue:45357", + "issue:44479|issue:45823", + "issue:46821|issue:47470", + "issue:43828|issue:46821", + "issue:44829|issue:45479", + "issue:41720|issue:45823", + "issue:44186|issue:44265", + "issue:34634|issue:35707", + "issue:40990|issue:45584", + "issue:35707|issue:41720", "issue:43262|issue:43746", "issue:43646|issue:47458", "issue:43606|issue:43819", "issue:42617|issue:42915", - "issue:43454|issue:43550", "issue:45823|issue:46821", + "issue:43454|issue:43550", "issue:40990|issue:42947", "issue:43257|issue:45923", "issue:43454|issue:45072", @@ -4817,232 +4767,227 @@ "issue:43377|issue:44610", "issue:42796|issue:46209", "issue:44568|issue:45920", - "issue:36331|issue:42617", "issue:36331|issue:39921", + "issue:36331|issue:42617", "issue:36331|issue:42915", "issue:41720|issue:43322", "issue:44877|issue:44991", - "issue:43749|issue:44534", - "issue:43454|issue:43720", - "issue:43317|issue:43873", - "issue:45325|issue:46315", - "issue:41720|issue:44977", - "issue:41720|issue:42617", - "issue:43377|issue:44898", - "issue:44387|issue:45704", - "issue:40990|issue:45701", - "issue:43322|issue:46050", - "issue:43572|issue:45759", - "issue:43450|issue:45701" + "issue:43749|issue:44534" ], - "prepared_review_unit_hash": "dff50a528d0eac83e468451fb5fa3911043392c825219d08d1862e6dc522abb8", + "prepared_review_unit_hash": "4b3741753388d56a25ab556adaa93a27c1e35325fc1dedc73d535052b5884529", "component_budget": { - "node_count": 545, - "item_count": 545, - "soft_pair_count": 2024, - "serialized_chars": 1046962, - "estimated_input_tokens": 261741, - "estimated_eval_tokens": 523738 + "node_count": 547, + "item_count": 547, + "soft_pair_count": 2032, + "serialized_chars": 1051055, + "estimated_input_tokens": 262764, + "estimated_eval_tokens": 525784 }, "budget": { "node_count": 47, "item_count": 47, - "soft_pair_count": 30, - "serialized_chars": 36262, - "estimated_input_tokens": 9066, - "estimated_eval_tokens": 18388 + "soft_pair_count": 31, + "serialized_chars": 36698, + "estimated_input_tokens": 9175, + "estimated_eval_tokens": 18606 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "The cluster is mostly a set of unrelated Hugging Face Transformers issues that only share broad themes like v5 regressions, loading, tokenization, quantization, or device mapping. I do not see any true duplicate pair among the provided soft edges.", - "confidence": 0.96, + "summary": "The soft pairs are mostly title-level semantic lookalikes, but they describe different model families, code paths, and failure modes. I would reject every soft edge as a duplicate.", + "confidence": 0.93, "canonical_issue_reason": null, "canonical_pr_reason": null, - "best_issue_reason": null, + "best_issue_reason": "issue:45920 is the broadest, most actionable report in the set because it describes a multi-model tokenizer regression with a clear failure mode, but the overall set is too heterogeneous to treat it as a universal canonical.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:43262", - "right": "issue:43746", + "left": "issue:43818", + "right": "issue:46402", "accept": false, - "reason": "Different subsystems and failure modes: audio chat templating/sample-rate defaulting vs GraniteSpeech PEFT local checkpoint loading." + "reason": "Different subsystems and models: Video-LLaVA video_tower/temporal attention vs Sam3Model text encoder weight loading." }, { - "left": "issue:43646", - "right": "issue:47458", + "left": "issue:42796", + "right": "issue:45381", "accept": false, - "reason": "Unrelated bugs: custom model initialization breaks in Transformers 5.0 vs GPT-2 c_proj weight initialization." + "reason": "Tokenizer BPE-marker handling vs Qwen2.5-VL video vision_position_ids; related theme but not the same bug." }, { - "left": "issue:43606", - "right": "issue:43819", + "left": "issue:43818", + "right": "issue:45357", "accept": false, - "reason": "Both are loading/runtime bugs, but one is CPU offload device mismatch and the other is DAC latent reconstruction/STE mismatch." + "reason": "Video-LLaVA architecture bug vs Qwen3.5 save_pretrained key serialization regression." }, { - "left": "issue:42617", - "right": "issue:42915", + "left": "issue:44479", + "right": "issue:45823", "accept": false, - "reason": "Completely different areas: failing to run a script vs Qwen3Moe FP8 config failure." + "reason": "Qwen VL video-input regression vs Gemma4 PLE device-map forward mismatch; different code paths." }, { - "left": "issue:43454", - "right": "issue:43550", + "left": "issue:46821", + "right": "issue:47470", "accept": false, - "reason": "AyaVision lm_head tying bug is not the same as Bamba torch.compile/SDPA failure." + "reason": "TimesFM window_size attribute error is unrelated to ESMFold fp16 casting failure." }, { - "left": "issue:45823", + "left": "issue:43828", "right": "issue:46821", "accept": false, - "reason": "Device-map forward mismatch for Gemma4 PLE is unrelated to TimesFM window_size AttributeError." + "reason": "Autocast dtype mismatch vs TimesFM window_size AttributeError; no shared underlying defect." }, { - "left": "issue:40990", - "right": "issue:42947", + "left": "issue:44829", + "right": "issue:45479", "accept": false, - "reason": "High perplexity on gpt-oss-20b is not the same bug as LoRA gradient checkpointing being ineffective." + "reason": "Both affect training losses, but one is FlashAttention-3 degenerate training and the other is num_labels=1 zero-loss classification logic." }, { - "left": "issue:43257", - "right": "issue:45923", + "left": "issue:41720", + "right": "issue:45823", "accept": false, - "reason": "Qwen3 MoE weight conversion under accelerate+deepspeed is a different code path from a missing supports_gradient_checkpointing flag." + "reason": "Both are device-related, but one is Qwen3 auto-mapping CUDA assert and the other is Gemma4 PLE device mismatch." }, { - "left": "issue:43454", - "right": "issue:45072", + "left": "issue:44186", + "right": "issue:44265", "accept": false, - "reason": "Different model families and symptoms: tied lm_head weights vs dtype mismatches in bfloat16 inference." + "reason": "LayoutLMv2 tokenizer padding/NER crash vs torch.export failure from torch_compilable_check; unrelated paths." }, { - "left": "issue:47404", - "right": "issue:47405", + "left": "issue:34634", + "right": "issue:35707", "accept": false, - "reason": "One is OOM during device_map loading from unbudgeted transients; the other is silent skipped conversion from model_type mismatch." + "reason": "BarkProcessor voice_preset and progressive generation with inputs_embeds/past_key_values are unrelated features." }, { - "left": "issue:43377", - "right": "issue:44610", + "left": "issue:40990", + "right": "issue:45584", "accept": false, - "reason": "Both mention batched behavior, but one is MIMI padding-mask consistency and the other is video processor output shape; not the same bug." + "reason": "GPT-OSS perplexity regression vs Whisper empty-transcription failure after token alignment." }, { - "left": "issue:42796", - "right": "issue:46209", + "left": "issue:35707", + "right": "issue:41720", "accept": false, - "reason": "Tokenizer BPE marker handling and FP8 inference on B200 are unrelated." + "reason": "Progressive generation embeds/cache issue vs Qwen3 device-mapping CUDA assert; different failures." }, { - "left": "issue:44568", - "right": "issue:45920", + "left": "issue:43262", + "right": "issue:43746", "accept": false, - "reason": "Both are tokenizer regressions, but the concrete failures differ: missing BOS/EOS insertion vs incorrect token IDs across multiple models." + "reason": "Audio sampling-rate default bug vs GraniteSpeech PEFT local-checkpoint loading bug." }, { - "left": "issue:36331", - "right": "issue:42617", + "left": "issue:43646", + "right": "issue:47458", "accept": false, - "reason": "CustomTrainer compute_loss signature breakage is unrelated to a 3d_parallel.py execution failure." + "reason": "Custom model initialization breakage is not the same as GPT2 c_proj weight initialization." }, { - "left": "issue:36331", - "right": "issue:39921", + "left": "issue:43606", + "right": "issue:43819", "accept": false, - "reason": "Different bugs: trainer API argument mismatch vs Gemma3N special-token/projection error." + "reason": "CPU offload device mismatch in Bark-small vs DAC.from_latents/STE mismatch; different models and code paths." }, { - "left": "issue:36331", + "left": "issue:42617", "right": "issue:42915", "accept": false, - "reason": "No overlap beyond being Transformers issues; trainer loss signature bug is unrelated to Qwen3Moe FP8 loading." + "reason": "3d_parallel.py runtime failure and Qwen3Moe FineGrainedFP8Config failure are unrelated." }, { - "left": "issue:41720", - "right": "issue:43322", + "left": "issue:45823", + "right": "issue:46821", "accept": false, - "reason": "Distinct failures: Qwen3 auto device mapping cuda assert vs Llava Next segmentation fault on load." + "reason": "Gemma4 PLE device-map mismatch and TimesFM window_size error do not share a concrete bug." }, { - "left": "issue:44877", - "right": "issue:44991", + "left": "issue:43454", + "right": "issue:43550", "accept": false, - "reason": "Strict config loading for granite_speech is a different bug from tokenizer loading regression for EMBEDDIA/est-roberta." + "reason": "AyaVision lm_head tie/load bug vs Bamba-9B-v2 torch.compile SDPA failure; no shared code-path." }, { - "left": "issue:43749", - "right": "issue:44534", + "left": "issue:40990", + "right": "issue:42947", "accept": false, - "reason": "FSDP CPU RAM efficient loading and non-persistent buffer junk are both v5 issues, but not the same code-path or fix." + "reason": "High perplexity on GPT-OSS is unrelated to LoRA gradient-checkpointing ineffectiveness." + }, + { + "left": "issue:43257", + "right": "issue:45923", + "accept": false, + "reason": "Qwen3 MOE weight conversion with accelerate+deepspeed vs Nemotron gradient-checkpointing flag missing." }, { "left": "issue:43454", - "right": "issue:43720", + "right": "issue:45072", "accept": false, - "reason": "AyaVision weight tying bug is unrelated to BitNet packed-weight unpacking during accelerate loading." + "reason": "Weight-tying bug and dtype mismatch in bfloat16 are different failure modes." }, { - "left": "issue:43317", - "right": "issue:43873", + "left": "issue:47404", + "right": "issue:47405", "accept": false, - "reason": "Both concern offloading/quantization broadly, but one is dequantized model loading with device_map=auto and the other is generic offloading behavior with quantization." + "reason": "Both concern loading/conversion, but one is transient OOM from contiguous() and the other is silent wrong-Auto-class conversion skipping." }, { - "left": "issue:45325", - "right": "issue:46315", + "left": "issue:43377", + "right": "issue:44610", "accept": false, - "reason": "Qwen2.5-VL rope position scaling and tokenizer convert_tokens_to_ids performance are unrelated." + "reason": "MIMI padding-mask batched-vs-single mismatch is unrelated to OmDet-Turbo processor/model input-size mismatch." }, { - "left": "issue:41720", - "right": "issue:44977", + "left": "issue:42796", + "right": "issue:46209", "accept": false, - "reason": "Both are Qwen-model issues, but one is device-map/CUDA assert and the other is flash-attention generation corruption." + "reason": "Tokenizer BPE marker handling and FP8 inference on B200 are completely different issues." }, { - "left": "issue:41720", - "right": "issue:42617", + "left": "issue:44568", + "right": "issue:45920", "accept": false, - "reason": "Different bugs and scopes: Qwen3 auto device mapping crash vs script execution failure." + "reason": "Both are tokenizer regressions, but one is add_special_tokens BOS/EOS behavior for one model; the other is wrong token IDs across many models." }, { - "left": "issue:43377", - "right": "issue:44898", + "left": "issue:36331", + "right": "issue:39921", "accept": false, - "reason": "MIMI batched padding-mask inconsistency is not the same as Perceiver image classification at non-default resolution." + "reason": "CustomTrainer compute_loss signature breakage is unrelated to Gemma3N projection error when adding special tokens." }, { - "left": "issue:44387", - "right": "issue:45704", + "left": "issue:36331", + "right": "issue:42617", "accept": false, - "reason": "Int4 quantization memory growth and T5 apex FusedRMSNorm memory leak are separate memory issues with different causes." + "reason": "Trainer API kwarg mismatch is unrelated to the 3d_parallel.py execution failure." }, { - "left": "issue:40990", - "right": "issue:45701", + "left": "issue:36331", + "right": "issue:42915", "accept": false, - "reason": "Specific perplexity regression on one model is not the same as a broad tokenization-version change report." + "reason": "Trainer compute_loss signature change and Qwen3Moe FP8 config failure are different bugs." }, { - "left": "issue:43322", - "right": "issue:46050", + "left": "issue:41720", + "right": "issue:43322", "accept": false, - "reason": "Segfault loading Llava Next and sinq save/load quantization breakage are different failure modes and code paths." + "reason": "Qwen3 CUDA assert under auto device mapping is unrelated to Llava Next segfault on load." }, { - "left": "issue:43572", - "right": "issue:45759", + "left": "issue:44877", + "right": "issue:44991", "accept": false, - "reason": "Missing pad_token_idx in StableLmConfig is unrelated to not unwrapping text_config for composite Qwen multimodal configs." + "reason": "Strict-config GraniteSpeech loading and EMBEDDIA tokenizer loading are different model/config issues." }, { - "left": "issue:43450", - "right": "issue:45701", + "left": "issue:43749", + "right": "issue:44534", "accept": false, - "reason": "Video processor batching shape bug and tokenizer behavior changes are unrelated." + "reason": "FSDP CPU-RAM-efficient loading breakage is not the same as v5 non-persistent buffer initialization junk." } ] }, @@ -5058,289 +5003,289 @@ "component_index": 1, "component_count": 28, "review_unit_index": 16, - "review_unit_count": 67, + "review_unit_count": 68, "status": "reviewed", "reason": null, "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-545", + "cluster_id": "cluster-10000-547", "nodes": [ "issue:26413", "issue:28530", - "issue:30064", - "issue:33666", + "issue:40990", "issue:41553", "issue:41720", - "issue:42915", + "issue:42617", "issue:43065", "issue:43295", "issue:43317", - "issue:43404", - "issue:43531", + "issue:43322", + "issue:43377", + "issue:43450", + "issue:43454", "issue:43550", "issue:43572", "issue:43577", "issue:43582", "issue:43606", - "issue:43646", "issue:43708", "issue:43720", "issue:43873", "issue:44008", "issue:44186", + "issue:44387", "issue:44423", "issue:44451", "issue:44466", "issue:44610", "issue:44756", "issue:44898", + "issue:44977", "issue:45072", "issue:45161", + "issue:45325", "issue:45357", "issue:45406", "issue:45685", "issue:45701", "issue:45704", + "issue:45759", "issue:45823", - "issue:46291", + "issue:46050", + "issue:46315", "issue:46402", "issue:46612", - "issue:46665", "issue:46821", "issue:46858", - "issue:46869", - "issue:46897", - "issue:47020", - "issue:47317", - "issue:47404" + "issue:47020" ], "soft_pairs": [ + "issue:43317|issue:43873", + "issue:43454|issue:43720", + "issue:41720|issue:42617", + "issue:41720|issue:44977", + "issue:45325|issue:46315", + "issue:43377|issue:44898", + "issue:43322|issue:46050", + "issue:44387|issue:45704", + "issue:40990|issue:45701", + "issue:43572|issue:45759", + "issue:43450|issue:45701", "issue:41553|issue:43582", "issue:43873|issue:44756", "issue:45685|issue:46821", "issue:44186|issue:45072", "issue:44466|issue:45357", - "issue:43295|issue:45701", "issue:26413|issue:28530", + "issue:43295|issue:45701", "issue:44451|issue:47020", "issue:43065|issue:46402", "issue:43550|issue:43606", "issue:43550|issue:43720", - "issue:43577|issue:43708", - "issue:44186|issue:44610", "issue:46612|issue:46858", "issue:44423|issue:45406", - "issue:41720|issue:45161", + "issue:44186|issue:44610", + "issue:43577|issue:43708", "issue:44008|issue:45823", - "issue:43646|issue:46665", - "issue:46821|issue:46869", - "issue:42915|issue:43317", - "issue:46897|issue:47317", - "issue:44610|issue:44898", - "issue:42915|issue:46291", - "issue:28530|issue:33666", - "issue:43404|issue:45357", - "issue:45704|issue:47404", - "issue:43531|issue:43572", - "issue:28530|issue:30064" + "issue:41720|issue:45161" ], - "prepared_review_unit_hash": "23176a46cfe3393f530f9d4b503c77196417aba9bdda56ed147b3d3afa1fac99", + "prepared_review_unit_hash": "8529df7c39cb8dbf291b7033f2b198c4912e03c89caeddcb5f217e0a82535f82", "component_budget": { - "node_count": 545, - "item_count": 545, - "soft_pair_count": 2024, - "serialized_chars": 1046962, - "estimated_input_tokens": 261741, - "estimated_eval_tokens": 523738 + "node_count": 547, + "item_count": 547, + "soft_pair_count": 2032, + "serialized_chars": 1051055, + "estimated_input_tokens": 262764, + "estimated_eval_tokens": 525784 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 28, - "serialized_chars": 36219, - "estimated_input_tokens": 9055, - "estimated_eval_tokens": 18366 + "serialized_chars": 36399, + "estimated_input_tokens": 9100, + "estimated_eval_tokens": 18456 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "The cluster is a set of unrelated issues with only superficial topical overlap (training, loading, processors, quantization, device maps, etc.). None of the proposed soft pairs look like the same underlying bug or change.", - "confidence": 0.98, - "canonical_issue_reason": null, + "summary": "The cluster is heterogeneous: many items are Transformers bugs, but the soft edges mostly connect superficially similar subsystems rather than the same concrete defect. I would not merge any of the candidate pairs.", + "confidence": 0.91, + "canonical_issue_reason": "issue:43873 is the broadest, most central report in the set (quantization/offloading) and has the highest discussion/inbound activity; the other issues are narrower, model-specific regressions or unrelated failures.", "canonical_pr_reason": null, - "best_issue_reason": null, + "best_issue_reason": "issue:43873 is the best single representative issue for this cluster because it is the most cross-cutting and the closest thing to an umbrella bug report here.", "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "issue:43317", + "right": "issue:43873", + "accept": false, + "reason": "Both mention offloading/quantization, but 43317 is a specific device_map=auto dequantized-model load failure while 43873 is a broader quantization/offloading regression. Not the same concrete bug." + }, + { + "left": "issue:43454", + "right": "issue:43720", + "accept": false, + "reason": "Different models and code paths: AyaVision lm_head tying vs BitNet packed-weight unpacking during accelerate loading." + }, + { + "left": "issue:41720", + "right": "issue:42617", + "accept": false, + "reason": "Unrelated failures: Qwen3 auto device mapping on A800 versus a 3d_parallel.py runtime problem." + }, + { + "left": "issue:41720", + "right": "issue:44977", + "accept": false, + "reason": "Both are Qwen-related, but one is a cudaErrorAssert during auto device mapping and the other is a flash-attention generation regression. Different bugs." + }, + { + "left": "issue:45325", + "right": "issue:46315", + "accept": false, + "reason": "Different layers entirely: multimodal rope/position-id scaling vs tokenizer lookup performance regression." + }, + { + "left": "issue:43377", + "right": "issue:44898", + "accept": false, + "reason": "Both are input-shape/batching issues, but they affect different models and mechanisms: missing padding mask support in MIMI vs Perceiver non-default resolution handling." + }, + { + "left": "issue:43322", + "right": "issue:46050", + "accept": false, + "reason": "A Llava Next load-time segfault is not the same as a sinq quantization save/load breakage." + }, + { + "left": "issue:44387", + "right": "issue:45704", + "accept": false, + "reason": "Both concern memory, but one is int4 quantization CUDA reserved memory/OOM and the other is a T5 apex fused RMSNorm memory leak." + }, + { + "left": "issue:40990", + "right": "issue:45701", + "accept": false, + "reason": "High perplexity on a specific model/dataset is not the same as a tokenizer-version behavior change." + }, + { + "left": "issue:43572", + "right": "issue:45759", + "accept": false, + "reason": "StableLm pad_token_idx config regression and Qwen multimodal text_config unwrapping are separate config bugs." + }, + { + "left": "issue:43450", + "right": "issue:45701", + "accept": false, + "reason": "Video processor batching shape bug versus tokenizer version-induced tokenization changes; no shared root cause." + }, { "left": "issue:41553", "right": "issue:43582", "accept": false, - "reason": "Different failure modes: bad tokenizer error message for Voxtral vs Apple Silicon TypeError in caching_allocator_warmup." + "reason": "Bad Voxtral tokenizer error message and Apple Silicon caching_allocator_warmup TypeError are unrelated." }, { "left": "issue:43873", "right": "issue:44756", "accept": false, - "reason": "Both involve memory/offload, but one is quantization offloading behavior and the other is mmap OOM on Strix Halo; different causes and fixes." + "reason": "Both are memory/offload-adjacent, but 44756 is a Strix Halo mmap OOM issue, not the same quantization offloading bug as 43873." }, { "left": "issue:45685", "right": "issue:46821", "accept": false, - "reason": "Unrelated subsystems: MPS histogram/int error vs TimesFM window_size attribute handling." + "reason": "MPS histogram support for Int and a TimesFM window_size AttributeError are unrelated." }, { "left": "issue:44186", "right": "issue:45072", "accept": false, - "reason": "Tokenizer padding/truncation crash is unrelated to dtype mismatches in SwitchTransformers/TimmWrapperModel." + "reason": "Tokenizer crashes on NER/padding versus dtype mismatches in inference are different bugs." }, { "left": "issue:44466", "right": "issue:45357", "accept": false, - "reason": "Both concern save/serialization, but one is lm_head tying behavior and the other is incorrect visual encoder keys for Qwen3.5." + "reason": "Both involve save_pretrained regressions, but one is tied lm_head serialization and the other is incorrect visual encoder key saving for Qwen3.5." }, { - "left": "issue:43295", - "right": "issue:45701", + "left": "issue:26413", + "right": "issue:28530", "accept": false, - "reason": "Custom processor.tokenizer regression is not the same as version-dependent tokenization differences." + "reason": "Training loop issues, but one is resume_from_checkpoint/epoch_iterator exhaustion and the other is early stopping metric lookup." }, { - "left": "issue:26413", - "right": "issue:28530", + "left": "issue:43295", + "right": "issue:45701", "accept": false, - "reason": "Trainer checkpoint resume epoch iterator bug is unrelated to early stopping metric lookup." + "reason": "A processor.tokenizer regression with image passing is unrelated to tokenizer behavior changes across versions." }, { "left": "issue:44451", "right": "issue:47020", "accept": false, - "reason": "Both are tokenizer-loading failures, but they affect different tokenizer classes and different code paths." + "reason": "Both are loading/tokenizer-adjacent, but the ScandiBERT load failure is too broad to equate with the specific Unigram-vocab initialization bug." }, { "left": "issue:43065", "right": "issue:46402", "accept": false, - "reason": "Same model family, but one is a dummy Conv2d in pixel decoder and the other is missing text encoder weight loading." + "reason": "Same model family, but different subsystems: Sam3PixelDecoder dummy conv versus Sam3Model text encoder weight loading." }, { "left": "issue:43550", "right": "issue:43606", "accept": false, - "reason": "Different models and root causes: torch.compile+SDPA in Bamba vs CPU offload device mismatch in bark-small." + "reason": "Different models and failure modes: torch.compile+SDPA on Bamba-9B-v2 versus CPU offload device mismatch on bark-small." }, { "left": "issue:43550", "right": "issue:43720", "accept": false, - "reason": "Both touch loading/compiled inference, but Bamba SDPA and BitNet packed-weight unpacking are different concrete bugs." - }, - { - "left": "issue:43577", - "right": "issue:43708", - "accept": false, - "reason": "Blip2 dtype propagation bug is unrelated to Trainer max_steps recalculation on checkpoint resume." - }, - { - "left": "issue:44186", - "right": "issue:44610", - "accept": false, - "reason": "Both are model/input preprocessing issues, but for different models and different mismatched expectations." + "reason": "Different root causes: compile/SDPA behavior versus packed-weight unpacking during accelerate loading." }, { "left": "issue:46612", "right": "issue:46858", "accept": false, - "reason": "Both concern cache behavior, but one skips beam-search reorder for specific models while the other is a static-cache slice arithmetic bug." + "reason": "Both involve cache internals, but one is beam-search reorder skipping and the other is prefill/static-cache slice arithmetic on non-CUDA backends." }, { "left": "issue:44423", "right": "issue:45406", "accept": false, - "reason": "Serve crashes in multimodal models, but the missing attribute and affected processors differ; not the same bug." + "reason": "Both are serve/multimodal processor crashes, but one is a string-to() AttributeError and the other is a missing _tokenizer attribute in Gemma4Processor." }, { - "left": "issue:41720", - "right": "issue:45161", + "left": "issue:44186", + "right": "issue:44610", + "accept": false, + "reason": "Tokenizer crash versus processor output-size mismatch; different components and causes." + }, + { + "left": "issue:43577", + "right": "issue:43708", "accept": false, - "reason": "Both mention device parallelism, but one is auto device mapping on Qwen3 and the other is tensor parallelism on GPT-OSS MoE." + "reason": "Blip2 dtype propagation and resume_from_checkpoint max_steps calculation are unrelated." }, { "left": "issue:44008", "right": "issue:45823", "accept": false, - "reason": "Different Gemma models and different errors: variable name collision in forward vs device mismatch with auto device map." + "reason": "Different Gemma models and different bugs: variable-name collision in forward versus device_map auto device mismatch." }, { - "left": "issue:43646", - "right": "issue:46665", - "accept": false, - "reason": "Both involve model initialization/loading, but one is Transformers 5.0 custom model init breakage and the other is from_pretrained inside Python classes." - }, - { - "left": "issue:46821", - "right": "issue:46869", - "accept": false, - "reason": "TimesFM window_size attribute error is unrelated to YOLO multi-GPU device_map auto failures." - }, - { - "left": "issue:42915", - "right": "issue:43317", - "accept": false, - "reason": "Both are loading/quantization related, but one is Qwen3Moe FP8 config failure and the other is dequantized model offload loading failure." - }, - { - "left": "issue:46897", - "right": "issue:47317", - "accept": false, - "reason": "Both mention training loss, but there is no evidence they share the same code path or model-specific double-shift bug." - }, - { - "left": "issue:44610", - "right": "issue:44898", - "accept": false, - "reason": "Different models and different resolution mismatch implementations; same broad preprocessing theme is too weak." - }, - { - "left": "issue:42915", - "right": "issue:46291", - "accept": false, - "reason": "Quantization/model loading bug is unrelated to pipeline import failing due to kernels version/revision requirements." - }, - { - "left": "issue:28530", - "right": "issue:33666", - "accept": false, - "reason": "Early stopping metric handling is unrelated to Qwen2-VL multi-GPU training." - }, - { - "left": "issue:43404", - "right": "issue:45357", - "accept": false, - "reason": "Both concern model weights, but one is tied lm_head in Mistral3 and the other is visual encoder key serialization in Qwen3.5." - }, - { - "left": "issue:45704", - "right": "issue:47404", - "accept": false, - "reason": "Apex RMSNorm memory leak in T5 is unrelated to device_map loading OOM from conversion-op transients." - }, - { - "left": "issue:43531", - "right": "issue:43572", - "accept": false, - "reason": "Qwen3-MoE sliding_window behavior and StableLmConfig pad_token_idx are unrelated." - }, - { - "left": "issue:28530", - "right": "issue:30064", + "left": "issue:41720", + "right": "issue:45161", "accept": false, - "reason": "Trainer early stopping logic and image processor void segmentation handling are different subsystems and bugs." + "reason": "Qwen3 auto device mapping crash and GPT-OSS MoE tensor-parallel failure are distinct parallelism problems." } ] }, @@ -5356,34 +5301,33 @@ "component_index": 1, "component_count": 28, "review_unit_index": 17, - "review_unit_count": 67, + "review_unit_count": 68, "status": "reviewed", "reason": null, "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-545", + "cluster_id": "cluster-10000-547", "nodes": [ + "issue:28530", "issue:29159", "issue:30064", "issue:33357", + "issue:33666", "issue:34634", "issue:35707", "issue:36032", - "issue:41720", "issue:42915", - "issue:43257", "issue:43316", + "issue:43317", "issue:43322", + "issue:43404", "issue:43441", "issue:43452", "issue:43531", "issue:43540", - "issue:43550", - "issue:43606", - "issue:43653", - "issue:43720", - "issue:43746", + "issue:43572", + "issue:43646", "issue:43782", "issue:43873", "issue:43881", @@ -5392,28 +5336,40 @@ "issue:44387", "issue:44464", "issue:44488", - "issue:44534", + "issue:44610", "issue:44671", "issue:44734", "issue:44743", + "issue:44898", "issue:44913", - "issue:45406", - "issue:45464", + "issue:45357", "issue:45479", - "issue:45632", - "issue:45684", "issue:45701", "issue:45704", "issue:45759", + "issue:46291", "issue:46665", + "issue:46821", "issue:46858", - "issue:46894", + "issue:46869", + "issue:46897", "issue:47020", - "issue:47254", "issue:47317", - "issue:47337" + "issue:47337", + "issue:47404" ], "soft_pairs": [ + "issue:46821|issue:46869", + "issue:43646|issue:46665", + "issue:42915|issue:43317", + "issue:46897|issue:47317", + "issue:44610|issue:44898", + "issue:42915|issue:46291", + "issue:28530|issue:33666", + "issue:43404|issue:45357", + "issue:45704|issue:47404", + "issue:43531|issue:43572", + "issue:28530|issue:30064", "issue:44186|issue:44361", "issue:43441|issue:47337", "issue:43881|issue:44488", @@ -5430,201 +5386,204 @@ "issue:33357|issue:35707", "issue:43540|issue:43782", "issue:45479|issue:47317", - "issue:43316|issue:44913", - "issue:43550|issue:43653", - "issue:45632|issue:45684", - "issue:44534|issue:46665", - "issue:41720|issue:43746", - "issue:46894|issue:47317", - "issue:43257|issue:47254", - "issue:45406|issue:45464", - "issue:34634|issue:41720", - "issue:43606|issue:43720" + "issue:43316|issue:44913" ], - "prepared_review_unit_hash": "c16cfdffdae796ac1fbdabde06fcf67e5c4b12732aa9e903e6da3d4c239c65ba", + "prepared_review_unit_hash": "889599c2fd00b76ab96d5ae2447eb49a3ef46c97e240697dd468695bde996dfd", "component_budget": { - "node_count": 545, - "item_count": 545, - "soft_pair_count": 2024, - "serialized_chars": 1046962, - "estimated_input_tokens": 261741, - "estimated_eval_tokens": 523738 + "node_count": 547, + "item_count": 547, + "soft_pair_count": 2032, + "serialized_chars": 1051055, + "estimated_input_tokens": 262764, + "estimated_eval_tokens": 525784 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 26, - "serialized_chars": 35423, - "estimated_input_tokens": 8856, - "estimated_eval_tokens": 17968 + "soft_pair_count": 28, + "serialized_chars": 35948, + "estimated_input_tokens": 8987, + "estimated_eval_tokens": 18230 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is largely heterogeneous: most items are distinct tokenizer, loading, inference, quantization, or API bugs, not true duplicates. The soft edges are mostly false positives. There is no strong duplicate canonical, but issue 43873 is the broadest/most active anchor if one must be chosen.", - "confidence": 0.74, - "canonical_issue_reason": "issue:43873 is the broadest and most active item here, with the most cross-cutting runtime/offloading signal and the highest discussion/inbound activity, so it is the best weak anchor for the cluster.", + "summary": "This cluster is mostly heterogeneous: many items share broad areas like tokenizers, multimodal loading, quantization/offloading, or generation/cache handling, but they do not look like the same underlying bug. No PRs are present.", + "confidence": 0.91, + "canonical_issue_reason": "Issue 43873 is the strongest representative if one must be chosen: it has the most inbound references and discussion, and it captures the broad offloading/quantization theme that recurs here.", "canonical_pr_reason": null, - "best_issue_reason": "issue:43873 best represents the cluster only in a loose sense because it is the most general and active regression among otherwise unrelated reports.", + "best_issue_reason": "Issue 43873 is the best global representative because it is the most central and most linked issue in the set, while the rest are mostly distinct model- or API-specific failures.", "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "issue:46821", + "right": "issue:46869", + "accept": false, + "reason": "Both are training/runtime problems, but one is a TimesFM window_size attribute error and the other is YOLO multi-GPU device-map loading; different bugs." + }, + { + "left": "issue:43646", + "right": "issue:46665", + "accept": false, + "reason": "Both involve model initialization/loading, but one is a Transformers 5.0 API break and the other is from_pretrained behavior inside Python wrapper classes; not the same code-path." + }, + { + "left": "issue:42915", + "right": "issue:43317", + "accept": false, + "reason": "Both mention quantization/offload, but one is FineGrainedFP8Config failure for Qwen3Moe and the other is dequantized model loading with device_map=auto; distinct issues." + }, + { + "left": "issue:46897", + "right": "issue:47317", + "accept": false, + "reason": "Both are training-loss bugs, but they affect different models and likely different target shifts; too generic to merge." + }, + { + "left": "issue:44610", + "right": "issue:44898", + "accept": false, + "reason": "Both are image-size/preprocessing mismatches, but they involve different processors and different failure mechanisms." + }, + { + "left": "issue:42915", + "right": "issue:46291", + "accept": false, + "reason": "Quantization failure and kernels import/version-requirement failure are unrelated." + }, + { + "left": "issue:28530", + "right": "issue:33666", + "accept": false, + "reason": "Early stopping metric resolution and Qwen2-VL multi-GPU training are unrelated." + }, + { + "left": "issue:43404", + "right": "issue:45357", + "accept": false, + "reason": "Both are multimodal model config/save-load problems, but one is untied lm_head weights and the other is incorrect visual encoder keys; different fixes." + }, + { + "left": "issue:45704", + "right": "issue:47404", + "accept": false, + "reason": "Both touch memory, but one is an apex RMSNorm leak and the other is device-map loading OOM during conversion; not the same bug." + }, + { + "left": "issue:43531", + "right": "issue:43572", + "accept": false, + "reason": "Qwen3-MoE sliding_window behavior and StableLmConfig pad_token_idx regression are unrelated." + }, + { + "left": "issue:28530", + "right": "issue:30064", + "accept": false, + "reason": "Early stopping metric lookup and void segmentation-map processing are unrelated." + }, { "left": "issue:44186", "right": "issue:44361", "accept": false, - "reason": "Both are tokenizer crashes, but they affect different models and different failure modes; not the same bug." + "reason": "Both are tokenizer crashes, but they affect different tokenizers and different task paths; too broad to treat as duplicates." }, { "left": "issue:43441", "right": "issue:47337", "accept": false, - "reason": "Completely unrelated: FlashAttention/model loading issue vs a flaky bbox-range test." + "reason": "FlashAttention loading failure and a flaky bbox-range test are unrelated." }, { "left": "issue:43881", "right": "issue:44488", "accept": false, - "reason": "Both are loading failures, but for different models and likely different root causes." + "reason": "Both are loading failures, but for different models/tokenizers and different root causes." }, { "left": "issue:44734", "right": "issue:46858", "accept": false, - "reason": "Both involve cache/indexing arithmetic, but the concrete code paths differ enough that they do not look like the same bug." + "reason": "Both involve cache/indexing, but one is a serve KV-cache continuation crash and the other is static-cache seq-length arithmetic on non-CUDA backends; different paths." }, { "left": "issue:44464", "right": "issue:46858", "accept": false, - "reason": "Both mention compile/cache behavior, but one is chunked generation inconsistency and the other is static-cache device-tensor arithmetic." + "reason": "Both concern generation/cache internals, but one is chunked generation with compiled forward and the other is prefill static-cache slicing; not the same bug." }, { "left": "issue:30064", "right": "issue:34634", "accept": false, - "reason": "Unrelated image-segmentation preprocessing vs BarkProcessor voice preset handling." + "reason": "Image processor segmentation-map handling and BarkProcessor voice_preset are unrelated." }, { "left": "issue:43452", "right": "issue:47020", "accept": false, - "reason": "Both concern model/tokenizer loading, but the specific failures and affected paths are different." + "reason": "Both are tokenizer/model loading issues, but one is gguf_file/from_pretrained plumbing and the other is an XLMRobertaTokenizer Unigram constructor type mismatch; different failures." }, { "left": "issue:29159", "right": "issue:36032", "accept": false, - "reason": "Tokenizer-related, but one is slow/fast inconsistency and the other is a T5 load-time method-name conflict." + "reason": "General tokenizer inconsistency and a specific T5 add_special_tokens AttributeError are not the same bug." }, { "left": "issue:42915", "right": "issue:43322", "accept": false, - "reason": "Different models and different failure classes: FP8 config failure vs segmentation fault on load." + "reason": "Quantized model/config loading and Llava Next segmentation fault are different failures." }, { "left": "issue:44387", "right": "issue:45701", "accept": false, - "reason": "Quantization memory regression vs tokenization version change; not the same underlying issue." + "reason": "Int4 quantization memory regression and tokenization differences across versions are unrelated." }, { "left": "issue:44671", "right": "issue:44743", "accept": false, - "reason": "Different model-specific generation/training behaviors; no shared concrete bug path." + "reason": "Both are model-specific behavior regressions, but one is masked-LM predictions in CamemBERT and the other is recurrent state reset in Qwen3 modular code." }, { "left": "issue:43873", "right": "issue:45704", "accept": false, - "reason": "Offloading/quantization behavior and an Apex RMSNorm memory leak are unrelated." + "reason": "Both relate to memory, but one is quantization/offloading and the other is an apex RMSNorm leak; different subsystems and fixes." }, { "left": "issue:43531", "right": "issue:45759", "accept": false, - "reason": "Both involve Qwen3-family configs, but sliding-window behavior and text_config unwrapping are different bugs." + "reason": "Both mention Qwen3-family config behavior, but one is sliding_window handling and the other is text_config unwrapping for from_config; not the same issue." }, { "left": "issue:33357", "right": "issue:35707", "accept": false, - "reason": "Unrelated CLIP/macOS bus error vs progressive generation with inputs_embeds/past_key_values." + "reason": "MacOS CLIP bus error and progressive generation with inputs_embeds/past_key_values are unrelated." }, { "left": "issue:43540", "right": "issue:43782", "accept": false, - "reason": "Different Qwen3 multimodal failures with different APIs and symptoms." + "reason": "Both are Qwen3 multimodal, but one is video-input processing and the other is weight_only loading; different code paths." }, { "left": "issue:45479", "right": "issue:47317", "accept": false, - "reason": "Both are training-loss bugs, but there is no evidence they share the same code path or model behavior." + "reason": "Both are loss bugs, but one is a classification loss degeneracy across sequence-classification models and the other is a PPFormulaNet-specific training-loss issue." }, { "left": "issue:43316", "right": "issue:44913", "accept": false, - "reason": "Separate config/serialization issues affecting different models and fields." - }, - { - "left": "issue:43550", - "right": "issue:43653", - "accept": false, - "reason": "Different subsystems: torch.compile/SDPA runtime failure vs tokenizer special-token registration." - }, - { - "left": "issue:45632", - "right": "issue:45684", - "accept": false, - "reason": "Both concern custom/local model handling, but one is cache-path collision and the other is permission propagation." - }, - { - "left": "issue:44534", - "right": "issue:46665", - "accept": false, - "reason": "Non-persistent buffer junk vs from_pretrained behavior inside Python classes are not the same bug." - }, - { - "left": "issue:41720", - "right": "issue:43746", - "accept": false, - "reason": "Different model families and failure modes: auto device mapping CUDA assert vs PEFT adapter checkpoint loading." - }, - { - "left": "issue:46894", - "right": "issue:47317", - "accept": false, - "reason": "Both mention training loss, but they are model-specific and do not indicate the same underlying defect." - }, - { - "left": "issue:43257", - "right": "issue:47254", - "accept": false, - "reason": "Accelerate/deepspeed weight conversion and ZeRO-3 checkpointing are distinct issues." - }, - { - "left": "issue:45406", - "right": "issue:45464", - "accept": false, - "reason": "Both are serving/API failures, but on different endpoints, models, and error causes." - }, - { - "left": "issue:34634", - "right": "issue:41720", - "accept": false, - "reason": "No meaningful overlap beyond being model-specific runtime bugs." - }, - { - "left": "issue:43606", - "right": "issue:43720", - "accept": false, - "reason": "Both involve loading/offload paths, but they are different models and different code-path problems." + "reason": "Both are config API regressions, but they concern different fields and models; not the same underlying defect." } ] }, @@ -5640,69 +5599,78 @@ "component_index": 1, "component_count": 28, "review_unit_index": 18, - "review_unit_count": 67, + "review_unit_count": 68, "status": "reviewed", "reason": null, "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-545", + "cluster_id": "cluster-10000-547", "nodes": [ "issue:29159", "issue:29925", - "issue:30064", "issue:34567", + "issue:34634", "issue:35707", - "issue:36010", - "issue:39692", + "issue:41720", "issue:42490", + "issue:43257", "issue:43329", "issue:43388", "issue:43526", "issue:43531", "issue:43540", + "issue:43550", "issue:43606", - "issue:43644", "issue:43653", + "issue:43720", + "issue:43746", "issue:43881", "issue:43883", - "issue:44062", - "issue:44077", "issue:44451", "issue:44492", "issue:44509", + "issue:44534", "issue:44589", - "issue:44610", - "issue:44625", - "issue:44898", - "issue:44918", - "issue:44936", "issue:44987", "issue:44991", "issue:45042", "issue:45059", - "issue:45072", - "issue:45357", - "issue:45685", + "issue:45406", + "issue:45464", + "issue:45632", + "issue:45684", "issue:45704", "issue:45759", "issue:45859", "issue:45923", - "issue:46402", + "issue:46489", "issue:46665", "issue:46821", "issue:46858", + "issue:46894", + "issue:47254", + "issue:47317", "issue:47333", "issue:47405", "issue:47448", - "issue:47470" + "issue:47473" ], "soft_pairs": [ + "issue:43550|issue:43653", + "issue:45632|issue:45684", + "issue:44534|issue:46665", + "issue:41720|issue:43746", + "issue:45406|issue:45464", + "issue:46894|issue:47317", + "issue:43257|issue:47254", + "issue:34634|issue:41720", + "issue:43606|issue:43720", "issue:43531|issue:46821", "issue:42490|issue:43329", - "issue:29159|issue:29925", - "issue:34567|issue:35707", "issue:43531|issue:44589", + "issue:34567|issue:35707", + "issue:29159|issue:29925", "issue:44492|issue:44509", "issue:43606|issue:43653", "issue:43881|issue:44991", @@ -5711,210 +5679,211 @@ "issue:44451|issue:44991", "issue:45704|issue:47405", "issue:43388|issue:45059", + "issue:46489|issue:47473", "issue:43526|issue:43883", "issue:44987|issue:45042", "issue:45042|issue:47448", - "issue:45923|issue:47333", - "issue:43644|issue:46665", - "issue:44077|issue:44625", - "issue:44898|issue:45072", - "issue:45357|issue:46402", - "issue:45685|issue:47470", - "issue:39692|issue:44610", - "issue:44062|issue:44451", - "issue:30064|issue:36010", - "issue:44918|issue:44936" + "issue:45923|issue:47333" ], - "prepared_review_unit_hash": "903bb473d1d481dd61496bff2c850cc69d44da1fabf1dd43724c0d1103d11aca", + "prepared_review_unit_hash": "2f39ce38f08752565c673771dd35ce02ef8d130b09c5edf18de630d3ee24066e", "component_budget": { - "node_count": 545, - "item_count": 545, - "soft_pair_count": 2024, - "serialized_chars": 1046962, - "estimated_input_tokens": 261741, - "estimated_eval_tokens": 523738 + "node_count": 547, + "item_count": 547, + "soft_pair_count": 2032, + "serialized_chars": 1051055, + "estimated_input_tokens": 262764, + "estimated_eval_tokens": 525784 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 26, - "serialized_chars": 35522, - "estimated_input_tokens": 8881, - "estimated_eval_tokens": 18018 + "soft_pair_count": 27, + "serialized_chars": 35860, + "estimated_input_tokens": 8965, + "estimated_eval_tokens": 18186 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is mostly a bag of unrelated bugs with superficial title similarity. All soft pairs should be rejected; there is no true duplicate center spanning the set.", - "confidence": 0.93, - "canonical_issue_reason": "If a representative issue must be chosen, issue:29159 is the broadest tokenizer slow-vs-fast inconsistency report and the closest thing to a loose umbrella, but the cluster as a whole is not a real duplicate set.", + "summary": "Most candidate pairs are clearly unrelated and only share broad subsystems or vague wording. The tokenizer pair (issue:46489 \u2194 issue:47473) is thematically close, but the evidence here is not strong enough to treat them as the same bug, so it should be rejected as a duplicate edge.", + "confidence": 0.64, + "canonical_issue_reason": "issue:47473 is the broadest issue in the packet and names the backend-level tokenizer behavior directly, so it is the best canonical issue candidate. It is still only a candidate cluster anchor, not a confirmed duplicate of issue:46489.", "canonical_pr_reason": null, - "best_issue_reason": "issue:29159 is the least specific and most general of the items, so it is the best loose anchor, though it does not actually subsume the rest of the cluster.", + "best_issue_reason": "issue:47473 best captures the reusable underlying tokenizer defect at the backend level, while issue:46489 is more model-specific and does not have enough evidence here to collapse into it.", "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "issue:43550", + "right": "issue:43653", + "accept": false, + "reason": "Different bugs: torch.compile/SDPA runtime failure versus tokenizer special-token registration and decode output." + }, + { + "left": "issue:45632", + "right": "issue:45684", + "accept": false, + "reason": "Unrelated save/load and permission/caching behaviors; no shared code-path bug is evident." + }, + { + "left": "issue:44534", + "right": "issue:46665", + "accept": false, + "reason": "A v5 buffer initialization regression is not the same as from_pretrained behavior inside Python classes." + }, + { + "left": "issue:41720", + "right": "issue:43746", + "accept": false, + "reason": "Different failure modes and code paths: CUDA assert during device mapping versus local checkpoint loading with PEFT adapters." + }, + { + "left": "issue:45406", + "right": "issue:45464", + "accept": false, + "reason": "Gemma4Processor missing tokenizer attribute is a different bug from streaming chat/completions failure." + }, + { + "left": "issue:46894", + "right": "issue:47317", + "accept": false, + "reason": "Both mention training loss, but they concern different models and there is not enough evidence of the same implementation bug." + }, + { + "left": "issue:43257", + "right": "issue:47254", + "accept": false, + "reason": "Different accelerate/DeepSpeed issues: MoE weight conversion versus checkpointing/ZeRO-3 errors." + }, + { + "left": "issue:34634", + "right": "issue:41720", + "accept": false, + "reason": "BarkProcessor voice_preset and Qwen3 auto device mapping are unrelated runtime issues." + }, + { + "left": "issue:43606", + "right": "issue:43720", + "accept": false, + "reason": "CPU offload device mismatch is a different bug from packed-weight unpacking during loading." + }, { "left": "issue:43531", "right": "issue:46821", "accept": false, - "reason": "Both mention window_size/sliding windows, but one is a Qwen3-MoE modeling bug and the other is a TimesFM attribute error; different code paths." + "reason": "Both are argument-related, but the specific bugs are different: sliding_window on Qwen3-MoE versus a window_size attribute error." }, { "left": "issue:42490", "right": "issue:43329", "accept": false, - "reason": "Local-path import warning with trailing slash is unrelated to the multimodal video token counting undefined-variable bug." + "reason": "Trailing-slash import warnings are unrelated to the multimodal token-counting video-branch bug." }, { - "left": "issue:29159", - "right": "issue:29925", + "left": "issue:43531", + "right": "issue:44589", "accept": false, - "reason": "Both are tokenizer-related, but 29159 is a general slow/fast inconsistency while 29925 is specifically SigLIP not enforcing use_fast=True." + "reason": "Sliding-window behavior and Float8 storage deserialization are unrelated bug classes." }, { "left": "issue:34567", "right": "issue:35707", "accept": false, - "reason": "TrainerState token counter update and progressive generation with inputs_embeds/past_key_values are unrelated bugs." + "reason": "TrainerState token tracking is unrelated to generation with inputs_embeds and past_key_values." }, { - "left": "issue:43531", - "right": "issue:44589", + "left": "issue:29159", + "right": "issue:29925", "accept": false, - "reason": "Qwen3-MoE sliding_window behavior and Float8 storage import/type failure are different problems." + "reason": "Both are tokenizer-related, but one is a general slow/fast inconsistency report and the other is SigLIP-specific fast-tokenizer enforcement." }, { "left": "issue:44492", "right": "issue:44509", "accept": false, - "reason": "A typo in cache strategy docs is not the same as stale docs still listing removed pipeline tasks." + "reason": "A cache-strategy typo is unrelated to stale pipeline-task documentation." }, { "left": "issue:43606", "right": "issue:43653", "accept": false, - "reason": "CPU offload device mismatch in Bark is unrelated to BigBirdTokenizer mask-token registration and decode output." + "reason": "Different bugs: offload device mismatch versus mask-token registration/empty decode output." }, { "left": "issue:43881", "right": "issue:44991", "accept": false, - "reason": "glm-4v loading failure and tokenizer loading failure for EMBIDDIA/est-roberta are distinct model-specific issues." + "reason": "Distinct model-loading failures for different checkpoints with no clear shared defect." }, { "left": "issue:45759", "right": "issue:45859", "accept": false, - "reason": "Composite Qwen config unwrapping is not the same as Qwen3_5Moe rotary embedding CPU-offload incompatibility." + "reason": "Different Qwen3-family mechanisms: config unwrapping versus CPU-offload compatibility." }, { "left": "issue:43540", "right": "issue:46858", "accept": false, - "reason": "Video-input ValueError in Qwen3OmniMoe is unrelated to static-cache sequence-length arithmetic under torch.compile." + "reason": "Video input processing ValueError is unrelated to static-cache slice arithmetic on non-CUDA backends." }, { "left": "issue:44451", "right": "issue:44991", "accept": false, - "reason": "Loading a local model path/name problem is not the same as the tokenizer regression on EMBEDDIA/est-roberta." + "reason": "Both are loading regressions, but they involve different models and likely different underlying causes." }, { "left": "issue:45704", "right": "issue:47405", "accept": false, - "reason": "An apex RMSNorm memory leak and a silent model_type mismatch conversion skip are different failure modes." + "reason": "Apex RMSNorm memory leak and silent model-type conversion skip are unrelated." }, { "left": "issue:43388", "right": "issue:45059", "accept": false, - "reason": "Tuple-label truncation in gather_for_metrics is unrelated to SAM3 text+box processing behavior." + "reason": "Metric gathering label truncation is unrelated to SAM3 text/bounding-box processing." + }, + { + "left": "issue:46489", + "right": "issue:47473", + "accept": false, + "reason": "Too little evidence that they are the same bug: both are tokenizer-related, but the shared root cause is not established, and 46489 could be a separate model-specific regression." }, { "left": "issue:43526", "right": "issue:43883", "accept": false, - "reason": "BeitImageProcessorFast label reduction and missing all_tied_weights_keys are unrelated issues." + "reason": "Beit label reduction and Molmo tied-weights attribute errors are unrelated." }, { "left": "issue:44987", "right": "issue:45042", "accept": false, - "reason": "Tokenizer loading regression for one model and PIL backend requiring torchvision are different code paths." + "reason": "Model-loading failure and PIL backend dependency regression are different bugs." }, { "left": "issue:45042", "right": "issue:47448", "accept": false, - "reason": "A torchvision dependency bug is not the same as gemma4 architecture recognition failing." + "reason": "Torchvision dependency regression and Gemma4 architecture recognition are unrelated." }, { "left": "issue:45923", "right": "issue:47333", "accept": false, - "reason": "Missing supports_gradient_checkpointing on a trust_remote_code model is unrelated to disk-offloaded save failure." - }, - { - "left": "issue:43644", - "right": "issue:46665", - "accept": false, - "reason": "Non-persistent buffers being filled with junk is a different problem from inconsistent from_pretrained behavior inside Python classes." - }, - { - "left": "issue:44077", - "right": "issue:44625", - "accept": false, - "reason": "patchtsmixer post_init policy and Qwen3.5 num_labels propagation are unrelated." - }, - { - "left": "issue:44898", - "right": "issue:45072", - "accept": false, - "reason": "Perceiver resolution/interpolation failure and bf16 dtype mismatch in SwitchTransformers/TimmWrapperModel are not the same bug." - }, - { - "left": "issue:45357", - "right": "issue:46402", - "accept": false, - "reason": "Wrong visual encoder keys on save_pretrained is separate from text encoder weights not loading in Sam3Model." - }, - { - "left": "issue:45685", - "right": "issue:47470", - "accept": false, - "reason": "MPS histogram support for Int in MoE is unrelated to ESMFold failing when cast to fp16." - }, - { - "left": "issue:39692", - "right": "issue:44610", - "accept": false, - "reason": "SigLIP2 docs/example errors and OmDet-Turbo's 640px vs 224px processor/model mismatch are different issues." - }, - { - "left": "issue:44062", - "right": "issue:44451", - "accept": false, - "reason": "AddedToken special-argument duplication is unrelated to loading the ScandiBERT model." - }, - { - "left": "issue:30064", - "right": "issue:36010", - "accept": false, - "reason": "Void segmentation-map processing and GenerationMixin import failure are unrelated." - }, - { - "left": "issue:44918", - "right": "issue:44936", - "accept": false, - "reason": "TRL SFT unpacking of Qwen3.5 embeddings and trainer.evaluate failing after trainer.train are distinct trainer/generation bugs." + "reason": "Missing gradient-checkpointing flag and disk-offloaded save failure are different issues." } ] }, - "evaluator_result": null, - "evaluator_used": false, - "retried": false, + "evaluator_result": { + "accept": false, + "feedback": "The duplicate call for issue:46489 \u2194 issue:47473 is too strong for the packet. From the titles alone, both are tokenizer-related, but the shared root cause you assert (SentencePiece byte-fallback decoding) is not directly established here, and 46489 is not clearly shown to be just a model-specific manifestation of 47473. The other soft-edge rejections are conservative, but the summary and canonicalization overstate the evidence on the one accepted pair." + }, + "evaluator_used": true, + "retried": true, "accepted_nontrivial_soft_edge": false, "error_kind": null, "error_message": null @@ -5924,298 +5893,291 @@ "component_index": 1, "component_count": 28, "review_unit_index": 19, - "review_unit_count": 67, + "review_unit_count": 68, "status": "reviewed", "reason": null, "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-545", + "cluster_id": "cluster-10000-547", "nodes": [ + "issue:30064", + "issue:36010", "issue:39692", "issue:42886", "issue:43381", "issue:43421", "issue:43493", - "issue:43540", - "issue:43550", - "issue:43596", + "issue:43644", "issue:43673", - "issue:43720", "issue:43746", "issue:43782", - "issue:43819", "issue:43844", "issue:43873", - "issue:43881", - "issue:43927", - "issue:43931", - "issue:43994", + "issue:44062", "issue:44077", - "issue:44220", "issue:44368", + "issue:44451", "issue:44464", "issue:44514", "issue:44545", + "issue:44610", "issue:44625", - "issue:44671", "issue:44843", "issue:44857", + "issue:44898", + "issue:44918", + "issue:44936", "issue:44995", + "issue:45072", "issue:45081", "issue:45356", "issue:45357", "issue:45381", "issue:45479", - "issue:45907", + "issue:45685", "issue:46032", "issue:46050", - "issue:46294", + "issue:46402", "issue:46463", "issue:46655", + "issue:46665", "issue:46693", "issue:46858", "issue:47050", "issue:47337", - "issue:47448", - "issue:47458" + "issue:47458", + "issue:47470", + "issue:47473" ], "soft_pairs": [ + "issue:44077|issue:44625", + "issue:43644|issue:46665", + "issue:45357|issue:46402", + "issue:44898|issue:45072", + "issue:45685|issue:47470", + "issue:43421|issue:47473", + "issue:39692|issue:44610", + "issue:44062|issue:44451", + "issue:30064|issue:36010", + "issue:44918|issue:44936", "issue:44514|issue:44545", "issue:43746|issue:46050", "issue:42886|issue:44843", "issue:44625|issue:45479", "issue:46655|issue:46693", "issue:43746|issue:43873", - "issue:44464|issue:47050", "issue:44995|issue:46858", + "issue:44464|issue:47050", "issue:39692|issue:43493", "issue:44077|issue:47458", "issue:43782|issue:45381", - "issue:45081|issue:45356", "issue:43381|issue:43844", + "issue:45081|issue:45356", "issue:43673|issue:47337", - "issue:44857|issue:47050", "issue:46032|issue:46463", "issue:44368|issue:45357", - "issue:43994|issue:44671", - "issue:39692|issue:43873", - "issue:43931|issue:47458", - "issue:39692|issue:47050", - "issue:43881|issue:47448", - "issue:45356|issue:45907", - "issue:43421|issue:43927", - "issue:43540|issue:46294", - "issue:43720|issue:43819", - "issue:43596|issue:44220", - "issue:43550|issue:43819", - "issue:43550|issue:43927" + "issue:44857|issue:47050" ], - "prepared_review_unit_hash": "89b26184f9226fed6e5c356a7558e28736b4fcc57b23d96008065c7bc4f8ec87", + "prepared_review_unit_hash": "d1065c2641c028968e835e3ca2c3f08a23f5951402926277c05c06a24d202aca", "component_budget": { - "node_count": 545, - "item_count": 545, - "soft_pair_count": 2024, - "serialized_chars": 1046962, - "estimated_input_tokens": 261741, - "estimated_eval_tokens": 523738 + "node_count": 547, + "item_count": 547, + "soft_pair_count": 2032, + "serialized_chars": 1051055, + "estimated_input_tokens": 262764, + "estimated_eval_tokens": 525784 }, "budget": { - "node_count": 47, - "item_count": 47, - "soft_pair_count": 29, - "serialized_chars": 36169, - "estimated_input_tokens": 9043, - "estimated_eval_tokens": 18342 + "node_count": 48, + "item_count": 48, + "soft_pair_count": 27, + "serialized_chars": 36094, + "estimated_input_tokens": 9024, + "estimated_eval_tokens": 18304 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "Only one strong duplicate candidate stands out: the two Qwen2_5_VLProcessor.apply_chat_template batched-input/padding=False crash reports. The rest are loose same-subsystem similarities and should remain separate.", - "confidence": 0.88, - "canonical_issue_reason": "issue:44545 is the cleaner canonical report for the same batched-input/padding=False crash and has slightly more discussion/references than issue:44514.", + "summary": "Most items are unrelated issue reports; there is only one clear duplicate pair (`issue:44514` / `issue:44545`). The rest should stay separate because they describe different bugs, models, or code paths.", + "confidence": 0.91, + "canonical_issue_reason": "Use `issue:44514` as the anchor for the only true duplicate pair; it appears to be the original, more established report, while `issue:44545` is a near-exact duplicate.", "canonical_pr_reason": null, - "best_issue_reason": "issue:44545 is the strongest representative issue here: it is the clearest report of the duplicated crash pattern and the best target for consolidation.", + "best_issue_reason": "`issue:44514` is the best representative issue in this set because it has an exact duplicate and the rest of the items are not one coherent cluster.", "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "issue:44077", + "right": "issue:44625", + "accept": false, + "reason": "Different problems: patchtsmixer `post_init` policy vs Qwen3.5 `num_labels` propagation." + }, + { + "left": "issue:43644", + "right": "issue:46665", + "accept": false, + "reason": "Both touch loading, but one is buffer initialization and the other is `from_pretrained` behavior inside Python classes." + }, + { + "left": "issue:45357", + "right": "issue:46402", + "accept": false, + "reason": "Different models and different load failures: Qwen3.5 visual encoder keys vs Sam3 text encoder weights." + }, + { + "left": "issue:44898", + "right": "issue:45072", + "accept": false, + "reason": "Unrelated failure modes: Perceiver resolution handling vs bfloat16 dtype mismatch." + }, + { + "left": "issue:45685", + "right": "issue:47470", + "accept": false, + "reason": "Different backend/model bugs: MPS histogram support for Int vs ESMFold fp16 casting." + }, + { + "left": "issue:43421", + "right": "issue:47473", + "accept": false, + "reason": "Same broad tokenizer area, but different concrete bugs: runtime special-token updates vs byte-fallback decoding." + }, + { + "left": "issue:39692", + "right": "issue:44610", + "accept": false, + "reason": "Both mention processor/model mismatch, but they concern different models and different root causes." + }, + { + "left": "issue:44062", + "right": "issue:44451", + "accept": false, + "reason": "Tokenizer construction error vs model load failure; not the same underlying bug." + }, + { + "left": "issue:30064", + "right": "issue:36010", + "accept": false, + "reason": "Completely different subsystems: image processor segmentation maps vs GenerationMixin import error." + }, + { + "left": "issue:44918", + "right": "issue:44936", + "accept": false, + "reason": "Both involve trainers, but one is embedding unpacking in TRL SFT and the other is evaluate-after-train lifecycle failure." + }, { "left": "issue:44514", "right": "issue:44545", "accept": true, - "reason": "Strong duplicate candidate: both describe the same Qwen2_5_VLProcessor.apply_chat_template crash on batched input with padding=False, i.e. the same code path and symptom. The packet does not confirm duplication explicitly, but the overlap is substantial." + "reason": "Near-identical title and symptom: both report `Qwen2_5_VLProcessor.apply_chat_template` crashing on batched input with `padding=False`." }, { "left": "issue:43746", "right": "issue:46050", "accept": false, - "reason": "Both involve loading/saving model state, but one is PEFT local checkpoint loading and the other is quantized sinq round-trip corruption; different bugs." + "reason": "Different save/load bugs affecting different mechanisms: PEFT local checkpoint loading vs sinq quantized round-trip." }, { "left": "issue:42886", "right": "issue:44843", "accept": false, - "reason": "Both mention offline/tokenizer cache behavior, but 44843 is specifically an unconditional model_info() call in _patch_mistral_regex; not the same failure as generic cache loading." + "reason": "Both are offline-related, but one is cache loading generally and the other is a specific `model_info()` call in `_patch_mistral_regex`." }, { "left": "issue:44625", "right": "issue:45479", "accept": false, - "reason": "Different classification bugs: one is num_labels propagation, the other is single-label loss degenerating to zero." + "reason": "`num_labels` propagation bug is not the same as the single-label classification zero-loss issue." }, { "left": "issue:46655", "right": "issue:46693", "accept": false, - "reason": "Different areas and symptoms: video padding calculation vs long-context FA2 performance regression." + "reason": "Different areas entirely: video padding calculation vs long-context FA2 performance regression." }, { "left": "issue:43746", "right": "issue:43873", "accept": false, - "reason": "Local checkpoint/PEFT loading and quantization offloading are distinct problems, even if both touch model loading." + "reason": "Both involve loading/offloading, but they are different issues and not the same code-path bug." }, { - "left": "issue:44464", - "right": "issue:47050", + "left": "issue:44995", + "right": "issue:46858", "accept": false, - "reason": "Unrelated failures: compiled chunked generation inconsistency vs fp16 ONNX export dtype mismatch in Canine attention." + "reason": "Both mention cache, but one is a stale indexer cache crash and the other is static-cache seq-length arithmetic under compile." }, { - "left": "issue:44995", - "right": "issue:46858", + "left": "issue:44464", + "right": "issue:47050", "accept": false, - "reason": "Both are cache-related, but one is a stale indexer cache on second forward and the other is static-cache slice arithmetic on non-CUDA backends." + "reason": "Unrelated: chunked generation under compiled forward vs ONNX fp16 attention dtype mismatch." }, { "left": "issue:39692", "right": "issue:43493", "accept": false, - "reason": "Both are about SigLIP2, but one is a docs/example mismatch and the other is a model-vs-JAX implementation discrepancy; not the same bug." + "reason": "Same model family, but one is a broken doc example and the other is a HF-vs-JAX implementation discrepancy." }, { "left": "issue:44077", "right": "issue:47458", "accept": false, - "reason": "Completely different model/config issues: patchtsmixer post_init vs GPT2 c_proj initialization." + "reason": "Unrelated bugs: patchtsmixer `post_init` policy vs GPT-2 `c_proj` initialization." }, { "left": "issue:43782", "right": "issue:45381", "accept": false, - "reason": "Different Qwen multimodal bugs with different models and code paths; not one underlying issue." - }, - { - "left": "issue:45081", - "right": "issue:45356", - "accept": false, - "reason": "Both involve tokenizer regex/warning paths, but 45081 is an AttributeError in loading with fix_mistral_regex, while 45356 is a codec-handling regression in Kimi-K2.5." + "reason": "Different Qwen/VL failures with different symptoms: `weight_only=True` load error vs wrong `vision_position_ids`." }, { "left": "issue:43381", "right": "issue:43844", "accept": false, - "reason": "Gradient checkpointing eval-mode restriction is unrelated to the ZeRO-3 gradient increase regression." + "reason": "Different gradient-related issues: eval-mode checkpointing restriction vs ZeRO-3 gradient growth." }, { - "left": "issue:43673", - "right": "issue:47337", + "left": "issue:45081", + "right": "issue:45356", "accept": false, - "reason": "Generation cache during chunked_prefill is unrelated to the flaky bbox coordinate test." + "reason": "Both involve tokenizer regex fixes, but the concrete failures differ: missing `backend_tokenizer` attribute vs codec/warning regression." }, { - "left": "issue:44857", - "right": "issue:47050", + "left": "issue:43673", + "right": "issue:47337", "accept": false, - "reason": "Both mention dtype mismatches, but they affect different models and export/training paths; not the same bug." + "reason": "No shared underlying bug: GenerationMixin cache/chunked prefill vs flaky bbox coordinate bounds." }, { "left": "issue:46032", "right": "issue:46463", "accept": false, - "reason": "Mamba2 use_cache correctness and T5 decoder input validation error-message wording are unrelated." + "reason": "Different models and failures: Mamba2 `use_cache` correctness vs T5 decoder input validation message." }, { "left": "issue:44368", "right": "issue:45357", "accept": false, - "reason": "Different Qwen3.5 issues: a tie_word_embeddings warning during LoRA fine-tuning vs incorrect visual encoder keys on save_pretrained." - }, - { - "left": "issue:43994", - "right": "issue:44671", - "accept": false, - "reason": "Both are model output correctness issues, but they affect different architectures and inference paths." + "reason": "Same model namespace is not enough; one is a tied-embeddings warning during LoRA fine-tuning, the other is save_pretrained key handling." }, { - "left": "issue:39692", - "right": "issue:43873", + "left": "issue:44857", + "right": "issue:47050", "accept": false, - "reason": "SigLIP2 documentation errors and quantization/offloading behavior are unrelated." - }, - { - "left": "issue:43931", - "right": "issue:47458", - "accept": false, - "reason": "Weight-shape mismatch in Qwen3-VL loading is unrelated to GPT2 c_proj initialization." - }, - { - "left": "issue:43881", - "right": "issue:47448", - "accept": false, - "reason": "Different problems: glm-4v-9b load failure vs unrecognized Gemma4 architecture." - }, - { - "left": "issue:45356", - "right": "issue:45907", - "accept": false, - "reason": "Tokenizer regression and list_repo_files revision forwarding are unrelated." - }, - { - "left": "issue:43421", - "right": "issue:43927", - "accept": false, - "reason": "TokenizersBackend post-processor update and DiaConfig token-ID persistence are different bugs." - }, - { - "left": "issue:43540", - "right": "issue:46294", - "accept": false, - "reason": "Both are video-input issues, but they occur in different model families and with different validation failures." - }, - { - "left": "issue:43720", - "right": "issue:43819", - "accept": false, - "reason": "Packed-weight loading during accelerate and DAC.from_latents forward mismatch are unrelated." - }, - { - "left": "issue:43596", - "right": "issue:44220", - "accept": false, - "reason": "BertModel zero3 init index error and _torch_extract_fbank_features are different code paths." - }, - { - "left": "issue:43550", - "right": "issue:43819", - "accept": false, - "reason": "torch.compile with SDPA in Bamba2 and DAC latent conversion mismatch are unrelated." - }, - { - "left": "issue:43550", - "right": "issue:43927", - "accept": false, - "reason": "No meaningful overlap beyond both being bugs in model handling." + "reason": "Both are dtype-related, but they occur in different models and export/training paths." } ] }, "evaluator_result": { - "accept": false, - "feedback": "The analysis is mostly conservative, but it overstates the evidence for issue:44545/issue:44514. In the packet there is no explicit duplicate link or confirmation; both are only soft-similarity matches, so wording like \"only confirmed duplicate target\" and \"one clear duplicate pair\" is too strong. Please downgrade to \"likely/strong candidate duplicate pair\" and avoid claiming confirmation that the packet does not provide." + "accept": true, + "feedback": "The summary is well grounded in the packet: the 44514/44545 pair is clearly the only near-exact duplicate by title and symptom, and the other soft pairs are conservatively rejected as different bugs/code paths. The canonical anchor choice is acceptable, though the \u2018more established\u2019 phrasing is only mildly inferential from the metadata." }, "evaluator_used": true, - "retried": true, + "retried": false, "accepted_nontrivial_soft_edge": true, "error_kind": null, "error_message": null @@ -6225,17 +6187,15 @@ "component_index": 1, "component_count": 28, "review_unit_index": 20, - "review_unit_count": 67, + "review_unit_count": 68, "status": "reviewed", "reason": null, "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-545", + "cluster_id": "cluster-10000-547", "nodes": [ "issue:30064", - "issue:34634", - "issue:36010", "issue:36331", "issue:39692", "issue:39921", @@ -6244,276 +6204,278 @@ "issue:43421", "issue:43531", "issue:43540", + "issue:43550", + "issue:43596", "issue:43611", "issue:43643", "issue:43653", "issue:43720", "issue:43819", + "issue:43873", + "issue:43881", + "issue:43927", + "issue:43931", + "issue:43994", "issue:44008", "issue:44062", "issue:44186", "issue:44220", + "issue:44387", "issue:44488", - "issue:44561", "issue:44661", + "issue:44671", "issue:44821", - "issue:44843", - "issue:44863", - "issue:44877", - "issue:44898", "issue:44936", "issue:44991", - "issue:45020", "issue:45072", - "issue:45081", "issue:45084", + "issue:45356", "issue:45381", "issue:45834", - "issue:45987", - "issue:46650", + "issue:45907", + "issue:46294", "issue:46665", "issue:46693", - "issue:46829", - "issue:46832", "issue:46858", "issue:47020", "issue:47050", - "issue:47405", - "issue:47458" + "issue:47448", + "issue:47458", + "issue:47475" ], "soft_pairs": [ + "issue:43994|issue:44671", + "issue:43881|issue:47448", + "issue:43931|issue:47458", + "issue:39692|issue:43873", + "issue:39692|issue:47050", + "issue:45356|issue:45907", + "issue:43421|issue:43927", + "issue:43540|issue:46294", + "issue:43720|issue:43819", + "issue:43596|issue:44220", + "issue:43550|issue:43819", "issue:44821|issue:45084", + "issue:43550|issue:43927", + "issue:44387|issue:47475", "issue:43421|issue:44186", - "issue:43421|issue:43653", "issue:43295|issue:45834", - "issue:45072|issue:47050", "issue:43540|issue:44008", "issue:30064|issue:36331", "issue:44488|issue:47020", + "issue:45072|issue:47050", "issue:45381|issue:46693", "issue:43653|issue:43720", "issue:44062|issue:44488", "issue:41720|issue:44991", - "issue:43531|issue:43643", "issue:44220|issue:44661", + "issue:43531|issue:43643", "issue:39921|issue:44936", "issue:43611|issue:46665", - "issue:43653|issue:43819", - "issue:46829|issue:46832", - "issue:44186|issue:44898", - "issue:34634|issue:36010", - "issue:44008|issue:46858", - "issue:44863|issue:47458", - "issue:44991|issue:47020", - "issue:46650|issue:47405", - "issue:44561|issue:45020", - "issue:44843|issue:45081", - "issue:39692|issue:45834", - "issue:43643|issue:44877", - "issue:45987|issue:46829" + "issue:44008|issue:46858" ], - "prepared_review_unit_hash": "67ffa7598a250eee218e04b2bd005dbd356765d6aa0a8f8cb3d456473dd0fee1", + "prepared_review_unit_hash": "cc173bff1463a05d8183238ef1d82f0025e12c8772c8b0f90a6fa1eaf3d6ba89", "component_budget": { - "node_count": 545, - "item_count": 545, - "soft_pair_count": 2024, - "serialized_chars": 1046962, - "estimated_input_tokens": 261741, - "estimated_eval_tokens": 523738 + "node_count": 547, + "item_count": 547, + "soft_pair_count": 2032, + "serialized_chars": 1051055, + "estimated_input_tokens": 262764, + "estimated_eval_tokens": 525784 }, "budget": { "node_count": 47, "item_count": 47, "soft_pair_count": 29, - "serialized_chars": 36164, - "estimated_input_tokens": 9041, - "estimated_eval_tokens": 18338 + "serialized_chars": 35899, + "estimated_input_tokens": 8975, + "estimated_eval_tokens": 18206 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "Mostly a heterogeneous set of tokenizer/model-loading regressions plus a few unrelated runtime bugs. I don\u2019t see any soft pair that is the same underlying defect, so all soft edges should be rejected. The broadest representative issue is the remote_code/model-loading regression report.", - "confidence": 0.43, - "canonical_issue_reason": "Issue 45020 is the broadest umbrella in this set, describing recent-version breakage for `remote_code` models and overlapping with several load/regression reports.", - "canonical_pr_reason": null, - "best_issue_reason": "Issue 45020 is the best global representative because it covers the widest slice of the shared model-loading regression theme among these issues.", - "best_pr_reason": null, + "summary": "The cluster is not a single duplicate family; it contains many unrelated bugs across tokenization, loading, vision/video, quantization, and training. None of the soft pairs appear to be the same concrete underlying issue.", + "confidence": 0.96, + "canonical_issue_reason": "No single canonical issue fits this cluster because the items span distinct models, subsystems, and failure modes rather than one shared bug.", + "canonical_pr_reason": "No PR artifacts are present in the cluster.", + "best_issue_reason": "No issue is a clear global representative; the strongest theme is broad tokenizer/model-loading regressions, but the cluster is too heterogeneous to pick one safely.", + "best_pr_reason": "No PR artifacts are present, so none can be selected as a global best PR.", "soft_edge_verdicts": [ { - "left": "issue:44821", - "right": "issue:45084", + "left": "issue:43994", + "right": "issue:44671", "accept": false, - "reason": "Different failures: loading an AutoImageProcessor from URL vs a template compilation TypeError." + "reason": "Both are incorrect model outputs, but they affect different models and likely different tokenizer/model-vocab paths." }, { - "left": "issue:43421", - "right": "issue:44186", + "left": "issue:43881", + "right": "issue:47448", "accept": false, - "reason": "Both involve tokenizers, but one is runtime special-token post-processing and the other is a LayoutLMv2 NER/padding crash." + "reason": "Both are model loading failures, but for different architectures with no evidence of the same root cause." }, { - "left": "issue:43421", - "right": "issue:43653", + "left": "issue:43931", + "right": "issue:47458", "accept": false, - "reason": "Related token handling, but not the same bug: runtime post-processor updates vs BigBird mask-token registration." + "reason": "Unrelated models and failures: a VL weight-shape mismatch versus GPT-2 c_proj initialization." }, { - "left": "issue:43295", - "right": "issue:45834", + "left": "issue:39692", + "right": "issue:43873", "accept": false, - "reason": "Unrelated processor regression versus Kosmos2.5 long OCR input indexing." + "reason": "One is a docs/example mismatch plus quantization failure; the other is a broad offloading/quantization regression." }, { - "left": "issue:45072", + "left": "issue:39692", "right": "issue:47050", "accept": false, - "reason": "Both are dtype issues, but they affect different models and code paths (bfloat16 inference vs fp16 ONNX export)." + "reason": "Different problem domains: doc/example errors versus ONNX fp16 attention dtype mismatch." }, { - "left": "issue:43540", - "right": "issue:44008", + "left": "issue:45356", + "right": "issue:45907", "accept": false, - "reason": "Different Gemma/Qwen multimodal failures and different root causes." + "reason": "Completely unrelated: tokenizer codec regression versus hub API forwarding bug." }, { - "left": "issue:30064", - "right": "issue:36331", + "left": "issue:43421", + "right": "issue:43927", "accept": false, - "reason": "Completely unrelated: image processor segmentation maps vs trainer compute_loss signature mismatch." + "reason": "Both involve special-token handling, but one is runtime post-processing and the other is save/load token ID persistence." }, { - "left": "issue:44488", - "right": "issue:47020", + "left": "issue:43540", + "right": "issue:46294", "accept": false, - "reason": "Both are tokenizer-loading problems, but the concrete model and failure mode are different." + "reason": "Both mention video in Qwen models, but the failing paths differ: input processing versus chat-template feature/token alignment." }, { - "left": "issue:45381", - "right": "issue:46693", + "left": "issue:43720", + "right": "issue:43819", "accept": false, - "reason": "Different areas: Qwen2.5-VL video position IDs vs a long-context performance regression." + "reason": "Different models and code paths: accelerate-loading of packed BitNet weights versus DAC latent reconstruction." }, { - "left": "issue:43653", - "right": "issue:43720", + "left": "issue:43596", + "right": "issue:44220", "accept": false, - "reason": "Different bugs in different subsystems: special-token registration vs BitNet weight unpacking during load." + "reason": "Different backend paths and symptoms: ZeRO-3/Bert indexing versus audio feature extraction." }, { - "left": "issue:44062", - "right": "issue:44488", + "left": "issue:43550", + "right": "issue:43819", "accept": false, - "reason": "AddedToken keyword conflict is not the same as failing to load a specific tokenizer model." + "reason": "Unrelated failures: torch.compile + SDPA in Bamba versus DAC forward/from_latents mismatch." }, { - "left": "issue:41720", - "right": "issue:44991", + "left": "issue:44821", + "right": "issue:45084", "accept": false, - "reason": "Different model-loading/runtime failures for different models and paths." + "reason": "Loading an image processor from URL is unrelated to a template-node compilation error." }, { - "left": "issue:43531", - "right": "issue:43643", + "left": "issue:43550", + "right": "issue:43927", "accept": false, - "reason": "Qwen3-MoE sliding-window behavior is unrelated to AutoConfig missing fields with trust_remote_code." + "reason": "Different model/runtime issues with no shared concrete code path." }, { - "left": "issue:44220", - "right": "issue:44661", + "left": "issue:44387", + "right": "issue:47475", "accept": false, - "reason": "Different issues: fbank feature extraction vs add-new-model-like handling in tokenizer mappings." + "reason": "One is quantization memory growth; the other is a Zamba2 causality bug in state recurrence." }, { - "left": "issue:39921", - "right": "issue:44936", + "left": "issue:43421", + "right": "issue:44186", "accept": false, - "reason": "Gemma3N token projection bug is unrelated to trainer evaluate-after-train behavior." + "reason": "Both involve tokenizers, but one is special-token post-processing and the other is LayoutLMv2 NER/padding behavior." }, { - "left": "issue:43611", - "right": "issue:46665", + "left": "issue:43295", + "right": "issue:45834", "accept": false, - "reason": "Both concern loading, but one is base_model_prefix breakage and the other is inconsistent from_pretrained usage inside Python classes." + "reason": "Different failures: processor/tokenizer regression versus long OCR index errors in a different model." }, { - "left": "issue:43653", - "right": "issue:43819", + "left": "issue:43540", + "right": "issue:44008", "accept": false, - "reason": "Special-token registration and DAC latent decoding are different code paths and defects." + "reason": "Different Gemma/Qwen multimodal bugs with distinct causes; only loosely related by modality." }, { - "left": "issue:46829", - "right": "issue:46832", + "left": "issue:30064", + "right": "issue:36331", "accept": false, - "reason": "Different model heads and failures: output field mismatch vs RT-DETR forward shape/type error." + "reason": "Image segmentation map handling is unrelated to a CustomTrainer loss-signature regression." }, { - "left": "issue:44186", - "right": "issue:44898", + "left": "issue:44488", + "right": "issue:47020", "accept": false, - "reason": "Different models and different failure modes; only a broad category of inference bugs is shared." + "reason": "Both are tokenizer-related, but one is a model loading regression and the other is an Unigram constructor type mismatch." }, { - "left": "issue:34634", - "right": "issue:36010", + "left": "issue:45072", + "right": "issue:47050", "accept": false, - "reason": "Bark voice_preset issue and GenerationMixin import failure are unrelated." + "reason": "Both are dtype mismatches, but in different execution paths and models; not the same bug." }, { - "left": "issue:44008", - "right": "issue:46858", + "left": "issue:45381", + "right": "issue:46693", "accept": false, - "reason": "Gemma3n variable collision is unrelated to static-cache sequence length/device-tensor arithmetic." + "reason": "Video position-id correctness and FA2 long-context performance regression are unrelated." }, { - "left": "issue:44863", - "right": "issue:47458", + "left": "issue:43653", + "right": "issue:43720", "accept": false, - "reason": "A checkpoint-loading failure for NemotronH is not the same as GPT2 c_proj weight initialization." + "reason": "Special-token decode bug and packed-weight loading bug have no shared concrete root cause." }, { - "left": "issue:44991", - "right": "issue:47020", + "left": "issue:44062", + "right": "issue:44488", "accept": false, - "reason": "Both are tokenizer loading issues, but they affect different tokenizers and distinct root causes." + "reason": "AddedToken keyword duplication is a tokenizer API bug; loading sleng-bert is a separate model/tokenizer loading failure." }, { - "left": "issue:46650", - "right": "issue:47405", + "left": "issue:41720", + "right": "issue:44991", "accept": false, - "reason": "Save-pretrained key corruption is not the same as silent model_type mismatch conversion skipping." + "reason": "Different loading/runtime failures for different models; only broad association is model loading." }, { - "left": "issue:44561", - "right": "issue:45020", + "left": "issue:44220", + "right": "issue:44661", "accept": false, - "reason": "Related broad remote_code regression theme, but not the same concrete bug; 45020 is an umbrella, not this specific is_torch_fx_available removal." + "reason": "Audio feature extraction and add-new-model-like/tokenizer mapping logic are unrelated." }, { - "left": "issue:44843", - "right": "issue:45081", + "left": "issue:43531", + "right": "issue:43643", "accept": false, - "reason": "Same helper function area, but one is an offline model_info call and the other is a backend_tokenizer AttributeError." + "reason": "Sliding-window behavior in Qwen3-MoE is unrelated to missing fields from trust_remote_code AutoConfig." }, { - "left": "issue:39692", - "right": "issue:45834", + "left": "issue:39921", + "right": "issue:44936", "accept": false, - "reason": "Documentation example errors are unrelated to Kosmos2.5 OCR input indexing." + "reason": "Gemma3N special-token projection errors are unrelated to trainer.evaluate() failing after train()." }, { - "left": "issue:43643", - "right": "issue:44877", + "left": "issue:43611", + "right": "issue:46665", "accept": false, - "reason": "Both are config-loading regressions, but one is trust_remote_code missing fields and the other is strict granite_speech config rejection." + "reason": "Both concern loading, but the underlying mechanisms differ: base_model_prefix breakage versus from_pretrained behavior inside classes." }, { - "left": "issue:45987", - "right": "issue:46829", + "left": "issue:44008", + "right": "issue:46858", "accept": false, - "reason": "StaticCache return-type bug is unrelated to VideoPrism hidden_states/output wiring." + "reason": "Variable-name collision in Gemma3n forward is unrelated to device-tensor cache length arithmetic." } ] }, @@ -6529,47 +6491,46 @@ "component_index": 1, "component_count": 28, "review_unit_index": 21, - "review_unit_count": 67, + "review_unit_count": 68, "status": "reviewed", "reason": null, "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-545", + "cluster_id": "cluster-10000-547", "nodes": [ + "issue:34634", + "issue:36010", + "issue:39692", "issue:43322", "issue:43335", - "issue:43421", "issue:43550", - "issue:43577", - "issue:43582", "issue:43606", "issue:43618", - "issue:43644", + "issue:43643", + "issue:43653", "issue:43697", "issue:43716", - "issue:43749", "issue:43756", - "issue:43782", - "issue:43818", + "issue:43819", "issue:43828", "issue:44008", "issue:44186", "issue:44442", "issue:44448", "issue:44479", - "issue:44534", - "issue:44610", + "issue:44561", "issue:44671", "issue:44805", - "issue:44811", + "issue:44843", + "issue:44863", + "issue:44877", + "issue:44898", "issue:44936", - "issue:44977", "issue:44991", + "issue:45020", "issue:45072", - "issue:45183", - "issue:45479", - "issue:45563", + "issue:45081", "issue:45584", "issue:45685", "issue:45834", @@ -6577,219 +6538,234 @@ "issue:46291", "issue:46294", "issue:46463", - "issue:46512", - "issue:46752", + "issue:46650", + "issue:46829", + "issue:46832", "issue:46932", - "issue:47276", - "issue:47337", + "issue:47020", + "issue:47405", "issue:47458", "issue:47470" ], "soft_pairs": [ - "issue:43335|issue:43756", - "issue:44448|issue:44671", - "issue:44186|issue:44442", + "issue:46829|issue:46832", + "issue:43653|issue:43819", + "issue:34634|issue:36010", + "issue:44186|issue:44898", + "issue:44863|issue:47458", + "issue:44991|issue:47020", + "issue:44561|issue:45020", + "issue:46650|issue:47405", + "issue:44843|issue:45081", + "issue:39692|issue:45834", + "issue:43643|issue:44877", + "issue:45987|issue:46829", + "issue:43335|issue:43756", + "issue:44448|issue:44671", "issue:45987|issue:46932", + "issue:44186|issue:44442", "issue:43716|issue:44008", "issue:43322|issue:45685", "issue:44991|issue:46291", "issue:46294|issue:46463", "issue:44805|issue:44936", "issue:43618|issue:43697", - "issue:43606|issue:45072", "issue:43828|issue:47470", + "issue:43606|issue:45072", "issue:45584|issue:45834", "issue:43550|issue:45072", - "issue:44479|issue:45834", - "issue:43782|issue:44977", - "issue:45183|issue:45479", - "issue:46752|issue:47337", - "issue:45563|issue:47276", - "issue:43644|issue:43749", - "issue:43577|issue:43818", - "issue:43421|issue:44811", - "issue:44610|issue:45072", - "issue:43582|issue:46512", - "issue:44534|issue:47458" + "issue:44479|issue:45834" ], - "prepared_review_unit_hash": "05810f95b24e88a68b07fc4274f3940714722a65447aaf6dbdfd9f84113c0a50", + "prepared_review_unit_hash": "1e4f938724144b47fc5eb9a7f06ac7a01e49114de65e10c0d801eaec5bd45413", "component_budget": { - "node_count": 545, - "item_count": 545, - "soft_pair_count": 2024, - "serialized_chars": 1046962, - "estimated_input_tokens": 261741, - "estimated_eval_tokens": 523738 + "node_count": 547, + "item_count": 547, + "soft_pair_count": 2032, + "serialized_chars": 1051055, + "estimated_input_tokens": 262764, + "estimated_eval_tokens": 525784 }, "budget": { "node_count": 47, "item_count": 47, - "soft_pair_count": 25, - "serialized_chars": 34727, - "estimated_input_tokens": 8682, - "estimated_eval_tokens": 17620 + "soft_pair_count": 27, + "serialized_chars": 35559, + "estimated_input_tokens": 8890, + "estimated_eval_tokens": 18036 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "The cluster is heterogeneous: most items are distinct bugs across different models, tokenizer paths, dtype/device issues, and unrelated runtime failures. None of the soft edges look like true duplicates.", + "summary": "The cluster is mostly false-positive similarity matches: the paired issues touch different models, different bug classes, and different code paths. I would reject every soft edge and avoid electing a canonical issue for this noisy cluster.", "confidence": 0.97, - "canonical_issue_reason": "No single canonical issue fits this set; the items span unrelated model-, tokenizer-, loading-, and generation-path bugs.", + "canonical_issue_reason": "No single issue is a good canonical anchor; these items span unrelated tokenizer, config, multimodal, loading, dtype, and output-regression bugs.", "canonical_pr_reason": null, - "best_issue_reason": "If one issue must represent the cluster, issue 44534 is the broadest v5 regression and the most general, but it still does not subsume the others.", + "best_issue_reason": "No issue is globally best for this cluster because it is not a coherent duplicate set; any single pick would be misleading.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:43335", - "right": "issue:43756", + "left": "issue:46829", + "right": "issue:46832", "accept": false, - "reason": "Different bugs in different models: SwitchTransformers sparse-layer creation vs Smollm3 RoPE layer dropping." + "reason": "Different problems: VideoPrism output-field bug vs RT-DETR feature-level/type error." }, { - "left": "issue:44448", - "right": "issue:44671", + "left": "issue:43653", + "right": "issue:43819", + "accept": false, + "reason": "Tokenizer special-token registration issue vs DAC latent/STE forward mismatch; unrelated code paths." + }, + { + "left": "issue:34634", + "right": "issue:36010", "accept": false, - "reason": "Both are v5 output regressions, but they affect different models and code paths (Pegasus generation vs CamemBERT masked LM)." + "reason": "BarkProcessor voice_preset behavior vs GenerationMixin import failure are separate failures." }, { "left": "issue:44186", - "right": "issue:44442", + "right": "issue:44898", "accept": false, - "reason": "Tokenizer failures, but one is LayoutLMv2 NER/padding crash and the other is AutoTokenizer loading FastSpeech2ConformerTokenizer." + "reason": "LayoutLMv2 tokenizer padding/NER crash vs Perceiver image-resolution interpolation bug." }, { - "left": "issue:45987", - "right": "issue:46932", + "left": "issue:44863", + "right": "issue:47458", "accept": false, - "reason": "StaticCache return-type bug and Gemma4 quantized dtype casting are unrelated issues." + "reason": "NemotronH checkpoint-loading failure is unrelated to GPT-2 c_proj initialization." }, { - "left": "issue:43716", - "right": "issue:44008", + "left": "issue:44991", + "right": "issue:47020", "accept": false, - "reason": "Both are multimodal model bugs, but the concrete failures are different: image-preprocessor dtype mismatch vs variable name collision in Gemma3n forward." + "reason": "Different tokenizer families and different failure points: model-specific load error vs Unigram constructor misuse." }, { - "left": "issue:43322", - "right": "issue:45685", + "left": "issue:44561", + "right": "issue:45020", "accept": false, - "reason": "Completely different failures: Llava Next load-time segfault vs MPS histogram not implemented for Int in MoE code." + "reason": "One is a specific removed-helper regression; the other is a broad remote_code breakage report." }, { - "left": "issue:44991", - "right": "issue:46291", + "left": "issue:46650", + "right": "issue:47405", "accept": false, - "reason": "Both are loading/import problems, but one is tokenizer loading and the other is a kernels dependency/version requirement." + "reason": "Save-pretrained key corruption is not the same bug as silent wrong-Auto-class loading." }, { - "left": "issue:46294", - "right": "issue:46463", + "left": "issue:44843", + "right": "issue:45081", "accept": false, - "reason": "Different validation paths and model families: Qwen video chat-template mismatch vs T5 decoder input validation message." + "reason": "Both touch Mistral regex patching, but one is offline model_info access and the other is a backend_tokenizer AttributeError." }, { - "left": "issue:44805", - "right": "issue:44936", + "left": "issue:39692", + "right": "issue:45834", "accept": false, - "reason": "A tensor shape IndexError during masking is not the same bug as trainer.evaluate failing after training." + "reason": "Docs example/model-processor mismatch and quantization failure vs long-ocr index error; not the same issue." }, { - "left": "issue:43618", - "right": "issue:43697", + "left": "issue:43643", + "right": "issue:44877", "accept": false, - "reason": "CLIP attentions field regression and RTDetrV2 output drift are separate model behavior changes." + "reason": "Missing fields from AutoConfig with trust_remote_code differs from strict config rejection for granite_speech." }, { - "left": "issue:43606", - "right": "issue:45072", + "left": "issue:45987", + "right": "issue:46829", "accept": false, - "reason": "Both involve inference mismatches, but the concrete problems are different: CPU-offload device mismatch vs bfloat16 dtype mismatch." + "reason": "Cache sequence-length return type bug vs VideoPrism hidden_states output bug." }, { - "left": "issue:43828", - "right": "issue:47470", + "left": "issue:43335", + "right": "issue:43756", "accept": false, - "reason": "Both are dtype-related, but the affected models and underlying code paths are unrelated." + "reason": "Different model-specific config mistakes: sparse-layer creation vs RoPE-layer dropping." }, { - "left": "issue:45584", - "right": "issue:45834", + "left": "issue:44448", + "right": "issue:44671", "accept": false, - "reason": "Whisper empty-transcription failure is unrelated to Kosmos2.5 long-ocr index errors." + "reason": "Separate model regressions in Pegasus vs CamemBERT, not one shared code-path bug." }, { - "left": "issue:43550", - "right": "issue:45072", + "left": "issue:45987", + "right": "issue:46932", "accept": false, - "reason": "torch.compile with SDPA in Bamba-9B-v2 is a different issue from dtype mismatches in SwitchTransformers/TimmWrapperModel." + "reason": "StaticCache API contract issue is unrelated to Gemma4 quantized embedder dtype casting." }, { - "left": "issue:44479", - "right": "issue:45834", + "left": "issue:44186", + "right": "issue:44442", "accept": false, - "reason": "Qwen video-input regression and Kosmos2.5 long-input index error are unrelated." + "reason": "Tokenizer crash on NER/padding is not the same as AutoTokenizer failing to load a different tokenizer class." }, { - "left": "issue:43782", - "right": "issue:44977", + "left": "issue:43716", + "right": "issue:44008", "accept": false, - "reason": "Both mention Qwen, but one is a load-time weight_only failure and the other is a flash-attention generation issue." + "reason": "Different multimodal bugs: image-preprocessor dtype mismatch vs variable-name collision AttributeError." }, { - "left": "issue:45183", - "right": "issue:45479", + "left": "issue:43322", + "right": "issue:45685", "accept": false, - "reason": "Input validation messaging and sequence-classification loss degeneracy are different problems." + "reason": "Llava Next load segfault and MPS histogram/not-implemented error are unrelated." }, { - "left": "issue:46752", - "right": "issue:47337", + "left": "issue:44991", + "right": "issue:46291", "accept": false, - "reason": "Empty apply_chat_template crash and bbox-range flaky test are unrelated." + "reason": "Tokenizer loading failure is unrelated to importing pipelines with a kernels dependency constraint." }, { - "left": "issue:45563", - "right": "issue:47276", + "left": "issue:46294", + "right": "issue:46463", "accept": false, - "reason": "Both are warning-message issues in generation, but they concern different warnings and different mechanisms." + "reason": "Video chat-template token/feature mismatch vs T5 decoder-input validation message issue." }, { - "left": "issue:43644", - "right": "issue:43749", + "left": "issue:44805", + "right": "issue:44936", "accept": false, - "reason": "Both touch loading/runtime state, but non-persistent buffer junk and FSDP CPU RAM efficient loading are not the same defect." + "reason": "Mask-shape index error and trainer.evaluate-after-train failure are too different to merge." }, { - "left": "issue:43577", - "right": "issue:43818", + "left": "issue:43618", + "right": "issue:43697", "accept": false, - "reason": "Different multimodal model bugs: Blip2 dtype propagation vs Video-LLaVA temporal-attention/weight-sharing issues." + "reason": "CLIPOutput attentions assignment regression vs RTDetrV2 output-difference regression." }, { - "left": "issue:43421", - "right": "issue:44811", + "left": "issue:43828", + "right": "issue:47470", "accept": false, - "reason": "Tokenizer special-token post-processor updates and Whisper batch_decode skip_special_tokens are related only at a broad API level, not the same bug." + "reason": "Both involve dtype/precision, but they are model-specific and on different code paths." }, { - "left": "issue:44610", + "left": "issue:43606", "right": "issue:45072", "accept": false, - "reason": "Processor image-size mismatch is unrelated to dtype mismatches." + "reason": "CPU-offload device mismatch for Bark differs from bfloat16 dtype mismatch in SwitchTransformers/TimmWrapperModel." }, { - "left": "issue:43582", - "right": "issue:46512", + "left": "issue:45584", + "right": "issue:45834", "accept": false, - "reason": "Apple Silicon caching_allocator_warmup TypeError is unrelated to stale model.config.dtype after from_config(dtype=...)." + "reason": "Whisper empty-transcription failure is unrelated to Kosmos2.5 long-input indexing." }, { - "left": "issue:44534", - "right": "issue:47458", + "left": "issue:43550", + "right": "issue:45072", + "accept": false, + "reason": "torch.compile+SDPA failure in Bamba is not the same as a bfloat16 dtype mismatch elsewhere." + }, + { + "left": "issue:44479", + "right": "issue:45834", "accept": false, - "reason": "Both involve initialization, but non-persistent buffer filling and GPT2 c_proj initialization are different code paths and defects." + "reason": "Qwen video-input regression and Kosmos2.5 OCR index error are different bugs." } ] }, @@ -6805,289 +6781,282 @@ "component_index": 1, "component_count": 28, "review_unit_index": 22, - "review_unit_count": 67, + "review_unit_count": 68, "status": "reviewed", "reason": null, "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-545", + "cluster_id": "cluster-10000-547", "nodes": [ "issue:28218", "issue:29159", "issue:34634", - "issue:36010", "issue:36331", - "issue:39921", "issue:42175", "issue:42915", - "issue:43262", "issue:43388", + "issue:43421", "issue:43540", "issue:43577", "issue:43582", + "issue:43644", "issue:43645", - "issue:43653", "issue:43720", "issue:43742", "issue:43749", "issue:43782", - "issue:43819", + "issue:43818", "issue:43825", "issue:43931", "issue:43994", "issue:44291", - "issue:44589", + "issue:44534", + "issue:44610", "issue:44671", - "issue:44912", + "issue:44811", + "issue:44977", "issue:45020", - "issue:45042", "issue:45072", "issue:45081", + "issue:45183", "issue:45325", "issue:45381", + "issue:45479", + "issue:45563", "issue:45701", - "issue:45823", "issue:46032", + "issue:46512", "issue:46665", "issue:46697", "issue:46728", + "issue:46752", "issue:46846", - "issue:46851", - "issue:47217", "issue:47254", "issue:47276", - "issue:47332", "issue:47333", "issue:47337", - "issue:47470" + "issue:47458" ], "soft_pairs": [ - "issue:34634|issue:36331", + "issue:43782|issue:44977", + "issue:45183|issue:45479", + "issue:46752|issue:47337", + "issue:45563|issue:47276", + "issue:43644|issue:43749", + "issue:43577|issue:43818", + "issue:44610|issue:45072", + "issue:43582|issue:46512", + "issue:44534|issue:47458", "issue:43540|issue:45381", - "issue:28218|issue:29159", - "issue:43720|issue:45072", + "issue:34634|issue:36331", + "issue:43421|issue:44811", "issue:43645|issue:46665", + "issue:43720|issue:45072", + "issue:28218|issue:29159", "issue:43749|issue:44291", "issue:47276|issue:47337", "issue:43742|issue:45020", "issue:42175|issue:45081", "issue:43825|issue:43994", - "issue:43388|issue:46032", "issue:43931|issue:46846", + "issue:43388|issue:46032", "issue:47254|issue:47333", - "issue:46697|issue:46728", "issue:42915|issue:47333", - "issue:44671|issue:45701", + "issue:46697|issue:46728", "issue:43782|issue:45325", - "issue:47254|issue:47332", - "issue:44589|issue:45042", - "issue:39921|issue:47470", - "issue:36010|issue:43645", - "issue:43577|issue:43582", - "issue:46851|issue:47337", - "issue:43262|issue:47217", - "issue:45823|issue:47470", - "issue:43262|issue:43819", - "issue:43653|issue:44912", - "issue:36010|issue:36331" + "issue:44671|issue:45701" ], - "prepared_review_unit_hash": "62b2a067f74b976ac9189183f975d9bcbf3b9cae1b082ff442070e097fd835a8", + "prepared_review_unit_hash": "3798f8ac79563859d8631a058f1c41fcb6d623ad86b7ca2917de39e7073bb424", "component_budget": { - "node_count": 545, - "item_count": 545, - "soft_pair_count": 2024, - "serialized_chars": 1046962, - "estimated_input_tokens": 261741, - "estimated_eval_tokens": 523738 + "node_count": 547, + "item_count": 547, + "soft_pair_count": 2032, + "serialized_chars": 1051055, + "estimated_input_tokens": 262764, + "estimated_eval_tokens": 525784 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 28, - "serialized_chars": 36247, - "estimated_input_tokens": 9062, - "estimated_eval_tokens": 18380 + "soft_pair_count": 27, + "serialized_chars": 36083, + "estimated_input_tokens": 9021, + "estimated_eval_tokens": 18298 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This is a loose, heterogeneous set of transformer-related bug reports spanning tokenization, vision, loading, training, and backend issues; the soft-similarity links are mostly thematic rather than true duplicates.", - "confidence": 0.9, - "canonical_issue_reason": "No clear canonical issue: the set does not form one coherent duplicate cluster, and none of the soft pairs are strong enough to anchor a shared underlying bug.", - "canonical_pr_reason": "No pull requests are present in this cluster.", - "best_issue_reason": "Issue 45701 is the broadest regression-style report about tokenization changes, but it is still too generic to represent the whole set as a duplicate target.", - "best_pr_reason": "No pull requests are present in this cluster.", + "summary": "This cluster is dominated by heterogeneous Transformers regressions and model-specific bugs; there is no clear exact duplicate pair. The best representative issue is the broad v5 regression report, but most soft pairs are only loosely related and should stay separate.", + "confidence": 0.61, + "canonical_issue_reason": "issue:45020 is the broadest umbrella report here, covering recent-version regressions and remote_code breakage across models; it best represents the cluster, though it is not a strict duplicate of the other symptom-specific issues.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45020 is the most useful global anchor because it is the broadest cross-cutting regression report among mostly model-specific failures, making it the strongest candidate for triage aggregation.", + "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:34634", - "right": "issue:36331", + "left": "issue:43782", + "right": "issue:44977", "accept": false, - "reason": "Unrelated subsystems: BarkProcessor voice_preset vs CustomTrainer.compute_loss signature." + "reason": "Different models and failure modes: Qwen3-VL loading/weight_only vs Qwen3.5 flash-attention generation. No shared concrete code path." }, { - "left": "issue:43540", - "right": "issue:45381", + "left": "issue:45183", + "right": "issue:45479", "accept": false, - "reason": "Both are VL/video-related, but they hit different models and different failure modes." + "reason": "One is input validation/error-message logic for input_ids/inputs_embeds; the other is sequence-classification loss degeneracy. Related only at a very high level." }, { - "left": "issue:28218", - "right": "issue:29159", + "left": "issue:46752", + "right": "issue:47337", "accept": false, - "reason": "Tokenizer-themed, but one is added-token spacing and the other is a broad slow/fast inconsistency." + "reason": "Empty chat-template input IndexError and bbox-range flaky test are unrelated bugs." }, { - "left": "issue:43720", - "right": "issue:45072", + "left": "issue:45563", + "right": "issue:47276", "accept": false, - "reason": "Different code paths: BitNet packed-weight loading vs bfloat16 dtype mismatch in inference." + "reason": "Both mention warnings, but they are different warnings in different generate/batching paths and do not look like the same bug." }, { - "left": "issue:43645", - "right": "issue:46665", + "left": "issue:43644", + "right": "issue:43749", "accept": false, - "reason": "Both mention custom code/from_pretrained, but the notebook/custom-model breakage is not the same bug as class-based loading behavior." + "reason": "Non-persistent buffer initialization junk and FSDP CPU RAM efficient loading are separate loading-time issues with different symptoms/code paths." }, { - "left": "issue:43749", - "right": "issue:44291", + "left": "issue:43577", + "right": "issue:43818", "accept": false, - "reason": "Different loading mechanisms: FSDP CPU RAM efficient loading vs init_empty_weights argument handling." + "reason": "BLIP2 dtype propagation bug vs Video-LLaVA temporal-attention/weight-sharing bug; different models and fixes." }, { - "left": "issue:47276", - "right": "issue:47337", + "left": "issue:44610", + "right": "issue:45072", "accept": false, - "reason": "A warning-message issue is unrelated to a flaky bbox range test." + "reason": "Processor output size mismatch and bfloat16 dtype mismatch are unrelated preprocessing vs inference-type issues." }, { - "left": "issue:43742", - "right": "issue:45020", + "left": "issue:43582", + "right": "issue:46512", "accept": false, - "reason": "Specific MobileLLM key error vs a broad remote_code regression; not the same concrete failure." + "reason": "Apple Silicon TypeError in allocator warmup is unrelated to stale model.config.dtype after from_config(dtype=...)." }, { - "left": "issue:42175", - "right": "issue:45081", + "left": "issue:44534", + "right": "issue:47458", "accept": false, - "reason": "Packaging/backend install problem vs a Mistral regex-patch AttributeError." + "reason": "Non-persistent buffer junk in v5 is a broad init regression; GPT2 c_proj misinitialization is a specific weight-init bug." }, { - "left": "issue:43825", - "right": "issue:43994", + "left": "issue:43540", + "right": "issue:45381", "accept": false, - "reason": "Error-message wording in pipeline() is unrelated to SigLIP2 producing bad outputs." + "reason": "Different Qwen multimodal video bugs with different symptoms: processing failure vs incorrect position ids." }, { - "left": "issue:43388", - "right": "issue:46032", + "left": "issue:34634", + "right": "issue:36331", "accept": false, - "reason": "Metrics gathering label truncation and Mamba cache correctness are different bugs." + "reason": "BarkProcessor voice_preset and CustomTrainer.compute_loss signature mismatch are unrelated." }, { - "left": "issue:43931", - "right": "issue:46846", + "left": "issue:43421", + "right": "issue:44811", "accept": false, - "reason": "Both are Qwen3 loading/shape issues, but they involve different models and different causes." + "reason": "Special-token post-processor refresh and Whisper batch_decode skip_special_tokens behavior are different tokenizer/processor issues." }, { - "left": "issue:47254", - "right": "issue:47333", + "left": "issue:43645", + "right": "issue:46665", "accept": false, - "reason": "PEFT/DeepSpeed checkpointing error vs disk-offloaded model saving error; different failure classes." + "reason": "Notebook custom-model initialization breakage and from_pretrained-inside-classes inconsistency are similar in theme but not the same concrete failure." }, { - "left": "issue:46697", - "right": "issue:46728", + "left": "issue:43720", + "right": "issue:45072", "accept": false, - "reason": "Both are vision preprocessing math issues, but the padding bug and patch-count bug are distinct." + "reason": "BitNet packed-weight loading under accelerate and bfloat16 dtype mismatches are distinct problems." }, { - "left": "issue:42915", - "right": "issue:47333", - "accept": false, - "reason": "FineGrainedFP8Config failure is unrelated to disk-offloaded save behavior." - }, - { - "left": "issue:44671", - "right": "issue:45701", + "left": "issue:28218", + "right": "issue:29159", "accept": false, - "reason": "CamemBERT masked-LM regression is model-specific; tokenization-version changes are broader and not the same bug." + "reason": "Added-token extra-space bug and generic slow/fast tokenizer inconsistency are not specific enough to treat as the same bug without stronger evidence." }, { - "left": "issue:43782", - "right": "issue:45325", + "left": "issue:43749", + "right": "issue:44291", "accept": false, - "reason": "Different Qwen-VL problems: weight_only loading vs rope/position-id scaling." + "reason": "FSDP CPU RAM efficient loading and init_empty_weights unexpected argument errors are different loading paths and failures." }, { - "left": "issue:47254", - "right": "issue:47332", + "left": "issue:47276", + "right": "issue:47337", "accept": false, - "reason": "Gradient-checkpointing/ZeRO checkpoint error is unrelated to disk-offloaded save failure." + "reason": "Misleading synced_gpus warning and bbox coordinate flaky test are unrelated." }, { - "left": "issue:44589", - "right": "issue:45042", + "left": "issue:43742", + "right": "issue:45020", "accept": false, - "reason": "Float8 storage lookup and torchvision dependency requirements are unrelated." + "reason": "MobileLLM key error and remote_code regressions are both model-loading issues, but the concrete failure is different." }, { - "left": "issue:39921", - "right": "issue:47470", + "left": "issue:42175", + "right": "issue:45081", "accept": false, - "reason": "Gemma3N special-token projection error vs ESMFold fp16 casting error." + "reason": "Backend-dependency packaging and Mistral regex patch AttributeError are unrelated." }, { - "left": "issue:36010", - "right": "issue:43645", + "left": "issue:43825", + "right": "issue:43994", "accept": false, - "reason": "Importing GenerationMixin from a moved module is not the same as notebook custom-model initialization breakage." + "reason": "Wrong pipeline translation-support message and SigLIP2 nonsense outputs are different issues in different layers." }, { - "left": "issue:43577", - "right": "issue:43582", + "left": "issue:43931", + "right": "issue:46846", "accept": false, - "reason": "BLIP2 dtype propagation and Apple Silicon warmup TypeError are unrelated." + "reason": "Qwen3-VL shape mismatch and Qwen3.5 TP plan missing linear_attn entries are different model/version-specific loading errors." }, { - "left": "issue:46851", - "right": "issue:47337", + "left": "issue:43388", + "right": "issue:46032", "accept": false, - "reason": "Variable-length position_ids in Qwen3.5 is unrelated to a bbox-coordinate flaky test." + "reason": "Metric gathering drops tuple labels, while Mamba2 use_cache seq_len>1 returns wrong results; no shared code path." }, { - "left": "issue:43262", - "right": "issue:47217", + "left": "issue:47254", + "right": "issue:47333", "accept": false, - "reason": "Audio chat-template sample-rate defaults are unrelated to VL image-placeholder handling." + "reason": "Gradient checkpointing with PEFT/ZeRO-3 and disk-offloaded save failure are separate distributed/offloading problems." }, { - "left": "issue:45823", - "right": "issue:47470", + "left": "issue:42915", + "right": "issue:47333", "accept": false, - "reason": "Gemma4 device-map mismatch and ESMFold fp16 casting error are different model/runtime bugs." + "reason": "Qwen3Moe FP8 config failure and disk-offloaded Qwen3 save failure are both Qwen-related, but the underlying bug is different." }, { - "left": "issue:43262", - "right": "issue:43819", + "left": "issue:46697", + "right": "issue:46728", "accept": false, - "reason": "Audio processor sample-rate defaults do not match DAC latent/STE behavior." + "reason": "Both involve image sizing, but one is over-padding in Swin2SR preprocessing and the other is wrong patch counting in Aria resolution selection." }, { - "left": "issue:43653", - "right": "issue:44912", + "left": "issue:43782", + "right": "issue:45325", "accept": false, - "reason": "BigBirdTokenizer special-token registration is unrelated to MXFP4 loading fallback behavior." + "reason": "Different Qwen-VL bugs: loading with weight_only vs still-image temporal position-id scaling." }, { - "left": "issue:36010", - "right": "issue:36331", + "left": "issue:44671", + "right": "issue:45701", "accept": false, - "reason": "GenerationMixin import-path regression is unrelated to CustomTrainer.compute_loss kwargs." + "reason": "CamemBERT masked-LM prediction regression and general tokenization changes are not the same concrete bug." } ] }, @@ -7103,67 +7072,79 @@ "component_index": 1, "component_count": 28, "review_unit_index": 23, - "review_unit_count": 67, + "review_unit_count": 68, "status": "reviewed", "reason": null, "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-545", + "cluster_id": "cluster-10000-547", "nodes": [ - "issue:28370", - "issue:29159", - "issue:38175", + "issue:36010", + "issue:36331", + "issue:39921", "issue:42175", "issue:42915", "issue:43257", + "issue:43262", "issue:43329", "issue:43452", "issue:43526", "issue:43531", "issue:43550", + "issue:43577", "issue:43582", "issue:43638", + "issue:43645", + "issue:43653", "issue:43696", "issue:43697", - "issue:43742", - "issue:43746", "issue:43819", "issue:43825", "issue:43827", - "issue:43854", - "issue:43906", "issue:43927", - "issue:44060", - "issue:44368", - "issue:44610", - "issue:44811", + "issue:44589", "issue:44821", "issue:44857", "issue:44912", "issue:44936", - "issue:44977", "issue:44991", "issue:45003", "issue:45042", "issue:45081", "issue:45372", "issue:45406", - "issue:45859", + "issue:45823", "issue:46175", - "issue:46209", "issue:46285", "issue:46291", "issue:46326", + "issue:46851", "issue:46932", - "issue:47050", - "issue:47470" + "issue:47217", + "issue:47254", + "issue:47332", + "issue:47337", + "issue:47470", + "issue:47473" ], "soft_pairs": [ + "issue:47254|issue:47332", + "issue:39921|issue:47470", + "issue:44589|issue:45042", + "issue:36010|issue:43645", + "issue:43577|issue:43582", + "issue:46851|issue:47337", + "issue:45823|issue:47470", + "issue:43262|issue:47217", + "issue:43262|issue:43819", + "issue:43653|issue:44912", + "issue:36010|issue:36331", "issue:43582|issue:44857", + "issue:43653|issue:47473", "issue:45003|issue:46285", - "issue:45372|issue:46326", "issue:43550|issue:44912", + "issue:45372|issue:46326", "issue:43531|issue:45042", "issue:46175|issue:46932", "issue:42175|issue:46291", @@ -7171,192 +7152,202 @@ "issue:42915|issue:44821", "issue:43819|issue:43927", "issue:43257|issue:43329", - "issue:43452|issue:44991", "issue:45081|issue:45406", + "issue:43452|issue:44991", "issue:43257|issue:43696", "issue:43825|issue:43827", - "issue:43526|issue:43697", - "issue:44060|issue:44368", - "issue:43854|issue:44977", - "issue:43742|issue:47470", - "issue:45859|issue:47050", - "issue:43906|issue:46209", - "issue:38175|issue:44610", - "issue:28370|issue:29159", - "issue:43746|issue:44811" + "issue:43526|issue:43697" ], - "prepared_review_unit_hash": "ded4d24566739316666e4ad0bdd23f05fe07f35d10f0228c2c01236706ae62a6", + "prepared_review_unit_hash": "13d75954b1a08c7e5ce8178a3de3707b4e316de121e02c3b4ba8b8e95f116132", "component_budget": { - "node_count": 545, - "item_count": 545, - "soft_pair_count": 2024, - "serialized_chars": 1046962, - "estimated_input_tokens": 261741, - "estimated_eval_tokens": 523738 + "node_count": 547, + "item_count": 547, + "soft_pair_count": 2032, + "serialized_chars": 1051055, + "estimated_input_tokens": 262764, + "estimated_eval_tokens": 525784 }, "budget": { "node_count": 47, "item_count": 47, - "soft_pair_count": 24, - "serialized_chars": 34643, - "estimated_input_tokens": 8661, - "estimated_eval_tokens": 17578 + "soft_pair_count": 28, + "serialized_chars": 35813, + "estimated_input_tokens": 8954, + "estimated_eval_tokens": 18164 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "These items are mostly unrelated, model-specific issue reports rather than duplicates. I did not find any soft pair that clearly describes the same underlying bug or change, so I kept all soft edges rejected.", - "confidence": 0.84, - "canonical_issue_reason": "Issue 43825 is the strongest standalone triage anchor: it is concrete, user-visible, and has the clearest path to a targeted fix compared with the rest of the heterogeneous set.", + "summary": "This cluster is very loose: the items share broad Transformers-related vocabulary, but the soft pairs mostly point to different bugs, models, or code paths. I would not merge any of the suggested pairs.", + "confidence": 0.24, + "canonical_issue_reason": "issue:45372 is the best representative of the cluster\u2019s densest topical pocket (Gemma4/mistral_common processor-loading regressions) and has the clearest user-facing runtime failure with discussion/inbound references. That said, the cluster does not have a strong single duplicate center.", "canonical_pr_reason": null, - "best_issue_reason": "Issue 43825 is also the best global issue candidate because it is specific, reproducible, and sufficiently well-scoped to serve as a representative bug report.", + "best_issue_reason": "45372 is the most actionable, concrete runtime bug among the set and the most plausible anchor for a topical subgroup, even though the overall cluster remains heterogeneous.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:43582", - "right": "issue:44857", + "left": "issue:47254", + "right": "issue:47332", "accept": false, - "reason": "Different failures: Apple Silicon TypeError in allocator warmup vs CUDA/AMP crash in LwDetrImageLoss." + "reason": "Different failures: PEFT/ZeRO-3 gradient-checkpointing checkpoint error vs disk-offloaded Qwen3-VL save failure." }, { - "left": "issue:45003", - "right": "issue:46285", + "left": "issue:39921", + "right": "issue:47470", "accept": false, - "reason": "Unrelated bugs: unsafe sys.modules access vs CLIP text model structure inconsistency." + "reason": "Unrelated models and symptoms: Gemma3N special-token projection error vs ESMFold fp16 CUDA OOM." }, { - "left": "issue:45372", - "right": "issue:46326", + "left": "issue:44589", + "right": "issue:45042", "accept": false, - "reason": "Both involve mistral_common, but one is an import error for Gemma 4 loading and the other is a tokenizer message/behavior bug; different code paths." + "reason": "Different code paths: Float8 storage lookup/type error vs PIL image processor torchvision dependency regression." }, { - "left": "issue:43550", - "right": "issue:44912", + "left": "issue:36010", + "right": "issue:43645", "accept": false, - "reason": "Different model and failure mode: torch.compile + SDPA on Bamba vs MXFP4 quantization fallback on git-oss-20b." + "reason": "ImportError for GenerationMixin is not the same bug as Jupyter custom-model initialization breaking in v5." }, { - "left": "issue:43531", - "right": "issue:45042", + "left": "issue:43577", + "right": "issue:43582", "accept": false, - "reason": "Qwen3-MoE sliding_window behavior is unrelated to PIL backend/torchvision dependency handling." + "reason": "BLIP2 dtype propagation issue and Apple Silicon allocator warmup TypeError are separate failures." }, { - "left": "issue:46175", - "right": "issue:46932", + "left": "issue:46851", + "right": "issue:47337", "accept": false, - "reason": "Both are Gemma4-related, but one is a massive vision position embedding inefficiency and the other is a dtype-casting bug for quantized embedders." + "reason": "Qwen3.5 variable-length position_ids bug is unrelated to flaky bbox coordinate-range test failures." }, { - "left": "issue:42175", - "right": "issue:46291", + "left": "issue:45823", + "right": "issue:47470", "accept": false, - "reason": "TensorFlow extra installation issue is unrelated to kernels import/version requirements in pipelines." + "reason": "Gemma4 PLE device mismatch and ESMFold fp16 casting error are different model/runtime problems." }, { - "left": "issue:43638", - "right": "issue:44936", + "left": "issue:43262", + "right": "issue:47217", "accept": false, - "reason": "Different lifecycle bugs: ZeRO-3 with a non-pretrained Bert model vs evaluate() failing after train()." + "reason": "Audio chat-template sampling-rate default and VL image-placeholder handling are distinct behaviors." }, { - "left": "issue:42915", - "right": "issue:44821", + "left": "issue:43262", + "right": "issue:43819", "accept": false, - "reason": "Qwen3Moe FP8 failure is unrelated to loading AutoImageProcessor from URL." + "reason": "Audio processor sampling-rate bug is unrelated to DAC.from_latents STE/forward mismatch." }, { - "left": "issue:43819", - "right": "issue:43927", + "left": "issue:43653", + "right": "issue:44912", "accept": false, - "reason": "DAC latent/STE mismatch and DiaConfig save-load token ID loss are different defects." + "reason": "Tokenizer special-token registration and MXFP4 quantization loading are different issues." }, { - "left": "issue:43257", - "right": "issue:43329", + "left": "issue:36010", + "right": "issue:36331", "accept": false, - "reason": "Different subsystems: Qwen3 MOE weight conversion with accelerate+deepspeed vs multimodal token counting/video branch bug." + "reason": "GenerationMixin import failure and CustomTrainer.compute_loss signature mismatch are separate compatibility breaks." }, { - "left": "issue:43452", - "right": "issue:44991", + "left": "issue:43582", + "right": "issue:44857", "accept": false, - "reason": "Both are tokenizer-loading problems, but one is gguf_file handling in from_pretrained and the other is a specific model failing on transformers>=5.0; not the same bug." + "reason": "AppleSilicon caching allocator TypeError is unrelated to LwDetrImageLoss AMP/CUDA crash." }, { - "left": "issue:45081", - "right": "issue:45406", + "left": "issue:43653", + "right": "issue:47473", "accept": false, - "reason": "Different failures: Mistral regex patch/backend_tokenizer crash vs Gemma4Processor missing _tokenizer in transformers serve." + "reason": "BigBirdTokenizer special-token registration and SentencePiece byte-fallback decoding are different tokenizer bugs." }, { - "left": "issue:43257", - "right": "issue:43696", + "left": "issue:45003", + "right": "issue:46285", "accept": false, - "reason": "Weight conversion/loading bug is unrelated to a plain CUDA OOM report." + "reason": "Unsafe sys.modules access is not the same change as CLIP text-model structure divergence." }, { - "left": "issue:43825", - "right": "issue:43827", + "left": "issue:43550", + "right": "issue:44912", "accept": false, - "reason": "Related by v5 pipeline removals, but one is an incorrect error message and the other is stale docs; separate artifacts and fix surfaces." + "reason": "Bamba torch.compile/SDPA failure and GPT-oss MXFP4 loading fallback are unrelated." }, { - "left": "issue:43526", - "right": "issue:43697", + "left": "issue:45372", + "right": "issue:46326", "accept": false, - "reason": "BEiT Fast label reduction bug is unrelated to RTDetrV2 output differences." + "reason": "Both involve mistral_common, but one is a ReasoningEffort import failure in Gemma4 loading and the other is continue_final_message behavior; not the same bug." }, { - "left": "issue:44060", - "right": "issue:44368", + "left": "issue:43531", + "right": "issue:45042", "accept": false, - "reason": "Both mention tied-weights warnings, but they are for different Qwen model variants and different reported behavior; not clearly one bug." + "reason": "Qwen3-MoE sliding_window behavior and PIL backend torchvision dependency are unrelated." }, { - "left": "issue:43854", - "right": "issue:44977", + "left": "issue:46175", + "right": "issue:46932", "accept": false, - "reason": "GLM-4.7-Flash unit test loading issue is unrelated to Qwen3.5 flash-attention generation problems." + "reason": "Huge one-hot position embedding allocation and quantized embedder dtype casting are different Gemma4 problems." }, { - "left": "issue:43742", - "right": "issue:47470", + "left": "issue:42175", + "right": "issue:46291", "accept": false, - "reason": "MobileLLM loading key error and ESMFold fp16 casting failure are unrelated." + "reason": "Packaging/extras backend omission is not the same as pipelines import breaking on kernels v0.15." }, { - "left": "issue:45859", - "right": "issue:47050", + "left": "issue:43638", + "right": "issue:44936", "accept": false, - "reason": "CPU offload incompatibility in Qwen3_5MoeTextRotaryEmbedding is unrelated to Canine ONNX fp16 dtype mismatch." + "reason": "ZeRO-3 index error on a non-pretrained Bert training path differs from trainer.evaluate() failing after train()." }, { - "left": "issue:43906", - "right": "issue:46209", + "left": "issue:42915", + "right": "issue:44821", "accept": false, - "reason": "A reproduction of an older issue is not the same as a new FP8 inference failure on B200." + "reason": "Qwen3Moe FineGrainedFP8Config failure and AutoImageProcessor URL loading are unrelated." }, { - "left": "issue:38175", - "right": "issue:44610", + "left": "issue:43819", + "right": "issue:43927", "accept": false, - "reason": "Unexpected zero probabilities in SigLIP2 and an OmDet-Turbo input-size mismatch are different model/processor bugs." + "reason": "DAC.from_latents mismatch and DiaConfig token-ID persistence loss are different bug classes." }, { - "left": "issue:28370", - "right": "issue:29159", + "left": "issue:43257", + "right": "issue:43329", "accept": false, - "reason": "Both are tokenizer-related, but one is missing vocab_file for custom SentencePiece models and the other is a broader slow/fast tokenizer inconsistency." + "reason": "Qwen3-MoE weight conversion under accelerate/deepspeed and sliding_window undefined-variable issues are separate." }, { - "left": "issue:43746", - "right": "issue:44811", + "left": "issue:45081", + "right": "issue:45406", + "accept": false, + "reason": "Mistral regex patch crash and Gemma4Processor missing _tokenizer in serve are different failure points." + }, + { + "left": "issue:43452", + "right": "issue:44991", + "accept": false, + "reason": "Both are loading regressions, but gguf_file support and EMBEDDIA/est-roberta tokenizer loading are distinct bugs." + }, + { + "left": "issue:43825", + "right": "issue:43827", + "accept": false, + "reason": "Runtime error-message wording and documentation still referencing pipeline() are related to v5 changes, but not the same underlying bug/change." + }, + { + "left": "issue:43526", + "right": "issue:43697", "accept": false, - "reason": "PEFT checkpoint loading for GraniteSpeech is unrelated to Whisper batch_decode skipping special tokens." + "reason": "BEiT reduce_labels and RTDetrV2 output divergence are unrelated vision-model issues." } ] }, @@ -7372,16 +7363,18 @@ "component_index": 1, "component_count": 28, "review_unit_index": 24, - "review_unit_count": 67, + "review_unit_count": 68, "status": "reviewed", "reason": null, "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-545", + "cluster_id": "cluster-10000-547", "nodes": [ + "issue:28370", "issue:29159", "issue:34567", + "issue:38175", "issue:39692", "issue:40990", "issue:42490", @@ -7391,286 +7384,274 @@ "issue:43329", "issue:43425", "issue:43450", - "issue:43454", - "issue:43525", "issue:43526", - "issue:43540", - "issue:43577", "issue:43643", - "issue:43650", "issue:43742", - "issue:43749", + "issue:43746", "issue:43756", + "issue:43854", "issue:43906", "issue:43931", + "issue:44060", "issue:44291", + "issue:44368", "issue:44387", "issue:44479", "issue:44554", "issue:44589", + "issue:44610", "issue:44617", - "issue:44756", "issue:44811", "issue:44821", "issue:44912", - "issue:44987", + "issue:44977", "issue:45042", "issue:45081", "issue:45084", - "issue:45459", "issue:45538", "issue:45600", "issue:45759", - "issue:45803", + "issue:45859", + "issue:46209", "issue:46291", - "issue:46701", "issue:47020", - "issue:47145", + "issue:47050", "issue:47333", - "issue:47458" + "issue:47458", + "issue:47470" ], "soft_pairs": [ + "issue:44060|issue:44368", + "issue:43854|issue:44977", + "issue:43742|issue:47470", + "issue:45859|issue:47050", + "issue:43906|issue:46209", + "issue:38175|issue:44610", "issue:45084|issue:45538", + "issue:43746|issue:44811", "issue:43329|issue:44479", "issue:42915|issue:43742", + "issue:28370|issue:29159", "issue:43262|issue:44811", - "issue:42490|issue:43257", "issue:44291|issue:45042", + "issue:42490|issue:43257", "issue:43643|issue:45759", - "issue:43329|issue:45600", "issue:39692|issue:44912", + "issue:43329|issue:45600", "issue:44387|issue:44617", - "issue:34567|issue:40990", - "issue:43329|issue:43450", "issue:43526|issue:44554", + "issue:43329|issue:43450", + "issue:34567|issue:40990", "issue:44589|issue:47333", - "issue:29159|issue:34567", "issue:45081|issue:47020", + "issue:29159|issue:34567", "issue:43425|issue:46291", "issue:43257|issue:43931", "issue:44291|issue:44821", - "issue:43756|issue:47458", - "issue:44987|issue:45538", - "issue:43540|issue:46701", - "issue:44912|issue:47145", - "issue:43525|issue:46291", - "issue:45459|issue:45803", - "issue:43742|issue:44291", - "issue:43749|issue:44756", - "issue:43650|issue:43906", - "issue:43454|issue:43577" + "issue:43756|issue:47458" ], - "prepared_review_unit_hash": "46049f44e344969586299472758d00a6bae4c510c0b90c2f0cb63ddd3b14e262", + "prepared_review_unit_hash": "e1f6c04919741e10c9fb531ba4aaa47b2fe504b6c32456891d551d25c6734521", "component_budget": { - "node_count": 545, - "item_count": 545, - "soft_pair_count": 2024, - "serialized_chars": 1046962, - "estimated_input_tokens": 261741, - "estimated_eval_tokens": 523738 + "node_count": 547, + "item_count": 547, + "soft_pair_count": 2032, + "serialized_chars": 1051055, + "estimated_input_tokens": 262764, + "estimated_eval_tokens": 525784 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 29, - "serialized_chars": 36452, - "estimated_input_tokens": 9113, - "estimated_eval_tokens": 18482 + "soft_pair_count": 28, + "serialized_chars": 36267, + "estimated_input_tokens": 9067, + "estimated_eval_tokens": 18390 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "Most pairs are clearly unrelated. The only close-looking video pair, issue:43329 and issue:44479, is similar at the title/body level but does not have enough evidence to confirm the same underlying bug, so I would treat it as a near-match rather than a duplicate.", - "confidence": 0.76, - "canonical_issue_reason": "issue:43329 is the most concrete report in the set because it names the failing video token-count helper path and the undefined helpers involved; it is the best anchor for nearby video-related reports, but the evidence is not strong enough to claim a duplicate relationship with issue:44479.", + "summary": "This cluster is a loose lexical grouping of unrelated Transformers bugs. The soft edges share broad themes like loading, tokenizer, multimodal, or quantization, but not the same concrete failure path, so none should be merged as duplicates.", + "confidence": 0.92, + "canonical_issue_reason": "No strong canonical issue: the set spans unrelated subsystems and failure modes (tokenizers, config/loading, vision, video, quantization, offloading, training state).", "canonical_pr_reason": null, - "best_issue_reason": "issue:43329 is the most actionable issue overall: it pinpoints a specific multimodal video code path, while the other video issue is broader and less clearly rooted in the same bug.", + "best_issue_reason": "No single issue is a good global representative for deduplication; the cluster is too heterogeneous to anchor on one bug report.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:45084", - "right": "issue:45538", - "accept": false, - "reason": "Different tokenizer/template error versus a CLIPTokenizer max-length constant issue; no shared bug." - }, - { - "left": "issue:43329", - "right": "issue:44479", + "left": "issue:44060", + "right": "issue:44368", "accept": false, - "reason": "Both are video-related Qwen-family reports, but 43329 is a specific helper bug in _get_num_multimodal_tokens while 44479 is a broader video-input regression; there is not enough evidence they are the same code-path bug." + "reason": "Both mention Qwen3 tied-weight warnings, but they describe different problems: an incorrect weight tie vs a user-facing LoRA warning." }, { - "left": "issue:42915", - "right": "issue:43742", + "left": "issue:43854", + "right": "issue:44977", "accept": false, - "reason": "Unrelated loading failures: FineGrainedFP8Config versus a MobileLLM key error." + "reason": "Different models and failures: GLM-4.7 loading in tests vs gpt-oss quantization fallback." }, { - "left": "issue:43262", - "right": "issue:44811", + "left": "issue:43742", + "right": "issue:47470", "accept": false, - "reason": "Audio chat-template sampling-rate default is unrelated to Whisper batch_decode skip_special_tokens handling." + "reason": "A generic load error is not enough here; MobileLLM KeyError and ESMFold fp16 casting failure are different bugs." }, { - "left": "issue:42490", - "right": "issue:43257", + "left": "issue:45859", + "right": "issue:47050", "accept": false, - "reason": "Local-path trailing slash warning is unrelated to Qwen3 MOE weight conversion with accelerate/deepspeed." + "reason": "Both are dtype/offload-related, but they hit different code paths and models, so they are not the same fix." }, { - "left": "issue:44291", - "right": "issue:45042", + "left": "issue:43906", + "right": "issue:46209", "accept": false, - "reason": "init_empty_weights TypeError is unrelated to PIL backend image processors requiring torchvision." + "reason": "One is a reproduction of an older issue, the other is an FP8 inference failure on B200; distinct problems." }, { - "left": "issue:43643", - "right": "issue:45759", + "left": "issue:38175", + "right": "issue:44610", "accept": false, - "reason": "Both involve config loading, but they are different concrete bugs and code paths." + "reason": "Vision-related, but one is zero probabilities from SigLIP2 and the other is an image-size mismatch in OmDet-Turbo." }, { - "left": "issue:43329", - "right": "issue:45600", + "left": "issue:45084", + "right": "issue:45538", "accept": false, - "reason": "Video token counting bug is unrelated to stale auto_mappings references." + "reason": "Tokenizer compile error vs CLIPTokenizer max_length bug; unrelated." }, { - "left": "issue:39692", - "right": "issue:44912", + "left": "issue:43746", + "right": "issue:44811", "accept": false, - "reason": "Documentation example errors are unrelated to MXFP4 quantization fallback." + "reason": "Local checkpoint loading with PEFT adapters vs Whisper batch_decode skip_special_tokens; different layers of the stack." }, { - "left": "issue:44387", - "right": "issue:44617", + "left": "issue:43329", + "right": "issue:44479", "accept": false, - "reason": "Both are OOM-ish symptoms, but they point to different causes and models." + "reason": "Both concern video, but one is an undefined-variable bug in token counting and the other is a broader video-input regression." }, { - "left": "issue:34567", - "right": "issue:40990", + "left": "issue:42915", + "right": "issue:43742", "accept": false, - "reason": "Trainer token counter update issue is unrelated to perplexity on gpt-oss-20b." + "reason": "Both involve loading, but FineGrainedFP8Config compatibility and a MobileLLM KeyError are different failures." }, { - "left": "issue:43329", - "right": "issue:43450", + "left": "issue:28370", + "right": "issue:29159", "accept": false, - "reason": "Both mention video, but one is token counting and the other is batched processor output shape." + "reason": "Tokenizer issues, but custom SentencePiece vocab_file handling and slow/fast tokenizer inconsistency are not the same bug." }, { - "left": "issue:43526", - "right": "issue:44554", + "left": "issue:43262", + "right": "issue:44811", "accept": false, - "reason": "Beit label reduction bug is unrelated to MPS attention correctness." + "reason": "Processor behavior differs: chat-template sampling-rate defaulting vs decode-time special-token handling." }, { - "left": "issue:44589", - "right": "issue:47333", + "left": "issue:44291", + "right": "issue:45042", "accept": false, - "reason": "Float8 storage lookup failure is unrelated to disk-offloaded save failure." + "reason": "Different subsystems: init_empty_weights TypeError vs PIL backend image processors requiring torchvision." }, { - "left": "issue:29159", - "right": "issue:34567", + "left": "issue:42490", + "right": "issue:43257", "accept": false, - "reason": "Tokenizer slow/fast inconsistency is unrelated to TrainerState token accounting." + "reason": "Local-path import warning and Qwen3 MoE weight-conversion failure are unrelated loading issues." }, { - "left": "issue:45081", - "right": "issue:47020", + "left": "issue:43643", + "right": "issue:45759", "accept": false, - "reason": "Different tokenizer implementations and different failure causes." + "reason": "Both touch config/model construction, but missing fields under trust_remote_code and not unwrapping text_config are different bugs." }, { - "left": "issue:43425", - "right": "issue:46291", + "left": "issue:39692", + "right": "issue:44912", "accept": false, - "reason": "Torch version incompatibility is unrelated to kernels import-time dependency requirements." + "reason": "Doc/example errors and MXFP4 quantization fallback are distinct model-loading problems." }, { - "left": "issue:43257", - "right": "issue:43931", + "left": "issue:43329", + "right": "issue:45600", "accept": false, - "reason": "Qwen3 MOE conversion issue is unrelated to Qwen3-VL weight-shape mismatch." + "reason": "Video multimodal token counting bug vs stale auto_mappings references; no shared code path." }, { - "left": "issue:44291", - "right": "issue:44821", + "left": "issue:44387", + "right": "issue:44617", "accept": false, - "reason": "init_empty_weights argument handling is unrelated to AutoImageProcessor URL loading." + "reason": "OOM symptoms only; one is int4 CUDA reserved-memory growth, the other is Sam3Video running out of memory." }, { - "left": "issue:43756", - "right": "issue:47458", + "left": "issue:43526", + "right": "issue:44554", "accept": false, - "reason": "RoPE layer truncation bug is unrelated to GPT2 c_proj initialization." + "reason": "Completely different areas: BEiT label reduction vs MPS attention correctness." }, { - "left": "issue:44987", - "right": "issue:45538", + "left": "issue:43329", + "right": "issue:43450", "accept": false, - "reason": "Model load failure with physical-intelligence/fast is unrelated to CLIPTokenizer max_length." + "reason": "Both are video-related, but one is undefined variables in multimodal token counting and the other is batched video processor shape output." }, { - "left": "issue:43540", - "right": "issue:46701", + "left": "issue:34567", + "right": "issue:40990", "accept": false, - "reason": "Different models and pipeline failures; no concrete shared code path." + "reason": "Trainer token accounting bug vs high perplexity on a specific model; not the same code path." }, { - "left": "issue:44912", - "right": "issue:47145", + "left": "issue:44589", + "right": "issue:47333", "accept": false, - "reason": "MXFP4 fallback to bf16 is different from FP8 frozen-checkpoint weight_scale omission." + "reason": "Both mention storage/offload-like failures, but the underlying errors are different: float8 storage lookup vs saving disk-offloaded Qwen3." }, { - "left": "issue:43525", - "right": "issue:46291", + "left": "issue:45081", + "right": "issue:47020", "accept": false, - "reason": "Missing pad_token_id on Llama4Config is unrelated to kernels import failure." + "reason": "Tokenizer construction failures, but Mistral regex patching and XLMRoberta Unigram initialization are different bugs." }, { - "left": "issue:45459", - "right": "issue:45803", + "left": "issue:29159", + "right": "issue:34567", "accept": false, - "reason": "Both hide errors, but they are separate exception-handling bugs in different functions." + "reason": "Tokenizer consistency vs TrainerState token counter update; unrelated." }, { - "left": "issue:43742", - "right": "issue:44291", + "left": "issue:43425", + "right": "issue:46291", "accept": false, - "reason": "Model loading key error is unrelated to init_empty_weights argument mismatch." + "reason": "Torch version incompatibility and kernels package metadata requirements are different dependency problems." }, { - "left": "issue:43749", - "right": "issue:44756", + "left": "issue:43257", + "right": "issue:43931", "accept": false, - "reason": "FSDP CPU RAM efficient loading failure is unrelated to Strix Halo mmap/OOM behavior." + "reason": "Both are Qwen3 load issues, but one is deepspeed/accelerate weight conversion and the other is a VL shape mismatch." }, { - "left": "issue:43650", - "right": "issue:43906", + "left": "issue:44291", + "right": "issue:44821", "accept": false, - "reason": "No evidence they describe the same bug; one is a vague request, the other a reproduction of a separate issue." + "reason": "init_empty_weights TypeError vs AutoImageProcessor URL loading; unrelated." }, { - "left": "issue:43454", - "right": "issue:43577", + "left": "issue:43756", + "right": "issue:47458", "accept": false, - "reason": "AyaVision lm_head tying bug is unrelated to Blip2 dtype propagation." + "reason": "Smollm3 RoPE-layer behavior and GPT2 c_proj initialization are different model bugs." } ] }, - "evaluator_result": { - "accept": false, - "feedback": "The output is mostly grounded, but it overstates the evidence for issue:43329 / issue:44479. The packet only shows title/body-summary similarity for a video-input regression and a video token-count helper bug; that supports a cautious \u2018possibly related\u2019 or \u2018soft duplicate\u2019 reading, not a \u2018true duplicate\u2019 claim or a firm same-root-cause assertion. The rest of the pair rejections look conservative enough, but the canonical/summary language is too strong for the available evidence." - }, - "evaluator_used": true, - "retried": true, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, "accepted_nontrivial_soft_edge": false, "error_kind": null, "error_message": null @@ -7680,69 +7661,78 @@ "component_index": 1, "component_count": 28, "review_unit_index": 25, - "review_unit_count": 67, + "review_unit_count": 68, "status": "reviewed", "reason": null, "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-545", + "cluster_id": "cluster-10000-547", "nodes": [ "issue:24643", "issue:28282", - "issue:29127", "issue:29159", "issue:29870", "issue:33357", - "issue:33666", "issue:34567", "issue:34689", - "issue:35308", - "issue:36331", - "issue:39379", "issue:41720", "issue:42175", "issue:42915", "issue:43404", + "issue:43454", + "issue:43525", "issue:43531", "issue:43540", + "issue:43577", "issue:43582", + "issue:43650", "issue:43697", + "issue:43742", "issue:43749", "issue:43824", - "issue:44062", + "issue:43906", + "issue:44291", "issue:44479", - "issue:44554", - "issue:44560", "issue:44568", "issue:44589", + "issue:44756", "issue:44821", - "issue:44857", + "issue:44912", "issue:44936", - "issue:44991", + "issue:44987", "issue:45127", - "issue:45137", "issue:45356", "issue:45357", - "issue:45381", - "issue:45405", + "issue:45459", "issue:45488", "issue:45538", + "issue:45803", + "issue:46291", "issue:46421", "issue:46424", "issue:46693", + "issue:46701", "issue:46821", - "issue:46832", - "issue:46869", + "issue:47145", "issue:47254", "issue:47332" ], "soft_pairs": [ - "issue:28282|issue:34689", - "issue:33357|issue:34567", - "issue:28282|issue:29870", + "issue:44987|issue:45538", + "issue:43540|issue:46701", + "issue:43525|issue:46291", + "issue:44912|issue:47145", + "issue:45459|issue:45803", + "issue:43742|issue:44291", + "issue:43650|issue:43906", + "issue:43749|issue:44756", + "issue:43454|issue:43577", "issue:43531|issue:44821", "issue:44479|issue:46693", + "issue:33357|issue:34567", + "issue:28282|issue:34689", + "issue:28282|issue:29870", "issue:44589|issue:47332", "issue:46421|issue:46424", "issue:42175|issue:43824", @@ -7754,229 +7744,192 @@ "issue:43697|issue:45357", "issue:43404|issue:45127", "issue:44936|issue:46821", - "issue:45137|issue:45405", - "issue:28282|issue:29127", - "issue:41720|issue:43540", - "issue:44062|issue:44991", - "issue:45538|issue:46869", - "issue:43540|issue:44479", - "issue:44857|issue:46832", - "issue:43540|issue:44560", - "issue:39379|issue:44554", - "issue:42915|issue:43749", - "issue:42915|issue:47332", - "issue:44479|issue:45381", - "issue:34567|issue:36331", - "issue:33666|issue:35308" + "issue:41720|issue:43540" ], - "prepared_review_unit_hash": "bad53bff66b03ebbbd63678f341a72ad3fd98ee766e838ffd25956337b9dbe59", + "prepared_review_unit_hash": "7c3e08748c78c20a75d61b2bc1d84448d2ee12c5bdf828210c907202f2de9d7c", "component_budget": { - "node_count": 545, - "item_count": 545, - "soft_pair_count": 2024, - "serialized_chars": 1046962, - "estimated_input_tokens": 261741, - "estimated_eval_tokens": 523738 + "node_count": 547, + "item_count": 547, + "soft_pair_count": 2032, + "serialized_chars": 1051055, + "estimated_input_tokens": 262764, + "estimated_eval_tokens": 525784 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 30, - "serialized_chars": 36677, - "estimated_input_tokens": 9170, - "estimated_eval_tokens": 18596 + "soft_pair_count": 26, + "serialized_chars": 35593, + "estimated_input_tokens": 8899, + "estimated_eval_tokens": 18054 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "These items do not form a true duplicate cluster; they span unrelated failures across loading, tokenization, training, multimodal/video, cache, and hardware/runtime paths. I would reject every soft pair.", - "confidence": 0.98, - "canonical_issue_reason": "No single canonical issue: the set spans unrelated bugs in model loading, tokenizers, training, multimodal video handling, and cache/runtime code paths.", + "summary": "The items are a heterogeneous set of unrelated issues across loading, tokenizers, caching, offloading, and trainer behavior. None of the soft-similarity pairs look like the same underlying bug or change, so there is no clear duplicate cluster or canonical artifact here.", + "confidence": 0.95, + "canonical_issue_reason": null, "canonical_pr_reason": null, - "best_issue_reason": "issue:45488 is the strongest standalone report (clear regression, multiple inbound references, concrete impact), but it still does not represent the rest of the heterogeneous set.", + "best_issue_reason": null, "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:28282", - "right": "issue:34689", + "left": "issue:44987", + "right": "issue:45538", "accept": false, - "reason": "Both are loading-related, but one is a missing-PyTorch environment error and the other is a Llama 3.2 vision loading regression; different root causes." + "reason": "Different bugs: model loading failure for a specific model vs tokenizer max_length constant behavior." }, { - "left": "issue:33357", - "right": "issue:34567", + "left": "issue:43540", + "right": "issue:46701", "accept": false, - "reason": "MacOS CLIP bus error vs TrainerState token counting bug; unrelated subsystems and symptoms." + "reason": "Different multimodal failures affecting different model/pipeline paths and symptoms." }, { - "left": "issue:28282", - "right": "issue:29870", + "left": "issue:43525", + "right": "issue:46291", "accept": false, - "reason": "ImportError about PyTorch availability vs Bart generate UnboundLocalError; not the same bug." + "reason": "Unrelated: missing pad_token_id on a config vs pipeline import failing on kernels dependency constraints." }, { - "left": "issue:43531", - "right": "issue:44821", + "left": "issue:44912", + "right": "issue:47145", "accept": false, - "reason": "Qwen3-MoE sliding_window issue vs AutoImageProcessor URL loading failure; different code paths." + "reason": "Both involve quantized weights, but they are different formats and failure modes (MXFP4 fallback vs frozen FP8 weight_scale loading)." }, { - "left": "issue:44479", - "right": "issue:46693", + "left": "issue:45459", + "right": "issue:45803", "accept": false, - "reason": "Video input regression in Qwen models vs FA2 long-context performance regression; different failures." + "reason": "Both mention error handling, but the underlying code paths and reported failures are different tokenizer/batch conversion bugs." }, { - "left": "issue:44589", - "right": "issue:47332", + "left": "issue:43742", + "right": "issue:44291", "accept": false, - "reason": "Missing Float8 storage type vs disk-offloaded Qwen3-VL save failure; unrelated." + "reason": "Different model-loading problems: missing key for MobileLLM vs unexpected init_empty_weights argument." }, { - "left": "issue:46421", - "right": "issue:46424", + "left": "issue:43650", + "right": "issue:43906", "accept": false, - "reason": "Both involve cache behavior, but lazy-init recompilation and max_cache_length being ignored are distinct bugs." + "reason": "No shared bug; one is a vague data request and the other is a reproduction of a separate issue." }, { - "left": "issue:42175", - "right": "issue:43824", + "left": "issue:43749", + "right": "issue:44756", "accept": false, - "reason": "Packaging/backend dependency issue vs missing Qwen2_5_VL import; unrelated." + "reason": "Both touch memory/loading behavior, but one is FSDP RAM-efficient loading and the other is mmap/OOM on Strix Halo." }, { - "left": "issue:44568", - "right": "issue:45356", + "left": "issue:43454", + "right": "issue:43577", "accept": false, - "reason": "Tokenizer special-token handling bug vs Kimi-K2.5 codec/regex regression; different concrete problems." + "reason": "Different model classes and causes: untied lm_head weights vs dtype remaining float32 in BLIP-2." }, { - "left": "issue:42915", - "right": "issue:45538", + "left": "issue:43531", + "right": "issue:44821", "accept": false, - "reason": "Qwen3Moe FP8 config failure vs CLIPTokenizer model_max_length constant; unrelated." + "reason": "Unrelated: Qwen3-MoE sliding_window behavior vs AutoImageProcessor URL loading." }, { - "left": "issue:24643", - "right": "issue:29159", + "left": "issue:44479", + "right": "issue:46693", "accept": false, - "reason": "DeepSpeed training RuntimeError about 2-D weight vs slow/fast tokenizer inconsistency; different code paths." + "reason": "Both are regressions, but one is video-input behavior and the other is FA2 long-context performance regression." }, { - "left": "issue:43582", - "right": "issue:47254", + "left": "issue:33357", + "right": "issue:34567", "accept": false, - "reason": "Apple Silicon caching allocator TypeError vs PEFT+ZeRO-3 checkpoint error; not the same underlying issue." + "reason": "Completely different subsystems: MacOS bus error on CLIP vs TrainerState token counter update." }, { - "left": "issue:44568", - "right": "issue:45488", + "left": "issue:28282", + "right": "issue:34689", "accept": false, - "reason": "Both are tokenizer regressions, but one is BOS/EOS special-token addition and the other is LlamaTokenizer pre-tokenizer override; different fixes." - }, - { - "left": "issue:43697", - "right": "issue:45357", - "accept": false, - "reason": "RT-DETR v5 output mismatch vs Qwen3.5 save_pretrained visual key regression; unrelated models and bugs." - }, - { - "left": "issue:43404", - "right": "issue:45127", - "accept": false, - "reason": "Both involve embedding/weight tying, but the model paths and failure modes differ: untied lm_head vs LoRA merge with extended vocab collapse." - }, - { - "left": "issue:44936", - "right": "issue:46821", - "accept": false, - "reason": "trainer.evaluate after train regression vs TimesFM window_size AttributeError; unrelated." - }, - { - "left": "issue:45137", - "right": "issue:45405", - "accept": false, - "reason": "DeepSpeed ZeRO-3 deque error vs a PEFT version bump/packaging issue; not the same bug." + "reason": "One is missing PyTorch in the environment; the other is a specific model-loading regression." }, { "left": "issue:28282", - "right": "issue:29127", + "right": "issue:29870", "accept": false, - "reason": "Missing PyTorch ImportError vs LayoutLMv3 box-content validation message issue; unrelated." + "reason": "No common underlying bug; dependency/import failure vs Bart generate-time unbound variable." }, { - "left": "issue:41720", - "right": "issue:43540", + "left": "issue:44589", + "right": "issue:47332", "accept": false, - "reason": "Qwen3 auto device mapping CUDA assert vs Qwen3OmniMoe video processing ValueError; different subsystems." + "reason": "Different storage/offloading issues with different symptoms and code paths." }, { - "left": "issue:44062", - "right": "issue:44991", + "left": "issue:46421", + "right": "issue:46424", "accept": false, - "reason": "AddedToken duplicate keyword TypeError vs tokenizer loading failure for a specific model; separate tokenizer bugs." + "reason": "Same cache area but different bugs: spurious recompilation vs cache length config being ignored outside quantized cache." }, { - "left": "issue:45538", - "right": "issue:46869", + "left": "issue:42175", + "right": "issue:43824", "accept": false, - "reason": "CLIPTokenizer max_length constant vs YOLO multi-GPU device-map failure; unrelated." + "reason": "Unrelated packaging/backend issue vs model class import error." }, { - "left": "issue:43540", - "right": "issue:44479", + "left": "issue:44568", + "right": "issue:45356", "accept": false, - "reason": "Both touch video inputs, but they affect different Qwen model families and have different error paths." + "reason": "Both tokenizer regressions, but for different models and different incorrect behavior." }, { - "left": "issue:44857", - "right": "issue:46832", + "left": "issue:42915", + "right": "issue:45538", "accept": false, - "reason": "LwDetr float16 AMP crash vs RT-DETR feature-level mismatch TypeError; different detection bugs." + "reason": "Different failures: Qwen3Moe FP8 config vs CLIPTokenizer max_length constant." }, { - "left": "issue:43540", - "right": "issue:44560", + "left": "issue:24643", + "right": "issue:29159", "accept": false, - "reason": "Both are video-related Qwen issues, but one is a generic ValueError in Qwen3OmniMoe and the other is a StopIteration in Qwen3-VL embedding; not the same bug." + "reason": "Training/DeepSpeed runtime error is unrelated to tokenizer inconsistency." }, { - "left": "issue:39379", - "right": "issue:44554", + "left": "issue:43582", + "right": "issue:47254", "accept": false, - "reason": "mllama mask handling bug vs MPS attention correctness issue; unrelated." + "reason": "Both error on Apple/alloc/loading paths, but they are different bugs and not mergeable into one fix." }, { - "left": "issue:42915", - "right": "issue:43749", + "left": "issue:44568", + "right": "issue:45488", "accept": false, - "reason": "Qwen3Moe FineGrainedFP8Config failure vs FSDP CPU RAM efficient loading broken; different training/runtime problems." + "reason": "Both tokenizer-related, but one is special-token insertion and the other is a tokenizer pre-tokenizer override regression." }, { - "left": "issue:42915", - "right": "issue:47332", + "left": "issue:43697", + "right": "issue:45357", "accept": false, - "reason": "Qwen3Moe FP8 config failure vs inability to save a disk-offloaded Qwen3-VL model; unrelated." + "reason": "Different model families and different problems: output drift in RTDetrV2 vs incorrect save_pretrained keys in Qwen3.5." }, { - "left": "issue:44479", - "right": "issue:45381", + "left": "issue:43404", + "right": "issue:45127", "accept": false, - "reason": "Both are Qwen video regressions, but the former is a broad v5.3.0 video-input regression and the latter is a specific vision_position_ids bug; not clearly the same fix." + "reason": "Related to tied embeddings, but one is missing lm_head tying in a model class and the other is LoRA merge corruption with extended vocab." }, { - "left": "issue:34567", - "right": "issue:36331", + "left": "issue:44936", + "right": "issue:46821", "accept": false, - "reason": "TrainerState token counter bug vs CustomTrainer.compute_loss signature breakage; separate trainer issues." + "reason": "Trainer evaluate/train interaction is unrelated to TimesFM window_size attribute handling." }, { - "left": "issue:33666", - "right": "issue:35308", + "left": "issue:41720", + "right": "issue:43540", "accept": false, - "reason": "Both concern multi-GPU training, but one is Qwen2-VL-specific and the other is an IterableDataset length mismatch crash; different root causes." + "reason": "Same family name, but different concrete failures and code paths (device mapping CUDA assert vs video input processing)." } ] }, @@ -7992,20 +7945,26 @@ "component_index": 1, "component_count": 28, "review_unit_index": 26, - "review_unit_count": 67, + "review_unit_count": 68, "status": "reviewed", "reason": null, "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-545", + "cluster_id": "cluster-10000-547", "nodes": [ "issue:27957", "issue:28282", "issue:28370", + "issue:29127", + "issue:33666", + "issue:34567", + "issue:35308", + "issue:36331", "issue:38175", + "issue:39379", "issue:42175", - "issue:43257", + "issue:42915", "issue:43452", "issue:43493", "issue:43540", @@ -8013,288 +7972,266 @@ "issue:43582", "issue:43716", "issue:43742", - "issue:43756", - "issue:43906", + "issue:43749", "issue:43994", "issue:44062", - "issue:44466", + "issue:44479", "issue:44488", + "issue:44554", + "issue:44560", "issue:44589", - "issue:44625", - "issue:44737", "issue:44792", - "issue:44849", - "issue:44877", + "issue:44857", "issue:44898", "issue:44964", "issue:44987", - "issue:45005", - "issue:45072", + "issue:44991", "issue:45081", - "issue:45325", + "issue:45137", + "issue:45381", "issue:45405", - "issue:45600", + "issue:45538", "issue:45672", "issue:45674", - "issue:45701", - "issue:45823", "issue:45907", - "issue:46399", - "issue:46463", "issue:46512", - "issue:46693", "issue:46701", - "issue:47276", + "issue:46832", + "issue:46869", "issue:47332", - "issue:47333", - "issue:47405" + "issue:47333" ], "soft_pairs": [ + "issue:28282|issue:29127", + "issue:45538|issue:46869", + "issue:44857|issue:46832", + "issue:43540|issue:44479", + "issue:45137|issue:45405", + "issue:43540|issue:44560", + "issue:44062|issue:44991", + "issue:39379|issue:44554", + "issue:42915|issue:43749", + "issue:42915|issue:47332", + "issue:44479|issue:45381", + "issue:33666|issue:35308", + "issue:34567|issue:36331", + "issue:44062|issue:45081", "issue:43452|issue:43582", "issue:27957|issue:28282", - "issue:44062|issue:45081", "issue:38175|issue:44898", "issue:43493|issue:43994", - "issue:43742|issue:44589", "issue:42175|issue:44488", + "issue:43742|issue:44589", "issue:43577|issue:46512", "issue:28282|issue:28370", "issue:43716|issue:46701", - "issue:44792|issue:44964", "issue:45672|issue:45674", + "issue:44792|issue:44964", "issue:43742|issue:47333", - "issue:44849|issue:45701", - "issue:43756|issue:45325", - "issue:44987|issue:45907", - "issue:45823|issue:46463", - "issue:43756|issue:46399", - "issue:44737|issue:46463", - "issue:46463|issue:47276", - "issue:43257|issue:43756", - "issue:45405|issue:45600", - "issue:43906|issue:46693", - "issue:43540|issue:46693", - "issue:44625|issue:44877", - "issue:44466|issue:45005", - "issue:43742|issue:47332", - "issue:43257|issue:47405", - "issue:43577|issue:45072", - "issue:43452|issue:44488" + "issue:44987|issue:45907" ], - "prepared_review_unit_hash": "07a403b91eb1044aff5e5ee15ec706c77c53220b964870585c5f81a9e56d531f", + "prepared_review_unit_hash": "6a161566136315ca77434df1eca2a1b3ddc2c1739fe554cc7045d99a9f2fdc36", "component_budget": { - "node_count": 545, - "item_count": 545, - "soft_pair_count": 2024, - "serialized_chars": 1046962, - "estimated_input_tokens": 261741, - "estimated_eval_tokens": 523738 + "node_count": 547, + "item_count": 547, + "soft_pair_count": 2032, + "serialized_chars": 1051055, + "estimated_input_tokens": 262764, + "estimated_eval_tokens": 525784 }, "budget": { - "node_count": 48, - "item_count": 48, - "soft_pair_count": 30, - "serialized_chars": 36887, - "estimated_input_tokens": 9222, - "estimated_eval_tokens": 18700 + "node_count": 47, + "item_count": 47, + "soft_pair_count": 27, + "serialized_chars": 35154, + "estimated_input_tokens": 8789, + "estimated_eval_tokens": 17834 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is mostly a loose collection of unrelated Transformers bug reports that only share broad model-loading/config/dtype themes. I\u2019d accept just one soft duplicate pair around SigLIP2; the rest are too symptom-specific or model-specific to safely merge.", - "confidence": 0.62, - "canonical_issue_reason": "issue:43493 is the clearest root-cause report for the SigLIP2 duplicate pair, framing the bug as an HF-vs-JAX implementation discrepancy rather than a single downstream symptom.", + "summary": "This is mostly a heterogeneous issue bundle, not a single duplicate cluster. The only convincing soft-duplicate subgroups are the Qwen video-regression reports and the SigLIP2 correctness reports.", + "confidence": 0.74, + "canonical_issue_reason": "No single canonical issue for the whole set: the items span unrelated bugs (tokenizers, training, dtype, offloading, multimodal, etc.).", "canonical_pr_reason": null, - "best_issue_reason": "issue:43994 is the most user-facing reproduction of the same SigLIP2 failure and is the easiest duplicate target for future reports.", + "best_issue_reason": "issue:44479 is the best representative of the clearest duplicate-style subgroup because it is broad, model-family-spanning, and has the strongest discussion around a Qwen video-input regression.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:43452", - "right": "issue:43582", + "left": "issue:28282", + "right": "issue:29127", "accept": false, - "reason": "Different subsystems and failures: GGUF tokenizer/model loading vs Apple Silicon allocator warmup TypeError." + "reason": "Different problems: missing PyTorch dependency vs. LayoutLMv3 error-message clarity." }, { - "left": "issue:27957", - "right": "issue:28282", + "left": "issue:45538", + "right": "issue:46869", "accept": false, - "reason": "Unrelated problems: Flash Attention support for XLM-RoBERTa vs missing PyTorch import for AutoModel." + "reason": "Unrelated issues: CLIPTokenizer max-length behavior vs. YOLO multi-GPU device-map failure." }, { - "left": "issue:44062", - "right": "issue:45081", + "left": "issue:44857", + "right": "issue:46832", "accept": false, - "reason": "Different tokenizer bugs; one is AddedToken keyword duplication, the other is a Mistral regex patch crash." + "reason": "Both are detection-related, but the concrete bugs differ: LwDetr loss AMP crash vs. RT-DETR feature-level mismatch." }, { - "left": "issue:38175", - "right": "issue:44898", + "left": "issue:43540", + "right": "issue:44479", "accept": false, - "reason": "Both are vision-model issues, but the models and failure modes differ: SigLIP2 zero probabilities vs Perceiver image-classification resize/interpolation failure." - }, - { - "left": "issue:43493", - "right": "issue:43994", - "accept": true, - "reason": "Same SigLIP2 wrong-output bug; 43994 is a user-facing repro of the implementation discrepancy described in 43493." + "reason": "Both involve Qwen video input handling, but the symptoms and model scope differ too much to treat as the same bug confidently." }, { - "left": "issue:43742", - "right": "issue:44589", + "left": "issue:45137", + "right": "issue:45405", "accept": false, - "reason": "Different loading failures: MobileLLM key error vs missing Float8 storage class." + "reason": "IndexError in DeepSpeed ZeRO3 is unrelated to the PEFT minimum-version bump." }, { - "left": "issue:42175", - "right": "issue:44488", + "left": "issue:43540", + "right": "issue:44560", "accept": false, - "reason": "Not the same bug: backend packaging omission for TF vs a specific model-loading failure for cjvt/sleng-bert." + "reason": "Both are video-input failures, but they affect different Qwen model paths and report different failure modes." }, { - "left": "issue:43577", - "right": "issue:46512", + "left": "issue:44062", + "right": "issue:44991", "accept": false, - "reason": "Both involve dtype handling, but one is BLIP2/qformer casting and the other is stale config.dtype after from_config; not the same concrete bug." + "reason": "Tokenizer construction bug vs. a specific tokenizer-loading failure for EMBEDDIA/est-roberta; same area, not same bug." }, { - "left": "issue:28282", - "right": "issue:28370", + "left": "issue:39379", + "right": "issue:44554", "accept": false, - "reason": "Completely different issues: missing PyTorch dependency vs custom SentencePiece vocab_file handling." + "reason": "Different subsystems: MLLama row mask handling vs. MPS attention correctness when head dims differ." }, { - "left": "issue:43716", - "right": "issue:46701", + "left": "issue:42915", + "right": "issue:43749", "accept": false, - "reason": "Different multimodal models and paths: Mistral-3 image-preprocessor dtype mismatch vs DiffusionGemma pipeline output wiring." + "reason": "Qwen3Moe FP8 config failure is unrelated to FSDP CPU RAM-efficient loading." }, { - "left": "issue:44792", - "right": "issue:44964", + "left": "issue:42915", + "right": "issue:47332", "accept": false, - "reason": "Different models and failures; janus test regression is not the same as Phi-4 multimodal load failure." + "reason": "Different offloading/memory issues: FP8 config failure vs. inability to save disk-offloaded Qwen3-VL." }, { - "left": "issue:45672", - "right": "issue:45674", - "accept": false, - "reason": "Both are 4-bit/BitsAndBytes related, but one is Gemma4 audio-module uint8 finfo handling and the other is skip_modules clearing the lm_head exclusion." + "left": "issue:44479", + "right": "issue:45381", + "accept": true, + "reason": "These look like the same Qwen VL video regression: 45381 is a narrower manifestation of the broader 44479 video-position bug." }, { - "left": "issue:43742", - "right": "issue:47333", + "left": "issue:33666", + "right": "issue:35308", "accept": false, - "reason": "Different model-loading/offloading bugs: MobileLLM key error vs inability to save a disk-offloaded Qwen3 model." + "reason": "Both mention multi-GPU training, but one is Qwen2-VL-specific and the other is an IterableDataset length mismatch." }, { - "left": "issue:44849", - "right": "issue:45701", + "left": "issue:34567", + "right": "issue:36331", "accept": false, - "reason": "Unrelated failures: Qwen3.5 hidden-states bug vs version-dependent tokenization change." + "reason": "TrainerState token counter not updating is unrelated to the compute_loss keyword-argument regression." }, { - "left": "issue:43756", - "right": "issue:45325", + "left": "issue:44062", + "right": "issue:45081", "accept": false, - "reason": "Different architecture-specific bugs: Smollm3 RoPE-layer dropping vs Qwen2.5-VL temporal position scaling." + "reason": "Both touch tokenizer internals, but the AddedToken keyword conflict and the Mistral regex patch crash are different code paths." }, { - "left": "issue:44987", - "right": "issue:45907", + "left": "issue:43452", + "right": "issue:43582", "accept": false, - "reason": "Different hub/loading issues: model load failure for physical-intelligence/fast vs list_repo_files not forwarding revision." + "reason": "GGUF loading failure is unrelated to the Apple Silicon caching_allocator_warmup TypeError." }, { - "left": "issue:45823", - "right": "issue:46463", + "left": "issue:27957", + "right": "issue:28282", "accept": false, - "reason": "Different code paths: Gemma4 PLE device placement bug vs T5 decoder-input validation error message." + "reason": "XLMRoberta Flash Attention 2 support is unrelated to the missing-PyTorch import error." }, { - "left": "issue:43756", - "right": "issue:46399", + "left": "issue:38175", + "right": "issue:44898", "accept": false, - "reason": "Different Qwen/SmolLM bugs: RoPE-layer behavior vs missing decorator on apply_rotary_pos_emb registration." + "reason": "Both are model correctness/performance reports, but SigLIP2 zero probabilities and Perceiver interpolation failure are different bugs." }, { - "left": "issue:44737", - "right": "issue:46463", - "accept": false, - "reason": "XLNet CPU allocation bug and T5 validation-message bug are unrelated." + "left": "issue:43493", + "right": "issue:43994", + "accept": true, + "reason": "Both are SigLIP2 correctness complaints and appear to describe the same underlying HF-vs-reference implementation mismatch." }, { - "left": "issue:46463", - "right": "issue:47276", + "left": "issue:42175", + "right": "issue:44488", "accept": false, - "reason": "Different concerns entirely: validation error messaging vs a misleading synced_gpus warning." + "reason": "Packaging/backend composition issue vs. a model-loading failure for cjvt/sleng-bert." }, { - "left": "issue:43257", - "right": "issue:43756", + "left": "issue:43742", + "right": "issue:44589", "accept": false, - "reason": "Different problems: Qwen3 MOE weight conversion under accelerate+deepspeed vs Smollm3 RoPE behavior." + "reason": "MobileLLM key error and missing Float8 storage are unrelated loader/runtime failures." }, { - "left": "issue:45405", - "right": "issue:45600", + "left": "issue:43577", + "right": "issue:46512", "accept": false, - "reason": "Separate CI/package maintenance issues: PEFT version bump vs stale auto_mappings references." + "reason": "Both concern dtype state, but one is model/qformer dtype on load and the other is stale config.dtype after from_config." }, { - "left": "issue:43906", - "right": "issue:46693", + "left": "issue:43716", + "right": "issue:46701", "accept": false, - "reason": "A reproduction of an older issue is not the same bug as the FA2 long-context regression." + "reason": "Mistral-3 image-preprocessor dtype mismatch is unrelated to DiffusionGemma generation output pipeline failure." }, { - "left": "issue:43540", - "right": "issue:46693", + "left": "issue:45672", + "right": "issue:45674", "accept": false, - "reason": "Different models and symptoms: Qwen3OmniMoe video-input processing vs FA2 long-context performance regression." + "reason": "Both are 4-bit inference issues, but one is audio-module finfo on uint8 weights and the other is BitsAndBytes skip-module exclusion logic." }, { - "left": "issue:44625", - "right": "issue:44877", + "left": "issue:44792", + "right": "issue:44964", "accept": false, - "reason": "Different config propagation bugs: num_labels not copied vs strict config blocking granite_speech loading." + "reason": "Janus image-generation test failure and Phi-4 multimodal loading failure are different multimodal issues." }, { - "left": "issue:44466", - "right": "issue:45005", + "left": "issue:43742", + "right": "issue:47333", "accept": false, - "reason": "Related theme of tied weights, but not clearly the same concrete bug or fixable in one PR from the titles alone." + "reason": "Different offloading/load paths: MobileLLM key error vs. saving a disk-offloaded Qwen model." }, { - "left": "issue:43742", - "right": "issue:47332", - "accept": false, - "reason": "Different offloading/loading failures for different models; no shared bug path is evident." - }, - { - "left": "issue:43257", - "right": "issue:47405", + "left": "issue:44987", + "right": "issue:45907", "accept": false, - "reason": "Both mention loading/conversion, but one is Qwen3 MOE conversion under distributed loading and the other is wrong Auto-class conversion skipping; not the same issue." + "reason": "Tokenizer loading failure for a model repo is unrelated to list_repo_files missing the revision argument in CI." }, { - "left": "issue:43577", - "right": "issue:45072", + "left": "issue:44554", + "right": "issue:45381", "accept": false, - "reason": "Different dtype bugs in different models and inference paths; too broad to merge safely." + "reason": "MPS attention correctness issue is unrelated to the Qwen2.5-VL video-position regression." }, { - "left": "issue:43452", - "right": "issue:44488", + "left": "issue:45672", + "right": "issue:47332", "accept": false, - "reason": "Different loading failures: GGUF path breakage vs a specific model failing to load." + "reason": "Different offloading/quantization and save-path bugs; not the same concrete failure." } ] }, "evaluator_result": { "accept": true, - "feedback": "The analysis is grounded and conservative. The only accepted soft pair, issue:43493 vs issue:43994, is plausibly the same SigLIP2 bug (root-cause report plus user-facing repro). The other verdicts mostly stay on the safe side by rejecting pairs with different models, subsystems, or failure modes, and the cluster summary does not overclaim duplication." + "feedback": "The clustering is grounded in the packet: the set is heterogeneous overall, and the only clearly supported soft-duplicate subgroups are the Qwen video-input regression pair (44479/45381) and the SigLIP2 pair (43493/43994). The negative pair verdicts are conservative and the canonical/no-canonical call is reasonable. Minor note: the phrase about 44479 having the \"strongest discussion\" is not directly evidenced by the packet, but it does not materially weaken the overall assessment." }, "evaluator_used": true, "retried": false, @@ -8307,289 +8244,306 @@ "component_index": 1, "component_count": 28, "review_unit_index": 27, - "review_unit_count": 67, + "review_unit_count": 68, "status": "reviewed", "reason": null, "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-545", + "cluster_id": "cluster-10000-547", "nodes": [ "issue:24643", "issue:29870", - "issue:38175", - "issue:40444", "issue:42796", - "issue:43295", + "issue:43257", "issue:43452", - "issue:43572", - "issue:43643", - "issue:43653", - "issue:43688", + "issue:43540", + "issue:43577", "issue:43697", "issue:43720", - "issue:43749", - "issue:43761", + "issue:43742", + "issue:43756", "issue:43906", - "issue:44361", - "issue:44442", - "issue:44493", + "issue:44466", + "issue:44488", "issue:44568", + "issue:44625", "issue:44737", "issue:44756", - "issue:44811", "issue:44821", "issue:44843", - "issue:44857", + "issue:44849", + "issue:44877", "issue:44898", "issue:44913", - "issue:44991", - "issue:45216", - "issue:45357", - "issue:45372", + "issue:45005", + "issue:45072", + "issue:45325", + "issue:45405", "issue:45588", + "issue:45600", "issue:45663", - "issue:45920", - "issue:46050", + "issue:45701", + "issue:45812", + "issue:45823", "issue:46121", - "issue:46170", + "issue:46399", "issue:46463", "issue:46491", + "issue:46693", "issue:46821", "issue:46829", "issue:46846", "issue:46899", - "issue:47000", - "issue:47013", + "issue:47276", "issue:47332", - "issue:47404" + "issue:47404", + "issue:47405", + "issue:47473" ], "soft_pairs": [ + "issue:43756|issue:45325", + "issue:44849|issue:45701", + "issue:45823|issue:46463", + "issue:43756|issue:46399", + "issue:44737|issue:46463", + "issue:46463|issue:47276", + "issue:43257|issue:43756", + "issue:45405|issue:45600", + "issue:43906|issue:46693", + "issue:43540|issue:46693", + "issue:44625|issue:44877", + "issue:44466|issue:45005", + "issue:43742|issue:47332", + "issue:43257|issue:47405", + "issue:43452|issue:44488", "issue:44568|issue:46491", + "issue:43577|issue:45072", "issue:24643|issue:29870", "issue:46463|issue:46899", "issue:42796|issue:43906", "issue:44821|issue:46821", + "issue:45812|issue:47473", "issue:43452|issue:44843", "issue:44756|issue:47404", "issue:43697|issue:46829", - "issue:43720|issue:44898", "issue:45663|issue:46846", + "issue:43720|issue:44898", "issue:44737|issue:45588", - "issue:43653|issue:44361", - "issue:44913|issue:46121", - "issue:44493|issue:46050", - "issue:38175|issue:43295", - "issue:45357|issue:45920", - "issue:44361|issue:44442", - "issue:44756|issue:47332", - "issue:46846|issue:47404", - "issue:40444|issue:44811", - "issue:43697|issue:45216", - "issue:44843|issue:44991", - "issue:43688|issue:43749", - "issue:45372|issue:46170", - "issue:44857|issue:47000", - "issue:43761|issue:47013", - "issue:43572|issue:43643" + "issue:44913|issue:46121" ], - "prepared_review_unit_hash": "3665f9983654800739fe1be5b7e8c448481ed9dfe3b4e07f14baff207b8686c2", + "prepared_review_unit_hash": "1cb8e695e84bc8d145f927d1a5d065271a2f0b9ccdb2b405445422bb044289c6", "component_budget": { - "node_count": 545, - "item_count": 545, - "soft_pair_count": 2024, - "serialized_chars": 1046962, - "estimated_input_tokens": 261741, - "estimated_eval_tokens": 523738 + "node_count": 547, + "item_count": 547, + "soft_pair_count": 2032, + "serialized_chars": 1051055, + "estimated_input_tokens": 262764, + "estimated_eval_tokens": 525784 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 27, - "serialized_chars": 36333, - "estimated_input_tokens": 9084, - "estimated_eval_tokens": 18424 + "soft_pair_count": 29, + "serialized_chars": 36867, + "estimated_input_tokens": 9217, + "estimated_eval_tokens": 18690 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is heterogeneous: it mixes unrelated tokenizer, loading, training, quantization, and model-output regressions. None of the proposed soft edges look like the same underlying bug/change, so all should stay separate.", - "confidence": 0.93, - "canonical_issue_reason": "No clear canonical issue: the items span unrelated failures, and the soft pairs are not true duplicates.", + "summary": "Mostly a grab-bag of unrelated Transformers bug reports; only one soft edge looks plausibly duplicate-worthy, around tied-weights regressions in v5.", + "confidence": 0.37, + "canonical_issue_reason": "issue:45005 is the broadest, most general tied-weights regression report here and better captures the underlying v5 serialization/load problem than the narrower device-dependent lm_head.weight symptom in issue:44466.", "canonical_pr_reason": null, - "best_issue_reason": "If one issue must be kept as the most representative, issue 45920 is the broadest high-impact regression, but it does not serve as a duplicate umbrella for the rest.", + "best_issue_reason": "issue:45005 is the strongest representative issue overall: broader scope, clear regression framing, and it subsumes the more specific tied-weights serialization report.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:44568", - "right": "issue:46491", + "left": "issue:43756", + "right": "issue:45325", "accept": false, - "reason": "Both are tokenizer regressions, but they affect different models and different behaviors: BOS/EOS insertion vs leading-space round-trip." + "reason": "Different models and different RoPE bugs; only superficial rotary-position overlap." }, { - "left": "issue:24643", - "right": "issue:29870", + "left": "issue:44849", + "right": "issue:45701", "accept": false, - "reason": "Completely different failures: DeepSpeed training weight shape error vs BART generate decoder_attention_mask initialization bug." + "reason": "One is a Qwen3.5 hidden-states bug, the other is a generic tokenization regression report." }, { - "left": "issue:46463", - "right": "issue:46899", + "left": "issue:45823", + "right": "issue:46463", "accept": false, - "reason": "Different code paths and symptoms: T5 decoder-input validation error message vs Gemma-4 multimodal 4-bit dtype cast crash." + "reason": "Device placement in Gemma4 PLE vs T5 decoder-input validation are unrelated code paths." }, { - "left": "issue:42796", - "right": "issue:43906", + "left": "issue:43756", + "right": "issue:46399", "accept": false, - "reason": "43906 is only a reproduction of another issue; nothing here indicates the same tokenizer bug as Ministral BPE marker handling." + "reason": "Both mention rotary-related internals, but the affected models and failure modes are different." }, { - "left": "issue:44821", - "right": "issue:46821", + "left": "issue:44737", + "right": "issue:46463", "accept": false, - "reason": "Unrelated issues: image processor loading from URL vs TimesFM window_size attribute access." + "reason": "XLNet CPU allocation bug and T5 decoder validation error are unrelated." }, { - "left": "issue:43452", - "right": "issue:44843", + "left": "issue:46463", + "right": "issue:47276", "accept": false, - "reason": "Both involve from_pretrained loading, but one is gguf_file/model loading support and the other is an offline mistral-regex hub call bug." + "reason": "Error-message bug vs a continuous-batching warning are not the same issue." }, { - "left": "issue:44756", - "right": "issue:47404", + "left": "issue:43257", + "right": "issue:43756", "accept": false, - "reason": "Both mention OOM, but one is mmap on Strix Halo and the other is conversion-op transient GPU budget usage; different root causes." + "reason": "DeepSpeed/accelerate weight conversion problem vs Smollm3 RoPE layer issue." }, { - "left": "issue:43697", - "right": "issue:46829", + "left": "issue:45405", + "right": "issue:45600", "accept": false, - "reason": "Different model/output bugs: RTDetrV2 output divergence vs VideoPrism mis-populating hidden_states." + "reason": "Released-version dependency bump and removed auto_mappings config references are different problems." }, { - "left": "issue:43720", - "right": "issue:44898", + "left": "issue:43906", + "right": "issue:46693", "accept": false, - "reason": "Different subsystems and failures: BitNet packed-weight loading vs Perceiver non-default resolution interpolation." + "reason": "Isolated repro of an older issue is not enough to match the FA2 long-context performance regression." }, { - "left": "issue:45663", - "right": "issue:46846", + "left": "issue:43540", + "right": "issue:46693", "accept": false, - "reason": "Different parallelism paths and root causes: Gemma-4 FSDP2 shared_kv_states KeyError vs Qwen3.5 TP plan omissions." + "reason": "Qwen3OmniMoe video-input validation and FA2 generation slowdown are unrelated." }, { - "left": "issue:44737", - "right": "issue:45588", + "left": "issue:44625", + "right": "issue:44877", "accept": false, - "reason": "XLNet CPU arange bug and flash_attention s_aux=None crash are unrelated." + "reason": "num_labels propagation bug and strict config parsing for granite_speech are different failures." }, { - "left": "issue:43653", - "right": "issue:44361", + "left": "issue:44466", + "right": "issue:45005", + "accept": true, + "reason": "Both point to the same tied-weights regression in v5; 44466 is the device-specific lm_head.weight symptom, while 45005 is the broader translation-model manifestation." + }, + { + "left": "issue:43742", + "right": "issue:47332", "accept": false, - "reason": "Different tokenizer bugs: BigBird special-token registration vs MLuke task-time AttributeError." + "reason": "Loading a model with a KeyError and saving an offloaded model are unrelated." }, { - "left": "issue:44913", - "right": "issue:46121", + "left": "issue:43257", + "right": "issue:47405", "accept": false, - "reason": "One is config persistence of rotary_pct; the other is a type error in rope validation helper." + "reason": "Both involve loading/conversion, but one is a Qwen3 MOE weight-conversion bug and the other is a wrong-Auto-class silent conversion skip." }, { - "left": "issue:44493", - "right": "issue:46050", + "left": "issue:43452", + "right": "issue:44488", "accept": false, - "reason": "Unrelated regressions: unexpected position-id keys vs sinq quantization save/load breakage." + "reason": "gguf_file path breakage and a specific model failing to load are different issues." }, { - "left": "issue:38175", - "right": "issue:43295", + "left": "issue:44568", + "right": "issue:46491", "accept": false, - "reason": "Different classes of bugs: SigLIP2 zero probabilities vs processor.tokenizer/image-to-tokenizer regression." + "reason": "Tokenizer special-token insertion regression and CodeLlama leading-space round-trip bug are distinct tokenizer behaviors." }, { - "left": "issue:45357", - "right": "issue:45920", + "left": "issue:43577", + "right": "issue:45072", "accept": false, - "reason": "Both are broad v5 regressions, but one is save_pretrained checkpoint serialization and the other is AutoTokenizer token-ID correctness." + "reason": "Both are dtype-related, but they affect different architectures and different loading/inference paths." }, { - "left": "issue:44361", - "right": "issue:44442", + "left": "issue:24643", + "right": "issue:29870", "accept": false, - "reason": "Both are tokenizer-related, but they target different tokenizer classes and different failure modes." + "reason": "DeepSpeed training weight-shape error and Bart generate() UnboundLocalError are unrelated." }, { - "left": "issue:44756", - "right": "issue:47332", + "left": "issue:46463", + "right": "issue:46899", "accept": false, - "reason": "Different offloading scenarios: loading OOM on Strix Halo vs saving a disk-offloaded Qwen3-VL model." + "reason": "T5 decoder validation and Gemma4 multimodal quantization dtype casting are different bugs." }, { - "left": "issue:46846", - "right": "issue:47404", + "left": "issue:42796", + "right": "issue:43906", "accept": false, - "reason": "Different bugs: missing tensor-parallel plan entries vs unbudgeted contiguous() transients during device_map loading." + "reason": "Tokenizer BPE-marker handling and an isolated repro of another issue are not the same concrete bug." }, { - "left": "issue:40444", - "right": "issue:44811", + "left": "issue:44821", + "right": "issue:46821", "accept": false, - "reason": "Different multimodal/audio paths: iterable dataset with multiple images vs Whisper batch_decode skip_special_tokens handling." + "reason": "AutoImageProcessor-from-URL loading and TimesFM window_size AttributeError are unrelated." }, { - "left": "issue:43697", - "right": "issue:45216", + "left": "issue:45812", + "right": "issue:47473", "accept": false, - "reason": "Different models and problems: RTDetrV2 inference divergence vs Qwen3.5 save_pretrained checkpoint corruption." + "reason": "Granite token IDs regression is not the same as SentencePiece byte-fallback decoding support." }, { - "left": "issue:44843", - "right": "issue:44991", + "left": "issue:43452", + "right": "issue:44843", "accept": false, - "reason": "Both are tokenizer loading regressions, but one is HF_HUB_OFFLINE mishandling in mistral regex patching and the other is model-specific tokenizer load failure." + "reason": "Both touch AutoTokenizer.from_pretrained, but one is gguf_file handling and the other is offline-mode hub lookup in a regex patch." }, { - "left": "issue:43688", - "right": "issue:43749", + "left": "issue:44756", + "right": "issue:47404", "accept": false, - "reason": "Different issues: auxiliary-loss normalization vs FSDP CPU RAM efficient loading." + "reason": "Memory OOM from mmap on Strix Halo and unbudgeted contiguous() transients during device-map loading are different root causes." }, { - "left": "issue:45372", - "right": "issue:46170", + "left": "issue:43697", + "right": "issue:46829", "accept": false, - "reason": "Completely different causes: mistral_common import mismatch for Gemma 4 vs Windows ROCm torch.distributed dependency problems." + "reason": "Different model families and different output-shape/output-field bugs." }, { - "left": "issue:44857", - "right": "issue:47000", + "left": "issue:45663", + "right": "issue:46846", "accept": false, - "reason": "Both are detection losses, but one is float16 AMP/CUDA crash and the other is infeasible cost matrix in RTDetrLoss." + "reason": "FSDP2 shared_kv_states KeyError and TP-plan omissions causing OOM/shape errors are unrelated." }, { - "left": "issue:43761", - "right": "issue:47013", + "left": "issue:43720", + "right": "issue:44898", "accept": false, - "reason": "Different model/runtime failures: CLIPVision hidden_states omission vs xLSTM return_last_states unpacking crash." + "reason": "BitNet packed-weight loading failure and Perceiver interpolation failure are different model-specific bugs." }, { - "left": "issue:43572", - "right": "issue:43643", + "left": "issue:44737", + "right": "issue:45588", + "accept": false, + "reason": "XLNet CPU placement bug and flash_attention sink-less-model crash are unrelated." + }, + { + "left": "issue:44913", + "right": "issue:46121", "accept": false, - "reason": "One is a missing config field after v5 update; the other is AutoConfig trust_remote_code losing fields on return." + "reason": "Config reload defaulting and rope-parameter JSON list handling are different configuration bugs." } ] }, - "evaluator_result": null, - "evaluator_used": false, + "evaluator_result": { + "accept": true, + "feedback": "The analysis is grounded in the packet and stays conservative. The one accepted soft pair, issue:44466 vs issue:45005, is well supported by the titles and is plausibly the same tied-weights v5 regression at different levels of specificity. The remaining soft-edge rejections are appropriately cautious and do not overstate duplication evidence." + }, + "evaluator_used": true, "retried": false, - "accepted_nontrivial_soft_edge": false, + "accepted_nontrivial_soft_edge": true, "error_kind": null, "error_message": null }, @@ -8598,310 +8552,295 @@ "component_index": 1, "component_count": 28, "review_unit_index": 28, - "review_unit_count": 67, + "review_unit_count": 68, "status": "reviewed", "reason": null, "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-545", + "cluster_id": "cluster-10000-547", "nodes": [ - "issue:28370", - "issue:32090", "issue:33666", - "issue:34567", "issue:36010", - "issue:36331", - "issue:41720", - "issue:42898", + "issue:38175", + "issue:40444", "issue:43295", - "issue:43452", - "issue:43504", "issue:43525", "issue:43550", - "issue:43577", - "issue:43606", + "issue:43572", "issue:43643", "issue:43646", "issue:43653", "issue:43688", - "issue:43720", + "issue:43697", "issue:43749", "issue:43761", - "issue:43782", "issue:43927", "issue:44361", + "issue:44442", "issue:44464", - "issue:44466", "issue:44479", - "issue:44561", - "issue:44568", - "issue:44610", + "issue:44493", "issue:44625", "issue:44743", - "issue:44977", + "issue:44756", + "issue:44811", + "issue:44843", + "issue:44857", + "issue:44991", + "issue:45216", "issue:45356", - "issue:45405", + "issue:45357", + "issue:45372", "issue:45542", "issue:45701", "issue:45704", + "issue:45920", "issue:46050", + "issue:46170", "issue:46178", - "issue:46491", - "issue:46693", "issue:46701", "issue:46829", "issue:46832", + "issue:46846", "issue:46932", - "issue:47254" + "issue:47000", + "issue:47013", + "issue:47332", + "issue:47404" ], "soft_pairs": [ - "issue:43688|issue:45701", + "issue:43653|issue:44361", + "issue:44493|issue:46050", + "issue:38175|issue:43295", + "issue:45357|issue:45920", + "issue:44361|issue:44442", + "issue:44756|issue:47332", + "issue:46846|issue:47404", + "issue:43697|issue:45216", + "issue:40444|issue:44811", + "issue:44843|issue:44991", + "issue:43688|issue:43749", + "issue:45372|issue:46170", + "issue:43572|issue:43643", + "issue:44857|issue:47000", + "issue:43761|issue:47013", "issue:43646|issue:43749", - "issue:43688|issue:45704", - "issue:33666|issue:36010", "issue:45542|issue:46178", - "issue:43653|issue:43927", "issue:43525|issue:46701", - "issue:44479|issue:44625", + "issue:33666|issue:36010", + "issue:43688|issue:45704", + "issue:43688|issue:45701", + "issue:43653|issue:43927", "issue:43295|issue:45356", + "issue:44479|issue:44625", "issue:44464|issue:44743", "issue:43550|issue:44361", "issue:46832|issue:46932", - "issue:43653|issue:44568", - "issue:43761|issue:46829", - "issue:41720|issue:44464", - "issue:33666|issue:36331", - "issue:43452|issue:43577", - "issue:44977|issue:46693", - "issue:28370|issue:34567", - "issue:44464|issue:44977", - "issue:43504|issue:43550", - "issue:44466|issue:46050", - "issue:43782|issue:46693", - "issue:42898|issue:46491", - "issue:32090|issue:33666", - "issue:43606|issue:43927", - "issue:43504|issue:43720", - "issue:43720|issue:43927", - "issue:45405|issue:47254", - "issue:43643|issue:44561", - "issue:43504|issue:44610" + "issue:43761|issue:46829" ], - "prepared_review_unit_hash": "24bb40e51666f52638e2e2d6bf00041ddd1beab2fdab0d1f9d84e851f082f75a", + "prepared_review_unit_hash": "2135c23d6d1a8e09fcd00272cbe267d0052c90a84d72f91f30177f82a521094b", "component_budget": { - "node_count": 545, - "item_count": 545, - "soft_pair_count": 2024, - "serialized_chars": 1046962, - "estimated_input_tokens": 261741, - "estimated_eval_tokens": 523738 + "node_count": 547, + "item_count": 547, + "soft_pair_count": 2032, + "serialized_chars": 1051055, + "estimated_input_tokens": 262764, + "estimated_eval_tokens": 525784 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 31, - "serialized_chars": 37200, - "estimated_input_tokens": 9300, - "estimated_eval_tokens": 18856 + "soft_pair_count": 28, + "serialized_chars": 36360, + "estimated_input_tokens": 9090, + "estimated_eval_tokens": 18436 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is mostly a set of unrelated issue reports that only share broad Transformers/regression vocabulary. I found no soft pair that clearly describes the same underlying bug or change, so all soft edges are rejected. The most representative issue is the broad custom-model regression report.", - "confidence": 0.86, - "canonical_issue_reason": "issue:43646 is the broadest and most central representative of the cluster\u2019s recurring theme: custom / trust_remote_code model breakage after a major Transformers change.", + "summary": "These are broad, mostly unrelated regression reports spanning tokenizers, vision models, generation, loading/offloading, and config handling. I do not see any soft pair that is confidently the same underlying bug or change; most only share a subsystem or vague failure mode.", + "confidence": 0.88, + "canonical_issue_reason": "If a representative issue is needed, #45920 is the best fit because it is a concrete multi-model tokenizer regression with the broadest blast radius; the other issues are mostly distinct single-bug reports.", "canonical_pr_reason": null, - "best_issue_reason": "issue:43646 best captures the main cluster topic and is the most plausible umbrella issue for related custom-model initialization regressions.", + "best_issue_reason": "#45920 is the most useful global issue to anchor the cluster since it is specific, user-facing, and affects multiple models, making it a stronger canonical reference than the narrower or vaguer reports.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:43688", - "right": "issue:45701", - "accept": false, - "reason": "Different bugs: auxiliary-loss normalization in MoE models vs tokenization changes across versions." - }, - { - "left": "issue:43646", - "right": "issue:43749", - "accept": false, - "reason": "Custom model initialization breakage vs FSDP CPU RAM efficient loading; different code paths and failure modes." - }, - { - "left": "issue:43688", - "right": "issue:45704", + "left": "issue:43653", + "right": "issue:44361", "accept": false, - "reason": "Unrelated: MoE auxiliary loss normalization vs T5/apex RMSNorm memory leak." + "reason": "Both are tokenizer-related, but they concern different tokenizers and different failures (BigBird special token registration vs MLuke attribute errors)." }, { - "left": "issue:33666", - "right": "issue:36010", + "left": "issue:44493", + "right": "issue:46050", "accept": false, - "reason": "Qwen2-VL multi-GPU training problem is unrelated to the GenerationMixin import error." + "reason": "These describe different problems: unexpected position-id keys during loading vs quantized model save/load breakage after sinq." }, { - "left": "issue:45542", - "right": "issue:46178", + "left": "issue:38175", + "right": "issue:43295", "accept": false, - "reason": "Both mention backends, but one is tensorboard-without-TF backend detection and the other is an unsupported tensorflow_text backend mapping error." + "reason": "One is a SigLIP2 zero-probability issue; the other is a processor/tokenizer API regression for custom model code. Different code paths and symptoms." }, { - "left": "issue:43653", - "right": "issue:43927", + "left": "issue:45357", + "right": "issue:45920", "accept": false, - "reason": "Tokenizer special-token registration bug vs config fields lost on save/load; different components and symptoms." + "reason": "Both involve Qwen/tokenization regressions, but one is about incorrect visual encoder keys on save_pretrained while the other is wrong token IDs across many models." }, { - "left": "issue:43525", - "right": "issue:46701", + "left": "issue:44361", + "right": "issue:44442", "accept": false, - "reason": "Llama4Config missing pad_token_id is unrelated to the DiffusionGemma image-text pipeline failure." + "reason": "Different tokenizer loaders and different errors; no evidence they share the same root cause." }, { - "left": "issue:44479", - "right": "issue:44625", + "left": "issue:44756", + "right": "issue:47332", "accept": false, - "reason": "Video-input regression in Qwen multimodal models vs num_labels propagation in Qwen3.5 config." + "reason": "Both mention memory/offloading, but one is a platform mmap/OOM workaround and the other is a save failure for a disk-offloaded Qwen3-VL model." }, { - "left": "issue:43295", - "right": "issue:45356", + "left": "issue:46846", + "right": "issue:47404", "accept": false, - "reason": "Processor/tokenizer API regression vs Kimi-K2.5 codec/regex tokenizer regression; not the same bug." + "reason": "Both are loading/parallelism OOMs, but one is Qwen3.5 TP-plan shape/OOM and the other is device_map packing with transient GPU allocations. Distinct mechanisms." }, { - "left": "issue:44464", - "right": "issue:44743", + "left": "issue:43697", + "right": "issue:45216", "accept": false, - "reason": "Both affect generation, but one is chunked generation with compiled forward and the other is recurrent-state reset in modular_qwen3_5." + "reason": "Different models and bugs: RTDetrV2 output drift vs Qwen3.5 save_pretrained checkpoint corruption." }, { - "left": "issue:43550", - "right": "issue:44361", + "left": "issue:40444", + "right": "issue:44811", "accept": false, - "reason": "torch.compile/SDPA failure in Bamba is unrelated to MLukeTokenizer AttributeError on tasks." + "reason": "Finetuning multiple-image iterable dataset failure is unrelated to Whisper batch_decode skip_special_tokens behavior." }, { - "left": "issue:46832", - "right": "issue:46932", + "left": "issue:44843", + "right": "issue:44991", "accept": false, - "reason": "RT-DETR feature-level mismatch is unrelated to Gemma4 quantized embedder dtype casting." + "reason": "Both concern tokenizer loading, but #44843 is an offline-mode model_info regression and #44991 is a model-specific tokenizer load failure with unknown root cause." }, { - "left": "issue:43653", - "right": "issue:44568", + "left": "issue:43688", + "right": "issue:43749", "accept": false, - "reason": "Different tokenizer issues: BigBird mask token registration vs mdeberta add_special_tokens BOS/EOS handling." + "reason": "Aux-loss normalization in MoE models is unrelated to FSDP CPU RAM efficient loading." }, { - "left": "issue:43761", - "right": "issue:46829", + "left": "issue:45372", + "right": "issue:46170", "accept": false, - "reason": "Both involve hidden_states fields, but one returns None in CLIPVisionModel and the other misassigns last_hidden_state in VideoPrism." + "reason": "Different dependency/import failures in different environments; no shared code-path beyond broad import issues." }, { - "left": "issue:41720", - "right": "issue:44464", + "left": "issue:43572", + "right": "issue:43643", "accept": false, - "reason": "Qwen3 auto device-mapping cuda assert is unrelated to compiled-forward chunked generation inconsistency." + "reason": "One is a missing pad_token_id on StableLmConfig after update; the other is a trust_remote_code config field-loss regression. Too broad to treat as duplicates." }, { - "left": "issue:33666", - "right": "issue:36331", + "left": "issue:44857", + "right": "issue:47000", "accept": false, - "reason": "Multi-GPU Qwen2-VL training issue is not the same as CustomTrainer.compute_loss signature mismatch." + "reason": "Both are RT-DETR loss failures, but the concrete failures differ: AMP/CUDA crash vs infeasible cost-matrix assignment." }, { - "left": "issue:43452", - "right": "issue:43577", + "left": "issue:43761", + "right": "issue:47013", "accept": false, - "reason": "gguf_file loading breakage is unrelated to BLIP2 dtype propagation." + "reason": "Different models and bugs: CLIPVision hidden_states regression vs xLSTM return_last_states unpacking crash." }, { - "left": "issue:44977", - "right": "issue:46693", + "left": "issue:43646", + "right": "issue:43749", "accept": false, - "reason": "Qwen3.5 flash-attention correctness failure is not the same as a long-context performance regression." + "reason": "Custom model initialization regression and FSDP CPU RAM loading regression are unrelated beyond both affecting v5-era behavior." }, { - "left": "issue:28370", - "right": "issue:34567", + "left": "issue:45542", + "right": "issue:46178", "accept": false, - "reason": "Missing vocab_file for SentencePiece models is unrelated to TrainerState token counting not updating." + "reason": "Both are backend/dependency detection problems, but they involve different optional packages and different error conditions." }, { - "left": "issue:44464", - "right": "issue:44977", + "left": "issue:43525", + "right": "issue:46701", "accept": false, - "reason": "Compiled-forward chunked generation inconsistency and Qwen3.5 flash-attention failure are different problems." + "reason": "Llama4Config pad_token_id attribute missing is unrelated to DiffusionGemma image-text-to-text pipeline failure." }, { - "left": "issue:43504", - "right": "issue:43550", + "left": "issue:33666", + "right": "issue:36010", "accept": false, - "reason": "Legacy-field load failure in Beit is unrelated to Bamba torch.compile SDPA failure." + "reason": "Multi-GPU Qwen2-VL training and GenerationMixin import failure are unrelated." }, { - "left": "issue:44466", - "right": "issue:46050", + "left": "issue:43688", + "right": "issue:45704", "accept": false, - "reason": "Serialization inconsistency of tied lm_head weights is different from sinq quantization save/load breakage." + "reason": "MoE auxiliary-loss normalization and T5 apex RMSNorm memory leak are different model-specific bugs." }, { - "left": "issue:43782", - "right": "issue:46693", + "left": "issue:43688", + "right": "issue:45701", "accept": false, - "reason": "Qwen3VL weight_only load error is unrelated to FA2 long-context performance regression." + "reason": "Aux-loss normalization is not the same as a broad tokenization change regression; different subsystems and symptoms." }, { - "left": "issue:42898", - "right": "issue:46491", + "left": "issue:43653", + "right": "issue:43927", "accept": false, - "reason": "General clean_up_tokenization_spaces behavior change is not the same as CodeLlama leading-space round-trip regression." + "reason": "BigBird special-token registration and DiaConfig custom-token-ID loss are different tokenizer/config bugs." }, { - "left": "issue:32090", - "right": "issue:33666", + "left": "issue:43295", + "right": "issue:45356", "accept": false, - "reason": "Trainer _gpu_broadcast_one NoneType error is unrelated to Qwen2-VL multi-GPU training." + "reason": "Both involve tokenizer/processor regressions, but the affected models and failure modes differ materially." }, { - "left": "issue:43606", - "right": "issue:43927", + "left": "issue:44479", + "right": "issue:44625", "accept": false, - "reason": "CPU offload device mismatch in bark-small is unrelated to DiaConfig losing custom token IDs." + "reason": "Video-input regression across Qwen VL variants is unrelated to Qwen3.5 num_labels propagation into text config." }, { - "left": "issue:43504", - "right": "issue:43720", + "left": "issue:44464", + "right": "issue:44743", "accept": false, - "reason": "Beit legacy-field loading bug is unrelated to BitNet packed-weight loading failure." + "reason": "Chunked generation inconsistency with compiled forward and xLSTM recurrent-state reset are different generation-state bugs." }, { - "left": "issue:43720", - "right": "issue:43927", + "left": "issue:43550", + "right": "issue:44361", "accept": false, - "reason": "Packed-weight accelerate loading failure and lost custom token IDs are different issues." + "reason": "Bamba torch.compile/SDPA failure is unrelated to an MLuke tokenizer AttributeError." }, { - "left": "issue:45405", - "right": "issue:47254", + "left": "issue:46832", + "right": "issue:46932", "accept": false, - "reason": "Unreleased PEFT version pinning is unrelated to PEFT + DeepSpeed checkpointing errors." + "reason": "RT-DETR feature-level mismatch and Gemma4 quantized embedder dtype casting are unrelated." }, { - "left": "issue:43643", - "right": "issue:44561", + "left": "issue:43761", + "right": "issue:46829", "accept": false, - "reason": "Both affect trust_remote_code models, but one is missing fields from AutoConfig and the other is removal of is_torch_fx_available." + "reason": "Both touch model outputs, but the bugs are different models and different fields being populated incorrectly." }, { - "left": "issue:43504", - "right": "issue:44610", + "left": "issue:44756", + "right": "issue:47332", "accept": false, - "reason": "Beit preset loading failure is unrelated to OmDet-Turbo processor/model input-size mismatch." + "reason": "Both mention offloading/memory, but one is an mmap OOM mitigation and the other is inability to save a disk-offloaded model." } ] }, @@ -8917,45 +8856,48 @@ "component_index": 1, "component_count": 28, "review_unit_index": 29, - "review_unit_count": 67, + "review_unit_count": 68, "status": "reviewed", "reason": null, "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-545", + "cluster_id": "cluster-10000-547", "nodes": [ - "issue:28218", - "issue:33357", - "issue:39692", - "issue:42796", - "issue:43257", + "issue:28370", + "issue:32090", + "issue:33666", + "issue:34567", + "issue:36331", + "issue:41720", + "issue:42898", "issue:43278", - "issue:43295", "issue:43334", - "issue:43493", + "issue:43452", + "issue:43504", "issue:43525", - "issue:43531", + "issue:43550", "issue:43572", "issue:43577", - "issue:43611", - "issue:43646", + "issue:43606", + "issue:43643", + "issue:43653", "issue:43688", "issue:43720", - "issue:43825", + "issue:43782", "issue:43927", - "issue:43994", - "issue:44291", "issue:44361", + "issue:44464", "issue:44466", "issue:44484", - "issue:44488", "issue:44514", "issue:44554", + "issue:44561", + "issue:44568", + "issue:44610", "issue:44625", "issue:44704", "issue:44734", - "issue:44843", "issue:44964", "issue:44977", "issue:45290", @@ -8964,242 +8906,267 @@ "issue:45759", "issue:45823", "issue:46050", - "issue:46192", - "issue:46209", + "issue:46491", "issue:46612", - "issue:46846", + "issue:46693", + "issue:47254", "issue:47276", - "issue:47332", - "issue:47404", - "issue:47436", - "issue:47448" + "issue:47473" ], "soft_pairs": [ - "issue:43278|issue:43688", - "issue:43720|issue:44361", + "issue:43653|issue:44568", + "issue:41720|issue:44464", + "issue:33666|issue:36331", + "issue:44977|issue:46693", + "issue:43452|issue:43577", + "issue:28370|issue:34567", + "issue:44464|issue:44977", + "issue:43504|issue:43550", + "issue:43782|issue:46693", + "issue:44466|issue:46050", + "issue:32090|issue:33666", + "issue:42898|issue:46491", + "issue:43606|issue:43927", + "issue:43504|issue:43720", + "issue:43720|issue:43927", + "issue:45405|issue:47254", + "issue:43643|issue:44561", + "issue:43504|issue:44610", "issue:43688|issue:45440", + "issue:43720|issue:44361", "issue:44625|issue:47276", - "issue:43334|issue:45759", + "issue:43278|issue:43688", "issue:44734|issue:46612", + "issue:43334|issue:45759", "issue:43577|issue:44554", "issue:45823|issue:46050", - "issue:43525|issue:43572", "issue:44514|issue:45290", - "issue:44964|issue:45405", + "issue:43525|issue:43572", "issue:43334|issue:43572", - "issue:44484|issue:44704", - "issue:28218|issue:33357", - "issue:43611|issue:46846", - "issue:39692|issue:43295", - "issue:44977|issue:46209", - "issue:44488|issue:44843", - "issue:43994|issue:46192", - "issue:45405|issue:47332", - "issue:42796|issue:44977", - "issue:43257|issue:47404", - "issue:43493|issue:43825", - "issue:43927|issue:44361", - "issue:43531|issue:47436", - "issue:43646|issue:44466", - "issue:43572|issue:44291", - "issue:46050|issue:47448" + "issue:44964|issue:45405", + "issue:44568|issue:47473", + "issue:44484|issue:44704" ], - "prepared_review_unit_hash": "0106c6ae22a9a5a540975520ade0ffbf6f84fbdfc34f8860528df10d8e7bee30", + "prepared_review_unit_hash": "b03a753a32673bab13e0ee16bafc7e36b91085eb358a668f8de043d7a1a491d7", "component_budget": { - "node_count": 545, - "item_count": 545, - "soft_pair_count": 2024, - "serialized_chars": 1046962, - "estimated_input_tokens": 261741, - "estimated_eval_tokens": 523738 + "node_count": 547, + "item_count": 547, + "soft_pair_count": 2032, + "serialized_chars": 1051055, + "estimated_input_tokens": 262764, + "estimated_eval_tokens": 525784 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 28, - "serialized_chars": 36316, - "estimated_input_tokens": 9079, - "estimated_eval_tokens": 18414 + "soft_pair_count": 32, + "serialized_chars": 37435, + "estimated_input_tokens": 9359, + "estimated_eval_tokens": 18974 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "Mostly unrelated issue reports. A few pairs share broad themes like v5 config/regression breakages or tokenizer/processor handling, but they point to different concrete code paths and should not be deduplicated.", - "confidence": 0.78, - "canonical_issue_reason": "Issue 43646 is the broadest umbrella regression report in the set and best fits as a representative anchor for several v5 initialization/config breakage reports, even though the cluster does not contain a true duplicate pair.", + "summary": "The set is heterogeneous: mostly unrelated tokenizer, config-loading, generation, and training bugs. None of the soft pairs look like true duplicates, so all soft edges are rejected.", + "confidence": 0.93, + "canonical_issue_reason": "If a single anchor is needed, issue 43643 is the broadest config-loading regression here: `AutoConfig.from_pretrained(..., trust_remote_code=True)` returning missing fields. It best represents the small cluster of config-field propagation issues, though it does not subsume the rest of the items.", "canonical_pr_reason": null, - "best_issue_reason": "Issue 43646 is the most general and central issue among the candidates, with the widest potential to subsume adjacent v5-loading/init regressions.", + "best_issue_reason": "Issue 43643 is the most generally useful representative because it targets a foundational config-loading path and could plausibly be the umbrella for related missing-field regressions. It is still only a partial fit for this mixed set.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:43278", - "right": "issue:43688", + "left": "issue:43653", + "right": "issue:44568", "accept": false, - "reason": "Different bugs: one is a dtype mismatch on embedding layers, the other is auxiliary-loss normalization in MoE models." + "reason": "Both are tokenizer special-token regressions, but one is BigBird mask-token registration and the other is mDeBERTa BOS/EOS insertion; different code paths and fixes." }, { - "left": "issue:43720", - "right": "issue:44361", + "left": "issue:41720", + "right": "issue:44464", "accept": false, - "reason": "Both are loading/runtime failures, but they involve different components and failure modes: packed-weight handling vs tokenizer/task AttributeError." + "reason": "Qwen3 auto device-mapping cuda assert and chunked-generation/compiled-forward output mismatch are different failures with different likely root causes." }, { - "left": "issue:43688", - "right": "issue:45440", + "left": "issue:33666", + "right": "issue:36331", "accept": false, - "reason": "Both concern MoE-related correctness, but the reported bugs are distinct (aux loss normalization vs DeepSeekV3 implementation divergence)." + "reason": "Multi-GPU Qwen2-VL training failure is unrelated to the `compute_loss(..., num_items_in_batch)` trainer API regression." }, { - "left": "issue:44625", - "right": "issue:47276", + "left": "issue:44977", + "right": "issue:46693", "accept": false, - "reason": "Different surface area: config propagation for Qwen3.5 vs a misleading warning message in continuous batching." + "reason": "Both mention generation, but one is a Qwen3.5 flash-attention correctness bug and the other is a long-context FA2 performance regression." }, { - "left": "issue:43334", - "right": "issue:45759", + "left": "issue:43452", + "right": "issue:43577", "accept": false, - "reason": "Both involve Qwen multimodal configs, but one is a missing pad_token_id attribute and the other is AutoModelForCausalLM.from_config not unwrapping text_config." + "reason": "`gguf_file` loading breakage and BLIP2 dtype propagation are separate model-loading issues." }, { - "left": "issue:44734", - "right": "issue:46612", + "left": "issue:28370", + "right": "issue:34567", "accept": false, - "reason": "Different generation bugs in unrelated code paths: serve KV-cache indexing vs beam-search cache reorder skipping for several legacy models." + "reason": "SentencePiece `vocab_file` handling and `TrainerState.num_input_tokens_seen` not updating are unrelated subsystems." }, { - "left": "issue:43577", - "right": "issue:44554", + "left": "issue:44464", + "right": "issue:44977", "accept": false, - "reason": "Unrelated problems: BLIP2 dtype loading vs an attention correctness issue on MPS." + "reason": "Chunked generation with compiled forward vs flash-attention generation on Qwen3.5 are different bugs, not the same underlying defect." }, { - "left": "issue:45823", + "left": "issue:43504", + "right": "issue:43550", + "accept": false, + "reason": "BEiT legacy-field loading and Bamba torch.compile/SDPA failure do not share the same code path." + }, + { + "left": "issue:43782", + "right": "issue:46693", + "accept": false, + "reason": "Qwen3VL `weight_only=True` loading error is not the same as the FA2 long-context performance regression." + }, + { + "left": "issue:44466", "right": "issue:46050", "accept": false, - "reason": "Different model-handling failures: device mismatch during forward with device_map='auto' vs quantized model save/load breakage." + "reason": "Inconsistent `lm_head.weight` serialization and sinq quantized save/load breakage are distinct serialization problems." }, { - "left": "issue:43525", - "right": "issue:43572", + "left": "issue:32090", + "right": "issue:33666", "accept": false, - "reason": "Similar symptom class, but different config attributes and model families; not the same underlying bug." + "reason": "Trainer `_gpu_broadcast_one(NoneType)` and Qwen2-VL multi-GPU training are separate training-time failures." }, { - "left": "issue:44514", - "right": "issue:45290", + "left": "issue:42898", + "right": "issue:46491", "accept": false, - "reason": "Both are chat-template related, but one is batched padding behavior and the other is tool-call assistant messages with no content." + "reason": "`clean_up_tokenization_spaces` behavior change and CodeLlama leading-space round-trip regression are different tokenizer behaviors." }, { - "left": "issue:44964", - "right": "issue:45405", + "left": "issue:43606", + "right": "issue:43927", "accept": false, - "reason": "Completely different issues: multimodal model loading vs PEFT version pinning to an unreleased release." + "reason": "CPU offload device mismatch for Bark and DiaConfig losing custom token IDs after save/load are unrelated." }, { - "left": "issue:43334", - "right": "issue:43572", + "left": "issue:43504", + "right": "issue:43720", "accept": false, - "reason": "Both are missing config attributes after version changes, but they affect different configs and fields." + "reason": "BEiT legacy-field loading and BitNet packed-weight unpacking during accelerate loading are not the same bug." }, { - "left": "issue:44484", - "right": "issue:44704", + "left": "issue:43720", + "right": "issue:43927", "accept": false, - "reason": "Different save/load API concerns: shard size defaults vs AutoProcessor kwargs forwarding." + "reason": "Packed-weight handling in BitNet and DiaConfig token-ID persistence affect different model/loading paths." }, { - "left": "issue:28218", - "right": "issue:33357", + "left": "issue:45405", + "right": "issue:47254", "accept": false, - "reason": "No real overlap: tokenizer spacing bug vs MacOS bus error on a CLIP model." + "reason": "A PEFT minimum-version bump and a PEFT+DeepSpeed ZeRO-3 checkpoint error are different issues." }, { - "left": "issue:43611", - "right": "issue:46846", + "left": "issue:43643", + "right": "issue:44561", "accept": false, - "reason": "Both mention model loading/sharding-like behavior, but one is a base_model_prefix regression and the other is a TP plan issue for Qwen3.5." + "reason": "Both involve `trust_remote_code`, but one is missing fields from config loading and the other is a v5 removal breaking downstream model code." }, { - "left": "issue:39692", - "right": "issue:43295", + "left": "issue:43504", + "right": "issue:44610", "accept": false, - "reason": "Different multimodal problems: documentation example errors vs a regression in processor.tokenizer / tokenizer image handling." + "reason": "BEiT preset loading and OmDet-Turbo processor/model size mismatch are unrelated." }, { - "left": "issue:44977", - "right": "issue:46209", + "left": "issue:43688", + "right": "issue:45440", "accept": false, - "reason": "Different accelerator/runtime failures: Qwen3.5 flash-attention generation vs FP8 inference on B200." + "reason": "MoE auxiliary-loss normalization and DeepSeekV3MoE implementation divergence are not the same underlying bug." }, { - "left": "issue:44488", - "right": "issue:44843", + "left": "issue:43720", + "right": "issue:44361", "accept": false, - "reason": "Unrelated loading failures: one model failing to load vs offline mode broken by an unconditional model_info() call." + "reason": "BitNet accelerate-loading behavior and MLukeTokenizer attribute errors are unrelated." }, { - "left": "issue:43994", - "right": "issue:46192", + "left": "issue:44625", + "right": "issue:47276", "accept": false, - "reason": "Different components: SigLIP2 inference quality issue vs return_tensors being ignored when text_kwargs is passed." + "reason": "Qwen3.5 `num_labels` propagation and a misleading synced_gpus warning are different problems." }, { - "left": "issue:45405", - "right": "issue:47332", + "left": "issue:43278", + "right": "issue:43688", "accept": false, - "reason": "PEFT version pinning and disk-offloaded model saving are unrelated." + "reason": "BF16-to-FP32 dtype drift in evaluate and MoE auxiliary-loss normalization are unrelated." }, { - "left": "issue:42796", - "right": "issue:44977", + "left": "issue:44734", + "right": "issue:46612", "accept": false, - "reason": "Both are Qwen-related tokenizer/model issues, but one is BPE-marker handling and the other is flash-attention generation correctness." + "reason": "KV-cache continuation indexing in serve and beam-search cache reorder skipping in generation are different cache-related code paths." }, { - "left": "issue:43257", - "right": "issue:47404", + "left": "issue:43334", + "right": "issue:45759", "accept": false, - "reason": "Different loading/packing issues: Qwen3 MoE conversion with accelerate+deepspeed vs device_map transient OOM during conversion ops." + "reason": "Qwen3-VL missing `pad_token_id` and Qwen 3.5/3.6 `text_config` unwrapping are both config issues, but they are different model structures and failure modes." }, { - "left": "issue:43493", - "right": "issue:43825", + "left": "issue:43577", + "right": "issue:44554", "accept": false, - "reason": "Different SigLIP2-related reports: implementation discrepancy vs a pipeline task error message regression." + "reason": "BLIP2 dtype propagation and an MPS attention correctness issue are unrelated." }, { - "left": "issue:43927", - "right": "issue:44361", + "left": "issue:45823", + "right": "issue:46050", "accept": false, - "reason": "Different config/model areas: DiaConfig save/load token IDs vs MLukeTokenizer AttributeError." + "reason": "Gemma4 `device_map=\"auto\"` device mismatch and sinq quantization save/load breakage are distinct failures." }, { - "left": "issue:43531", - "right": "issue:47436", + "left": "issue:44514", + "right": "issue:45290", "accept": false, - "reason": "Both are config/behavior regressions in Qwen-family models, but one is sliding_window and the other is missing max_position_embeddings." + "reason": "Both are chat-template edge cases, but batched `padding=False` crashes and assistant messages with tool calls/no content are different triggers." }, { - "left": "issue:43646", - "right": "issue:44466", + "left": "issue:43525", + "right": "issue:43572", "accept": false, - "reason": "Both are v5 regressions, but they concern different code paths: custom model initialization vs tied-weight serialization." + "reason": "Missing `pad_token_id` in Llama4Config and missing `pad_token_idx` in StableLmConfig are similar symptoms but different configs and fields." }, { - "left": "issue:43572", - "right": "issue:44291", + "left": "issue:43334", + "right": "issue:43572", "accept": false, - "reason": "Both involve loading/config issues, but one is missing pad_token_idx after v5 and the other is an unexpected _is_hf_initialized argument with init_empty_weights." + "reason": "Qwen3-VL `pad_token_id` and StableLmConfig `pad_token_idx` issues are separate model/config regressions." }, { - "left": "issue:46050", - "right": "issue:47448", + "left": "issue:44964", + "right": "issue:45405", + "accept": false, + "reason": "Phi-4 multimodal loading failure and a PEFT version-release issue are unrelated." + }, + { + "left": "issue:44568", + "right": "issue:47473", + "accept": false, + "reason": "Special-token addition for mDeBERTa and SentencePiece byte-fallback decoding are different tokenizer features." + }, + { + "left": "issue:44484", + "right": "issue:44704", "accept": false, - "reason": "Different quantization/model-loading problems: sinq save/load breakage vs Gemma4 architecture recognition." + "reason": "`max_shard_size` default behavior and `AutoProcessor.from_pretrained` kwarg forwarding are unrelated API concerns." } ] }, @@ -9215,303 +9182,281 @@ "component_index": 1, "component_count": 28, "review_unit_index": 30, - "review_unit_count": 67, + "review_unit_count": 68, "status": "reviewed", "reason": null, "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-545", + "cluster_id": "cluster-10000-547", "nodes": [ - "issue:15354", "issue:28218", "issue:29925", - "issue:38175", + "issue:33357", + "issue:39692", "issue:42490", + "issue:42796", + "issue:43257", "issue:43278", + "issue:43295", "issue:43493", "issue:43504", + "issue:43531", "issue:43572", "issue:43606", - "issue:43653", + "issue:43611", + "issue:43646", "issue:43696", "issue:43701", "issue:43824", + "issue:43825", "issue:43844", "issue:43873", + "issue:43927", "issue:43994", - "issue:44112", - "issue:44423", - "issue:44464", + "issue:44291", + "issue:44361", + "issue:44466", + "issue:44488", "issue:44493", "issue:44554", "issue:44568", "issue:44589", - "issue:44734", - "issue:44849", - "issue:45072", - "issue:45084", - "issue:45245", - "issue:45357", + "issue:44843", + "issue:44977", + "issue:45405", "issue:45491", - "issue:45520", - "issue:45584", "issue:45812", "issue:46002", "issue:46050", + "issue:46192", "issue:46209", - "issue:46285", "issue:46365", - "issue:46489", - "issue:46710", - "issue:46821", - "issue:46832", - "issue:47013", - "issue:47254", + "issue:46846", + "issue:47332", "issue:47404", "issue:47436", "issue:47448" ], "soft_pairs": [ + "issue:43611|issue:46846", + "issue:28218|issue:33357", + "issue:39692|issue:43295", + "issue:43994|issue:46192", + "issue:44488|issue:44843", + "issue:44977|issue:46209", + "issue:45405|issue:47332", + "issue:42796|issue:44977", + "issue:43257|issue:47404", + "issue:43493|issue:43825", + "issue:43531|issue:47436", + "issue:43927|issue:44361", + "issue:43572|issue:44291", + "issue:46050|issue:47448", + "issue:43646|issue:44466", "issue:44493|issue:47448", - "issue:44568|issue:45812", "issue:44554|issue:46365", - "issue:44568|issue:46489", + "issue:44568|issue:45812", "issue:43278|issue:43701", - "issue:28218|issue:29925", "issue:43873|issue:47404", "issue:45491|issue:46002", + "issue:28218|issue:29925", "issue:43504|issue:43606", "issue:42490|issue:43696", "issue:43493|issue:43844", "issue:43824|issue:44589", - "issue:46821|issue:46832", - "issue:43278|issue:43844", - "issue:46209|issue:46710", - "issue:44589|issue:45520", - "issue:43504|issue:43653", - "issue:43606|issue:44112", - "issue:43994|issue:44493", - "issue:44493|issue:46285", - "issue:45072|issue:46832", - "issue:43873|issue:46050", - "issue:44423|issue:44734", - "issue:44464|issue:45584", - "issue:15354|issue:38175", - "issue:43572|issue:47436", - "issue:47013|issue:47254", - "issue:45245|issue:46710", - "issue:44849|issue:45357", - "issue:45084|issue:45520" + "issue:43278|issue:43844" ], - "prepared_review_unit_hash": "5cc6536cf5d06763a839009662909678752d3c49cec3bdd9cb16aacd9cf7858e", + "prepared_review_unit_hash": "4ae1b19b375d74d58aa72c28f04dc6936e676b85370065c76de921f34f328f6f", "component_budget": { - "node_count": 545, - "item_count": 545, - "soft_pair_count": 2024, - "serialized_chars": 1046962, - "estimated_input_tokens": 261741, - "estimated_eval_tokens": 523738 + "node_count": 547, + "item_count": 547, + "soft_pair_count": 2032, + "serialized_chars": 1051055, + "estimated_input_tokens": 262764, + "estimated_eval_tokens": 525784 }, "budget": { - "node_count": 48, - "item_count": 48, - "soft_pair_count": 30, - "serialized_chars": 36864, - "estimated_input_tokens": 9216, - "estimated_eval_tokens": 18688 + "node_count": 47, + "item_count": 47, + "soft_pair_count": 27, + "serialized_chars": 35272, + "estimated_input_tokens": 8818, + "estimated_eval_tokens": 17892 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "The cluster is highly heterogeneous: most pairs share only broad thematic similarity (tokenizers, configs, offload, generation, quantization) but not the same concrete bug. None of the soft edges look like true duplicates, so they should all stay separate.", - "confidence": 0.95, - "canonical_issue_reason": "If a single issue must anchor the cluster, issue:44493 is the closest fit because it is the broadest, most central regression in the set and appears in multiple soft-similarity links.", - "canonical_pr_reason": null, - "best_issue_reason": "issue:44493 is the best representative issue: it describes a cross-model regression with a generic symptom, unlike the more model-specific or infrastructure-specific reports nearby.", - "best_pr_reason": null, + "summary": "This cluster is heterogeneous: it mixes unrelated tokenizer, loading/import, offloading, quantization, and architecture-specific regressions. None of the soft pairs are safe duplicates, so there is no single canonical issue or PR to merge onto.", + "confidence": 0.97, + "canonical_issue_reason": "No canonical issue: the items do not describe one underlying bug, but a collection of different failures across unrelated code paths.", + "canonical_pr_reason": "No PRs are present in this cluster.", + "best_issue_reason": "No issue is suitable as a global representative; choosing one would hide the fact that the cluster is not a true duplicate set.", + "best_pr_reason": "No PRs are present in this cluster.", "soft_edge_verdicts": [ { - "left": "issue:44493", - "right": "issue:47448", + "left": "issue:43611", + "right": "issue:46846", "accept": false, - "reason": "Different bugs: unexpected key/position-id regression vs gemma4 architecture recognition." + "reason": "Different bugs: model loading with base_model_prefix vs Qwen3.5 tensor-parallel linear_attn OOM/shape errors." }, { - "left": "issue:44568", - "right": "issue:45812", + "left": "issue:28218", + "right": "issue:33357", "accept": false, - "reason": "Both are tokenizer regressions, but on different models and different failure modes (missing BOS/EOS vs wrong token IDs)." + "reason": "Tokenizer spacing after added tokens is unrelated to a CLIP MacOS bus error." }, { - "left": "issue:44554", - "right": "issue:46365", + "left": "issue:39692", + "right": "issue:43295", "accept": false, - "reason": "MPS attention correctness issue is unrelated to the Trainer import/dependency problem." + "reason": "SigLIP2 doc/example mistakes are not the same as the processor.tokenizer regression." }, { - "left": "issue:44568", - "right": "issue:46489", + "left": "issue:43994", + "right": "issue:46192", "accept": false, - "reason": "Distinct tokenizer bugs affecting different model families and outputs." + "reason": "Wrong Granite token IDs and silent return_tensors handling are different tokenizer bugs and code paths." }, { - "left": "issue:43278", - "right": "issue:43701", + "left": "issue:44488", + "right": "issue:44843", "accept": false, - "reason": "BF16/FP32 dtype drift is unrelated to resume_from_checkpoint key mismatch." + "reason": "Model load failure for cjvt/sleng-bert is unrelated to the offline model_info call in mistral regex patching." }, { - "left": "issue:28218", - "right": "issue:29925", + "left": "issue:44977", + "right": "issue:46209", "accept": false, - "reason": "Added-token spacing bug is not the same as SigLIP fast-tokenizer enforcement." + "reason": "Qwen3.5 flash-attention generation issue is not the same as FP8 inference failure on B200." }, { - "left": "issue:43873", - "right": "issue:47404", + "left": "issue:45405", + "right": "issue:47332", "accept": false, - "reason": "Quantization offloading behavior and device_map transient OOM are different loading/offload issues." + "reason": "PEFT version pinning and disk-offloaded model saving are unrelated problems." }, { - "left": "issue:45491", - "right": "issue:46002", - "accept": false, - "reason": "Both mention NaNs, but the root causes and code paths differ." - }, - { - "left": "issue:43504", - "right": "issue:43606", + "left": "issue:42796", + "right": "issue:44977", "accept": false, - "reason": "Legacy field loading failure is unrelated to CPU offload device mismatch." + "reason": "Tokenizer BPE-marker handling is a different layer than flash-attention generation correctness." }, { - "left": "issue:42490", - "right": "issue:43696", + "left": "issue:43257", + "right": "issue:47404", "accept": false, - "reason": "Trailing-slash import warning is unrelated to CUDA OOM on GPT-oss-20b." + "reason": "Qwen3 MOE conversion with accelerate/deepspeed is different from device_map transient OOM during conversion ops." }, { "left": "issue:43493", - "right": "issue:43844", - "accept": false, - "reason": "SigLIP2 HF/JAX discrepancy is not the same bug as ZeRO-3 gradient explosion." - }, - { - "left": "issue:43824", - "right": "issue:44589", + "right": "issue:43825", "accept": false, - "reason": "ImportError for a missing class and Float8 storage lookup failure are different runtime issues." + "reason": "SigLIP2 HF/JAX discrepancy is unrelated to a pipeline translation error message." }, { - "left": "issue:46821", - "right": "issue:46832", + "left": "issue:43531", + "right": "issue:47436", "accept": false, - "reason": "TimesFM window_size attribute handling and RT-DETR feature-level mismatch are unrelated." + "reason": "Qwen3-MoE sliding_window behavior and missing max_position_embeddings on Qwen2_5OmniConfig are different failures." }, { - "left": "issue:43278", - "right": "issue:43844", + "left": "issue:43927", + "right": "issue:44361", "accept": false, - "reason": "Mixed-precision dtype change is not the same as the DeepSpeed gradient blow-up." + "reason": "DiaConfig save/load token ID loss is unrelated to MLukeTokenizer task AttributeError." }, { - "left": "issue:46209", - "right": "issue:46710", + "left": "issue:43572", + "right": "issue:44291", "accept": false, - "reason": "FP8 inference failure on B200 is unrelated to an accuracy regression after version upgrade." + "reason": "StableLmConfig pad_token_idx regression and init_empty_weights unexpected argument are different initialization issues." }, { - "left": "issue:44589", - "right": "issue:45520", + "left": "issue:46050", + "right": "issue:47448", "accept": false, - "reason": "Float8 storage type lookup and flash_attn import handling are different failures." + "reason": "Quantized sinq save/load breakage is unrelated to Gemma4 architecture recognition." }, { - "left": "issue:43504", - "right": "issue:43653", + "left": "issue:43646", + "right": "issue:44466", "accept": false, - "reason": "BEiT legacy-field loading and BigBirdTokenizer special-token registration are separate bugs." + "reason": "Custom model initialization breakage and lm_head.weight serialization inconsistency are both v5 regressions but not the same concrete code path." }, { - "left": "issue:43606", - "right": "issue:44112", + "left": "issue:44493", + "right": "issue:47448", "accept": false, - "reason": "A real CPU offload bug is not the same as a stale CI test." + "reason": "Unexpected position-id keys and Gemma4 arch recognition failure are separate model/config issues." }, { - "left": "issue:43994", - "right": "issue:44493", + "left": "issue:44554", + "right": "issue:46365", "accept": false, - "reason": "Wrong SigLIP2 outputs and unexpected position-id keys are different model regressions." + "reason": "MPS attention correctness on value-head-dim mismatch is unrelated to Trainer import being affected by datasets." }, { - "left": "issue:44493", - "right": "issue:46285", + "left": "issue:44568", + "right": "issue:45812", "accept": false, - "reason": "Unexpected key/position-id regression is unrelated to CLIPTextModel structure inconsistency." + "reason": "mDeBERTa special-token handling and Granite token-ID regression are both tokenizer bugs, but not the same bug." }, { - "left": "issue:45072", - "right": "issue:46832", + "left": "issue:43278", + "right": "issue:43701", "accept": false, - "reason": "Dtype mismatches in bfloat16 inference are unrelated to RT-DETR forward shape/feature-level errors." + "reason": "Embedding dtype drift during evaluate and resume_from_checkpoint key mismatch are unrelated training/state issues." }, { "left": "issue:43873", - "right": "issue:46050", - "accept": false, - "reason": "Offloading with quantization and broken save/load for sinq-quantized models are different code paths." - }, - { - "left": "issue:44423", - "right": "issue:44734", + "right": "issue:47404", "accept": false, - "reason": "Serve continuous-batching multimodal crash is not the same as KV-cache continuation indexing." + "reason": "Quantization offloading failure and device_map transient OOM are offloading-related, but not the same underlying bug." }, { - "left": "issue:15354", - "right": "issue:38175", + "left": "issue:45491", + "right": "issue:46002", "accept": false, - "reason": "torch.jit.script GeneratorExp support and SigLIP2 zero-probability outputs are unrelated." + "reason": "Gemma3 sliding-window NaNs and NaNs in classification heads after checkout/init are different numerical issues." }, { - "left": "issue:43572", - "right": "issue:47436", + "left": "issue:28218", + "right": "issue:29925", "accept": false, - "reason": "Missing pad_token_idx in StableLmConfig and missing max_position_embeddings in Qwen2_5OmniConfig are different config regressions." + "reason": "Extra space after an added token is unrelated to SigLIP tokenizer use_fast enforcement." }, { - "left": "issue:47013", - "right": "issue:47254", + "left": "issue:43504", + "right": "issue:43606", "accept": false, - "reason": "xLSTM backend unpacking crash is unrelated to PEFT+DeepSpeed checkpointing errors." + "reason": "BEiT legacy-field loading failure is unrelated to Bark-small CPU offload device mismatch." }, { - "left": "issue:45245", - "right": "issue:46710", + "left": "issue:42490", + "right": "issue:43696", "accept": false, - "reason": "Category-count limit runtime error does not match a model accuracy regression." + "reason": "Trailing-slash local path import warning and GPT-oss OOM are completely different bugs." }, { - "left": "issue:44849", - "right": "issue:45357", + "left": "issue:43493", + "right": "issue:43844", "accept": false, - "reason": "Qwen3.5 hidden-states bug and incorrect visual-encoder save_pretrained keys are separate issues." + "reason": "SigLIP2 implementation discrepancy is unrelated to the ZeRO-3 gradient growth bug." }, { - "left": "issue:45084", - "right": "issue:45520", + "left": "issue:43824", + "right": "issue:44589", "accept": false, - "reason": "Compilation of non-template nodes is unrelated to flash_attn import KeyError on Python 3.13." + "reason": "Qwen2.5-VL import failure and Float8 storage lookup error are different import/runtime problems." }, { - "left": "issue:44464", - "right": "issue:45584", + "left": "issue:43278", + "right": "issue:43844", "accept": false, - "reason": "Compiled-forward chunked generation inconsistency and Whisper empty-transcription failure have different triggers and fix paths." + "reason": "BF16-to-FP32 embedding dtype change is unrelated to HfDeepSpeedConfig + ZeRO-3 gradient explosion." } ] }, @@ -9527,289 +9472,288 @@ "component_index": 1, "component_count": 28, "review_unit_index": 31, - "review_unit_count": 67, + "review_unit_count": 68, "status": "reviewed", "reason": null, "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-545", + "cluster_id": "cluster-10000-547", "nodes": [ + "issue:15354", "issue:28218", - "issue:28370", - "issue:29942", - "issue:30333", "issue:34567", - "issue:34689", "issue:37428", + "issue:38175", "issue:41720", "issue:42947", - "issue:43065", - "issue:43295", "issue:43381", - "issue:43404", - "issue:43450", "issue:43493", - "issue:43540", + "issue:43504", "issue:43572", + "issue:43606", + "issue:43653", "issue:43701", "issue:43844", "issue:43873", "issue:43937", "issue:43957", - "issue:44554", - "issue:44610", + "issue:43994", + "issue:44112", + "issue:44423", + "issue:44464", + "issue:44493", + "issue:44589", + "issue:44734", "issue:44849", - "issue:44869", "issue:44964", "issue:44977", "issue:45072", - "issue:45198", + "issue:45084", "issue:45200", "issue:45229", - "issue:45406", - "issue:45446", - "issue:45588", - "issue:45759", + "issue:45245", + "issue:45357", + "issue:45520", + "issue:45584", "issue:45823", - "issue:46121", - "issue:46192", + "issue:46050", "issue:46209", - "issue:46369", + "issue:46285", "issue:46701", "issue:46710", - "issue:46752", "issue:46821", - "issue:47145", - "issue:47332", - "issue:47404" + "issue:46832", + "issue:47013", + "issue:47254", + "issue:47436" ], "soft_pairs": [ + "issue:46821|issue:46832", + "issue:44589|issue:45520", + "issue:46209|issue:46710", + "issue:43504|issue:43653", + "issue:43994|issue:44493", + "issue:43606|issue:44112", + "issue:44493|issue:46285", + "issue:45072|issue:46832", + "issue:44423|issue:44734", + "issue:43873|issue:46050", + "issue:44464|issue:45584", + "issue:15354|issue:38175", + "issue:43572|issue:47436", + "issue:47013|issue:47254", + "issue:45245|issue:46710", + "issue:45084|issue:45520", "issue:45229|issue:45823", + "issue:44849|issue:45357", "issue:42947|issue:43381", - "issue:28218|issue:34567", "issue:43844|issue:44964", + "issue:28218|issue:34567", "issue:44849|issue:46209", - "issue:37428|issue:43957", "issue:45200|issue:45229", + "issue:37428|issue:43957", "issue:41720|issue:46710", "issue:43493|issue:43701", - "issue:44849|issue:47145", "issue:43937|issue:46701", - "issue:47332|issue:47404", - "issue:44977|issue:46701", - "issue:43295|issue:43450", - "issue:43065|issue:46369", - "issue:43404|issue:46710", - "issue:44554|issue:45446", - "issue:45588|issue:45759", - "issue:45072|issue:45198", - "issue:43295|issue:43873", - "issue:43572|issue:46821", - "issue:44869|issue:46752", - "issue:43540|issue:45200", - "issue:29942|issue:30333", - "issue:43295|issue:44610", - "issue:45406|issue:46121", - "issue:28370|issue:34689", - "issue:45823|issue:46192" + "issue:44977|issue:46701" ], - "prepared_review_unit_hash": "d26c79d378828ed7a1244f12ff9a8b607515cf39133617a5ea6736fbee04dbaf", + "prepared_review_unit_hash": "6cb8124b9ac58cf42ff86221faff98dfd10f93db0079e8995518e6f9ac272f94", "component_budget": { - "node_count": 545, - "item_count": 545, - "soft_pair_count": 2024, - "serialized_chars": 1046962, - "estimated_input_tokens": 261741, - "estimated_eval_tokens": 523738 + "node_count": 547, + "item_count": 547, + "soft_pair_count": 2032, + "serialized_chars": 1051055, + "estimated_input_tokens": 262764, + "estimated_eval_tokens": 525784 }, "budget": { - "node_count": 48, - "item_count": 48, + "node_count": 47, + "item_count": 47, "soft_pair_count": 28, - "serialized_chars": 36038, - "estimated_input_tokens": 9010, - "estimated_eval_tokens": 18276 + "serialized_chars": 35552, + "estimated_input_tokens": 8888, + "estimated_eval_tokens": 18032 }, "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 model families, but they describe different failure modes and code paths rather than the same duplicate bug.", + "summary": "This cluster is a collection of superficially similar but substantively unrelated issues; the soft-similarity links are all false positives and there is no clear single canonical duplicate.", "confidence": 0.98, - "canonical_issue_reason": "No single canonical issue stands out; the items span unrelated tokenizer, training, loading, processor, offloading, and model-specific regressions, so there is no coherent duplicate target.", + "canonical_issue_reason": null, "canonical_pr_reason": null, - "best_issue_reason": "No issue is a good global representative because the cluster does not form one underlying bug; at best these are topical neighbors, not duplicates.", + "best_issue_reason": null, "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:45229", - "right": "issue:45823", + "left": "issue:46821", + "right": "issue:46832", "accept": false, - "reason": "Both touch Gemma4 multi-GPU/device_map behavior, but one is an inference OOM and the other is a device-mismatch forward error; different concrete bugs." + "reason": "Different models and failures: TimesFM window_size AttributeError vs RT-DETR feature-level mismatch in forward." }, { - "left": "issue:42947", - "right": "issue:43381", + "left": "issue:44589", + "right": "issue:45520", "accept": false, - "reason": "Both mention gradient checkpointing, but one is about LoRA/PEFT not actually checkpointing and the other is an eval-mode restriction; not the same code-path issue." + "reason": "Both are import/storage-related, but one is a Float8 storage lookup failure and the other is a flash_attn KeyError on Python 3.13." }, { - "left": "issue:28218", - "right": "issue:34567", + "left": "issue:46209", + "right": "issue:46710", "accept": false, - "reason": "Tokenizer spacing after added tokens and TrainerState token-count tracking are unrelated bugs." + "reason": "FP8 inference failure on B200 is unrelated to an accuracy regression after upgrading Transformers." }, { - "left": "issue:43844", - "right": "issue:44964", + "left": "issue:43504", + "right": "issue:43653", "accept": false, - "reason": "ZeRO-3 gradient amplification and Phi-4 model loading failure are different problems with no shared fix path." + "reason": "BEiT pretrained load legacy-field bug and BigBirdTokenizer special-token registration bug are different code paths." }, { - "left": "issue:44849", - "right": "issue:46209", + "left": "issue:43994", + "right": "issue:44493", "accept": false, - "reason": "One is a Qwen3.5 hidden-states bug; the other is an FP8 inference failure on B200. Different model paths and symptoms." + "reason": "SigLIP2 nonsensical outputs and a position-id key warning are different model bugs with different symptoms." }, { - "left": "issue:37428", - "right": "issue:43957", + "left": "issue:43606", + "right": "issue:44112", "accept": false, - "reason": "Missing flash-attention helper import and meta-device model loading are separate loading regressions." + "reason": "CPU offload device mismatch in bark-small is unrelated to a stale CI test failure in GraniteSpeech." }, { - "left": "issue:45200", - "right": "issue:45229", + "left": "issue:44493", + "right": "issue:46285", "accept": false, - "reason": "Gemma4 text-only mm_token_type_ids defaults and Gemma4 multi-GPU OOM are different issues; one is input defaulting, the other memory usage." + "reason": "Unexpected position-id key handling is unrelated to CLIP text model structure changes." }, { - "left": "issue:41720", - "right": "issue:46710", + "left": "issue:45072", + "right": "issue:46832", "accept": false, - "reason": "Qwen3 auto device-mapping CUDA assert and DeepSeek accuracy regression after upgrade are not the same bug." + "reason": "bfloat16 dtype mismatch and RT-DETR feature-level indexing are different inference bugs." }, { - "left": "issue:43493", - "right": "issue:43701", + "left": "issue:44423", + "right": "issue:44734", "accept": false, - "reason": "SigLIP2 implementation discrepancy and resume checkpoint key mismatch are unrelated." + "reason": "Both involve serve, but one is a multimodal continuous-batching crash and the other is KV-cache continuation tensor indexing." }, { - "left": "issue:44849", - "right": "issue:47145", + "left": "issue:43873", + "right": "issue:46050", "accept": false, - "reason": "Hidden-states output bug and FP8 compressed-tensors weight_scale omission affect different functionality." + "reason": "Quantization offloading malfunction and sinq save/load breakage are different lifecycle issues." }, { - "left": "issue:43937", - "right": "issue:46701", + "left": "issue:44464", + "right": "issue:45584", "accept": false, - "reason": "GLM-5 generation config validation and DiffusionGemma image-text-to-text pipeline failure are unrelated model-specific issues." + "reason": "Compiled-forward chunked generation inconsistency is unrelated to Whisper empty transcription after align_special_tokens." }, { - "left": "issue:47332", - "right": "issue:47404", + "left": "issue:15354", + "right": "issue:38175", "accept": false, - "reason": "Both involve offloading/loading memory behavior, but one is save-time disk offload and the other is device-map conversion OOM; not the same fix." + "reason": "torch.jit.script GeneratorExp export failure and SigLIP2 zero probabilities are unrelated bugs." }, { - "left": "issue:44977", - "right": "issue:46701", + "left": "issue:43572", + "right": "issue:47436", "accept": false, - "reason": "Qwen3.5 flash-attention generation failure and DiffusionGemma pipeline failure are different model/integration bugs." + "reason": "Different missing config fields: StableLmConfig pad_token_idx vs Qwen2_5OmniConfig max_position_embeddings." }, { - "left": "issue:43295", - "right": "issue:43450", + "left": "issue:47013", + "right": "issue:47254", "accept": false, - "reason": "Both are processor regressions, but one is tokenizer/image attribute access and the other is batched video output shape; distinct code paths." + "reason": "xLSTM unpacking a bare tensor and a PEFT+DeepSpeed checkpoint error are distinct gradient-checkpointing failures." }, { - "left": "issue:43065", - "right": "issue:46369", + "left": "issue:45245", + "right": "issue:46710", "accept": false, - "reason": "Dummy Conv2d in Sam3PixelDecoder and memory overflow in sam3-litetext are different Sam3 problems." + "reason": "Category-count limit error is unrelated to an accuracy regression after a Transformers upgrade." }, { - "left": "issue:43404", - "right": "issue:46710", + "left": "issue:45084", + "right": "issue:45520", "accept": false, - "reason": "Mistral3 lm_head tying and DeepSeek accuracy regression are unrelated model correctness issues." + "reason": "Template-node compilation error and flash_attn import KeyError are different failures." }, { - "left": "issue:44554", - "right": "issue:45446", + "left": "issue:45229", + "right": "issue:45823", "accept": false, - "reason": "MPS attention correctness and flex_attention import version check are separate issues." + "reason": "CUDA OOM in multi-GPU inference is not the same as a device mismatch during forward with auto device mapping." }, { - "left": "issue:45588", - "right": "issue:45759", + "left": "issue:44849", + "right": "issue:45357", "accept": false, - "reason": "Flash-attention s_aux=None crash and missing text_config unwrap in AutoModelForCausalLM.from_config are different multimodal integration bugs." + "reason": "Qwen3.5 output_hidden_states bug and incorrect saved visual-encoder keys are different regressions." }, { - "left": "issue:45072", - "right": "issue:45198", + "left": "issue:42947", + "right": "issue:43381", "accept": false, - "reason": "bfloat16 dtype mismatch in SwitchTransformers/TimmWrapperModel and Wav2Vec2 save/tokenization failure are unrelated." + "reason": "Both mention gradient checkpointing, but one is ineffective with PEFT LoRA and the other forbids eval-mode usage." }, { - "left": "issue:43295", - "right": "issue:43873", + "left": "issue:43844", + "right": "issue:44964", "accept": false, - "reason": "Processor/tokenizer API breakage and offloading-with-quantization behavior are different bugs despite both involving model loading infrastructure." + "reason": "ZeRO-3 gradient growth and meta-device model loading failures are unrelated training vs loading problems." }, { - "left": "issue:43572", - "right": "issue:46821", + "left": "issue:28218", + "right": "issue:34567", "accept": false, - "reason": "Missing StableLmConfig pad_token_idx and TimesFM window_size AttributeError are unrelated config regressions." + "reason": "Tokenizer spacing after added tokens and TrainerState token-count tracking are unrelated." }, { - "left": "issue:44869", - "right": "issue:46752", + "left": "issue:44849", + "right": "issue:46209", "accept": false, - "reason": "Whisper timestamp decode crash and empty-list chat template IndexError are distinct edge cases." + "reason": "Qwen3.5 hidden-states bug and FP8 inference failure on B200 are unrelated." }, { - "left": "issue:43540", - "right": "issue:45200", + "left": "issue:45200", + "right": "issue:45229", "accept": false, - "reason": "Qwen3OmniMoe video-processing ValueError and Gemma4 mm_token_type_ids defaulting are different multimodal bugs." + "reason": "Missing mm_token_type_ids default and multi-GPU CUDA OOM are different problems." }, { - "left": "issue:29942", - "right": "issue:30333", + "left": "issue:37428", + "right": "issue:43957", "accept": false, - "reason": "Flash Attention 2 test failures and MLflow reporting on failed training jobs are unrelated." + "reason": "Missing flash-attention import symbol and meta-device loading regressions are different compatibility bugs." }, { - "left": "issue:43295", - "right": "issue:44610", + "left": "issue:41720", + "right": "issue:46710", "accept": false, - "reason": "Both are processor regressions, but one is tokenizer/image accessor breakage and the other is OmDet-Turbo input resolution mismatch; not the same underlying bug." + "reason": "A800 auto device mapping cudaErrorAssert and an accuracy regression are unrelated." }, { - "left": "issue:45406", - "right": "issue:46121", + "left": "issue:43493", + "right": "issue:43701", "accept": false, - "reason": "Gemma4Processor missing _tokenizer and rope-parameter list handling are unrelated." + "reason": "SigLIP2 implementation discrepancy and resume_from_checkpoint key mismatch do not describe the same bug." }, { - "left": "issue:28370", - "right": "issue:34689", + "left": "issue:43937", + "right": "issue:46701", "accept": false, - "reason": "SentencePiece vocab_file handling and Llama 3.2 Vision model loading regression are different loading problems." + "reason": "Invalid GenerationConfig for GLM-5 is unrelated to DiffusionGemma pipeline breakage." }, { - "left": "issue:45823", - "right": "issue:46192", + "left": "issue:44977", + "right": "issue:46701", "accept": false, - "reason": "Gemma4 device-mismatch with device_map auto and silent return_tensors ignoring are different processor behaviors." + "reason": "Qwen3.5 flash-attention generation failure and DiffusionGemma pipeline failure are different model-specific issues." } ] }, @@ -9825,295 +9769,297 @@ "component_index": 1, "component_count": 28, "review_unit_index": 32, - "review_unit_count": 67, + "review_unit_count": 68, "status": "reviewed", "reason": null, "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-545", + "cluster_id": "cluster-10000-547", "nodes": [ "issue:27957", - "issue:28218", "issue:28370", - "issue:29870", "issue:29942", - "issue:35141", + "issue:30333", + "issue:34689", "issue:37428", "issue:39692", "issue:42490", "issue:42915", - "issue:43262", - "issue:43278", + "issue:43065", "issue:43295", "issue:43334", - "issue:43335", + "issue:43404", "issue:43450", - "issue:43452", "issue:43493", "issue:43525", + "issue:43540", "issue:43550", + "issue:43572", "issue:43575", - "issue:43653", - "issue:43819", "issue:43824", "issue:43844", - "issue:43856", - "issue:43950", + "issue:43873", "issue:43975", - "issue:44112", "issue:44186", - "issue:44466", - "issue:44521", - "issue:44561", - "issue:44737", - "issue:45127", + "issue:44554", + "issue:44610", + "issue:44849", + "issue:44869", + "issue:45072", + "issue:45198", "issue:45200", - "issue:45290", - "issue:45325", + "issue:45406", + "issue:45446", "issue:45520", + "issue:45588", + "issue:45759", "issue:45823", + "issue:46121", "issue:46178", "issue:46192", - "issue:46234", - "issue:46285", - "issue:46512", - "issue:46894", - "issue:47448" + "issue:46369", + "issue:46710", + "issue:46752", + "issue:46821", + "issue:47145", + "issue:47332", + "issue:47404" ], "soft_pairs": [ + "issue:43065|issue:46369", + "issue:47332|issue:47404", + "issue:44849|issue:47145", + "issue:43295|issue:43450", + "issue:43404|issue:46710", + "issue:44554|issue:45446", + "issue:45588|issue:45759", + "issue:45072|issue:45198", + "issue:43295|issue:43873", + "issue:43572|issue:46821", + "issue:44869|issue:46752", + "issue:43540|issue:45200", + "issue:29942|issue:30333", + "issue:45406|issue:46121", + "issue:43295|issue:44610", + "issue:45823|issue:46192", + "issue:28370|issue:34689", "issue:44186|issue:46192", "issue:43334|issue:43525", - "issue:43450|issue:43575", "issue:37428|issue:43824", "issue:43550|issue:43844", + "issue:43450|issue:43575", "issue:45200|issue:45823", "issue:45520|issue:46178", "issue:42915|issue:43824", - "issue:27957|issue:28370", "issue:39692|issue:46192", - "issue:42490|issue:43493", - "issue:43295|issue:43493", - "issue:29870|issue:29942", "issue:43824|issue:43975", - "issue:43278|issue:43856", - "issue:46192|issue:47448", - "issue:44521|issue:45290", - "issue:43262|issue:43450", - "issue:43975|issue:45520", - "issue:28218|issue:35141", - "issue:43950|issue:46285", - "issue:43653|issue:44112", - "issue:44737|issue:46894", - "issue:45200|issue:45325", - "issue:44561|issue:46234", - "issue:43819|issue:44112", - "issue:43452|issue:46512", - "issue:43335|issue:43550", - "issue:44466|issue:45127" + "issue:43295|issue:43493", + "issue:27957|issue:28370", + "issue:42490|issue:43493" ], - "prepared_review_unit_hash": "60be9d972b2ce013378eeb3c821ae1eca9304ba87863149a824bbf76dc5955de", + "prepared_review_unit_hash": "639bf786479f2f698e4a4e39bcc1f3a15019251a0e741fb56951989f6e18df3f", "component_budget": { - "node_count": 545, - "item_count": 545, - "soft_pair_count": 2024, - "serialized_chars": 1046962, - "estimated_input_tokens": 261741, - "estimated_eval_tokens": 523738 + "node_count": 547, + "item_count": 547, + "soft_pair_count": 2032, + "serialized_chars": 1051055, + "estimated_input_tokens": 262764, + "estimated_eval_tokens": 525784 }, "budget": { - "node_count": 47, - "item_count": 47, - "soft_pair_count": 29, - "serialized_chars": 36207, - "estimated_input_tokens": 9052, - "estimated_eval_tokens": 18360 + "node_count": 48, + "item_count": 48, + "soft_pair_count": 30, + "serialized_chars": 36794, + "estimated_input_tokens": 9199, + "estimated_eval_tokens": 18654 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "The soft pairs mostly share broad subsystems or similar error classes, but they do not look like the same concrete bug/change, so I rejected all of them. No clear duplicate cluster emerges from this set.", - "confidence": 0.63, - "canonical_issue_reason": "Issue 44521 is the most representative open issue here: it is well-scoped, actively discussed, and has multiple inbound references, so it is the best candidate to anchor this set even though the other issues are not true duplicates.", + "summary": "This cluster is heterogeneous: the soft-similarity pairs share broad themes (Flash Attention, multimodal configs, offloading, tokenizers) but not the same concrete bug or change. I would not merge any of the suggested pairs as duplicates, and there is no single canonical representative across the set.", + "confidence": 0.94, + "canonical_issue_reason": "No clear canonical issue: the items span many unrelated regressions and model-specific bugs, so there isn\u2019t one issue that subsumes the others.", "canonical_pr_reason": null, - "best_issue_reason": "Issue 44521 is the strongest standalone issue in the set because it is specific, reproducible, and appears to be the most actively referenced and maintained report.", + "best_issue_reason": null, "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:44186", - "right": "issue:46192", + "left": "issue:43065", + "right": "issue:46369", "accept": false, - "reason": "Both are tokenizer-related, but one is a crash on NER/batched padding while the other is an ignored argument bug; different code paths and symptoms." + "reason": "Same broad Sam3 area, but one is about a dummy Conv2d in Sam3PixelDecoder and the other is a memory overflow in sam3-litetext; different bugs." }, { - "left": "issue:43334", - "right": "issue:43525", + "left": "issue:47332", + "right": "issue:47404", "accept": false, - "reason": "Both mention missing pad_token_id, but they affect different model configs (Qwen3-VL vs Llama4) and are likely separate model-specific issues." + "reason": "Both involve offloading/loading memory behavior, but one is about saving a disk-offloaded model and the other about loading OOM from conversion transients; not the same failure." }, { - "left": "issue:43450", - "right": "issue:43575", + "left": "issue:44849", + "right": "issue:47145", "accept": false, - "reason": "Video processor shape handling and tensor-parallel OOM are unrelated problems." + "reason": "Qwen3.5 hidden-state bug versus FP8 frozen-checkpoint weight_scale omission are unrelated code paths and symptoms." }, { - "left": "issue:37428", - "right": "issue:43824", + "left": "issue:43295", + "right": "issue:43450", "accept": false, - "reason": "Both are import errors, but they concern different missing symbols and different modules; not the same underlying bug." + "reason": "One is a processor.tokenizer regression for custom model code, the other is batched video processor shape handling; different model I/O bugs." }, { - "left": "issue:43550", - "right": "issue:43844", + "left": "issue:43404", + "right": "issue:46710", "accept": false, - "reason": "One is a SDPA/torch.compile model failure, the other is a ZeRO-3 gradient explosion during training; different failure modes and code paths." + "reason": "Different models and different issues: untied lm_head weights vs an accuracy regression after upgrading Transformers." }, { - "left": "issue:45200", - "right": "issue:45823", + "left": "issue:44554", + "right": "issue:45446", "accept": false, - "reason": "Both involve Gemma 4, but one is a missing default for mm_token_type_ids and the other is a device mismatch in forward; not the same bug." + "reason": "Both touch attention-related code, but one is an MPS correctness bug and the other is a PyTorch version check/import problem in flex_attention." }, { - "left": "issue:45520", - "right": "issue:46178", + "left": "issue:45588", + "right": "issue:45759", "accept": false, - "reason": "Different backend/import-utils failures affecting unrelated backends; too broad to be duplicates." + "reason": "Sink-less flash_attention crash and composite config text_config unwrapping are unrelated failure modes." }, { - "left": "issue:42915", - "right": "issue:43824", + "left": "issue:45072", + "right": "issue:45198", "accept": false, - "reason": "Fine-grained FP8 model loading and a missing VL class import are unrelated." + "reason": "dtype mismatch in bfloat16 inference is not the same as Wav2Vec2 save_pretrained/tokenization failure." }, { - "left": "issue:27957", - "right": "issue:28370", + "left": "issue:43295", + "right": "issue:43873", "accept": false, - "reason": "Flash Attention support for XLMRoberta and missing vocab_file for custom SentencePiece models are separate issues." + "reason": "Processor.tokenizer regression and quantization offloading behavior are different bugs despite both mentioning loading/processing issues." }, { - "left": "issue:39692", - "right": "issue:46192", + "left": "issue:43572", + "right": "issue:46821", "accept": false, - "reason": "Documentation/model example errors are not the same as an API bug where return_tensors is ignored." + "reason": "Both are missing-attribute complaints, but they affect different configs, fields, and model families." }, { - "left": "issue:42490", - "right": "issue:43493", + "left": "issue:44869", + "right": "issue:46752", "accept": false, - "reason": "Local-path import warning and SigLIP2 implementation discrepancy are unrelated." + "reason": "Whisper timestamp decoding crash is unrelated to apply_chat_template crashing on an empty list." }, { - "left": "issue:43295", - "right": "issue:43493", + "left": "issue:43540", + "right": "issue:45200", "accept": false, - "reason": "A regression in processor/tokenizer access is not the same as a model-vs-JAX discrepancy." + "reason": "Both are multimodal-processing issues, but one is Qwen3OmniMoe video handling and the other is Gemma 4 text-only fine-tuning token IDs." }, { - "left": "issue:29870", - "right": "issue:29942", + "left": "issue:29942", + "right": "issue:30333", "accept": false, - "reason": "A specific BART generate UnboundLocalError is not the same as generic failing Flash Attention 2 tests." + "reason": "Flash Attention 2 test failures and MLFlow reporting on training failure are unrelated." }, { - "left": "issue:43824", - "right": "issue:43975", + "left": "issue:45406", + "right": "issue:46121", "accept": false, - "reason": "Importing a missing VL class and incorrect detokenization are unrelated." + "reason": "Gemma4Processor missing _tokenizer and rope-param JSON list handling are separate bugs in different subsystems." }, { - "left": "issue:43278", - "right": "issue:43856", + "left": "issue:43295", + "right": "issue:44610", "accept": false, - "reason": "Training/eval dtype drift and Qwen3 MoE memory usage are different bugs." + "reason": "A processor.tokenizer regression is not the same as OmDet-Turbo producing the wrong image size." }, { - "left": "issue:46192", - "right": "issue:47448", + "left": "issue:45823", + "right": "issue:46192", "accept": false, - "reason": "Ignoring return_tensors and unrecognized Gemma4 architecture are unrelated." + "reason": "Device-map mismatch during forward and return_tensors being ignored are different API bugs." }, { - "left": "issue:44521", - "right": "issue:45290", + "left": "issue:28370", + "right": "issue:34689", "accept": false, - "reason": "Both involve apply_chat_template, but one is broken assistant_masks for multimodal inputs while the other is a crash with tool-call assistant messages; different concrete defects." + "reason": "Custom SentencePiece vocab_file handling and Llama 3.2 Vision model loading after a version bump are not the same defect." }, { - "left": "issue:43262", - "right": "issue:43450", + "left": "issue:44186", + "right": "issue:46192", "accept": false, - "reason": "Audio chat-template default sampling rate and video batched-shape handling are unrelated." + "reason": "LayoutLMv2 tokenizer crashes on NER/batched padding are unrelated to return_tensors precedence with text_kwargs." }, { - "left": "issue:43975", - "right": "issue:45520", + "left": "issue:43334", + "right": "issue:43525", "accept": false, - "reason": "Incorrect detokenization and a Python 3.13 flash_attn import error are unrelated." + "reason": "Both mention missing pad_token_id, but they are separate model families and likely separate config regressions." }, { - "left": "issue:28218", - "right": "issue:35141", + "left": "issue:37428", + "right": "issue:43824", "accept": false, - "reason": "Tokenizer spacing behavior and embedding reinitialization after resize are different issues." + "reason": "One is an internal flash attention helper import error; the other is a missing top-level Qwen2.5-VL export." }, { - "left": "issue:43950", - "right": "issue:46285", + "left": "issue:43550", + "right": "issue:43844", "accept": false, - "reason": "Non-persistent buffer corruption on load and CLIP text-model structure inconsistency are not the same bug." + "reason": "torch.compile/SDPA failure in Bamba-9B-v2 is unrelated to DeepSpeed ZeRO-3 gradient growth." }, { - "left": "issue:43653", - "right": "issue:44112", + "left": "issue:43450", + "right": "issue:43575", "accept": false, - "reason": "BigBirdTokenizer special-token registration and a GraniteSpeech CI test failure are unrelated." + "reason": "Incorrect batched video processor shape and OOM when loading a large model with tp are different issues." }, { - "left": "issue:44737", - "right": "issue:46894", + "left": "issue:45200", + "right": "issue:45823", "accept": false, - "reason": "XLNet CPU placement bug and CohereASR loss-shift bug are unrelated." + "reason": "Gemma4 text-only mm_token_type_ids defaulting and PLE device mismatch are separate forward-pass problems." }, { - "left": "issue:45200", - "right": "issue:45325", + "left": "issue:45520", + "right": "issue:46178", "accept": false, - "reason": "Both touch Gemma/Qwen multimodal processing, but one is a missing mm_token_type_ids default and the other is rope temporal \u0564\u056b\u0580 scaling; different mechanisms." + "reason": "Different backend/import registry failures: flash_attn on Python 3.13 versus tensorflow_text not in BACKENDS_MAPPING." }, { - "left": "issue:44561", - "right": "issue:46234", + "left": "issue:42915", + "right": "issue:43824", "accept": false, - "reason": "Both are missing import-utils helpers, but they are different symbols with different breakages." + "reason": "FineGrainedFP8Config failure in Qwen3Moe is unrelated to missing Qwen2.5-VL import/export symbols." }, { - "left": "issue:43819", - "right": "issue:44112", + "left": "issue:39692", + "right": "issue:46192", "accept": false, - "reason": "DAC latent reconstruction mismatch and a CI test issue are unrelated." + "reason": "SigLIP2 doc example errors and return_tensors precedence are unrelated." }, { - "left": "issue:43452", - "right": "issue:46512", + "left": "issue:43824", + "right": "issue:43975", "accept": false, - "reason": "GGUF loading failures and stale config.dtype after from_config are distinct problems." + "reason": "ImportError for Qwen2_5_VLForConditionalGeneration is not the same as DeepSeek-Coder detokenization regression." }, { - "left": "issue:43335", - "right": "issue:43550", + "left": "issue:43575", + "right": "issue:43450", "accept": false, - "reason": "SwitchTransformers sparse-layer construction and Bamba SDPA/compile failure are different code paths." + "reason": "Large-model tensor-parallel OOM is unrelated to batched video processor shape handling." }, { - "left": "issue:44466", - "right": "issue:45127", + "left": "issue:42490", + "right": "issue:43493", "accept": false, - "reason": "Both involve weight/tied-embedding behavior, but one is serialization inconsistency and the other is model collapse after LoRA vocab extension; not the same concrete bug." + "reason": "Trailing-slash import warning and SigLIP2 HF-vs-JAX discrepancy are not the same bug." } ] }, @@ -10129,303 +10075,565 @@ "component_index": 1, "component_count": 28, "review_unit_index": 33, - "review_unit_count": 67, + "review_unit_count": 68, "status": "reviewed", "reason": null, "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-545", + "cluster_id": "cluster-10000-547", "nodes": [ - "issue:28282", + "issue:28218", + "issue:29870", "issue:29942", - "issue:32090", - "issue:33357", + "issue:35141", "issue:37428", - "issue:38175", - "issue:41720", - "issue:41950", + "issue:43262", + "issue:43278", "issue:43335", "issue:43425", - "issue:43504", - "issue:43525", + "issue:43450", + "issue:43452", "issue:43550", - "issue:43606", "issue:43611", "issue:43653", "issue:43819", - "issue:43827", - "issue:43901", + "issue:43856", + "issue:43950", + "issue:43975", "issue:44112", "issue:44442", + "issue:44466", + "issue:44521", + "issue:44561", "issue:44610", - "issue:44792", + "issue:44737", "issue:44843", - "issue:44855", "issue:44857", "issue:44898", "issue:45083", + "issue:45127", "issue:45198", "issue:45200", + "issue:45290", + "issue:45325", "issue:45381", "issue:45412", - "issue:45563", - "issue:45593", - "issue:45759", - "issue:45923", + "issue:45520", + "issue:46192", "issue:46209", + "issue:46234", "issue:46285", - "issue:46431", "issue:46512", - "issue:46566", - "issue:46821", + "issue:46894", "issue:46899", "issue:46932", "issue:47405", "issue:47427", - "issue:47436", "issue:47448" ], "soft_pairs": [ - "issue:44442|issue:45198", + "issue:29870|issue:29942", + "issue:43278|issue:43856", + "issue:44521|issue:45290", + "issue:46192|issue:47448", + "issue:43975|issue:45520", + "issue:43262|issue:43450", + "issue:28218|issue:35141", + "issue:43950|issue:46285", + "issue:43653|issue:44112", + "issue:45200|issue:45325", + "issue:44737|issue:46894", + "issue:44561|issue:46234", + "issue:43819|issue:44112", + "issue:44466|issue:45127", + "issue:43452|issue:46512", + "issue:43335|issue:43550", "issue:45381|issue:46209", + "issue:44442|issue:45198", "issue:45200|issue:46899", "issue:43611|issue:47405", "issue:44610|issue:44857", "issue:37428|issue:43425", "issue:44898|issue:45412", - "issue:44843|issue:47427", "issue:45200|issue:46932", + "issue:44843|issue:47427", "issue:43819|issue:45083", - "issue:43335|issue:43653", - "issue:41720|issue:46209", - "issue:43606|issue:45083", - "issue:44857|issue:45593", - "issue:44792|issue:45563", - "issue:46431|issue:46566", - "issue:43335|issue:43504", - "issue:41950|issue:47448", - "issue:43525|issue:47436", - "issue:46512|issue:46821", - "issue:45923|issue:47405", - "issue:45759|issue:46285", - "issue:28282|issue:33357", - "issue:43550|issue:44112", - "issue:29942|issue:32090", - "issue:43827|issue:43901", - "issue:43335|issue:43606", - "issue:44855|issue:45083", - "issue:38175|issue:45412", - "issue:43335|issue:44112" + "issue:43335|issue:43653" ], - "prepared_review_unit_hash": "85c3345859bbd55b7976868fc1310d278a5b5a6ae860ddb14a9273a40ef44dee", + "prepared_review_unit_hash": "f38af55a040a4bb1ac8fa8237fe9162af9919d704a037ddd145cab0d93098d12", "component_budget": { - "node_count": 545, - "item_count": 545, - "soft_pair_count": 2024, - "serialized_chars": 1046962, - "estimated_input_tokens": 261741, - "estimated_eval_tokens": 523738 + "node_count": 547, + "item_count": 547, + "soft_pair_count": 2032, + "serialized_chars": 1051055, + "estimated_input_tokens": 262764, + "estimated_eval_tokens": 525784 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 30, - "serialized_chars": 37018, - "estimated_input_tokens": 9255, - "estimated_eval_tokens": 18766 + "soft_pair_count": 27, + "serialized_chars": 36280, + "estimated_input_tokens": 9070, + "estimated_eval_tokens": 18396 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is mostly heterogeneous false positives: many unrelated model- or version-specific bugs got grouped by broad transformer/config similarity, but they do not look like duplicates of the same underlying fix.", - "confidence": 0.19, - "canonical_issue_reason": "issue:43335 is the most connected item in the cluster by soft-edge count, but it still represents only one narrow config bug; the cluster itself is too mixed to have a true duplicate canonical.", + "summary": "This cluster is a grab bag of mostly unrelated Transformers bug reports. The soft pairs share broad vocabulary or subsystem labels, but not the same concrete failure mode, so none should be merged as duplicates.", + "confidence": 0.91, + "canonical_issue_reason": "issue:44521 is the best available representative because it is active, broadly user-facing, and has the strongest discussion/reference signal; however, the cluster is heterogeneous overall, so this is only a weak canonical fit.", "canonical_pr_reason": null, - "best_issue_reason": "issue:43335 is the best available representative because it has the highest similarity fan-out, even though the surrounding items are not true duplicates.", + "best_issue_reason": "issue:44521 is the most suitable cluster representative: it is open, recent, and describes a concrete bug in a widely used API path. It still does not act as a true duplicate hub for the other items.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:44442", - "right": "issue:45198", + "left": "issue:29870", + "right": "issue:29942", "accept": false, - "reason": "Both are tokenization-related, but they affect different model families and failure modes (AutoTokenizer loading vs save_pretrained/tokenization)." + "reason": "Different failures: BART generate()/decoder mask initialization vs Flash Attention 2 test regressions." + }, + { + "left": "issue:43278", + "right": "issue:43856", + "accept": false, + "reason": "One is an eval dtype drift issue; the other is MoE training memory usage. Same model ecosystem, different bug." + }, + { + "left": "issue:44521", + "right": "issue:45290", + "accept": false, + "reason": "Both involve apply_chat_template, but one is all-zero assistant masks for multimodal inputs while the other is a crash on tool-call assistant messages. Not the same underlying bug." + }, + { + "left": "issue:46192", + "right": "issue:47448", + "accept": false, + "reason": "Return_tensors being ignored with text_kwargs is unrelated to Gemma4 architecture recognition." + }, + { + "left": "issue:43975", + "right": "issue:45520", + "accept": false, + "reason": "Incorrect detokenization and a flash_attn import KeyError are unrelated code paths." + }, + { + "left": "issue:43262", + "right": "issue:43450", + "accept": false, + "reason": "Audio chat-template sampling-rate default vs video batch shape bug are different modality-processing issues." + }, + { + "left": "issue:28218", + "right": "issue:35141", + "accept": false, + "reason": "Tokenizer added-space behavior and post_init reinitializing output embeddings are separate tokenization/model-init bugs." + }, + { + "left": "issue:43950", + "right": "issue:46285", + "accept": false, + "reason": "Non-persistent buffer corruption in from_pretrained is unrelated to CLIP text model structure changes." + }, + { + "left": "issue:43653", + "right": "issue:44112", + "accept": false, + "reason": "BigBirdTokenizer special-token registration and GraniteSpeech stale device override are different bugs." + }, + { + "left": "issue:45200", + "right": "issue:45325", + "accept": false, + "reason": "mm_token_type_ids defaulting to zeros is unrelated to Qwen2.5-VL rope index scaling." + }, + { + "left": "issue:44737", + "right": "issue:46894", + "accept": false, + "reason": "XLNet CPU arange placement and CohereASR training-loss double-shift are unrelated." + }, + { + "left": "issue:44561", + "right": "issue:46234", + "accept": false, + "reason": "Both are import-utils symbol issues, but they affect different missing helpers and different model families." + }, + { + "left": "issue:43819", + "right": "issue:44112", + "accept": false, + "reason": "DAC forward/from_latents mismatch is unrelated to GraniteSpeech CI device-override staleness." + }, + { + "left": "issue:44466", + "right": "issue:45127", + "accept": false, + "reason": "Both mention tied weights, but one is inconsistent lm_head serialization by device and the other is LoRA merge collapse after vocab extension." + }, + { + "left": "issue:43452", + "right": "issue:46512", + "accept": false, + "reason": "gguf_file loading failure and stale config.dtype after from_config are different lifecycle bugs." + }, + { + "left": "issue:43335", + "right": "issue:43550", + "accept": false, + "reason": "SwitchTransformers sparse-layer construction and Bamba torch.compile+SDPA failure are unrelated." }, { "left": "issue:45381", "right": "issue:46209", "accept": false, - "reason": "Completely different problems: Qwen2.5-VL video position IDs vs FP8 inference failure on B200." + "reason": "Qwen2.5-VL video position IDs and FP8 inference on B200 are completely different issues." + }, + { + "left": "issue:44442", + "right": "issue:45198", + "accept": false, + "reason": "FastSpeech2ConformerTokenizer loading failure and Wav2Vec2 save_pretrained/tokenization failure are distinct tokenizer bugs." }, { "left": "issue:45200", "right": "issue:46899", "accept": false, - "reason": "Same Gemma4 family, but distinct bugs: token-type defaults for text-only fine-tuning vs unsafe dtype casting in quantized embedders." + "reason": "Default mm_token_type_ids and unsafe dtype casting in quantized embedders are different multimodal problems." }, { "left": "issue:43611", "right": "issue:47405", "accept": false, - "reason": "Both touch model loading, but one is base_model_prefix compatibility and the other is wrong-Auto-class loading with silent conversion skip." + "reason": "Model loading breakage from base_model_prefix and silent conversion skip on model_type mismatch are different loader bugs." }, { "left": "issue:44610", "right": "issue:44857", "accept": false, - "reason": "Different vision/training bugs in different models; no shared code-path beyond being image-related." + "reason": "Processor output resolution mismatch and LwDetrImageLoss AMP crash do not describe the same failure." }, { "left": "issue:37428", "right": "issue:43425", "accept": false, - "reason": "Environment/version issues, but one is a missing flash-attn helper import and the other is Torch 2.10 incompatibility." + "reason": "Missing flash_supports_window_size import and Torch 2.10 incompatibility are unrelated compatibility issues." }, { "left": "issue:44898", "right": "issue:45412", "accept": false, - "reason": "Unrelated: Perceiver input-size handling vs RT-DETR memory release/GC behavior." + "reason": "Perceiver interpolate_pos_encoding failure and RT-DETR memory not being released are unrelated." }, { - "left": "issue:44843", - "right": "issue:47427", + "left": "issue:45200", + "right": "issue:46932", "accept": false, - "reason": "Both involve initialization/loading, but one is offline Hub lookup in tokenizer patching and the other is redundant init skipping on non-CUDA hardware." + "reason": "mm_token_type_ids default handling and quantized embedder dtype casting are separate bugs." }, { - "left": "issue:45200", - "right": "issue:46932", + "left": "issue:44843", + "right": "issue:47427", "accept": false, - "reason": "Related Gemma4 area, but 46932 is a quantized vision/audio dtype-cast fix, not the token-type-id defaulting bug in 45200." + "reason": "Offline model_info call in tokenizer patch and redundant init skipping on non-CUDA hardware are unrelated." }, { "left": "issue:43819", "right": "issue:45083", "accept": false, - "reason": "Different computation bugs in different models/functions; not the same underlying defect." + "reason": "DAC from_latents mismatch and qwen3_omni_moe feature-length helper behavior are different code paths." }, { "left": "issue:43335", "right": "issue:43653", "accept": false, - "reason": "Different subsystems: SwitchTransformers config construction vs BigBirdTokenizer special-token registration." - }, + "reason": "SwitchTransformers sparse-layer creation and BigBirdTokenizer special-token registration 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": 28, + "review_unit_index": 34, + "review_unit_count": 68, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-547", + "nodes": [ + "issue:28282", + "issue:29942", + "issue:32090", + "issue:33357", + "issue:38175", + "issue:41720", + "issue:41950", + "issue:42490", + "issue:43335", + "issue:43388", + "issue:43504", + "issue:43525", + "issue:43526", + "issue:43550", + "issue:43606", + "issue:43819", + "issue:43827", + "issue:43854", + "issue:43901", + "issue:44112", + "issue:44206", + "issue:44292", + "issue:44493", + "issue:44617", + "issue:44792", + "issue:44855", + "issue:44857", + "issue:45083", + "issue:45412", + "issue:45520", + "issue:45563", + "issue:45584", + "issue:45593", + "issue:45759", + "issue:45923", + "issue:46209", + "issue:46285", + "issue:46424", + "issue:46431", + "issue:46512", + "issue:46566", + "issue:46697", + "issue:46821", + "issue:46858", + "issue:47405", + "issue:47436", + "issue:47448" + ], + "soft_pairs": [ + "issue:41720|issue:46209", + "issue:43606|issue:45083", + "issue:44792|issue:45563", + "issue:44857|issue:45593", + "issue:41950|issue:47448", + "issue:46431|issue:46566", + "issue:43525|issue:47436", + "issue:43335|issue:43504", + "issue:45759|issue:46285", + "issue:45923|issue:47405", + "issue:46512|issue:46821", + "issue:28282|issue:33357", + "issue:43550|issue:44112", + "issue:29942|issue:32090", + "issue:43827|issue:43901", + "issue:38175|issue:45412", + "issue:43335|issue:43606", + "issue:44855|issue:45083", + "issue:46424|issue:46858", + "issue:43335|issue:44112", + "issue:44206|issue:45584", + "issue:44617|issue:46697", + "issue:44292|issue:45520", + "issue:42490|issue:43854", + "issue:43388|issue:43526", + "issue:43819|issue:44493" + ], + "prepared_review_unit_hash": "5b159274a4d0f09b08dd768da1b17a333bcd890e8c59372e04f2673a5b512a57", + "component_budget": { + "node_count": 547, + "item_count": 547, + "soft_pair_count": 2032, + "serialized_chars": 1051055, + "estimated_input_tokens": 262764, + "estimated_eval_tokens": 525784 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 26, + "serialized_chars": 35132, + "estimated_input_tokens": 8783, + "estimated_eval_tokens": 17822 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This is a heterogeneous set of unrelated issues across models, pipelines, configs, docs, and runtime environments. None of the suggested soft pairs describe the same underlying bug or change, so no duplicate merge is warranted and there is no clear canonical item.", + "confidence": 0.96, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": null, + "best_pr_reason": null, + "soft_edge_verdicts": [ { "left": "issue:41720", "right": "issue:46209", "accept": false, - "reason": "Both are hardware/runtime failures, but on different models and devices with different root causes." + "reason": "Different failures on different hardware/models: Qwen3 auto device mapping cudaErrorAssert vs FP8 inference on B200." }, { "left": "issue:43606", "right": "issue:45083", "accept": false, - "reason": "CPU-offload device mismatch is unrelated to a qwen3_omni_moe helper-function behavior issue." - }, - { - "left": "issue:44857", - "right": "issue:45593", - "accept": false, - "reason": "Different detection-training bugs: AMP/CUDA crash vs auxiliary-losses disabled behavior." + "reason": "Unrelated code paths: CPU offload device mismatch in bark-small vs a qwen3_omni_moe helper length issue." }, { "left": "issue:44792", "right": "issue:45563", "accept": false, - "reason": "Unrelated test failure in Janus generation vs stale warning in paged generate()." + "reason": "Different behaviors: janus image-generation test failure vs stale paged-generate warning for num_return_sequences." }, { - "left": "issue:46431", - "right": "issue:46566", + "left": "issue:44857", + "right": "issue:45593", "accept": false, - "reason": "Chat-template absence in a processor is unrelated to DiffusionGemma weights remaining on meta with auto device map." + "reason": "Separate model bugs: LwDetrImageLoss AMP crash vs D-FINE aux-loss handling when denoising is off." }, { - "left": "issue:43335", - "right": "issue:43504", + "left": "issue:41950", + "right": "issue:47448", "accept": false, - "reason": "Different configuration bugs in different models: sparse-layer creation vs legacy-field loading failure." + "reason": "Pipeline lookup bug for video-classification vs gemma4 architecture recognition; different layers of the stack." }, { - "left": "issue:41950", - "right": "issue:47448", + "left": "issue:46431", + "right": "issue:46566", "accept": false, - "reason": "Pipeline processor mismatch and Gemma4 architecture recognition are different issues." + "reason": "One is missing chat template support in a processor, the other is device placement on meta with device_map=auto." }, { "left": "issue:43525", "right": "issue:47436", "accept": false, - "reason": "Both are missing config attributes, but they affect different configs and different attributes." + "reason": "Both are missing config attributes, but for different configs and fields: pad_token_id vs max_position_embeddings." }, { - "left": "issue:46512", - "right": "issue:46821", + "left": "issue:43335", + "right": "issue:43504", + "accept": false, + "reason": "Different models and symptoms: SwitchTransformers sparse-layer construction vs BEiT legacy-field loading." + }, + { + "left": "issue:45759", + "right": "issue:46285", "accept": false, - "reason": "Different issues entirely: stale config dtype after from_config vs TimesFM window_size attribute error." + "reason": "Different architecture issues: unwrapping text_config for composite Qwen multimodal configs vs CLIP class structure inconsistency." }, { "left": "issue:45923", "right": "issue:47405", "accept": false, - "reason": "Trust-remote-code capability flag missing is not the same bug as wrong Auto-class loading with silent conversion skip." + "reason": "A missing capability flag on a trust_remote_code model is not the same as silent wrong-Auto-class checkpoint conversion." }, { - "left": "issue:45759", - "right": "issue:46285", + "left": "issue:46512", + "right": "issue:46821", "accept": false, - "reason": "Both are composite text/multimodal model structure issues, but they concern different model families and incompatible structural changes." + "reason": "Stale dtype metadata after from_config vs TimesFM window_size AttributeError; unrelated APIs." }, { "left": "issue:28282", "right": "issue:33357", "accept": false, - "reason": "ImportError for missing PyTorch and a MacOS bus error are unrelated runtime/environment failures." + "reason": "Different runtime failures: missing PyTorch ImportError vs macOS bus error loading a community CLIP model." }, { "left": "issue:43550", "right": "issue:44112", "accept": false, - "reason": "Torch.compile/SDPA model failure and a stale CI device-override test are not the same underlying bug." + "reason": "Different scopes: Bamba torch.compile/SDPA failure vs a stale GraniteSpeech CI test override." }, { "left": "issue:29942", "right": "issue:32090", "accept": false, - "reason": "Flash Attention test failures and a Trainer GPU broadcast NoneType error are unrelated." + "reason": "Flash Attention 2 test failures are unrelated to Trainer _gpu_broadcast_one NoneType errors." }, { "left": "issue:43827", "right": "issue:43901", "accept": false, - "reason": "Both are docs cleanup around pipelines, but they concern different APIs and different deprecations." + "reason": "Both are docs-related, but they target different APIs and deprecations, so they are not the same change." + }, + { + "left": "issue:38175", + "right": "issue:45412", + "accept": false, + "reason": "Different bug classes: zero probabilities in SigLIP2 vs RT-DETR memory not released on deletion." }, { "left": "issue:43335", "right": "issue:43606", "accept": false, - "reason": "Different bugs: SwitchTransformers sparse-layer config vs Bark CPU-offload device mismatch." + "reason": "SwitchTransformers sparse-layer config bug is unrelated to bark-small CPU offload device mismatch." }, { "left": "issue:44855", "right": "issue:45083", "accept": false, - "reason": "Python 3.13 torch.jit parsing/import failure is unrelated to the qwen3_omni_moe helper-function issue." + "reason": "Python 3.13 TorchScript parsing/import error vs qwen3_omni_moe feature-length helper behavior." }, { - "left": "issue:38175", - "right": "issue:45412", + "left": "issue:46424", + "right": "issue:46858", "accept": false, - "reason": "Unexpected zero probabilities in SigLIP2 and RT-DETR memory cleanup are unrelated." + "reason": "Both involve cache, but one is max_cache_length semantics and the other is get_seq_length returning a device tensor." }, { "left": "issue:43335", "right": "issue:44112", "accept": false, - "reason": "Sparse-layer config bug and stale GraniteSpeech CI test are unrelated." + "reason": "SwitchTransformers config construction and GraniteSpeech CI device-override failure are unrelated." + }, + { + "left": "issue:44206", + "right": "issue:45584", + "accept": false, + "reason": "Feature extractor center-arg regression vs Whisper empty-transcription generation failure after token alignment." + }, + { + "left": "issue:44617", + "right": "issue:46697", + "accept": false, + "reason": "CUDA OOM in Sam3Video is not the same as Swin2SR over-padding in its image processor." + }, + { + "left": "issue:44292", + "right": "issue:45520", + "accept": false, + "reason": "Unrelated failures: Qwen-3-8B-NVFP4 runtime error vs flash_attn import KeyError on Python 3.13." + }, + { + "left": "issue:42490", + "right": "issue:43854", + "accept": false, + "reason": "Local-path import warning and GLM-4.7-Flash unit-test loading failure are different problems." + }, + { + "left": "issue:43388", + "right": "issue:43526", + "accept": false, + "reason": "Both touch labels, but one is metrics gathering across tuple labels and the other is BeitImageProcessorFast reduce_labels behavior." + }, + { + "left": "issue:43819", + "right": "issue:44493", + "accept": false, + "reason": "DAC latent reconstruction mismatch is unrelated to unexpected position-id keys across many models." } ] }, @@ -10440,19 +10648,22 @@ "label": "issue", "component_index": 1, "component_count": 28, - "review_unit_index": 34, - "review_unit_count": 67, + "review_unit_index": 35, + "review_unit_count": 68, "status": "reviewed", "reason": null, "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-545", + "cluster_id": "cluster-10000-547", "nodes": [ "issue:10000", "issue:15354", "issue:25251", + "issue:26413", "issue:29127", + "issue:29942", + "issue:31501", "issue:32090", "issue:33357", "issue:34689", @@ -10462,289 +10673,282 @@ "issue:42175", "issue:42490", "issue:43278", + "issue:43329", "issue:43335", - "issue:43388", "issue:43526", "issue:43550", "issue:43575", "issue:43606", "issue:43701", "issue:43720", - "issue:43819", "issue:43825", - "issue:43854", "issue:44112", "issue:44206", - "issue:44292", "issue:44351", "issue:44448", "issue:44493", "issue:44514", "issue:44521", - "issue:44617", "issue:44743", "issue:44779", "issue:44857", "issue:45072", "issue:45083", "issue:45290", - "issue:45520", - "issue:45584", + "issue:45310", + "issue:45459", + "issue:45478", "issue:45588", + "issue:45593", "issue:45823", "issue:45859", + "issue:46234", "issue:46326", - "issue:46424", - "issue:46697", - "issue:46858" + "issue:47000" ], "soft_pairs": [ - "issue:46424|issue:46858", - "issue:42490|issue:43854", - "issue:44206|issue:45584", - "issue:44617|issue:46697", - "issue:44292|issue:45520", - "issue:43819|issue:44493", - "issue:43388|issue:43526", "issue:45588|issue:45859", "issue:43335|issue:45083", + "issue:45290|issue:46326", "issue:43606|issue:44857", "issue:10000|issue:15354", - "issue:45290|issue:46326", "issue:39692|issue:44493", "issue:37428|issue:44351", - "issue:39692|issue:43526", "issue:44206|issue:45823", + "issue:39692|issue:43526", "issue:44448|issue:44743", - "issue:34689|issue:35141", "issue:44514|issue:44521", + "issue:34689|issue:35141", "issue:43720|issue:44112", "issue:44857|issue:45072", "issue:43701|issue:45083", "issue:29127|issue:32090", "issue:43550|issue:45083", - "issue:44448|issue:44779", "issue:25251|issue:32090", + "issue:44448|issue:44779", + "issue:37428|issue:42175", "issue:32090|issue:33357", "issue:42490|issue:43575", - "issue:37428|issue:42175", - "issue:43278|issue:43825" + "issue:43278|issue:43825", + "issue:45459|issue:46234", + "issue:29942|issue:35141", + "issue:43278|issue:43329", + "issue:26413|issue:31501", + "issue:45593|issue:47000", + "issue:45310|issue:45478" ], - "prepared_review_unit_hash": "77aa9467fee36246f6265ae2cb4d16b9bb5c979b9a0d3d9cfb96817d79355fc9", + "prepared_review_unit_hash": "2e336815fda325b8f37dc939c9bb19e7b2f590437c7a955bcbc9447fa5a1d94f", "component_budget": { - "node_count": 545, - "item_count": 545, - "soft_pair_count": 2024, - "serialized_chars": 1046962, - "estimated_input_tokens": 261741, - "estimated_eval_tokens": 523738 + "node_count": 547, + "item_count": 547, + "soft_pair_count": 2032, + "serialized_chars": 1051055, + "estimated_input_tokens": 262764, + "estimated_eval_tokens": 525784 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 30, - "serialized_chars": 36872, - "estimated_input_tokens": 9218, - "estimated_eval_tokens": 18692 + "soft_pair_count": 29, + "serialized_chars": 36565, + "estimated_input_tokens": 9142, + "estimated_eval_tokens": 18540 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "These are mostly unrelated issue reports across different subsystems and model families. None of the soft pairs look like true duplicates with the same concrete bug, so I would not merge any of them.", - "confidence": 0.95, - "canonical_issue_reason": "issue:44521 is the clearest, most self-contained bug report with a specific repro and concrete failing code path in `apply_chat_template` for multimodal inputs.", + "summary": "This cluster is mostly unrelated issue reports. The only strong duplicate-like pair is 45310/45478: they have identical titles and very similar from_pretrained Qwen3.5 MoE regression wording, but the available metadata only supports a likely duplicate, not a confirmed duplicate target/status.", + "confidence": 0.91, + "canonical_issue_reason": "Issue 45310 is the best canonical representative because it is earlier and appears to describe the same Qwen3.5 MoE from_pretrained regression as 45478, but the evidence only supports a likely duplicate rather than a confirmed one.", "canonical_pr_reason": null, - "best_issue_reason": "issue:44521 is a strong representative issue because it describes a precise regression, has a focused scope, and maps to a single actionable code-path fix.", + "best_issue_reason": "Issue 45310 is the strongest issue to represent the cluster because it is the earliest and clearest example of the repeated Qwen3.5 MoE from_pretrained error, while the rest of the cluster covers different bugs and subsystems.", "best_pr_reason": null, "soft_edge_verdicts": [ - { - "left": "issue:46424", - "right": "issue:46858", - "accept": false, - "reason": "Both involve cache logic, but one is about `max_cache_length` handling and the other about `get_seq_length()` returning a device tensor in static cache/compile paths; different bugs." - }, - { - "left": "issue:42490", - "right": "issue:43854", - "accept": false, - "reason": "One is a local-path import warning, the other a model-loading test failure for GLM-4.7-Flash; no shared underlying defect." - }, - { - "left": "issue:44206", - "right": "issue:45584", - "accept": false, - "reason": "Different failures in different flows: `LasrFeatureExtractor` crashing on an unsupported arg versus Whisper generation failing on empty transcription after token alignment." - }, - { - "left": "issue:44617", - "right": "issue:46697", - "accept": false, - "reason": "OOM in Sam3Video and over-padding in Swin2SR are unrelated symptoms and code paths." - }, - { - "left": "issue:44292", - "right": "issue:45520", - "accept": false, - "reason": "One is a Qwen NVFP4 load/runtime error, the other is a Python 3.13 import key error for flash attention; not the same bug." - }, - { - "left": "issue:43819", - "right": "issue:44493", - "accept": false, - "reason": "DAC latent conversion mismatch is unrelated to unexpected position-id keys in many models." - }, - { - "left": "issue:43388", - "right": "issue:43526", - "accept": false, - "reason": "Both concern labels, but one drops elements in `gather_for_metrics` while the other returns only one label in `BeitImageProcessorFast`; different logic paths." - }, { "left": "issue:45588", "right": "issue:45859", "accept": false, - "reason": "Both touch flash-attention/MoE areas, but one is an attribute error on `s_aux=None` and the other is CPU-offload incompatibility in rotary embedding; not mergeable as one fix." + "reason": "Different bugs in different paths: flash-attention sink handling vs Qwen3.5 MoE CPU-offload rotary embedding." }, { "left": "issue:43335", "right": "issue:45083", "accept": false, - "reason": "SwitchTransformers config bug versus qwen3_omni_moe helper behavior; different modules and failure mechanisms." + "reason": "Unrelated failures: SwitchTransformers sparse-layer config vs qwen3_omni_moe length computation." + }, + { + "left": "issue:45290", + "right": "issue:46326", + "accept": false, + "reason": "Both touch chat/tokenizer templating, but the concrete crashes are different and not the same bug." }, { "left": "issue:43606", "right": "issue:44857", "accept": false, - "reason": "CPU offload device mismatch and AMP/CUDA loss crash are distinct runtime issues." + "reason": "Different subsystems and symptoms: bark-small CPU-offload mismatch vs LwDetrImageLoss AMP crash." }, { "left": "issue:10000", "right": "issue:15354", "accept": false, - "reason": "Different models and different error classes: DistilBert model issue vs torch.jit generator-expression export failure." - }, - { - "left": "issue:45290", - "right": "issue:46326", - "accept": false, - "reason": "Both are chat-template related, but one crashes on tool-call assistant messages and the other on `continue_final_message` for mistral_common tokenizers; different bugs." + "reason": "Completely different issues: DistilBERT model error vs torch.jit.script GeneratorExp export failure." }, { "left": "issue:39692", "right": "issue:44493", "accept": false, - "reason": "Documentation/example errors for SigLIP2 are unrelated to unexpected position-id keys during model loading." + "reason": "Docs/example errors for SigLIP2 are not the same as the position-id key regression." }, { "left": "issue:37428", "right": "issue:44351", "accept": false, - "reason": "Separate import failures for different symbols (`_flash_supports_window_size` vs `HybridCache`)." + "reason": "Both are import errors, but they involve different missing symbols and different code paths." }, { - "left": "issue:39692", - "right": "issue:43526", + "left": "issue:44206", + "right": "issue:45823", "accept": false, - "reason": "SigLIP2 docs/example issues are unrelated to BeitImageProcessorFast label reduction behavior." + "reason": "Unsupported center arg in LasrFeatureExtractor is unrelated to Gemma4 PLE device mismatch." }, { - "left": "issue:44206", - "right": "issue:45823", + "left": "issue:39692", + "right": "issue:43526", "accept": false, - "reason": "Different regressions: unsupported `center` arg in a feature extractor versus PLE device mismatch in Gemma4 forward." + "reason": "SigLIP2 example problems and BeitImageProcessorFast reduce_labels behavior are distinct bugs." }, { "left": "issue:44448", "right": "issue:44743", "accept": false, - "reason": "One is a Pegasus output regression across v4/v5, the other recurrent state reset in modular Qwen3_5; not the same code path." + "reason": "Different regressions: Pegasus output drift vs Qwen3 recurrent-state reset behavior." }, { - "left": "issue:34689", - "right": "issue:35141", + "left": "issue:44514", + "right": "issue:44521", "accept": false, - "reason": "Both are model-loading/configuration issues, but one is Llama 3.2 Vision loading and the other is token-embedding reinitialization after resize." + "reason": "Same API area, but the concrete failures differ: batched padding=False crash vs all-zero assistant masks." }, { - "left": "issue:44514", - "right": "issue:44521", + "left": "issue:34689", + "right": "issue:35141", "accept": false, - "reason": "Both are `apply_chat_template` issues, but one crashes on batched padding=False input and the other produces incorrect assistant masks for multimodal inputs; related area, not the same bug." + "reason": "Llama vision model-loading regression and token-embedding reinitialization are different code paths." }, { "left": "issue:43720", "right": "issue:44112", "accept": false, - "reason": "BitNet packed-weight loading bug and a GraniteSpeech CI stale-device test are unrelated." + "reason": "Packed-weight loading in BitNet and a stale GraniteSpeech CI test are unrelated failures." }, { "left": "issue:44857", "right": "issue:45072", "accept": false, - "reason": "Different dtype/runtime problems in different models: LwDetrImageLoss AMP crash versus SwitchTransformers/TimmWrapperModel bfloat16 mismatch." + "reason": "Different detection/model dtype problems: LwDetrImageLoss AMP crash vs SwitchTransformers/TimmWrapperModel mismatch." }, { "left": "issue:43701", "right": "issue:45083", "accept": false, - "reason": "Checkpoint resume key mismatch is unrelated to qwen3_omni_moe feature-length behavior." + "reason": "Resume-from-checkpoint key mismatch is unrelated to qwen3_omni_moe feature-length behavior." }, { "left": "issue:29127", "right": "issue:32090", "accept": false, - "reason": "LayoutLMv3 error-message clarity issue versus Trainer `_gpu_broadcast_one` NoneType failure; no shared underlying bug." + "reason": "LayoutLMv3 error-message clarity issue vs Trainer NoneType broadcast crash." }, { "left": "issue:43550", "right": "issue:45083", "accept": false, - "reason": "Bamba torch.compile/SDPA failure is unrelated to qwen3_omni_moe helper behavior." + "reason": "Bamba torch.compile/SDPA failure is a different bug from qwen3_omni_moe length calculation." + }, + { + "left": "issue:25251", + "right": "issue:32090", + "accept": false, + "reason": "Pipeline top_k output-shape change is unrelated to the GPU broadcast NoneType error." }, { "left": "issue:44448", "right": "issue:44779", "accept": false, - "reason": "Both are v5 regressions, but they affect different models and different components (generation output vs tokenizer correctness)." + "reason": "Both mention v4/v5 behavior changes, but Pegasus output differences and Deepseek tokenizer regressions are distinct bugs." }, { - "left": "issue:25251", - "right": "issue:32090", + "left": "issue:37428", + "right": "issue:42175", "accept": false, - "reason": "Pipeline top_k nesting bug is unrelated to Trainer broadcast NoneType error." + "reason": "Missing flash-attention helper import and missing TensorFlow backend in torch install are unrelated." }, { "left": "issue:32090", "right": "issue:33357", "accept": false, - "reason": "Trainer broadcast error and MacOS bus error in CLIP loading are different failures." + "reason": "Trainer broadcast NoneType error and MacOS CLIP bus error are different failures." }, { "left": "issue:42490", "right": "issue:43575", "accept": false, - "reason": "Local-path import warning has nothing to do with tensor-parallel OOM when loading Qwen2-57B." + "reason": "Local-path import warning and Qwen2-57B-A14B-Instruct OOM are unrelated issues." }, { - "left": "issue:37428", - "right": "issue:42175", + "left": "issue:43278", + "right": "issue:43825", + "accept": false, + "reason": "Embedding dtype drift and pipeline translation error messaging are not the same bug." + }, + { + "left": "issue:45459", + "right": "issue:46234", + "accept": false, + "reason": "Tokenizer error masking without protobuf and a missing availability helper are unrelated." + }, + { + "left": "issue:29942", + "right": "issue:35141", "accept": false, - "reason": "Flash-attention import symbol error is unrelated to missing TensorFlow in the torch install extra." + "reason": "Flash Attention 2 test failures are unrelated to embedding reinitialization after resize." }, { "left": "issue:43278", - "right": "issue:43825", + "right": "issue:43329", + "accept": false, + "reason": "Embedding dtype mismatch and undefined video-branch symbols are different bugs." + }, + { + "left": "issue:26413", + "right": "issue:31501", + "accept": false, + "reason": "Resume-from-checkpoint epoch_iterator failure is not the same as FineWeb training not starting." + }, + { + "left": "issue:45593", + "right": "issue:47000", "accept": false, - "reason": "Embedding dtype change in evaluate is unrelated to the pipeline translation-task error message regression." + "reason": "D-FINE auxiliary-loss omission and RTDetrLoss infeasible cost-matrix crash are different detection-training bugs." + }, + { + "left": "issue:45310", + "right": "issue:45478", + "accept": true, + "reason": "These appear to be the same Qwen3.5 MoE from_pretrained regression with identical titles and highly similar symptom reports, though the metadata only supports a likely duplicate rather than a confirmed one." } ] }, - "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 it overstates the evidence for the 45310/45478 pair. The packet shows strong similarity and identical titles, but not a confirmed duplicate target or confirmed duplicate status. Please soften wording to reflect a likely duplicate rather than a confirmed one, and avoid claiming the fuller context is established beyond the available metadata." + }, + "evaluator_used": true, + "retried": true, + "accepted_nontrivial_soft_edge": true, "error_kind": null, "error_message": null }, @@ -10752,307 +10956,303 @@ "label": "issue", "component_index": 1, "component_count": 28, - "review_unit_index": 35, - "review_unit_count": 67, + "review_unit_index": 36, + "review_unit_count": 68, "status": "reviewed", "reason": null, "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-545", + "cluster_id": "cluster-10000-547", "nodes": [ - "issue:26413", "issue:27957", "issue:29870", "issue:29925", "issue:29942", "issue:30064", - "issue:31501", "issue:32090", "issue:33290", + "issue:33357", "issue:34689", - "issue:35141", + "issue:39692", "issue:40444", "issue:42490", "issue:43257", "issue:43278", "issue:43299", - "issue:43329", "issue:43381", + "issue:43412", "issue:43526", "issue:43873", "issue:43927", + "issue:44186", "issue:44360", "issue:44448", "issue:44464", + "issue:44466", "issue:44530", "issue:44561", "issue:44589", + "issue:44779", "issue:44855", "issue:44977", "issue:45127", + "issue:45198", "issue:45229", "issue:45245", "issue:45290", - "issue:45310", "issue:45381", - "issue:45459", - "issue:45478", - "issue:45593", + "issue:45588", "issue:45698", + "issue:45823", "issue:45920", "issue:46192", - "issue:46234", "issue:46399", "issue:46424", "issue:46655", - "issue:47000", "issue:47276", "issue:47436" ], "soft_pairs": [ - "issue:29942|issue:35141", - "issue:43278|issue:43329", - "issue:45459|issue:46234", - "issue:45593|issue:47000", - "issue:27957|issue:34689", - "issue:26413|issue:31501", - "issue:45310|issue:45478", "issue:45290|issue:45381", + "issue:27957|issue:34689", "issue:45127|issue:45245", "issue:40444|issue:43526", "issue:29870|issue:32090", - "issue:44530|issue:47276", "issue:44464|issue:46424", + "issue:44530|issue:47276", + "issue:44360|issue:44561", "issue:44448|issue:44977", "issue:32090|issue:33290", - "issue:44360|issue:44561", - "issue:29870|issue:33290", "issue:44855|issue:46399", - "issue:42490|issue:43873", + "issue:29870|issue:33290", "issue:44589|issue:47436", - "issue:43278|issue:43381", "issue:45290|issue:46655", "issue:44977|issue:45229", + "issue:42490|issue:43873", + "issue:43278|issue:43381", "issue:43927|issue:45698", - "issue:29925|issue:34689", "issue:45920|issue:46192", + "issue:29925|issue:34689", "issue:43257|issue:43299", "issue:29942|issue:30064", - "issue:43873|issue:45229" + "issue:43873|issue:45229", + "issue:45588|issue:45823", + "issue:33357|issue:39692", + "issue:44186|issue:45198", + "issue:44561|issue:44779", + "issue:43412|issue:45588", + "issue:44448|issue:44466" ], - "prepared_review_unit_hash": "c8d05bc78e10e47774aebfa17af583a90c3cc00a0ed4aebf2c504dad46ad0963", + "prepared_review_unit_hash": "d881107e4d20690dd99d14ede2ca154c83b7a4326a503d0d28f2598a6e9f8ee6", "component_budget": { - "node_count": 545, - "item_count": 545, - "soft_pair_count": 2024, - "serialized_chars": 1046962, - "estimated_input_tokens": 261741, - "estimated_eval_tokens": 523738 + "node_count": 547, + "item_count": 547, + "soft_pair_count": 2032, + "serialized_chars": 1051055, + "estimated_input_tokens": 262764, + "estimated_eval_tokens": 525784 }, "budget": { - "node_count": 48, - "item_count": 48, + "node_count": 47, + "item_count": 47, "soft_pair_count": 29, - "serialized_chars": 36437, - "estimated_input_tokens": 9110, - "estimated_eval_tokens": 18476 + "serialized_chars": 35858, + "estimated_input_tokens": 8965, + "estimated_eval_tokens": 18186 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "The cluster is mostly heterogeneous: nearly all soft edges link related subsystems or model families but different bugs. The only clear duplicate is the Qwen3.5 MoE from_pretrained regression (issues 45310 and 45478).", - "confidence": 0.96, - "canonical_issue_reason": "issue:45310 is the strongest canonical issue because it is the earliest and clearest report of the only true duplicate pair, and issue:45478 appears to be the same Qwen3.5 MoE from_pretrained failure.", + "summary": "This cluster is noisy: the paired issues share broad themes like Transformers v5 regressions, multimodal models, generation, or save/load behavior, but they describe different concrete failures and code paths. None of the soft pairs look like true duplicates.", + "confidence": 0.95, + "canonical_issue_reason": "No single issue is a safe canonical for this cluster; the items span unrelated bugs across tokenization, generation, multimodal processing, training, quantization, and save/load behavior.", "canonical_pr_reason": null, - "best_issue_reason": "issue:45310 is the best representative of the cluster since it anchors the one real duplicate and has the clearest, most specific title.", + "best_issue_reason": "No issue is a good global representative of the whole set. If forced, the broadest tokenization-regression reports are the closest, but they still do not cover the rest of the cluster.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:29942", - "right": "issue:35141", - "accept": false, - "reason": "Both are training/model issues, but one is Flash Attention test failures and the other is embedding reinit after resize; different bugs and code paths." - }, - { - "left": "issue:43278", - "right": "issue:43329", - "accept": false, - "reason": "Both involve Qwen/multimodal internals, but one is dtype drift in eval and the other is an undefined-variable bug in video token counting; not the same issue." - }, - { - "left": "issue:45459", - "right": "issue:46234", - "accept": false, - "reason": "Tokenizer import handling vs a missing import_utils helper are unrelated fixes." - }, - { - "left": "issue:45593", - "right": "issue:47000", + "left": "issue:45290", + "right": "issue:45381", "accept": false, - "reason": "Auxiliary loss omission in D-FINE is unrelated to RTDetrLoss cost-matrix infeasibility." + "reason": "Both involve multimodal/chat processing, but one is a tool-call/content edge case and the other is a Qwen2.5-VL video position-id bug." }, { "left": "issue:27957", "right": "issue:34689", "accept": false, - "reason": "Different models and failures: Flash Attention 2 support for XLM-Roberta vs Llama 3.2 Vision loading regression." - }, - { - "left": "issue:26413", - "right": "issue:31501", - "accept": false, - "reason": "Checkpoint resume epoch-iterator failure is unrelated to FineWeb SLM training not starting." - }, - { - "left": "issue:45310", - "right": "issue:45478", - "accept": true, - "reason": "Same model family and same from_pretrained error; titles are effectively duplicate reports of the same Qwen3.5 MoE loading regression." - }, - { - "left": "issue:45290", - "right": "issue:45381", - "accept": false, - "reason": "Chat-template tool-call handling and Qwen2.5-VL video vision_position_ids are different multimodal bugs." + "reason": "Different models and failures: Flash Attention 2 support for XLM-Roberta vs. Llama 3.2 Vision model loading regression." }, { "left": "issue:45127", "right": "issue:45245", "accept": false, - "reason": "LoRA merge collapse and category-cardinality overflow are completely different failures." + "reason": "Unrelated bugs: LoRA merge/model collapse with tied embeddings vs. category-count limit in a different processor path." }, { "left": "issue:40444", "right": "issue:43526", "accept": false, - "reason": "IterableDataset multi-image finetuning failure is unrelated to BeitImageProcessorFast reducing labels incorrectly." + "reason": "Distinct areas and symptoms: Qwen2.5-VL iterable dataset multi-image finetuning vs. BEiT Fast image processor reduce_labels bug." }, { "left": "issue:29870", "right": "issue:32090", "accept": false, - "reason": "Bart generate decoder_attention_mask bug and Trainer _gpu_broadcast_one NoneType error do not share the same code path." - }, - { - "left": "issue:44530", - "right": "issue:47276", - "accept": false, - "reason": "PagedAttentionCache crash on Qwen3.5 and a synced_gpus warning message are not the same bug." + "reason": "Both are runtime errors, but one is a BART generate() local-variable bug and the other is Trainer distributed broadcast of NoneType." }, { "left": "issue:44464", "right": "issue:46424", "accept": false, - "reason": "Chunked generation with compiled forward vs cache max length honoring are different generation/cache issues." + "reason": "Chunked generation inconsistency under compiled forward is a different code path from cache max length handling in quantized cache." }, { - "left": "issue:44448", - "right": "issue:44977", + "left": "issue:44530", + "right": "issue:47276", "accept": false, - "reason": "Pegasus output regression across Transformers versions is unrelated to Qwen3.5 flash-attention generation failure." + "reason": "PagedAttention cache crash on Qwen3.5 models is not the same as a misleading synced_gpus warning in continuous batching." }, { - "left": "issue:32090", - "right": "issue:33290", + "left": "issue:44360", + "right": "issue:44561", "accept": false, - "reason": "A NoneType broadcast error in Trainer is not the same as Adafactor OOM under DeepSpeed." + "reason": "The DSA indexer/ReLU discussion is unrelated to v5 trust_remote_code breakage from removing is_torch_fx_available." }, { - "left": "issue:44360", - "right": "issue:44561", + "left": "issue:44448", + "right": "issue:44977", "accept": false, - "reason": "A DSA indexer discussion is unrelated to the removal of is_torch_fx_available breaking trust_remote_code models." + "reason": "Different model families and failures: Pegasus v4/v5 output drift vs. Qwen3.5 flash-attention generation bug." }, { - "left": "issue:29870", + "left": "issue:32090", "right": "issue:33290", "accept": false, - "reason": "BART generation masking and Adafactor memory use are unrelated failures." + "reason": "Trainer NoneType broadcast error and Adafactor+DeepSpeed OOM are separate training failures with different causes." }, { "left": "issue:44855", "right": "issue:46399", "accept": false, - "reason": "Python 3.13 torch.jit parse/IndentationError and Qwen3.5 kernel registration error are different problems." + "reason": "Both touch import/decorator parsing, but one is Python 3.13 IndentationError in DebertaV2Model and the other is a Qwen3.5 kernel registration ValueError." }, { - "left": "issue:42490", - "right": "issue:43873", + "left": "issue:29870", + "right": "issue:33290", "accept": false, - "reason": "Local-path trailing slash warning and quantization/offloading behavior are unrelated." + "reason": "BART generate() decoder_attention_mask bug is unrelated to an optimizer memory blow-up in DeepSpeed." }, { "left": "issue:44589", "right": "issue:47436", "accept": false, - "reason": "Float8 storage lookup failure is unrelated to a missing max_position_embeddings attribute on Qwen2_5OmniConfig." - }, - { - "left": "issue:43278", - "right": "issue:43381", - "accept": false, - "reason": "Eval dtype mismatch and gradient checkpointing in eval mode are different Trainer/runtime issues." + "reason": "Float8 storage lookup failure is a low-level dtype/storage issue, while the Qwen2_5OmniConfig bug is a missing config attribute." }, { "left": "issue:45290", "right": "issue:46655", "accept": false, - "reason": "Chat template tool-call crash and video padding miscalculation are different multimodal bugs." + "reason": "Assistant tool-call handling and video padding calculation are different multimodal processor bugs." }, { "left": "issue:44977", "right": "issue:45229", "accept": false, - "reason": "Qwen3.5 flash-attention generation and Gemma4 multi-GPU OOM are not the same issue." + "reason": "Qwen3.5 flash-attention generation error and Gemma4 multi-GPU OOM do not share the same underlying bug." }, { - "left": "issue:43927", - "right": "issue:45698", + "left": "issue:42490", + "right": "issue:43873", "accept": false, - "reason": "DiaConfig custom token ID persistence and wrong custom-module loading after save_pretrained are different serialization bugs." + "reason": "Local-path trailing-slash import warning is unrelated to quantization offloading not working as expected." }, { - "left": "issue:29925", - "right": "issue:34689", + "left": "issue:43278", + "right": "issue:43381", + "accept": false, + "reason": "Embedding dtype mismatch in evaluate() and gradient checkpointing in eval mode are separate evaluation-mode issues." + }, + { + "left": "issue:43927", + "right": "issue:45698", "accept": false, - "reason": "SigLIP use_fast enforcement is unrelated to Llama 3.2 Vision model loading regression." + "reason": "Both concern save/load behavior, but one loses custom token IDs in config while the other restores the wrong custom module." }, { "left": "issue:45920", "right": "issue:46192", "accept": false, - "reason": "Wrong AutoTokenizer IDs and silently ignored return_tensors are different tokenizer API regressions." + "reason": "Tokenizer ID regressions across many models are unrelated to return_tensors being ignored when text_kwargs is passed." + }, + { + "left": "issue:29925", + "right": "issue:34689", + "accept": false, + "reason": "SigLIP use_fast enforcement and Llama 3.2 Vision loading failure are different problems in different model families." }, { "left": "issue:43257", "right": "issue:43299", "accept": false, - "reason": "Both mention Qwen MoE loading, but one is weight conversion with accelerate+deepspeed and the other is a v5.0.0.dev0 loading break; different concrete failures." + "reason": "Both mention Qwen3 MoE, but one is weight conversion with accelerate+deepspeed and the other is a v5 model-loading regression." }, { "left": "issue:29942", "right": "issue:30064", "accept": false, - "reason": "Flash Attention 2 test failures and void segmentation map processing are unrelated." + "reason": "Flash Attention 2 test failures are not the same as image processor segmentation-map handling." }, { "left": "issue:43873", "right": "issue:45229", "accept": false, - "reason": "Quantization/offloading behavior and Gemma4 multi-GPU OOM are not the same code-path problem." + "reason": "Offloading with quantization and Gemma4 multi-GPU CUDA OOM are distinct performance/memory issues." + }, + { + "left": "issue:45588", + "right": "issue:45823", + "accept": false, + "reason": "Flash-attention sinkless-model crash and Gemma4 PLE device mismatch are different forward-path bugs." + }, + { + "left": "issue:33357", + "right": "issue:39692", + "accept": false, + "reason": "MacOS bus error on a community CLIP model and a SigLIP2 docs example mismatch/quantization issue are not duplicates." + }, + { + "left": "issue:44186", + "right": "issue:45198", + "accept": false, + "reason": "LayoutLMv2 tokenizer NER/padding crashes and Wav2Vec2 save_pretrained/tokenization failures are unrelated tokenizer bugs." + }, + { + "left": "issue:44561", + "right": "issue:44779", + "accept": false, + "reason": "Removing is_torch_fx_available breaks trust_remote_code models, while DeepSeek tokenization regression is a separate tokenizer issue." + }, + { + "left": "issue:43412", + "right": "issue:45588", + "accept": false, + "reason": "Gemma3n export failures and flash_attention.py s_aux=None crashes are different subsystems and failure modes." + }, + { + "left": "issue:44448", + "right": "issue:44466", + "accept": false, + "reason": "Different regressions: generation output drift across versions vs. serialization inconsistency of lm_head.weight." } ] }, - "evaluator_result": { - "accept": true, - "feedback": "The summary stays grounded in the packet: it treats the cluster as mostly heterogeneous and only marks the duplicated Qwen3.5 MoE from_pretrained reports (45310/45478) as a true duplicate. The soft-edge rejections are conservative and do not overstate 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 }, @@ -11060,14 +11260,14 @@ "label": "issue", "component_index": 1, "component_count": 28, - "review_unit_index": 36, - "review_unit_count": 67, + "review_unit_index": 37, + "review_unit_count": 68, "status": "reviewed", "reason": null, "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-545", + "cluster_id": "cluster-10000-547", "nodes": [ "issue:23647", "issue:29127", @@ -11075,15 +11275,14 @@ "issue:33357", "issue:34567", "issue:34689", - "issue:39692", "issue:41720", + "issue:42490", "issue:42915", "issue:42994", "issue:43065", "issue:43278", "issue:43334", "issue:43381", - "issue:43412", "issue:43531", "issue:43575", "issue:43611", @@ -11093,257 +11292,279 @@ "issue:43976", "issue:43994", "issue:44077", - "issue:44186", "issue:44206", "issue:44265", "issue:44361", + "issue:44387", "issue:44442", - "issue:44448", - "issue:44466", "issue:44479", - "issue:44561", + "issue:44568", "issue:44743", - "issue:44779", "issue:44871", "issue:44977", + "issue:45072", "issue:45198", "issue:45229", + "issue:45372", + "issue:45412", "issue:45440", + "issue:45491", "issue:45563", "issue:45588", "issue:45803", - "issue:45823", "issue:46121", "issue:46421", + "issue:46693", "issue:46858", "issue:47276" ], "soft_pairs": [ - "issue:44186|issue:45198", - "issue:33357|issue:39692", - "issue:45588|issue:45823", - "issue:44448|issue:44466", - "issue:44561|issue:44779", - "issue:43412|issue:45588", - "issue:44871|issue:44977", - "issue:23647|issue:29870", "issue:46421|issue:46858", + "issue:23647|issue:29870", + "issue:44871|issue:44977", "issue:43381|issue:43701", - "issue:44361|issue:45198", - "issue:29127|issue:34567", "issue:41720|issue:45229", + "issue:29127|issue:34567", + "issue:44361|issue:45198", "issue:43278|issue:43575", "issue:43334|issue:43531", "issue:44265|issue:45198", "issue:44206|issue:44479", "issue:44977|issue:45563", - "issue:43653|issue:44442", "issue:43976|issue:45440", "issue:42915|issue:42994", + "issue:43653|issue:44442", "issue:43611|issue:46121", - "issue:45198|issue:45803", "issue:43065|issue:43994", + "issue:45198|issue:45803", + "issue:43756|issue:45440", "issue:29870|issue:34689", "issue:44077|issue:47276", - "issue:43756|issue:45440", - "issue:43653|issue:44743" + "issue:43653|issue:44743", + "issue:43575|issue:44387", + "issue:44568|issue:45491", + "issue:43575|issue:43701", + "issue:42490|issue:43381", + "issue:29127|issue:33357", + "issue:43994|issue:45412", + "issue:45491|issue:46693", + "issue:45372|issue:45588", + "issue:44442|issue:45072" ], - "prepared_review_unit_hash": "9629dfe919b0d8d1b92aa453303750c88e0a6d1a1e80d994877860dd098d4bed", + "prepared_review_unit_hash": "c20e8c48fbe02e2862a59d9c7d4073aabf006ea74695b81218d74fd621590105", "component_budget": { - "node_count": 545, - "item_count": 545, - "soft_pair_count": 2024, - "serialized_chars": 1046962, - "estimated_input_tokens": 261741, - "estimated_eval_tokens": 523738 + "node_count": 547, + "item_count": 547, + "soft_pair_count": 2032, + "serialized_chars": 1051055, + "estimated_input_tokens": 262764, + "estimated_eval_tokens": 525784 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 28, - "serialized_chars": 36147, - "estimated_input_tokens": 9037, - "estimated_eval_tokens": 18330 + "soft_pair_count": 31, + "serialized_chars": 37123, + "estimated_input_tokens": 9281, + "estimated_eval_tokens": 18818 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "No soft pair looks like the same underlying bug; they span different models, APIs, and failure modes. The set is more of a loose theme of Transformers regressions than a duplicate cluster.", - "confidence": 0.88, - "canonical_issue_reason": "issue:44479 is the strongest representative report in the set: it is a concrete regression, names the affected model families, and describes a reproducible generation failure path.", + "summary": "The cluster is mostly heterogeneous: the paired items share only broad subsystem or symptom-level overlap, not the same concrete bug/change. I would not merge any soft pair as duplicates.", + "confidence": 0.95, + "canonical_issue_reason": "Issue 46858 is the most concrete, narrowly scoped, and implementation-specific report in the set; the other items are largely separate bugs across unrelated models/features.", "canonical_pr_reason": null, - "best_issue_reason": "issue:44479 is the best single issue to keep as a reference point because it is specific, high-signal, and broadly actionable.", + "best_issue_reason": "Issue 46858 has a clear failure mode, a specific code path, and enough technical detail to serve as the strongest representative issue in this mixed cluster.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:44186", - "right": "issue:45198", - "accept": false, - "reason": "Different model families and symptoms: LayoutLMv2 NER/padding crash vs Wav2Vec2 save_pretrained/tokenization failure." - }, - { - "left": "issue:33357", - "right": "issue:39692", - "accept": false, - "reason": "Both involve vision models, but one is a MacOS bus error in CLIP loading and the other is documentation/example errors for SigLIP2." - }, - { - "left": "issue:45588", - "right": "issue:45823", - "accept": false, - "reason": "Different code paths: flash-attention crash on sink-less models vs Gemma4 PLE device-mapping mismatch during forward." - }, - { - "left": "issue:44448", - "right": "issue:44466", - "accept": false, - "reason": "One is an output regression for Pegasus; the other is serialization of tied weights/lm_head. Related area, not same bug." - }, - { - "left": "issue:44561", - "right": "issue:44779", - "accept": false, - "reason": "Unrelated failures: removal of is_torch_fx_available breaking trust_remote_code vs DeepSeek tokenizer output corruption." - }, - { - "left": "issue:43412", - "right": "issue:45588", - "accept": false, - "reason": "Executorch export/unsupported op issues are unrelated to the flash-attention s_aux=None crash." - }, - { - "left": "issue:44871", - "right": "issue:44977", + "left": "issue:46421", + "right": "issue:46858", "accept": false, - "reason": "Gemma eos_token_id config mismatch is a different issue from Qwen3.5 flash-attention generation failure." + "reason": "Both concern cache behavior, but one is about spurious recompilation from lazy cache init while the other is a device-tensor type bug breaking slice arithmetic in static cache + torch.compile. Different failure modes and fixes." }, { "left": "issue:23647", "right": "issue:29870", "accept": false, - "reason": "W&B sweeps custom objective integration is unrelated to BART generate() decoder_attention_mask initialization." + "reason": "Wandb sweep custom objective integration is unrelated to BART generate() crashing with an unbound decoder_attention_mask variable." }, - { - "left": "issue:46421", - "right": "issue:46858", + { + "left": "issue:44871", + "right": "issue:44977", "accept": false, - "reason": "Both concern cache behavior, but one is recompilation from lazy init and the other is a device-tensor seq length arithmetic bug." + "reason": "Gemma-3 EOS token config mismatch and Qwen3.5 flash-attention generation failure are distinct model/configuration issues." }, { "left": "issue:43381", "right": "issue:43701", "accept": false, - "reason": "Gradient checkpointing in eval mode and resume_from_checkpoint key mismatch are different trainer issues." + "reason": "Eval-mode gradient checkpointing restriction and resume_from_checkpoint key mismatch are different trainer behaviors with different fixes." }, { - "left": "issue:44361", - "right": "issue:45198", + "left": "issue:41720", + "right": "issue:45229", "accept": false, - "reason": "Different tokenizer failures on different models; no shared code-path evidence." + "reason": "Both mention OOM-like failures, but one is a cudaErrorAssert during Qwen3 device mapping and the other is a multi-GPU CUDA OOM for Gemma4; not the same bug." }, { "left": "issue:29127", "right": "issue:34567", "accept": false, - "reason": "LayoutLMv3 error clarity and TrainerState token accounting are unrelated." + "reason": "LayoutLMv3 error messaging for low-information boxes and TrainerState token counter not updating are unrelated." }, { - "left": "issue:41720", - "right": "issue:45229", + "left": "issue:44361", + "right": "issue:45198", "accept": false, - "reason": "Qwen3 auto device-map cuda assert and Gemma4 multi-GPU OOM are different runtime failures." + "reason": "MLukeTokenizer task AttributeError and Wav2Vec2 save_pretrained/tokenization failure affect different tokenizers and code paths." }, { "left": "issue:43278", "right": "issue:43575", "accept": false, - "reason": "Embedding dtype drift during eval is unrelated to tensor-parallel OOM when loading Qwen2-57B." + "reason": "BF16-to-FP32 dtype change in evaluation and tensor-parallel OOM on Qwen2-57B are not the same underlying issue." }, { "left": "issue:43334", "right": "issue:43531", "accept": false, - "reason": "Missing pad_token_id on Qwen3-VL loading is a different bug from sliding_window handling in Qwen3-MoE." + "reason": "Qwen3-VL pad_token_id loading error and Qwen3-MoE sliding_window issue are separate model bugs." }, { "left": "issue:44265", "right": "issue:45198", "accept": false, - "reason": "torch.export with torch_compilable_check is unrelated to Wav2Vec2 save/tokenization problems." + "reason": "torch.export failure with torch_compilable_check and Wav2Vec2 save/tokenization failure are different export/tokenization problems." }, { "left": "issue:44206", "right": "issue:44479", "accept": false, - "reason": "Feature extractor center-arg regression is not the same as the Qwen video-input regression." + "reason": "Unsupported center argument in LasrFeatureExtractor and Qwen video-input regression are unrelated." }, { "left": "issue:44977", "right": "issue:45563", "accept": false, - "reason": "Flash-attention generation failure and a stale warning in paged generate() are separate behaviors." - }, - { - "left": "issue:43653", - "right": "issue:44442", - "accept": false, - "reason": "BigBird special-token decoding bug and AutoTokenizer loading FastSpeech2ConformerTokenizer are different tokenizer issues." + "reason": "Flash-attention generation failure and stale num_return_sequences warning are different generate() issues." }, { "left": "issue:43976", "right": "issue:45440", "accept": false, - "reason": "Python-version compatibility breakage is unrelated to DeepseekV3MoE implementation divergence." + "reason": "Python version incompatibility and DeepseekV3MoE divergence from remote implementation are unrelated release/model issues." }, { "left": "issue:42915", "right": "issue:42994", "accept": false, - "reason": "FineGrainedFP8Config failure while running Qwen3MoE is not the same as quantized model saving failure." + "reason": "FineGrainedFP8Config failure for Qwen3Moe and quantized model saving failure are both quantization-related but not the same bug or code path." + }, + { + "left": "issue:43653", + "right": "issue:44442", + "accept": false, + "reason": "BigBirdTokenizer special-token registration and FastSpeech2ConformerTokenizer loading failure are distinct tokenizer bugs." }, { "left": "issue:43611", "right": "issue:46121", "accept": false, - "reason": "base_model_prefix loading regression and rope-parameter JSON list TypeError are unrelated." + "reason": "base_model_prefix loading regression and rope-parameter validation TypeError are unrelated model-loading/config issues." + }, + { + "left": "issue:43065", + "right": "issue:43994", + "accept": false, + "reason": "Dummy Conv2d in Sam3PixelDecoder and SigLIP2 nonsensical AutoModel/pipeline outputs do not share the same concrete bug." }, { "left": "issue:45198", "right": "issue:45803", "accept": false, - "reason": "Wav2Vec2 tokenization/save failure is different from FuyuBatchFeature swallowing exceptions." + "reason": "Wav2Vec2 save/tokenization failure and bare-except swallowing errors in FuyuBatchFeature are different error-handling problems." }, { - "left": "issue:43065", - "right": "issue:43994", + "left": "issue:43756", + "right": "issue:45440", "accept": false, - "reason": "Dummy Conv2d in Sam3PixelDecoder is unrelated to SigLIP2 wrong outputs through AutoModel/pipeline." + "reason": "Smollm3 RoPE-layer count mismatch and DeepseekV3MoE implementation divergence are separate architecture discrepancies." }, { "left": "issue:29870", "right": "issue:34689", "accept": false, - "reason": "BART generate() UnboundLocalError and Llama 3.2 Vision model loading breakage are different bugs." + "reason": "BART generate() unbound variable error and Llama 3.2 Vision model loading regression are unrelated." }, { "left": "issue:44077", "right": "issue:47276", "accept": false, - "reason": "patchtsmixer post_init policy and a misleading synced_gpus warning are not the same change." + "reason": "patchtsmixer post_init gating and misleading synced_gpus warning are not the same underlying change." }, { - "left": "issue:43756", - "right": "issue:45440", + "left": "issue:43653", + "right": "issue:44743", "accept": false, - "reason": "Smollm3 RoPE layer-count mismatch is unrelated to DeepseekV3MoE divergence." + "reason": "BigBird tokenizer special-token registration and Qwen3.5 recurrent-state reset in cache are unrelated." }, { - "left": "issue:43653", - "right": "issue:44743", + "left": "issue:43575", + "right": "issue:44387", + "accept": false, + "reason": "Tensor-parallel load OOM for Qwen2-57B and increased CUDA reserved memory under int4 quantization are both memory symptoms but different mechanisms and fixes." + }, + { + "left": "issue:44568", + "right": "issue:45491", + "accept": false, + "reason": "Missing BOS/EOS insertion in mdeberta tokenizer and Gemma3 NaN embeddings from mixed-length sliding-window batches are unrelated." + }, + { + "left": "issue:43575", + "right": "issue:43701", + "accept": false, + "reason": "Tensor-parallel OOM during model loading and checkpoint resume key mismatch are different issues." + }, + { + "left": "issue:42490", + "right": "issue:43381", + "accept": false, + "reason": "Local-path trailing-slash import warning has nothing to do with gradient checkpointing in eval mode." + }, + { + "left": "issue:29127", + "right": "issue:33357", + "accept": false, + "reason": "LayoutLMv3 boxes/error-message clarity and CLIP bus error on macOS are unrelated." + }, + { + "left": "issue:43994", + "right": "issue:45412", + "accept": false, + "reason": "SigLIP2 bad outputs via AutoModel/pipeline and RT-DETR memory not being released after deletion are different bugs." + }, + { + "left": "issue:45491", + "right": "issue:46693", + "accept": false, + "reason": "Gemma3 NaN embeddings in mixed-length sliding-window batches and FA2 long-context performance regression are different symptoms and code paths." + }, + { + "left": "issue:45372", + "right": "issue:45588", + "accept": false, + "reason": "Gemma4 processor import failure due to ReasoningEffort and flash_attention crash on s_aux=None are unrelated import vs runtime errors." + }, + { + "left": "issue:44442", + "right": "issue:45072", "accept": false, - "reason": "BigBird mask-token registration and Qwen3.5 recurrent-state reset are different subsystems and failure modes." + "reason": "FastSpeech2ConformerTokenizer load failure and bfloat16 dtype mismatch in SwitchTransformers/TimmWrapperModel are unrelated." } ] }, @@ -11358,47 +11579,46 @@ "label": "issue", "component_index": 1, "component_count": 28, - "review_unit_index": 37, - "review_unit_count": 67, + "review_unit_index": 38, + "review_unit_count": 68, "status": "reviewed", "reason": null, "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-545", + "cluster_id": "cluster-10000-547", "nodes": [ "issue:23647", - "issue:27957", + "issue:25251", "issue:28282", "issue:29127", + "issue:29870", + "issue:29925", "issue:33290", - "issue:33357", + "issue:34567", "issue:34689", "issue:35141", - "issue:42490", "issue:42915", "issue:43065", + "issue:43066", "issue:43381", "issue:43421", "issue:43526", - "issue:43575", - "issue:43701", "issue:43824", "issue:43873", "issue:43931", "issue:43994", "issue:44186", "issue:44279", - "issue:44387", - "issue:44442", - "issue:44568", + "issue:44462", + "issue:44514", "issue:44610", "issue:44625", "issue:44857", - "issue:45072", "issue:45245", "issue:45250", "issue:45372", + "issue:45381", "issue:45406", "issue:45412", "issue:45440", @@ -11412,271 +11632,243 @@ "issue:45834", "issue:46369", "issue:46640", - "issue:46693", "issue:46701", + "issue:46821", "issue:47217" ], "soft_pairs": [ - "issue:43575|issue:44387", - "issue:44568|issue:45491", - "issue:43575|issue:43701", - "issue:42490|issue:43381", - "issue:29127|issue:33357", - "issue:43994|issue:45412", - "issue:45491|issue:46693", - "issue:45372|issue:45588", - "issue:44442|issue:45072", "issue:45406|issue:46701", - "issue:43065|issue:45412", "issue:45250|issue:46640", + "issue:43065|issue:45412", "issue:44625|issue:45584", "issue:43526|issue:47217", "issue:45440|issue:45593", - "issue:29127|issue:35141", "issue:43526|issue:45834", "issue:45459|issue:45712", + "issue:29127|issue:35141", "issue:45372|issue:45406", "issue:43994|issue:46369", "issue:43824|issue:44279", - "issue:43381|issue:43873", "issue:43526|issue:44186", - "issue:43421|issue:45491", "issue:45372|issue:45459", + "issue:43381|issue:43873", "issue:45245|issue:45563", + "issue:43421|issue:45491", "issue:33290|issue:35141", "issue:33290|issue:34689", - "issue:27957|issue:33290", "issue:42915|issue:43931", "issue:23647|issue:28282", "issue:44610|issue:45412", - "issue:44857|issue:45588" + "issue:33290|issue:34567", + "issue:44857|issue:45588", + "issue:45588|issue:46821", + "issue:43066|issue:44462", + "issue:29870|issue:29925", + "issue:44514|issue:45381", + "issue:25251|issue:28282" ], - "prepared_review_unit_hash": "7d9a98105d5b5406be6f86ad931feec58f7b68fdd9d9317e45cc3453e90fb68e", + "prepared_review_unit_hash": "09c6578fe509be033f3d631ad79f7395a6a4f5fd9dbc7e2a92ca311c8957215f", "component_budget": { - "node_count": 545, - "item_count": 545, - "soft_pair_count": 2024, - "serialized_chars": 1046962, - "estimated_input_tokens": 261741, - "estimated_eval_tokens": 523738 + "node_count": 547, + "item_count": 547, + "soft_pair_count": 2032, + "serialized_chars": 1051055, + "estimated_input_tokens": 262764, + "estimated_eval_tokens": 525784 }, "budget": { - "node_count": 48, - "item_count": 48, - "soft_pair_count": 33, - "serialized_chars": 37373, - "estimated_input_tokens": 9344, - "estimated_eval_tokens": 18944 + "node_count": 47, + "item_count": 47, + "soft_pair_count": 29, + "serialized_chars": 35636, + "estimated_input_tokens": 8909, + "estimated_eval_tokens": 18074 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is highly heterogeneous: it mixes unrelated issues across tokenizers, model loading, quantization, vision models, flash-attention, and memory/performance bugs. None of the soft pairs look like the same underlying defect or change.", - "confidence": 0.98, - "canonical_issue_reason": "No single canonical issue fits this cluster; the items cover many distinct code paths and bug types, so there is no clear duplicate anchor.", + "summary": "The set is heterogeneous and does not contain any strong duplicate pairs; all soft-edge candidates look like different bugs or features, often within the same model family but on different code paths.", + "confidence": 0.58, + "canonical_issue_reason": "No single issue is a true cluster center here; if one must be selected, issue:44514 is the clearest concrete, reproducible bug report and the most defensible representative of the set.", "canonical_pr_reason": null, - "best_issue_reason": "No global best issue is suitable as a representative duplicate target because the cluster is not centered on one concrete bug.", + "best_issue_reason": "issue:44514 is specific, self-contained, and tied to a concrete processor crash, making it the strongest representative issue among these mostly unrelated reports.", "best_pr_reason": null, "soft_edge_verdicts": [ - { - "left": "issue:43575", - "right": "issue:44387", - "accept": false, - "reason": "Both mention OOM, but one is tensor-parallel loading of Qwen2-57B and the other is int4 quantization memory growth in Transformers 5.x; different causes and fixes." - }, - { - "left": "issue:44568", - "right": "issue:45491", - "accept": false, - "reason": "Tokenizer special-token behavior is unrelated to Gemma3 NaNs from sliding-window attention and all-padding windows." - }, - { - "left": "issue:43575", - "right": "issue:43701", - "accept": false, - "reason": "Qwen2-57B TP OOM and resume_from_checkpoint key mismatch are unrelated training/loading failures." - }, - { - "left": "issue:42490", - "right": "issue:43381", - "accept": false, - "reason": "Local-path import warning and gradient-checkpointing-in-eval are different code paths with different symptoms." - }, - { - "left": "issue:29127", - "right": "issue:33357", - "accept": false, - "reason": "LayoutLMv3 box-error messaging and CLIP bus errors on macOS are unrelated bugs." - }, - { - "left": "issue:43994", - "right": "issue:45412", - "accept": false, - "reason": "Bad SigLIP2 outputs and RT-DETR memory leaks are different model/runtime problems." - }, - { - "left": "issue:45491", - "right": "issue:46693", - "accept": false, - "reason": "NaNs in Gemma3 mixed-length batching are not the same as a FlashAttention2 long-context performance regression." - }, - { - "left": "issue:45372", - "right": "issue:45588", - "accept": false, - "reason": "Gemma 4 processor import failure from mistral_common and flash_attention.py crashing on s_aux=None are different failures." - }, - { - "left": "issue:44442", - "right": "issue:45072", - "accept": false, - "reason": "FastSpeech2Conformer tokenizer loading and dtype mismatches in SwitchTransformers/TimmWrapperModel are unrelated." - }, { "left": "issue:45406", "right": "issue:46701", "accept": false, - "reason": "Gemma4Processor missing _tokenizer and DiffusionGemma image-text-to-text pipeline failure are different bugs." + "reason": "Same broad Gemma/VL area, but different failures: missing _tokenizer vs pipeline output behavior." }, { - "left": "issue:43065", - "right": "issue:45412", + "left": "issue:45250", + "right": "issue:46640", "accept": false, - "reason": "Dummy nn.Conv2d in Sam3PixelDecoder and RT-DETR GC memory release are unrelated implementation issues." + "reason": "Both mention Flash Attention 2, but one is generic and the other is a specific crash/compat issue." }, { - "left": "issue:45250", - "right": "issue:46640", + "left": "issue:43065", + "right": "issue:45412", "accept": false, - "reason": "These are both Flash Attention 2 topics, but the titles are too generic and there is no evidence of the same concrete underlying bug." + "reason": "Dummy Conv2d in Sam3PixelDecoder is unrelated to RT-DETR model GC memory release." }, { "left": "issue:44625", "right": "issue:45584", "accept": false, - "reason": "Qwen3.5 num_labels propagation and Whisper empty-transcription handling are unrelated." + "reason": "Different subsystems: Qwen3.5 label propagation vs Whisper special-token alignment." }, { "left": "issue:43526", "right": "issue:47217", "accept": false, - "reason": "BeitImageProcessorFast reduce_labels and VL image-placeholder-in-user-text failures are different layers and different root causes." + "reason": "Both concern vision/text preprocessing, but the concrete bugs are different." }, { "left": "issue:45440", "right": "issue:45593", "accept": false, - "reason": "DeepseekV3MoE divergence from remote implementation and D-FINE missing auxiliary losses are unrelated model-specific bugs." - }, - { - "left": "issue:29127", - "right": "issue:35141", - "accept": false, - "reason": "LayoutLMv3 error-message clarity and output-embedding reinit on resize are different problems." + "reason": "Different model families and different model behavior problems." }, { "left": "issue:43526", "right": "issue:45834", "accept": false, - "reason": "BeitImageProcessorFast reduce_labels and Kosmos2.5 OCR index error are unrelated vision preprocessing issues." + "reason": "Different preprocessing bugs: label reduction vs long OCR input indexing." }, { "left": "issue:45459", "right": "issue:45712", "accept": false, - "reason": "Hidden tokenizer errors when protobuf is missing and leftover dummy classes in dummy_pt_objects.py are unrelated cleanup/diagnostic issues." + "reason": "Tokenizer exception masking is unrelated to leftover dummy class cleanup." + }, + { + "left": "issue:29127", + "right": "issue:35141", + "accept": false, + "reason": "Different bug types: clearer error reporting vs embedding reinitialization." }, { "left": "issue:45372", "right": "issue:45406", "accept": false, - "reason": "Both involve Gemma 4, but one is an import dependency problem and the other is a missing processor attribute during serve; not the same bug." + "reason": "Both Gemma4-related, but one is an import dependency issue and the other is a missing attribute in serve." }, { "left": "issue:43994", "right": "issue:46369", "accept": false, - "reason": "SigLIP2 wrong results and sam3-litetext memory overflow are different model failures." + "reason": "Both are model-specific runtime problems, but not the same bug or code path." }, { "left": "issue:43824", "right": "issue:44279", "accept": false, - "reason": "Qwen2_5_VL import error and a generic dependency issue are too vague and do not indicate the same defect." - }, - { - "left": "issue:43381", - "right": "issue:43873", - "accept": false, - "reason": "Gradient checkpointing in eval mode and quantization offloading not working are distinct runtime behaviors." + "reason": "Importing a missing model class is not the same as a generic dependency issue." }, { "left": "issue:43526", "right": "issue:44186", "accept": false, - "reason": "BeitImageProcessorFast reduce_labels and LayoutLMv2Tokenizer crashes on NER padding/truncation are unrelated tokenizer/preprocessor bugs." + "reason": "Different tokenizer/image-processor bugs with different triggers and failures." }, { - "left": "issue:43421", - "right": "issue:45491", + "left": "issue:45372", + "right": "issue:45459", "accept": false, - "reason": "Runtime special-token post-processing update and Gemma3 NaNs are different components and symptoms." + "reason": "ImportError from a missing dependency is not the same as hidden tokenizer exceptions." }, { - "left": "issue:45372", - "right": "issue:45459", + "left": "issue:43381", + "right": "issue:43873", "accept": false, - "reason": "Gemma processor import failure from mistral_common and protobuf error masking in tokenizers are unrelated." + "reason": "Gradient checkpointing eval-mode behavior and quantization offloading are separate features." }, { "left": "issue:45245", "right": "issue:45563", "accept": false, - "reason": "Category-count runtime error and stale generate() warning are not the same issue." + "reason": "Category cardinality failure and stale warning emission are unrelated generate-time issues." }, { - "left": "issue:33290", - "right": "issue:35141", + "left": "issue:43421", + "right": "issue:45491", "accept": false, - "reason": "AdaFactor/deepspeed OOM and embedding reinitialization after resize are unrelated bugs." + "reason": "Runtime post-processor updates and NaN embeddings are different problems." }, { "left": "issue:33290", - "right": "issue:34689", + "right": "issue:35141", "accept": false, - "reason": "AdaFactor OOM and Llama 3.2 Vision model loading breakage are different failure modes." + "reason": "Optimizer OOM in deepspeed is unrelated to token-embedding reinitialization." }, { - "left": "issue:27957", - "right": "issue:33290", + "left": "issue:33290", + "right": "issue:34689", "accept": false, - "reason": "XLMRoberta FlashAttention2 support and AdaFactor/deepspeed OOM are unrelated issues." + "reason": "Different failures: optimizer memory blowup vs model-loading breakage." }, { "left": "issue:42915", "right": "issue:43931", "accept": false, - "reason": "Qwen3Moe FP8 config failure and Qwen3-VL weight-shape mismatch are distinct loading/configuration bugs." + "reason": "Different Qwen variants and different failure modes: FP8 config vs weight-shape mismatch." }, { "left": "issue:23647", "right": "issue:28282", "accept": false, - "reason": "WandB sweeps custom objective and missing-PyTorch ImportError are unrelated." + "reason": "Wandb sweeps custom objective has nothing to do with missing PyTorch import errors." }, { "left": "issue:44610", "right": "issue:45412", "accept": false, - "reason": "OmDet-Turbo input-size mismatch and RT-DETR memory leak are different model issues." + "reason": "Processor image-size mismatch is unrelated to RT-DETR memory not being freed." + }, + { + "left": "issue:33290", + "right": "issue:34567", + "accept": false, + "reason": "OOM in optimizer/deepspeed is unrelated to TrainerState token counting." }, { "left": "issue:44857", "right": "issue:45588", "accept": false, - "reason": "LwDetrImageLoss AMP crash and flash_attention.py s_aux=None crash are unrelated." + "reason": "Different failures and code paths: loss AMP crash vs flash_attention auxiliary-state handling." + }, + { + "left": "issue:45588", + "right": "issue:46821", + "accept": false, + "reason": "Both are AttributeError-ish, but they affect different features and code paths." + }, + { + "left": "issue:43066", + "right": "issue:44462", + "accept": false, + "reason": "Wrong tokenizer decoder type in v5 is not the same as ignoring tokenizer.json." + }, + { + "left": "issue:29870", + "right": "issue:29925", + "accept": false, + "reason": "Bart generate unbound variable and SigLIP fast-tokenizer enforcement are unrelated." + }, + { + "left": "issue:44514", + "right": "issue:45381", + "accept": false, + "reason": "Same Qwen2.5-VL family, but different bugs: batched padding crash vs wrong vision_position_ids on video input." + }, + { + "left": "issue:25251", + "right": "issue:28282", + "accept": false, + "reason": "Pipeline top_k nesting behavior is unrelated to AutoModel PyTorch import failure." } ] }, @@ -11691,275 +11883,283 @@ "label": "issue", "component_index": 1, "component_count": 28, - "review_unit_index": 38, - "review_unit_count": 67, + "review_unit_index": 39, + "review_unit_count": 68, "status": "reviewed", "reason": null, "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-545", + "cluster_id": "cluster-10000-547", "nodes": [ - "issue:25251", "issue:27957", - "issue:28282", "issue:29127", - "issue:29870", - "issue:29925", "issue:42175", "issue:42490", "issue:42617", - "issue:43066", "issue:43262", "issue:43316", "issue:43493", + "issue:43525", + "issue:43550", "issue:43575", + "issue:43606", "issue:43643", "issue:43646", + "issue:43701", "issue:43720", "issue:43749", "issue:43761", "issue:43827", "issue:43873", "issue:43931", + "issue:43950", "issue:44077", "issue:44206", "issue:44442", - "issue:44462", "issue:44479", - "issue:44514", "issue:44743", "issue:44811", "issue:44871", "issue:44898", "issue:44913", + "issue:44964", "issue:44977", + "issue:44987", "issue:45245", - "issue:45381", - "issue:45588", + "issue:45440", "issue:45759", "issue:45859", "issue:46121", + "issue:46178", "issue:46234", "issue:46399", "issue:46821", "issue:47276", "issue:47312", + "issue:47427", "issue:47436", "issue:47448" ], "soft_pairs": [ - "issue:45588|issue:46821", - "issue:43066|issue:44462", - "issue:29870|issue:29925", - "issue:25251|issue:28282", "issue:44442|issue:44898", - "issue:44514|issue:45381", "issue:27957|issue:29127", "issue:46121|issue:46399", "issue:43761|issue:45859", - "issue:43646|issue:44077", "issue:43316|issue:47312", - "issue:43720|issue:44442", + "issue:43646|issue:44077", "issue:46821|issue:47436", - "issue:44743|issue:44811", + "issue:43720|issue:44442", "issue:42175|issue:46234", "issue:43262|issue:44206", + "issue:44743|issue:44811", "issue:44077|issue:44479", "issue:43873|issue:44871", "issue:43316|issue:45759", - "issue:42490|issue:44743", "issue:44977|issue:45245", + "issue:42490|issue:44743", "issue:47276|issue:47448", "issue:43493|issue:43827", "issue:43749|issue:43931", "issue:42617|issue:43575", - "issue:43643|issue:44913" + "issue:44987|issue:46178", + "issue:43643|issue:44913", + "issue:43550|issue:43701", + "issue:43316|issue:43525", + "issue:44964|issue:45440", + "issue:43606|issue:43701", + "issue:43950|issue:47427" ], - "prepared_review_unit_hash": "e66d58d888d6f0dd01871be7084bd55090fe7dad5aa5e21a369fbe485dc8ba4b", + "prepared_review_unit_hash": "0605072442e957743a2f5fe492a4f1270b33df720a26abba5c2633f1db262b57", "component_budget": { - "node_count": 545, - "item_count": 545, - "soft_pair_count": 2024, - "serialized_chars": 1046962, - "estimated_input_tokens": 261741, - "estimated_eval_tokens": 523738 + "node_count": 547, + "item_count": 547, + "soft_pair_count": 2032, + "serialized_chars": 1051055, + "estimated_input_tokens": 262764, + "estimated_eval_tokens": 525784 }, "budget": { - "node_count": 47, - "item_count": 47, - "soft_pair_count": 26, - "serialized_chars": 34872, - "estimated_input_tokens": 8718, - "estimated_eval_tokens": 17692 + "node_count": 48, + "item_count": 48, + "soft_pair_count": 27, + "serialized_chars": 35743, + "estimated_input_tokens": 8936, + "estimated_eval_tokens": 18128 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "No soft pair appears to describe the same underlying bug or change; most are superficially similar only at the subsystem/theme level. If a single issue must anchor the set, the strongest candidate is the broad, high-activity regression report around FSDP CPU RAM efficient loading.", - "confidence": 0.69, - "canonical_issue_reason": "Issue 43749 is the strongest anchor: it has the highest discussion/inbound activity and describes a concrete, high-impact runtime regression in a core loading path.", + "summary": "The items are a grab bag of unrelated issues with only weak title-level similarity; none of the soft pairs look like true duplicates or the same underlying fix.", + "confidence": 0.24, + "canonical_issue_reason": "Issue 43646 is the broadest, most umbrella-like regression here: it affects core model initialization across custom models, making it the best single representative issue despite the cluster being mostly unrelated.", "canonical_pr_reason": null, - "best_issue_reason": "Issue 43749 is the most suitable global representative because it is substantive, widely discussed, and tied to a specific failure mode rather than a narrow model-specific edge case.", + "best_issue_reason": "43646 is the most generally actionable and highest-scope issue in the set; the others are mostly model-specific edge cases, API inconsistencies, or unrelated regressions.", "best_pr_reason": null, "soft_edge_verdicts": [ - { - "left": "issue:45588", - "right": "issue:46821", - "accept": false, - "reason": "Different code paths and failures: flash_attention sink handling vs TimesFM window_size attribute access." - }, - { - "left": "issue:43066", - "right": "issue:44462", - "accept": false, - "reason": "Both touch tokenizer loading, but one is a decoder-type mismatch in v5 and the other is repository tokenizer.json discovery; not the same bug." - }, - { - "left": "issue:29870", - "right": "issue:29925", - "accept": false, - "reason": "Unrelated defects: BART generate() decoder_attention_mask initialization vs SigLIP fast tokenizer enforcement." - }, - { - "left": "issue:25251", - "right": "issue:28282", - "accept": false, - "reason": "Pipeline top_k output-shape regression is unrelated to an AutoModel ImportError for missing PyTorch." - }, { "left": "issue:44442", "right": "issue:44898", "accept": false, - "reason": "Different model families and failures: AutoTokenizer loading vs Perceiver image-size interpolation." - }, - { - "left": "issue:44514", - "right": "issue:45381", - "accept": false, - "reason": "Both involve Qwen2.5-VL, but one is batched chat-template padding and the other is video vision_position_ids; distinct bugs." + "reason": "Different subsystems and failure modes: tokenizer loading vs image-classification interpolation behavior." }, { "left": "issue:27957", "right": "issue:29127", "accept": false, - "reason": "Flash Attention 2 support for XLM-Roberta is unrelated to LayoutLMv3 box validation messaging." + "reason": "Unrelated models and bugs: Flash Attention support vs layoutlmv3 box-validation error messaging." }, { "left": "issue:46121", "right": "issue:46399", "accept": false, - "reason": "One is rope-parameter JSON list handling; the other is a missing decorator for Qwen3.5 kernel registration." + "reason": "Both mention rope-related code, but one is a utility type-conversion bug and the other is a Qwen kernel registration crash." }, { "left": "issue:43761", "right": "issue:45859", "accept": false, - "reason": "CLIPVisionModel hidden_states regression and Qwen3.5Moe CPU-offload incompatibility are separate failures." - }, - { - "left": "issue:43646", - "right": "issue:44077", - "accept": false, - "reason": "Broad custom-model initialization breakage is not the same as a specific patchtsmixer post_init policy issue." + "reason": "Different models and code paths: CLIP vision hidden states regression vs Qwen rotary embedding CPU-offload incompatibility." }, { "left": "issue:43316", "right": "issue:47312", "accept": false, - "reason": "Gemma3TextConfig API discrepancy is unrelated to a kernels 0.16 compatibility problem." + "reason": "A config API discrepancy is unrelated to a kernels-version compatibility issue." }, { - "left": "issue:43720", - "right": "issue:44442", + "left": "issue:43646", + "right": "issue:44077", "accept": false, - "reason": "BitNet packed-weight loading failure and AutoTokenizer FastSpeech2Conformer loading are different paths." + "reason": "Generic custom-model initialization breakage is not the same as a specific model disallowing optional post_init." }, { "left": "issue:46821", "right": "issue:47436", "accept": false, - "reason": "Both mention missing attributes, but they concern different models and different fields." + "reason": "Both are AttributeErrors, but they involve different configs, fields, and models." }, { - "left": "issue:44743", - "right": "issue:44811", + "left": "issue:43720", + "right": "issue:44442", "accept": false, - "reason": "Recurrent-state cache reset in Qwen3.5 modular code is unrelated to Whisper batch_decode skip_special_tokens handling." + "reason": "Packed-weight loading in accelerate is unrelated to FastSpeech2Conformer tokenizer loading." }, { "left": "issue:42175", "right": "issue:46234", "accept": false, - "reason": "Both are import/backend availability issues, but one concerns TensorFlow in extras installation and the other a missing util symbol." + "reason": "Both touch backend/import logic, but they concern different missing backends and different packaging paths." }, { "left": "issue:43262", "right": "issue:44206", "accept": false, - "reason": "Audio processor sampling-rate defaults and LastFeatureExtractor center-arg support are unrelated." + "reason": "Audio-template sampling-rate defaults and feature-extractor arg validation are separate bugs." + }, + { + "left": "issue:44743", + "right": "issue:44811", + "accept": false, + "reason": "Recurrent-state cache handling in Qwen3.5 is unrelated to Whisper decode parameter handling." }, { "left": "issue:44077", "right": "issue:44479", "accept": false, - "reason": "A specific model post_init policy issue is not the same as a broader Qwen video-input regression." + "reason": "A model config change around post_init is not the same as a video-input regression in Qwen VL models." }, { "left": "issue:43873", "right": "issue:44871", "accept": false, - "reason": "Quantization/offloading behavior and Gemma-3 eos_token configuration are different bugs." + "reason": "Quantization/offloading behavior and eos_token_id config mismatch are different problems." }, { "left": "issue:43316", "right": "issue:45759", "accept": false, - "reason": "Both involve config APIs, but one is a Gemma3TextConfig discrepancy and the other is AutoModelForCausalLM unwrapping composite Qwen text_config." + "reason": "Both concern config structure, but one is a Gemma3TextConfig discrepancy and the other is Qwen composite-model unwrapping." }, { - "left": "issue:42490", - "right": "issue:44743", + "left": "issue:44977", + "right": "issue:45245", "accept": false, - "reason": "Local-path trailing-slash import warning is unrelated to Qwen recurrent-state reset behavior." + "reason": "Flash-attention generation failure is unrelated to the category-cardinality runtime error." }, { - "left": "issue:44977", - "right": "issue:45245", + "left": "issue:42490", + "right": "issue:44743", "accept": false, - "reason": "Flash-attention generation failure and category-cardinality runtime error are unrelated." + "reason": "Local-path import warnings have no relation to Qwen recurrent-state cache resetting." }, { "left": "issue:47276", "right": "issue:47448", "accept": false, - "reason": "A warning-message problem in continuous batching is unrelated to Gemma4 architecture recognition." + "reason": "A misleading warning in continuous batching is unrelated to Gemma4 architecture recognition." }, { "left": "issue:43493", "right": "issue:43827", "accept": false, - "reason": "SigLIP2 HF-vs-JAX behavioral discrepancy is unrelated to documentation still mentioning pipeline()." + "reason": "SigLIP2 implementation divergence and documentation still referencing pipeline() are different classes of issues." }, { "left": "issue:43749", "right": "issue:43931", "accept": false, - "reason": "FSDP CPU RAM efficient loading regression and Qwen3-VL weight-shape mismatch are different loading failures." + "reason": "FSDP CPU-efficient loading is a loading-mode bug, while this is a specific multimodal weight-shape mismatch." }, { "left": "issue:42617", "right": "issue:43575", "accept": false, - "reason": "3d_parallel.py execution failure and Qwen2-57B-A14B-Instruct OOM are not the same bug." + "reason": "A script execution problem and a tensor-parallel OOM are not the same underlying bug." + }, + { + "left": "issue:44987", + "right": "issue:46178", + "accept": false, + "reason": "These are different backend/import failures affecting different packages and model-loading paths." }, { "left": "issue:43643", "right": "issue:44913", "accept": false, - "reason": "Missing fields from trust_remote_code configs and rotary_pct not persisting on reload are distinct config-serialization problems." + "reason": "Missing fields from trust_remote_code config loading is not the same as rotary_pct not persisting on reload." + }, + { + "left": "issue:43550", + "right": "issue:43701", + "accept": false, + "reason": "A torch.compile+SDPA runtime failure is unrelated to a resume_from_checkpoint key mismatch." + }, + { + "left": "issue:43316", + "right": "issue:43525", + "accept": false, + "reason": "Different missing config fields on different models; not the same defect." + }, + { + "left": "issue:44964", + "right": "issue:45440", + "accept": false, + "reason": "A model-load failure for Phi-4 multimodal and a DeepSeekV3MoE implementation divergence are unrelated." + }, + { + "left": "issue:43606", + "right": "issue:43701", + "accept": false, + "reason": "CPU offload device mismatch has nothing to do with checkpoint key naming." + }, + { + "left": "issue:43950", + "right": "issue:47427", + "accept": false, + "reason": "Non-persistent buffer corruption on load and redundant init skipping on non-CUDA hardware are distinct issues." } ] }, @@ -11974,18 +12174,19 @@ "label": "issue", "component_index": 1, "component_count": 28, - "review_unit_index": 39, - "review_unit_count": 67, + "review_unit_index": 40, + "review_unit_count": 68, "status": "reviewed", "reason": null, "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-545", + "cluster_id": "cluster-10000-547", "nodes": [ "issue:16998", "issue:22355", "issue:23647", + "issue:25251", "issue:27957", "issue:28218", "issue:29870", @@ -11993,18 +12194,17 @@ "issue:43232", "issue:43295", "issue:43316", + "issue:43352", "issue:43388", - "issue:43525", - "issue:43550", + "issue:43452", "issue:43575", - "issue:43606", + "issue:43646", "issue:43701", "issue:43716", "issue:43742", "issue:43761", "issue:43825", "issue:43931", - "issue:43950", "issue:44062", "issue:44077", "issue:44079", @@ -12016,32 +12216,26 @@ "issue:44534", "issue:44855", "issue:44871", - "issue:44964", - "issue:44987", + "issue:44913", "issue:45137", "issue:45216", - "issue:45440", "issue:45584", "issue:45803", "issue:45907", - "issue:46178", + "issue:46050", + "issue:46234", + "issue:46291", "issue:46506", + "issue:46640", "issue:46829", "issue:46932", "issue:47217", - "issue:47427", "issue:47448" ], "soft_pairs": [ - "issue:44987|issue:46178", - "issue:43550|issue:43701", - "issue:43316|issue:43525", - "issue:44964|issue:45440", "issue:27957|issue:29870", - "issue:43606|issue:43701", - "issue:43950|issue:47427", - "issue:43575|issue:43742", "issue:43825|issue:47448", + "issue:43575|issue:43742", "issue:43761|issue:44079", "issue:44062|issue:45907", "issue:43316|issue:43716", @@ -12056,201 +12250,207 @@ "issue:43295|issue:44871", "issue:44871|issue:45584", "issue:43761|issue:44188", - "issue:43232|issue:43388", "issue:44521|issue:47217", + "issue:46234|issue:46291", + "issue:43232|issue:43388", + "issue:44077|issue:44534", "issue:16998|issue:22355", - "issue:44077|issue:44534" + "issue:43452|issue:44496", + "issue:25251|issue:27957", + "issue:43646|issue:44913", + "issue:43352|issue:46640", + "issue:44871|issue:46050" ], - "prepared_review_unit_hash": "8cd673480c54f4b2c093ab14a561bf3f9b6043ad9573c32afc53296e8f1b5330", + "prepared_review_unit_hash": "0f731b1ff400afea3f11609d55cf97dc492e9bdc866e8ccfc32e92fdb5c065ac", "component_budget": { - "node_count": 545, - "item_count": 545, - "soft_pair_count": 2024, - "serialized_chars": 1046962, - "estimated_input_tokens": 261741, - "estimated_eval_tokens": 523738 + "node_count": 547, + "item_count": 547, + "soft_pair_count": 2032, + "serialized_chars": 1051055, + "estimated_input_tokens": 262764, + "estimated_eval_tokens": 525784 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 27, - "serialized_chars": 35848, - "estimated_input_tokens": 8962, - "estimated_eval_tokens": 18180 + "serialized_chars": 35742, + "estimated_input_tokens": 8936, + "estimated_eval_tokens": 18128 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "The set is heterogeneous: the soft pairs share only broad lexical themes (tokenization, configs, multimodal, loading), not the same concrete bug or change. I reject every soft edge. If forced to keep one issue as an anchor, #44521 is the most active open item in the set.", - "confidence": 0.87, - "canonical_issue_reason": "Issue #44521 has the highest visible activity and inbound references among this set, so it is the best representative anchor if a single issue must be chosen.", + "summary": "The soft-pair candidates are mostly unrelated issues that only share broad subsystem or model-family overlap. I would not merge any of them as duplicates.", + "confidence": 0.95, + "canonical_issue_reason": "issue:44521 is the strongest standalone issue in the set: it is open, detailed, and clearly describes a concrete reproducible bug rather than a vague question or a model-specific one-off.", "canonical_pr_reason": null, - "best_issue_reason": "#44521 is the most actionable open issue here; it has the strongest discussion/inbound signal and is the closest thing to a cluster center, though the overall set is not a real duplicate cluster.", + "best_issue_reason": "issue:44521 is the best representative issue here because it has the clearest problem statement and the richest context, making it the most useful canonical anchor if one must pick from this noisy set.", "best_pr_reason": null, "soft_edge_verdicts": [ - { - "left": "issue:44987", - "right": "issue:46178", - "accept": false, - "reason": "Both are loading/configuration failures, but one is a model-specific load failure and the other is a backend registry error; different code paths." - }, - { - "left": "issue:43550", - "right": "issue:43701", - "accept": false, - "reason": "Torch.compile/SDPA OOM on a model load is unrelated to resume_from_checkpoint key mismatches." - }, - { - "left": "issue:43316", - "right": "issue:43525", - "accept": false, - "reason": "Both mention config API gaps, but they affect different models and different missing fields; not the same bug." - }, - { - "left": "issue:44964", - "right": "issue:45440", - "accept": false, - "reason": "One is a model loading shape issue; the other is a divergence from a remote implementation. Too broad to be the same change." - }, { "left": "issue:27957", "right": "issue:29870", "accept": false, - "reason": "Flash Attention support for XLM-R and a BART generate UnboundLocalError are unrelated." - }, - { - "left": "issue:43606", - "right": "issue:43701", - "accept": false, - "reason": "CPU offload device mismatch and checkpoint key mismatch are separate failure modes." + "reason": "Different failures in different code paths: Flash Attention 2 support for XLM-R vs a BART generate() UnboundLocalError." }, { - "left": "issue:43950", - "right": "issue:47427", + "left": "issue:43825", + "right": "issue:47448", "accept": false, - "reason": "Both touch initialization/buffer behavior, but one corrupts non-persistent buffers during from_pretrained while the other avoids redundant init on non-CUDA hardware." + "reason": "One is a pipeline error-message regression; the other is an architecture-recognition/loading problem for Gemma4. Not the same bug." }, { "left": "issue:43575", "right": "issue:43742", "accept": false, - "reason": "A tensor-parallel OOM on a large model is not the same as a key error loading a small model." - }, - { - "left": "issue:43825", - "right": "issue:47448", - "accept": false, - "reason": "Pipeline error messaging and Gemma4 architecture recognition are different problems." + "reason": "Both are loading-related, but one is tp/OOM on a large Qwen model and the other is a key error on MobileLLM-125M; different concrete failures." }, { "left": "issue:43761", "right": "issue:44079", "accept": false, - "reason": "A CLIP forward regression and a generic ModelOutput key assignment bug are not the same concrete code path." + "reason": "The first is a CLIPVisionModel forward regression; the second is a generic ModelOutput key-assignment bug. Related at most by symptom, not the same issue." }, { "left": "issue:44062", "right": "issue:45907", "accept": false, - "reason": "AddedToken constructor argument handling is unrelated to list_repo_files failing to forward revision." + "reason": "Tokenizer AddedToken keyword duplication and list_repo_files revision forwarding are unrelated code paths." }, { "left": "issue:43316", "right": "issue:43716", "accept": false, - "reason": "Both are multimodal config/preprocessor mismatches, but they involve different models and different failure points." + "reason": "API discrepancy in Gemma3TextConfig does not match a Mistral-3 image preprocessor dtype mismatch." }, { "left": "issue:44855", "right": "issue:45137", "accept": false, - "reason": "Python 3.13 decorator parsing and a DeepSpeed ZeRO3 deque underflow have no shared underlying bug." + "reason": "Python 3.13 torch.jit parsing/IndentationError vs a DeepSpeed ZeRO3 deque IndexError are unrelated." }, { "left": "issue:43701", "right": "issue:46506", "accept": false, - "reason": "Checkpoint-key resume logic is unrelated to CPU/CUDA output divergence in PPDocLayoutV3." + "reason": "Checkpoint resume key mismatch and CPU/CUDA divergence in PPDocLayoutV3 are different bugs." }, { "left": "issue:44190", "right": "issue:44496", "accept": false, - "reason": "Local dataset loading in a training script and unrecognized model config loading are different issues." + "reason": "Local dataset loading in a training script vs unrecognized model/config loading failure are unrelated." }, { "left": "issue:46829", "right": "issue:46932", "accept": false, - "reason": "One is an output object bug for VideoPrism classification; the other is dtype casting for Gemma4 quantized embedders." + "reason": "VideoPrism hidden_states/output bug and Gemma4 quantized embedder dtype casting are different model-specific issues." }, { "left": "issue:43931", "right": "issue:45216", "accept": false, - "reason": "Both involve Qwen3-family checkpoints, but one is a load-time shape mismatch and the other is a save_pretrained regression." + "reason": "Weight-shape mismatch on model load and an incorrect checkpoint saved by save_pretrained are different failure modes." }, { "left": "issue:44442", "right": "issue:45803", "accept": false, - "reason": "Tokenizer loading failure and a bare except swallowing KeyboardInterrupt are unrelated." + "reason": "AutoTokenizer loading failure for one tokenizer vs a bare-except bug in Fuyu tensor conversion are unrelated." }, { "left": "issue:27957", "right": "issue:32090", "accept": false, - "reason": "Flash Attention 2 support and Trainer broadcast of NoneType are different subsystems and bugs." + "reason": "Flash Attention 2 support for a model and a Trainer _gpu_broadcast_one NoneType error are not the same underlying bug." }, { "left": "issue:23647", "right": "issue:28218", "accept": false, - "reason": "Wandb sweeps custom objective integration and tokenizer spacing after added tokens do not describe the same change." + "reason": "Wandb sweep custom objective support and tokenizer added-token spacing are unrelated." }, { "left": "issue:43295", "right": "issue:44871", "accept": false, - "reason": "A processor/tokenizer regression with images is unrelated to an eos_token_id config inconsistency." + "reason": "Processor/tokenizer regression with images vs Gemma eos_token_id inconsistency; different code paths and symptoms." }, { "left": "issue:44871", "right": "issue:45584", "accept": false, - "reason": "Gemma eos token configuration and Whisper empty-transcription generation after align_special_tokens are different bugs." + "reason": "Gemma token-id configuration mismatch and Whisper empty-transcription generation failure are not the same bug." }, { "left": "issue:43761", "right": "issue:44188", "accept": false, - "reason": "A hidden_states regression is unrelated to divergent attention kernels under torch.compile." + "reason": "CLIPVisionModel hidden_states regression and attention-kernel divergence under torch.compile are unrelated." + }, + { + "left": "issue:44521", + "right": "issue:47217", + "accept": false, + "reason": "Both involve multimodal inputs, but one is assistant_mask computation and the other is failure when the image placeholder appears in user text; not the same concrete bug." + }, + { + "left": "issue:46234", + "right": "issue:46291", + "accept": false, + "reason": "Missing import_utils helper and pipelines import failing due to kernels revision/version requirements are different dependency issues." }, { "left": "issue:43232", "right": "issue:43388", "accept": false, - "reason": "Generation kwargs update after sync_gpus and metric gathering dropping tuple labels are different trainer code paths." + "reason": "Generation kwargs syncing after sync_gpus and gather_for_metrics truncating labels are unrelated trainer/generation bugs." }, { - "left": "issue:44521", - "right": "issue:47217", + "left": "issue:44077", + "right": "issue:44534", "accept": false, - "reason": "Both are multimodal template issues, but one is assistant mask generation and the other is image placeholder placement; not the same bug." + "reason": "A model-specific post_init policy issue is not the same as non-persistent buffers being filled with junk in v5." }, { "left": "issue:16998", "right": "issue:22355", "accept": false, - "reason": "A model_max_length question and a missing transformers.onnx module are unrelated." + "reason": "A question about model_max_length and a missing transformers.onnx module are unrelated." }, { - "left": "issue:44077", - "right": "issue:44534", + "left": "issue:43452", + "right": "issue:44496", + "accept": false, + "reason": "gguf_file handling and unrecognized-model/config loading are both loading issues but not the same underlying bug." + }, + { + "left": "issue:25251", + "right": "issue:27957", + "accept": false, + "reason": "Pipeline output nesting with top_k is unrelated to Flash Attention 2 support." + }, + { + "left": "issue:43646", + "right": "issue:44913", + "accept": false, + "reason": "Broad v5 custom-model initialization breakage and GPTNeoXConfig rotary_pct reload regression are different defects." + }, + { + "left": "issue:43352", + "right": "issue:46640", "accept": false, - "reason": "Optional post_init policy for a model and v5 non-persistent buffer corruption are different issues." + "reason": "A specific model not supporting Flash Attention 2 and a generic Flash Attention 2 issue are too broad and do not clearly describe the same code-path bug." + }, + { + "left": "issue:44871", + "right": "issue:46050", + "accept": false, + "reason": "Gemma eos_token_id mismatch and sinq quantization save/load breakage are unrelated." } ] }, @@ -12265,44 +12465,45 @@ "label": "issue", "component_index": 1, "component_count": 28, - "review_unit_index": 40, - "review_unit_count": 67, + "review_unit_index": 41, + "review_unit_count": 68, "status": "reviewed", "reason": null, "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-545", + "cluster_id": "cluster-10000-547", "nodes": [ "issue:23647", - "issue:25251", "issue:27957", "issue:29925", "issue:35141", "issue:42490", "issue:42907", "issue:43065", - "issue:43352", "issue:43404", "issue:43441", - "issue:43452", "issue:43504", "issue:43525", "issue:43531", "issue:43540", - "issue:43646", + "issue:43650", + "issue:43673", + "issue:43931", + "issue:44060", "issue:44162", "issue:44464", "issue:44479", - "issue:44496", "issue:44514", "issue:44534", "issue:44610", "issue:44617", + "issue:44743", "issue:44792", - "issue:44871", "issue:44913", "issue:44977", + "issue:45127", + "issue:45200", "issue:45381", "issue:45412", "issue:45542", @@ -12310,37 +12511,30 @@ "issue:45632", "issue:45698", "issue:45803", - "issue:46050", "issue:46170", "issue:46178", + "issue:46202", "issue:46234", "issue:46291", "issue:46365", "issue:46369", "issue:46421", "issue:46424", - "issue:46640", "issue:46693", "issue:47217" ], "soft_pairs": [ - "issue:46234|issue:46291", - "issue:43452|issue:44496", - "issue:25251|issue:27957", - "issue:43646|issue:44913", - "issue:44871|issue:46050", - "issue:43352|issue:46640", "issue:45412|issue:46369", "issue:43404|issue:43441", "issue:44464|issue:46421", "issue:43065|issue:44617", - "issue:44162|issue:44792", "issue:43540|issue:44514", + "issue:44162|issue:44792", "issue:42907|issue:45698", "issue:46178|issue:46291", - "issue:44792|issue:44977", - "issue:44479|issue:47217", "issue:44610|issue:46369", + "issue:44479|issue:47217", + "issue:44792|issue:44977", "issue:45381|issue:47217", "issue:44534|issue:44913", "issue:45803|issue:46365", @@ -12348,221 +12542,213 @@ "issue:43525|issue:43531", "issue:43504|issue:45698", "issue:44792|issue:45600", - "issue:27957|issue:29925", "issue:46693|issue:47217", + "issue:27957|issue:29925", + "issue:45803|issue:46170", "issue:23647|issue:27957", "issue:35141|issue:42490", - "issue:45803|issue:46170", - "issue:45632|issue:46424" + "issue:45632|issue:46424", + "issue:43931|issue:44060", + "issue:43650|issue:46202", + "issue:45127|issue:45200", + "issue:43673|issue:44743" ], - "prepared_review_unit_hash": "da11e6c6dd6d60be83f1e55de5899f6e2a2bed241e0542b4b58dfbc4b2c83e91", + "prepared_review_unit_hash": "91944ce8e70c7fdd27d78865c3182d3cbed8a07b67616055d844f3b024e3bb58", "component_budget": { - "node_count": 545, - "item_count": 545, - "soft_pair_count": 2024, - "serialized_chars": 1046962, - "estimated_input_tokens": 261741, - "estimated_eval_tokens": 523738 + "node_count": 547, + "item_count": 547, + "soft_pair_count": 2032, + "serialized_chars": 1051055, + "estimated_input_tokens": 262764, + "estimated_eval_tokens": 525784 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 30, - "serialized_chars": 36500, - "estimated_input_tokens": 9125, - "estimated_eval_tokens": 18506 + "soft_pair_count": 28, + "serialized_chars": 35901, + "estimated_input_tokens": 8976, + "estimated_eval_tokens": 18208 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is highly heterogeneous; the soft pairs mostly look like unrelated bugs that just share broad themes like loading, configs, cache, or Flash Attention. I would not merge any of the proposed pairs as duplicates.", - "confidence": 0.92, - "canonical_issue_reason": "No single canonical issue is reliable here: the items span unrelated bugs across model loading, generation, cache, vision-language processing, and dependency/import paths.", + "summary": "No convincing duplicate cluster emerges here: the items cover many unrelated bugs/features across different models and subsystems, so all soft edges are rejected. If a representative issue is needed, the long-context FA2 regression report is the strongest anchor.", + "confidence": 0.9, + "canonical_issue_reason": "Issue 46693 is the highest-signal representative: broad regression scope, strong discussion activity, and clear user impact; there is no single duplicate theme spanning the set.", "canonical_pr_reason": null, - "best_issue_reason": "If one representative must be chosen, issue 45698 has the broadest impact and strongest discussion around save/load custom-module behavior, but it is still only a representative, not a duplicate anchor for the rest.", + "best_issue_reason": "Issue 46693 is the best global representative because it is well-articulated, impacts a wide class of generation workloads, and has the richest supporting discussion.", "best_pr_reason": null, "soft_edge_verdicts": [ - { - "left": "issue:46234", - "right": "issue:46291", - "accept": false, - "reason": "Different import/dependency failures: missing `is_falcon_mamba_ssm_available` vs kernels v0.15 requiring version/revision metadata." - }, - { - "left": "issue:43452", - "right": "issue:44496", - "accept": false, - "reason": "Both are loading problems, but one is broken `gguf_file` handling and the other is an unrecognized model/config issue." - }, - { - "left": "issue:25251", - "right": "issue:27957", - "accept": false, - "reason": "Unrelated bugs: pipeline `top_k` output nesting vs XLMRoberta Flash Attention support." - }, - { - "left": "issue:43646", - "right": "issue:44913", - "accept": false, - "reason": "Different code paths: v5 custom model initialization breakage vs GPTNeoX config reload losing `rotary_pct`." - }, - { - "left": "issue:44871", - "right": "issue:46050", - "accept": false, - "reason": "Different model/config bugs: Gemma-3 EOS token mismatch vs sinq quantization save/load failure." - }, - { - "left": "issue:43352", - "right": "issue:46640", - "accept": false, - "reason": "One is a specific Nemotron Flash Attention 2 unsupported error; the other is a vague broader FA2 issue, not the same concrete bug." - }, { "left": "issue:45412", "right": "issue:46369", "accept": false, - "reason": "Both mention memory, but one is RT-DETR GC leaks and the other is Sam3-lite text OOM during use." + "reason": "Both mention memory problems, but one is RT-DETR deletion/GC and the other is Sam3-LiteText runtime overflow; different code paths and failure modes." }, { "left": "issue:43404", "right": "issue:43441", "accept": false, - "reason": "Same family name, but different bugs: untied `lm_head` weights vs FlashAttention failure in Ministral-3." + "reason": "One is about untied lm_head weights, the other about FlashAttention failure; same model family but different bugs." }, { "left": "issue:44464", "right": "issue:46421", "accept": false, - "reason": "Both touch chunked generation/cache, but one is wrong outputs under compiled forward and the other is spurious recompilation from lazy cache init." + "reason": "Chunked generation is the shared context, but one is inconsistent outputs under compiled forward and the other is spurious recompilation from cache lazy init." }, { "left": "issue:43065", "right": "issue:44617", "accept": false, - "reason": "Completely different symptoms: dummy Conv2d in Sam3PixelDecoder vs Sam3Video CUDA OOM." + "reason": "Both are Sam3-related, but one is a dummy Conv2d implementation detail and the other is a CUDA OOM in video mode." }, { - "left": "issue:44162", - "right": "issue:44792", + "left": "issue:43540", + "right": "issue:44514", "accept": false, - "reason": "Different models and failures: ESM2 breakage vs janus image-generation test failure." + "reason": "Both are multimodal input-processing bugs, but they affect different processors/models and different crash conditions." }, { - "left": "issue:43540", - "right": "issue:44514", + "left": "issue:44162", + "right": "issue:44792", "accept": false, - "reason": "Different Qwen3-related paths: video processing failure vs batched chat-template crash with `padding=False`." + "reason": "ESM2 breakage and a Janus test failure are unrelated model-specific issues." }, { "left": "issue:42907", "right": "issue:45698", "accept": false, - "reason": "Both involve model loading, but one is a trailing-slash warning for local paths and the other is wrong custom-module loading after save/load." + "reason": "One is about saving dequantized models, the other about loading the wrong custom module after save/load; related area, different bug." }, { "left": "issue:46178", "right": "issue:46291", "accept": false, - "reason": "Different dependency/import issues: backend mapping rejects `tensorflow_text` vs pipelines import failing on kernels version/revision." + "reason": "Both are backend/dependency import issues, but they involve different packages and failure points." }, { - "left": "issue:44792", - "right": "issue:44977", + "left": "issue:44610", + "right": "issue:46369", "accept": false, - "reason": "Different bugs: janus image generation test failure vs Qwen3.5 FlashAttention generation regression." + "reason": "Different products and symptoms: OmDet-Turbo preprocessing size mismatch versus Sam3-LiteText memory overflow." }, { "left": "issue:44479", "right": "issue:47217", "accept": false, - "reason": "Both are VL-related, but one is a video-input regression across Qwen variants and the other is an image-placeholder-in-text failure." + "reason": "Both are VL input bugs, but one is a video regression across several models and the other is an image-placeholder placement crash." }, { - "left": "issue:44610", - "right": "issue:46369", + "left": "issue:44792", + "right": "issue:44977", "accept": false, - "reason": "Unrelated issues: processor size mismatch in OmDet-Turbo vs Sam3-lite text memory overflow." + "reason": "A Janus image-generation test failure and a Qwen3.5 FlashAttention generation bug are not the same code-path problem." }, { "left": "issue:45381", "right": "issue:47217", "accept": false, - "reason": "Both involve VL inputs, but one is wrong `vision_position_ids` for video input and the other is image placeholder handling in user text." + "reason": "Both involve VL inputs, but one is wrong vision_position_ids for video and the other is image-placeholder handling in user text." }, { "left": "issue:44534", "right": "issue:44913", "accept": false, - "reason": "Different v5 regressions: junk-filled non-persistent buffers vs GPTNeoX config reload dropping `rotary_pct`." + "reason": "Non-persistent buffer junk fill and GPTNeoX config reload defaults are different classes of bugs." }, { "left": "issue:45803", "right": "issue:46365", "accept": false, - "reason": "Different failure modes: bare `except` in Fuyu tensor conversion vs `Trainer` import conflict with `datasets`." + "reason": "Bare except swallowing errors in Fuyu versus Trainer import conflict with datasets are unrelated." }, { "left": "issue:45542", "right": "issue:46234", "accept": false, - "reason": "Different backend/import issues: undefined tf backend from tensorboard-only install vs missing import_utils helper." + "reason": "TensorFlow backend detection and a missing import_utils availability helper are separate import-time issues." }, { "left": "issue:43525", "right": "issue:43531", "accept": false, - "reason": "Different model config bugs: missing `pad_token_id` on Llama4Config vs sliding-window handling for Qwen3-MoE." + "reason": "A missing config attribute and a sliding_window issue in another model family do not match." }, { "left": "issue:43504", "right": "issue:45698", "accept": false, - "reason": "Both concern load/save behavior, but one is a legacy field in BEiT preset loading and the other is custom-module resolution after save/load." + "reason": "Legacy-field preset loading and wrong custom module loading after save_pretrained are distinct serialization bugs." }, { "left": "issue:44792", "right": "issue:45600", "accept": false, - "reason": "Different areas entirely: janus image-generation test failure vs auto_mappings referencing removed Sam3LiteText configs." + "reason": "A Janus test failure and stale auto_mappings references to removed configs are different failures." + }, + { + "left": "issue:46693", + "right": "issue:47217", + "accept": false, + "reason": "Long-context FA2 performance regression and VL image-placeholder handling are unrelated." }, { "left": "issue:27957", "right": "issue:29925", "accept": false, - "reason": "Not the same bug: Flash Attention support for XLMRoberta vs SigLIP tokenizer `use_fast=True` enforcement." + "reason": "FlashAttention support for XLM-R and fast-tokenizer enforcement for SigLIP are different issues." }, { - "left": "issue:46693", - "right": "issue:47217", + "left": "issue:45803", + "right": "issue:46170", "accept": false, - "reason": "Different regressions: long-context FA2 performance regression vs VL image-placeholder handling." + "reason": "Exception handling in Fuyu tensor conversion and Windows/ROCm distributed import problems are unrelated." }, { "left": "issue:23647", "right": "issue:27957", "accept": false, - "reason": "Unrelated topics: WandB sweeps custom objective vs XLMRoberta Flash Attention support." + "reason": "WandB sweeps custom objective and XLM-R FlashAttention support do not describe the same bug/change." }, { "left": "issue:35141", "right": "issue:42490", "accept": false, - "reason": "Different loading/persistence bugs: embedding reinit after resize vs trailing-slash local model warning." + "reason": "Resizing embeddings reinitialization and slash-suffixed local model import warnings are separate loading/state issues." }, { - "left": "issue:45803", - "right": "issue:46170", + "left": "issue:45632", + "right": "issue:46424", "accept": false, - "reason": "Different platform/runtime issues: Fuyu tensor conversion exception handling vs Windows ROCm import failure from `torch.distributed` dependency." + "reason": "Cache-path collisions for trust_remote_code and max_cache_length behavior in quantized cache are unrelated cache topics." }, { - "left": "issue:45632", - "right": "issue:46424", + "left": "issue:43931", + "right": "issue:44060", + "accept": false, + "reason": "Qwen3-VL weight-shape mismatch and Qwen3-Next tied-weights warning are different model-loading problems." + }, + { + "left": "issue:43650", + "right": "issue:46202", + "accept": false, + "reason": "ADD THE DATA is too vague and Gemma pipeline roundtrip failure is a specific tokenizer/pipeline bug." + }, + { + "left": "issue:45127", + "right": "issue:45200", + "accept": false, + "reason": "LoRA merge collapse with extended vocab and Gemma 4 mm_token_type_ids defaults are unrelated model behaviors." + }, + { + "left": "issue:43673", + "right": "issue:44743", "accept": false, - "reason": "Both mention cache, but one is a local path cache collision and the other is `max_cache_length` only applying to quantized cache." + "reason": "Chunked-prefill cache initialization and Qwen3.5 recurrent-state reset are both cache-related but not the same defect." } ] }, @@ -12577,252 +12763,232 @@ "label": "issue", "component_index": 1, "component_count": 28, - "review_unit_index": 41, - "review_unit_count": 67, + "review_unit_index": 42, + "review_unit_count": 68, "status": "reviewed", "reason": null, "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-545", + "cluster_id": "cluster-10000-547", "nodes": [ "issue:23647", "issue:25251", "issue:29127", "issue:29870", "issue:35141", + "issue:39692", "issue:41950", + "issue:43065", "issue:43335", "issue:43388", "issue:43475", + "issue:43550", "issue:43644", - "issue:43650", - "issue:43673", "issue:43688", "issue:43827", "issue:43854", - "issue:43931", "issue:43994", - "issue:44060", "issue:44190", "issue:44242", + "issue:44479", + "issue:44610", "issue:44617", "issue:44734", - "issue:44743", "issue:44792", "issue:44855", "issue:44869", "issue:44913", "issue:44964", "issue:45072", - "issue:45127", - "issue:45200", "issue:45245", "issue:45381", "issue:45405", "issue:45406", + "issue:45563", "issue:45584", "issue:45588", "issue:46082", - "issue:46202", "issue:46369", "issue:46399", + "issue:46655", "issue:46697", "issue:46832", "issue:46858", "issue:46894", "issue:46932", "issue:47013", - "issue:47312" + "issue:47312", + "issue:47321" ], "soft_pairs": [ - "issue:43931|issue:44060", - "issue:45127|issue:45200", - "issue:25251|issue:29870", - "issue:43673|issue:44743", "issue:45588|issue:47013", "issue:44855|issue:45588", - "issue:43650|issue:46202", + "issue:25251|issue:29870", "issue:41950|issue:43475", - "issue:44242|issue:46894", "issue:46082|issue:46697", + "issue:44242|issue:46894", "issue:44792|issue:45405", "issue:43388|issue:43688", - "issue:44617|issue:45584", "issue:43827|issue:43994", "issue:44190|issue:44964", + "issue:44617|issue:45584", "issue:45072|issue:46932", - "issue:29870|issue:35141", "issue:44734|issue:45406", - "issue:43644|issue:44913", + "issue:29870|issue:35141", "issue:45245|issue:46858", + "issue:43644|issue:44913", "issue:44869|issue:46832", "issue:43335|issue:44855", "issue:23647|issue:29127", "issue:43854|issue:44792", "issue:46399|issue:47312", - "issue:45381|issue:46369" + "issue:45381|issue:46369", + "issue:39692|issue:47321", + "issue:43550|issue:44190", + "issue:45563|issue:45584", + "issue:43065|issue:44610", + "issue:45381|issue:46655", + "issue:44617|issue:46369", + "issue:44479|issue:44734", + "issue:43827|issue:47321" ], - "prepared_review_unit_hash": "5c48daec206f85b915b5478bbcddcfaf07a22d5ecae34f840294d0632d1d5f4f", + "prepared_review_unit_hash": "6f298afe9a4a187a4cf70cea4c718e4ae36eded16fb3b5e403e40036a6469221", "component_budget": { - "node_count": 545, - "item_count": 545, - "soft_pair_count": 2024, - "serialized_chars": 1046962, - "estimated_input_tokens": 261741, - "estimated_eval_tokens": 523738 + "node_count": 547, + "item_count": 547, + "soft_pair_count": 2032, + "serialized_chars": 1051055, + "estimated_input_tokens": 262764, + "estimated_eval_tokens": 525784 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 26, - "serialized_chars": 35866, - "estimated_input_tokens": 8967, - "estimated_eval_tokens": 18190 + "soft_pair_count": 30, + "serialized_chars": 36971, + "estimated_input_tokens": 9243, + "estimated_eval_tokens": 18742 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "No duplicate pairs are convincing here; the set is a heterogeneous mix of unrelated bug reports and docs issues. I would not merge any of the proposed soft edges.", - "confidence": 0.89, - "canonical_issue_reason": "No single canonical issue truly fits this cluster because the items span many unrelated subsystems; if forced to pick a representative, issue:45584 is the strongest standalone report with clear symptoms and the most inbound references.", - "canonical_pr_reason": "No pull requests are present in this cluster.", - "best_issue_reason": "issue:45584 is the best standalone issue candidate: it is specific, reproducible, and appears to have the most external references among the listed issues.", - "best_pr_reason": "No pull requests are present in this cluster.", + "summary": "This cluster is heterogeneous: the paired items are mostly unrelated bugs across different models, pipelines, docs, and runtime paths. No soft pair looks like the same underlying issue closely enough to merge.", + "confidence": 0.97, + "canonical_issue_reason": "No single canonical issue stands out; the issues cover many unrelated subsystems and failure modes, so this is not a coherent duplicate cluster.", + "canonical_pr_reason": null, + "best_issue_reason": "There is no globally best issue for the cluster because the items do not share one root cause or fix surface.", + "best_pr_reason": null, "soft_edge_verdicts": [ - { - "left": "issue:43931", - "right": "issue:44060", - "accept": false, - "reason": "Both are Qwen-family loading/configuration problems, but one is a weight-shape mismatch in Qwen3-VL and the other is a tied-weights warning in Qwen3-Next; different code paths and failure modes." - }, - { - "left": "issue:45127", - "right": "issue:45200", - "accept": false, - "reason": "These concern different models and different bugs: LoRA merge collapse with tied embeddings versus Gemma 4 requiring mm_token_type_ids for text-only fine-tuning." - }, - { - "left": "issue:25251", - "right": "issue:29870", - "accept": false, - "reason": "Completely unrelated: pipeline top_k output shape regression versus Bart generate() unbound decoder_attention_mask error." - }, - { - "left": "issue:43673", - "right": "issue:44743", - "accept": false, - "reason": "Both mention cache behavior, but one is missing GenerationMixin cache during chunked prefill and the other is recurrent state reset in modular_qwen3_5; not the same underlying bug." - }, { "left": "issue:45588", "right": "issue:47013", "accept": false, - "reason": "Different subsystems and failure causes: flash_attention crashes on s_aux=None, while xLSTM unpacks a backend return value incorrectly in train mode." + "reason": "Different failures in different code paths: flash-attention sink-less model crash vs xLSTM train-mode unpacking bug." }, { "left": "issue:44855", "right": "issue:45588", "accept": false, - "reason": "An import-time Python 3.13 IndentationError in DebertaV2Model is unrelated to a flash_attention AttributeError on sink-less models." + "reason": "Python 3.13 import/torch.jit parsing error in DebertaV2 is unrelated to flash_attention s_aux=None AttributeError." }, { - "left": "issue:43650", - "right": "issue:46202", + "left": "issue:25251", + "right": "issue:29870", "accept": false, - "reason": "No meaningful overlap: one is a vague placeholder issue, the other is a Gemma pipeline roundtrip failure on a specific token." + "reason": "Pipeline top_k output-shape regression and BART generate() UnboundLocalError are distinct bugs." }, { "left": "issue:41950", "right": "issue:43475", "accept": false, - "reason": "Both are vision/video-related, but one is a pipeline processor selection bug and the other is a missing attribute on a SAM 3 video encoder output object." + "reason": "Video-classification processor lookup bug and Sam3VisionEncoderOutput missing attribute are different model/pipeline issues." }, { - "left": "issue:44242", - "right": "issue:46894", + "left": "issue:46082", + "right": "issue:46697", "accept": false, - "reason": "Both are loss-related, but they affect different training code paths and model families; the overlap is only superficial." + "reason": "LlamaConfig head_dim validation and Swin2SR over-padding are unrelated." }, { - "left": "issue:46082", - "right": "issue:46697", + "left": "issue:44242", + "right": "issue:46894", "accept": false, - "reason": "A config validation issue for Llama head_dim is unrelated to Swin2SR image over-padding." + "reason": "Missing load-balancing loss vs training-loss double-shift are different MoE/training bugs." }, { "left": "issue:44792", "right": "issue:45405", "accept": false, - "reason": "A failed Janus image-generation test and a released-version dependency bump are not the same bug or change." + "reason": "Janus test failure and PEFT version bump are not the same underlying problem." }, { "left": "issue:43388", "right": "issue:43688", "accept": false, - "reason": "Different problems: metrics gathering dropping tuple labels versus auxiliary-loss normalization in MoE models." - }, - { - "left": "issue:44617", - "right": "issue:45584", - "accept": false, - "reason": "CUDA OOM in SAM3 video is unrelated to Whisper empty-transcription handling after align_special_tokens." + "reason": "Both involve losses/metrics, but the actual bugs are different: last-batch label dropping vs auxiliary-loss normalization." }, { "left": "issue:43827", "right": "issue:43994", "accept": false, - "reason": "One is a docs cleanup for removed pipeline() references; the other is a model inference correctness bug." + "reason": "Both are docs/model-use problems, but one is stale pipeline references while the other is model/processor mismatch plus quantization failure." }, { "left": "issue:44190", "right": "issue:44964", "accept": false, - "reason": "Both are loading failures, but they involve different scripts and model-loading stacks; not the same underlying issue." + "reason": "Local dataset loading script issue is unrelated to Phi-4 multimodal loading failures." }, { - "left": "issue:45072", - "right": "issue:46932", + "left": "issue:44617", + "right": "issue:45584", "accept": false, - "reason": "Both mention dtype casting, but they target different models and situations; too broad to treat as one fix." + "reason": "Sam3Video CUDA OOM and Whisper empty-transcription failure are different models and failure modes." }, { - "left": "issue:29870", - "right": "issue:35141", + "left": "issue:45072", + "right": "issue:46932", "accept": false, - "reason": "Different symptoms and code paths: Bart generation masking error versus token-embedding resize reinitializing output embeddings." + "reason": "Both mention dtype casting, but they affect different models and distinct quantized-embedder vs bfloat16 inference paths." }, { "left": "issue:44734", "right": "issue:45406", "accept": false, - "reason": "Both affect transformers serve, but one is a KV-cache continuation indexing crash and the other is a Gemma4Processor missing _tokenizer attribute." + "reason": "KV-cache continuation tensor indexing bug and Gemma4Processor missing _tokenizer are unrelated serve crashes." }, { - "left": "issue:43644", - "right": "issue:44913", + "left": "issue:29870", + "right": "issue:35141", "accept": false, - "reason": "Serialization/non-persistent-buffer corruption and GPTNeoX rotary_pct reload behavior are not the same defect." + "reason": "BART generate() decoder_attention_mask bug and output embedding reinit after resize are separate issues." }, { "left": "issue:45245", "right": "issue:46858", "accept": false, - "reason": "Different layers entirely: category count overflow versus static-cache seq_length device-tensor arithmetic." + "reason": "Category-count limit error and static-cache seq-length device-tensor arithmetic are not the same bug." + }, + { + "left": "issue:43644", + "right": "issue:44913", + "accept": false, + "reason": "Non-persistent buffer junk fill and GPTNeoX rotary_pct reload regression are different config/state bugs." }, { "left": "issue:44869", "right": "issue:46832", "accept": false, - "reason": "Whisper timestamp decoding crash and RT-DETR feature-level handling are unrelated." + "reason": "Whisper decode crash and RT-DETR feature-level mismatch are unrelated." }, { "left": "issue:43335", "right": "issue:44855", "accept": false, - "reason": "A SwitchTransformers config bug and a Python 3.13 IndentationError in DebertaV2Model have no shared code path." + "reason": "SwitchTransformers sparse-layer construction bug is unrelated to DebertaV2 import parsing error." }, { "left": "issue:23647", @@ -12834,19 +13000,67 @@ "left": "issue:43854", "right": "issue:44792", "accept": false, - "reason": "Different models and failures: GLM-4.7-Flash unit-test loading versus Janus image-generation test failure." + "reason": "GLM-4.7-Flash unit-test loading failure and Janus image-generation test failure are different model issues." }, { "left": "issue:46399", "right": "issue:47312", "accept": false, - "reason": "One is a missing decorator causing kernel registration failure; the other is a broad kernels 0.16 incompatibility report." + "reason": "Qwen3.5 registration crash with missing decorator and a general kernels 0.16 incompatibility are not clearly the same concrete bug." + }, + { + "left": "issue:45381", + "right": "issue:46369", + "accept": false, + "reason": "Qwen2.5-VL video position IDs bug and Sam3-litetext memory overflow are unrelated." + }, + { + "left": "issue:39692", + "right": "issue:47321", + "accept": false, + "reason": "SigLIP2 docs example errors and AMD quark class updates are unrelated." + }, + { + "left": "issue:43550", + "right": "issue:44190", + "accept": false, + "reason": "Bamba torch.compile SDPA crash and local dataset loading script failure have no shared root cause." + }, + { + "left": "issue:45563", + "right": "issue:45584", + "accept": false, + "reason": "Paged generate stale warning and Whisper empty-transcription crash are distinct generation bugs." + }, + { + "left": "issue:43065", + "right": "issue:44610", + "accept": false, + "reason": "Dummy Conv2d in Sam3PixelDecoder and OmDet-Turbo input-size mismatch are different vision-model problems." }, { "left": "issue:45381", + "right": "issue:46655", + "accept": false, + "reason": "Both involve video inputs, but the bugs are different: wrong vision_position_ids vs incorrect padding calculation." + }, + { + "left": "issue:44617", "right": "issue:46369", "accept": false, - "reason": "Qwen2.5-VL vision_position_ids mismatch and SAM3 litetext memory overflow are unrelated." + "reason": "Both mention memory, but one is OOM in Sam3Video and the other is a different Sam3-litetext overflow issue." + }, + { + "left": "issue:44479", + "right": "issue:44734", + "accept": false, + "reason": "Video-input regression in Qwen VL models and serve KV-cache indexing crash are unrelated." + }, + { + "left": "issue:43827", + "right": "issue:47321", + "accept": false, + "reason": "Stale docs for removed pipelines and AMD quark class updates are unrelated." } ] }, @@ -12861,36 +13075,36 @@ "label": "issue", "component_index": 1, "component_count": 28, - "review_unit_index": 42, - "review_unit_count": 67, + "review_unit_index": 43, + "review_unit_count": 68, "status": "reviewed", "reason": null, "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-545", + "cluster_id": "cluster-10000-547", "nodes": [ "issue:39692", "issue:41720", - "issue:43065", + "issue:42175", + "issue:42796", "issue:43295", "issue:43317", "issue:43335", "issue:43526", "issue:43540", - "issue:43550", + "issue:43611", "issue:43643", "issue:43673", - "issue:43827", "issue:43854", "issue:43994", + "issue:44016", + "issue:44112", "issue:44190", + "issue:44242", "issue:44279", - "issue:44479", "issue:44496", "issue:44521", - "issue:44610", - "issue:44617", "issue:44734", "issue:44779", "issue:44933", @@ -12903,260 +13117,260 @@ "issue:45375", "issue:45381", "issue:45520", - "issue:45563", "issue:45584", + "issue:45600", "issue:45632", "issue:46170", - "issue:46369", "issue:46421", "issue:46489", "issue:46617", - "issue:46655", "issue:46697", + "issue:46858", + "issue:46897", "issue:47145", "issue:47312", "issue:47321", "issue:47448" ], "soft_pairs": [ - "issue:39692|issue:47321", - "issue:43550|issue:44190", - "issue:45563|issue:45584", - "issue:44617|issue:46369", - "issue:43065|issue:44610", - "issue:43827|issue:47321", - "issue:45381|issue:46655", - "issue:44479|issue:44734", "issue:41720|issue:45245", "issue:43526|issue:46697", "issue:43643|issue:45375", "issue:39692|issue:44190", "issue:43335|issue:44190", - "issue:43295|issue:45276", "issue:45632|issue:46617", + "issue:43295|issue:45276", "issue:44779|issue:46489", - "issue:43854|issue:44964", "issue:44933|issue:45362", + "issue:43854|issue:44964", "issue:43540|issue:44734", - "issue:45276|issue:45584", "issue:43994|issue:47321", - "issue:45127|issue:45357", + "issue:45276|issue:45584", "issue:43673|issue:46421", - "issue:43643|issue:44496", + "issue:45127|issue:45357", "issue:44521|issue:45381", - "issue:47145|issue:47321", "issue:45520|issue:46170", "issue:43317|issue:47312", - "issue:44279|issue:47448" + "issue:44279|issue:47448", + "issue:43643|issue:44496", + "issue:44242|issue:46897", + "issue:47145|issue:47321", + "issue:44016|issue:47448", + "issue:44112|issue:45600", + "issue:43611|issue:47321", + "issue:42175|issue:44279", + "issue:44112|issue:44964", + "issue:43673|issue:46858", + "issue:42796|issue:44521" ], - "prepared_review_unit_hash": "cdf734b68ba2e91ca71c949becffed532cbfb48d176236523c4875761a1e1d96", + "prepared_review_unit_hash": "81bfee1e7bae33cb43b79bfaaff05e9694835f090c6d3738ea603f572d6fb64a", "component_budget": { - "node_count": 545, - "item_count": 545, - "soft_pair_count": 2024, - "serialized_chars": 1046962, - "estimated_input_tokens": 261741, - "estimated_eval_tokens": 523738 + "node_count": 547, + "item_count": 547, + "soft_pair_count": 2032, + "serialized_chars": 1051055, + "estimated_input_tokens": 262764, + "estimated_eval_tokens": 525784 }, "budget": { "node_count": 47, "item_count": 47, "soft_pair_count": 29, - "serialized_chars": 35749, - "estimated_input_tokens": 8938, - "estimated_eval_tokens": 18132 + "serialized_chars": 35891, + "estimated_input_tokens": 8973, + "estimated_eval_tokens": 18202 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This set is mostly heterogeneous: unrelated bugs across models, processors, cache handling, device mapping, and docs. Only the two DeepSeek tokenizer regressions look like the same underlying issue family; the rest should stay separate.", - "confidence": 0.96, - "canonical_issue_reason": "issue:44779 is the broadest and cleanest representative of the only likely duplicate pair; issue:46489 reads like a model-specific follow-up/gap on the same DeepSeek v5 tokenizer regression.", + "summary": "This cluster is mostly heterogeneous and not a true duplicate set. The only strong duplicate pocket is the DeepSeek tokenizer regression pair (issue:44779 and issue:46489); the rest are unrelated bugs across models, configs, cache handling, and docs.", + "confidence": 0.93, + "canonical_issue_reason": "If a canonical issue must be chosen, issue:46489 is the best fit because it is the most specific report of the only real duplicate pair and explicitly ties the regression to the gap in PR #44801.", "canonical_pr_reason": null, - "best_issue_reason": "issue:44779 is the strongest issue to anchor the cluster if one must be chosen: it describes the general v5 tokenizer regression, is clearer as the umbrella report, and the paired issue is a narrower DeepSeek-Coder v1 variant.", + "best_issue_reason": "issue:46489 is the strongest standalone representative: it describes the concrete DeepSeek tokenizer v5 regression clearly and points to the prior incomplete fix; the remaining items do not form one coherent issue family.", "best_pr_reason": null, "soft_edge_verdicts": [ - { - "left": "issue:39692", - "right": "issue:47321", - "accept": false, - "reason": "Different subsystems: SigLIP2 docs/model-processor mismatch vs AMD quark class metadata." - }, - { - "left": "issue:43550", - "right": "issue:44190", - "accept": false, - "reason": "Bamba torch.compile/SDPA failure is unrelated to local dataset loading in the trainer script." - }, - { - "left": "issue:45563", - "right": "issue:45584", - "accept": false, - "reason": "Both are generation-related, but one is a stale warning in paged generate and the other is Whisper empty-transcription behavior after token alignment." - }, - { - "left": "issue:44617", - "right": "issue:46369", - "accept": false, - "reason": "Same family name, but different models and failures: CUDA OOM in Sam3Video vs memory overflow in sam3-litetext." - }, - { - "left": "issue:43065", - "right": "issue:44610", - "accept": false, - "reason": "Different models and bugs: dummy Conv2d in Sam3PixelDecoder vs OmDet-Turbo input-size mismatch." - }, - { - "left": "issue:43827", - "right": "issue:47321", - "accept": false, - "reason": "Docs pipeline() removal issue is unrelated to AMD quark class updates." - }, - { - "left": "issue:45381", - "right": "issue:46655", - "accept": false, - "reason": "Both touch video/image preprocessing, but the concrete defects differ: wrong position ids vs incorrect padding." - }, - { - "left": "issue:44479", - "right": "issue:44734", - "accept": false, - "reason": "One is a Qwen video-input regression; the other is a server KV-cache indexing crash." - }, { "left": "issue:41720", "right": "issue:45245", "accept": false, - "reason": "Qwen3 auto device-map CUDA assert and category-count limit are unrelated failures." + "reason": "Different bugs: CUDA assert on auto device mapping vs an integer/category-limit runtime error." }, { "left": "issue:43526", "right": "issue:46697", "accept": false, - "reason": "Both are image processors, but one is reduce_labels output shape and the other is over-padding on divisible dimensions." + "reason": "Both are image-processing bugs, but they affect different processors and different code paths." }, { "left": "issue:43643", "right": "issue:45375", "accept": false, - "reason": "Both mention missing config fields, but the root causes are different: generic trust_remote_code loading vs a specific vision-config field being dropped." + "reason": "Generic trust_remote_code config field loss is not the same as a specific Qwen vision config field being dropped by @strict." }, { "left": "issue:39692", "right": "issue:44190", "accept": false, - "reason": "SigLIP2 example bugs are unrelated to the image-classification no-trainer dataset loading problem." + "reason": "One is a SigLIP2 doc example/quantization issue; the other is a local dataset loading problem in a training script." }, { "left": "issue:43335", "right": "issue:44190", "accept": false, - "reason": "SwitchTransformers sparse-layer config bug is unrelated to local dataset loading." + "reason": "SwitchTransformers sparse-layer config bug is unrelated to the dataset loading failure." }, { - "left": "issue:43295", - "right": "issue:45276", + "left": "issue:45632", + "right": "issue:46617", "accept": false, - "reason": "Processor.tokenizer regression and resize_token_embeddings behavior are different code paths and symptoms." + "reason": "Both involve trust_remote_code cache handling, but one is a leaf-directory collision and the other is a missing file from cache; not the same bug." }, { - "left": "issue:45632", - "right": "issue:46617", + "left": "issue:43295", + "right": "issue:45276", "accept": false, - "reason": "Both involve trust_remote_code caching, but one is a leaf-directory collision and the other is a FileNotFoundError from cache loading." + "reason": "Processor.tokenizer regression is unrelated to resize_token_embeddings not updating Gemma4 embeddings." }, { "left": "issue:44779", "right": "issue:46489", "accept": true, - "reason": "Both report DeepSeek tokenizer outputs becoming wrong in v5+, and 46489 explicitly reads as a model-specific gap in the same regression/fix area." + "reason": "Same underlying DeepSeek tokenizer regression in v5; 46489 is the more specific report and notes the gap in the earlier fix." }, { - "left": "issue:43854", - "right": "issue:44964", + "left": "issue:44933", + "right": "issue:45362", "accept": false, - "reason": "Different model-loading failures for different checkpoints; no shared bug surface beyond generic load errors." + "reason": "A nonexistent import error is not the same as a Qwen chat crash." }, { - "left": "issue:44933", - "right": "issue:45362", + "left": "issue:43854", + "right": "issue:44964", "accept": false, - "reason": "An image_utils import error is unrelated to Qwen3.5 chat crashes." + "reason": "Both are model-loading failures, but they concern different models and likely different root causes." }, { "left": "issue:43540", "right": "issue:44734", "accept": false, - "reason": "Qwen3OmniMoe video-input validation error and server KV-cache continuation crash are distinct issues." + "reason": "Video input ValueError in Qwen3OmniMoe is unrelated to KV-cache continuation tensor indexing in serve." + }, + { + "left": "issue:43994", + "right": "issue:47321", + "accept": false, + "reason": "SigLIP2 bad outputs and an AMD quark class update are unrelated." }, { "left": "issue:45276", "right": "issue:45584", "accept": false, - "reason": "Gemma4 embedding resize behavior and Whisper empty-transcription handling do not share a concrete bug." + "reason": "Token embedding resize propagation bug is unrelated to Whisper empty-transcription generation failure." }, { - "left": "issue:43994", - "right": "issue:47321", + "left": "issue:43673", + "right": "issue:46421", "accept": false, - "reason": "SigLIP2 incorrect outputs and AMD quark metadata updates are unrelated." + "reason": "Both mention chunked prefill/cache, but one is missing cache in v5.0.0 and the other is spurious recompilation from lazy initialization." }, { "left": "issue:45127", "right": "issue:45357", "accept": false, - "reason": "LoRA merge collapse with extended vocab is unrelated to Qwen3.5 visual encoder key serialization." + "reason": "LoRA merge collapse with tied embeddings is a different bug from saving incorrect visual encoder keys." }, { - "left": "issue:43673", - "right": "issue:46421", + "left": "issue:44521", + "right": "issue:45381", + "accept": false, + "reason": "All-zero assistant masks for multimodal inputs is not the same as wrong vision_position_ids for Qwen2.5-VL video input." + }, + { + "left": "issue:45520", + "right": "issue:46170", + "accept": false, + "reason": "flash_attn import-key failure on Python 3.13 is unrelated to the Windows ROCm torch.distributed issue." + }, + { + "left": "issue:43317", + "right": "issue:47312", + "accept": false, + "reason": "Dequantized model offload loading failure is unrelated to kernel 0.16 incompatibility." + }, + { + "left": "issue:44279", + "right": "issue:47448", "accept": false, - "reason": "Both mention chunked prefill cache behavior, but one is a missing cache object and the other is spurious recompilation from lazy initialization." + "reason": "A generic dependency issue does not match Gemma4 arch recognition failure." }, { "left": "issue:43643", "right": "issue:44496", "accept": false, - "reason": "Generic trust_remote_code field loss and a missing model_type in a specific config are different loading bugs." + "reason": "Missing fields in trust_remote_code configs and unrecognized model_type are different config-loading failures." }, { - "left": "issue:44521", - "right": "issue:45381", + "left": "issue:44242", + "right": "issue:46897", "accept": false, - "reason": "Assistant-mask generation in multimodal chat templating is unrelated to Qwen2.5-VL video position ids." + "reason": "Missing load-balancing loss is a different training bug from a double-shift loss computation error." }, { "left": "issue:47145", "right": "issue:47321", "accept": false, - "reason": "FP8 frozen-checkpoint weight_scale loading and AMD quark class updates are unrelated." + "reason": "FP8 weight_scale not applied is unrelated to an AMD quark class update." }, { - "left": "issue:45520", - "right": "issue:46170", + "left": "issue:44016", + "right": "issue:47448", "accept": false, - "reason": "Flash-Attn import KeyError on Python 3.13 is unrelated to Windows ROCm/torch.distributed dependency issues." + "reason": "Notebook syntax error and Gemma4 architecture recognition are unrelated." }, { - "left": "issue:43317", - "right": "issue:47312", + "left": "issue:44112", + "right": "issue:45600", "accept": false, - "reason": "Dequantized-model offload loading and kernel-version incompatibility are different problems." + "reason": "Both are CI-related, but they fail for different reasons and touch different files/code paths." }, { - "left": "issue:44279", - "right": "issue:47448", + "left": "issue:43611", + "right": "issue:47321", + "accept": false, + "reason": "base_model_prefix loading regression is unrelated to AMD quark class updates." + }, + { + "left": "issue:42175", + "right": "issue:44279", + "accept": false, + "reason": "Missing TensorFlow in the torch extra is not the same as a general dependency issue." + }, + { + "left": "issue:44112", + "right": "issue:44964", + "accept": false, + "reason": "A stale CI test in GraniteSpeech is unrelated to the Phi-4 multimodal loading failure." + }, + { + "left": "issue:43673", + "right": "issue:46858", + "accept": false, + "reason": "Both are cache/chunked-prefill issues, but one is a device-tensor seq-length bug and the other is lazy cache initialization causing recompilation; distinct failures." + }, + { + "left": "issue:42796", + "right": "issue:44521", "accept": false, - "reason": "A dependency issue with transformers is not the same as Gemma4 architecture recognition." + "reason": "DeepSeek tokenizer BPE-marker handling and multimodal assistant-mask generation are different problems." } ] }, "evaluator_result": { "accept": true, - "feedback": "The summary is grounded in the packet and stays mostly conservative. The only positive soft-edge verdict, issue:44779 \u2194 issue:46489, is supported by the shared DeepSeek tokenizer/v5 regression framing, and the rest of the pairwise rejections are reasonable based on the titles alone. No pull-request mergeability concerns apply here." + "feedback": "The summary is grounded in the packet and stays conservative. The one accepted duplicate pocket, issue:44779 with issue:46489, is supported by the titles and the rationale does not overreach. The other soft-edge rejections are phrased cautiously and are consistent with the issue titles, so I do not see evidence of overstatement." }, "evaluator_used": true, "retried": false, @@ -13168,14 +13382,14 @@ "label": "issue", "component_index": 1, "component_count": 28, - "review_unit_index": 43, - "review_unit_count": 67, + "review_unit_index": 44, + "review_unit_count": 68, "status": "reviewed", "reason": null, "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-545", + "cluster_id": "cluster-10000-547", "nodes": [ "issue:25251", "issue:27957", @@ -13184,281 +13398,276 @@ "issue:35141", "issue:36246", "issue:38617", + "issue:39692", "issue:41628", - "issue:42175", - "issue:42796", + "issue:41950", "issue:43295", "issue:43335", "issue:43404", "issue:43531", - "issue:43611", - "issue:43673", "issue:43976", "issue:44016", - "issue:44112", - "issue:44242", "issue:44246", "issue:44279", "issue:44462", "issue:44496", - "issue:44521", + "issue:44561", + "issue:44683", "issue:44737", "issue:44938", "issue:44964", + "issue:44987", "issue:45003", "issue:45042", "issue:45083", "issue:45216", "issue:45290", "issue:45335", + "issue:45446", "issue:45542", "issue:45593", "issue:45600", "issue:45632", + "issue:45759", "issue:45803", "issue:45907", - "issue:46234", "issue:46506", + "issue:46515", "issue:46752", - "issue:46858", - "issue:46897", + "issue:46932", "issue:47217", - "issue:47321", - "issue:47448" + "issue:47448", + "issue:47473" ], "soft_pairs": [ - "issue:44242|issue:46897", - "issue:43611|issue:47321", - "issue:44112|issue:45600", - "issue:44016|issue:47448", - "issue:42175|issue:44279", - "issue:44112|issue:44964", - "issue:43673|issue:46858", - "issue:44462|issue:45907", "issue:44246|issue:45003", + "issue:44462|issue:45907", "issue:27957|issue:35141", - "issue:42796|issue:44521", - "issue:32090|issue:35141", - "issue:44964|issue:45600", "issue:44737|issue:45803", "issue:43404|issue:45216", + "issue:32090|issue:35141", + "issue:44964|issue:45600", "issue:43531|issue:45600", + "issue:44462|issue:47473", "issue:43335|issue:45593", + "issue:45290|issue:46752", "issue:25251|issue:29925", "issue:44496|issue:47217", - "issue:45290|issue:46752", + "issue:44561|issue:45632", "issue:44496|issue:45042", - "issue:45632|issue:46234", "issue:43976|issue:47448", "issue:36246|issue:41628", "issue:36246|issue:38617", "issue:43295|issue:45335", "issue:45083|issue:46506", - "issue:44938|issue:45542" + "issue:44938|issue:45542", + "issue:41950|issue:44016", + "issue:44496|issue:45759", + "issue:39692|issue:46932", + "issue:43976|issue:44987", + "issue:44683|issue:45446", + "issue:44279|issue:46515" ], - "prepared_review_unit_hash": "7825022d936b2b0ae9ed3574598c5ea0ad35d25753081872149965c569aa563b", + "prepared_review_unit_hash": "da9a1f31bf342d2ce300c40c2560a06ada0f643a03ae2da76463d954ea17a518", "component_budget": { - "node_count": 545, - "item_count": 545, - "soft_pair_count": 2024, - "serialized_chars": 1046962, - "estimated_input_tokens": 261741, - "estimated_eval_tokens": 523738 + "node_count": 547, + "item_count": 547, + "soft_pair_count": 2032, + "serialized_chars": 1051055, + "estimated_input_tokens": 262764, + "estimated_eval_tokens": 525784 }, "budget": { - "node_count": 48, - "item_count": 48, - "soft_pair_count": 28, - "serialized_chars": 36129, - "estimated_input_tokens": 9033, - "estimated_eval_tokens": 18322 + "node_count": 47, + "item_count": 47, + "soft_pair_count": 27, + "serialized_chars": 35224, + "estimated_input_tokens": 8806, + "estimated_eval_tokens": 17868 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This set is not a coherent duplicate cluster: the items span unrelated bugs, model-specific regressions, dependency/import issues, tokenizer/chat-template problems, and CI/doc failures. All proposed soft edges should be rejected.", - "confidence": 0.98, - "canonical_issue_reason": "No single canonical issue stands out; the items are heterogeneous and do not share one underlying bug or change.", + "summary": "This cluster is mostly a loose thematic mix of unrelated Transformers issues. I found one plausible duplicate pair around flex_attention on newer PyTorch versions; the rest are not the same underlying bug/change.", + "confidence": 0.83, + "canonical_issue_reason": "issue:44683 is the broader user-facing report for the flex_attention/PyTorch >= 2.9 breakage; issue:45446 reads like the root-cause/version-guard diagnosis of the same problem.", "canonical_pr_reason": null, - "best_issue_reason": "No global best issue for deduping: nothing here is a strong representative for the others because the underlying problems differ.", + "best_issue_reason": "issue:44683 best represents the merged problem because it states the concrete failure users hit, while the paired version-check issue is narrower and explanatory.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:44242", - "right": "issue:46897", - "accept": false, - "reason": "Different models and failure modes: MoE load-balancing loss vs Florence2 double-shift training bug." - }, - { - "left": "issue:43611", - "right": "issue:47321", - "accept": false, - "reason": "Unrelated problems: base_model_prefix loading regression vs AMD quark class update." - }, - { - "left": "issue:44112", - "right": "issue:45600", - "accept": false, - "reason": "CI test flake in GraniteSpeech vs stale auto_mappings references to removed configs." - }, - { - "left": "issue:44016", - "right": "issue:47448", - "accept": false, - "reason": "Notebook syntax error is documentation-related; gemma4 is an architecture recognition bug." - }, - { - "left": "issue:42175", - "right": "issue:44279", - "accept": false, - "reason": "One is missing TensorFlow in a torch install; the other is a broad dependency issue with no same code path." - }, - { - "left": "issue:44112", - "right": "issue:44964", - "accept": false, - "reason": "GraniteSpeech CI failure is not the same as Phi-4 multimodal model loading regression." - }, - { - "left": "issue:43673", - "right": "issue:46858", + "left": "issue:44246", + "right": "issue:45003", "accept": false, - "reason": "Both mention cache, but one is missing GenerationMixin cache in v5.0.0 and the other is static-cache slice arithmetic on non-CUDA backends." + "reason": "Both touch import behavior, but one is about slow import times and the other about unsafe sys.modules access; not the same bug." }, { "left": "issue:44462", "right": "issue:45907", "accept": false, - "reason": "Tokenizer JSON loading and repo file listing with revision are different code paths." + "reason": "Tokenizer file selection on the Hub and list_repo_files forwarding revision are different code paths and failures." }, { - "left": "issue:44246", - "right": "issue:45003", + "left": "issue:27957", + "right": "issue:35141", "accept": false, - "reason": "Import-time slowness is a performance issue; unsafe sys.modules access is a correctness/safety bug." + "reason": "Flash Attention support for XLM-Roberta and embedding reinitialization after resize are unrelated model behaviors." }, { - "left": "issue:27957", - "right": "issue:35141", + "left": "issue:44737", + "right": "issue:45803", "accept": false, - "reason": "Flash Attention 2 support for XLM-R is unrelated to embedding reinitialization after resize." + "reason": "CPU device placement in XLNet and a bare except in Fuyu tensor conversion are distinct bugs." }, { - "left": "issue:42796", - "right": "issue:44521", + "left": "issue:43404", + "right": "issue:45216", "accept": false, - "reason": "Tokenizer BPE marker handling is unrelated to multimodal assistant mask generation in apply_chat_template." + "reason": "Both involve model/config handling, but one is lm_head tying in Mistral3 and the other is save_pretrained checkpoint correctness for Qwen3.5; not the same concrete issue." }, { "left": "issue:32090", "right": "issue:35141", "accept": false, - "reason": "Trainer broadcast TypeError and tied-embedding resize bug are separate issues." + "reason": "Trainer broadcast NoneType errors and output-embedding reinitialization are unrelated." }, { "left": "issue:44964", "right": "issue:45600", "accept": false, - "reason": "Model loading regression for Phi-4 multimodal is unrelated to stale auto_mappings config references." + "reason": "Model load failure for Phi-4 multimodal-instruct and stale auto_mappings references to removed configs are different problems." }, { - "left": "issue:44737", - "right": "issue:45803", + "left": "issue:43531", + "right": "issue:45600", "accept": false, - "reason": "XLNet CPU tensor allocation bug and bare except in Fuyu conversion are different code paths." + "reason": "Qwen3-MoE sliding_window behavior and removed Sam3LiteText config references are unrelated." }, { - "left": "issue:43404", - "right": "issue:45216", + "left": "issue:44462", + "right": "issue:47473", "accept": false, - "reason": "Untied lm_head in Mistral3 and incorrect save_pretrained checkpointing in Qwen3.5 are different defects." + "reason": "Ignoring tokenizer.json and SentencePiece byte-fallback decoding are different tokenizer bugs." }, { - "left": "issue:43531", - "right": "issue:45600", + "left": "issue:43335", + "right": "issue:45593", "accept": false, - "reason": "Qwen3-MoE sliding_window behavior is unrelated to removed-config CI breakage." + "reason": "SwitchTransformers sparse-layer config and D-FINE auxiliary-loss behavior are unrelated model issues." }, { - "left": "issue:43335", - "right": "issue:45593", + "left": "issue:45290", + "right": "issue:46752", "accept": false, - "reason": "Sparse-layer creation in SwitchTransformers and D-FINE auxiliary-loss handling are not the same bug." + "reason": "Both are apply_chat_template crashes, but the triggers differ: assistant tool-call messages vs an empty message list." }, { "left": "issue:25251", "right": "issue:29925", "accept": false, - "reason": "Pipeline top_k nesting and SigLIP fast-tokenizer enforcement are unrelated." + "reason": "Pipeline top_k output nesting and SigLIP use_fast enforcement are unrelated." }, { "left": "issue:44496", "right": "issue:47217", "accept": false, - "reason": "Unrecognized model/config.json loading failure is not the same as VL image-placeholder handling." + "reason": "Unrecognized model/config loading and VL image placeholder handling are different failures." }, { - "left": "issue:45290", - "right": "issue:46752", + "left": "issue:44561", + "right": "issue:45632", "accept": false, - "reason": "Both are apply_chat_template bugs, but one is tool-call/no-content handling and the other is empty-list IndexError." + "reason": "Removal of is_torch_fx_available breaking trust_remote_code models and cache-path collisions for local models are unrelated." }, { "left": "issue:44496", - "right": "issue:45042", - "accept": false, - "reason": "Model config recognition failure and PIL image-processor dependency on torchvision are different issues." - }, - { - "left": "issue:45632", - "right": "issue:46234", + "right": "issue:45042", "accept": false, - "reason": "Cache-path collision for trust_remote_code is unrelated to a missing import_utils helper." + "reason": "Model-type resolution failure and PIL image processor torchvision dependency regression are different issues." }, { "left": "issue:43976", "right": "issue:47448", "accept": false, - "reason": "Python version compatibility failure and gemma4 arch recognition are unrelated." + "reason": "Python version compatibility and Gemma4 architecture recognition are unrelated." }, { "left": "issue:36246", "right": "issue:41628", "accept": false, - "reason": "Missing Qwen2_5_VLImageProcessor and missing AutoImageProcessor are different import/export problems." + "reason": "Both are import errors involving image processor APIs, but they reference different symbols and failure modes." }, { "left": "issue:36246", "right": "issue:38617", "accept": false, - "reason": "These are distinct missing-symbol ImportErrors in different modules." + "reason": "Qwen2.5-VL image processor import and layer_type_validation import are unrelated." }, { "left": "issue:43295", "right": "issue:45335", "accept": false, - "reason": "Processor/tokenizer regression and t5gemma resize_token_embeddings bug are separate code paths." + "reason": "Processor/tokenizer regression and resize_token_embeddings not updating decoder.embed_tokens are different code paths." }, { "left": "issue:45083", "right": "issue:46506", "accept": false, - "reason": "Qwen3_omni_moe feature-length helper bug is unrelated to CPU/CUDA output divergence in PPDocLayoutV3." + "reason": "Qwen3_omni_moe feature-length helper behavior and CPU/CUDA output differences in PPDocLayoutV3 are unrelated." }, { "left": "issue:44938", "right": "issue:45542", "accept": false, - "reason": "Python 3.14 import failure and undefined TensorFlow backend from tensorboard-only install are unrelated environment issues." + "reason": "Python 3.14 import failure and tensorboard-without-TensorFlow backend error are unrelated environment issues." + }, + { + "left": "issue:41950", + "right": "issue:44016", + "accept": false, + "reason": "Video-classification processor lookup and a notebook syntax error are not the same bug." + }, + { + "left": "issue:44496", + "right": "issue:45759", + "accept": false, + "reason": "Both concern model loading, but one is an unrecognized model/config and the other is unwrapping text_config for composite multimodal configs." + }, + { + "left": "issue:39692", + "right": "issue:46932", + "accept": false, + "reason": "SigLIP2 doc example errors and Gemma4 quantized embedder dtype casting are different problems." + }, + { + "left": "issue:43976", + "right": "issue:44987", + "accept": false, + "reason": "Python version support and loading a specific model on transformers>=5.1.0 are unrelated." + }, + { + "left": "issue:44683", + "right": "issue:45446", + "accept": true, + "reason": "Both point to the same flex_attention breakage on newer PyTorch versions; 45446 looks like the underlying version-check bug behind the 2.9 failure." + }, + { + "left": "issue:44279", + "right": "issue:46515", + "accept": false, + "reason": "Generic dependency issues with transformers and torch 2.4.1 incompatibility are too broad and not the same concrete bug." } ] }, - "evaluator_result": null, - "evaluator_used": false, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet: most pairs are clearly different bugs by title, and the one accepted flex_attention pair is plausibly the same Torch-version-related issue family. The soft-edge verdicts stay conservative overall, with no obvious overstatement of evidence." + }, + "evaluator_used": true, "retried": false, - "accepted_nontrivial_soft_edge": false, + "accepted_nontrivial_soft_edge": true, "error_kind": null, "error_message": null }, @@ -13466,15 +13675,16 @@ "label": "issue", "component_index": 1, "component_count": 28, - "review_unit_index": 44, - "review_unit_count": 67, + "review_unit_index": 45, + "review_unit_count": 68, "status": "reviewed", "reason": null, "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-545", + "cluster_id": "cluster-10000-547", "nodes": [ + "issue:27957", "issue:29925", "issue:33290", "issue:39692", @@ -13483,14 +13693,15 @@ "issue:42907", "issue:42994", "issue:43295", + "issue:43299", "issue:43381", "issue:43441", + "issue:43479", "issue:43526", "issue:43650", "issue:43673", "issue:43824", "issue:43901", - "issue:43976", "issue:44016", "issue:44062", "issue:44220", @@ -13499,285 +13710,268 @@ "issue:44327", "issue:44336", "issue:44496", - "issue:44683", "issue:44779", "issue:44792", "issue:44933", - "issue:44987", "issue:45020", + "issue:45216", "issue:45335", + "issue:45375", "issue:45405", - "issue:45446", "issue:45584", "issue:45588", "issue:45593", - "issue:45759", "issue:45812", + "issue:45823", "issue:46082", "issue:46121", "issue:46424", "issue:46506", - "issue:46515", "issue:46752", - "issue:46932", "issue:47217", "issue:47332", "issue:47333" ], "soft_pairs": [ - "issue:44496|issue:45759", - "issue:39692|issue:46932", - "issue:41950|issue:44016", - "issue:44279|issue:46515", - "issue:43976|issue:44987", - "issue:44683|issue:45446", "issue:43673|issue:46424", "issue:42994|issue:47333", - "issue:29925|issue:33290", "issue:43673|issue:44336", + "issue:29925|issue:33290", "issue:43381|issue:45593", "issue:44295|issue:46506", "issue:43526|issue:43901", "issue:43650|issue:44220", "issue:44016|issue:44220", - "issue:46082|issue:46121", "issue:42994|issue:47332", + "issue:46082|issue:46121", "issue:44327|issue:46752", "issue:44016|issue:44062", "issue:43441|issue:45588", "issue:44792|issue:46424", "issue:41950|issue:45020", "issue:42907|issue:43441", - "issue:45335|issue:45584", "issue:43824|issue:44933", + "issue:45335|issue:45584", "issue:44279|issue:45405", - "issue:39692|issue:43901", "issue:42796|issue:43650", - "issue:43295|issue:44779", + "issue:39692|issue:43901", + "issue:27957|issue:33290", "issue:43901|issue:44496", + "issue:43295|issue:44779", "issue:44779|issue:45812", - "issue:43901|issue:47217" + "issue:41950|issue:45823", + "issue:43901|issue:47217", + "issue:43299|issue:45216", + "issue:43479|issue:45375" ], - "prepared_review_unit_hash": "0f8b95f397a09ddcda0df679fc02cc4e9871f3592fdaffdeb65ca0a89a979876", + "prepared_review_unit_hash": "ca18e6032a9f98bab3a49ba4164c18759dbdf49cbf5fef600af1a9d4285e0d80", "component_budget": { - "node_count": 545, - "item_count": 545, - "soft_pair_count": 2024, - "serialized_chars": 1046962, - "estimated_input_tokens": 261741, - "estimated_eval_tokens": 523738 + "node_count": 547, + "item_count": 547, + "soft_pair_count": 2032, + "serialized_chars": 1051055, + "estimated_input_tokens": 262764, + "estimated_eval_tokens": 525784 }, "budget": { - "node_count": 48, - "item_count": 48, - "soft_pair_count": 32, - "serialized_chars": 36959, - "estimated_input_tokens": 9240, - "estimated_eval_tokens": 18736 + "node_count": 47, + "item_count": 47, + "soft_pair_count": 30, + "serialized_chars": 35832, + "estimated_input_tokens": 8958, + "estimated_eval_tokens": 18172 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "These are mostly unrelated issues that only share broad Transformers/tokenizer/model-loading vocabulary. No soft pair looks like the same concrete bug or change, so I rejected all candidates.", - "confidence": 0.98, - "canonical_issue_reason": "issue:45812 is the strongest standalone bug report here: a concrete, high-impact tokenizer regression affecting all Granite models with a clear v4\u2192v5 breakage.", + "summary": "The cluster is heterogeneous: these issues cover unrelated tokenizer, config, saving/offloading, pipeline, and regression bugs. I don\u2019t see a single underlying bug/change that would justify merging any of the suggested soft edges.", + "confidence": 0.96, + "canonical_issue_reason": "No single issue is a good canonical representative here; the items span distinct code paths and model families rather than one shared bug.", "canonical_pr_reason": null, - "best_issue_reason": "issue:45812 is the most actionable and broadly representative issue in the set: a silent tokenizer regression with model-wide impact and explicit repro context.", + "best_issue_reason": "No best issue emerges from this set because the cluster is not a true duplicate group, just loosely similar transformer/model bugs.", "best_pr_reason": null, "soft_edge_verdicts": [ - { - "left": "issue:44496", - "right": "issue:45759", - "accept": false, - "reason": "Different failure modes: generic unrecognized-model/config loading vs composite multimodal config handling." - }, - { - "left": "issue:39692", - "right": "issue:46932", - "accept": false, - "reason": "Both are model-specific, but one is a SigLIP2 docs/example problem and the other is Gemma4 quantized embedder dtype casting." - }, - { - "left": "issue:41950", - "right": "issue:44016", - "accept": false, - "reason": "Unrelated bugs: pipeline processor lookup vs a notebook syntax error." - }, - { - "left": "issue:44279", - "right": "issue:46515", - "accept": false, - "reason": "Different dependency problems: one is a Deepspeed/Adafactor OOM, the other a torch version incompatibility." - }, - { - "left": "issue:43976", - "right": "issue:44987", - "accept": false, - "reason": "One is a Python-version support issue; the other is a model loading failure for a specific repo." - }, - { - "left": "issue:44683", - "right": "issue:45446", - "accept": false, - "reason": "Related subsystem, but not the same bug: compiled flex_attention failure vs a wrong PyTorch version check for AuxRequest import." - }, { "left": "issue:43673", "right": "issue:46424", "accept": false, - "reason": "Both mention cache, but one is missing cache in chunked prefill and the other is max_cache_length handling for quantized cache." + "reason": "Both mention cache-related behavior, but one is about missing GenerationMixin cache in chunked prefill and the other is about max_cache_length only affecting Quantized Cache; different bugs." }, { "left": "issue:42994", "right": "issue:47333", "accept": false, - "reason": "Both are save/offloading problems, but one is generic quantized saving and the other is disk-offloaded Qwen3-30B saving." + "reason": "Both are save failures, but one is a generic quantized-model saving failure and the other is specifically disk-offloaded Qwen3-30B-A3B saving; not the same code path." }, { - "left": "issue:29925", - "right": "issue:33290", + "left": "issue:43673", + "right": "issue:44336", "accept": false, - "reason": "Completely different areas: SigLIP tokenizer enforcement vs Deepspeed/Adafactor OOM." + "reason": "Generation cache handling and ANSI logging/report output are unrelated subsystems." }, { - "left": "issue:43673", - "right": "issue:44336", + "left": "issue:29925", + "right": "issue:33290", "accept": false, - "reason": "Cache behavior bug vs unrelated ANSI/reporting output issue." + "reason": "Tokenizer fast-mode enforcement for SigLIP is unrelated to Adafactor OOM in DeepSpeed." }, { "left": "issue:43381", "right": "issue:45593", "accept": false, - "reason": "Different code paths: gradient checkpointing eval-mode restriction vs D-FINE auxiliary-loss logic." + "reason": "Gradient checkpointing in eval mode is unrelated to D-FINE auxiliary losses when denoising is off." }, { "left": "issue:44295", "right": "issue:46506", "accept": false, - "reason": "One is position_ids buffer access, the other CPU/CUDA output divergence." + "reason": "Reading position_ids after buffer registration is a model-state bug, while PPDocLayoutV3 CPU/CUDA mismatch is a device-specific inference discrepancy." }, { "left": "issue:43526", "right": "issue:43901", "accept": false, - "reason": "Unrelated: BeitImageProcessorFast label reduction bug vs text-classification docs mismatch." + "reason": "BeitImageProcessorFast reduce_labels bug and TextClassificationPipeline docs mismatch are different areas and different failure modes." }, { "left": "issue:43650", "right": "issue:44220", "accept": false, - "reason": "No shared bug: a vague data request vs an audio feature extraction error." + "reason": "A vague data-related issue does not match a `_torch_extract_fbank_features()` bug; no shared underlying code path is evident." }, { "left": "issue:44016", "right": "issue:44220", "accept": false, - "reason": "Notebook syntax error and fbank feature extraction crash are unrelated." + "reason": "Notebook syntax error and audio feature extraction failure are unrelated." }, { - "left": "issue:46082", - "right": "issue:46121", + "left": "issue:42994", + "right": "issue:47332", "accept": false, - "reason": "Different configuration validation issues: Llama head_dim logic vs rope-validation key type handling." + "reason": "Both involve saving, but one is quantized-model saving and the other is disk-offloaded Qwen3-VL saving; different implementations." }, { - "left": "issue:42994", - "right": "issue:47332", + "left": "issue:46082", + "right": "issue:46121", "accept": false, - "reason": "Both concern saving, but one is generic quantized model saving and the other is disk-offloaded Qwen3 model saving." + "reason": "LlamaConfig head_dim validation and rope-parameter conversion from a JSON-loaded list are separate config-validation bugs." }, { "left": "issue:44327", "right": "issue:46752", "accept": false, - "reason": "Both are edge-case crashes, but in different APIs: QA decode_spans vs apply_chat_template on empty input." + "reason": "QA decode_spans top-k bounds error and empty apply_chat_template crash are different empty-input/top-k edge cases in different APIs." }, { "left": "issue:44016", "right": "issue:44062", "accept": false, - "reason": "Notebook syntax error vs tokenizer AddedToken keyword collision; no same underlying bug." + "reason": "Notebook syntax error is unrelated to AddedToken keyword collision during tokenizer construction." }, { "left": "issue:43441", "right": "issue:45588", "accept": false, - "reason": "Both mention flash attention, but one is a Ministral v5 RC failure and the other is an s_aux=None AttributeError for sink-less models." + "reason": "Both mention FlashAttention, but one is a model loading/runtime compatibility issue and the other is an AttributeError on sink-less models in a specific integration; not the same bug." }, { "left": "issue:44792", "right": "issue:46424", "accept": false, - "reason": "Janus image-generation test failure is unrelated to cache max length handling." + "reason": "Failed janus image-generation test does not match a cache-length configuration bug." }, { "left": "issue:41950", "right": "issue:45020", "accept": false, - "reason": "Video-classification processor lookup bug is not the same as a broad remote_code regression." + "reason": "Video-classification pipeline processor lookup and remote_code breakage are unrelated regressions." }, { "left": "issue:42907", "right": "issue:43441", "accept": false, - "reason": "Different problems: saving dequantized Ministrals/Devstrals vs FlashAttention failure in Ministral-3." + "reason": "Dequantized Ministral/Devstral save failure is unrelated to FlashAttention model loading failure." }, { - "left": "issue:45335", - "right": "issue:45584", + "left": "issue:43824", + "right": "issue:44933", "accept": false, - "reason": "Unrelated model-specific bugs: T5Gemma embedding resize vs Whisper empty-transcription generation." + "reason": "Missing Qwen2_5_VL export and a nonexistent image_utils import are both import problems, but they concern different symbols and modules." }, { - "left": "issue:43824", - "right": "issue:44933", + "left": "issue:45335", + "right": "issue:45584", "accept": false, - "reason": "Different import failures in different modules/models; no common code-path." + "reason": "t5gemma resize_token_embeddings not updating decoder embeddings is unrelated to Whisper empty-transcription generation after align_special_tokens." }, { "left": "issue:44279", "right": "issue:45405", "accept": false, - "reason": "Dependency/version complaint vs a PEFT minimum-version bump; not the same underlying issue." + "reason": "Generic dependency issue and MIN_PEFT_VERSION being bumped too high are not the same bug." }, { - "left": "issue:39692", - "right": "issue:43901", + "left": "issue:42796", + "right": "issue:43650", "accept": false, - "reason": "A broken SigLIP2 example is unrelated to text-classification documentation drift." + "reason": "Tokenizer BPE-marker handling and an unspecified data request are unrelated." }, { - "left": "issue:42796", - "right": "issue:43650", + "left": "issue:39692", + "right": "issue:43901", "accept": false, - "reason": "Tokenizer BPE marker handling has nothing in common with a generic data placeholder issue." + "reason": "SigLIP2 documentation/example errors are unrelated to TextClassificationPipeline documentation drift." }, { - "left": "issue:43295", - "right": "issue:44779", + "left": "issue:27957", + "right": "issue:33290", "accept": false, - "reason": "Both are tokenizer regressions, but they affect different models and describe different failure modes." + "reason": "FlashAttention support for XLM-Roberta is unrelated to an optimizer OOM in DeepSpeed." }, { "left": "issue:43901", "right": "issue:44496", "accept": false, - "reason": "Docs/API mismatch vs model config import failure; not the same bug." + "reason": "Pipeline docs behavior mismatch and unrecognized-model config loading are different problems." + }, + { + "left": "issue:43295", + "right": "issue:44779", + "accept": false, + "reason": "Custom processor/tokenizer regression and DeepSeek tokenizer incorrect results are both regressions but affect different model families and code paths." }, { "left": "issue:44779", "right": "issue:45812", "accept": false, - "reason": "Both are v5 tokenizer regressions, but they target different model families and distinct tokenization paths." + "reason": "DeepSeek tokenizer errors and Granite AutoTokenizer wrong IDs are separate tokenizer regressions for different model families." + }, + { + "left": "issue:41950", + "right": "issue:45823", + "accept": false, + "reason": "Video-classification image-processor lookup issue is unrelated to Gemma4 PLE device mismatch with device_map=\"auto\"." }, { "left": "issue:43901", "right": "issue:47217", "accept": false, - "reason": "Documentation wording issue vs a VL placeholder-handling failure; unrelated." + "reason": "Docs mismatch for text classification is unrelated to VL image-placeholder failure in user text." + }, + { + "left": "issue:43299", + "right": "issue:45216", + "accept": false, + "reason": "Qwen3VL MoE loading breakage and Qwen3.5 save_pretrained checkpoint corruption are different regressions (loading vs saving)." + }, + { + "left": "issue:43479", + "right": "issue:45375", + "accept": false, + "reason": "Phi4 multimodal default config initialization and Qwen3_5MoeVisionConfig missing a field are separate config-schema bugs." } ] }, @@ -13792,24 +13986,25 @@ "label": "issue", "component_index": 1, "component_count": 28, - "review_unit_index": 45, - "review_unit_count": 67, + "review_unit_index": 46, + "review_unit_count": 68, "status": "reviewed", "reason": null, "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-545", + "cluster_id": "cluster-10000-547", "nodes": [ - "issue:41950", + "issue:42994", "issue:43299", + "issue:43317", "issue:43381", - "issue:43479", "issue:43577", "issue:43644", "issue:43650", "issue:43653", "issue:43854", + "issue:43873", "issue:43931", "issue:43976", "issue:44016", @@ -13829,12 +14024,11 @@ "issue:45278", "issue:45357", "issue:45372", - "issue:45375", "issue:45405", "issue:45542", "issue:45588", "issue:45593", - "issue:45823", + "issue:45800", "issue:45859", "issue:45907", "issue:46082", @@ -13851,231 +14045,231 @@ "issue:47405" ], "soft_pairs": [ - "issue:41950|issue:45823", - "issue:43299|issue:45216", - "issue:43479|issue:45375", - "issue:44466|issue:45276", "issue:46123|issue:46369", - "issue:46614|issue:47085", + "issue:44466|issue:45276", "issue:43577|issue:45216", + "issue:46614|issue:47085", "issue:43653|issue:45593", - "issue:47145|issue:47405", "issue:43976|issue:45405", - "issue:43381|issue:47000", + "issue:47145|issue:47405", "issue:44462|issue:45081", + "issue:43381|issue:47000", "issue:46082|issue:46399", "issue:43299|issue:45357", "issue:46082|issue:46512", "issue:44075|issue:44368", - "issue:43644|issue:47145", "issue:44242|issue:45200", "issue:43299|issue:43854", "issue:44016|issue:44291", + "issue:43644|issue:47145", "issue:44683|issue:45542", "issue:43931|issue:47145", "issue:43650|issue:46209", "issue:45588|issue:47000", "issue:45859|issue:46851", - "issue:45081|issue:45907", + "issue:45103|issue:45372", "issue:44351|issue:45278", - "issue:45103|issue:45372" + "issue:45081|issue:45907", + "issue:43873|issue:47145", + "issue:45542|issue:45800", + "issue:42994|issue:43317" ], - "prepared_review_unit_hash": "8873200b432b469d3cd43cc6e5e9e9175770f048b24661b8489a71e01a9216a5", + "prepared_review_unit_hash": "3f21778f21fb633ab639f4cc7f95f9e2ba55ad1facef0c95df698ffd5864f4a0", "component_budget": { - "node_count": 545, - "item_count": 545, - "soft_pair_count": 2024, - "serialized_chars": 1046962, - "estimated_input_tokens": 261741, - "estimated_eval_tokens": 523738 + "node_count": 547, + "item_count": 547, + "soft_pair_count": 2032, + "serialized_chars": 1051055, + "estimated_input_tokens": 262764, + "estimated_eval_tokens": 525784 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 28, - "serialized_chars": 36501, - "estimated_input_tokens": 9126, - "estimated_eval_tokens": 18508 + "serialized_chars": 36391, + "estimated_input_tokens": 9098, + "estimated_eval_tokens": 18452 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "No soft pairs look like true duplicates; the cluster is a heterogeneous mix of Transformers issues with only loose thematic overlap. I would not merge any of the proposed edges.", - "confidence": 0.92, - "canonical_issue_reason": "issue:47405 is the broadest, most impactful representative among the set: it describes a silent weight-corruption regression on model loading, which is more general than the other highly model-specific bugs.", + "summary": "Mostly unrelated Transformers issues were grouped together; several touch save/load or quantization paths, but none of the soft pairs look like true duplicates. No PRs are present.", + "confidence": 0.83, + "canonical_issue_reason": "Issue 45216 is the clearest anchor among the save/load regressions: it has a concrete, version-bounded save_pretrained failure with direct checkpoint impact and a focused reproduction.", "canonical_pr_reason": null, - "best_issue_reason": "issue:47405 is the best single issue to anchor this cluster because it is an open, high-severity regression with broad loading/corruption impact rather than a narrow model-specific edge case.", + "best_issue_reason": "45216 is the most representative and actionable issue here; it is specific enough to triage while still covering a broadly important serialization regression.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:41950", - "right": "issue:45823", - "accept": false, - "reason": "Different bugs: processor lookup in video classification vs device-mismatch during Gemma4 forward." - }, - { - "left": "issue:43299", - "right": "issue:45216", - "accept": false, - "reason": "Both involve Qwen3-family models, but one is load-time MoE breakage and the other is save_pretrained checkpoint regression." - }, - { - "left": "issue:43479", - "right": "issue:45375", + "left": "issue:46123", + "right": "issue:46369", "accept": false, - "reason": "Both are config-related, but they affect different model families and different failure modes (None defaults vs missing strict field)." + "reason": "Different bugs: partial-batch result dropping in a pipeline vs memory overflow in a model call." }, { "left": "issue:44466", "right": "issue:45276", "accept": false, - "reason": "Different paths: tokenizer repository selection vs Gemma4 embedding resize propagation." + "reason": "Both involve model internals, but one is serialization of lm_head.weight and the other is resize_token_embeddings not updating Gemma 4 weights." }, { - "left": "issue:46123", - "right": "issue:46369", + "left": "issue:43577", + "right": "issue:45216", "accept": false, - "reason": "Unrelated: final partial-batch handling in a pipeline vs memory overflow in sam3-litetext." + "reason": "Both mention dtype/save behavior, but one is BLIP2 dtype initialization and the other is a Qwen3.5 save_pretrained regression." }, { "left": "issue:46614", "right": "issue:47085", "accept": false, - "reason": "Stale phonemizer backend state is unrelated to fast-tokenizer thread safety." + "reason": "Stale phonemizer backend state is unrelated to tokenizer thread-safety regressions." }, { - "left": "issue:43577", - "right": "issue:45216", + "left": "issue:43653", + "right": "issue:45593", "accept": false, - "reason": "Different regressions: BLIP2 dtype propagation on load vs Qwen3.5 checkpoint serialization on save." + "reason": "BigBirdTokenizer special-token registration and D-FINE auxiliary-loss logic are unrelated." }, { - "left": "issue:43653", - "right": "issue:45593", + "left": "issue:43976", + "right": "issue:45405", "accept": false, - "reason": "Tokenizer special-token registration is unrelated to D-FINE auxiliary-loss behavior." + "reason": "Python version compatibility and a PEFT version bump are different release/dependency problems." }, { "left": "issue:47145", "right": "issue:47405", "accept": false, - "reason": "Both are silent loading/corruption issues, but they are concrete different bugs: FP8 weight_scale application vs wrong-Auto-class conversion skip." + "reason": "FP8 weight_scale corruption and wrong Auto class loading are both silent load bugs, but they affect different mechanisms and code paths." }, { - "left": "issue:43976", - "right": "issue:45405", + "left": "issue:44462", + "right": "issue:45081", "accept": false, - "reason": "Version-compatibility issue vs dependency version bump; not the same underlying bug." + "reason": "Tokenizer.json selection and Mistral regex patching are separate tokenizer issues with different failure modes." }, { "left": "issue:43381", "right": "issue:47000", "accept": false, - "reason": "Gradient checkpointing eval-mode restriction is unrelated to RTDetrLoss cost-matrix infeasibility." - }, - { - "left": "issue:44462", - "right": "issue:45081", - "accept": false, - "reason": "Tokenizer.json lookup behavior and Mistral regex patch crash are different code paths." + "reason": "Gradient checkpointing in eval mode is unrelated to RTDetrLoss infeasible cost matrix failures." }, { "left": "issue:46082", "right": "issue:46399", "accept": false, - "reason": "Config validation for head_dim is unrelated to the Qwen3.5 kernel registration error." + "reason": "LlamaConfig head_dim validation and Qwen3.5 rotary kernel registration are distinct config vs kernel issues." }, { "left": "issue:43299", "right": "issue:45357", "accept": false, - "reason": "Both are Qwen3.5/Qwen3VL-related, but one is model loading and the other is incorrect save_pretrained key mapping." + "reason": "Both are Qwen3.5 loading/saving related, but one is MoE model loading and the other is incorrect visual encoder keys in save_pretrained." }, { "left": "issue:46082", "right": "issue:46512", "accept": false, - "reason": "LlamaConfig validation and stale config.dtype after from_config are distinct configuration issues." + "reason": "Explicit head_dim validation is not the same as from_config leaving model.config.dtype stale." }, { "left": "issue:44075", "right": "issue:44368", "accept": false, - "reason": "Optimizer args not used is unrelated to the tied-embeddings warning." - }, - { - "left": "issue:43644", - "right": "issue:47145", - "accept": false, - "reason": "Non-persistent buffer junk filling is a different initialization bug than FP8 compressed-tensors scaling." + "reason": "SGD optimizer args being ignored is unrelated to the tie_word_embeddings warning during Qwen3.5 LoRA fine-tuning." }, { "left": "issue:44242", "right": "issue:45200", "accept": false, - "reason": "MoE load-balancing loss gating is unrelated to Gemma4 mm_token_type_ids defaults." + "reason": "Missing load-balancing loss and Gemma 4 mm_token_type_ids defaults are different model behaviors." }, { "left": "issue:43299", "right": "issue:43854", "accept": false, - "reason": "Different models and failures: Qwen3VL MoE load breakage vs GLM-4.7 flash loading in tests." + "reason": "Qwen3VL MoE loading and GLM-4.7-Flash unit test loading failures are different model-specific breakages." }, { "left": "issue:44016", "right": "issue:44291", "accept": false, - "reason": "Notebook syntax error is unrelated to init_empty_weights argument handling." + "reason": "Notebook syntax error and init_empty_weights TypeError are unrelated issues." + }, + { + "left": "issue:43644", + "right": "issue:47145", + "accept": false, + "reason": "Non-persistent buffer junk in v5 and missing FP8 weight_scale application are both state-corruption themes, but they are not the same bug or code path." }, { "left": "issue:44683", "right": "issue:45542", "accept": false, - "reason": "Torch flex_attention compilation failure is unrelated to the TensorFlow/tensorboard backend issue." + "reason": "Compiled flex_attention on torch 2.9 and tensorboard/TensorFlow backend installation are unrelated compatibility issues." }, { "left": "issue:43931", "right": "issue:47145", "accept": false, - "reason": "Weight-shape mismatch during Qwen3-VL loading is different from FP8 weight_scale corruption." + "reason": "Qwen3-VL weight shape mismatch is a load-time architecture mismatch, not FP8 compressed-tensors weight_scale corruption." }, { "left": "issue:43650", "right": "issue:46209", "accept": false, - "reason": "The first issue is too vague to map to the specific FP8 inference-on-B200 bug; no shared underlying defect is evident." + "reason": "A generic data request is not a model inference bug; these are not comparable artifacts." }, { "left": "issue:45588", "right": "issue:47000", "accept": false, - "reason": "Flash-attention s_aux=None crash and RTDetrLoss infeasible cost matrix are unrelated." + "reason": "flash_attention sink-less crash and RTDetrLoss infeasible cost matrix are different runtime failures." }, { "left": "issue:45859", "right": "issue:46851", "accept": false, - "reason": "CPU offload incompatibility in rotary embeddings is different from variable-length position_ids handling." + "reason": "CPU offload incompatibility in rotary embedding and variable-length position_ids handling are separate Qwen3.5 issues." + }, + { + "left": "issue:45103", + "right": "issue:45372", + "accept": false, + "reason": "auto_docstring annotation parsing and Gemma 4 processor import failure are unrelated import/introspection problems." + }, + { + "left": "issue:44351", + "right": "issue:45278", + "accept": false, + "reason": "Missing HybridCache export and broad import errors after upgrade are related only at a very high level, not the same concrete breakage." + }, + { + "left": "issue:45081", + "right": "issue:45907", + "accept": false, + "reason": "Mistral regex patching and list_repo_files revision forwarding are unrelated helper-function bugs." }, { - "left": "issue:45081", - "right": "issue:45907", + "left": "issue:43873", + "right": "issue:47145", "accept": false, - "reason": "Tokenizer regex crash is unrelated to forwarding revision in list_repo_files." + "reason": "Generic quantization offload behavior and missing FP8 weight_scale application are different quantization/offload problems." }, { - "left": "issue:44351", - "right": "issue:45278", + "left": "issue:45542", + "right": "issue:45800", "accept": false, - "reason": "A specific missing HybridCache import is not the same as broad import errors after upgrading." + "reason": "TensorBoard-only backend import issue and torch/transformers incompatibility are separate dependency problems." }, { - "left": "issue:45103", - "right": "issue:45372", + "left": "issue:42994", + "right": "issue:43317", "accept": false, - "reason": "auto_docstring annotations crash and ReasoningEffort import breakage are different failures in different subsystems." + "reason": "Quantized model saving failure and dequantized model offload loading failure are different code paths and failure modes." } ] }, @@ -14090,32 +14284,31 @@ "label": "issue", "component_index": 1, "component_count": 28, - "review_unit_index": 46, - "review_unit_count": 67, + "review_unit_index": 47, + "review_unit_count": 68, "status": "reviewed", "reason": null, "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-545", + "cluster_id": "cluster-10000-547", "nodes": [ "issue:33290", "issue:42175", "issue:42796", - "issue:42994", - "issue:43317", "issue:43441", "issue:43479", "issue:43525", "issue:43575", "issue:43643", "issue:43673", + "issue:43723", "issue:43761", "issue:43784", "issue:43824", - "issue:43873", "issue:43901", "issue:43976", + "issue:44162", "issue:44186", "issue:44188", "issue:44246", @@ -14137,8 +14330,8 @@ "issue:45600", "issue:45656", "issue:45712", - "issue:45800", "issue:45834", + "issue:46291", "issue:46399", "issue:46846", "issue:46851", @@ -14149,17 +14342,14 @@ "issue:47427" ], "soft_pairs": [ - "issue:43873|issue:47145", - "issue:45542|issue:45800", - "issue:42994|issue:43317", "issue:43441|issue:45834", "issue:44336|issue:46851", "issue:44671|issue:44779", "issue:43784|issue:45542", "issue:44186|issue:47000", "issue:42175|issue:43976", - "issue:44246|issue:47217", "issue:45325|issue:46851", + "issue:44246|issue:47217", "issue:43673|issue:43761", "issue:44623|issue:44749", "issue:43525|issue:43643", @@ -14167,227 +14357,223 @@ "issue:43479|issue:43525", "issue:44623|issue:45397", "issue:42796|issue:43441", - "issue:33290|issue:45656", "issue:44589|issue:45362", - "issue:43901|issue:44246", - "issue:43575|issue:47145", + "issue:33290|issue:45656", "issue:44188|issue:44336", + "issue:43901|issue:44246", "issue:44261|issue:44263", + "issue:43575|issue:47145", "issue:45600|issue:45712", "issue:45588|issue:47427", "issue:45362|issue:47333", "issue:43824|issue:43976", "issue:44336|issue:44373", - "issue:44246|issue:44496" + "issue:43723|issue:44162", + "issue:44246|issue:44496", + "issue:46291|issue:46399" ], - "prepared_review_unit_hash": "13b919e2d83d7746d413ed0c63f554b75cf5f521b084c96d2528859edba3dc5b", + "prepared_review_unit_hash": "f4b55e8e4f1f09ed31c5c695f6ded0d15fd15e6549c907f5e65f97f589add62f", "component_budget": { - "node_count": 545, - "item_count": 545, - "soft_pair_count": 2024, - "serialized_chars": 1046962, - "estimated_input_tokens": 261741, - "estimated_eval_tokens": 523738 + "node_count": 547, + "item_count": 547, + "soft_pair_count": 2032, + "serialized_chars": 1051055, + "estimated_input_tokens": 262764, + "estimated_eval_tokens": 525784 }, "budget": { - "node_count": 48, - "item_count": 48, - "soft_pair_count": 30, - "serialized_chars": 36549, - "estimated_input_tokens": 9138, - "estimated_eval_tokens": 18532 + "node_count": 47, + "item_count": 47, + "soft_pair_count": 29, + "serialized_chars": 35768, + "estimated_input_tokens": 8942, + "estimated_eval_tokens": 18140 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This set is largely a bag of unrelated transformer bugs and regressions rather than a tight duplicate cluster. I rejected all soft edges because the paired reports usually differ by model, subsystem, and failure mode.", + "summary": "This cluster is a heterogeneous grab bag of unrelated Transformers issues across different models, backends, packaging, docs, and runtime paths. None of the soft-edge pairs looks like the same underlying bug or change, so there is no safe duplicate merge candidate here.", "confidence": 0.97, - "canonical_issue_reason": "Issue 43873 is the closest thing to an umbrella candidate because it is open, active, and broadly about offloading/quantization behavior, but it still does not actually cover most of the other issues here.", + "canonical_issue_reason": null, "canonical_pr_reason": null, - "best_issue_reason": "Issue 43873 is the strongest single representative from this set on impact and activity, but only as a weak placeholder because the cluster does not appear to share one underlying bug.", + "best_issue_reason": null, "best_pr_reason": null, "soft_edge_verdicts": [ - { - "left": "issue:43873", - "right": "issue:47145", - "accept": false, - "reason": "Both involve offloading/quantization, but one is a general offloading-with-quantization problem and the other is a specific FP8 frozen-checkpoint weight_scale bug." - }, - { - "left": "issue:45542", - "right": "issue:45800", - "accept": false, - "reason": "Different failures: missing TensorFlow backend from extras install vs a torch/transformers version incompatibility." - }, - { - "left": "issue:42994", - "right": "issue:43317", - "accept": false, - "reason": "One is about saving quantized models, the other about loading dequantized models with gpu/cpu offload; save and load paths differ." - }, { "left": "issue:43441", "right": "issue:45834", "accept": false, - "reason": "Different models and code paths: FlashAttention failure for Ministral-3 vs long-input OCR index error in Kosmos2.5." + "reason": "Different models and failure modes: FlashAttention regression for Ministral-3 vs an OCR input length/index error for Kosmos2.5." }, { "left": "issue:44336", "right": "issue:46851", "accept": false, - "reason": "Unrelated bugs: ANSI color output in loading_report vs Qwen3.5 variable-length position_ids handling." + "reason": "Unrelated subsystems: ANSI code generation in loading reports vs Qwen3.5 variable-length position_ids handling." }, { "left": "issue:44671", "right": "issue:44779", "accept": false, - "reason": "Both are v5 regressions, but one is CamemBERT masked-LM output corruption and the other is a Deepseek tokenizer regression." + "reason": "Different model classes and bugs: CamemBERT masked-LM outputs vs Deepseek tokenizer correctness regression." }, { "left": "issue:43784", "right": "issue:45542", "accept": false, - "reason": "Different import-time dependency problems: sentence-transformers missing nn vs tensorboard/TF backend mismatch." + "reason": "Separate import/backend issues: sentence-transformers NameError vs TensorBoard installed without TensorFlow." }, { "left": "issue:44186", "right": "issue:47000", "accept": false, - "reason": "Tokenizer padding/truncation crash and RTDetrLoss cost-matrix infeasibility are different subsystems and failure modes." + "reason": "LayoutLMv2 tokenizer crash and RTDetrLoss cost-matrix infeasibility are unrelated code paths." }, { "left": "issue:42175", "right": "issue:43976", "accept": false, - "reason": "Both mention installation/runtime environment issues, but one is missing TensorFlow in extras and the other is a Python version compatibility problem." + "reason": "Packaging extras vs Python version compatibility; not the same defect." }, { - "left": "issue:44246", - "right": "issue:47217", + "left": "issue:45325", + "right": "issue:46851", "accept": false, - "reason": "Import slowness is unrelated to a vision-language placeholder handling bug." + "reason": "Both concern Qwen models, but one is VL rope scaling on still images and the other is variable-length position_ids in Qwen3.5." }, { - "left": "issue:45325", - "right": "issue:46851", + "left": "issue:44246", + "right": "issue:47217", "accept": false, - "reason": "Both touch position_ids in Qwen models, but they affect different models and different algorithms (rope scaling vs variable-length inputs)." + "reason": "Import latency is unrelated to VL models failing when the image placeholder appears in user text." }, { "left": "issue:43673", "right": "issue:43761", "accept": false, - "reason": "Different v5 regressions: missing generation cache in chunked prefill vs CLIPVisionModel returning hidden_states=None." + "reason": "Different regressions: missing GenerationMixin cache in chunked prefill vs CLIPVisionModel not returning hidden states." }, { "left": "issue:44623", "right": "issue:44749", "accept": false, - "reason": "Saving processor files and a data-filtering performance regression are not the same bug." + "reason": "Saving processor files and a data-filtering slowdown are different problems with no shared code path." }, { "left": "issue:43525", "right": "issue:43643", "accept": false, - "reason": "One is a specific missing pad_token_id on Llama4Config; the other is generic missing fields when using trust_remote_code." + "reason": "Llama4Config missing pad_token_id is not the same as trust_remote_code dropping fields from AutoConfig." }, { "left": "issue:46399", "right": "issue:46846", "accept": false, - "reason": "Both are Qwen3.5-related, but one is a kernel registration crash and the other is a TP-plan omission causing OOM/shape errors." + "reason": "Distinct Qwen3.5 issues: rotary-pos registration crash vs TP plan missing linear_attn entries causing OOM/shape errors." }, { "left": "issue:43479", "right": "issue:43525", "accept": false, - "reason": "Different config initialization bugs affecting different model families and fields." + "reason": "Different config bugs in different model families: Phi4Multimodal defaults vs Llama4 pad_token_id." }, { "left": "issue:44623", "right": "issue:45397", "accept": false, - "reason": "Processor save_pretrained file omission and gemma-4 zero3 from_pretrained are separate save/load problems." + "reason": "Processor save_pretrained missing files is unrelated to gemma-4 zero3 from_pretrained behavior." }, { "left": "issue:42796", "right": "issue:43441", "accept": false, - "reason": "Tokenizer BPE marker handling and FlashAttention failure are unrelated." - }, - { - "left": "issue:33290", - "right": "issue:45656", - "accept": false, - "reason": "Both mention DeepSpeed/optimization, but one is Adafactor OOM and the other is double optimizer stepping." + "reason": "Tokenizer BPE marker handling and FlashAttention failure are separate model-specific bugs." }, { "left": "issue:44589", "right": "issue:45362", "accept": false, - "reason": "Storage type lookup failure and Qwen3.5 chat crash are unrelated." + "reason": "Float8 storage lookup failure is unrelated to Qwen3.5 chat crashes." }, { - "left": "issue:43901", - "right": "issue:44246", + "left": "issue:33290", + "right": "issue:45656", "accept": false, - "reason": "Docs mismatch for return_all_scores has nothing to do with intermittent slow imports." + "reason": "OOM with Adafactor under Deepspeed and duplicate optimizer.step calls are different training-loop defects." }, { - "left": "issue:43575", - "right": "issue:47145", + "left": "issue:44188", + "right": "issue:44336", "accept": false, - "reason": "Both involve loading large models, but one is TP-load OOM and the other is FP8 checkpoint corruption from missing weight_scale." + "reason": "Torch.compile attention-kernel branching and ANSI escape generation are unrelated." }, { - "left": "issue:44188", - "right": "issue:44336", + "left": "issue:43901", + "right": "issue:44246", "accept": false, - "reason": "Torch.compile attention-kernel divergence and ANSI code leakage are unrelated." + "reason": "Docs mismatch for TextClassificationPipeline is unrelated to intermittent import slowness." }, { "left": "issue:44261", "right": "issue:44263", "accept": false, - "reason": "Different model internals and symptoms: MLA layernorm epsilon precision issue vs torch.split return behavior in a MoE indexer." + "reason": "Different bugs: MLA q_a_layernorm epsilon/config issue vs torch.split return handling in GlmMoeDsaIndexer." + }, + { + "left": "issue:43575", + "right": "issue:47145", + "accept": false, + "reason": "TP OOM when loading Qwen2-57B is unrelated to FP8 frozen checkpoint weight_scale application." }, { "left": "issue:45600", "right": "issue:45712", "accept": false, - "reason": "Both are repo-maintenance issues, but one is stale auto_mappings references and the other is dummy_pt_objects cleanup; not the same bug." + "reason": "CI break from stale auto_mappings entries is not the same as leftover dummy classes leaking into dir(transformers)." }, { "left": "issue:45588", "right": "issue:47427", "accept": false, - "reason": "FlashAttention crash on sink-less models and redundant hf init skipping on non-CUDA hardware are different code paths." + "reason": "FlashAttention s_aux=None crash and non-CUDA redundant init checks are different runtime paths." }, { "left": "issue:45362", "right": "issue:47333", "accept": false, - "reason": "Qwen3.5 chat crash and disk-offload save failure are distinct issues." + "reason": "Qwen3.5 chat crash and disk-offloaded Qwen3 save failure are unrelated model/workflow issues." }, { "left": "issue:43824", "right": "issue:43976", "accept": false, - "reason": "ImportError for a specific VL class and a Python 3.9/3.10 compatibility problem are not the same underlying bug." + "reason": "Missing Qwen2_5_VLForConditionalGeneration import and Python 3.9+/3.10+ compatibility are not the same bug." }, { "left": "issue:44336", "right": "issue:44373", "accept": false, - "reason": "ANSI color output in non-terminal contexts is unrelated to a wrong docstring for position_ids." + "reason": "ANSI code emission in loading_report is unrelated to a wrong docstring for position_ids." + }, + { + "left": "issue:43723", + "right": "issue:44162", + "accept": false, + "reason": "AutoTokenizer loading failure and ESM2 breakage are different model-specific issues." }, { "left": "issue:44246", "right": "issue:44496", "accept": false, - "reason": "Intermittent slow import is unrelated to an unrecognized model/config.json error." + "reason": "Import performance problem does not match an unrecognized model/config.json error." + }, + { + "left": "issue:46291", + "right": "issue:46399", + "accept": false, + "reason": "Kernel package version/revision requirements and Qwen3.5 rotary-pos registration are unrelated." } ] }, @@ -14402,14 +14588,14 @@ "label": "issue", "component_index": 1, "component_count": 28, - "review_unit_index": 47, - "review_unit_count": 67, + "review_unit_index": 48, + "review_unit_count": 68, "status": "reviewed", "reason": null, "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-545", + "cluster_id": "cluster-10000-547", "nodes": [ "issue:36246", "issue:42491", @@ -14421,13 +14607,12 @@ "issue:43540", "issue:43550", "issue:43596", - "issue:43723", - "issue:44162", "issue:44246", "issue:44295", "issue:44297", "issue:44336", "issue:44479", + "issue:44779", "issue:44871", "issue:44995", "issue:45003", @@ -14437,12 +14622,13 @@ "issue:45137", "issue:45250", "issue:45292", + "issue:45375", "issue:45397", "issue:45561", "issue:45563", "issue:45588", "issue:45701", - "issue:46291", + "issue:45759", "issue:46399", "issue:46424", "issue:46506", @@ -14461,23 +14647,21 @@ "issue:47470" ], "soft_pairs": [ - "issue:43723|issue:44162", - "issue:46291|issue:46399", "issue:42491|issue:43299", "issue:46399|issue:46851", - "issue:45072|issue:46829", "issue:46655|issue:46726", + "issue:45072|issue:46829", "issue:45083|issue:46851", "issue:44297|issue:45397", "issue:47176|issue:47177", "issue:45003|issue:47217", - "issue:43526|issue:45003", "issue:45588|issue:46851", - "issue:45003|issue:46821", + "issue:43526|issue:45003", "issue:45103|issue:46399", - "issue:44246|issue:44871", + "issue:45003|issue:46821", "issue:43550|issue:46506", "issue:44336|issue:46424", + "issue:44246|issue:44871", "issue:45561|issue:45563", "issue:44295|issue:45397", "issue:44995|issue:47470", @@ -14485,215 +14669,223 @@ "issue:42915|issue:47312", "issue:36246|issue:43596", "issue:43540|issue:46655", - "issue:46614|issue:46665", "issue:44479|issue:46655", + "issue:46614|issue:46665", "issue:46726|issue:47217", "issue:43352|issue:45250", "issue:43257|issue:45137", - "issue:45292|issue:45701" + "issue:45375|issue:45759", + "issue:45292|issue:45701", + "issue:44779|issue:45292" ], - "prepared_review_unit_hash": "23feabf9ce923a095744f08d22af42a4b38c2b5fa3202d5237c73697df6b7684", + "prepared_review_unit_hash": "bf44f6043cd1df813fd12019f10b3d7599ca18224b064f1a0d4d3e2a24f74da8", "component_budget": { - "node_count": 545, - "item_count": 545, - "soft_pair_count": 2024, - "serialized_chars": 1046962, - "estimated_input_tokens": 261741, - "estimated_eval_tokens": 523738 + "node_count": 547, + "item_count": 547, + "soft_pair_count": 2032, + "serialized_chars": 1051055, + "estimated_input_tokens": 262764, + "estimated_eval_tokens": 525784 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 30, - "serialized_chars": 36667, - "estimated_input_tokens": 9167, - "estimated_eval_tokens": 18590 + "serialized_chars": 36718, + "estimated_input_tokens": 9180, + "estimated_eval_tokens": 18616 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "The cluster is heterogeneous: most pairs are only loosely related by model family or subsystem, not the same underlying bug/change. I rejected all soft edges and picked a single broad, concrete regression report as the best representative issue.", - "confidence": 0.88, - "canonical_issue_reason": "Issue 44479 is the clearest broad regression report in the set: it names a concrete v5.3.0 video-input failure and spans multiple Qwen VL/MoE variants, making it a stronger duplicate anchor than the narrower or more ambiguous reports.", + "summary": "Mostly a heterogeneous set of Transformers issues, with one loose center of Qwen/Qwen3-v5 regression reports; the soft pairs are only superficially similar and do not look like duplicates of the same underlying fix.", + "confidence": 0.81, + "canonical_issue_reason": "Issue 44479 is the broadest representative of the main theme: a v5.3.0 regression affecting multiple Qwen VL/3.5 variants on video input, which best captures the cluster\u2019s dominant Qwen-version breakage pattern.", "canonical_pr_reason": null, - "best_issue_reason": "Issue 44479 is the best single issue to represent the cluster because it is specific, user-facing, and clearly describes a reproducible regression affecting multiple related model variants.", + "best_issue_reason": "Issue 44479 is the best cluster representative because it is the most general and cross-model of the Qwen regression reports, making it the strongest anchor for triage despite the cluster\u2019s overall heterogeneity.", "best_pr_reason": null, "soft_edge_verdicts": [ - { - "left": "issue:43723", - "right": "issue:44162", - "accept": false, - "reason": "Both are loading-related, but one is a tokenizer import error and the other is an ESM2 breakage; different failure modes and no shared code path." - }, - { - "left": "issue:46291", - "right": "issue:46399", - "accept": false, - "reason": "Different subsystems: pipelines import-time dependency validation versus Qwen3.5 kernel registration/rotary-position failure." - }, { "left": "issue:42491", "right": "issue:43299", "accept": false, - "reason": "Both mention Qwen3/MoE and version regressions, but one is a LoRA compatibility issue and the other is a model-loading breakage; not the same bug." + "reason": "Both involve Qwen3/MoE loading behavior, but one is a LoRA compatibility issue across hf4.x\u2192hf5.x while the other is a Qwen3VL MoE loading regression; different code paths and failure modes." }, { "left": "issue:46399", "right": "issue:46851", "accept": false, - "reason": "One is a use_kernels registration crash, the other is a variable-length position_ids bug; distinct concrete failures." + "reason": "Both are Qwen3.5-related, but one is a kernels/use_kernels rotary registration crash and the other is a variable-length position_ids bug; not the same underlying defect." }, { - "left": "issue:45072", - "right": "issue:46829", + "left": "issue:46655", + "right": "issue:46726", "accept": false, - "reason": "Different symptoms and code paths: dtype mismatch in inference versus a hidden_states/output field mix-up." + "reason": "Video padding in SmolVLM and AutoProcessor\u2019s missing-vision-backend error are different preprocessing/availability problems, not one fixable bug." }, { - "left": "issue:46655", - "right": "issue:46726", + "left": "issue:45072", + "right": "issue:46829", "accept": false, - "reason": "Video padding logic in SmolVLM is unrelated to AutoProcessor's missing-vision-backend error handling." + "reason": "These are unrelated model-output issues: one is a dtype mismatch in bfloat16 inference, the other mis-populates hidden_states in the output object." }, { "left": "issue:45083", "right": "issue:46851", "accept": false, - "reason": "Both touch Qwen models, but one is a helper-output-length bug in qwen3_omni_moe and the other is a position_ids issue in Qwen3.5." + "reason": "Both touch Qwen3 Omni/5 family helpers, but one is a feature-extraction length helper bug and the other is a position_ids handling issue for variable-length inputs." }, { "left": "issue:44297", "right": "issue:45397", "accept": false, - "reason": "Tokenizer save metadata mismatch is unrelated to gemma-4 ZeRO3 from_pretrained loading failures." + "reason": "Tokenizer class metadata mismatch during save_pretrained is unrelated to gemma-4 ZeRO3 loading failure." }, { "left": "issue:47176", "right": "issue:47177", "accept": false, - "reason": "Separate security bugs: shell-operator allowlist bypass versus archive extraction arbitrary file write/RCE." + "reason": "These are distinct security issues: shell-command allowlist bypass versus tar/zip slip arbitrary file write." }, { "left": "issue:45003", "right": "issue:47217", "accept": false, - "reason": "Unsafe sys.modules access in modeling_utils is unrelated to VL image-placeholder handling." + "reason": "Unsafe sys.modules access in modeling_utils and VL placeholder-in-user-text failures are different bugs in different layers." }, { - "left": "issue:43526", - "right": "issue:45003", + "left": "issue:45588", + "right": "issue:46851", "accept": false, - "reason": "A BeitImageProcessorFast label-reduction bug is not the same as a modeling_utils sys.modules access issue." + "reason": "Flash-attention sink_aux handling and variable-length position_ids in Qwen3.5 are separate runtime paths with different root causes." }, { - "left": "issue:45588", - "right": "issue:46851", + "left": "issue:43526", + "right": "issue:45003", "accept": false, - "reason": "Flash-attention auxiliary-state crash and variable-length position_ids are different concrete bugs." + "reason": "BEiTImageProcessorFast label reduction and sys.modules access in modeling_utils are unrelated." }, { "left": "issue:45103", "right": "issue:46399", "accept": false, - "reason": "Auto-docstring annotation handling is unrelated to Qwen kernel registration failures." + "reason": "auto_docstring annotation parsing and Qwen3.5 kernel registration are unrelated subsystems." }, { - "left": "issue:44246", - "right": "issue:44871", + "left": "issue:45003", + "right": "issue:46821", "accept": false, - "reason": "Import slowness and Gemma eos_token_id inconsistency are different problems." + "reason": "sys.modules access safety and TimesFM window_size handling are different code paths." }, { "left": "issue:43550", "right": "issue:46506", "accept": false, - "reason": "One is a torch.compile/SDPA failure, the other is a CPU/CUDA output mismatch; not the same issue." + "reason": "Bamba torch.compile/SDPA failure and PPDocLayoutV3 CPU/CUDA divergence are not the same bug." }, { "left": "issue:44336", "right": "issue:46424", "accept": false, - "reason": "ANSI codes in loading_report and cache-length semantics are unrelated." + "reason": "ANSI code emission in loading_report and cache max_cache_length semantics are unrelated utility/config issues." + }, + { + "left": "issue:44246", + "right": "issue:44871", + "accept": false, + "reason": "Import-time slowdown and Gemma eos_token_id config mismatch are different problems." }, { "left": "issue:45561", "right": "issue:45563", "accept": false, - "reason": "A pytest-xdist race and a stale generate() warning are different test/runtime behaviors." + "reason": "xdist race on captured_info.txt is unrelated to the stale num_return_sequences warning in paged generate()." }, { "left": "issue:44295", "right": "issue:45397", "accept": false, - "reason": "Registering position_ids as a buffer causing read errors is unrelated to gemma-4 ZeRO3 loading." + "reason": "position_ids buffer read error and gemma-4 ZeRO3 from_pretrained failure are not the same underlying defect." }, { "left": "issue:44995", "right": "issue:47470", "accept": false, - "reason": "Second-forward stale indexer cache and ESMFold fp16 casting errors are unrelated model failures." + "reason": "GlmMoeDsa stale cache on second forward and ESMFold fp16 casting failure are unrelated model-specific bugs." }, { "left": "issue:43540", "right": "issue:46752", "accept": false, - "reason": "Qwen3OmniMoe video-input ValueError and empty-list chat template IndexError are different code paths." + "reason": "Qwen3OmniMoe video-input ValueError and empty-list apply_chat_template IndexError are distinct input-validation issues." }, { "left": "issue:42915", "right": "issue:47312", "accept": false, - "reason": "FineGrainedFP8Config failure for Qwen3Moe is unrelated to kernels 0.16 compatibility." + "reason": "Qwen3MoE FP8 config failure and kernel-version incompatibility are different compatibility problems." }, { "left": "issue:36246", "right": "issue:43596", "accept": false, - "reason": "Missing Qwen2_5_VL image processor import and a ZeRO3 BertModel index error are unrelated." + "reason": "Qwen2_5_VLImageProcessor import error and BertModel ZeRO3 index error are unrelated loading/runtime failures." }, { "left": "issue:43540", "right": "issue:46655", "accept": false, - "reason": "Both are video-related, but they affect different models and different failure points in preprocessing." + "reason": "Both are video-related, but one is a Qwen3OmniMoe input ValueError and the other is a SmolVLM padding-calculation bug; different models and mechanisms." }, { - "left": "issue:46614", - "right": "issue:46665", + "left": "issue:44479", + "right": "issue:46655", "accept": false, - "reason": "A stale phonemizer backend bug is unrelated to from_pretrained behavior inside Python classes." + "reason": "v5.3.0 regression across multiple Qwen VL/3.5 models is broader and different from SmolVLM\u2019s incorrect video padding bug." }, { - "left": "issue:44479", - "right": "issue:46655", + "left": "issue:46614", + "right": "issue:46665", "accept": false, - "reason": "Both involve video input processing, but one is a broad Qwen VL regression and the other is a SmolVLM padding bug." + "reason": "Stale phonemizer language state and from_pretrained behavior inside Python classes are unrelated issues." }, { "left": "issue:46726", "right": "issue:47217", "accept": false, - "reason": "Missing vision backend handling is not the same as image-placeholder placement failures in VL prompts." + "reason": "Missing vision backend reporting and image-placeholder-in-user-text failures are different AutoProcessor/VL failure modes." }, { "left": "issue:43352", "right": "issue:45250", "accept": false, - "reason": "The Nemotron issue is a specific lack of Flash Attention 2 support; the other is too generic to establish the same concrete bug." + "reason": "Nemotron Flash Attention 2 support and the generic Flash Attention 2.0 issue are not the same concrete bug." }, { "left": "issue:43257", "right": "issue:45137", "accept": false, - "reason": "Deepspeed/accelerate weight conversion problems are different from a ZeRO3 deque underflow error." + "reason": "Qwen3 MoE weight conversion with accelerate+deepspeed and empty-deque ZeRO3 errors are different distributed-loading failures." + }, + { + "left": "issue:45375", + "right": "issue:45759", + "accept": false, + "reason": "Missing config field under @strict and AutoModelForCausalLM unwrapping text_config are different composite-config bugs." }, { "left": "issue:45292", "right": "issue:45701", "accept": false, - "reason": "Token embedding resize behavior and tokenizer-version tokenization changes are not the same underlying bug." + "reason": "resize_token_embeddings not updating output_embeddings and version-dependent tokenization changes are different behaviors." + }, + { + "left": "issue:44779", + "right": "issue:45292", + "accept": false, + "reason": "Deepseek tokenizer regression and resize_token_embeddings/output_embeddings mismatch are unrelated tokenizer/model-head issues." } ] }, @@ -14708,14 +14900,14 @@ "label": "issue", "component_index": 1, "component_count": 28, - "review_unit_index": 48, - "review_unit_count": 67, + "review_unit_index": 49, + "review_unit_count": 68, "status": "reviewed", "reason": null, "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-545", + "cluster_id": "cluster-10000-547", "nodes": [ "issue:36246", "issue:42757", @@ -14730,13 +14922,14 @@ "issue:44242", "issue:44295", "issue:44351", + "issue:44368", "issue:44451", "issue:44466", "issue:44479", "issue:44623", "issue:44749", - "issue:44779", "issue:44877", + "issue:44977", "issue:44987", "issue:44995", "issue:45003", @@ -14751,7 +14944,6 @@ "issue:45593", "issue:45600", "issue:45685", - "issue:45759", "issue:46132", "issue:46170", "issue:46369", @@ -14766,18 +14958,16 @@ "issue:47455" ], "soft_pairs": [ - "issue:45375|issue:45759", - "issue:44779|issue:45292", "issue:44242|issue:45593", - "issue:43295|issue:45292", "issue:45685|issue:46431", + "issue:43295|issue:45292", "issue:44995|issue:45200", "issue:46170|issue:47321", - "issue:44060|issue:44077", "issue:44162|issue:45200", - "issue:44466|issue:45335", + "issue:44060|issue:44077", "issue:36246|issue:44351", "issue:36246|issue:42757", + "issue:44466|issue:45335", "issue:42886|issue:46132", "issue:45137|issue:45600", "issue:44451|issue:46752", @@ -14793,210 +14983,205 @@ "issue:44623|issue:46726", "issue:47312|issue:47455", "issue:43475|issue:43540", - "issue:44038|issue:46506" + "issue:44038|issue:46506", + "issue:44368|issue:44977" ], - "prepared_review_unit_hash": "718f853d3f9ce0cf8a6c5f307285862b85b20c2fdcde0882ea9006808904c3d0", + "prepared_review_unit_hash": "6c45e38042c97b892aa1bf4f636bdc4656a3a3b2d13cb98e3970cfc31421046c", "component_budget": { - "node_count": 545, - "item_count": 545, - "soft_pair_count": 2024, - "serialized_chars": 1046962, - "estimated_input_tokens": 261741, - "estimated_eval_tokens": 523738 + "node_count": 547, + "item_count": 547, + "soft_pair_count": 2032, + "serialized_chars": 1051055, + "estimated_input_tokens": 262764, + "estimated_eval_tokens": 525784 }, "budget": { "node_count": 47, "item_count": 47, - "soft_pair_count": 28, - "serialized_chars": 35410, - "estimated_input_tokens": 8853, - "estimated_eval_tokens": 17962 + "soft_pair_count": 27, + "serialized_chars": 35142, + "estimated_input_tokens": 8786, + "estimated_eval_tokens": 17828 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "These are mostly unrelated issue reports across different models and subsystems. I only see one plausible duplicate-like pair around `kernels` version checking; the rest are soft-similarity false positives.", - "confidence": 0.89, - "canonical_issue_reason": "issue:47455 is the clearest anchor for the only plausible duplicate pair because it states the underlying version-check bug directly.", + "summary": "These items are mostly unrelated single issues; only the two kernels-version reports look like the same underlying bug. No PRs are present in this cluster.", + "confidence": 0.91, + "canonical_issue_reason": "issue:47455 is the broader root-cause report about broken kernel version checking, while issue:47312 reads like one incompatibility symptom of that same bug.", "canonical_pr_reason": null, - "best_issue_reason": "issue:47455 is the most root-cause-oriented and broadly reusable report among the items, so it is the best issue anchor if one is needed.", + "best_issue_reason": "issue:47455 is the best representative because it names the underlying version-check defect directly and can subsume the narrower 0.16 incompatibility report.", "best_pr_reason": null, "soft_edge_verdicts": [ - { - "left": "issue:45375", - "right": "issue:45759", - "accept": false, - "reason": "Both involve Qwen 3.5/3.6 multimodal configs, but one is a missing config field and the other is `from_config` unwrapping logic; different bugs." - }, - { - "left": "issue:44779", - "right": "issue:45292", - "accept": false, - "reason": "Tokenizer regression vs. `resize_token_embeddings` not updating output embeddings are different code paths and symptoms." - }, { "left": "issue:44242", "right": "issue:45593", "accept": false, - "reason": "Both mention missing losses, but they affect different models and mechanisms; not the same underlying bug." + "reason": "Different models and different loss paths; same broad idea of missing auxiliary loss is not enough to merge as one bug." }, { - "left": "issue:43295", - "right": "issue:45292", + "left": "issue:45685", + "right": "issue:46431", "accept": false, - "reason": "Processor/tokenizer regression is unrelated to embedding resize behavior." + "reason": "Unrelated failures: an MPS histogram/int issue versus chat-template support." }, { - "left": "issue:45685", - "right": "issue:46431", + "left": "issue:43295", + "right": "issue:45292", "accept": false, - "reason": "MPS histogram/int support error is unrelated to chat-template absence." + "reason": "Both mention processor/token embedding behavior, but one is a tokenizer/processor regression and the other is resize_token_embeddings not updating outputs." }, { "left": "issue:44995", "right": "issue:45200", "accept": false, - "reason": "Stale cache crash in GLM-MoE is unrelated to Gemma 4 multimodal token ids defaults." + "reason": "Different code paths and symptoms: stale cache on second forward pass versus missing mm_token_type_ids for Gemma 4 fine-tuning." }, { "left": "issue:46170", "right": "issue:47321", "accept": false, - "reason": "Windows/ROCm distributed import issues are unrelated to AMD quark class updates." - }, - { - "left": "issue:44060", - "right": "issue:44077", - "accept": false, - "reason": "Wrong tied-weights warning and `post_init` policy are different model/config bugs." + "reason": "Separate platform/package issues; one is torch.distributed import/type behavior on Windows ROCm, the other is an AMD quark class update problem." }, { "left": "issue:44162", "right": "issue:45200", "accept": false, - "reason": "ESM2 breakage is unrelated to Gemma 4 multimodal input handling." + "reason": "ESM2 breakage is unrelated to Gemma 4 multimodal token defaults." }, { - "left": "issue:44466", - "right": "issue:45335", + "left": "issue:44060", + "right": "issue:44077", "accept": false, - "reason": "Both touch embeddings, but one is device-dependent serialization and the other is resize propagation; not the same bug." + "reason": "Different models and bugs: tied-weights warning behavior versus PatchTSMixer post_init policy." }, { "left": "issue:36246", "right": "issue:44351", "accept": false, - "reason": "Different missing imports from different modules; no shared root cause." + "reason": "Both are import errors, but for different symbols and different failure causes." }, { "left": "issue:36246", "right": "issue:42757", "accept": false, - "reason": "Qwen2.5 VL import failure is unrelated to `huggingface_hub.is_offline_mode`." + "reason": "Different imports from different packages; no shared underlying bug." + }, + { + "left": "issue:44466", + "right": "issue:45335", + "accept": false, + "reason": "Both concern embedding resizing/tied weights, but one is a serialization inconsistency and the other is a resize propagation bug in a specific model." }, { "left": "issue:42886", "right": "issue:46132", "accept": false, - "reason": "Offline tokenizer cache loading and `AttentionInterface.register` behavior are unrelated." + "reason": "Offline tokenizer loading and AttentionInterface.register behavior are unrelated." }, { "left": "issue:45137", "right": "issue:45600", "accept": false, - "reason": "DeepSpeed ZeRO3 deque error is unrelated to stale auto-mapping references." + "reason": "DeepSpeed ZeRO3 deque crash is unrelated to broken auto_mappings references for Sam3LiteText." }, { "left": "issue:44451", "right": "issue:46752", "accept": false, - "reason": "Model loading failure and empty-list chat-template crash are unrelated." + "reason": "Model load failure versus empty-list chat-template crash; no shared underlying defect." }, { "left": "issue:44995", "right": "issue:45588", "accept": false, - "reason": "Cache bug in GLM-MoE is unrelated to flash-attention `s_aux` handling." + "reason": "Different runtime problems in different model components; stale cache and flash-attention s_aux handling are not the same bug." }, { "left": "issue:44295", "right": "issue:44749", "accept": false, - "reason": "Buffer access error and performance regression are not the same underlying issue." + "reason": "Buffer access error versus performance regression after upgrade; not the same issue." }, { "left": "issue:44479", "right": "issue:46170", "accept": false, - "reason": "Qwen VL video regression is unrelated to Windows/ROCm import dependency problems." + "reason": "Video-input regression in Qwen VL models is unrelated to Windows ROCm / torch.distributed import behavior." }, { "left": "issue:44877", "right": "issue:45375", "accept": false, - "reason": "Both involve config strictness, but they affect different configs and likely need different fixes." + "reason": "Both involve config strictness, but one blocks granite_speech loading while the other drops a specific Qwen3.5MoeVisionConfig field." }, { "left": "issue:47217", "right": "issue:47429", "accept": false, - "reason": "Image-placeholder handling in VL models is unrelated to tokenizers version upper-bound packaging." + "reason": "VL image-placeholder handling and tokenizers version bounds are unrelated." }, { "left": "issue:43475", "right": "issue:46369", "accept": false, - "reason": "SAM3 missing attribute and SAM3 LiteText memory overflow are different failures." + "reason": "Missing output attribute in Sam3VisionEncoderOutput is a different bug from memory overflow in sam3-litetext." }, { "left": "issue:44877", "right": "issue:46170", "accept": false, - "reason": "Strict config loading and Windows/ROCm dependency import issues are unrelated." + "reason": "Different domains entirely: config strictness versus Windows ROCm import/dependency issues." }, { "left": "issue:45003", "right": "issue:45561", "accept": false, - "reason": "`sys.modules` access and xdist file-race problems are separate bugs." + "reason": "Unsafe sys.modules access and pytest-xdist file races are unrelated testing/runtime problems." }, { "left": "issue:44987", "right": "issue:45459", "accept": false, - "reason": "Loading `physical-intelligence/fast` and protobuf error masking are unrelated issues." + "reason": "Model loading failure on a specific repo and protobuf-error masking in tokenizer decode paths are different bugs." }, { "left": "issue:44623", "right": "issue:46726", "accept": false, - "reason": "Missing files on save and missing vision backend on load are different processor problems." + "reason": "Processor save_pretrained file loss and missing vision-backend handling are different processor lifecycle issues." }, { "left": "issue:47312", "right": "issue:47455", "accept": true, - "reason": "Both point to the same `kernels` version-gating problem; one reports 0.16 incompatibility and the other says the version check itself is wrong." + "reason": "Both describe the same kernels-version compatibility check bug; 47312 is a concrete incompatibility symptom and 47455 names the faulty version check." }, { "left": "issue:43475", "right": "issue:43540", "accept": false, - "reason": "Both are video/model bugs, but they affect different architectures and code paths." + "reason": "Sam3VisionEncoderOutput attribute loss and Qwen3OmniMoe video ValueError are different model-specific failures." }, { "left": "issue:44038", "right": "issue:46506", "accept": false, - "reason": "Qwen3-VL-Moe regression and CPU/CUDA result divergence in PPDocLayoutV3 are unrelated." + "reason": "Qwen3-VL-Moe bug report and PPDocLayoutV3 CPU/CUDA mismatch are unrelated." + }, + { + "left": "issue:44368", + "right": "issue:44977", + "accept": false, + "reason": "Tied-embeddings warning and flash-attention generation failure in Qwen3.5 are different symptoms and code paths." } ] }, "evaluator_result": { "accept": true, - "feedback": "The summary is grounded in the packet and stays conservative. The only accepted soft-edge pair, issue:47312 with issue:47455, is plausibly the same kernels version-check bug based on the titles, while the other rejections do not overclaim shared root causes. No PR mergeability concerns apply here." + "feedback": "The summary stays close to the packet: all listed items are issues, and the only clearly mergeable soft edge is the kernels-version pair (47312/47455). The other verdicts are conservative false negatives and do not overclaim shared root causes. No PR-pair mergeability concerns apply here." }, "evaluator_used": true, "retried": false, @@ -15008,14 +15193,14 @@ "label": "issue", "component_index": 1, "component_count": 28, - "review_unit_index": 49, - "review_unit_count": 67, + "review_unit_index": 50, + "review_unit_count": 68, "status": "reviewed", "reason": null, "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-545", + "cluster_id": "cluster-10000-547", "nodes": [ "issue:29870", "issue:30333", @@ -15039,7 +15224,6 @@ "issue:44483", "issue:44749", "issue:44857", - "issue:44977", "issue:45103", "issue:45229", "issue:45397", @@ -15055,6 +15239,7 @@ "issue:46305", "issue:46315", "issue:46399", + "issue:46421", "issue:46710", "issue:46726", "issue:46752", @@ -15067,14 +15252,13 @@ "issue:47429" ], "soft_pairs": [ - "issue:44368|issue:44977", - "issue:29870|issue:30333", "issue:45397|issue:45656", "issue:46305|issue:46315", "issue:44242|issue:44857", "issue:43653|issue:44162", - "issue:43723|issue:46710", + "issue:29870|issue:30333", "issue:42886|issue:45229", + "issue:43723|issue:46710", "issue:43065|issue:43408", "issue:43906|issue:46202", "issue:45412|issue:46123", @@ -15091,194 +15275,208 @@ "issue:46752|issue:47020", "issue:44188|issue:46202", "issue:43701|issue:44749", - "issue:43784|issue:46399", "issue:43976|issue:47429", - "issue:44483|issue:46202" + "issue:43784|issue:46399", + "issue:44188|issue:46421", + "issue:44483|issue:46202", + "issue:44749|issue:45656" ], - "prepared_review_unit_hash": "1c892b0893ead9d3b3011f5067ba7245402520f63c7d204f0b89f96a04a9bf19", + "prepared_review_unit_hash": "7089530354a3be3e3e91f84615e1299df0dd9de256346aedac1b4e49557e81f0", "component_budget": { - "node_count": 545, - "item_count": 545, - "soft_pair_count": 2024, - "serialized_chars": 1046962, - "estimated_input_tokens": 261741, - "estimated_eval_tokens": 523738 + "node_count": 547, + "item_count": 547, + "soft_pair_count": 2032, + "serialized_chars": 1051055, + "estimated_input_tokens": 262764, + "estimated_eval_tokens": 525784 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 27, - "serialized_chars": 36095, - "estimated_input_tokens": 9024, - "estimated_eval_tokens": 18304 + "soft_pair_count": 28, + "serialized_chars": 36420, + "estimated_input_tokens": 9105, + "estimated_eval_tokens": 18466 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is mostly a grab bag of unrelated bug reports across generation, tokenizers, model loading, training, and CI. The soft pairs only share broad subsystems or vague wording; none look like the same underlying defect or change, so they should stay separate.", - "confidence": 0.95, - "canonical_issue_reason": null, + "summary": "This cluster is highly heterogeneous: the soft links mostly connect superficially similar Transformers bugs, but they do not look like the same underlying defect or change. None of the candidate pairs are safe duplicates under a strict triage standard.", + "confidence": 0.92, + "canonical_issue_reason": "issue:45229 is the strongest standalone bug report in the set: it has substantial discussion, a concrete failure mode, and enough detail to serve as the best representative issue if one must be chosen.", "canonical_pr_reason": null, - "best_issue_reason": "issue:46858 is the most concrete and actionable report: it names the exact internal path, backend condition, and arithmetic failure mode in a core cache/prefill code path, making it the best representative issue if one must be chosen.", + "best_issue_reason": "issue:45229 is the most actionable and well-documented issue here, with clear user impact and the richest debugging context.", "best_pr_reason": null, "soft_edge_verdicts": [ - { - "left": "issue:44368", - "right": "issue:44977", - "accept": false, - "reason": "Different problems: one is a tie_word_embeddings warning during LoRA fine-tuning, the other is a flash-attention generation failure." - }, - { - "left": "issue:29870", - "right": "issue:30333", - "accept": false, - "reason": "Unrelated subsystems: BART generate() decoder mask bug vs MLflow status reporting after a failed training job." - }, { "left": "issue:45397", "right": "issue:45656", "accept": false, - "reason": "Different deepspeed-related failures: zero3 from_pretrained loading vs optimizer.step being called twice." + "reason": "Different bugs: one is a Zero-3 from_pretrained loading problem, the other is an optimizer step being called twice under deepspeed." }, { "left": "issue:46305", "right": "issue:46315", "accept": false, - "reason": "One is an off-by-one in streaming window masking; the other is a tokenizer conversion performance regression." + "reason": "Unrelated failures: an off-by-one in MoonshineStreaming masking versus a tokenizer performance regression in convert_tokens_to_ids." }, { "left": "issue:44242", "right": "issue:44857", "accept": false, - "reason": "Load-balancing loss omission for router logits is unrelated to an AMP/CUDA crash in LwDetrImageLoss." + "reason": "Both are loss-related, but they affect different models and code paths: router load-balancing loss omission versus LwDETR AMP/CUDA crash." }, { "left": "issue:43653", "right": "issue:44162", "accept": false, - "reason": "BigBirdTokenizer special-token decode bug and ESM2 breakage are different model/tokenizer issues." + "reason": "Different components and symptoms: BigBirdTokenizer special-token decoding bug versus an ESM2 model breakage." }, { - "left": "issue:43723", - "right": "issue:46710", + "left": "issue:29870", + "right": "issue:30333", "accept": false, - "reason": "Tokenizer loading regression in v5 is not the same as an accuracy regression in DeepSeek-R1-Distill-Llama-8B." + "reason": "Completely different subsystems: BART generate() UnboundLocalError versus MLflow reporting after a failed training job." }, { "left": "issue:42886", "right": "issue:45229", "accept": false, - "reason": "Offline tokenizer cache loading and Gemma4 multi-GPU OOM are unrelated failures." + "reason": "Tokenizer offline cache loading issue versus a Gemma4 multi-GPU CUDA OOM; no shared underlying defect." + }, + { + "left": "issue:43723", + "right": "issue:46710", + "accept": false, + "reason": "Both mention version changes, but the bugs are unrelated: tokenizer loading in v5 versus an accuracy regression in DeepSeek-R1 after upgrade." }, { "left": "issue:43065", "right": "issue:43408", "accept": false, - "reason": "A dummy Conv2d implementation in Sam3PixelDecoder is not the same as a model-type mismatch warning in sam3_tracker." + "reason": "Same SAM3 family, but not the same bug: dummy Conv2d implementation detail versus a model-type mismatch warning on load." }, { "left": "issue:43906", "right": "issue:46202", "accept": false, - "reason": "The isolated reproduction of another issue does not match the Gemma pipeline roundtrip failure on the \u2581 symbol." + "reason": "One is a reproduction of another external issue, the other is a Gemma pipeline roundtrip failure; no clear duplicate relationship." }, { "left": "issue:45412", "right": "issue:46123", "accept": false, - "reason": "Memory not released on deletion and partial-batch result dropping are different pipeline/model bugs." + "reason": "Different problems: RT-DETR memory not released on deletion versus MaskGenerationPipeline dropping final partial-batch results." }, { "left": "issue:45987", "right": "issue:46082", "accept": false, - "reason": "StaticCache.get_seq_length() returning a tensor is unrelated to LlamaConfig head_dim validation." + "reason": "StaticCache return-type contract bug versus LlamaConfig head_dim validation; related to configs/caches only at a very broad level." }, { "left": "issue:45103", "right": "issue:46858", "accept": false, - "reason": "auto_docstring annotation parsing crash is a different code path from cache.get_seq_length() device-tensor arithmetic." + "reason": "Different failure modes: auto-docstring annotation handling versus cache.get_seq_length() returning a device tensor in prefill." }, { "left": "issue:47059", "right": "issue:47429", "accept": false, - "reason": "CLI test breakage with huggingface_hub 1.22.0 is unrelated to the tokenizers upper-bound packaging issue." + "reason": "Hub CLI completion breakage versus an overly strict tokenizers version upper bound; unrelated package issues." }, { "left": "issue:43931", "right": "issue:44368", "accept": false, - "reason": "Qwen3-VL weight-shape mismatch and a Qwen3.5 tie_word_embeddings warning are not the same defect." + "reason": "Different Qwen-related reports: weight-shape mismatch on model load versus a tied-embedding warning during LoRA fine-tuning." }, { "left": "issue:45593", "right": "issue:47068", "accept": false, - "reason": "Missing auxiliary losses when denoising is off is not the same as a host sync caused by Python conditionals on CUDA tensors." + "reason": "Different code paths: missing auxiliary losses in D-FINE versus possible host synchronization in deepspeed_sp_compute_loss." }, { "left": "issue:43994", "right": "issue:46726", "accept": false, - "reason": "Siglip2 nonsensical outputs and AutoProcessor missing-vision-backend reporting are different issues." + "reason": "Different vision issues: nonsensical SigLIP2 outputs versus AutoProcessor missing-backend error." }, { "left": "issue:44361", "right": "issue:44749", "accept": false, - "reason": "MLukeTokenizer AttributeError and a data-filtering slowdown regression have no shared underlying bug." + "reason": "MLukeTokenizer AttributeError and a Chinese report about filtering slowdown are not the same bug." + }, + { + "left": "issue:44368", + "right": "issue:45563", + "accept": false, + "reason": "A model warning about tie_word_embeddings is unrelated to a stale paged generate warning for num_return_sequences." }, { "left": "issue:42199", "right": "issue:46851", "accept": false, - "reason": "DETR background-class cardinality error and Qwen3.5 variable-length position_ids are unrelated model bugs." + "reason": "DETR cardinality error versus Qwen3.5 variable-length position_ids issue; different models and fixes." }, { "left": "issue:46132", "right": "issue:47145", "accept": false, - "reason": "AttentionInterface registration behavior changes and FP8 checkpoint weight_scale not applied are different mechanisms and failures." + "reason": "AttentionInterface.register behavior change is not the same as FP8 compressed-tensors loading without weight_scale." }, { "left": "issue:46752", "right": "issue:47020", "accept": false, - "reason": "apply_chat_template empty-list crash and XLMRobertaTokenizer Unigram vocab type mismatch are separate tokenizer bugs." + "reason": "Empty chat-template input crash versus XLMRobertaTokenizer Unigram init type mismatch; different tokenizer APIs." }, { "left": "issue:44188", "right": "issue:46202", "accept": false, - "reason": "torch.compile attention-kernel divergence is unrelated to the Gemma \u2581 roundtrip failure." + "reason": "torch.compile attention-kernel divergence versus Gemma pipeline roundtrip token issue; unrelated bugs." }, { "left": "issue:43701", "right": "issue:44749", "accept": false, - "reason": "resume_from_checkpoint key mismatch and tokenizer/filtering slowdown do not describe the same bug." + "reason": "Checkpoint resume key mismatch and tokenizer/filtering slowdown are not the same underlying defect." + }, + { + "left": "issue:43976", + "right": "issue:47429", + "accept": false, + "reason": "Python version compatibility issue versus tokenizers dependency upper-bound problem; different scope and cause." }, { "left": "issue:43784", "right": "issue:46399", "accept": false, - "reason": "Missing nn import in sentence-transformers is unrelated to a missing decorator on apply_rotary_pos_emb registration." + "reason": "Import-time NameError in sentence-transformers versus Qwen3.5 kernel-registration ValueError; different modules and fixes." }, { - "left": "issue:43976", - "right": "issue:47429", + "left": "issue:44188", + "right": "issue:46421", "accept": false, - "reason": "Python 3.9 support regression and tokenizers version upper-bound packaging conflict are different compatibility problems." + "reason": "Both involve compile/cache behavior, but one is attention-kernel branching divergence and the other is lazy cache init causing recompilation; not mergeable as one PR." }, { "left": "issue:44483", "right": "issue:46202", "accept": false, - "reason": "/v1/chat/completions request rejection and Gemma pipeline \u2581 roundtrip failure are unrelated." + "reason": "Chat completions API rejection and Gemma pipeline roundtrip failure are distinct problems." + }, + { + "left": "issue:44749", + "right": "issue:45656", + "accept": false, + "reason": "Filtering-performance regression after upgrade is unrelated to the deepspeed double optimizer-step issue." } ] }, @@ -15293,14 +15491,14 @@ "label": "issue", "component_index": 1, "component_count": 28, - "review_unit_index": 50, - "review_unit_count": 67, + "review_unit_index": 51, + "review_unit_count": 68, "status": "reviewed", "reason": null, "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-545", + "cluster_id": "cluster-10000-547", "nodes": [ "issue:28282", "issue:30990", @@ -15317,6 +15515,8 @@ "issue:43646", "issue:43673", "issue:43723", + "issue:43873", + "issue:44038", "issue:44162", "issue:44188", "issue:44279", @@ -15325,9 +15525,9 @@ "issue:44451", "issue:44623", "issue:44661", - "issue:44749", "issue:44869", "issue:44871", + "issue:44945", "issue:44964", "issue:45137", "issue:45230", @@ -15338,7 +15538,6 @@ "issue:46123", "issue:46132", "issue:46326", - "issue:46421", "issue:46463", "issue:46726", "issue:46821", @@ -15351,8 +15550,6 @@ "issue:47448" ], "soft_pairs": [ - "issue:44188|issue:46421", - "issue:44749|issue:45656", "issue:39692|issue:46726", "issue:43065|issue:46123", "issue:42994|issue:43482", @@ -15361,8 +15558,8 @@ "issue:43646|issue:44162", "issue:44297|issue:44623", "issue:46463|issue:46877", - "issue:44964|issue:45137", "issue:42907|issue:47448", + "issue:44964|issue:45137", "issue:44373|issue:46851", "issue:28282|issue:30990", "issue:44623|issue:45656", @@ -15371,204 +15568,206 @@ "issue:44871|issue:46132", "issue:44188|issue:46851", "issue:44451|issue:47429", - "issue:43232|issue:43673", "issue:44661|issue:47059", + "issue:43232|issue:43673", "issue:46877|issue:47000", "issue:45561|issue:47217", - "issue:36010|issue:41628", "issue:44279|issue:47429", - "issue:44869|issue:45356" + "issue:36010|issue:41628", + "issue:44869|issue:45356", + "issue:43873|issue:44945", + "issue:44038|issue:44623" ], - "prepared_review_unit_hash": "8ae44dd3e5d7cd5b0cf334399ff74401a959fb4417fbb669aef0d4935501a4cd", + "prepared_review_unit_hash": "1185059abe6a3387f02e8d2e71447f5aa07b1cc7f857e9f1e1352d4a8f2ad9d5", "component_budget": { - "node_count": 545, - "item_count": 545, - "soft_pair_count": 2024, - "serialized_chars": 1046962, - "estimated_input_tokens": 261741, - "estimated_eval_tokens": 523738 + "node_count": 547, + "item_count": 547, + "soft_pair_count": 2032, + "serialized_chars": 1051055, + "estimated_input_tokens": 262764, + "estimated_eval_tokens": 525784 }, "budget": { - "node_count": 47, - "item_count": 47, + "node_count": 48, + "item_count": 48, "soft_pair_count": 27, - "serialized_chars": 34892, - "estimated_input_tokens": 8723, - "estimated_eval_tokens": 17702 + "serialized_chars": 35299, + "estimated_input_tokens": 8825, + "estimated_eval_tokens": 17906 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "The cluster is a loose mix of Transformers v5 regressions, model-loading failures, tokenizer/processor save issues, and unrelated feature bugs. None of the proposed soft edges look like true duplicates under a strict same-root-cause standard.", - "confidence": 0.61, - "canonical_issue_reason": "issue:43646 is the broadest, most representative regression report in the set: it explicitly frames a general Transformers 5.0.0 incompatibility and is a good anchor for the cluster\u2019s recurring API-break theme.", + "summary": "This set is loosely related by Transformers/model-loading regressions, but the soft pairs are mostly different symptoms or different code paths rather than true duplicates. No PRs are present. I picked the broadest, most representative v5 regression issue as the canonical issue.", + "confidence": 0.58, + "canonical_issue_reason": "issue:43646 is the broadest umbrella report here (Transformers 5.0.0 breaking custom model initialization), which best represents the cluster\u2019s overall theme of v5 loading/API regressions.", "canonical_pr_reason": null, - "best_issue_reason": "issue:43646 best represents the overall cluster because it is the most general, high-level bug report rather than a narrow model- or feature-specific failure.", + "best_issue_reason": "issue:43646 is the most useful global representative because it is broadly scoped and likely to subsume several narrower v5 breakages, even though the set is not a tight duplicate cluster.", "best_pr_reason": null, "soft_edge_verdicts": [ - { - "left": "issue:44188", - "right": "issue:46421", - "accept": false, - "reason": "Both mention chunked prefill/compile-related behavior, but one is an attention-kernel divergence bug and the other is cache lazy-init causing recompilation; different code paths and fixes." - }, - { - "left": "issue:44749", - "right": "issue:45656", - "accept": false, - "reason": "A data-filtering slowdown after upgrade is unrelated to DeepSpeed double optimizer stepping; same broad training area, but not the same bug." - }, { "left": "issue:39692", "right": "issue:46726", "accept": false, - "reason": "Both involve vision/image processors, but one is a broken documentation example and the other is runtime fallback behavior when a vision backend is missing." + "reason": "Both involve vision/model-processing errors, but one is a SigLIP2 doc example bug and the other is AutoProcessor error handling when a vision backend is missing; different underlying problems." }, { "left": "issue:43065", "right": "issue:46123", "accept": false, - "reason": "Completely different problems: a dummy Conv2d in Sam3PixelDecoder versus a MaskGenerationPipeline partial-batch drop bug." + "reason": "Sam3PixelDecoder dummy Conv2d and MaskGenerationPipeline partial-batch handling are unrelated code paths and bugs." }, { "left": "issue:42994", "right": "issue:43482", "accept": false, - "reason": "Both are about model persistence/loading around quantized models, but the affected models and failure modes differ enough that they are not the same underlying bug." + "reason": "Quantized model saving failure and GGUF loading failure in v5 are different operations and failure modes." }, { "left": "issue:43475", "right": "issue:46821", "accept": false, - "reason": "Both surface as AttributeError, but they affect different models and different missing attributes; not one root cause." + "reason": "Both are AttributeError-style reports, but they concern different models and different missing fields/arguments." }, { "left": "issue:43475", "right": "issue:43643", "accept": false, - "reason": "Sam3 vision encoder output missing an attribute is unrelated to trust_remote_code returning incomplete AutoConfig fields." + "reason": "Sam3VisionEncoderOutput missing attribute and trust_remote_code config field loss are separate loading/serialization issues." }, { "left": "issue:43646", "right": "issue:44162", "accept": false, - "reason": "General custom-model initialization breakage is not the same as ESM2-specific loading failure; too broad to merge." + "reason": "Both are Transformers 5 regressions, but one is custom model initialization while the other is ESM2 breakage; not the same concrete bug." }, { "left": "issue:44297", "right": "issue:44623", "accept": false, - "reason": "Both are save_pretrained serialization bugs, but one is tokenizer metadata mismatch and the other is processor file omission; different artifacts and fixes." + "reason": "Tokenizer class mismatch in tokenizer_config.json and processor.save_pretrained missing files are related serialization areas, but not the same bug." }, { "left": "issue:46463", "right": "issue:46877", "accept": false, - "reason": "A T5 validation error message is unrelated to auto_docstring printing lint diagnostics at import time." + "reason": "Incorrect T5 decoder input validation message and auto_docstring stdout noise are unrelated." }, { - "left": "issue:44964", - "right": "issue:45137", + "left": "issue:42907", + "right": "issue:47448", "accept": false, - "reason": "Phi-4 multimodal model loading and a DeepSpeed ZeRO3 deque IndexError are unrelated failures." + "reason": "Dequantized model saving failure and gemma4 architecture recognition failure are distinct problems." }, { - "left": "issue:42907", - "right": "issue:47448", + "left": "issue:44964", + "right": "issue:45137", "accept": false, - "reason": "Saving dequantized Ministral/Devstral models and Gemma4 architecture recognition are different issues in different model families." + "reason": "Phi-4 multimodal loading and DeepSpeed ZeRO3 deque error are unrelated runtime failures." }, { "left": "issue:44373", "right": "issue:46851", "accept": false, - "reason": "Wrong documentation for position_ids is not the same as a real variable-length input bug in Qwen3.5." + "reason": "Wrong docstring for position_ids is documentation-only; the other is a runtime variable-length position_ids bug." }, { "left": "issue:28282", "right": "issue:30990", "accept": false, - "reason": "A missing PyTorch dependency import error is not the same as Sentence Transformers hanging during load." + "reason": "PyTorch missing ImportError and Sentence Transformers loading hang are different environment/runtime issues." }, { "left": "issue:44623", "right": "issue:45656", "accept": false, - "reason": "Processor save_pretrained file generation and DeepSpeed optimizer stepping are unrelated." + "reason": "processor.save_pretrained missing files and Deepspeed optimizer stepping twice are unrelated." }, { "left": "issue:45230", "right": "issue:45397", "accept": false, - "reason": "A generic bug report with no concrete symptom is not the same as the specific gemma-4 zero3 from_pretrained failure." + "reason": "Generic bug report and gemma-4 zero3 from_pretrained are not the same underlying issue." }, { "left": "issue:43723", "right": "issue:46326", "accept": false, - "reason": "Tokenizer loading in v5 and continue_final_message behavior for mistral_common tokenizers are different tokenizer paths and bugs." + "reason": "AutoTokenizer loading in v5 and continue_final_message for mistral_common tokenizers affect different tokenizer paths." }, { "left": "issue:44871", "right": "issue:46132", "accept": false, - "reason": "Gemma eos_token_id config mismatch is unrelated to AttentionInterface.register changing callable behavior." + "reason": "Gemma-3 eos_token_id mismatch and AttentionInterface.register behavior change are unrelated." }, { "left": "issue:44188", "right": "issue:46851", "accept": false, - "reason": "Both involve generation-time behavior, but one is attention-kernel divergence and the other is position_ids handling for variable-length inputs." + "reason": "Attention-kernel divergence under torch.compile and Qwen3.5 variable-length position_ids are different bugs." }, { "left": "issue:44451", "right": "issue:47429", "accept": false, - "reason": "Model loading failure for a specific checkpoint is not the same as an over-broad tokenizers dependency pin issue." + "reason": "Model loading failure for a specific checkpoint and tokenizers upper-bound packaging issue are not the same bug." }, { - "left": "issue:43232", - "right": "issue:43673", + "left": "issue:44661", + "right": "issue:47059", "accept": false, - "reason": "Both are generation/cache related, but one is an update-model-kwargs issue after sync_gpus and the other is a missing GenerationMixin cache during chunked prefill." + "reason": "add-new-model-like TOKENIZER_MAPPING_NAMES failure and CLI breakage with huggingface_hub are unrelated." }, { - "left": "issue:44661", - "right": "issue:47059", + "left": "issue:43232", + "right": "issue:43673", "accept": false, - "reason": "A failure in add-new-model-like around tokenizer mapping is unrelated to CLI tests failing against a newer huggingface_hub." + "reason": "Generation kwargs sync after sync_gpus and missing GenerationMixin cache in chunked_prefill are both generation-related but distinct code paths." }, { "left": "issue:46877", "right": "issue:47000", "accept": false, - "reason": "Import-time docstring lint output and RTDetrLoss cost-matrix infeasibility are unrelated." + "reason": "Docstring lint output at import time and RTDetrLoss infeasible cost matrix are unrelated." }, { "left": "issue:45561", "right": "issue:47217", "accept": false, - "reason": "A pytest-xdist race in testing utils is unrelated to multimodal models failing when the image placeholder appears in user text." + "reason": "pytest-xdist captured_info.txt race and VL image-placeholder handling are different bugs." }, { - "left": "issue:36010", - "right": "issue:41628", + "left": "issue:44279", + "right": "issue:47429", "accept": false, - "reason": "Both are import errors after API changes, but they concern different symbols and different subsystems; not the same bug." + "reason": "Generic dependency issue and tokenizers version upper-bound issue are not the same underlying problem." }, { - "left": "issue:44279", - "right": "issue:47429", + "left": "issue:36010", + "right": "issue:41628", "accept": false, - "reason": "A vague dependency issue is not the same as a specific tokenizers upper-bound packaging bug." + "reason": "Both are import errors, but they concern different symbols and likely different API changes." }, { "left": "issue:44869", "right": "issue:45356", "accept": false, - "reason": "Whisper timestamp decoding crash and Kimi-K2.5 tokenizer regression are distinct tokenizer-related bugs with different triggers." + "reason": "Whisper trailing replacement-character crash and Kimi-K2.5 codec handling regression are tokenizer/decoding issues, but not the same failure." + }, + { + "left": "issue:43873", + "right": "issue:44945", + "accept": false, + "reason": "Quantization offloading and pipeline-parallelism output mismatch are separate distributed/model-execution bugs." + }, + { + "left": "issue:44038", + "right": "issue:44623", + "accept": false, + "reason": "Qwen3-VL-Moe v5 bug and processor.save_pretrained missing files are different feature areas and failure modes." } ] }, @@ -15583,14 +15782,14 @@ "label": "issue", "component_index": 1, "component_count": 28, - "review_unit_index": 51, - "review_unit_count": 67, + "review_unit_index": 52, + "review_unit_count": 68, "status": "reviewed", "reason": null, "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-545", + "cluster_id": "cluster-10000-547", "nodes": [ "issue:29925", "issue:30333", @@ -15606,14 +15805,13 @@ "issue:43278", "issue:43784", "issue:43824", - "issue:43873", + "issue:43976", "issue:44038", "issue:44186", "issue:44222", "issue:44351", "issue:44496", "issue:44568", - "issue:44623", "issue:44743", "issue:44792", "issue:44843", @@ -15642,266 +15840,259 @@ "issue:47085" ], "soft_pairs": [ - "issue:43873|issue:44945", - "issue:44038|issue:44623", "issue:45081|issue:45103", "issue:45375|issue:45478", - "issue:43278|issue:45137", "issue:41628|issue:44933", + "issue:43278|issue:45137", "issue:42371|issue:45092", "issue:45310|issue:45375", - "issue:29925|issue:30333", - "issue:45406|issue:46202", "issue:46202|issue:46701", + "issue:45406|issue:46202", + "issue:29925|issue:30333", "issue:44857|issue:46877", "issue:43232|issue:44792", "issue:44743|issue:47068", - "issue:45593|issue:46877", "issue:43784|issue:43824", + "issue:45593|issue:46877", "issue:42175|issue:44933", "issue:44038|issue:45310", "issue:41628|issue:44351", "issue:45405|issue:46877", "issue:30333|issue:33290", - "issue:42898|issue:44568", "issue:42175|issue:45712", + "issue:42898|issue:44568", "issue:44222|issue:45310", "issue:42898|issue:45812", - "issue:45561|issue:47059", "issue:44945|issue:45753", + "issue:45561|issue:47059", "issue:42831|issue:44222", - "issue:44843|issue:47085", "issue:30990|issue:35141", + "issue:44843|issue:47085", "issue:44496|issue:45561", + "issue:44186|issue:47085", "issue:44568|issue:47085", - "issue:44186|issue:47085" + "issue:43976|issue:44933" ], - "prepared_review_unit_hash": "1015ac0a4611d0fd403490c1e554207e3544c1559abcccfbd33dd5e9ec5443d6", + "prepared_review_unit_hash": "e85e787832ac28c5dd01653fffd35fe08bc1839bfd63705c25ae3500150d0574", "component_budget": { - "node_count": 545, - "item_count": 545, - "soft_pair_count": 2024, - "serialized_chars": 1046962, - "estimated_input_tokens": 261741, - "estimated_eval_tokens": 523738 + "node_count": 547, + "item_count": 547, + "soft_pair_count": 2032, + "serialized_chars": 1051055, + "estimated_input_tokens": 262764, + "estimated_eval_tokens": 525784 }, "budget": { - "node_count": 48, - "item_count": 48, - "soft_pair_count": 33, - "serialized_chars": 37530, - "estimated_input_tokens": 9383, - "estimated_eval_tokens": 19022 + "node_count": 47, + "item_count": 47, + "soft_pair_count": 32, + "serialized_chars": 36723, + "estimated_input_tokens": 9181, + "estimated_eval_tokens": 18618 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "No duplicate cluster here: the soft pairs are mostly false positives that share only broad subsystem language (tokenizers, Qwen, FP8, imports, etc.) but not the same concrete bug or change.", - "confidence": 0.96, - "canonical_issue_reason": "No canonical issue: the set is heterogeneous and no pair is safe to consolidate into one underlying bug.", + "summary": "Mostly unrelated issues; the only clear duplicate pair is the identical Qwen3.5-Moe from_pretrained error reports (45310/45478).", + "confidence": 0.97, + "canonical_issue_reason": "issue:45310 is the older report for the exact same Qwen3.5-Moe from_pretrained error as issue:45478, so it is the better canonical issue.", "canonical_pr_reason": null, - "best_issue_reason": "No single issue is a reliable representative for the cluster because the items span unrelated failures across tokenization, generation, quantization, imports, training, and utilities.", + "best_issue_reason": "issue:45310 is the best issue anchor in this cluster because it has a true duplicate (45478) with the same title and failure mode; the rest are heterogeneous and not mergeable into one bug.", "best_pr_reason": null, "soft_edge_verdicts": [ - { - "left": "issue:43873", - "right": "issue:44945", - "accept": false, - "reason": "Quantization/offloading behavior vs pipeline-parallelism output corruption; different symptoms and code paths." - }, - { - "left": "issue:44038", - "right": "issue:44623", - "accept": false, - "reason": "Qwen3.5 MoE loading error vs processor save_pretrained missing files; unrelated failure modes." - }, { "left": "issue:45081", "right": "issue:45103", "accept": false, - "reason": "Mistral regex/tokenizer patch crash vs auto_docstring annotation handling crash; different helpers and bugs." + "reason": "Different subsystems and failure modes: Mistral regex/tokenizer loading vs auto_docstring annotation handling." }, { "left": "issue:45375", "right": "issue:45478", "accept": false, - "reason": "Both mention Qwen3.5 MoE, but one is a strict config-field issue and the other is a generic from_pretrained error; not the same concrete bug." + "reason": "Same model family, but one is a missing config field being dropped and the other is a generic from_pretrained error; not clearly the same code-path bug." }, { - "left": "issue:43278", - "right": "issue:45137", + "left": "issue:41628", + "right": "issue:44933", "accept": false, - "reason": "Embedding dtype drift in eval vs DeepSpeed ZeRO3 deque underflow; unrelated." + "reason": "Both are import/export problems, but for different symbols and modules; too broad to be the same bug." }, { - "left": "issue:41628", - "right": "issue:44933", + "left": "issue:43278", + "right": "issue:45137", "accept": false, - "reason": "Missing AutoImageProcessor import vs bad import from image_utils; different import paths and causes." + "reason": "Unrelated: embedding dtype drift during eval vs DeepSpeed ZeRO3 deque underflow." }, { "left": "issue:42371", "right": "issue:45092", "accept": false, - "reason": "TF32 API/deprecation guidance vs InternVL2 meta-init incompatibility; unrelated." + "reason": "Backend/install packaging issue vs remote-code meta-init incompatibility; different problems." }, { "left": "issue:45310", "right": "issue:45375", "accept": false, - "reason": "Similar model family, but one is a from_pretrained failure and the other is a missing config field in a vision config; not enough to treat as the same bug." + "reason": "Related Qwen3.5-Moe area, but one is a specific config-field omission and the other a broader load error; not enough to merge as one fix." }, { - "left": "issue:29925", - "right": "issue:30333", + "left": "issue:46202", + "right": "issue:46701", "accept": false, - "reason": "Tokenizer fast-mode enforcement vs MLFlow reporting after training failure; unrelated." + "reason": "Both mention Gemma, but one is tokenizer roundtrip and the other is pipeline output handling; different bugs." }, { "left": "issue:45406", "right": "issue:46202", "accept": false, - "reason": "Gemma4Processor attribute error vs Gemma pipeline roundtrip failure; different components and behavior." + "reason": "Processor missing _tokenizer vs Gemma token roundtrip behavior; different code paths." }, { - "left": "issue:46202", - "right": "issue:46701", + "left": "issue:29925", + "right": "issue:30333", "accept": false, - "reason": "Both are Gemma pipeline issues, but one is a roundtrip/tokenization problem and the other is an image-text pipeline failure; not the same code path." + "reason": "Tokenizer fast-mode enforcement vs MLFlow reporting after failed training; unrelated." }, { "left": "issue:44857", "right": "issue:46877", "accept": false, - "reason": "CUDA/AMP crash in LwDetrImageLoss vs auto_docstring stdout noise; unrelated." + "reason": "CUDA AMP crash in a loss function vs import-time docstring diagnostics; unrelated." }, { "left": "issue:43232", "right": "issue:44792", "accept": false, - "reason": "Generation sync/update bug vs Janus image generation test failure; unrelated." + "reason": "Generation kwargs/sync_gpus bug vs janus image-generation test failure; unrelated." }, { "left": "issue:44743", "right": "issue:47068", "accept": false, - "reason": "Qwen3_5 recurrent-state reset bug vs host synchronization in deepspeed_sp_compute_loss; unrelated." + "reason": "Qwen3.5 recurrent-state reset bug vs DeepSpeed host synchronization concern; different code paths." }, { - "left": "issue:45593", - "right": "issue:46877", + "left": "issue:43784", + "right": "issue:43824", "accept": false, - "reason": "D-FINE auxiliary-loss behavior vs docstring import-time logging; unrelated." + "reason": "Import-time NameError in sentence-transformers integration vs missing Qwen2.5-VL export; different symbols and causes." }, { - "left": "issue:43784", - "right": "issue:43824", + "left": "issue:45593", + "right": "issue:46877", "accept": false, - "reason": "Sentence-transformers import NameError vs missing Qwen2.5-VL symbol export; unrelated." + "reason": "Model-loss behavior bug vs docstring logging at import time; unrelated." }, { "left": "issue:42175", "right": "issue:44933", "accept": false, - "reason": "Backend extra packaging vs nonexistent image_utils import; unrelated." + "reason": "Packaging/backend dependency issue vs nonexistent image_utils import; not the same bug." }, { "left": "issue:44038", "right": "issue:45310", "accept": false, - "reason": "Same broad Qwen MoE area, but different model variants and likely different failure causes; too weak to merge." + "reason": "Both involve Qwen/Moe, but the reported failures are different and not the same concrete bug." }, { "left": "issue:41628", "right": "issue:44351", "accept": false, - "reason": "Different missing exports: AutoImageProcessor vs HybridCache." + "reason": "Both are import errors, but for different public API names; not a duplicate." }, { "left": "issue:45405", "right": "issue:46877", "accept": false, - "reason": "Dependency version bump vs auto_docstring import-time diagnostics; unrelated." + "reason": "Dependency version bump issue vs import-time docstring diagnostics; unrelated." }, { "left": "issue:30333", "right": "issue:33290", "accept": false, - "reason": "MLFlow reporting after failure vs deepspeed OOM; unrelated." + "reason": "MLFlow reporting after failure vs optimizer OOM in DeepSpeed; unrelated." }, { - "left": "issue:42898", - "right": "issue:44568", + "left": "issue:42175", + "right": "issue:45712", "accept": false, - "reason": "Both are tokenization regressions in v5, but one is clean_up_tokenization_spaces behavior and the other is add_special_tokens/BOS-EOS handling; different code paths." + "reason": "Both touch packaging/backends, but one is missing TensorFlow in an extra and the other is leftover dummy classes in torch-less installs; different fixes." }, { - "left": "issue:42175", - "right": "issue:45712", + "left": "issue:42898", + "right": "issue:44568", "accept": false, - "reason": "Package extra/backend inclusion vs leftover dummy class cleanup; unrelated." + "reason": "Both tokenizer regressions, but one is cleanup-space behavior and the other is BOS/EOS insertion; not the same underlying bug." }, { "left": "issue:44222", "right": "issue:45310", "accept": false, - "reason": "FP8 save_pretrained issue vs Qwen3.5 MoE from_pretrained error; different failures." + "reason": "Both mention Qwen3.5/Moe, but one is FP8 save_pretrained and the other is from_pretrained loading; different concrete issues." }, { - "left": "issue:42831", + "left": "issue:42898", "right": "issue:45812", "accept": false, - "reason": "FP8 accuracy issue vs Granite tokenizer ID regression; unrelated." + "reason": "Tokenizer regressions in v5, but different models and behaviors; not one bug." }, { - "left": "issue:45561", - "right": "issue:47059", + "left": "issue:44945", + "right": "issue:45753", "accept": false, - "reason": "pytest-xdist file race vs huggingface_hub CLI attribute error; unrelated." + "reason": "Pipeline-parallel output correctness vs an image-triggered infinite loop; unrelated." }, { - "left": "issue:44945", - "right": "issue:45753", + "left": "issue:45561", + "right": "issue:47059", "accept": false, - "reason": "Pipeline-parallelism output issue vs Qwen3_5 infinite loop on a specific image; unrelated." + "reason": "Different test infrastructure failures: xdist file race vs huggingface_hub CLI API change." }, { "left": "issue:42831", "right": "issue:44222", "accept": false, - "reason": "Both mention FP8, but one is accuracy and the other is save_pretrained/MoE serialization; not the same bug." + "reason": "Both mention FP8, but accuracy regression vs save_pretrained behavior; not the same change." }, { - "left": "issue:44843", - "right": "issue:47085", + "left": "issue:30990", + "right": "issue:35141", "accept": false, - "reason": "Offline Mistral regex patching vs tokenizers thread-safety regression; different layers and symptoms." + "reason": "Loading hang in Sentence Transformers vs embedding reinit after resize; unrelated." }, { - "left": "issue:30990", - "right": "issue:35141", + "left": "issue:44843", + "right": "issue:47085", "accept": false, - "reason": "Sentence-Transformers load hang vs embedding resize reinitialization; unrelated." + "reason": "Offline Mistral regex patch bug vs tokenizer thread-safety regression; different code paths." }, { "left": "issue:44496", "right": "issue:45561", "accept": false, - "reason": "Model config recognition error vs xdist captured_info.txt race; unrelated." + "reason": "Model config import error vs xdist test file race; unrelated." }, { - "left": "issue:44568", + "left": "issue:44186", "right": "issue:47085", "accept": false, - "reason": "Tokenizer BOS/EOS regression vs fast-tokenizer thread safety; different bugs." + "reason": "LayoutLMv2 tokenizer crash on NER/padding vs tokenizer thread-safety regression; not the same bug." }, { - "left": "issue:44186", + "left": "issue:44568", "right": "issue:47085", "accept": false, - "reason": "LayoutLMv2Tokenizer padding/truncation crash vs general fast-tokenizer thread-safety regression; not the same concrete issue." + "reason": "Special-token insertion regression vs tokenizer thread-safety regression; different issues." + }, + { + "left": "issue:43976", + "right": "issue:44933", + "accept": false, + "reason": "Python-version support issue vs nonexistent image_utils import; unrelated." } ] }, @@ -15916,14 +16107,14 @@ "label": "issue", "component_index": 1, "component_count": 28, - "review_unit_index": 52, - "review_unit_count": 67, + "review_unit_index": 53, + "review_unit_count": 68, "status": "reviewed", "reason": null, "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-545", + "cluster_id": "cluster-10000-547", "nodes": [ "issue:22355", "issue:28282", @@ -15940,7 +16131,7 @@ "issue:43479", "issue:43704", "issue:43723", - "issue:43976", + "issue:43874", "issue:44016", "issue:44060", "issue:44079", @@ -15952,7 +16143,7 @@ "issue:44734", "issue:44779", "issue:44869", - "issue:44933", + "issue:45092", "issue:45103", "issue:45125", "issue:45200", @@ -15967,6 +16158,7 @@ "issue:46209", "issue:46231", "issue:46431", + "issue:46665", "issue:46693", "issue:46829", "issue:46909", @@ -15975,236 +16167,243 @@ ], "soft_pairs": [ "issue:43479|issue:46829", - "issue:43976|issue:44933", "issue:42673|issue:46693", "issue:39692|issue:46909", "issue:44060|issue:45125", "issue:43723|issue:44568", - "issue:44623|issue:45310", "issue:42673|issue:43704", + "issue:44623|issue:45310", "issue:43479|issue:44079", "issue:30333|issue:36331", "issue:42898|issue:44448", - "issue:42898|issue:43295", "issue:46209|issue:46431", "issue:45600|issue:47059", + "issue:42898|issue:43295", "issue:30333|issue:34689", "issue:42673|issue:47085", - "issue:42898|issue:44779", "issue:43479|issue:44869", + "issue:42898|issue:44779", "issue:44016|issue:46231", "issue:22355|issue:28282", "issue:46077|issue:46123", "issue:42222|issue:45200", "issue:44734|issue:45103", - "issue:42796|issue:43723", "issue:44448|issue:46132", "issue:44295|issue:45656", + "issue:42796|issue:43723", + "issue:45405|issue:45712", "issue:43116|issue:44190", - "issue:45405|issue:45712" + "issue:43874|issue:45092", + "issue:43479|issue:46665" ], - "prepared_review_unit_hash": "0bc23014a34ee0e7a9ba7d1a2d6171528dd73c100c9fd2b97ad43f0ce5f733a2", + "prepared_review_unit_hash": "f4cf52f437bbc482dacaccdfbe542256effad9ce3375ba31a3c8d7c46048102c", "component_budget": { - "node_count": 545, - "item_count": 545, - "soft_pair_count": 2024, - "serialized_chars": 1046962, - "estimated_input_tokens": 261741, - "estimated_eval_tokens": 523738 + "node_count": 547, + "item_count": 547, + "soft_pair_count": 2032, + "serialized_chars": 1051055, + "estimated_input_tokens": 262764, + "estimated_eval_tokens": 525784 }, "budget": { - "node_count": 47, - "item_count": 47, - "soft_pair_count": 28, - "serialized_chars": 35648, - "estimated_input_tokens": 8912, - "estimated_eval_tokens": 18080 + "node_count": 48, + "item_count": 48, + "soft_pair_count": 29, + "serialized_chars": 36640, + "estimated_input_tokens": 9160, + "estimated_eval_tokens": 18576 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "Most soft pairs are unrelated despite superficial overlap. The only clear duplicate is the repeated Qwen3ForCausalLM VRAM leak report; the rest appear to describe distinct bugs, regressions, or docs issues in different code paths.", - "confidence": 0.93, - "canonical_issue_reason": "issue:42673 is the clearer canonical issue: it is the older, more detailed report of the exact same Qwen3ForCausalLM multi-dataloader-thread VRAM leak that appears again in issue:43704.", + "summary": "This cluster is mostly heterogeneous. The only clear duplicate pair is the repeated Qwen3ForCausalLM VRAM leak report; the rest look like separate bugs, regressions, or docs issues in different code paths/models.", + "confidence": 0.95, + "canonical_issue_reason": "issue:42673 is the earliest, more detailed report of the exact same Qwen3ForCausalLM VRAM leak described in issue:43704.", "canonical_pr_reason": null, - "best_issue_reason": "issue:42673 is the best anchor for this cluster because it is an exact duplicate target with stronger discussion/activity and clearer problem statement.", + "best_issue_reason": "issue:42673 is the strongest canonical issue candidate because it is an exact-title duplicate pair and the earlier report.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:43479", "right": "issue:46829", "accept": false, - "reason": "Different models and failures: config initialization defaults vs ImageClassifierOutput hidden_states mismatch." - }, - { - "left": "issue:43976", - "right": "issue:44933", - "accept": false, - "reason": "Different import/package problems with no shared code path." + "reason": "Different problems: one is Phi4MultimodalConfig default config initialization, the other is VideoPrism output field mapping." }, { "left": "issue:42673", "right": "issue:46693", "accept": false, - "reason": "Both mention performance/memory, but they target different regressions and likely different generation paths." + "reason": "Both are performance/memory themed, but they describe different bugs: VRAM leak in Qwen3ForCausalLM vs FA2 long-context regression." }, { "left": "issue:39692", "right": "issue:46909", "accept": false, - "reason": "Both are broken docs examples, but for different models and different example failures." + "reason": "Both are broken docs examples, but for different models and failures; not the same underlying issue." }, { "left": "issue:44060", "right": "issue:45125", "accept": false, - "reason": "Different Qwen3 family issues: tied-weights warning vs missing tensor-parallel plan." + "reason": "Different Qwen model bugs: tied-weights warning vs missing tensor-parallel plan." }, { "left": "issue:43723", "right": "issue:44568", "accept": false, - "reason": "Both are tokenizer regressions in v5, but they are model-specific and describe different behaviors." - }, - { - "left": "issue:44623", - "right": "issue:45310", - "accept": false, - "reason": "Processor save_pretrained missing files is unrelated to Qwen3.5 from_pretrained loading errors." + "reason": "Both tokenizer-related, but one is AutoTokenizer loading in v5 and the other is add_special_tokens/BOS-EOS behavior for a specific tokenizer." }, { "left": "issue:42673", "right": "issue:43704", "accept": true, - "reason": "Same exact Qwen3ForCausalLM VRAM leak report; later issue is a duplicate of the earlier one." + "reason": "Exact same title and same Qwen3ForCausalLM VRAM leak bug; this looks like a duplicate report." }, { - "left": "issue:43479", - "right": "issue:44079", + "left": "issue:44623", + "right": "issue:45310", "accept": false, - "reason": "Config defaulting bug and ModelOutput key assignment bug are unrelated." + "reason": "Processor save_pretrained file omission is unrelated to Qwen3.5 MoE from_pretrained failure." }, { "left": "issue:30333", "right": "issue:36331", "accept": false, - "reason": "MLflow reporting on failed training and Trainer loss-signature mismatch are different bugs." + "reason": "Different training-stack bugs: MLflow reporting on failed jobs vs CustomTrainer.compute_loss signature mismatch." }, { "left": "issue:42898", "right": "issue:44448", "accept": false, - "reason": "General v5 tokenization-space behavior change is not the same as Pegasus output divergence." - }, - { - "left": "issue:42898", - "right": "issue:43295", - "accept": false, - "reason": "Tokenizer cleanup behavior and processor/tokenizer access regression are different issues." + "reason": "Both involve v5 output/tokenization changes, but they are different symptoms and model-specific regressions." }, { "left": "issue:46209", "right": "issue:46431", "accept": false, - "reason": "FP8 inference on B200 and missing chat template on processor are unrelated." + "reason": "Completely different areas: FP8 inference on B200 vs processor chat-template availability." }, { "left": "issue:45600", "right": "issue:47059", "accept": false, - "reason": "CI break from removed config references and huggingface_hub CLI incompatibility are unrelated." + "reason": "Different subsystems and failures: auto_mappings stale config references vs CLI completion incompatibility with huggingface_hub." + }, + { + "left": "issue:42898", + "right": "issue:43295", + "accept": false, + "reason": "Both are regressions around v5/processor behavior, but they affect different APIs and code paths." }, { "left": "issue:30333", "right": "issue:34689", "accept": false, - "reason": "MLflow job-state reporting and Llama 3.2 model loading regression are unrelated." + "reason": "Unrelated bugs: MLflow training reporting vs Llama 3.2 Vision model loading regression." }, { "left": "issue:42673", "right": "issue:47085", "accept": false, - "reason": "VRAM leak in Qwen3ForCausalLM is unrelated to tokenizer thread-safety." + "reason": "Both mention threading/performance, but one is a VRAM leak in a model and the other is tokenizer thread-safety." }, { - "left": "issue:42898", - "right": "issue:44779", + "left": "issue:43479", + "right": "issue:44869", "accept": false, - "reason": "Both are v5 tokenizer regressions, but they affect different models and symptoms." + "reason": "Different multimodal/audio issues: config initialization vs Whisper timestamp decode crash." }, { - "left": "issue:43479", - "right": "issue:44869", + "left": "issue:42898", + "right": "issue:44779", "accept": false, - "reason": "Config defaulting bug is unrelated to Whisper decode crash on trailing replacement character." + "reason": "Both mention v5 tokenizer behavior, but one is a generic clean_up_tokenization_spaces change and the other is Deepseek tokenizer incorrect results." }, { "left": "issue:44016", "right": "issue:46231", "accept": false, - "reason": "Notebook syntax error and documentation parameter-name mismatch are different documentation issues." + "reason": "Notebook syntax error and documentation parameter-name mismatch are unrelated docs issues." }, { "left": "issue:22355", "right": "issue:28282", "accept": false, - "reason": "Both are import errors, but they concern different missing modules/dependencies and different failure points." + "reason": "Different import failures with different missing dependencies/modules." }, { "left": "issue:46077", "right": "issue:46123", "accept": false, - "reason": "Gemma4 attention-mask bug and final-partial-batch pipeline bug are unrelated." + "reason": "Different generation bugs: attention mask construction vs final partial-batch handling in the pipeline." }, { "left": "issue:42222", "right": "issue:45200", "accept": false, - "reason": "VitPose model breakage and Gemma 4 mm_token_type_ids behavior are unrelated." + "reason": "Different model families and failure modes: vitpose model breakage vs Gemma 4 mm_token_type_ids defaulting." }, { "left": "issue:44734", "right": "issue:45103", "accept": false, - "reason": "Serve KV-cache tensor indexing crash and auto_docstring annotations crash are different code paths." + "reason": "Different code paths: serve KV-cache continuation crash vs auto_docstring failure with future annotations." + }, + { + "left": "issue:44448", + "right": "issue:46132", + "accept": false, + "reason": "Different issues despite both involving output/attention behavior; no same concrete bug." + }, + { + "left": "issue:44295", + "right": "issue:45656", + "accept": false, + "reason": "Unrelated runtime bugs: position_ids buffer access vs DeepSpeed optimizer stepping twice." }, { "left": "issue:42796", "right": "issue:43723", "accept": false, - "reason": "Tokenizer BPE-marker handling and tokenizer loading in v5 are distinct bugs." + "reason": "Tokenizer formatting bug vs tokenizer loading error; related area but not the same defect." + }, + { + "left": "issue:45405", + "right": "issue:45712", + "accept": false, + "reason": "Completely different repository maintenance issues: PEFT version bump vs leftover dummy classes." }, { - "left": "issue:44448", - "right": "issue:46132", + "left": "issue:43116", + "right": "issue:44190", "accept": false, - "reason": "Pegasus output change and AttentionInterface.register behavior change are unrelated." + "reason": "Different example-script failures: multi-label classification output bug vs local dataset loading failure." }, { - "left": "issue:44295", - "right": "issue:45656", + "left": "issue:43874", + "right": "issue:45092", "accept": false, - "reason": "Position_ids buffer read error and double optimizer step under deepspeed are unrelated." + "reason": "Different multimodal/model-init bugs: missing image patch method vs remote-code/meta-init incompatibility." }, { - "left": "issue:43116", - "right": "issue:44190", + "left": "issue:43479", + "right": "issue:46665", "accept": false, - "reason": "Multi-label classification example returning empty results and local dataset loading failure are different example-script bugs." + "reason": "Different behaviors: multimodal config defaults vs from_pretrained inside Python classes." }, { - "left": "issue:45405", - "right": "issue:45712", + "left": "issue:42673", + "right": "issue:46693", "accept": false, - "reason": "Unreleased PEFT version bump and leftover dummy classes/check_repo failure are unrelated." + "reason": "VRAM leak in Qwen3ForCausalLM is not the same as a FA2 long-context performance regression." } ] }, "evaluator_result": { "accept": true, - "feedback": "The summary is grounded in the packet, and the single accepted duplicate pair is well supported by identical titles and chronology. The remaining soft-edge rejections stay conservative and align with the issue titles/descriptions without overstating shared code paths or bug identity." + "feedback": "The summary is grounded in the packet. The canonical issue choice is well supported by the exact matching title, earlier creation time, and longer body for issue:42673 vs issue:43704. The other soft-edge rejections stay conservative and do not overclaim duplicate status from similarity alone." }, "evaluator_used": true, "retried": false, @@ -16216,14 +16415,14 @@ "label": "issue", "component_index": 1, "component_count": 28, - "review_unit_index": 53, - "review_unit_count": 67, + "review_unit_index": 54, + "review_unit_count": 68, "status": "reviewed", "reason": null, "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-545", + "cluster_id": "cluster-10000-547", "nodes": [ "issue:30990", "issue:38175", @@ -16235,16 +16434,16 @@ "issue:43232", "issue:43408", "issue:43475", - "issue:43479", "issue:43504", "issue:43723", - "issue:43874", + "issue:43986", "issue:44075", "issue:44190", "issue:44222", "issue:44297", "issue:44327", "issue:44373", + "issue:44484", "issue:44485", "issue:44623", "issue:44933", @@ -16268,15 +16467,13 @@ "issue:46402", "issue:46424", "issue:46614", - "issue:46665", + "issue:46726", "issue:46909", "issue:46932", "issue:47059", "issue:47276" ], "soft_pairs": [ - "issue:43874|issue:45092", - "issue:43479|issue:46665", "issue:44222|issue:44297", "issue:44297|issue:45656", "issue:42831|issue:44623", @@ -16292,8 +16489,8 @@ "issue:43232|issue:45834", "issue:43122|issue:46209", "issue:43475|issue:46305", - "issue:46614|issue:46932", "issue:44327|issue:47059", + "issue:46614|issue:46932", "issue:30990|issue:38175", "issue:41628|issue:42757", "issue:45071|issue:46082", @@ -16303,210 +16500,200 @@ "issue:42907|issue:46050", "issue:43232|issue:46424", "issue:46369|issue:46909", - "issue:45381|issue:46305" + "issue:45381|issue:46305", + "issue:43986|issue:46726", + "issue:44222|issue:44484" ], - "prepared_review_unit_hash": "e28f71c736187c2fbc5408c275e07e27c004ea07c4364287f1d0281427a3e4b4", + "prepared_review_unit_hash": "20651a6da91bb7e1996f262bcb1cce3b2441b71af5c01e86f1ed5f5658418f36", "component_budget": { - "node_count": 545, - "item_count": 545, - "soft_pair_count": 2024, - "serialized_chars": 1046962, - "estimated_input_tokens": 261741, - "estimated_eval_tokens": 523738 + "node_count": 547, + "item_count": 547, + "soft_pair_count": 2032, + "serialized_chars": 1051055, + "estimated_input_tokens": 262764, + "estimated_eval_tokens": 525784 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 29, - "serialized_chars": 36095, - "estimated_input_tokens": 9024, - "estimated_eval_tokens": 18304 + "serialized_chars": 36067, + "estimated_input_tokens": 9017, + "estimated_eval_tokens": 18290 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This is not a tight duplicate cluster: the items span many unrelated Transformers bugs (loading, saving, config validation, quantization, generation, docs, and CLI regressions). The suggested soft edges are mostly superficial topic matches rather than the same underlying defect.", - "confidence": 0.92, - "canonical_issue_reason": "No single canonical issue stands out because the set is heterogeneous and the soft links do not indicate true duplicates.", + "summary": "This cluster is too heterogeneous to deduplicate: most items are unrelated bugs, import errors, docs issues, or model-specific regressions that only share broad Transformer themes.", + "confidence": 0.97, + "canonical_issue_reason": "No single canonical issue fits the cluster; the candidates span unrelated root causes and code paths.", "canonical_pr_reason": null, - "best_issue_reason": "Issue 45092 is the best representative of the recurring v5 compatibility/loading regression theme: it is a concrete, user-facing `from_pretrained`/meta-init failure with a clear root cause.", + "best_issue_reason": "If one issue must be kept as the most representative standalone report, #44297 is the clearest and most self-contained bug description, but it is not a duplicate of the others.", "best_pr_reason": null, "soft_edge_verdicts": [ - { - "left": "issue:43874", - "right": "issue:45092", - "accept": false, - "reason": "Both involve model/processor loading, but one is a missing image-processor method and the other is a remote-code/meta-init incompatibility; different bugs." - }, - { - "left": "issue:43479", - "right": "issue:46665", - "accept": false, - "reason": "Both mention loading/config initialization, but one is a multimodal config defaulting bug and the other is class-context `from_pretrained` behavior; not the same defect." - }, { "left": "issue:44222", "right": "issue:44297", "accept": false, - "reason": "Both touch save_pretrained, but one is FP8 MoE model saving and the other is tokenizer metadata; separate code paths and failures." + "reason": "Both mention save_pretrained, but one is FP8/MoE serialization and the other is tokenizer metadata; different bugs." }, { "left": "issue:44297", "right": "issue:45656", "accept": false, - "reason": "Tokenizer save metadata and optimizer/deepspeed step behavior are unrelated." + "reason": "Tokenizer save metadata mismatch is unrelated to DeepSpeed optimizer stepping." }, { "left": "issue:42831", "right": "issue:44623", "accept": false, - "reason": "Accuracy loss in FineGrainedFP8 is unrelated to missing files in processor.save_pretrained." + "reason": "FineGrainedFP8 accuracy and processor.save_pretrained missing files are separate problems." }, { "left": "issue:44933", "right": "issue:45712", "accept": false, - "reason": "Both are import/dummy-class hygiene issues, but they concern different modules and different failure modes." + "reason": "Import exposure in image_utils is not the same as leftover dummy classes leaking into dir(transformers)." }, { "left": "issue:45245", "right": "issue:46132", "accept": false, - "reason": "Category-count limits and AttentionInterface.register behavior are distinct bugs with no shared code path." + "reason": "Category-cardinality validation and AttentionInterface.register behavior are unrelated." }, { "left": "issue:44075", "right": "issue:46231", "accept": false, - "reason": "Optimizer SGD arguments not being used is a runtime bug; the other is a documentation mismatch." + "reason": "Optimizer argument handling is a runtime bug; set_training() parameter naming is a documentation issue." }, { "left": "issue:44222", "right": "issue:44623", "accept": false, - "reason": "Shared save_pretrained wording is too broad; FP8 MoE saving and processor file emission are different implementations." + "reason": "Both touch serialization, but they affect different object types and different save paths." }, { "left": "issue:43723", "right": "issue:44977", "accept": false, - "reason": "Tokenizer loading failure and Qwen3.5 flash-attention generation bug are unrelated." + "reason": "AutoTokenizer import/load failure is unrelated to Qwen3.5 flash-attention generation behavior." }, { "left": "issue:43232", "right": "issue:47276", "accept": false, - "reason": "Both involve generation wording, but one is an `_update_model_kwargs_for_generation` bug and the other is a misleading warning message." + "reason": "Generation state update bug and warning-message wording are not the same underlying issue." }, { "left": "issue:44373", "right": "issue:44485", "accept": false, - "reason": "A docstring mistake is not the same as a RoPE implementation discussion/bug." + "reason": "Docstring mismatch for position_ids is unrelated to GLM-5 RoPE implementation." }, { "left": "issue:43504", "right": "issue:47059", "accept": false, - "reason": "Legacy field loading for Beit segmentation and a Hugging Face CLI compatibility break are separate subsystems." + "reason": "Legacy BEiT model loading and a huggingface_hub CLI compatibility failure are different code paths." }, { "left": "issue:44297", "right": "issue:45310", "accept": false, - "reason": "Tokenizer save metadata mismatch and Qwen3.5 MoE from_pretrained failure are different issues." + "reason": "Tokenizer class metadata corruption and Qwen3.5 MoE from_pretrained failure are unrelated." }, { "left": "issue:43232", "right": "issue:45834", "accept": false, - "reason": "Generation kwargs after synced_gpus and Kosmos2.5 OCR index errors are unrelated." + "reason": "sync_gpus generation bookkeeping does not match the Kosmos2.5 long-OCR index error." }, { "left": "issue:43122", "right": "issue:46209", "accept": false, - "reason": "Tokenizer version drift and FP8 inference on B200 are different problems." + "reason": "Tokenizer version drift is unrelated to FP8 inference failure on B200." }, { "left": "issue:43475", "right": "issue:46305", "accept": false, - "reason": "SAM3 attribute loss and MoonshineStreaming mask off-by-one are unrelated model-specific bugs." + "reason": "SAM3 vision encoder attribute errors and MoonshineStreaming masking off-by-one are different bugs." }, { - "left": "issue:46614", - "right": "issue:46932", + "left": "issue:44327", + "right": "issue:47059", "accept": false, - "reason": "Stale phonemizer backend state and Gemma4 dtype casting are distinct issues." + "reason": "QA top-k bounds crash and CLI completion API breakage are unrelated." }, { - "left": "issue:44327", - "right": "issue:47059", + "left": "issue:46614", + "right": "issue:46932", "accept": false, - "reason": "QA decode_spans top-k bounds error and CLI completion incompatibility are unrelated." + "reason": "Stale phonemizer backend state and Gemma4 quantized embedder dtype casting are different subsystems." }, { "left": "issue:30990", "right": "issue:38175", "accept": false, - "reason": "Sentence Transformers loading hangs and SigLIP2 zero probabilities are different model behaviors." + "reason": "Sentence Transformers loading hangs and SigLIP2 zero probabilities are unrelated model issues." }, { "left": "issue:41628", "right": "issue:42757", "accept": false, - "reason": "Both are import errors, but for different symbols from different packages and different breakages." + "reason": "These are both import errors, but for different missing symbols in different packages." }, { "left": "issue:45071", "right": "issue:46082", "accept": false, - "reason": "PretrainedConfig type-checking regression and LlamaConfig head_dim validation are not the same bug." + "reason": "PretrainedConfig type-checking regression and LlamaConfig head_dim validation are different validation behaviors." }, { "left": "issue:45092", "right": "issue:45357", "accept": false, - "reason": "Both are v5 model-load/save regressions, but one is meta-init incompatibility and the other is incorrect visual encoder keys." + "reason": "Meta-init incompatibility for InternVL2 is not the same as Qwen3.5 visual key saving regression." }, { "left": "issue:44190", "right": "issue:46082", "accept": false, - "reason": "Local dataset loading and LlamaConfig validation are unrelated." + "reason": "Local dataset loading and LlamaConfig argument validation do not share a code-path." }, { "left": "issue:43408", "right": "issue:46402", "accept": false, - "reason": "SAM3 warning/model-type mismatch and missing Sam3Model text encoder weights are different SAM3 issues." + "reason": "Model-type warning on SAM3 tracker loading is unrelated to missing text encoder weights." }, { "left": "issue:42907", "right": "issue:46050", "accept": false, - "reason": "Both involve quantization/save/load, but one is dequantized Ministral/Devstral saving and the other is sinq round-trip breakage; not enough to merge." + "reason": "Dequantized save failure for Ministrals/Devstrals and sinq save/load breakage are both quantization-related but not the same bug." }, { - "left": "issue:43232", - "right": "issue:46424", + "left": "issue:46369", + "right": "issue:46909", "accept": false, - "reason": "Generation kwargs handling and cache max length semantics are separate concerns." + "reason": "Memory overflow in sam3-litetext is unrelated to a broken DIA documentation example." }, { - "left": "issue:46369", - "right": "issue:46909", + "left": "issue:43986", + "right": "issue:46726", "accept": false, - "reason": "Memory overflow in sam3-litetext and a broken DIA documentation example are unrelated." + "reason": "Both involve AutoProcessor and missing vision dependencies, but the model types and failure modes differ." }, { "left": "issue:45381", "right": "issue:46305", "accept": false, - "reason": "Qwen2.5-VL video position IDs and MoonshineStreaming mask indexing are different model-specific bugs." + "reason": "Qwen2.5-VL position_ids generation and MoonshineStreaming masking are separate model implementations." } ] }, @@ -16521,14 +16708,14 @@ "label": "issue", "component_index": 1, "component_count": 28, - "review_unit_index": 54, - "review_unit_count": 67, + "review_unit_index": 55, + "review_unit_count": 68, "status": "reviewed", "reason": null, "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-545", + "cluster_id": "cluster-10000-547", "nodes": [ "issue:22355", "issue:27957", @@ -16537,6 +16724,9 @@ "issue:41628", "issue:42796", "issue:42831", + "issue:42886", + "issue:42994", + "issue:43066", "issue:43122", "issue:43408", "issue:43540", @@ -16549,7 +16739,6 @@ "issue:44038", "issue:44060", "issue:44188", - "issue:44222", "issue:44261", "issue:44263", "issue:44279", @@ -16557,7 +16746,6 @@ "issue:44360", "issue:44373", "issue:44483", - "issue:44484", "issue:44568", "issue:44623", "issue:44829", @@ -16573,15 +16761,12 @@ "issue:46328", "issue:46369", "issue:46655", - "issue:46726", "issue:46762", "issue:46909", "issue:47059", "issue:47217" ], "soft_pairs": [ - "issue:43986|issue:46726", - "issue:44222|issue:44484", "issue:44295|issue:44623", "issue:44279|issue:46328", "issue:44263|issue:45092", @@ -16589,15 +16774,15 @@ "issue:41628|issue:43824", "issue:46305|issue:46655", "issue:44360|issue:46762", - "issue:22355|issue:28218", - "issue:22355|issue:27957", "issue:43784|issue:45600", "issue:44483|issue:45406", + "issue:22355|issue:28218", + "issue:22355|issue:27957", "issue:42831|issue:45310", - "issue:43756|issue:44060", "issue:44964|issue:47059", - "issue:44188|issue:44373", + "issue:43756|issue:44060", "issue:43576|issue:43784", + "issue:44188|issue:44373", "issue:44261|issue:45092", "issue:42796|issue:43122", "issue:42831|issue:44038", @@ -16607,228 +16792,221 @@ "issue:44829|issue:46002", "issue:43540|issue:46909", "issue:42831|issue:45753", - "issue:39401|issue:44568", + "issue:45381|issue:46909", "issue:43408|issue:46369", - "issue:45381|issue:46909" + "issue:39401|issue:44568", + "issue:42886|issue:43066", + "issue:42886|issue:42994" ], - "prepared_review_unit_hash": "9961422612e009c1af1559dc77fbdda0d06260986155b48e5e1a572f7f34f1b0", + "prepared_review_unit_hash": "cd22164b521228d929e8f79f25136ddebb8fdefa9d1e18e77caf4d1cedebd499", "component_budget": { - "node_count": 545, - "item_count": 545, - "soft_pair_count": 2024, - "serialized_chars": 1046962, - "estimated_input_tokens": 261741, - "estimated_eval_tokens": 523738 + "node_count": 547, + "item_count": 547, + "soft_pair_count": 2032, + "serialized_chars": 1051055, + "estimated_input_tokens": 262764, + "estimated_eval_tokens": 525784 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 30, - "serialized_chars": 36441, - "estimated_input_tokens": 9111, - "estimated_eval_tokens": 18478 + "serialized_chars": 36386, + "estimated_input_tokens": 9097, + "estimated_eval_tokens": 18450 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This set is mostly a grab bag of unrelated Transformers issues. Only one pair looks like a true duplicate: AutoProcessor failure when a required vision backend is missing. No PRs are present.", - "confidence": 0.68, - "canonical_issue_reason": "issue:43986 is the clearest representative of the only strong duplicate candidate pair: it describes the AutoProcessor crash caused by a missing vision backend, and it has the broader/more concrete repro.", + "summary": "Heterogeneous issue set with only superficial topical overlaps; none of the soft pairs looks like the same underlying bug or change.", + "confidence": 0.95, + "canonical_issue_reason": "No single canonical issue: the candidates span unrelated tokenizer, model-loading, training, CLI, and documentation bugs, so none is a reliable duplicate anchor.", "canonical_pr_reason": null, - "best_issue_reason": "issue:43986 is the best issue to keep as the cluster representative because it captures a concrete, user-facing failure mode and aligns with the only accepted duplicate edge.", + "best_issue_reason": "No global best issue for deduping; the apparent similarities are broad subsystem matches, not the same concrete code-path problem.", "best_pr_reason": null, "soft_edge_verdicts": [ - { - "left": "issue:43986", - "right": "issue:46726", - "accept": true, - "reason": "Same underlying bug: AutoProcessor fails when the required vision backend is missing, producing a confusing processor/image-processor error." - }, - { - "left": "issue:44222", - "right": "issue:44484", - "accept": false, - "reason": "Both mention saving/model size topics, but one is FP8 MoE save_pretrained and the other is max_shard_size behavior; different bugs." - }, { "left": "issue:44295", "right": "issue:44623", "accept": false, - "reason": "Different failure modes: reading a registered position_ids buffer vs missing files from processor.save_pretrained." + "reason": "Different failures: reading a bufferized field vs missing files on save_pretrained." }, { "left": "issue:44279", "right": "issue:46328", "accept": false, - "reason": "Unrelated topics: a dependency issue versus a pad() performance concern." + "reason": "Generic dependency complaint vs a padding performance regression; unrelated." }, { "left": "issue:44263", "right": "issue:45092", "accept": false, - "reason": "Different code paths and symptoms: torch.split return handling in an indexer vs meta-init incompatibility for InternVL2 checkpoints." + "reason": "Torch.split indexing behavior vs remote-code meta-init incompatibility; different bugs." }, { "left": "issue:44263", "right": "issue:44373", "accept": false, - "reason": "One is a runtime issue in GlmMoeDsaIndexer; the other is a docstring problem about position_ids." + "reason": "Runtime split return issue vs a docstring typo; not the same problem." }, { "left": "issue:41628", "right": "issue:43824", "accept": false, - "reason": "Both are import errors, but for different missing symbols and different model families; not the same bug." + "reason": "Missing different exported symbols: AutoImageProcessor vs Qwen2_5_VLForConditionalGeneration." }, { "left": "issue:46305", "right": "issue:46655", "accept": false, - "reason": "Both involve video processing, but one is a sliding-window off-by-one and the other is padding calculation." + "reason": "Both are video-processing bugs, but they concern different models and different code paths." }, { "left": "issue:44360", "right": "issue:46762", "accept": false, - "reason": "Different ML bugs: missing ReLU in an indexer vs numerical differences in Minimax attention." + "reason": "DSA indexer ReLU omission vs Minimax attention numerical drift; unrelated." }, { - "left": "issue:22355", - "right": "issue:28218", + "left": "issue:43784", + "right": "issue:45600", "accept": false, - "reason": "No module import failure is unrelated to tokenizer added-token spacing." + "reason": "Import NameError in sentence-transformers vs auto_mappings CI break from removed configs." }, { - "left": "issue:22355", - "right": "issue:27957", + "left": "issue:44483", + "right": "issue:45406", "accept": false, - "reason": "Different areas entirely: ONNX import/module availability vs Flash Attention 2 with XLMRoberta." + "reason": "Chat/completions request rejection vs Gemma4Processor missing _tokenizer; different subsystems." }, { - "left": "issue:43784", - "right": "issue:45600", + "left": "issue:22355", + "right": "issue:28218", "accept": false, - "reason": "Import NameError in sentence-transformers is unrelated to stale auto_mappings config references." + "reason": "Missing transformers.onnx module vs tokenizer adding an extra space after an added token." }, { - "left": "issue:44483", - "right": "issue:45406", + "left": "issue:22355", + "right": "issue:27957", "accept": false, - "reason": "Chat/completions request rejection and Gemma4Processor attribute crash are different issues." + "reason": "Missing onnx module import vs XLMRoberta flash-attention behavior; unrelated." }, { "left": "issue:42831", "right": "issue:45310", "accept": false, - "reason": "FP8 accuracy concerns and Qwen3.5 MoE from_pretrained errors are not the same bug." - }, - { - "left": "issue:43756", - "right": "issue:44060", - "accept": false, - "reason": "Different model-specific defects: RoPE layer dropping vs tied-weights warning behavior." + "reason": "FineGrainedFP8 accuracy issue vs Qwen3.5 MoE from_pretrained error; different failures." }, { "left": "issue:44964", "right": "issue:47059", "accept": false, - "reason": "Model loading failure and CLI test breakage from a hub API change are unrelated." + "reason": "Model load failure vs CLI completion regression; not the same bug." }, { - "left": "issue:44188", - "right": "issue:44373", + "left": "issue:43756", + "right": "issue:44060", "accept": false, - "reason": "Attention-kernel divergence under torch.compile is unrelated to a position_ids docstring issue." + "reason": "RoPE layer-count bug vs tied-weights warning bug; different model internals." }, { "left": "issue:43576", "right": "issue:43784", "accept": false, - "reason": "Broken env command and a NameError during sentence-transformers import are different failures." + "reason": "Broken env command vs import-time NameError in sentence-transformers; unrelated." + }, + { + "left": "issue:44188", + "right": "issue:44373", + "accept": false, + "reason": "Attention-kernel divergence under torch.compile vs a docstring issue; no shared bug." }, { "left": "issue:44261", "right": "issue:45092", "accept": false, - "reason": "Precision error from missing rms_norm_eps is unrelated to remote-code/meta-init incompatibility." + "reason": "Missing rms_norm_eps in MLA layernorm vs meta-init incompatibility for old checkpoints." }, { "left": "issue:42796", "right": "issue:43122", "accept": false, - "reason": "Both are tokenizer regressions, but the symptoms and likely root causes differ; not enough to treat as duplicates." + "reason": "Same broad tokenizer area, but one is BPE marker handling in a specific model and the other is a wider version regression." }, { "left": "issue:42831", "right": "issue:44038", "accept": false, - "reason": "General FP8 accuracy issue does not match a Qwen3-VL-Moe from_pretrained bug." + "reason": "FineGrainedFP8 accuracy issue vs Qwen3-VL-Moe bug; different code paths." }, { "left": "issue:44263", "right": "issue:44360", "accept": false, - "reason": "Both mention DSA indexer, but they report different defects: torch.split handling vs missing ReLU." + "reason": "Different DSA-indexer problems: split return handling vs missing ReLU." }, { "left": "issue:43986", "right": "issue:47217", "accept": false, - "reason": "Both are VL/processor-related, but one is missing-backend loading failure and the other is an image-placeholder-in-text bug." + "reason": "Missing torchvision crash vs image-placeholder handling in user text; distinct failures." }, { "left": "issue:43644", "right": "issue:46305", "accept": false, - "reason": "Non-persistent buffer junk and a sliding-window mask off-by-one are unrelated." + "reason": "Non-persistent buffer initialization bug vs sliding-window off-by-one; unrelated." }, { "left": "issue:44829", "right": "issue:46002", "accept": false, - "reason": "Degenerate training with flash_attention_3 is not the same as NaNs during checkout/init." + "reason": "Flash-attention 3 training degeneration vs NaNs after checkout/init; different symptoms and paths." }, { "left": "issue:43540", "right": "issue:46909", "accept": false, - "reason": "Video-input ValueError in Qwen3OmniMoe is unrelated to a broken documentation example." + "reason": "Video-input processing error vs broken documentation example; not the same issue." }, { - "left": "issue:42831", - "right": "issue:45753", + "left": "issue:45381", + "right": "issue:46909", + "accept": false, + "reason": "Qwen2.5-VL video position_ids bug vs a DIA docs example; unrelated." + }, + { + "left": "issue:43408", + "right": "issue:46369", "accept": false, - "reason": "FP8 accuracy issue and Qwen3_5 infinite loop on a specific image are different bugs." + "reason": "Incorrect model-type warning vs memory overflow in a different SAM3 model." }, { "left": "issue:39401", "right": "issue:44568", "accept": false, - "reason": "Different tokenizer regressions affecting different models and behaviors." + "reason": "Different tokenizer regressions: wrong offset mapping vs add_special_tokens not adding BOS/EOS." }, { - "left": "issue:43408", - "right": "issue:46369", + "left": "issue:42886", + "right": "issue:43066", "accept": false, - "reason": "Model type warning on instantiation is unrelated to memory overflow in sam3-litetext." + "reason": "Offline cache-loading failure vs wrong decoder type in v5; separate tokenizer issues." }, { - "left": "issue:45381", - "right": "issue:46909", + "left": "issue:42886", + "right": "issue:42994", "accept": false, - "reason": "Qwen2.5-VL video position_ids bug is unrelated to a DIA documentation example issue." + "reason": "Offline cache-loading failure vs quantized model saving failure; unrelated." } ] }, - "evaluator_result": { - "accept": true, - "feedback": "Grounded overall: the summary stays within the packet, correctly notes there are no PRs, and the non-duplicate verdicts are conservative. The 43986/46726 pair is a reasonable soft duplicate inference from the titles and should be treated as a likely match, not a certainty." - }, - "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 }, @@ -16836,14 +17014,14 @@ "label": "issue", "component_index": 1, "component_count": 28, - "review_unit_index": 55, - "review_unit_count": 67, + "review_unit_index": 56, + "review_unit_count": 68, "status": "reviewed", "reason": null, "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-545", + "cluster_id": "cluster-10000-547", "nodes": [ "issue:22355", "issue:27957", @@ -16856,10 +17034,7 @@ "issue:41628", "issue:42371", "issue:42757", - "issue:42886", "issue:42907", - "issue:42994", - "issue:43066", "issue:43116", "issue:43122", "issue:43329", @@ -16867,6 +17042,7 @@ "issue:43452", "issue:43475", "issue:43646", + "issue:43701", "issue:43824", "issue:43906", "issue:43976", @@ -16883,6 +17059,7 @@ "issue:44829", "issue:44945", "issue:44964", + "issue:44995", "issue:45200", "issue:45216", "issue:45278", @@ -16892,14 +17069,13 @@ "issue:46172", "issue:46326", "issue:46640", + "issue:46697", "issue:47059" ], "soft_pairs": [ - "issue:42886|issue:43066", - "issue:42886|issue:42994", "issue:43646|issue:46002", - "issue:43122|issue:46326", "issue:43329|issue:47059", + "issue:43122|issue:46326", "issue:27957|issue:30990", "issue:30990|issue:33357", "issue:42757|issue:45278", @@ -16909,10 +17085,10 @@ "issue:39401|issue:44521", "issue:42907|issue:44964", "issue:39401|issue:44488", - "issue:44117|issue:44704", "issue:44295|issue:44297", - "issue:41628|issue:45278", + "issue:44117|issue:44704", "issue:43122|issue:44521", + "issue:41628|issue:45278", "issue:42907|issue:44945", "issue:43976|issue:44945", "issue:44704|issue:45290", @@ -16923,227 +17099,226 @@ "issue:43116|issue:45200", "issue:44038|issue:44297", "issue:43122|issue:43906", + "issue:28348|issue:46640", "issue:45216|issue:45478", - "issue:28348|issue:46640" + "issue:43701|issue:44295", + "issue:44995|issue:46697" ], - "prepared_review_unit_hash": "23b85b15c8a58c0ef84f2fb3f3164507222ee7f14abb9648a9fc242b05bf0867", + "prepared_review_unit_hash": "9d8aed0d2456b721fbc18d7eb8f53b83b0306123ed71e1f0187ac338846d6b06", "component_budget": { - "node_count": 545, - "item_count": 545, - "soft_pair_count": 2024, - "serialized_chars": 1046962, - "estimated_input_tokens": 261741, - "estimated_eval_tokens": 523738 + "node_count": 547, + "item_count": 547, + "soft_pair_count": 2032, + "serialized_chars": 1051055, + "estimated_input_tokens": 262764, + "estimated_eval_tokens": 525784 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 30, - "serialized_chars": 36248, - "estimated_input_tokens": 9062, - "estimated_eval_tokens": 18380 + "serialized_chars": 36300, + "estimated_input_tokens": 9075, + "estimated_eval_tokens": 18406 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "Most pairs are false positives across unrelated tokenizer, import, multimodal, and training regressions. The only plausible duplicate is the Qwen3.5 save/load regression pair (45216/45478).", - "confidence": 0.71, - "canonical_issue_reason": "issue:45216 is the clearest root-cause report: it names the 5.4.0 regression and the bad save_pretrained checkpoint, which plausibly explains the related from_pretrained failure in issue:45478.", + "summary": "The cluster is a loose collection of unrelated Transformers bug reports with only superficial overlap in words like import, tokenizer, multimodal, and from_pretrained. I did not find any soft pair that looks like the same underlying bug/change.", + "confidence": 0.62, + "canonical_issue_reason": "issue:39379 is the best anchor in this set: it is open, detailed, and describes a concrete, reproducible bug in a specific code path.", "canonical_pr_reason": null, - "best_issue_reason": "issue:45216 is the most actionable representative issue here because it is specific, version-scoped, and points to the underlying Qwen3.5 serialization bug rather than a downstream symptom.", + "best_issue_reason": "issue:39379 is the strongest standalone issue here because it has a clear symptom, scope, and recent discussion activity.", "best_pr_reason": null, "soft_edge_verdicts": [ - { - "left": "issue:42886", - "right": "issue:43066", - "accept": false, - "reason": "Different bugs: tokenizer cache/offline loading failure vs wrong tokenizer decoder type on save/load." - }, - { - "left": "issue:42886", - "right": "issue:42994", - "accept": false, - "reason": "Unrelated symptoms: offline tokenizer loading vs quantized model saving failure." - }, { "left": "issue:43646", "right": "issue:46002", "accept": false, - "reason": "Both are model-init related at a high level, but they describe different failures and code paths." + "reason": "Both mention initialization, but one is a custom-model init breakage and the other is NaNs in classification heads; different bugs and code paths." }, { - "left": "issue:43122", - "right": "issue:46326", + "left": "issue:43329", + "right": "issue:47059", "accept": false, - "reason": "Both concern tokenization, but one is broad version-to-version drift while the other is a specific mistral_common continue_final_message bug." + "reason": "Completely different subsystems: multimodal token counting vs CLI completion breakage from huggingface_hub." }, { - "left": "issue:43329", - "right": "issue:47059", + "left": "issue:43122", + "right": "issue:46326", "accept": false, - "reason": "Completely different areas: multimodal token counting bug vs CLI test failure in huggingface_hub." + "reason": "Both are tokenizer-related, but one is a tokenization regression across versions and the other is a mistral_common chat-template/continue_final_message bug." }, { "left": "issue:27957", "right": "issue:30990", "accept": false, - "reason": "Flash Attention support for XLMRoberta is not the same as a SentenceTransformers loading hang." + "reason": "Different problems: FlashAttention 2 support for XLM-Roberta vs a Sentence Transformers loading hang." }, { "left": "issue:30990", "right": "issue:33357", "accept": false, - "reason": "Loading hang and Mac bus error are distinct failure modes with different repros." + "reason": "Loading-related wording only; one is a hang, the other is a MacOS bus error on a CLIP model." }, { "left": "issue:42757", "right": "issue:45278", "accept": false, - "reason": "Both are import-related, but one is a specific missing symbol and the other is a broad post-upgrade import regression; not enough evidence of the same defect." + "reason": "Both involve imports, but 42757 is one missing huggingface_hub symbol while 45278 is a broad post-upgrade import regression." }, { "left": "issue:44625", "right": "issue:44829", "accept": false, - "reason": "Different code paths: num_labels propagation vs flash_attention_3 training degeneration." + "reason": "Unrelated: Qwen3.5 num_labels propagation vs flash_attention_3 causing degenerate training." }, { "left": "issue:39379", "right": "issue:46172", "accept": false, - "reason": "Unrelated model internals: mllama mask handling vs deepseek-v4 tensor transpose/dtype bug." + "reason": "Different model families and failures: mllama mask handling vs deepseek-v4 tensor transpose/type code." }, { "left": "issue:22355", "right": "issue:29159", "accept": false, - "reason": "Missing transformers.onnx module is unrelated to slow/fast tokenizer inconsistency." + "reason": "No meaningful overlap beyond transformers/tokenizer naming; ONNX import failure vs slow/fast tokenizer inconsistency." }, { "left": "issue:39401", "right": "issue:44521", "accept": false, - "reason": "Tokenizer offset mapping bug and multimodal assistant_mask bug are different issues." + "reason": "Both touch tokenization, but one is wrong offset_mapping for Qwen3 and the other is multimodal assistant_mask generation." }, { "left": "issue:42907", "right": "issue:44964", "accept": false, - "reason": "Model saving failure and model loading failure are not the same bug." + "reason": "Different model-loading/saving issues for different models; no shared concrete bug." }, { "left": "issue:39401", "right": "issue:44488", "accept": false, - "reason": "Wrong offset_mapping and failure to load a specific model are unrelated." - }, - { - "left": "issue:44117", - "right": "issue:44704", - "accept": false, - "reason": "Tokenizer mapping fallback bug vs AutoProcessor kwargs propagation bug; different loading paths." + "reason": "Wrong offset_mapping in Qwen3 tokenizer is unrelated to loading cjvt/sleng-bert." }, { "left": "issue:44295", "right": "issue:44297", "accept": false, - "reason": "Registering position_ids as a buffer and tokenizer_class mismatch on save are unrelated." + "reason": "Different code paths: reading position_ids after buffer registration vs tokenizer save_pretrained metadata mismatch." }, { - "left": "issue:41628", - "right": "issue:45278", + "left": "issue:44117", + "right": "issue:44704", "accept": false, - "reason": "Specific AutoImageProcessor import error vs broad import errors after upgrade; not the same concrete bug." + "reason": "One is tokenizer mapping lookup returning None; the other is AutoProcessor not forwarding kwargs to cached_file." }, { "left": "issue:43122", "right": "issue:44521", "accept": false, - "reason": "General tokenization differences are not the same as multimodal assistant_mask handling." + "reason": "Both involve tokenizers, but one is version-to-version tokenization drift and the other is multimodal chat template masks." + }, + { + "left": "issue:41628", + "right": "issue:45278", + "accept": false, + "reason": "Generic import errors vs one specific missing AutoImageProcessor import; too broad to be the same bug." }, { "left": "issue:42907", "right": "issue:44945", "accept": false, - "reason": "Quantized model saving failure and pipeline-parallelism output corruption are different defects." + "reason": "Save/dequantization failure is unrelated to incorrect LLM output under pipeline parallelism." }, { "left": "issue:43976", "right": "issue:44945", "accept": false, - "reason": "Python version incompatibility is unrelated to pipeline parallelism output issues." + "reason": "Python version compatibility regression is unrelated to pipeline-parallel output corruption." }, { "left": "issue:44704", "right": "issue:45290", "accept": false, - "reason": "Missing kwargs to cached_file and chat-template crash with tool calls are distinct code paths." + "reason": "Processor kwargs forwarding and assistant-message tool-call crashes are different bugs." }, { "left": "issue:42907", "right": "issue:43452", "accept": false, - "reason": "Quantized save failure and gguf_file loading breakage are different problems." + "reason": "Different failure modes and APIs: dequantized model saving vs gguf_file loading for tokenizer/model classes." }, { "left": "issue:43408", "right": "issue:43475", "accept": false, - "reason": "Model-type warning and missing fpn_position_embeddings attribute are not the same underlying bug." + "reason": "Same SAM3 area but not the same bug: a type warning on instantiation vs a missing attribute at runtime." }, { "left": "issue:43824", "right": "issue:44351", "accept": false, - "reason": "Different missing imports: Qwen2_5_VLForConditionalGeneration vs HybridCache." + "reason": "Both are import errors, but for completely different symbols and causes." }, { "left": "issue:42371", "right": "issue:44263", "accept": false, - "reason": "TF32 settings warning and torch.split return-value bug are unrelated." + "reason": "TF32 settings deprecation warning is unrelated to GlmMoeDsa torch.split behavior." }, { "left": "issue:43116", "right": "issue:45200", "accept": false, - "reason": "Example-script multi-label classification failure and mm_token_type_ids handling are different issues." + "reason": "Different application domains: run_classification.py multi-label output vs Gemma 4 multimodal token-type defaults." }, { "left": "issue:44038", "right": "issue:44297", "accept": false, - "reason": "Qwen3-VL-Moe regression and tokenizer save metadata mismatch are unrelated." + "reason": "Qwen3-VL-Moe regression is unrelated to tokenizer_class metadata in save_pretrained." }, { "left": "issue:43122", "right": "issue:43906", "accept": false, - "reason": "Broad tokenization drift and an isolated reproduction of another issue are not enough to call duplicates." + "reason": "43906 is only a reproduction reference; there is no evidence it is the same tokenization bug as 43122." + }, + { + "left": "issue:28348", + "right": "issue:46640", + "accept": false, + "reason": "Both mention Flash Attention 2, but they target different reports/models and are not the same concrete bug." }, { "left": "issue:45216", "right": "issue:45478", - "accept": true, - "reason": "Both point to the same Qwen3.5 regression introduced in 5.4.0 across save_pretrained/from_pretrained; the save path likely produces the invalid checkpoint that triggers the load error." + "accept": false, + "reason": "Both are Qwen3.5 regressions, but one is save_pretrained checkpoint correctness and the other is from_pretrained loading failure; too different to merge." }, { - "left": "issue:28348", - "right": "issue:46640", + "left": "issue:43701", + "right": "issue:44295", + "accept": false, + "reason": "Checkpoint resume key mismatch is unrelated to a position_ids buffer access error." + }, + { + "left": "issue:44995", + "right": "issue:46697", "accept": false, - "reason": "Different models and different Flash Attention 2 reports; not the same concrete bug." + "reason": "Different components and symptoms: GlmMoeDsa second-pass cache crash vs Swin2SR image over-padding." } ] }, - "evaluator_result": { - "accept": true, - "feedback": "The summary is grounded in the packet and stays conservative. The only accepted pair, 45216/45478, is plausibly the same Qwen3.5 save/load regression, and the rest of the pairwise rejections are appropriately cautious rather than overclaimed." - }, - "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 }, @@ -17151,18 +17326,19 @@ "label": "issue", "component_index": 1, "component_count": 28, - "review_unit_index": 56, - "review_unit_count": 67, + "review_unit_index": 57, + "review_unit_count": 68, "status": "reviewed", "reason": null, "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-545", + "cluster_id": "cluster-10000-547", "nodes": [ "issue:22355", "issue:29127", "issue:36296", + "issue:38617", "issue:39379", "issue:39401", "issue:42175", @@ -17175,23 +17351,23 @@ "issue:43278", "issue:43493", "issue:43611", - "issue:43701", "issue:43976", "issue:44038", + "issue:44075", "issue:44188", "issue:44222", - "issue:44295", "issue:44351", "issue:44360", "issue:44483", "issue:44485", "issue:44610", "issue:44625", + "issue:44936", "issue:44938", "issue:44945", - "issue:44995", "issue:45072", "issue:45083", + "issue:45278", "issue:45357", "issue:45446", "issue:45478", @@ -17201,7 +17377,6 @@ "issue:46231", "issue:46328", "issue:46614", - "issue:46697", "issue:46762", "issue:46877", "issue:46909", @@ -17209,21 +17384,19 @@ "issue:47312" ], "soft_pairs": [ - "issue:43701|issue:44295", - "issue:44995|issue:46697", "issue:43278|issue:44945", "issue:44360|issue:44485", - "issue:22355|issue:29127", "issue:42175|issue:44938", "issue:44038|issue:44222", + "issue:22355|issue:29127", "issue:46172|issue:46762", "issue:43493|issue:45753", "issue:42222|issue:47312", "issue:39379|issue:43232", "issue:44188|issue:46328", "issue:39401|issue:46614", - "issue:42673|issue:45072", "issue:45357|issue:45478", + "issue:42673|issue:45072", "issue:42757|issue:44351", "issue:36296|issue:43116", "issue:44483|issue:47217", @@ -17233,186 +17406,195 @@ "issue:42898|issue:46614", "issue:43976|issue:45446", "issue:45083|issue:45446", - "issue:43611|issue:46002" + "issue:43611|issue:46002", + "issue:38617|issue:45278", + "issue:43116|issue:43493", + "issue:44075|issue:44936" ], - "prepared_review_unit_hash": "13124b28fdf0856750dcc0194792152e73b1d1f6e07b027dac6c49bde35074d9", + "prepared_review_unit_hash": "4edb1d5232d4867f4c5c10c58651d44621e9dcecee97f755261dc1884434bdbb", "component_budget": { - "node_count": 545, - "item_count": 545, - "soft_pair_count": 2024, - "serialized_chars": 1046962, - "estimated_input_tokens": 261741, - "estimated_eval_tokens": 523738 + "node_count": 547, + "item_count": 547, + "soft_pair_count": 2032, + "serialized_chars": 1051055, + "estimated_input_tokens": 262764, + "estimated_eval_tokens": 525784 }, "budget": { "node_count": 47, "item_count": 47, - "soft_pair_count": 25, - "serialized_chars": 34082, - "estimated_input_tokens": 8521, - "estimated_eval_tokens": 17298 + "soft_pair_count": 26, + "serialized_chars": 34334, + "estimated_input_tokens": 8584, + "estimated_eval_tokens": 17424 }, "overflow_policy": "truncate_then_skip", - "trimmed": false, - "aggressively_trimmed": false, - "split": true, - "analyst_result": { - "summary": "The set is highly heterogeneous: most items are unrelated model, tokenizer, environment, or documentation bugs. None of the soft pairs look like true duplicates of the same underlying fix, so I would not merge any of them into a single canonical bug/PR cluster.", - "confidence": 0.94, - "canonical_issue_reason": "Issue 39379 is the most concrete, current, and technically well-scoped bug report in the set, with a specific failing code path (`full_text_row_masked_out_mask` in mllama).", - "canonical_pr_reason": null, - "best_issue_reason": "Issue 39379 is the best representative issue because it is an active, clearly described regression with a narrow fix surface; the rest are either broader, older, or less directly actionable.", - "best_pr_reason": null, - "soft_edge_verdicts": [ - { - "left": "issue:43701", - "right": "issue:44295", - "accept": false, - "reason": "Different bugs: checkpoint key mismatch vs reading `position_ids` after buffer registration." - }, - { - "left": "issue:44995", - "right": "issue:46697", - "accept": false, - "reason": "Unrelated failures: stale indexer cache on second forward vs image over-padding." - }, + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The cluster is heterogeneous: most items are unrelated bug reports that only share broad subsystem or regression themes. None of the soft pairs look like the same underlying bug/change, so all should be rejected. No PRs are present.", + "confidence": 0.96, + "canonical_issue_reason": "If a single issue must represent this cluster, issue:45278 is the broadest user-facing regression report, but the set is not a true duplicate cluster and it does not subsume the others.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45278 is the most generally phrased, high-level regression report among the issues, so it is the least bad representative if one is required.", + "best_pr_reason": null, + "soft_edge_verdicts": [ { "left": "issue:43278", "right": "issue:44945", "accept": false, - "reason": "Different code paths: dtype drift in eval vs incorrect output under pipeline parallelism." + "reason": "Different failures: dtype drift between train/eval vs incorrect output under pipeline parallelism." }, { "left": "issue:44360", "right": "issue:44485", "accept": false, - "reason": "Different model internals and symptoms: DSA indexer math vs GLM-5 RoPE implementation." - }, - { - "left": "issue:22355", - "right": "issue:29127", - "accept": false, - "reason": "Import error for `transformers.onnx` vs LayoutLMv3 error-message clarity issue." + "reason": "Unrelated topics: DSA indexer/ReLU discussion vs GLM-5 RoPE implementation." }, { "left": "issue:42175", "right": "issue:44938", "accept": false, - "reason": "Environment/install backend packaging issue vs Python 3.14 load failure; not the same defect." + "reason": "One is missing tensorflow in an install extra; the other is a Python 3.14 load failure." }, { "left": "issue:44038", "right": "issue:44222", "accept": false, - "reason": "Both mention MoE, but one is a Qwen3-VL-Moe load bug and the other is FP8 save_pretrained behavior." + "reason": "Both mention MoE, but one is a from_pretrained regression and the other is FP8 save_pretrained behavior." + }, + { + "left": "issue:22355", + "right": "issue:29127", + "accept": false, + "reason": "Import path error for transformers.onnx vs a LayoutLMv3 error-message clarity issue." }, { "left": "issue:46172", "right": "issue:46762", "accept": false, - "reason": "Different models and different numerical issues; no shared code-path evidence." + "reason": "Different model/math issues: DeepSeek comb transpose/dtype bug vs Minimax attention numerics." }, { "left": "issue:43493", "right": "issue:45753", "accept": false, - "reason": "SigLIP2 implementation mismatch vs Qwen3.5 image infinite loop; distinct bugs." + "reason": "SigLIP2 implementation discrepancy vs Qwen3_5 infinite loop on a specific image are different bugs." }, { "left": "issue:42222", "right": "issue:47312", "accept": false, - "reason": "Vitpose model breakage vs kernel compatibility problem; unrelated." + "reason": "VitPose model breakage is unrelated to kernel-version incompatibility." }, { "left": "issue:39379", "right": "issue:43232", "accept": false, - "reason": "mllama mask handling vs generation kwargs update after sync_gpus; different components." + "reason": "mllama mask handling and generation kwargs after sync_gpus are separate code paths." }, { "left": "issue:44188", "right": "issue:46328", "accept": false, - "reason": "torch.compile attention-kernel divergence vs feature-extractor padding performance; unrelated." + "reason": "Attention-kernel divergence on torch.compile is unrelated to SequenceFeatureExtractor.pad performance." }, { "left": "issue:39401", "right": "issue:46614", "accept": false, - "reason": "Qwen3 tokenizer offset mapping bug vs Wav2Vec2 phonemizer backend staleness; different tokenization subsystems." + "reason": "Qwen3 tokenizer offset mapping bug vs stale espeak backend state in phonemization." }, { - "left": "issue:42673", - "right": "issue:45072", + "left": "issue:45357", + "right": "issue:45478", "accept": false, - "reason": "VRAM leak in multi-threaded Qwen3ForCausalLM vs dtype mismatch CI failure; no shared bug." + "reason": "Both involve Qwen3.5/Moe regressions, but one is save_pretrained key serialization and the other is from_pretrained loading." }, { - "left": "issue:45357", - "right": "issue:45478", + "left": "issue:42673", + "right": "issue:45072", "accept": false, - "reason": "Different Qwen3.5 issues: incorrect visual encoder keys on save vs from_pretrained error." + "reason": "VRAM leak in multithreaded dataloader use is not the same as CI bfloat16 dtype mismatches." }, { "left": "issue:42757", "right": "issue:44351", "accept": false, - "reason": "Both are import errors, but for different symbols and different packages." + "reason": "Different import symbols from different packages; same symptom class, not the same bug." }, { "left": "issue:36296", "right": "issue:43116", "accept": false, - "reason": "Tensor parallel training bug vs example script multi-label classification behavior; not the same issue." + "reason": "Tensor parallel training bug vs multi-label classification example script returning empty results are distinct problems." }, { "left": "issue:44483", "right": "issue:47217", "accept": false, - "reason": "API request rejection vs VL image-placeholder handling; different failure layers." + "reason": "Chat-completions API acceptance failure is unrelated to VL image-placeholder handling." }, { "left": "issue:46231", "right": "issue:46877", "accept": false, - "reason": "Documentation parameter mismatch vs import-time doc-lint stdout noise; unrelated." + "reason": "Documentation parameter-name mismatch vs auto_docstring printing lint diagnostics at import time." }, { "left": "issue:44610", "right": "issue:46909", "accept": false, - "reason": "Processor/model input size bug vs broken documentation example; different kinds of problems." + "reason": "OmDet-Turbo processor image-size mismatch vs a broken DIA documentation example." }, { "left": "issue:44625", "right": "issue:46002", "accept": false, - "reason": "Config propagation bug vs NaNs in classification heads; distinct defects." + "reason": "Qwen3.5 num_labels propagation bug and NaNs in classification heads are not the same underlying issue." }, { "left": "issue:42898", "right": "issue:46614", "accept": false, - "reason": "Tokenization cleanup behavior change vs stale phonemizer backend; different mechanisms." + "reason": "Tokenization cleanup behavior change vs phonemizer backend caching are unrelated." }, { "left": "issue:43976", "right": "issue:45446", "accept": false, - "reason": "Python-version compatibility bug vs PyTorch version check for AuxRequest import; unrelated version checks." + "reason": "Python version support/load failure is a different regression from a PyTorch version-check bug in flex_attention." }, { "left": "issue:45083", "right": "issue:45446", "accept": false, - "reason": "Qwen3 Omni helper behavior vs flex_attention import gating; no shared underlying bug." + "reason": "qwen3_omni_moe feature-length helper behavior is unrelated to flex_attention import gating." }, { "left": "issue:43611", "right": "issue:46002", "accept": false, - "reason": "Base-model-prefix loading regression vs classification-head NaNs; unrelated." + "reason": "base_model_prefix loading regression and classification-head NaNs affect different subsystems and failure modes." + }, + { + "left": "issue:38617", + "right": "issue:45278", + "accept": false, + "reason": "A single missing import symbol is not the same as a broad set of import errors after upgrade." + }, + { + "left": "issue:43116", + "right": "issue:43493", + "accept": false, + "reason": "Example-script multi-label output bug vs SigLIP2 HF/JAX numerical discrepancy." + }, + { + "left": "issue:44075", + "right": "issue:44936", + "accept": false, + "reason": "Optimizer SGD arguments not being used is unrelated to train-then-evaluate failure." } ] }, @@ -17427,19 +17609,19 @@ "label": "issue", "component_index": 1, "component_count": 28, - "review_unit_index": 57, - "review_unit_count": 67, + "review_unit_index": 58, + "review_unit_count": 68, "status": "reviewed", "reason": null, "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-545", + "cluster_id": "cluster-10000-547", "nodes": [ "issue:33453", - "issue:38617", "issue:39379", "issue:39401", + "issue:42222", "issue:42371", "issue:42617", "issue:42673", @@ -17448,7 +17630,6 @@ "issue:43066", "issue:43116", "issue:43208", - "issue:43493", "issue:43618", "issue:43673", "issue:43688", @@ -17458,17 +17639,16 @@ "issue:43874", "issue:43937", "issue:43992", - "issue:44075", "issue:44117", "issue:44291", "issue:44355", + "issue:44466", "issue:44485", "issue:44704", "issue:44779", - "issue:44936", + "issue:44977", "issue:45071", "issue:45081", - "issue:45278", "issue:45341", "issue:45362", "issue:45405", @@ -17476,6 +17656,7 @@ "issue:45478", "issue:45563", "issue:45588", + "issue:46002", "issue:46231", "issue:46328", "issue:46710", @@ -17483,25 +17664,23 @@ "issue:46829", "issue:46894", "issue:46981", + "issue:47000", "issue:47116" ], "soft_pairs": [ - "issue:38617|issue:45278", - "issue:43116|issue:43493", - "issue:44075|issue:44936", "issue:43066|issue:44779", "issue:42673|issue:42796", - "issue:43937|issue:44485", "issue:45362|issue:45478", + "issue:43937|issue:44485", "issue:43066|issue:46710", - "issue:46726|issue:46981", "issue:43618|issue:46829", + "issue:46726|issue:46981", "issue:43116|issue:43825", "issue:44355|issue:46231", "issue:43827|issue:45446", "issue:42371|issue:43874", - "issue:43992|issue:44704", "issue:44291|issue:45071", + "issue:43992|issue:44704", "issue:45405|issue:45446", "issue:44117|issue:45588", "issue:39379|issue:43688", @@ -17509,208 +17688,211 @@ "issue:44117|issue:45081", "issue:43673|issue:46328", "issue:42617|issue:45341", - "issue:46328|issue:47116", "issue:43937|issue:45563", - "issue:43208|issue:46894", + "issue:46328|issue:47116", "issue:43064|issue:43673", - "issue:33453|issue:39401" + "issue:43208|issue:46894", + "issue:33453|issue:39401", + "issue:43937|issue:44977", + "issue:44466|issue:46002", + "issue:42222|issue:47000" ], - "prepared_review_unit_hash": "9bd7d8eb5f36bbbe20cd059eb90823d24f4771d014bd0e2ed955f0cf20da21d1", + "prepared_review_unit_hash": "0aeadea37a57b5f51070be63e33a3eb58478ce195ce518a32beabe759b954d43", "component_budget": { - "node_count": 545, - "item_count": 545, - "soft_pair_count": 2024, - "serialized_chars": 1046962, - "estimated_input_tokens": 261741, - "estimated_eval_tokens": 523738 + "node_count": 547, + "item_count": 547, + "soft_pair_count": 2032, + "serialized_chars": 1051055, + "estimated_input_tokens": 262764, + "estimated_eval_tokens": 525784 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 28, - "serialized_chars": 35913, - "estimated_input_tokens": 8979, - "estimated_eval_tokens": 18214 + "serialized_chars": 35990, + "estimated_input_tokens": 8998, + "estimated_eval_tokens": 18252 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "The set is mostly a loose v5/regression-themed cluster, but the soft pairs are different concrete bugs or docs issues rather than true duplicates. No soft edge looks safe to merge.", - "confidence": 0.71, - "canonical_issue_reason": "issue:45278 is the broadest, most umbrella-like report here: a v5 upgrade causing multiple import errors. It is a better cluster anchor than the highly specific model/tokenizer bugs.", + "summary": "This cluster is mostly a collection of unrelated Transformers regressions that only share broad v5/tokenizer/model-family similarity. None of the soft edges look like the same concrete bug, so I would reject them all. The closest thing to a hub is the v5 tokenizer issue, but it does not represent the full cluster well.", + "confidence": 0.72, + "canonical_issue_reason": "issue:43066 is the broadest and most central of the tokenizer/v5 regressions in this set, so it is the best available issue anchor, even though it does not actually subsume most of the other reports.", "canonical_pr_reason": null, - "best_issue_reason": "issue:45278 is the most representative issue for the overall regression/import-error theme and is broad enough to sit near the center of this cluster.", + "best_issue_reason": "issue:43066 is the closest representative issue for the recurring v5 tokenizer-loading/decoder behavior subset; the rest of the items are too heterogeneous to share one true canonical bug.", "best_pr_reason": null, "soft_edge_verdicts": [ - { - "left": "issue:38617", - "right": "issue:45278", - "accept": false, - "reason": "Both are import-related, but one is a specific missing symbol while the other is a broad upgrade regression with many import errors; not the same bug." - }, - { - "left": "issue:43116", - "right": "issue:43493", - "accept": false, - "reason": "Different failures: empty multi-label classification results vs SigLIP2 implementation discrepancy." - }, - { - "left": "issue:44075", - "right": "issue:44936", - "accept": false, - "reason": "Unrelated code paths: SGD optimizer args ignored vs trainer.evaluate() failing after train()." - }, { "left": "issue:43066", "right": "issue:44779", "accept": false, - "reason": "Both are tokenizer regressions, but for different models and different concrete symptoms; not one underlying defect." + "reason": "Both are tokenizer-related v5 regressions, but one is a decoder-type/loading issue and the other is DeepSeek tokenization correctness; different failure modes." }, { "left": "issue:42673", "right": "issue:42796", "accept": false, - "reason": "VRAM leak in Qwen3 dataloader threads is unrelated to a Ministral tokenizer BPE-marker bug." + "reason": "VRAM leak in multi-dataloader threads is unrelated to Ministral tokenizer BPE-marker handling." }, { - "left": "issue:43937", - "right": "issue:44485", + "left": "issue:45362", + "right": "issue:45478", "accept": false, - "reason": "Same model family, but GenerationConfig validation and RoPE implementation are distinct bugs." + "reason": "Both involve Qwen3.5, but one is a chat crash and the other is a from_pretrained/MoE loading error; not the same bug." }, { - "left": "issue:45362", - "right": "issue:45478", + "left": "issue:43937", + "right": "issue:44485", "accept": false, - "reason": "Different Qwen3.5 failures: chat crash vs from_pretrained error on MoE models." + "reason": "GenerationConfig validation and GLM-5 RoPE implementation are different code paths and symptoms." }, { "left": "issue:43066", "right": "issue:46710", "accept": false, - "reason": "Tokenizer decoder-type bug is not the same as a DeepSeek accuracy regression after upgrade." + "reason": "Tokenizer decoder type mismatch is not the same as a DeepSeek-R1 accuracy regression after upgrade." }, { - "left": "issue:46726", - "right": "issue:46981", + "left": "issue:43618", + "right": "issue:46829", "accept": false, - "reason": "Both involve AutoProcessor.from_pretrained, but one is missing-vision-backend handling and the other is retry behavior on 429s." + "reason": "CLIPOutput attentions missing and VideoPrism hidden_states misassigned are separate output-shaping bugs." }, { - "left": "issue:43618", - "right": "issue:46829", + "left": "issue:46726", + "right": "issue:46981", "accept": false, - "reason": "Different output-field bugs in different models; no shared concrete code-path failure." + "reason": "Missing vision backend error handling is unrelated to repeated HTTP 429 retries in AutoProcessor.from_pretrained." }, { "left": "issue:43116", "right": "issue:43825", "accept": false, - "reason": "Classification script empty outputs is unrelated to a pipeline error-message regression." + "reason": "Multi-label classification example bug and pipeline translation error-message bug affect different scripts and paths." }, { "left": "issue:44355", "right": "issue:46231", "accept": false, - "reason": "Compiled Python file errors and a documentation parameter-name mismatch are not duplicates." + "reason": "Compiled Python file errors and set_training() doc/parameter mismatch are unrelated." }, { "left": "issue:43827", "right": "issue:45446", "accept": false, - "reason": "Docs referencing removed pipeline APIs and a flex_attention version-check bug are unrelated." + "reason": "Docs still mentioning pipeline() and the AuxRequest PyTorch version check are unrelated issues." }, { "left": "issue:42371", "right": "issue:43874", "accept": false, - "reason": "TF32 API guidance and a missing GLM46VImageProcessorFast method are different issues." + "reason": "TF32 API-settings guidance and GLM46V image-patch counting are unrelated." }, { - "left": "issue:43992", - "right": "issue:44704", + "left": "issue:44291", + "right": "issue:45071", "accept": false, - "reason": "Missing embed token weights and AutoProcessor kwargs forwarding are separate loading bugs." + "reason": "init_empty_weights/_is_hf_initialized loading error and PretrainedConfig type checking are separate v5 regressions." }, { - "left": "issue:44291", - "right": "issue:45071", + "left": "issue:43992", + "right": "issue:44704", "accept": false, - "reason": "Unexpected _is_hf_initialized handling and PretrainedConfig type-checking are different breakages." + "reason": "Missing embed_tokens.weight in UMT5Encoder and AutoProcessor not forwarding kwargs are different loading bugs." }, { "left": "issue:45405", "right": "issue:45446", "accept": false, - "reason": "A dependency version bump problem is unrelated to a PyTorch import/version-check bug." + "reason": "PEFT version bump issue is unrelated to the AuxRequest import/version-check problem." }, { "left": "issue:44117", "right": "issue:45588", "accept": false, - "reason": "Tokenizer mapping fallback and flash_attention s_aux=None crashes are unrelated failures." + "reason": "TOKENIZER_MAPPING_NAMES None-handling and flash_attention s_aux=None crash are different failure points." }, { "left": "issue:39379", "right": "issue:43688", "accept": false, - "reason": "mllama masking logic and auxiliary-loss normalization are different model-specific bugs." + "reason": "mllama mask handling and auxiliary-loss normalization are unrelated modeling bugs." }, { "left": "issue:43824", "right": "issue:46981", "accept": false, - "reason": "Missing Qwen2.5-VL import and HTTP 429 retry behavior are unrelated." + "reason": "Qwen2.5-VL import failure and repeated 429 retries are unrelated." }, { "left": "issue:44117", "right": "issue:45081", "accept": false, - "reason": "A mapping-lookup None bug is not the same as a Mistral regex-patching AttributeError." + "reason": "Tokenizer mapping None-handling and Mistral regex patch crash are distinct tokenizer-path issues." }, { "left": "issue:43673", "right": "issue:46328", "accept": false, - "reason": "Generation cache handling and feature-extractor padding performance are unrelated." + "reason": "Cache-missing generation bug and SequenceFeatureExtractor.pad performance issue are unrelated." }, { "left": "issue:42617", "right": "issue:45341", "accept": false, - "reason": "3d_parallel.py runtime failure and a testing_utils bug do not share the same underlying defect." + "reason": "3d_parallel.py runtime failure and a testing_utils.py bug do not look like the same bug." + }, + { + "left": "issue:43937", + "right": "issue:45563", + "accept": false, + "reason": "Invalid GenerationConfig and stale num_return_sequences warning in paged generate are different behaviors." }, { "left": "issue:46328", "right": "issue:47116", "accept": false, - "reason": "Padding performance regression and streaming pipeline regression are different code paths." + "reason": "Padding performance inefficiency and streaming pipeline regression are not the same code-path problem." }, { - "left": "issue:43937", - "right": "issue:45563", + "left": "issue:43064", + "right": "issue:43673", "accept": false, - "reason": "Invalid generation config and a stale warning about num_return_sequences are not the same bug." + "reason": "Optimizer-state corruption under FSDP2/PEFT and missing GenerationMixin cache are unrelated training vs generation bugs." }, { "left": "issue:43208", "right": "issue:46894", "accept": false, - "reason": "xLSTM training blockers and CohereASR double-shift loss bug are unrelated model/training issues." + "reason": "xLSTM training blockers and CohereASR double-shift loss bug are different model-specific training issues." }, { - "left": "issue:43064", - "right": "issue:43673", + "left": "issue:33453", + "right": "issue:39401", "accept": false, - "reason": "Wrong optimizer state placement in FSDP2/PEFT is unrelated to a missing generation cache in chunked prefill." + "reason": "Tokenizer loading regression and Qwen3 offset_mapping bug are both tokenizer-adjacent but not the same defect." }, { - "left": "issue:33453", - "right": "issue:39401", + "left": "issue:43937", + "right": "issue:44977", + "accept": false, + "reason": "GLM-5 GenerationConfig validation and Qwen3.5 flash-attention generation issues are separate problems." + }, + { + "left": "issue:44466", + "right": "issue:46002", + "accept": false, + "reason": "lm_head serialization inconsistency and NaNs in classification heads after checkout/init are unrelated." + }, + { + "left": "issue:42222", + "right": "issue:47000", "accept": false, - "reason": "Both are tokenizer regressions, but they affect different tokenizers and different failure modes." + "reason": "vitpose model breakage and RTDetrLoss infeasible cost matrix are different model/task failures." } ] }, @@ -17725,20 +17907,21 @@ "label": "issue", "component_index": 1, "component_count": 28, - "review_unit_index": 58, - "review_unit_count": 67, + "review_unit_index": 59, + "review_unit_count": 68, "status": "reviewed", "reason": null, "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-545", + "cluster_id": "cluster-10000-547", "nodes": [ "issue:38617", "issue:39379", "issue:39401", "issue:41628", "issue:42222", + "issue:43097", "issue:43122", "issue:43408", "issue:43441", @@ -17750,24 +17933,24 @@ "issue:44263", "issue:44380", "issue:44410", - "issue:44466", "issue:44483", + "issue:44493", "issue:44496", "issue:44704", "issue:44779", "issue:44829", "issue:44877", - "issue:44977", + "issue:44964", "issue:45071", "issue:45092", "issue:45216", + "issue:45278", "issue:45310", "issue:45341", "issue:45440", "issue:45464", "issue:45561", "issue:45632", - "issue:46002", "issue:46077", "issue:46231", "issue:46298", @@ -17778,229 +17961,221 @@ "issue:46762", "issue:46897", "issue:46981", - "issue:47000", "issue:47059", "issue:47110" ], "soft_pairs": [ - "issue:43937|issue:44977", - "issue:44466|issue:46002", - "issue:42222|issue:47000", "issue:43450|issue:43986", "issue:43408|issue:43742", "issue:44380|issue:46077", "issue:45071|issue:46512", "issue:45092|issue:46762", - "issue:39379|issue:46897", "issue:42222|issue:43441", - "issue:42222|issue:46752", + "issue:39379|issue:46897", "issue:44877|issue:46231", + "issue:42222|issue:46752", "issue:45632|issue:46981", "issue:44263|issue:46762", "issue:44483|issue:45464", "issue:39401|issue:44779", "issue:44829|issue:45216", "issue:45341|issue:45561", - "issue:45071|issue:47059", "issue:45440|issue:46328", + "issue:45071|issue:47059", "issue:44410|issue:45310", "issue:39401|issue:46710", - "issue:43937|issue:44496", "issue:38617|issue:44220", - "issue:44704|issue:47110", + "issue:43937|issue:44496", "issue:43122|issue:46298", - "issue:38617|issue:41628" + "issue:38617|issue:41628", + "issue:44964|issue:45278", + "issue:44704|issue:47110", + "issue:43097|issue:44493" ], - "prepared_review_unit_hash": "efece29bf703a0eab9bae3f7c6b28fc5455919a6fcf3288f085cf70e41967dbb", + "prepared_review_unit_hash": "40f1e842881fb24a6eb2fbce15b4333b6276b735e4533b0fa2bc88acf8010e99", "component_budget": { - "node_count": 545, - "item_count": 545, - "soft_pair_count": 2024, - "serialized_chars": 1046962, - "estimated_input_tokens": 261741, - "estimated_eval_tokens": 523738 + "node_count": 547, + "item_count": 547, + "soft_pair_count": 2032, + "serialized_chars": 1051055, + "estimated_input_tokens": 262764, + "estimated_eval_tokens": 525784 }, "budget": { "node_count": 47, "item_count": 47, - "soft_pair_count": 27, - "serialized_chars": 35070, - "estimated_input_tokens": 8768, - "estimated_eval_tokens": 17792 + "soft_pair_count": 26, + "serialized_chars": 34727, + "estimated_input_tokens": 8682, + "estimated_eval_tokens": 17620 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "The cluster is mostly a set of unrelated Transformers issues that only look similar at a high level (v5 regressions, model loading, tokenization, and attention-backend bugs). I found no soft pair that is the same underlying bug or change, so all soft edges should be rejected.", - "confidence": 0.86, - "canonical_issue_reason": "Issue 45071 is the broadest and most central version-regression report in the set, and it best represents the cluster\u2019s recurring config/type-checking load failures without overfitting to one model family.", - "canonical_pr_reason": null, - "best_issue_reason": "Issue 45071 is the best overall issue candidate because it captures the most general v5 breakage theme present in the cluster and is more representative than the highly model-specific reports.", - "best_pr_reason": null, + "summary": "All soft pairs are false positives: the items span unrelated bugs and regressions across different models, loaders, tokenizers, processors, and configs. No single canonical issue/PR emerges from this set.", + "confidence": 0.97, + "canonical_issue_reason": "No canonical issue: the candidate set is heterogeneous and does not reflect one underlying bug or code path.", + "canonical_pr_reason": "No PRs are present in the input.", + "best_issue_reason": "No issue is a strong cluster representative; none of the items recur as the same defect across multiple pairs.", + "best_pr_reason": "No PRs are present in the input.", "soft_edge_verdicts": [ - { - "left": "issue:43937", - "right": "issue:44977", - "accept": false, - "reason": "Both involve generation/attention problems, but one is a GenerationConfig validation failure and the other is a Qwen3.5 flash-attention generation bug; different code paths and symptoms." - }, - { - "left": "issue:44466", - "right": "issue:46002", - "accept": false, - "reason": "Serialization of lm_head.weight and NaNs during checkout/init are unrelated failure modes." - }, - { - "left": "issue:42222", - "right": "issue:47000", - "accept": false, - "reason": "VitPose model breakage and RTDetrLoss infeasible-cost-matrix errors are entirely different model/code-path bugs." - }, { "left": "issue:43450", "right": "issue:43986", "accept": false, - "reason": "Batched video processor shape handling and missing-torchvision AutoProcessor crash are distinct issues." + "reason": "Different failures: batched video processor output shape vs AutoProcessor crash without torchvision." }, { "left": "issue:43408", "right": "issue:43742", "accept": false, - "reason": "A model-type mismatch warning for sam3_tracker is not the same as a key error while loading MobileLLM-125M." + "reason": "Unrelated problems: model-type warning for sam3 variants vs key error loading MobileLLM-125M." }, { "left": "issue:44380", "right": "issue:46077", "accept": false, - "reason": "Both concern attention behavior, but GPT2 scaling under SDPA/FlashAttention and Gemma4 bidirectional-mask construction are different concrete bugs." + "reason": "Both are attention-related, but they affect different models and different bugs (GPT2 scaling vs Gemma4 mask construction)." }, { "left": "issue:45071", "right": "issue:46512", "accept": false, - "reason": "PretrainedConfig type-checking breakage is separate from dtype propagation staleness in from_config()." + "reason": "Type-checking regression in config vs stale dtype metadata after from_config; not the same code-path bug." }, { "left": "issue:45092", "right": "issue:46762", "accept": false, - "reason": "Remote-code/meta-init incompatibility and Minimax attention numerical differences are different underlying problems." - }, - { - "left": "issue:39379", - "right": "issue:46897", - "accept": false, - "reason": "mllama mask handling and Florence2 training-loss double-shift are not the same bug." + "reason": "Different model behavior: meta-init incompatibility for old InternVL2 checkpoints vs numerical mismatch in Minimax MSA attention." }, { "left": "issue:42222", "right": "issue:43441", "accept": false, - "reason": "VitPose model breakage and Ministral-3 FlashAttention failure are unrelated model-specific regressions." + "reason": "Both mention model loading/runtime issues, but one is vitpose breakage and the other is FlashAttention failure for Ministral-3." }, { - "left": "issue:42222", - "right": "issue:46752", + "left": "issue:39379", + "right": "issue:46897", "accept": false, - "reason": "VitPose loading/runtime breakage and empty-list apply_chat_template crash are different APIs and code paths." + "reason": "Different underlying defects: mllama mask handling vs Florence2 training-loss double-shift." }, { "left": "issue:44877", "right": "issue:46231", "accept": false, - "reason": "Strict config loading for granite_speech is unrelated to a documentation parameter-name mismatch." + "reason": "Strict config loading vs documentation parameter-name mismatch; these are not the same bug." + }, + { + "left": "issue:42222", + "right": "issue:46752", + "accept": false, + "reason": "Completely different surfaces: vitpose model breakage vs empty-list crash in apply_chat_template." }, { "left": "issue:45632", "right": "issue:46981", "accept": false, - "reason": "Local-model cache-path collisions and repeated 429 retries in AutoProcessor.from_pretrained are different failure modes." + "reason": "Both involve loading helpers, but cache-path collisions and repeated 429 retries are separate issues." }, { "left": "issue:44263", "right": "issue:46762", "accept": false, - "reason": "torch.split return handling in GlmMoeDsaIndexer is not the same as Minimax MSA attention numerical divergence." + "reason": "Different code paths: torch.split handling in GlmMoeDsaIndexer vs attention numerical parity in Minimax." }, { "left": "issue:44483", "right": "issue:45464", "accept": false, - "reason": "Both mention chat/completions, but one is request acceptance in v5.3 and the other is streaming failure on Qwen3.5-0.8B; not the same concrete bug." + "reason": "Both hit chat/completions, but one is request validation and the other is streaming inference on a specific model." }, { "left": "issue:39401", "right": "issue:44779", "accept": false, - "reason": "Different tokenizer regressions on different models; too vague to treat as one duplicate." + "reason": "Tokenizer bugs in different families: Qwen3 offset mapping vs DeepSeek tokenization changes." }, { "left": "issue:44829", "right": "issue:45216", "accept": false, - "reason": "FlashAttention-3 training degeneration and save_pretrained checkpoint serialization are separate issues." + "reason": "Different regressions: FlashAttention-3 training degeneration vs save_pretrained checkpoint corruption." }, { "left": "issue:45341", "right": "issue:45561", "accept": false, - "reason": "A small testing_utils bug and a pytest-xdist race on captured_info.txt are related in area but not the same underlying defect." + "reason": "The first is a small testing_utils bug; the second is an xdist race in patched testing utils." }, { - "left": "issue:45071", - "right": "issue:47059", + "left": "issue:45440", + "right": "issue:46328", "accept": false, - "reason": "PretrainedConfig type-checking regression and CLI breakage with huggingface_hub 1.22.0 are unrelated." + "reason": "Different subsystems and effects: DeepSeekV3MoE divergence vs a padding performance issue in SequenceFeatureExtractor." }, { - "left": "issue:45440", - "right": "issue:46328", + "left": "issue:45071", + "right": "issue:47059", "accept": false, - "reason": "DeepseekV3MoE parity divergence and SequenceFeatureExtractor.pad performance waste are different bugs." + "reason": "Broad version-related failures, but one is config type checking and the other is a CLI test break from a hub API change." }, { "left": "issue:44410", "right": "issue:45310", "accept": false, - "reason": "Missing qkv/gate projections in qwen3next layer 0 and Qwen3.5 MoE from_pretrained failure are not the same concrete issue." + "reason": "Related Qwen family, but one is missing projections in qwen3next and the other is a from_pretrained error for Qwen3.5 MoE." }, { "left": "issue:39401", "right": "issue:46710", "accept": false, - "reason": "Tokenizer offset_mapping regression and DeepSeek-R1 accuracy regression are not the same bug." - }, - { - "left": "issue:43937", - "right": "issue:44496", - "accept": false, - "reason": "Invalid GenerationConfig and unrecognized model/config.json loading failure are distinct load-time errors." + "reason": "Both are tokenizer/model regressions, but they affect different model families and different failure modes." }, { "left": "issue:38617", "right": "issue:44220", "accept": false, - "reason": "Importing layer_type_validation and _torch_extract_fbank_features are unrelated import/runtime issues." + "reason": "ImportError for a removed symbol vs audio feature extraction bug; unrelated root causes." }, { - "left": "issue:44704", - "right": "issue:47110", + "left": "issue:43937", + "right": "issue:44496", "accept": false, - "reason": "Passing kwargs to cached_file and special_tokens being a list instead of a dict are different parameter-handling bugs." + "reason": "Different validation failures: invalid GenerationConfig for GLM-5 vs unrecognized model/config loading error for Olmo-Hybrid." }, { "left": "issue:43122", "right": "issue:46298", "accept": false, - "reason": "Tokenization regression across versions and a noisy logging message are unrelated." + "reason": "Tokenization regression vs a noisy logging message; not the same underlying defect." }, { "left": "issue:38617", "right": "issue:41628", "accept": false, - "reason": "Two different import errors in transformers, but no evidence they share the same missing export or code path." + "reason": "Both are import failures, but for different symbols and different release regressions." + }, + { + "left": "issue:44964", + "right": "issue:45278", + "accept": false, + "reason": "Specific model-loading failure vs broad import errors after upgrade; too general and not the same bug." + }, + { + "left": "issue:44704", + "right": "issue:47110", + "accept": false, + "reason": "AutoProcessor kwargs/cached-file behavior is unrelated to the special_tokens list/dict attribute error." + }, + { + "left": "issue:43097", + "right": "issue:44493", + "accept": false, + "reason": "Different regressions around config/model defaults: removed tie_embeddings flag vs unexpected position-id keys." } ] }, @@ -18015,14 +18190,14 @@ "label": "issue", "component_index": 1, "component_count": 28, - "review_unit_index": 59, - "review_unit_count": 67, + "review_unit_index": 60, + "review_unit_count": 68, "status": "reviewed", "reason": null, "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-545", + "cluster_id": "cluster-10000-547", "nodes": [ "issue:27957", "issue:29925", @@ -18043,6 +18218,7 @@ "issue:43874", "issue:43931", "issue:43957", + "issue:43986", "issue:44038", "issue:44075", "issue:44077", @@ -18054,18 +18230,17 @@ "issue:44410", "issue:44484", "issue:44485", - "issue:44493", "issue:44829", - "issue:44964", "issue:44987", "issue:45071", - "issue:45278", "issue:45310", "issue:45341", + "issue:45372", "issue:45478", "issue:45542", "issue:45588", "issue:45656", + "issue:46050", "issue:46752", "issue:46762", "issue:46897", @@ -18074,23 +18249,21 @@ "issue:47448" ], "soft_pairs": [ - "issue:44964|issue:45278", - "issue:43097|issue:44493", "issue:42371|issue:42831", "issue:42371|issue:44261", "issue:44261|issue:46762", "issue:44077|issue:46981", - "issue:43208|issue:46897", "issue:43931|issue:44410", + "issue:43208|issue:46897", "issue:44038|issue:44230", "issue:43066|issue:43122", "issue:44484|issue:45310", "issue:44075|issue:45656", - "issue:29925|issue:30947", "issue:43673|issue:45341", - "issue:43097|issue:43452", - "issue:44263|issue:44485", "issue:44410|issue:45478", + "issue:44263|issue:44485", + "issue:43097|issue:43452", + "issue:29925|issue:30947", "issue:43931|issue:44038", "issue:43957|issue:44351", "issue:45071|issue:45542", @@ -18102,210 +18275,212 @@ "issue:44117|issue:44987", "issue:46752|issue:47116", "issue:43097|issue:45588", - "issue:27957|issue:43352" + "issue:27957|issue:43352", + "issue:43986|issue:45372", + "issue:43097|issue:46050" ], - "prepared_review_unit_hash": "ae3d4286f5afdcd7a33b64ad6013c7d691f5d7de9d39573341c2681a075c19b0", + "prepared_review_unit_hash": "1474972751fd8630fd1f1a3eab21be7d88a16366c3059bb558b71b52e8c3f82e", "component_budget": { - "node_count": 545, - "item_count": 545, - "soft_pair_count": 2024, - "serialized_chars": 1046962, - "estimated_input_tokens": 261741, - "estimated_eval_tokens": 523738 + "node_count": 547, + "item_count": 547, + "soft_pair_count": 2032, + "serialized_chars": 1051055, + "estimated_input_tokens": 262764, + "estimated_eval_tokens": 525784 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 29, - "serialized_chars": 35969, - "estimated_input_tokens": 8993, - "estimated_eval_tokens": 18242 + "serialized_chars": 36080, + "estimated_input_tokens": 9020, + "estimated_eval_tokens": 18296 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "These are mostly unrelated Transformers v5/v5.x regression reports spanning tokenization, model loading, FlashAttention, dtype handling, and optimizer/runtime behavior. No soft pair looks like the same concrete bug with enough specificity to merge.", - "confidence": 0.74, - "canonical_issue_reason": "issue:45278 is the broadest, most representative regression report in the set: it captures multiple import failures after upgrading to 5.5.0, which aligns with the cluster\u2019s general v5 breakage theme.", + "summary": "This cluster is mostly a collection of loosely related Transformers bug reports spanning tokenizer, generation, model-loading, and precision issues. I do not see any soft-edge pair that is clearly the same underlying bug/change. ", + "confidence": 0.82, + "canonical_issue_reason": "issue:45310 is the clearest concrete bug report in the set, and it appears to be the main report for the Qwen3.5 MoE from_pretrained failure that later resurfaced as issue:45478.", "canonical_pr_reason": null, - "best_issue_reason": "issue:45278 is the best umbrella issue because it is the most general user-facing regression report and could reasonably subsume several narrower v5 import/loading complaints.", + "best_issue_reason": "issue:45310 is the most representative issue here because it describes a specific reproducible failure with a clear model/version scope.", "best_pr_reason": null, "soft_edge_verdicts": [ - { - "left": "issue:44964", - "right": "issue:45278", - "accept": false, - "reason": "Both mention upgrade-era breakage, but one is a specific model load failure and the other is a broad import-error report; not the same bug." - }, - { - "left": "issue:43097", - "right": "issue:44493", - "accept": false, - "reason": "Removed-API complaint vs. unexpected position-id key errors are different failure modes and code paths." - }, { "left": "issue:42371", "right": "issue:42831", "accept": false, - "reason": "TF32 API/settings guidance and FineGrainedFP8 accuracy problems are unrelated." + "reason": "Both concern numeric behavior, but one is TF32 API guidance and the other is FineGrainedFP8 accuracy; different bugs." }, { "left": "issue:42371", "right": "issue:44261", "accept": false, - "reason": "TF32 control behavior and MLA layernorm epsilon precision drift are distinct issues." + "reason": "Unrelated precision complaints; TF32 control guidance vs a layernorm epsilon mismatch." }, { "left": "issue:44261", "right": "issue:46762", "accept": false, - "reason": "Both are numerical issues, but they concern different models and different root causes." + "reason": "Different models and failure modes: MLA epsilon precision error vs Minimax MSA numerical differences." }, { "left": "issue:44077", "right": "issue:46981", "accept": false, - "reason": "PatchTSMixer post_init gating and HF_ENDPOINT 429 retry behavior are unrelated." + "reason": "Optimizer behavior in training vs repeated HTTP retries during AutoProcessor loading; not the same bug." }, { - "left": "issue:43208", - "right": "issue:46897", + "left": "issue:43931", + "right": "issue:44410", "accept": false, - "reason": "Both are training bugs, but they affect different models and symptom patterns; not one concrete bug." + "reason": "Both touch Qwen3-VL-family models, but one is a weight-shape load error and the other is missing projections; distinct issues." }, { - "left": "issue:43931", - "right": "issue:44410", + "left": "issue:43208", + "right": "issue:46897", "accept": false, - "reason": "Qwen3-VL weight-shape mismatch and qwen3next missing projections are different model-loading defects." + "reason": "Both mention training bugs, but xLSTM multi-bug report and Florence2 double-shift are separate code paths." }, { "left": "issue:44038", "right": "issue:44230", "accept": false, - "reason": "General Qwen3-VL-Moe failure vs. fp8 support request/inference issue; too different to merge." + "reason": "One is a Transformers v5 bug for Qwen3-VL-Moe, the other is an fp8 support request; not the same underlying issue." }, { "left": "issue:43066", "right": "issue:43122", "accept": false, - "reason": "Tokenizer decoder-type mismatch may affect tokenization, but the titles do not establish the same underlying bug as the cross-version tokenization change report." + "reason": "Tokenizer decoder-type bug vs broader tokenization difference across versions; related area but not the same defect." }, { "left": "issue:44484", "right": "issue:45310", "accept": false, - "reason": "save_pretrained shard-size question is unrelated to Qwen3.5 MoE from_pretrained failure." + "reason": "max_shard_size/save_pretrained behavior is unrelated to the Qwen3.5 MoE from_pretrained error." }, { "left": "issue:44075", "right": "issue:45656", "accept": false, - "reason": "SGD argument handling and double optimizer stepping in DeepSpeed are different optimizer bugs." - }, - { - "left": "issue:29925", - "right": "issue:30947", - "accept": false, - "reason": "Tokenizer fast-mode enforcement and BOS/EOS flag handling are separate tokenizer configuration issues." + "reason": "Different optimizer problems: ignored SGD args vs optimizer.step being called twice with deepspeed." }, { "left": "issue:43673", "right": "issue:45341", "accept": false, - "reason": "Generation cache regression and a testing_utils bug are unrelated." + "reason": "Generation cache regression vs a testing_utils bug; no shared code-path." }, { - "left": "issue:43097", - "right": "issue:43452", + "left": "issue:44410", + "right": "issue:45478", "accept": false, - "reason": "Removed encoder-decoder tie embeddings API and gguf_file loading breakage are different problems." + "reason": "Missing Qwen3next projections is a model-architecture issue, not the Qwen3.5 MoE from_pretrained failure." }, { "left": "issue:44263", "right": "issue:44485", "accept": false, - "reason": "torch.split return handling in a MoE indexer and GLM-5 RoPE implementation are not the same bug." + "reason": "torch.split return values in an indexer and GLM-5 RoPE implementation are different bugs." }, { - "left": "issue:44410", - "right": "issue:45478", + "left": "issue:43097", + "right": "issue:43452", + "accept": false, + "reason": "Encoder-decoder embedding API removal and gguf_file loading breakage are unrelated." + }, + { + "left": "issue:29925", + "right": "issue:30947", "accept": false, - "reason": "Both are Qwen3-family reports, but one is missing projections in qwen3next and the other is a Qwen3.5 MoE loading error." + "reason": "Tokenizer fast-mode enforcement and LLaMA3 BOS/EOS handling are separate tokenizer issues." }, { "left": "issue:43931", "right": "issue:44038", "accept": false, - "reason": "Both involve Qwen3 models, but one is a weight mismatch on load and the other is a MoE/fp8 issue." + "reason": "Weight-shape mismatch on Qwen3-VL-30B vs a Transformers v5 FlashAttention-related bug on Qwen3-VL-Moe; not the same failure." }, { "left": "issue:43957", "right": "issue:44351", "accept": false, - "reason": "Meta-device model loading failures and HybridCache import errors are distinct regressions." + "reason": "Meta-device loading failures and HybridCache import errors are unrelated." }, { "left": "issue:45071", "right": "issue:45542", "accept": false, - "reason": "PretrainedConfig type checking breakage and TensorBoard-without-TF backend errors are unrelated." + "reason": "PretrainedConfig type-checking regression and TensorBoard-without-TensorFlow backend error are different issues." }, { "left": "issue:45341", "right": "issue:47448", "accept": false, - "reason": "A testing utility bug and Gemma4 architecture recognition failure have no concrete overlap." + "reason": "Testing utility bug vs Gemma 4 architecture recognition issue; no common underlying change." }, { "left": "issue:43441", "right": "issue:44829", "accept": false, - "reason": "FlashAttention support failure for a specific model and degenerate training with flash_attention_3 are different code paths and symptoms." + "reason": "FlashAttention support failure for Ministral vs degenerate training with flash_attention_3; different models and symptoms." }, { "left": "issue:43012", "right": "issue:43577", "accept": false, - "reason": "bfloat16 compile warning and BLIP2 dtype propagation issues are both dtype-related but not the same concrete defect." + "reason": "bfloat16 warning during compile and Blip2 dtype propagation bug are distinct dtype-related issues." }, { "left": "issue:43874", "right": "issue:44261", "accept": false, - "reason": "Missing image-patch count method and MLA norm-epsilon precision issue are unrelated multimodal/model bugs." + "reason": "Missing image-patch count method and missing rms_norm_eps are unrelated implementation bugs." }, { "left": "issue:43531", "right": "issue:45341", "accept": false, - "reason": "Qwen3-MoE sliding-window behavior and a testing utility bug are unrelated." + "reason": "Qwen3-MoE sliding_window issue is unrelated to a testing utility bug." }, { "left": "issue:44117", "right": "issue:44987", "accept": false, - "reason": "Tokenizer mapping None handling and a specific model loading failure do not clearly point to the same root cause." + "reason": "TOKENIZER_MAPPING_NAMES None handling and model loading failure for physical-intelligence/fast are different problems." }, { "left": "issue:46752", "right": "issue:47116", "accept": false, - "reason": "Empty-list chat-template crash and streaming pipeline regression are different failures." + "reason": "Empty-list chat template crash and streaming pipeline regression are not the same code path." }, { "left": "issue:43097", "right": "issue:45588", "accept": false, - "reason": "Removed tie-embeddings API and flash_attention.py crashing on s_aux=None are unrelated." + "reason": "Removed tie_embeddings API and flash_attention.py s_aux=None crash are unrelated." }, { "left": "issue:27957", "right": "issue:43352", "accept": false, - "reason": "XLM-RoBERTa FlashAttention 2 support and Nemotron FlashAttention 2 support are model-specific support issues, not the same bug." + "reason": "Both mention Flash Attention 2, but they target different models and different support gaps." + }, + { + "left": "issue:43986", + "right": "issue:45372", + "accept": false, + "reason": "AutoProcessor without torchvision crash and ReasoningEffort import error are unrelated processor-loading problems." + }, + { + "left": "issue:43097", + "right": "issue:46050", + "accept": false, + "reason": "Encoder-decoder embedding API removal and sinq save/load breakage do not share the same defect." } ] }, @@ -18320,20 +18495,21 @@ "label": "issue", "component_index": 1, "component_count": 28, - "review_unit_index": 60, - "review_unit_count": 67, + "review_unit_index": 61, + "review_unit_count": 68, "status": "reviewed", "reason": null, "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-545", + "cluster_id": "cluster-10000-547", "nodes": [ "issue:29159", "issue:30947", "issue:33453", "issue:34567", "issue:38617", + "issue:41950", "issue:42757", "issue:42907", "issue:43012", @@ -18359,12 +18535,10 @@ "issue:44936", "issue:45103", "issue:45341", - "issue:45372", "issue:45375", "issue:45440", "issue:45478", "issue:45753", - "issue:46050", "issue:46123", "issue:46172", "issue:46298", @@ -18379,13 +18553,11 @@ "issue:46981" ], "soft_pairs": [ - "issue:43986|issue:45372", - "issue:43097|issue:46050", "issue:29159|issue:30947", "issue:44263|issue:46172", "issue:44484|issue:45478", - "issue:43097|issue:43873", "issue:44360|issue:46172", + "issue:43097|issue:43873", "issue:44261|issue:44485", "issue:43208|issue:43550", "issue:45753|issue:46369", @@ -18401,223 +18573,218 @@ "issue:43673|issue:46123", "issue:30947|issue:33453", "issue:43874|issue:44263", - "issue:46172|issue:46710", "issue:44936|issue:46365", + "issue:46172|issue:46710", "issue:46298|issue:46752", "issue:44038|issue:44410", "issue:46655|issue:46664", "issue:44704|issue:45103", + "issue:38617|issue:41950", "issue:43986|issue:44484", "issue:38617|issue:42757" ], - "prepared_review_unit_hash": "51383cca95b08f64043eea3223584f759fd84f917eec15f4174909bc8cf057f8", + "prepared_review_unit_hash": "c9ecb84a404de7a0bb93b89a3ba6df394c96636c04bc4301f5e0b79fe6a74f06", "component_budget": { - "node_count": 545, - "item_count": 545, - "soft_pair_count": 2024, - "serialized_chars": 1046962, - "estimated_input_tokens": 261741, - "estimated_eval_tokens": 523738 + "node_count": 547, + "item_count": 547, + "soft_pair_count": 2032, + "serialized_chars": 1051055, + "estimated_input_tokens": 262764, + "estimated_eval_tokens": 525784 }, "budget": { - "node_count": 48, - "item_count": 48, - "soft_pair_count": 30, - "serialized_chars": 36256, - "estimated_input_tokens": 9064, - "estimated_eval_tokens": 18384 + "node_count": 47, + "item_count": 47, + "soft_pair_count": 29, + "serialized_chars": 35309, + "estimated_input_tokens": 8828, + "estimated_eval_tokens": 17912 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "The proposed soft pairs are mostly false positives: they share broad subsystem keywords (tokenizers, processors, model loading, quantization, DeepSeek/Qwen, etc.) but not the same concrete bug or fix path. I would not merge any of them as duplicates.", - "confidence": 0.92, - "canonical_issue_reason": "No single canonical issue fits this set: the items are heterogeneous across unrelated tokenizer, training, import, processor, quantization, and model-architecture bugs.", + "summary": "This is a noisy, heterogeneous cluster of Transformers issues; the soft pairs mostly share only a broad subsystem name and do not look like the same underlying bug, so no duplicates are accepted.", + "confidence": 0.91, + "canonical_issue_reason": "issue:29159 is the broadest and earliest tokenizer-facing report, so it is the best available anchor for this mixed cluster, but it is not a true canonical duplicate.", "canonical_pr_reason": null, - "best_issue_reason": "No global best issue; this is not a coherent duplicate cluster, so any single issue would misrepresent the set.", + "best_issue_reason": "Same as above: it is the most generic representative of the tokenizer subset, but the cluster is too diverse to treat it as a real duplicate hub.", "best_pr_reason": null, "soft_edge_verdicts": [ - { - "left": "issue:43986", - "right": "issue:45372", - "accept": false, - "reason": "Both are processor-loading import failures, but one is about missing torchvision and the other about a missing mistral_common symbol; different dependency paths and fixes." - }, - { - "left": "issue:43097", - "right": "issue:46050", - "accept": false, - "reason": "One is a removed model attribute in v5.0, the other is a quantization save/load regression; unrelated failure modes." - }, { "left": "issue:29159", "right": "issue:30947", "accept": false, - "reason": "Both involve tokenizers, but one is slow/fast tokenizer inconsistency and the other is LLaMA3 BOS/EOS handling; not the same bug." + "reason": "Both are tokenizer-related, but one is about slow/fast tokenizer inconsistency while the other is LLaMA3 special-token injection not taking effect." }, { "left": "issue:44263", "right": "issue:46172", "accept": false, - "reason": "Different model families and different code paths: a torch.split indexing bug vs a dtype/transpose issue in DeepSeek-v4." + "reason": "Unrelated bugs: torch.split return handling in one issue versus a DeepSeek-V4 tensor transpose/computation problem in the other." }, { "left": "issue:44484", "right": "issue:45478", "accept": false, - "reason": "A save_pretrained sharding-size question is unrelated to a Qwen3.5 MoE from_pretrained error." + "reason": "A save_pretrained shard-size question is not the same as a Qwen3.5 MoE from_pretrained error." }, { - "left": "issue:43097", - "right": "issue:43873", + "left": "issue:44360", + "right": "issue:46172", "accept": false, - "reason": "Removed embedding-tie API and offloading-with-quantization are separate features with different bugs." + "reason": "Different code paths and symptoms: DSA indexer missing a ReLU versus a DeepSeek-V4 tensor operation bug." }, { - "left": "issue:44360", - "right": "issue:46172", + "left": "issue:43097", + "right": "issue:43873", "accept": false, - "reason": "One reports a missing ReLU in a DSA indexer, the other a DeepSeek-v4 tensor conversion/transpose problem." + "reason": "One is about a removed config flag in v5.0.0, the other about quantization/offloading behavior; not the same bug." }, { "left": "issue:44261", "right": "issue:44485", "accept": false, - "reason": "Different model-specific correctness issues: RMS norm epsilon precision mismatch vs GLM-5 RoPE implementation." + "reason": "MLA q_a_layernorm precision/EPS handling is unrelated to the GLM-5 RoPE implementation issue." }, { "left": "issue:43208", "right": "issue:43550", "accept": false, - "reason": "xLSTM training bugs for small models and Bamba SDPA/torch.compile failure are unrelated." + "reason": "Different model families and failure modes: xLSTM training bugs versus Bamba-9B torch.compile+SDPA failure." }, { "left": "issue:45753", "right": "issue:46369", "accept": false, - "reason": "An image-triggered infinite loop and a memory overflow in a different model are not the same bug." + "reason": "A Qwen3 image-specific infinite loop is unrelated to the Trainer import conflict caused by datasets." }, { "left": "issue:42907", "right": "issue:43937", "accept": false, - "reason": "Saving dequantized Ministrals/Devstrals and an invalid GenerationConfig in GLM-5 are separate issues." + "reason": "Saving dequantized models and invalid GenerationConfig are separate problems with different triggers." }, { "left": "issue:45440", "right": "issue:46172", "accept": false, - "reason": "Both mention DeepSeek, but one is a broader implementation divergence and the other is a specific tensor op bug." + "reason": "DeepSeekV3MoE divergence from remote implementation is not the same as the DeepSeek-V4 comb transpose bug." }, { "left": "issue:43986", "right": "issue:45341", "accept": false, - "reason": "Processor-loading import crash and a testing_utils bug do not share a code path." + "reason": "Loading a video model without torchvision and a testing_utils bug are unrelated." }, { "left": "issue:44246", "right": "issue:46981", "accept": false, - "reason": "Import slowdown and repeated 429 retry behavior are both performance-related, but not the same defect." + "reason": "Import slowness in transformers and repeated 429 retry behavior in AutoProcessor are different issues." }, { "left": "issue:44117", "right": "issue:46701", "accept": false, - "reason": "A tokenizer mapping None-handling bug and a DiffusionGemma pipeline failure are unrelated." + "reason": "TOKENIZER_MAPPING_NAMES returning None is unrelated to an image-text-to-text pipeline failure." }, { "left": "issue:43012", "right": "issue:46821", "accept": false, - "reason": "A PyTorch precision warning and a TimesFM window_size AttributeError are different problems." + "reason": "A PyTorch precision warning from bf16 compilation is not the same as a TimesFM window_size AttributeError." }, { "left": "issue:44062", "right": "issue:44117", "accept": false, - "reason": "AddedToken special-argument handling and TOKENIZER_MAPPING_NAMES None-handling are separate tokenizer bugs." + "reason": "AddedToken constructor argument collision is a different tokenizer bug from TOKENIZER_MAPPING_NAMES returning None." }, { "left": "issue:30947", "right": "issue:34567", "accept": false, - "reason": "Special-token insertion and TrainerState token counting are unrelated trainer/tokenizer concerns." + "reason": "Special-token insertion not applying is unrelated to TrainerState num_input_tokens_seen not updating." }, { "left": "issue:44410", "right": "issue:45375", "accept": false, - "reason": "Both are Qwen-family issues, but one is missing projections and the other is a missing config field silently dropped by strict validation." + "reason": "Missing projections in qwen3next and missing deepstack_visual_indexes in config are different model/config issues." }, { "left": "issue:43673", "right": "issue:46123", "accept": false, - "reason": "Generation cache missing in chunked prefill and final-batch is_last handling in MaskGenerationPipeline are different control-flow bugs." + "reason": "GenerationMixin cache handling during chunked_prefill is unrelated to MaskGenerationPipeline dropping final partial-batch results." }, { "left": "issue:30947", "right": "issue:33453", "accept": false, - "reason": "LLaMA3 special-token application and tokenizer loading regression are related only at a very high level." + "reason": "LLaMA3 BOS/EOS behavior and tokenizer loading regression are different tokenizer failures." }, { "left": "issue:43874", "right": "issue:44263", "accept": false, - "reason": "GLM46V image-processor API absence and GlmMoeDsaIndexer torch.split behavior are unrelated." + "reason": "A missing image-processor method in GLM46V is unrelated to the torch.split return-value issue." }, { - "left": "issue:46172", - "right": "issue:46710", + "left": "issue:44936", + "right": "issue:46365", "accept": false, - "reason": "A specific DeepSeek-v4 tensor operation bug is not the same as an accuracy regression after upgrading Transformers." + "reason": "trainer.evaluate after train and import failure due to datasets are not the same bug." }, { - "left": "issue:44936", - "right": "issue:46365", + "left": "issue:46172", + "right": "issue:46710", "accept": false, - "reason": "Trainer.evaluate post-train failure and inability to import Trainer due to datasets are separate trainer/import issues." + "reason": "DeepSeek-V4 tensor math and an accuracy regression after upgrading Transformers are different problems." }, { "left": "issue:46298", "right": "issue:46752", "accept": false, - "reason": "A noisy logging message and an empty-list chat template crash are unrelated." + "reason": "A noisy logging message is unrelated to apply_chat_template crashing on an empty list." }, { "left": "issue:44038", "right": "issue:44410", "accept": false, - "reason": "General Qwen3-VL-Moe bug and qwen3next missing projections are distinct model-specific issues." + "reason": "A Qwen3-VL-Moe bug and qwen3next missing projections are separate model-specific failures." }, { "left": "issue:46655", "right": "issue:46664", "accept": false, - "reason": "Both are SmolVLM video-processor bugs, but one is padding calculation and the other is num_frames semantics; not the same fix." + "reason": "Both are SmolVLM video-processor issues, but one is padding calculation and the other is num_frames semantics." }, { "left": "issue:44704", "right": "issue:45103", "accept": false, - "reason": "AutoProcessor kwargs forwarding and auto_docstring annotations handling are unrelated code paths." + "reason": "Passing kwargs to cached_file and an auto_docstring crash with future annotations are unrelated." + }, + { + "left": "issue:38617", + "right": "issue:41950", + "accept": false, + "reason": "ImportError for layer_type_validation and a video-classification pipeline using image processors are different bugs." }, { "left": "issue:43986", "right": "issue:44484", "accept": false, - "reason": "Processor import failure and max_shard_size behavior in save_pretrained are unrelated." + "reason": "A torchvision-dependent video-model crash is not the same as a save_pretrained shard-size question." }, { "left": "issue:38617", "right": "issue:42757", "accept": false, - "reason": "Different missing imports from different packages: transformers.configuration_utils vs huggingface_hub." + "reason": "Two different import errors in different modules; they do not point to one shared underlying bug." } ] }, @@ -18632,20 +18799,19 @@ "label": "issue", "component_index": 1, "component_count": 28, - "review_unit_index": 61, - "review_unit_count": 67, + "review_unit_index": 62, + "review_unit_count": 68, "status": "reviewed", "reason": null, "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-545", + "cluster_id": "cluster-10000-547", "nodes": [ "issue:30947", "issue:33357", + "issue:36010", "issue:36683", - "issue:38617", - "issue:41950", "issue:42175", "issue:42757", "issue:42890", @@ -18653,6 +18819,7 @@ "issue:43012", "issue:43064", "issue:43066", + "issue:43097", "issue:43208", "issue:43352", "issue:43502", @@ -18691,7 +18858,6 @@ "issue:47276" ], "soft_pairs": [ - "issue:38617|issue:41950", "issue:43064|issue:44315", "issue:42890|issue:46298", "issue:44380|issue:46421", @@ -18711,232 +18877,247 @@ "issue:44734|issue:47116", "issue:43827|issue:47116", "issue:36683|issue:43582", - "issue:30947|issue:33357", - "issue:44077|issue:46365", "issue:44380|issue:45479", + "issue:44077|issue:46365", "issue:43352|issue:43976", - "issue:43992|issue:44484", + "issue:30947|issue:33357", "issue:44380|issue:46132", - "issue:44162|issue:46172", + "issue:43992|issue:44484", "issue:42175|issue:46365", + "issue:44162|issue:46172", "issue:42757|issue:43824", "issue:43756|issue:44485", - "issue:43012|issue:47276" + "issue:43012|issue:47276", + "issue:36010|issue:42757", + "issue:43097|issue:46298", + "issue:43352|issue:44380" ], - "prepared_review_unit_hash": "76f3c6cef593644d533ef26836554146fb62b7c95d3991dad064bafa980d5428", + "prepared_review_unit_hash": "a55b39f94d787e8440cdf2668ae0e802f5be7b7e1292d7a87f31924a1ea6e2c1", "component_budget": { - "node_count": 545, - "item_count": 545, - "soft_pair_count": 2024, - "serialized_chars": 1046962, - "estimated_input_tokens": 261741, - "estimated_eval_tokens": 523738 + "node_count": 547, + "item_count": 547, + "soft_pair_count": 2032, + "serialized_chars": 1051055, + "estimated_input_tokens": 262764, + "estimated_eval_tokens": 525784 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 31, - "serialized_chars": 36854, - "estimated_input_tokens": 9214, - "estimated_eval_tokens": 18684 + "soft_pair_count": 33, + "serialized_chars": 37452, + "estimated_input_tokens": 9363, + "estimated_eval_tokens": 18982 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is a heterogeneous mix of unrelated issues across imports, model loading, training, pipelines, warnings, and model-specific regressions. None of the soft pairs look like true duplicates; they are mostly lexical similarities only.", - "confidence": 0.97, - "canonical_issue_reason": "No single canonical issue fits this cluster: the items are not one underlying bug family, so picking a representative issue would be misleading.", + "summary": "This is a heterogeneous set of mostly unrelated issues; the soft matches are keyword-level similarities, not shared underlying bugs or changes, so none should be merged as duplicates.", + "confidence": 0.96, + "canonical_issue_reason": "No clear canonical issue: the items span unrelated bugs in loading, training, pipelines, imports, docs, tests, and model-specific behavior.", "canonical_pr_reason": null, - "best_issue_reason": "No global best issue for deduplication; there is no single issue that plausibly represents the whole cluster.", + "best_issue_reason": "No single issue is a good global representative because the cluster is not actually about one bug/change.", "best_pr_reason": null, "soft_edge_verdicts": [ - { - "left": "issue:38617", - "right": "issue:41950", - "accept": false, - "reason": "ImportError for a missing utility vs video-classification selecting the wrong processor type; unrelated failures." - }, { "left": "issue:43064", "right": "issue:44315", "accept": false, - "reason": "FSDP2/PEFT optimizer-state corruption vs Liger Kernel not applied in model_init; different training-path bugs." + "reason": "Different failures: FSDP2/PEFT optimizer-state mismatch vs Liger Kernel application with model_init." }, { "left": "issue:42890", "right": "issue:46298", "accept": false, - "reason": "Flaky test seeding issue vs noisy logging message; no shared underlying defect." + "reason": "Unrelated: flaky SamHQ integration tests from missing seeds vs a noisy logging message." }, { "left": "issue:44380", "right": "issue:46421", "accept": false, - "reason": "GPT2 attention scaling ignored in SDPA/FlashAttention vs lazy cache init causing recompilation; different code paths." + "reason": "Different code paths: GPT2 attention scaling under SDPA/FlashAttention vs chunked-prefill cache lazy initialization recompilation." }, { "left": "issue:44451", "right": "issue:47116", "accept": false, - "reason": "Model loading failure for one checkpoint vs streaming pipeline regression; unrelated symptoms and fixes." + "reason": "Model loading failure for a specific checkpoint vs streaming pipeline regression; no shared underlying bug." }, { "left": "issue:43502", "right": "issue:43992", "accept": false, - "reason": "Unexpected network calls with local_files_only vs missing embed_tokens.weight in UMT5Encoder loading; distinct bugs." + "reason": "Offline-download behavior vs missing encoder weight loading; different subsystems and symptoms." }, { "left": "issue:44938", "right": "issue:46178", "accept": false, - "reason": "Python 3.14 load failure vs invalid backend name tensorflow_text; unrelated environment/backend issues." + "reason": "Python 3.14 import/load failure vs invalid backend mapping for tensorflow_text; not the same bug." }, { "left": "issue:43208", "right": "issue:43526", "accept": false, - "reason": "xLSTM training bugs for small models vs BeitImageProcessorFast label reduction bug; different models and logic." + "reason": "xLSTM training blockers vs BeitImageProcessorFast label reduction bug; unrelated." }, { "left": "issue:43012", "right": "issue:43550", "accept": false, - "reason": "bfloat16 compilation warning vs Bamba SDPA torch.compile failure; one is a warning, the other a runtime bug." + "reason": "PyTorch warning during bfloat16 compilation vs Bamba SDPA torch.compile failure; different issues." }, { "left": "issue:43064", "right": "issue:47116", "accept": false, - "reason": "Distributed optimizer-state bug vs streaming pipeline regression; no shared code-path problem." + "reason": "Optimizer-state mismatch in Trainer/FSDP2/PEFT vs streaming pipeline regression; no common code-path problem." }, { "left": "issue:45712", "right": "issue:46298", "accept": false, - "reason": "Leftover dummy PT classes vs noisy logging; unrelated maintenance and logging issues." + "reason": "Dummy class cleanup/check_repo issue vs noisy logging; unrelated." }, { "left": "issue:43066", "right": "issue:43906", "accept": false, - "reason": "Wrong tokenizer decoder type in v5 vs isolated reproduction of another issue; not the same defect." + "reason": "Tokenizer decoder type regression in v5 vs isolated reproduction of another issue; not the same concrete bug." }, { "left": "issue:42907", "right": "issue:45753", "accept": false, - "reason": "Failed dequantized save for Ministrals/Devstrals vs Qwen3_5 infinite image loop; unrelated model behaviors." + "reason": "Saving dequantized Ministrals/Devstrals vs Qwen3_5 image infinite loop; unrelated model behaviors." }, { "left": "issue:42907", "right": "issue:44655", "accept": false, - "reason": "Saving dequantized models vs saving Pipeline objects; both are save-related but not the same concrete bug." + "reason": "Both mention saving, but one is dequantized model save failure and the other is Pipeline.save_pretrained; different objects and failure modes." }, { "left": "issue:45584", "right": "issue:46365", "accept": false, - "reason": "Whisper empty transcription failure vs import Trainer blocked by datasets; unrelated behaviors." + "reason": "Whisper empty-transcription generation bug vs import failure caused by datasets; unrelated." }, { "left": "issue:43825", "right": "issue:44655", "accept": false, - "reason": "Bad pipeline task error message vs inability to save Pipeline objects; different pipeline code paths." + "reason": "Pipeline() error messaging vs saving Pipeline objects; same word, different bugs." }, { "left": "issue:43012", "right": "issue:44368", "accept": false, - "reason": "Generic compile warning vs Qwen3.5 tie_word_embeddings warning; both are warnings but not the same bug." + "reason": "Compilation warning vs tie_word_embeddings warning in a fine-tuning setup; no shared root cause." }, { "left": "issue:44734", "right": "issue:47116", "accept": false, - "reason": "KV-cache continuation crash in serve API vs streaming pipeline regression; different serving surfaces." + "reason": "KV-cache continuation tensor indexing crash in serve vs streaming pipeline regression; distinct serving paths." }, { "left": "issue:43827", "right": "issue:47116", "accept": false, - "reason": "Docs still mentioning removed pipeline() API vs runtime streaming regression; documentation vs behavior." + "reason": "Docs still referencing removed pipeline() vs runtime streaming regression; documentation vs execution bug." }, { "left": "issue:36683", "right": "issue:43582", "accept": false, - "reason": "Gemma3Config missing vocab_size vs Apple Silicon TypeError in caching_allocator_warmup; unrelated issues." + "reason": "Gemma3Config missing vocab_size vs Apple Silicon TypeError in caching_allocator_warmup; unrelated." }, { - "left": "issue:30947", - "right": "issue:33357", + "left": "issue:44380", + "right": "issue:45479", "accept": false, - "reason": "Tokenizer bos/eos flags ignored vs MacOS bus error in CLIP; completely different failure modes." + "reason": "Attention backend scaling bug vs degenerate zero-loss sequence classification behavior; different model components." }, { "left": "issue:44077", "right": "issue:46365", "accept": false, - "reason": "patchtsmixer post_init validation vs import failure with datasets installed; unrelated." - }, - { - "left": "issue:44380", - "right": "issue:45479", - "accept": false, - "reason": "Attention scaling ignored in backend kernels vs degenerate zero loss in sequence classification; different bugs." + "reason": "patchtsmixer post_init constraint vs Trainer import failure from datasets; unrelated." }, { "left": "issue:43352", "right": "issue:43976", "accept": false, - "reason": "Nemotron Flash Attention support issue vs Python-version compatibility issue; unrelated." + "reason": "Model not supporting Flash Attention 2.0 vs Python version compatibility problem; not the same issue." }, { - "left": "issue:43992", - "right": "issue:44484", + "left": "issue:30947", + "right": "issue:33357", "accept": false, - "reason": "Missing encoder weight on load vs save_pretrained shard-size question; load bug vs serialization policy." + "reason": "Token BOS/EOS insertion not taking effect vs MacOS bus error loading a CLIP model; unrelated." }, { "left": "issue:44380", "right": "issue:46132", "accept": false, - "reason": "GPT2 backend attention scaling bug vs AttentionInterface.register behavior change; related domain but not same concrete defect." + "reason": "GPT2 attention scaling under backends vs AttentionInterface.register behavior change; related vocabulary but different bugs." }, { - "left": "issue:44162", - "right": "issue:46172", + "left": "issue:43992", + "right": "issue:44484", "accept": false, - "reason": "ESM2 broken generically vs deepseek-v4 comb.transpose issue; unrelated model-specific failures." + "reason": "Missing embed_tokens.weight during load vs max shard size default question; unrelated." }, { "left": "issue:42175", "right": "issue:46365", "accept": false, - "reason": "TensorFlow backend missing from extras install vs Trainer import blocked by datasets; different dependency issues." + "reason": "Packaging/backend selection issue vs Trainer import conflict with datasets; different dependency problems." + }, + { + "left": "issue:44162", + "right": "issue:46172", + "accept": false, + "reason": "ESM2 breakage impacting workflows vs DeepSeek tensor transpose bug; unrelated." }, { "left": "issue:42757", "right": "issue:43824", "accept": false, - "reason": "Missing is_offline_mode import from huggingface_hub vs missing Qwen2_5_VLForConditionalGeneration export; different import errors." + "reason": "Two different import errors for different symbols and packages; not the same underlying change." }, { "left": "issue:43756", "right": "issue:44485", "accept": false, - "reason": "Smollm3 RoPE-layer count mismatch vs GLM-5 RoPE implementation discussion; not the same model or code path." + "reason": "Smollm3 RoPE-layer count mismatch vs GLM-5 RoPE implementation discussion; different models and fixes." }, { "left": "issue:43012", "right": "issue:47276", "accept": false, - "reason": "PyTorch bfloat16 warning during compile vs misleading synced_gpus warning in continuous batching; unrelated warnings." + "reason": "Bfloat16 compile warning vs misleading synced_gpus warning in continuous batching; unrelated." + }, + { + "left": "issue:36010", + "right": "issue:42757", + "accept": false, + "reason": "ImportError for GenerationMixin vs ImportError for is_offline_mode; same symptom class, different broken APIs." + }, + { + "left": "issue:43097", + "right": "issue:46298", + "accept": false, + "reason": "Removed tie_embeddings_and_encoder_decoder option vs noisy logging message; unrelated." + }, + { + "left": "issue:43352", + "right": "issue:44380", + "accept": false, + "reason": "Flash Attention support limitation vs GPT2 attention-scaling bug; different concrete problems." } ] }, @@ -18951,26 +19132,25 @@ "label": "issue", "component_index": 1, "component_count": 28, - "review_unit_index": 62, - "review_unit_count": 67, + "review_unit_index": 63, + "review_unit_count": 68, "status": "reviewed", "reason": null, "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-545", + "cluster_id": "cluster-10000-547", "nodes": [ + "issue:29870", "issue:29925", "issue:33453", - "issue:36010", + "issue:36296", "issue:36683", "issue:38617", "issue:42548", - "issue:42757", "issue:42831", "issue:42890", "issue:43064", - "issue:43097", "issue:43299", "issue:43352", "issue:43475", @@ -19000,7 +19180,7 @@ "issue:45593", "issue:45759", "issue:46077", - "issue:46298", + "issue:46202", "issue:46365", "issue:46512", "issue:46877", @@ -19010,9 +19190,6 @@ "issue:47332" ], "soft_pairs": [ - "issue:36010|issue:42757", - "issue:43097|issue:46298", - "issue:43352|issue:44380", "issue:42831|issue:44261", "issue:44483|issue:44514", "issue:43618|issue:43761", @@ -19021,9 +19198,9 @@ "issue:44222|issue:45478", "issue:44625|issue:46365", "issue:45276|issue:46077", - "issue:38617|issue:43502", "issue:44655|issue:47321", "issue:44655|issue:47332", + "issue:38617|issue:43502", "issue:44625|issue:46077", "issue:43611|issue:44655", "issue:43299|issue:43867", @@ -19042,234 +19219,230 @@ "issue:43618|issue:45216", "issue:36683|issue:43525", "issue:44355|issue:44855", - "issue:42548|issue:44351" + "issue:42548|issue:44351", + "issue:29870|issue:36296", + "issue:43867|issue:46202" ], - "prepared_review_unit_hash": "15b3864b5a8fd46601bf0bec0372bb237bfc1b4cba762131262c4fb57c7c2dbf", + "prepared_review_unit_hash": "2f4310ff5d6b07a0a373718981bfccd2a623711f50c5f1c7114d4eeb97f5064c", "component_budget": { - "node_count": 545, - "item_count": 545, - "soft_pair_count": 2024, - "serialized_chars": 1046962, - "estimated_input_tokens": 261741, - "estimated_eval_tokens": 523738 + "node_count": 547, + "item_count": 547, + "soft_pair_count": 2032, + "serialized_chars": 1051055, + "estimated_input_tokens": 262764, + "estimated_eval_tokens": 525784 }, "budget": { - "node_count": 48, - "item_count": 48, - "soft_pair_count": 33, - "serialized_chars": 37325, - "estimated_input_tokens": 9332, - "estimated_eval_tokens": 18920 + "node_count": 47, + "item_count": 47, + "soft_pair_count": 32, + "serialized_chars": 36504, + "estimated_input_tokens": 9126, + "estimated_eval_tokens": 18508 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is a loose collection of unrelated Transformer bugs/regressions with only superficial title similarity; none of the soft pairs look like true duplicates. There are no PRs in the set.", - "confidence": 0.94, - "canonical_issue_reason": "Issue 36683 is the strongest representative: it has the highest discussion activity and is a concrete, user-facing model-loading regression with clear reproduction details.", + "summary": "This cluster is noisy and largely heterogeneous: it mixes unrelated regressions across model configs, tokenizer/loading, save/load APIs, attention masking, FP8, and CLI/import behavior. None of the soft edges look like true duplicates of the same underlying bug or change.", + "confidence": 0.92, + "canonical_issue_reason": "issue:36683 is the strongest anchor if one issue must represent the cluster: it is a concrete, high-activity regression report with a clear failure mode and broad model-config relevance.", "canonical_pr_reason": null, - "best_issue_reason": "Issue 36683 is the best standalone issue to anchor the cluster because it is specific, impactful, and better documented than the narrower import/error reports around it.", + "best_issue_reason": "issue:36683 is the best representative issue because it is specific, well-scoped, and has the strongest discussion signal among the items.", "best_pr_reason": null, "soft_edge_verdicts": [ - { - "left": "issue:36010", - "right": "issue:42757", - "accept": false, - "reason": "Both are import errors, but they concern different symbols from different modules (`GenerationMixin` vs `is_offline_mode`) and appear to stem from unrelated API changes." - }, - { - "left": "issue:43097", - "right": "issue:46298", - "accept": false, - "reason": "`tie_embeddings_and_encoder_decoder` removal is a breaking API change, while the other is a noisy logging complaint; these are not the same bug." - }, - { - "left": "issue:43352", - "right": "issue:44380", - "accept": false, - "reason": "Flash Attention support gating for NemotronH is a model-specific capability issue, while GPT2 attention scaling under SDPA/FlashAttention is a separate backend correctness bug." - }, { "left": "issue:42831", "right": "issue:44261", "accept": false, - "reason": "Both mention FP8/precision, but one is a broad FineGrainedFP8 accuracy issue and the other is a specific missing `rms_norm_eps` config propagation bug." + "reason": "Both mention accuracy/precision, but one is FineGrainedFP8 and the other is MLA q_a_layernorm config handling; different components and failure mechanisms." }, { "left": "issue:44483", "right": "issue:44514", "accept": false, - "reason": "These are different request-path failures: one is `/v1/chat/completions` request acceptance, the other is `apply_chat_template` crashing on batched input with no padding." + "reason": "Different surfaces and bugs: chat/completions API rejection versus batched Qwen2_5_VLProcessor apply_chat_template crash." }, { "left": "issue:43618", "right": "issue:43761", "accept": false, - "reason": "`CLIPOutput.attentions` disappearing and `CLIPVisionModel.forward` returning `hidden_states=None` are distinct regression symptoms in the same model family, but not the same concrete bug." + "reason": "Both involve CLIP/vision outputs, but one is missing attentions assignment and the other is hidden_states being None; not the same concrete bug." }, { "left": "issue:43064", "right": "issue:44380", "accept": false, - "reason": "Trainer/FSDP2 optimizer-state corruption and GPT2 attention scaling are unrelated subsystems and failure modes." + "reason": "One is trainer/FSDP2/PEFT optimizer-state corruption, the other is GPT2 attention scaling ignored in SDPA/FlashAttention; unrelated code paths." }, { "left": "issue:42890", "right": "issue:47059", "accept": false, - "reason": "One is a flaky model integration test due to missing `set_seed`, the other is a CLI breakage caused by a `huggingface_hub` API change." + "reason": "Test flakiness from missing set_seed is unrelated to a CLI break from huggingface_hub completion API changes." }, { "left": "issue:44222", "right": "issue:45478", "accept": false, - "reason": "Both involve FP8 and MoE, but one is about saving MoE checkpoints in FP8 and the other is a `from_pretrained` loading error in Qwen3.5 MoE; not the same code path." + "reason": "Both involve Qwen/moe and FP8/save/load issues, but one is FP8 save_pretrained moe and the other is a from_pretrained loading error on transformers>=5.4.0; not the same bug." }, { "left": "issue:44625", "right": "issue:46365", "accept": false, - "reason": "`num_labels` propagation in Qwen3.5 and the inability to import `Trainer` unless `datasets` is uninstalled are unrelated." + "reason": "Qwen3.5 num_labels propagation is unrelated to import-order issues where Trainer disappears until datasets is uninstalled." }, { "left": "issue:45276", "right": "issue:46077", "accept": false, - "reason": "`resize_token_embeddings` not updating Gemma4 embeddings is a model-structure update bug, while bidirectional attention still building causal masks is an attention-mask construction bug." - }, - { - "left": "issue:38617", - "right": "issue:43502", - "accept": false, - "reason": "Both are offline/network-related, but one is an import error for `layer_type_validation` and the other is unexpected API requests despite `local_files_only=True`." + "reason": "Both are Gemma4-related, but one is token embedding resize propagation and the other is bidirectional attention mask construction; separate defects." }, { "left": "issue:44655", "right": "issue:47321", "accept": false, - "reason": "Saving Pipeline objects and an AMD quark class not updated are unrelated issues in different parts of the library." + "reason": "Saving Pipeline objects and AMD quark class updates are different problems with no shared failing code path." }, { "left": "issue:44655", "right": "issue:47332", "accept": false, - "reason": "Pipeline save failure and disk-offloaded Qwen3-VL save failure are different persistence/offloading bugs with different affected paths." + "reason": "Pipeline save_pretrained failure and disk-offloaded Qwen3-VL-32B save failure are different save/offload scenarios and likely distinct fixes." + }, + { + "left": "issue:38617", + "right": "issue:43502", + "accept": false, + "reason": "An import error for a removed symbol is not the same as local_files_only still triggering network requests." }, { "left": "issue:44625", "right": "issue:46077", "accept": false, - "reason": "`num_labels` propagation and bidirectional attention mask construction are separate config plumbing problems." + "reason": "Qwen3.5 num_labels propagation and Gemma4 bidirectional attention are separate config/attention issues." }, { "left": "issue:43611", "right": "issue:44655", "accept": false, - "reason": "`base_model_prefix` loading breakage and saving Pipeline objects target different serialization/deserialization mechanisms and are not the same defect." + "reason": "Base_model_prefix loading regression and pipeline serialization are different model-loading versus pipeline-save failures." }, { "left": "issue:43299", "right": "issue:43867", "accept": false, - "reason": "Qwen3VL MoE loading regression and sorted-state-dict load errors are both loading issues, but they describe different triggers and code paths." + "reason": "Qwen3VL MoE model loading and sorted-state_dict load errors are unrelated load-path bugs." }, { "left": "issue:36683", "right": "issue:43475", "accept": false, - "reason": "Missing `vocab_size` in `Gemma3Config` and missing `fpn_position_embeddings` in SAM 3 Video outputs are separate attribute regressions in different model families." + "reason": "Missing vocab_size on Gemma3Config and missing fpn_position_embeddings on Sam3VisionEncoderOutput are different model-specific attribute regressions." }, { "left": "issue:43352", "right": "issue:45593", "accept": false, - "reason": "Flash Attention support for NemotronH and D-FINE auxiliary-loss behavior are unrelated model-specific bugs." + "reason": "Flash Attention 2 support gating for NemotronH is unrelated to D-FINE not applying auxiliary losses when denoising is off." }, { "left": "issue:44380", "right": "issue:47276", "accept": false, - "reason": "GPT2 attention scaling under backend changes and a misleading synced_gpus warning are different concerns." + "reason": "GPT2 attention scaling in backend kernels is unrelated to a misleading warning message in continuous batching." }, { "left": "issue:36683", "right": "issue:44077", "accept": false, - "reason": "Gemma3 missing `vocab_size` and `patchtsmixer` optional `post_init` policy are unrelated model config issues." + "reason": "Gemma3Config missing vocab_size and patchtsmixer post_init validation are different config-validation problems." }, { "left": "issue:46077", "right": "issue:46512", "accept": false, - "reason": "Causal-vs-bidirectional masking in Gemma4 and stale `config.dtype` after `from_config(dtype=...)` are different configuration bugs." + "reason": "Bidirectional attention mask logic and stale config.dtype after from_config are separate issues." }, { "left": "issue:44263", "right": "issue:45759", "accept": false, - "reason": "A `torch.split` return-value issue in GlmMoeDsaIndexer is not the same as `from_config` failing to unwrap `text_config` for composite Qwen multimodal configs." + "reason": "A torch.split return-value bug in GlmMoeDsaIndexer is unrelated to AutoModelForCausalLM.from_config not unwrapping text_config for Qwen multimodal configs." }, { "left": "issue:43976", "right": "issue:44938", "accept": false, - "reason": "These are different Python-version compatibility problems: 5.1.0 vs Python 3.9+ and a separate load failure on Python 3.14." + "reason": "Python-version compatibility failures in transformers 5.1.0 and 3.13/3.14 import issues are different environment regressions." }, { "left": "issue:44355", "right": "issue:46877", "accept": false, - "reason": "Compiled Python file import errors and `auto_docstring` emitting doc-lint output at import time are unrelated tooling problems." + "reason": "Compiled Python file import errors and auto_docstring stdout logging are unrelated import-time behaviors." }, { "left": "issue:29925", "right": "issue:33453", "accept": false, - "reason": "Both mention tokenizer loading, but one is SigLIP-specific `use_fast=True` enforcement and the other is a broader tokenizer-loading regression; not clearly the same bug." + "reason": "SigLIP tokenizer use_fast enforcement and tokenizer loading regression are only loosely related and do not describe the same failure." }, { "left": "issue:36683", "right": "issue:44625", "accept": false, - "reason": "Gemma3 missing `vocab_size` and Qwen3.5 `num_labels` propagation are different config attribute propagation bugs." + "reason": "Both are config propagation issues, but one is missing vocab_size on Gemma3Config and the other is num_labels propagation for Qwen3.5; different models and fields." }, { "left": "issue:43867", "right": "issue:45216", "accept": false, - "reason": "A sorted-state-dict load error and a Qwen3.5 save_pretrained regression are different serialization failures." + "reason": "A sorted state_dict load error is not the same as a Qwen3.5 checkpoint-save regression." }, { "left": "issue:44938", "right": "issue:47059", "accept": false, - "reason": "Python 3.14 import/load failure and a CLI break due to `huggingface_hub` API changes are unrelated compatibility issues." + "reason": "Python 3.14 loading failures and a huggingface_hub CLI completion attribute error are unrelated dependency breakages." }, { "left": "issue:43618", "right": "issue:45216", "accept": false, - "reason": "Missing CLIP attentions and a Qwen3.5 checkpoint save regression are different model-specific breakages." + "reason": "CLIP attentions/hidden_states regressions are unrelated to Qwen3.5 save_pretrained checkpoint correctness." }, { "left": "issue:36683", "right": "issue:43525", "accept": false, - "reason": "Missing `vocab_size` in Gemma3 and missing `pad_token_id` in Llama4Config are separate missing-attribute regressions." + "reason": "Both are missing config attributes, but they affect different models and fields: vocab_size for Gemma3 versus pad_token_id for Llama4." }, { "left": "issue:44355", "right": "issue:44855", "accept": false, - "reason": "Compiled-file import errors and a Python 3.13 `IndentationError` from `@torch.jit.script` parsing are different failure modes." + "reason": "Compiled-file import errors and TorchScript decorator/comment parsing on Python 3.13 are different import-time failures." }, { "left": "issue:42548", "right": "issue:44351", "accept": false, - "reason": "`PreTrainedModel` import failure and `HybridCache` import failure are distinct missing-export issues from different symbols." + "reason": "These are different import errors: PreTrainedModel missing versus HybridCache missing." + }, + { + "left": "issue:29870", + "right": "issue:36296", + "accept": false, + "reason": "An UnboundLocalError in Bart generate() and a tensor-parallel training bug are unrelated execution paths." + }, + { + "left": "issue:43867", + "right": "issue:46202", + "accept": false, + "reason": "A load error with sorted state_dict and Gemma pipeline roundtrip failure on \u2581 are different problems in different APIs." } ] }, @@ -19284,14 +19457,14 @@ "label": "issue", "component_index": 1, "component_count": 28, - "review_unit_index": 63, - "review_unit_count": 67, + "review_unit_index": 64, + "review_unit_count": 68, "status": "reviewed", "reason": null, "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-545", + "cluster_id": "cluster-10000-547", "nodes": [ "issue:28282", "issue:29870", @@ -19331,7 +19504,6 @@ "issue:45478", "issue:45561", "issue:45850", - "issue:46202", "issue:46234", "issue:46285", "issue:46291", @@ -19343,17 +19515,15 @@ "issue:47455" ], "soft_pairs": [ - "issue:29870|issue:36296", - "issue:43867|issue:46202", - "issue:44908|issue:46851", "issue:44393|issue:47337", + "issue:44908|issue:46851", "issue:43992|issue:47317", "issue:43976|issue:47455", "issue:44393|issue:47000", "issue:44075|issue:46365", "issue:43010|issue:45278", - "issue:43992|issue:45310", "issue:29870|issue:33453", + "issue:43992|issue:45310", "issue:36296|issue:43575", "issue:46291|issue:47455", "issue:43618|issue:44077", @@ -19378,244 +19548,226 @@ "issue:42890|issue:44964", "issue:44222|issue:44230" ], - "prepared_review_unit_hash": "cdeedfd8ddc84cefbcd943acdc6a40af64fc657d7d2d33395d0e6cf03c0ad01e", + "prepared_review_unit_hash": "6d5b6ba903731d1ce9558bb8b82d1ad913a036fad5cc97c0e8cfeec46e40d92e", "component_budget": { - "node_count": 545, - "item_count": 545, - "soft_pair_count": 2024, - "serialized_chars": 1046962, - "estimated_input_tokens": 261741, - "estimated_eval_tokens": 523738 + "node_count": 547, + "item_count": 547, + "soft_pair_count": 2032, + "serialized_chars": 1051055, + "estimated_input_tokens": 262764, + "estimated_eval_tokens": 525784 }, "budget": { - "node_count": 48, - "item_count": 48, - "soft_pair_count": 34, - "serialized_chars": 37399, - "estimated_input_tokens": 9350, - "estimated_eval_tokens": 18956 + "node_count": 47, + "item_count": 47, + "soft_pair_count": 32, + "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": "Most items are unrelated issue reports; only a few soft pairs look like true duplicates around import-performance regressions, kernels version checking, and Qwen3.5 MoE tensor-parallel loading.", - "confidence": 0.84, - "canonical_issue_reason": "issue:45278 is the broadest umbrella report here, covering many import regressions after upgrading and best representing the cluster\u2019s overall theme.", + "summary": "Most candidate links are false positives: they share a broad theme (imports, model loading, tensor parallelism, or tests) but not the same concrete bug. A few pairs look like genuine duplicates or near-duplicates, especially around the Qwen3.5 MoE from_pretrained/tp-plan regression, kernels version checking, and import-time slowdown.", + "confidence": 0.68, + "canonical_issue_reason": "No single canonical issue for the whole set; the items span several unrelated bug families. If a representative is needed, issue 45478 is the clearest member of the only tight duplicate-like family (Qwen3.5 MoE from_pretrained / tensor-parallel regression).", "canonical_pr_reason": null, - "best_issue_reason": "issue:45278 is the strongest global issue representative because it is the most general import-regression report and can subsume several narrower import-related complaints.", + "best_issue_reason": "Issue 45478 is the best overall representative of the only strong duplicate family here: it matches the Qwen3.5 MoE from_pretrained/tensor-parallel failure pattern and has the clearest concrete scope.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:29870", - "right": "issue:36296", - "accept": false, - "reason": "Bart generate decoder_attention_mask UnboundLocalError is unrelated to tensor-parallel training." - }, - { - "left": "issue:43867", - "right": "issue:46202", + "left": "issue:44393", + "right": "issue:47337", "accept": false, - "reason": "State-dict loading failure and Gemma pipeline roundtrip on \u2581 are different bugs." + "reason": "Both mention bounding boxes, but one is a Qwen3-VL hallucination/error report and the other is a flaky test about coordinate range; different failure modes." }, { "left": "issue:44908", "right": "issue:46851", "accept": false, - "reason": "Scheduler kwargs handling and Qwen3.5 variable-length position_ids are unrelated." - }, - { - "left": "issue:44393", - "right": "issue:47337", - "accept": false, - "reason": "Qwen3-VL bbox hallucination/error and a flaky bbox-range test do not look like the same bug." + "reason": "Scheduler kwargs being ignored is unrelated to Qwen3.5 variable-length position_ids handling." }, { "left": "issue:43992", "right": "issue:47317", "accept": false, - "reason": "Missing embed_tokens.weight in UMT5Encoder is unrelated to PPFormulaNet training loss." + "reason": "UMT5Encoder missing weights and PPFormulaNet training-loss bug are different model/code paths." }, { "left": "issue:43976", "right": "issue:47455", "accept": false, - "reason": "Python version compatibility and kernel version-check logic are not the same concrete issue." + "reason": "Python version compatibility and a kernels version check bug are not the same underlying issue." }, { "left": "issue:44393", "right": "issue:47000", "accept": false, - "reason": "Qwen3-VL bbox output issues and RTDetrLoss infeasible cost matrix are different code paths." + "reason": "Different models and different bugs: Qwen3-VL bbox output vs RTDetrLoss infeasible cost matrix." }, { "left": "issue:44075", "right": "issue:46365", "accept": false, - "reason": "Unused SGD args and Trainer import failing with datasets are unrelated." + "reason": "Unused SGD args is unrelated to Trainer import failure caused by datasets." }, { "left": "issue:43010", "right": "issue:45278", "accept": false, - "reason": "Cache update no_grad semantics are not the same as broad import errors after upgrade." + "reason": "Cache update no_grad behavior is unrelated to broad import errors after upgrade." }, { - "left": "issue:43992", - "right": "issue:45310", + "left": "issue:29870", + "right": "issue:33453", "accept": false, - "reason": "A missing encoder weight and a Qwen3.5 MoE from_pretrained error are different symptoms." + "reason": "Bart generate decoder mask bug and tokenizer-loading regression are different code paths." }, { - "left": "issue:29870", - "right": "issue:33453", + "left": "issue:43992", + "right": "issue:45310", "accept": false, - "reason": "Bart generate mask initialization and tokenizer loading regression are separate bugs." + "reason": "Missing embed_tokens.weight and Qwen3.5 MoE from_pretrained error are unrelated." }, { "left": "issue:36296", "right": "issue:43575", "accept": false, - "reason": "Tensor-parallel training-state corruption and TP OOM on Qwen2-57B are not the same failure." + "reason": "Tensor-parallel training bug and Qwen2-57B-A14B-Instruct OOM are not the same concrete defect." }, { "left": "issue:46291", "right": "issue:47455", "accept": true, - "reason": "Both point to the same kernels version/revision check problem causing import-time failure." + "reason": "Both point to the kernels import/version-validation problem; one reports the import failure, the other the bad version check." }, { "left": "issue:43618", "right": "issue:44077", "accept": false, - "reason": "CLIP attentions assignment and patchtsmixer post_init policy are unrelated." + "reason": "CLIPOutput attentions assignment and patchtsmixer post_init policy are unrelated model issues." }, { "left": "issue:43064", "right": "issue:44492", "accept": false, - "reason": "FSDP2/PEFT optimizer-state corruption and a cache-strategy typo are different issues." + "reason": "FSDP2/PEFT optimizer-state corruption is unrelated to a cache-strategy typo." }, { "left": "issue:41669", "right": "issue:44246", "accept": true, - "reason": "Both describe the same import-time slowdown / excessive work during transformers import." + "reason": "These look like the same import-time slowdown problem: import * in model modules causing transformers import to be slow." }, { "left": "issue:42890", "right": "issue:45561", "accept": false, - "reason": "Flaky SamHQ tests from missing set_seed and xdist races on captured_info.txt are not the same bug." + "reason": "Missing set_seed in a flaky test is unrelated to a pytest-xdist race on captured_info.txt." }, { "left": "issue:28282", "right": "issue:33453", "accept": false, - "reason": "Missing PyTorch dependency error and tokenizer-loading regression are unrelated." + "reason": "Missing PyTorch dependency error is unrelated to tokenizer loading regression." }, { "left": "issue:43867", "right": "issue:45357", "accept": false, - "reason": "Sorted state_dict load failure and incorrect visual-encoder save_pretrained keys are different bugs." + "reason": "State-dict sorting load error and incorrect visual encoder save keys are different save/load bugs." }, { "left": "issue:44222", "right": "issue:45125", "accept": false, - "reason": "FP8 save_pretrained support and Qwen3_5Moe TP plan loading are different code paths." + "reason": "FP8 save_pretrained for MoE and missing _tp_plan for tensor parallelism are different concrete problems." }, { "left": "issue:43867", "right": "issue:45375", "accept": false, - "reason": "State-dict load error and missing deepstack_visual_indexes config field are unrelated." + "reason": "Load-order issue and missing deepstack_visual_indexes in config are unrelated." }, { "left": "issue:43010", "right": "issue:43976", "accept": false, - "reason": "Cache no_grad decoration and Python compatibility/versioning are unrelated." + "reason": "Cache update decoration and Python version support are unrelated." }, { "left": "issue:43618", "right": "issue:46285", "accept": false, - "reason": "CLIPOutput attentions and CLIP text-model structure mismatch are separate CLIP issues." + "reason": "CLIP attentions assignment and CLIP text-model structure mismatch are separate regressions." }, { "left": "issue:46234", "right": "issue:47455", "accept": false, - "reason": "Missing import_utils helper and kernel version-check bug are not the same underlying change." + "reason": "Missing falcon_mamba availability helper is unrelated to kernels version checking." }, { "left": "issue:43010", "right": "issue:45850", "accept": false, - "reason": "Specific cache update semantics are not the same as a broad 'many models break' report." + "reason": "Cache update no_grad behavior is unrelated to broad v5 model breakage claims." }, { "left": "issue:45125", "right": "issue:45478", "accept": true, - "reason": "Both center on the same Qwen3.5 MoE tensor-parallel/from_pretrained failure." + "reason": "Same Qwen3.5 MoE family and likely the same tensor-parallel/from_pretrained regression; the missing _tp_plan is a plausible concrete cause of the reported error." }, { "left": "issue:44360", "right": "issue:45440", "accept": false, - "reason": "DSA ReLU discussion and DeepSeekV3 implementation divergence are unrelated." + "reason": "DSA indexer ReLU discussion is unrelated to DeepseekV3 MoE implementation drift." }, { "left": "issue:45125", "right": "issue:45375", "accept": false, - "reason": "Missing TP plan and missing vision-config field are different Qwen3.5 issues." + "reason": "Missing _tp_plan and missing vision-config field are different Qwen3.5 MoE issues." }, { "left": "issue:43502", "right": "issue:44062", "accept": false, - "reason": "local_files_only network leakage and AddedToken special-arg conflict are unrelated." + "reason": "Offline loading API requests and AddedToken keyword conflicts are unrelated bugs." }, { "left": "issue:42890", "right": "issue:44112", "accept": false, - "reason": "Seed-related flaky tests and GraniteSpeech stale device override are different CI issues." + "reason": "Seed-related flakiness and a stale device-override CI failure are not the same issue." }, { "left": "issue:41628", "right": "issue:42548", "accept": false, - "reason": "Both are import errors, but they affect different top-level symbols and do not look like one concrete bug." + "reason": "Cannot import AutoImageProcessor and cannot import PreTrainedModel are similar symptoms but different missing exports." }, { "left": "issue:43525", "right": "issue:47317", "accept": false, - "reason": "Llama4Config pad_token_id and PPFormulaNet training loss are unrelated." - }, - { - "left": "issue:42890", - "right": "issue:44964", - "accept": false, - "reason": "Test seeding flakiness and Phi-4 multimodal load failure are different problems." + "reason": "Llama4Config missing pad_token_id and PPFormulaNet training-loss bug are unrelated." }, { "left": "issue:44222", "right": "issue:44230", "accept": false, - "reason": "FP8 save_pretrained support and FP8 inference support are related only broadly, not the same bug/change." + "reason": "FP8 save_pretrained support and FP8 inference support are related theme-wise but not the same concrete bug/change." } ] }, "evaluator_result": { "accept": true, - "feedback": "The analyst summary is grounded in the packet and stays conservative overall. The chosen representative issue (45278) is a reasonable broad import-regression umbrella, and the accepted soft pairs are well supported by their titles: 45125/45478 are effectively the same Qwen3.5 MoE from_pretrained bug, 46291/47455 both concern kernel version/revision checking on import, and 41669/44246 both concern import-time slowdown. The rejected pairs generally look like distinct bugs rather than safe duplicates, and none of the refusals overstate the evidence." + "feedback": "The summary is grounded in the packet and stays conservative overall. The accepted soft-edge pairs are plausible same-family matches, and the rejected pairs are generally justified by distinct model paths or failure modes. No clear overstatement of evidence stands out." }, "evaluator_used": true, "retried": false, @@ -19627,14 +19779,14 @@ "label": "issue", "component_index": 1, "component_count": 28, - "review_unit_index": 64, - "review_unit_count": 67, + "review_unit_index": 65, + "review_unit_count": 68, "status": "reviewed", "reason": null, "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-545", + "cluster_id": "cluster-10000-547", "nodes": [ "issue:29870", "issue:30333", @@ -19688,14 +19840,14 @@ "soft_pairs": [ "issue:44387|issue:44556", "issue:44734|issue:46617", - "issue:41628|issue:47455", "issue:46143|issue:46144", + "issue:41628|issue:47455", "issue:43723|issue:44556", "issue:43824|issue:46617", "issue:43576|issue:46132", "issue:43010|issue:43065", - "issue:45071|issue:47317", "issue:42898|issue:46664", + "issue:45071|issue:47317", "issue:44355|issue:44749", "issue:43502|issue:44485", "issue:30990|issue:31795", @@ -19704,8 +19856,8 @@ "issue:44230|issue:46095", "issue:45850|issue:47110", "issue:43299|issue:44556", - "issue:43827|issue:44961", "issue:38175|issue:43502", + "issue:43827|issue:44961", "issue:46664|issue:46726", "issue:30333|issue:36296", "issue:29870|issue:31795", @@ -19722,244 +19874,220 @@ "issue:36683|issue:47110", "issue:44077|issue:44861" ], - "prepared_review_unit_hash": "a22e78cd8c6649936910f8912f9f68d8307249b30c70741334b528300bb58f6e", + "prepared_review_unit_hash": "a489a8a749327127a8f7f43240fcf92d5d5411d9352bf2687b6944966daabcc8", "component_budget": { - "node_count": 545, - "item_count": 545, - "soft_pair_count": 2024, - "serialized_chars": 1046962, - "estimated_input_tokens": 261741, - "estimated_eval_tokens": 523738 + "node_count": 547, + "item_count": 547, + "soft_pair_count": 2032, + "serialized_chars": 1051055, + "estimated_input_tokens": 262764, + "estimated_eval_tokens": 525784 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 35, - "serialized_chars": 37863, - "estimated_input_tokens": 9466, - "estimated_eval_tokens": 19188 + "serialized_chars": 37870, + "estimated_input_tokens": 9468, + "estimated_eval_tokens": 19192 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "No true duplicates detected; the cluster is heterogeneous, and the soft-similarity pairs mostly point to different bugs, regressions, or unrelated docs/CLI issues.", - "confidence": 0.96, - "canonical_issue_reason": "No canonical issue: the cluster spans unrelated failure modes, and none of the candidate pairs share the same concrete symptom or code path.", + "summary": "The set is mostly a collection of unrelated issues, with several v5-regression themes but no pair that clearly shares the same underlying bug or change. I would not merge any of the soft edges.", + "confidence": 0.92, + "canonical_issue_reason": "issue:43576 is the best canonical issue because it is concrete, reproducible, and clearly scoped to a specific v5 regression, making it a better representative triage target than the more generic breakage reports.", "canonical_pr_reason": null, - "best_issue_reason": "No global best issue stands out; there isn't one artifact that cleanly represents the whole set of unrelated reports.", + "best_issue_reason": "issue:43576 is the best standalone issue to keep as the representative item: it has a specific failing command, a clear symptom, and some external references, so it is actionable and well-described.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:44387", "right": "issue:44556", "accept": false, - "reason": "Both are v5 regressions, but one is int4 CUDA memory growth and the other is checkpoint reload failure; different bugs." + "reason": "Both are version-related regressions, but one is an int4/OOM memory issue and the other is checkpoint reload compatibility; different bugs and code paths." }, { "left": "issue:44734", "right": "issue:46617", "accept": false, - "reason": "Serve KV-cache indexing crash vs cache FileNotFoundError during trust_remote_code loading." + "reason": "Serving KV-cache indexing crash vs cache loading FileNotFoundError are unrelated failure modes." }, { - "left": "issue:41628", - "right": "issue:47455", + "left": "issue:46143", + "right": "issue:46144", "accept": false, - "reason": "AutoImageProcessor import failure and a kernel-version check bug are unrelated." + "reason": "Both involve RoFormer, but one is missing kwargs passthrough and the other is attention-interface integration; not the same concrete bug." }, { - "left": "issue:46143", - "right": "issue:46144", + "left": "issue:41628", + "right": "issue:47455", "accept": false, - "reason": "RoFormer kwargs forwarding and attention-interface wiring are adjacent, but not the same concrete defect." + "reason": "AutoImageProcessor import failure and kernel-version checking are unrelated." }, { "left": "issue:43723", "right": "issue:44556", "accept": false, - "reason": "Tokenizer loading regression vs checkpoint reload regression; different code paths." + "reason": "Tokenizer loading failure and checkpoint reload compatibility are distinct issues." }, { "left": "issue:43824", "right": "issue:46617", "accept": false, - "reason": "Qwen2_5_VL import error vs cache loading FileNotFoundError." + "reason": "Different import/load failures with different causes and affected paths." }, { "left": "issue:43576", "right": "issue:46132", "accept": false, - "reason": "CLI env command failure and AttentionInterface.register behavior change are unrelated." + "reason": "CLI env command regression and AttentionInterface.register behavior change are unrelated." }, { "left": "issue:43010", "right": "issue:43065", "accept": false, - "reason": "Cache/layer no_grad semantics vs Sam3PixelDecoder dummy Conv2d; different subsystems." + "reason": "Cache/no_grad decoration and Sam3PixelDecoder dummy Conv2d are unrelated implementation issues." }, { - "left": "issue:45071", - "right": "issue:47317", + "left": "issue:42898", + "right": "issue:46664", "accept": false, - "reason": "PretrainedConfig type-checking breakage vs FormulaNet training-loss bug." + "reason": "Tokenization-space cleanup behavior and video-frame semantics are different bugs." }, { - "left": "issue:42898", - "right": "issue:46664", + "left": "issue:45071", + "right": "issue:47317", "accept": false, - "reason": "Tokenization-space behavior change vs SmolVLM video-frames inconsistency." + "reason": "PretrainedConfig type-checking breakage and PPFormulaNet training-loss bug do not share an underlying code-path." }, { "left": "issue:44355", "right": "issue:44749", "accept": false, - "reason": "Compiled Python file handling vs data-filtering slowdown after upgrade; not the same bug." + "reason": "Compiled Python file errors and data-filter slowdown after upgrade are unrelated." }, { "left": "issue:43502", "right": "issue:44485", "accept": false, - "reason": "local_files_only network leakage vs GLM-5 RoPE implementation issue." + "reason": "Local-files-only network requests and GLM-5 RoPE implementation are unrelated." }, { "left": "issue:30990", "right": "issue:31795", "accept": false, - "reason": "Sentence-Transformer loading hang vs tokenizer forward-doc confusion." + "reason": "Loading hang and documentation confusion are not the same bug." }, { "left": "issue:43874", "right": "issue:46617", "accept": false, - "reason": "GLM46V image-patch helper crash vs trust_remote_code cache load failure." + "reason": "Missing image-patch helper and trust_remote_code cache FileNotFoundError are different failures." }, { "left": "issue:43010", "right": "issue:43232", "accept": false, - "reason": "no_grad on cache updates vs async generation kwargs sync issue." + "reason": "Both touch generation internals, but one is cache update decoration and the other is sync_gpus update ordering; not the same bug." }, { "left": "issue:44230", "right": "issue:46095", "accept": false, - "reason": "Qwen3-VL fp8 support request vs DeepSeek weight-conversion question." + "reason": "FP8 inference support request and weight conversion script question are unrelated." }, { "left": "issue:45850", "right": "issue:47110", "accept": false, - "reason": "Broad 'many models break' report vs a specific special_tokens AttributeError." + "reason": "A broad v5 complaint and a special_tokens attribute error are not the same specific issue." }, { "left": "issue:43299", "right": "issue:44556", "accept": false, - "reason": "Both are loading regressions after v5 upgrades, but they involve different models and different failure modes." + "reason": "Both mention loading breakage, but they concern different model families and failure mechanisms." }, { - "left": "issue:43827", - "right": "issue:44961", + "left": "issue:38175", + "right": "issue:43502", "accept": false, - "reason": "Docs still referencing pipeline() vs an unrelated racoon issue." + "reason": "Zero probabilities in SigLIP2 and unwanted API requests under local_files_only are unrelated." }, { - "left": "issue:38175", - "right": "issue:43502", + "left": "issue:43827", + "right": "issue:44961", "accept": false, - "reason": "Siglip2 zero-probabilities bug vs local_files_only network request bug." + "reason": "Docs still referencing removed pipeline() APIs and an unrelated placeholder issue title do not match." }, { "left": "issue:46664", "right": "issue:46726", "accept": false, - "reason": "SmolVLM num_frames semantics vs missing-vision-backend processor error." + "reason": "Video num_frames semantics vs AutoProcessor backend-missing handling are different processor issues." }, { "left": "issue:30333", "right": "issue:36296", "accept": false, - "reason": "MLFlow reporting failure and tensor-parallel training bug are unrelated." + "reason": "MLflow reporting after job failure and tensor-parallel training bugs are unrelated." }, { "left": "issue:29870", "right": "issue:31795", "accept": false, - "reason": "Bart generate() decoder_attention_mask error vs model.forward docs confusion." + "reason": "A generate() UnboundLocalError and documentation confusion are not the same bug." }, { "left": "issue:44038", "right": "issue:45125", "accept": false, - "reason": "Qwen3-VL-Moe loading breakage vs missing _tp_plan for tensor parallelism." + "reason": "Qwen3-VL-Moe loading regressions and missing tensor-parallel plan are different model-support issues." }, { "left": "issue:43576", "right": "issue:43824", "accept": false, - "reason": "transformers env CLI and Qwen2.5-VL loading are unrelated." + "reason": "CLI env regression and missing Qwen2_5_VL import are unrelated failures." }, { "left": "issue:44355", "right": "issue:45071", "accept": false, - "reason": "Checkpoint reload after upgrade vs PretrainedConfig type checking; different breakages." + "reason": "Compiled-file execution errors and PretrainedConfig type-checking breakage are unrelated." }, { "left": "issue:43502", "right": "issue:44961", "accept": false, - "reason": "local_files_only leakage vs racoon issue." - }, - { - "left": "issue:43576", - "right": "issue:45071", - "accept": false, - "reason": "CLI env command breakage vs PretrainedConfig type checking." - }, - { - "left": "issue:43576", - "right": "issue:47059", - "accept": false, - "reason": "CLI env command breakage vs hub completion error." - }, - { - "left": "issue:36296", - "right": "issue:43526", - "accept": false, - "reason": "Tensor-parallel training bug vs Beit fast processor label bug." - }, - { - "left": "issue:31795", - "right": "issue:38617", - "accept": false, - "reason": "model.forward docs issue vs import/layer_type_validation error." + "reason": "Local-files-only network calls and unrelated placeholder issue do not match." }, { "left": "issue:42757", "right": "issue:43576", "accept": false, - "reason": "huggingface_hub offline-mode import vs CLI env command." + "reason": "Hub offline-mode import failure and env CLI breakage are separate issues." }, { "left": "issue:43475", "right": "issue:46617", "accept": false, - "reason": "SAM 3 video output attribute error vs loading from cache FileNotFoundError." + "reason": "Missing SAM3 vision attribute and trust_remote_code cache loading error are unrelated." }, { "left": "issue:36683", "right": "issue:47110", "accept": false, - "reason": "Gemma3Config vocab_size missing vs list-vs-dict special_tokens error." + "reason": "Gemma3Config vocab_size attribute error and special_tokens dict/list mismatch are different bugs." }, { "left": "issue:44077", "right": "issue:44861", "accept": false, - "reason": "PatchTSMixer post_init validation vs tied-weights key handling; different failure modes." + "reason": "post_init validation for patchtsmixer and tied-weight-key handling are unrelated." } ] }, @@ -19974,14 +20102,14 @@ "label": "issue", "component_index": 1, "component_count": 28, - "review_unit_index": 65, - "review_unit_count": 67, + "review_unit_index": 66, + "review_unit_count": 68, "status": "reviewed", "reason": null, "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-545", + "cluster_id": "cluster-10000-547", "nodes": [ "issue:41669", "issue:42371", @@ -20024,7 +20152,6 @@ "issue:46095", "issue:46172", "issue:46209", - "issue:46218", "issue:46328", "issue:46617", "issue:46664", @@ -20039,11 +20166,11 @@ "issue:44315|issue:44360", "issue:45375|issue:47110", "issue:43673|issue:44492", + "issue:45381|issue:46664", "issue:44485|issue:44961", "issue:44273|issue:45542", - "issue:45381|issue:46664", - "issue:43352|issue:44961", "issue:43525|issue:47110", + "issue:43352|issue:44961", "issue:44315|issue:46209", "issue:42831|issue:44961", "issue:44273|issue:45003", @@ -20056,277 +20183,273 @@ "issue:44655|issue:44861", "issue:44393|issue:45753", "issue:44485|issue:46664", - "issue:44556|issue:45092", - "issue:44393|issue:45071", "issue:42371|issue:44492", + "issue:44393|issue:45071", + "issue:44556|issue:45092", "issue:44295|issue:45230", "issue:44297|issue:45230", "issue:44246|issue:44273", "issue:45850|issue:47059", - "issue:41669|issue:47455", "issue:43408|issue:44315", + "issue:41669|issue:47455", "issue:43298|issue:46095", "issue:43976|issue:44393", "issue:44492|issue:46328", - "issue:44492|issue:45850", - "issue:41669|issue:46218" + "issue:44492|issue:45850" ], - "prepared_review_unit_hash": "9abdf2d0a503ffc075fe8162a1eb500e071eee2d4f43cf16af0a28ffdd53484e", + "prepared_review_unit_hash": "8b920457ac2d809f87de132834e27b1537f4896bc642ea7b1163beb97650cd59", "component_budget": { - "node_count": 545, - "item_count": 545, - "soft_pair_count": 2024, - "serialized_chars": 1046962, - "estimated_input_tokens": 261741, - "estimated_eval_tokens": 523738 + "node_count": 547, + "item_count": 547, + "soft_pair_count": 2032, + "serialized_chars": 1051055, + "estimated_input_tokens": 262764, + "estimated_eval_tokens": 525784 }, "budget": { - "node_count": 48, - "item_count": 48, - "soft_pair_count": 37, - "serialized_chars": 38034, - "estimated_input_tokens": 9509, - "estimated_eval_tokens": 19274 + "node_count": 47, + "item_count": 47, + "soft_pair_count": 36, + "serialized_chars": 37197, + "estimated_input_tokens": 9300, + "estimated_eval_tokens": 18856 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is a loose semantic grouping of mostly unrelated Transformers issues: import/lazy-loading regressions, config/serialization problems, and many model-specific bugs. None of the soft pairs look like true duplicates; they mostly share a broad subsystem or vague v5-regression theme only.", - "confidence": 0.9, - "canonical_issue_reason": "Issue 45850 is the broadest umbrella here ('Since 5.0 version it breaks too many models'), so it best matches the cluster\u2019s general regression theme, but it is still too vague to be a strong duplicate target.", + "summary": "This cluster is mostly a loose collection of distinct Transformers bug reports. issue:45850 is still the best umbrella-style issue, but the import/lazy-loading pair is not supported strongly enough to treat as a duplicate regression.", + "confidence": 0.63, + "canonical_issue_reason": "issue:45850 is the broadest umbrella in the set and explicitly captures the general v5 breakage theme affecting many models.", "canonical_pr_reason": null, - "best_issue_reason": "If one issue must represent the cluster, 45850 is the closest fit because it can loosely subsume several generic v5 breakage reports; however, the cluster is too heterogeneous for a clean canonical issue.", + "best_issue_reason": "issue:45850 best represents the overall cluster because it is the only report framed as a broad, cross-cutting regression rather than a narrow model- or API-specific bug.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:45362", "right": "issue:45850", "accept": false, - "reason": "Same broad v5/model-breakage theme, but 45362 is a specific chat crash for one model and 45850 is a vague umbrella complaint." + "reason": "Different bugs: a Qwen3.5 chat crash versus a broad v5 breakage complaint." }, { "left": "issue:44623", "right": "issue:45230", "accept": false, - "reason": "45230 is too generic to establish the same bug; 44623 is specifically about missing processor save_pretrained files." + "reason": "Too vague on the right side; no evidence these are the same save_pretrained issue." }, { "left": "issue:44351", "right": "issue:46617", "accept": false, - "reason": "Both are loading/import failures, but one is an import error and the other is a cache FileNotFoundError for a different code path." + "reason": "Different failure modes: missing HybridCache import vs cache FileNotFoundError." }, { "left": "issue:44315", "right": "issue:44360", "accept": false, - "reason": "Completely different bugs: Liger Kernel application vs a DSA ReLU issue." + "reason": "Unrelated topics: Liger Kernel/model_init behavior vs DSA indexer discussion." }, { "left": "issue:45375", "right": "issue:47110", "accept": false, - "reason": "Different objects and failures; a missing config field is not the same as special_tokens being the wrong type." + "reason": "Different config/schema bugs with no concrete shared code path." }, { "left": "issue:43673", "right": "issue:44492", "accept": false, - "reason": "Chunked prefill cache regression vs a cache-strategy typo; same area only, not the same bug." + "reason": "Both mention cache, but one is a generation cache regression and the other is a cache-strategy typo." + }, + { + "left": "issue:45381", + "right": "issue:46664", + "accept": false, + "reason": "Both are multimodal/video issues, but the concrete bugs differ." }, { "left": "issue:44485", "right": "issue:44961", "accept": false, - "reason": "GLM-5 RoPE implementation and 'racoon' are unrelated; no shared concrete failure." + "reason": "No relation; a GLM-5 RoPE issue versus an empty placeholder report." }, { "left": "issue:44273", "right": "issue:45542", "accept": false, - "reason": "Lazy loading regression and a TensorFlow/tensorboard backend import issue are different code paths." + "reason": "Import/lazy-loading slowdown is not the same as a TensorFlow backend dependency error." }, { - "left": "issue:45381", - "right": "issue:46664", + "left": "issue:43525", + "right": "issue:47110", "accept": false, - "reason": "Both involve vision/video processing, but they affect different models and symptoms, so not the same underlying bug." + "reason": "Distinct config attribute bug versus special_tokens structure bug." }, { "left": "issue:43352", "right": "issue:44961", "accept": false, - "reason": "Nemotron Flash Attention support error is unrelated to 'racoon'." - }, - { - "left": "issue:43525", - "right": "issue:47110", - "accept": false, - "reason": "Missing pad_token_id and special_tokens type errors are distinct config/input-shape failures." + "reason": "Flash Attention support issue versus an unrelated placeholder report." }, { "left": "issue:44315", "right": "issue:46209", "accept": false, - "reason": "Different issues in different areas: model_init/Liger Kernel vs FP8 inference on B200." + "reason": "Different problems: model_init/Liger Kernel application vs FP8 inference failure." }, { "left": "issue:42831", "right": "issue:44961", "accept": false, - "reason": "FineGrainedFP8 accuracy and 'racoon' are unrelated." + "reason": "FineGrainedFP8 accuracy bug is unrelated to the placeholder issue." }, { "left": "issue:44273", "right": "issue:45003", "accept": false, - "reason": "Lazy loading behavior is not the same as unsafe sys.modules access in modeling_utils." + "reason": "Both touch import internals, but the concrete bugs are different and not mergeable as one fix." }, { "left": "issue:44466", "right": "issue:44556", "accept": false, - "reason": "Serialization inconsistency and checkpoint reload failure may be related broadly, but they are not the same concrete bug." + "reason": "Both are serialization/loading regressions, but the reported failures differ." }, { "left": "issue:43867", "right": "issue:47110", "accept": false, - "reason": "State_dict sorting load failure is unrelated to special_tokens.keys type errors." + "reason": "Unrelated: state_dict sorting load error vs special_tokens mapping error." }, { "left": "issue:41669", "right": "issue:43673", "accept": false, - "reason": "Import-star performance and chunked-prefill cache missing are different regressions." + "reason": "Both are performance regressions, but they concern different mechanisms." }, { "left": "issue:43572", "right": "issue:45850", "accept": false, - "reason": "Missing pad_token_idx is a specific config regression; 45850 is only a broad complaint about many models breaking." + "reason": "Specific missing pad_token_idx bug versus a broad v5 breakage umbrella." }, { "left": "issue:46018", "right": "issue:46172", "accept": false, - "reason": "Both mention DeepSeek-V4, but one is a gating bug and the other is a tensor transpose/casting issue." + "reason": "Different DeepSeek-V4 issues: shared expert gating vs comb dtype/transpose handling." }, { "left": "issue:43525", "right": "issue:45850", "accept": false, - "reason": "Specific pad_token_id attribute regression vs a generic v5 breakage umbrella; not the same bug." + "reason": "Specific config attribute regression, not the same as the broad v5-breakage report." }, { "left": "issue:44655", "right": "issue:44861", "accept": false, - "reason": "Both touch save/tied-weight behavior, but one is pipeline save_pretrained and the other is an AttributeError in tied-weight key extraction." + "reason": "Different save/load paths and different concrete errors." }, { "left": "issue:44393", "right": "issue:45753", "accept": false, - "reason": "Both are Qwen3.5 vision issues, but one is 2D bbox output and the other is an infinite-loop image case." + "reason": "Both are Qwen3.5/VL-related, but the observed bugs differ." }, { "left": "issue:44485", "right": "issue:46664", "accept": false, - "reason": "Different model families and failures; GLM-5 RoPE vs SmolVLM video-frame semantics." + "reason": "Unrelated model areas: RoPE implementation vs video processor frame semantics." }, { - "left": "issue:44556", - "right": "issue:45092", + "left": "issue:42371", + "right": "issue:44492", "accept": false, - "reason": "Both concern version upgrades, but one is checkpoint reload/serialization and the other is meta initialization incompatibility with remote-code checkpoints." + "reason": "TF32 settings API discussion is unrelated to a cache-strategy typo." }, { "left": "issue:44393", "right": "issue:45071", "accept": false, - "reason": "Different model-specific vision bug vs a PretrainedConfig type-checking regression." + "reason": "Different subsystems and different failure modes." }, { - "left": "issue:42371", - "right": "issue:44492", + "left": "issue:44556", + "right": "issue:45092", "accept": false, - "reason": "TF32 settings and cache-strategy typo are unrelated." + "reason": "Both are v5 compatibility complaints, but the concrete incompatibilities differ." }, { "left": "issue:44295", "right": "issue:45230", "accept": false, - "reason": "Position_ids buffer reading failure is too specific to match a generic bug report." + "reason": "Specific position_ids buffer bug versus an unspecific bug report." }, { "left": "issue:44297", "right": "issue:45230", "accept": false, - "reason": "Tokenizer_class mismatch in tokenizer_config.json is a different serialization bug from a generic report." + "reason": "Tokenizer save_pretrained mismatch is unrelated to the placeholder issue." }, { "left": "issue:44246", "right": "issue:44273", "accept": false, - "reason": "Import-time slowness and lazy loading correctness are related only at a high level, not the same defect." + "reason": "These are only loosely similar from titles; the packet does not establish the same lazy-loading/import slowdown regression." }, { "left": "issue:45850", "right": "issue:47059", "accept": false, - "reason": "Broad v5 breakage complaint vs a specific CLI incompatibility with huggingface_hub 1.22.0." + "reason": "Generic v5 breakage versus a CLI completion incompatibility with huggingface_hub." }, { - "left": "issue:41669", - "right": "issue:47455", + "left": "issue:43408", + "right": "issue:44315", "accept": false, - "reason": "Import-star performance regression and a kernel-version check problem are unrelated." + "reason": "Different model/config warnings and unrelated code paths." }, { - "left": "issue:43408", - "right": "issue:44315", + "left": "issue:41669", + "right": "issue:47455", "accept": false, - "reason": "sam3_video/sam3_tracker config mismatch is unrelated to Liger Kernel/model_init behavior." + "reason": "Import-star performance regression versus an unrelated kernel-version check issue." }, { "left": "issue:43298", "right": "issue:46095", "accept": false, - "reason": "Audio model continuous batching support and DeepSeek-V4 weight-conversion question are different topics." + "reason": "Continuous batching audio-model support is unrelated to DeepSeek-V4 conversion guidance." }, { "left": "issue:43976", "right": "issue:44393", "accept": false, - "reason": "Python version compatibility and Qwen3-VL bounding-box errors are unrelated." + "reason": "Python version compatibility bug versus Qwen3-VL bounding-box output bug." }, { "left": "issue:44492", "right": "issue:46328", "accept": false, - "reason": "A cache-strategy typo is not the same as a SequenceFeatureExtractor.pad performance bug." + "reason": "Different cache-related issues: typo vs feature-extractor padding performance." }, { "left": "issue:44492", "right": "issue:45850", "accept": false, - "reason": "At most a vague v5-era association; the typo and the broad breakage report are not the same bug." - }, - { - "left": "issue:41669", - "right": "issue:46218", - "accept": false, - "reason": "Import performance from models and a failed module import for Qwen3_5ForCausalLM are different failures." + "reason": "A cache-strategy typo is not the same as the broad v5 breakage umbrella." } ] }, - "evaluator_result": null, - "evaluator_used": false, - "retried": false, + "evaluator_result": { + "accept": false, + "feedback": "The overall summary is mostly grounded, but one soft-edge verdict is too strong for the evidence available: issue:44246 and issue:44273 are only loosely similar from their titles, and the packet does not support claiming they are the same lazy-loading/import slowdown regression. A more conservative verdict would be false or at least explicitly tentative. Because of that overstatement, I can\u2019t accept the output." + }, + "evaluator_used": true, + "retried": true, "accepted_nontrivial_soft_edge": false, "error_kind": null, "error_message": null @@ -20335,14 +20458,14 @@ "label": "issue", "component_index": 1, "component_count": 28, - "review_unit_index": 66, - "review_unit_count": 67, + "review_unit_index": 67, + "review_unit_count": 68, "status": "reviewed", "reason": null, "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-545", + "cluster_id": "cluster-10000-547", "nodes": [ "issue:28348", "issue:31795", @@ -20395,6 +20518,7 @@ ], "soft_pairs": [ "issue:44704|issue:44908", + "issue:41669|issue:46218", "issue:42890|issue:44908", "issue:41669|issue:45341", "issue:44908|issue:45071", @@ -20419,8 +20543,8 @@ "issue:44485|issue:47177", "issue:44861|issue:47059", "issue:43519|issue:44908", - "issue:41669|issue:43704", "issue:43606|issue:45468", + "issue:41669|issue:43704", "issue:43576|issue:46218", "issue:28348|issue:45250", "issue:42371|issue:43704", @@ -20446,340 +20570,346 @@ "issue:44492|issue:44998", "issue:43618|issue:44998" ], - "prepared_review_unit_hash": "ce3c49674f89e44e7b5bb569a820d8c447d6b5f2f7b6fdfdb69b06d698a7baf9", + "prepared_review_unit_hash": "970615233ad0586d876c1da935fb41dcefe2015929658952633ed5b0989d024d", "component_budget": { - "node_count": 545, - "item_count": 545, - "soft_pair_count": 2024, - "serialized_chars": 1046962, - "estimated_input_tokens": 261741, - "estimated_eval_tokens": 523738 + "node_count": 547, + "item_count": 547, + "soft_pair_count": 2032, + "serialized_chars": 1051055, + "estimated_input_tokens": 262764, + "estimated_eval_tokens": 525784 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 51, - "serialized_chars": 42047, - "estimated_input_tokens": 10512, - "estimated_eval_tokens": 21280 + "soft_pair_count": 52, + "serialized_chars": 42344, + "estimated_input_tokens": 10586, + "estimated_eval_tokens": 21428 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "The cluster is highly heterogeneous: most soft pairs share only broad subsystem vocabulary (tokenizers, processors, Flash Attention, CLI, versioning) but not the same concrete bug or change, so I would not merge any of them.", - "confidence": 0.61, - "canonical_issue_reason": "issue:44704 is a concrete, well-scoped API bug with a clear code path (`AutoProcessor.from_pretrained` \u2192 `cached_file`) and an actionable fix.", + "summary": "This is a heterogeneous grab bag of Transformers issues: flash-attention, tokenizer/loading regressions, v5 breakages, processor bugs, CLI/security, and docs. I don\u2019t see any soft pair that is clearly the same underlying bug or change, so all soft edges are rejected.", + "confidence": 0.92, + "canonical_issue_reason": "issue:43502 is the clearest concrete regression in the set: a specific, user-facing bug with a precise symptom (`local_files_only=True` still triggers network calls).", "canonical_pr_reason": null, - "best_issue_reason": "issue:44704 looks like the strongest representative issue because it names the exact failing function chain and describes a specific missing-kwargs defect rather than a vague regression.", + "best_issue_reason": "issue:43502 is the strongest representative issue here because it is well-scoped and actionable, unlike many of the other items that are either model-specific, meta, or vaguely described.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:44704", "right": "issue:44908", "accept": false, - "reason": "Different failures: processor/download kwargs propagation vs scheduler kwargs handling." + "reason": "Different code paths: AutoProcessor kwargs passthrough vs scheduler kwargs being ignored." + }, + { + "left": "issue:41669", + "right": "issue:46218", + "accept": false, + "reason": "Import-* cleanup/perf issue vs a module import failure; not the same bug." }, { "left": "issue:42890", "right": "issue:44908", "accept": false, - "reason": "Test flakiness from missing `set_seed()` is unrelated to inverse_sqrt scheduler behavior." + "reason": "Seed-related flaky tests vs scheduler configuration handling; unrelated." }, { "left": "issue:41669", "right": "issue:45341", "accept": false, - "reason": "`import *` cleanup/perf issue is unrelated to a testing_utils bug." + "reason": "Model import-style cleanup vs a testing_utils bug; no shared underlying issue." }, { "left": "issue:44908", "right": "issue:45071", "accept": false, - "reason": "Scheduler kwarg handling and `PretrainedConfig` type checking are separate code paths." + "reason": "Scheduler kwargs bug vs `PretrainedConfig` type-checking breakage; different failures." }, { "left": "issue:43976", "right": "issue:46218", "accept": false, - "reason": "Python version compatibility issue is not the same as a specific module import failure." + "reason": "Python version support issue vs missing Qwen module import; unrelated." }, { "left": "issue:43827", "right": "issue:44908", "accept": false, - "reason": "Documentation referencing `pipeline()` is unrelated to scheduler kwarg plumbing." + "reason": "Docs referencing removed `pipeline()` APIs vs scheduler kwargs handling." }, { "left": "issue:43576", "right": "issue:47176", "accept": false, - "reason": "Broken `transformers env` CLI and shell-command allowlist bypass are different problems, the latter being security-related." + "reason": "Broken env command vs shell-command allowlist bypass; different surfaces and severity." }, { "left": "issue:45230", "right": "issue:45656", "accept": false, - "reason": "Generic bug report and deepspeed double-step behavior are not the same concrete issue." + "reason": "Generic bug report vs DeepSpeed optimizer-step double-call; too vague to match." }, { "left": "issue:42913", "right": "issue:43066", "accept": false, - "reason": "Both mention tokenizer v5, but one is a behavior mismatch and the other is a decoder-type bug." + "reason": "Both tokenizer-related, but one is broad v4\u2192v5 behavior drift and the other is a specific decoder-type bug." }, { "left": "issue:43976", - "right": "issue:47177", + "right": "issue:47176", "accept": false, - "reason": "Python support mismatch and tar/zip-slip RCE are unrelated." + "reason": "Python support issue vs command-substitution security bypass; unrelated." }, { "left": "issue:31795", "right": "issue:33453", "accept": false, - "reason": "Documentation confusion about forward args is unrelated to a tokenizer loading regression." + "reason": "Docs confusion about forward args vs tokenizer loading regression." }, { "left": "issue:44273", "right": "issue:47455", "accept": false, - "reason": "Lazy loading bug and kernel version checking are different concerns." + "reason": "Lazy-loading failure vs kernel version check bug; unrelated." }, { "left": "issue:44315", "right": "issue:47455", "accept": false, - "reason": "Liger Kernel application via `model_init` is unrelated to a kernel version check." + "reason": "Liger-kernel application bug vs kernel version validation bug; different code paths." }, { "left": "issue:43519", "right": "issue:46655", "accept": false, - "reason": "Both are processor bugs, but timestamp calculation and video padding are distinct computations." + "reason": "Different processor bugs in different models: timestamp calculation vs padding calculation." }, { "left": "issue:45468", "right": "issue:46894", "accept": false, - "reason": "Gemma audio positional encoding and CohereASR double-shift training loss are unrelated." + "reason": "Gemma audio positional encoding vs ASR training-loss double-shift; unrelated." }, { "left": "issue:44861", "right": "issue:47110", "accept": false, - "reason": "Two different `AttributeError` sites (`_tied_weights_keys` vs `special_tokens`) with different failing objects." + "reason": "Tied-weights helper crash vs special_tokens dict/list handling; not the same issue." }, { "left": "issue:43976", "right": "issue:47177", "accept": false, - "reason": "Version-compatibility issue is unrelated to archive path traversal / RCE." + "reason": "Python support issue vs tar/zip-slip RCE; unrelated." }, { "left": "issue:44485", "right": "issue:47176", "accept": false, - "reason": "RoPE implementation bug and shell allowlist bypass are unrelated." + "reason": "RoPE implementation bug vs shell-operator allowlist bypass; unrelated." }, { "left": "issue:31795", "right": "issue:37428", "accept": false, - "reason": "Forward-argument documentation confusion is unrelated to a flash-attention import error." + "reason": "Forward-doc confusion vs flash-attention import error; unrelated." }, { "left": "issue:44360", "right": "issue:45468", "accept": false, - "reason": "DSA indexer/ReLU discussion is unrelated to Gemma audio positional encoding." + "reason": "DSA indexer activation bug vs Gemma audio positional encoding; different models/components." }, { "left": "issue:43519", "right": "issue:44485", "accept": false, - "reason": "Different model internals: Qwen3VL timestamp math vs GLM-5 RoPE implementation." + "reason": "Timestamp calculation bug vs RoPE implementation bug; different subsystems." }, { "left": "issue:43576", "right": "issue:44273", "accept": false, - "reason": "Broken env command and lazy loading regression are separate user-facing bugs." + "reason": "Broken env command vs lazy loading behavior; unrelated." }, { "left": "issue:44485", "right": "issue:47177", "accept": false, - "reason": "Model RoPE math and archive traversal security issue are not the same change." + "reason": "RoPE implementation vs archive traversal/RCE security issue; unrelated." }, { "left": "issue:44861", "right": "issue:47059", "accept": false, - "reason": "Weight-key list handling and CLI completion incompatibility are unrelated." + "reason": "Tied-weight key handling vs CLI completion API break; unrelated." }, { "left": "issue:43519", "right": "issue:44908", "accept": false, - "reason": "Processor timestamp math and scheduler kwarg handling do not share a code path." + "reason": "Processor timestamp calculation vs scheduler kwargs handling; unrelated." }, { - "left": "issue:41669", - "right": "issue:43704", + "left": "issue:43606", + "right": "issue:45468", "accept": false, - "reason": "Import-star cleanup/perf issue is unrelated to VRAM leak in Qwen3ForCausalLM." + "reason": "CPU offload device mismatch vs Gemma audio positional encoding; unrelated." }, { - "left": "issue:43606", - "right": "issue:45468", + "left": "issue:41669", + "right": "issue:43704", "accept": false, - "reason": "CPU-offload device mismatch and Gemma audio positional encoding are unrelated model bugs." + "reason": "Import-star cleanup/perf vs Qwen VRAM leak; different issues." }, { "left": "issue:43576", "right": "issue:46218", "accept": false, - "reason": "CLI env-command breakage is unrelated to Qwen3_5 module import failure." + "reason": "Env command breakage vs Qwen3_5 import failure; unrelated." }, { "left": "issue:28348", "right": "issue:45250", "accept": false, - "reason": "Both mention Flash Attention 2.0, but one is GPT2-specific support and the other is a broad feature request." + "reason": "Both mention Flash Attention 2.0, but one is GPT2 support and the other is a generic Flash Attention topic; not the same concrete change." }, { "left": "issue:42371", "right": "issue:43704", "accept": false, - "reason": "TF32 API guidance and Qwen3ForCausalLM VRAM leak are unrelated." + "reason": "TF32 configuration guidance vs VRAM leak in dataloader threads; unrelated." }, { "left": "issue:44485", "right": "issue:45468", "accept": false, - "reason": "RoPE implementation bug and Gemma audio positional encoding are different model-specific fixes." + "reason": "RoPE implementation vs audio positional encoding; unrelated." }, { "left": "issue:43704", "right": "issue:44485", "accept": false, - "reason": "VRAM leak and RoPE math bug do not correspond to the same underlying defect." + "reason": "VRAM leak vs RoPE implementation; unrelated." }, { "left": "issue:43352", "right": "issue:47177", "accept": false, - "reason": "Flash Attention support gap and tar/zip-slip RCE are completely unrelated." + "reason": "Flash Attention 2.0 support gap vs tar/zip-slip security bug; unrelated." }, { "left": "issue:43352", "right": "issue:47176", "accept": false, - "reason": "Flash Attention support gap and shell operator allowlist bypass are unrelated." + "reason": "Model Flash Attention support gap vs shell-substitution allowlist bypass; unrelated." }, { "left": "issue:45850", "right": "issue:47177", "accept": false, - "reason": "Vague v5 breakage complaint is not the same as archive-based RCE." + "reason": "Vague v5 breakage report vs archive traversal/RCE; unrelated." }, { "left": "issue:43502", "right": "issue:43519", "accept": false, - "reason": "Offline download enforcement and Qwen3VL timestamp math are different bugs." + "reason": "Network calls despite local-only mode vs Qwen3VL timestamp calculation; unrelated." }, { "left": "issue:43519", "right": "issue:44623", "accept": false, - "reason": "Processor timestamp calculation and `save_pretrained` missing files are separate processor issues." + "reason": "Processor timestamp bug vs missing files on `save_pretrained`; different processor issues." }, { "left": "issue:44261", "right": "issue:45468", "accept": false, - "reason": "MLA epsilon precision discussion and Gemma audio positional encoding are unrelated." + "reason": "MLA layernorm epsilon precision bug vs Gemma audio positional encoding; unrelated." }, { "left": "issue:45850", "right": "issue:46218", "accept": false, - "reason": "Generic v5 breakage report and Qwen3_5 import failure are not the same concrete bug." + "reason": "Generic v5 breakage complaint vs Qwen module import failure; unrelated." }, { "left": "issue:43704", "right": "issue:45341", "accept": false, - "reason": "VRAM leak and a testing_utils bug are unrelated." + "reason": "VRAM leak in model use vs a testing utility bug; unrelated." }, { "left": "issue:43352", "right": "issue:46218", "accept": false, - "reason": "Flash Attention 2.0 support and module import failure are separate issues." + "reason": "Flash Attention support gap vs Qwen module import failure; unrelated." }, { "left": "issue:44351", "right": "issue:46218", "accept": false, - "reason": "`HybridCache` import failure and `Qwen3_5ForCausalLM` import failure are different missing-symbol problems." + "reason": "HybridCache import failure vs Qwen module import failure; different missing symbols/code paths." }, { "left": "issue:44230", "right": "issue:44623", "accept": false, - "reason": "FP8 support request is unrelated to missing files in `processor.save_pretrained`." + "reason": "FP8 support request vs processor save-pretrained missing files; unrelated." }, { "left": "issue:44861", "right": "issue:45290", "accept": false, - "reason": "Different failures: tied-weight key handling vs chat template crash with tool calls." + "reason": "Tied-weight helper crash vs chat-template tool-call crash; unrelated." }, { "left": "issue:28348", "right": "issue:43352", "accept": false, - "reason": "GPT2 Flash Attention support request and NemotronH Flash Attention support gap are model-specific, not one shared bug/change." + "reason": "Both are Flash Attention 2.0 related, but they target different models and different symptoms; not one duplicate change." }, { "left": "issue:44230", "right": "issue:45310", "accept": false, - "reason": "FP8 support request is unrelated to Qwen3.5 MoE `from_pretrained` regression." + "reason": "FP8 support request vs Qwen3.5 MoE from_pretrained error; unrelated." }, { "left": "issue:44908", "right": "issue:44998", "accept": false, - "reason": "Scheduler kwarg bug and an off-topic/unrelated issue have no common defect." + "reason": "Scheduler kwargs bug vs unrelated placeholder title." }, { "left": "issue:44998", "right": "issue:47177", "accept": false, - "reason": "No relation between the off-topic issue and archive extraction RCE." + "reason": "Unrelated placeholder title vs archive traversal/RCE bug." }, { "left": "issue:44998", "right": "issue:47176", "accept": false, - "reason": "No relation between the off-topic issue and shell allowlist bypass." + "reason": "Unrelated placeholder title vs shell-operator allowlist bypass." }, { "left": "issue:44492", "right": "issue:44998", "accept": false, - "reason": "Cache-strategy typo and unrelated/off-topic issue are not duplicates." + "reason": "Cache-strategy typo vs unrelated placeholder title." }, { "left": "issue:43618", "right": "issue:44998", "accept": false, - "reason": "CLIPOutput attentions regression and the off-topic issue are unrelated." + "reason": "CLIPOutput attentions bug vs unrelated placeholder title." } ] }, @@ -20794,14 +20924,14 @@ "label": "issue", "component_index": 1, "component_count": 28, - "review_unit_index": 67, - "review_unit_count": 67, + "review_unit_index": 68, + "review_unit_count": 68, "status": "reviewed", "reason": null, "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-545", + "cluster_id": "cluster-10000-547", "nodes": [ "issue:29870", "issue:30333", @@ -20841,20 +20971,20 @@ "issue:37934|issue:43668", "issue:42936|issue:43668" ], - "prepared_review_unit_hash": "fc0bce6b8d6aacc03975367401e5660b85ec88dc653df2d40a4a9285e0260e34", + "prepared_review_unit_hash": "ff77071f7c9c8c1e1021bfd07d128943f446b7eb9be5bb9afd9476d2e3eae1e3", "component_budget": { - "node_count": 545, - "item_count": 545, - "soft_pair_count": 2024, - "serialized_chars": 1046962, - "estimated_input_tokens": 261741, - "estimated_eval_tokens": 523738 + "node_count": 547, + "item_count": 547, + "soft_pair_count": 2032, + "serialized_chars": 1051055, + "estimated_input_tokens": 262764, + "estimated_eval_tokens": 525784 }, "budget": { "node_count": 17, "item_count": 17, "soft_pair_count": 18, - "serialized_chars": 14985, + "serialized_chars": 14986, "estimated_input_tokens": 3747, "estimated_eval_tokens": 7750 }, @@ -20863,120 +20993,120 @@ "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "The items are broadly unrelated; the soft pairs share superficial wording but do not describe the same underlying bug or change. No duplicate merges are warranted.", - "confidence": 0.93, - "canonical_issue_reason": "No single canonical issue: the set spans unrelated topics (loading speed, import errors, generation bugs, tokenizer warnings, model architecture, docs, and training/runtime behavior).", + "summary": "This cluster is heterogeneous: the issues cover unrelated bugs, docs, config, and model-specific behavior. None of the soft pairs appear to describe the same underlying defect or change.", + "confidence": 0.96, + "canonical_issue_reason": "No clear canonical issue; the cluster does not represent one duplicate bug family.", "canonical_pr_reason": null, - "best_issue_reason": "No issue is a good global canonical target; 31515 is the broadest-sounding but it is only about slow checkpoint loading, not the other problems.", + "best_issue_reason": "No issue is a good global deduplication anchor. Issue 31515 has superficial keyword overlap with a few others, but it concerns slow checkpoint loading rather than the same defect class.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:31515", "right": "issue:38617", "accept": false, - "reason": "One is checkpoint load slowness; the other is an import error for a missing symbol. Different failure modes and code paths." + "reason": "One is slow checkpoint loading; the other is an ImportError for a missing symbol. Different symptoms, code paths, and fix types." }, { "left": "issue:43298", "right": "issue:44230", "accept": false, - "reason": "Audio continuous batching support and FP8 Qwen VL/MoE inference are unrelated model/runtime features." + "reason": "Continuous batching support for audio models is unrelated to fp8 inference support for Qwen models." }, { "left": "issue:29870", "right": "issue:31515", "accept": false, - "reason": "Generation-time UnboundLocalError in BART vs slow from_pretrained checkpoint loading; different subsystems." + "reason": "BART generate() UnboundLocalError is a runtime bug; from_pretrained slowness is a loading performance issue." }, { "left": "issue:30333", "right": "issue:31515", "accept": false, - "reason": "MLflow reporting on failed training jobs is unrelated to checkpoint loading performance." + "reason": "MLflow reporting on failed training jobs is unrelated to checkpoint loading speed." }, { "left": "issue:31515", "right": "issue:36296", "accept": false, - "reason": "Slow model loading and tensor-parallel training bug are distinct problems." + "reason": "Checkpoint loading performance and tensor-parallel training correctness are different problems." }, { "left": "issue:31515", "right": "issue:31795", "accept": false, - "reason": "Checkpoint load speed and documentation confusion about forward inputs/past_key_values are not the same issue." + "reason": "Loading-speed issue vs documentation confusion about forward() inputs/past_key_values." }, { "left": "issue:43717", "right": "issue:46144", "accept": false, - "reason": "Mamba init_weights behavior and RoFormer attention interface usage are different model implementation concerns." + "reason": "Mamba init_weights behavior and RoFormer attention interface usage are unrelated model-specific issues." }, { "left": "issue:42936", "right": "issue:46018", "accept": false, - "reason": "Mask2Former ignore_value handling and DeepSeek-V4 shared expert gating are different model-specific bugs." + "reason": "Mask2Former ignore_value handling is unrelated to DeepSeek-V4 shared expert gating." }, { "left": "issue:43668", "right": "issue:44031", "accept": false, - "reason": "A wrong type hint in one config class is not the same as a tokenizer regex warning regression." + "reason": "Incorrect type hint in ModernBERTConfig is unrelated to tokenizer regex warning behavior." }, { "left": "issue:42936", "right": "issue:43240", "accept": false, - "reason": "Unused ignore_value in Mask2Former and kwargs not passed to loss calculation are distinct training/loss bugs." + "reason": "Ignore_value usage in Mask2Former is unrelated to kwargs not reaching the loss function." }, { "left": "issue:43240", "right": "issue:46144", "accept": false, - "reason": "Loss kwargs propagation and RoFormer attention interface implementation do not describe the same code defect." + "reason": "Loss kwargs propagation and RoFormer attention-interface usage are different code paths and bugs." }, { "left": "issue:42936", "right": "issue:44031", "accept": false, - "reason": "Mask2Former loss parameter handling and tokenizer regex warnings are unrelated." + "reason": "Mask2Former loss-value handling and tokenizer warning regressions are unrelated." }, { "left": "issue:42936", "right": "issue:46144", "accept": false, - "reason": "Different model implementations and different bug types; no shared code-path problem." + "reason": "Different models and different defects; no shared concrete implementation bug." }, { "left": "issue:42936", "right": "issue:43813", "accept": false, - "reason": "A Mask2Former loss bug is unrelated to a typo in quantization conversion naming." + "reason": "Mask2Former ignore_value logic is unrelated to a typo in quantization conversion naming." }, { "left": "issue:43668", "right": "issue:43813", "accept": false, - "reason": "Incorrect type hint in ModernBERT config and quantization-operation typo are separate metadata/typing issues." + "reason": "Incorrect type annotation and a typo in a conversion symbol are not the same bug." }, { "left": "issue:43240", "right": "issue:43668", "accept": false, - "reason": "Loss kwargs forwarding and a config type-hint mistake are not the same underlying bug." + "reason": "Missing kwargs in loss calculation vs a ModernBERT config type-hint issue." }, { "left": "issue:37934", "right": "issue:43668", "accept": false, - "reason": "A question about Llama4 norm semantics is unrelated to a ModernBERT config typing error." + "reason": "Llama4TextL2Norm/RMSNorm question is unrelated to ModernBERT type hints." }, { "left": "issue:42936", "right": "issue:43668", "accept": false, - "reason": "Mask2Former loss behavior and ModernBERT config typing are different concerns." + "reason": "Mask2Former ignore_value usage and ModernBERT norm_eps typing are unrelated." } ] }, @@ -21009,52 +21139,52 @@ "issue:10519|issue:11005", "issue:11005|issue:11307" ], - "prepared_review_unit_hash": "37bc765099bb8c5c36a7c361fa45097279d65331b4f4daf6ece9fb14db30b662", + "prepared_review_unit_hash": "09fa3e60b50dc6751ad112a404ce9068d012847c951d3ee2d12bbfdc1866aa7a", "component_budget": { "node_count": 3, "item_count": 3, "soft_pair_count": 3, - "serialized_chars": 2874, - "estimated_input_tokens": 719, - "estimated_eval_tokens": 1694 + "serialized_chars": 2878, + "estimated_input_tokens": 720, + "estimated_eval_tokens": 1696 }, "budget": { "node_count": 3, "item_count": 3, "soft_pair_count": 3, - "serialized_chars": 2874, - "estimated_input_tokens": 719, - "estimated_eval_tokens": 1694 + "serialized_chars": 2878, + "estimated_input_tokens": 720, + "estimated_eval_tokens": 1696 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These issues are unrelated feature requests: tokenizer truncation behavior, ReduceLROnPlateau-like scheduling, and Wav2Vec2 word time offsets. There is no duplicate cluster here.", + "summary": "This cluster does not look like a duplicate set: the three issues describe unrelated topics (token truncation behavior, a ReduceLROnPlateau-style feature request, and Wav2Vec2 word boundary timestamps).", "confidence": 0.98, - "canonical_issue_reason": "No clear canonical issue for a duplicate set; the three issues address different subsystems and different user problems.", + "canonical_issue_reason": "No canonical issue: the items are about different features/problems and do not appear to describe the same underlying bug or request.", "canonical_pr_reason": null, - "best_issue_reason": "Issue 10519 is the most concrete/self-contained request, but it is not related to the other two issues and should not be treated as a cluster representative for deduplication.", + "best_issue_reason": "Issue 10519 is the clearest and most concrete standalone request, but it is not representative of the whole cluster because the other issues are unrelated.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:10519", "right": "issue:11307", "accept": false, - "reason": "Truncation from the beginning for tokenizers is unrelated to extracting word start/end offsets from Wav2Vec2." + "reason": "Different domains and requested behaviors: truncation from the beginning vs. word start/end timestamps in Wav2Vec2." }, { "left": "issue:10519", "right": "issue:11005", "accept": false, - "reason": "Tokenizer truncation options and ReduceLROnPlateau-like learning-rate scheduling are completely different features." + "reason": "Unrelated feature requests: tokenizer truncation direction vs. ReduceLROnPlateau-like scheduler functionality." }, { "left": "issue:11005", "right": "issue:11307", "accept": false, - "reason": "A plateau-based LR scheduler request is unrelated to Wav2Vec2 word timestamp extraction." + "reason": "These concern different subsystems and problems: learning-rate scheduling vs. Wav2Vec2 word time offsets." } ] }, @@ -21086,7 +21216,7 @@ "issue:13244|issue:16618", "issue:15980|issue:16618" ], - "prepared_review_unit_hash": "9a81b7fa198ee27efa94885796bb43db1fd06312f0df5fb9a557b8dbe3d86b7d", + "prepared_review_unit_hash": "c81950e4fadad9897a42050a30cb0cdb3c7a42319b8def0971a48a3b3cd5956c", "component_budget": { "node_count": 3, "item_count": 3, @@ -21108,24 +21238,24 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These issues do not look like duplicates of one another. #16618 is a general model-loading failure, while #15980 is specifically about a misleading login/download error for private models, and #13244 is about Tapas tokenization differing from TensorFlow code.", - "confidence": 0.93, - "canonical_issue_reason": "If one issue must represent the group, #16618 is the broadest model-loading report; however, the cluster is not actually a duplicate set.", + "summary": "These issues are not duplicates. Two of them are only loosely related to model loading/tokenization topics, but they describe different failures with different causes and scopes. The closest match is between the two model-loading issues, yet one is about a generic load failure for bert-base-uncased and the other is specifically about a misleading error when accessing a private model while logged out.", + "confidence": 0.88, + "canonical_issue_reason": "issue #16618 is the clearest concrete bug report in the set and the most central to the shared model-loading theme, but it is not a true duplicate of the others.", "canonical_pr_reason": null, - "best_issue_reason": "#16618 is the most general and widely discussed issue in this set, but it still does not match the tokenization or private-model login problems.", + "best_issue_reason": "#16618 is the best single issue to represent this cluster because it is the most specific and actionable of the three, with the strongest overlap to the only other model-loading complaint.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:13244", "right": "issue:16618", "accept": false, - "reason": "Tokenization mismatch in Tapas and a model-loading failure for bert-base-uncased are different code paths and different bugs." + "reason": "Different problem domains: tokenization mismatch vs model loading failure. The shared ML/Hugging Face context is too broad to treat as the same underlying bug." }, { "left": "issue:15980", "right": "issue:16618", "accept": false, - "reason": "A bad error message for unauthenticated private-model downloads is not the same underlying problem as failing to load a public model." + "reason": "Both involve loading models, but the reported bugs differ: #15980 is about an incorrect error message for private-model access without login, while #16618 is a generic inability to load bert-base-uncased." } ] }, @@ -21175,112 +21305,112 @@ "issue:23050|issue:28306", "issue:23050|issue:25725" ], - "prepared_review_unit_hash": "88f40698d31890b506aece1a54bd0c5d829622fd5d24ba307a3defa7b6034ed1", + "prepared_review_unit_hash": "768797ea25d3cddd3c7940f423b2a5c9e7bac61f6ad6b64878ec2451214840df", "component_budget": { "node_count": 10, "item_count": 10, "soft_pair_count": 13, - "serialized_chars": 9964, - "estimated_input_tokens": 2491, - "estimated_eval_tokens": 5238 + "serialized_chars": 9965, + "estimated_input_tokens": 2492, + "estimated_eval_tokens": 5240 }, "budget": { "node_count": 10, "item_count": 10, "soft_pair_count": 13, - "serialized_chars": 9964, - "estimated_input_tokens": 2491, - "estimated_eval_tokens": 5238 + "serialized_chars": 9965, + "estimated_input_tokens": 2492, + "estimated_eval_tokens": 5240 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These are all separate model-addition requests spanning different architectures and tasks; the soft similarities are mostly due to generic wording, not the same underlying change.", + "summary": "This cluster is a set of related but distinct model-request issues (different architectures, modalities, or training workflows). They share a broad pattern of \"add model\" requests, but they are not duplicates of the same underlying task, so all soft edges should be rejected.", "confidence": 0.96, - "canonical_issue_reason": null, + "canonical_issue_reason": "No true canonical issue: the items request different models/features (e.g. EDSR/MDSR, VATT, FlexiBERT, Restormer, LLaMA-MoE), so collapsing them would lose distinct work items.", "canonical_pr_reason": null, - "best_issue_reason": "No single issue is a good duplicate-canonical here because the requests are for different models and use cases, not one shared bug or feature.", + "best_issue_reason": "Issue 23050 is the broadest umbrella-style request in the set and has the most discussion, so it is the closest thing to a representative issue\u2014but it still should not be treated as a duplicate canonical for the others.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:19631", "right": "issue:22372", "accept": false, - "reason": "Different model requests: EDSR/MDSR vs Restormer. Same broad domain, but not the same change." + "reason": "Both are model-addition requests, but EDSR/MDSR and Restormer are different architectures and different implementations." }, { "left": "issue:19631", "right": "issue:20362", "accept": false, - "reason": "Different architectures: super-resolution models vs FlexiBERT. No shared underlying feature request." + "reason": "EDSR/MDSR and FlexiBERT are unrelated model families; only the generic \"add model\" pattern overlaps." }, { "left": "issue:19865", "right": "issue:25725", "accept": false, - "reason": "VATT and Meta-Transformer are unrelated model additions; only the generic 'add model' intent overlaps." + "reason": "VATT and Meta-Transformer are different model requests with no shared concrete code path." }, { "left": "issue:19865", "right": "issue:22372", "accept": false, - "reason": "VATT is a video/audio transformer model request; Restormer is a different restoration model." + "reason": "VATT (audio/video transformer) and Restormer (restoration model) are distinct tasks and models." }, { "left": "issue:20334", "right": "issue:22352", "accept": false, - "reason": "Longformer content and Whisper XVector finetuning are different tasks and code paths." + "reason": "longformer_content and Whisper XVector finetuning describe different workflows and model targets." }, { "left": "issue:20334", "right": "issue:20362", "accept": false, - "reason": "Longformer content vs FlexiBERT are distinct model requests, not the same bug or feature." + "reason": "Longformer content handling and FlexiBERT are separate model integrations." }, { "left": "issue:20334", "right": "issue:25725", "accept": false, - "reason": "Longformer-related issue and Meta-Transformer are not the same concrete change." + "reason": "Longformer_content and Meta-Transformer are not the same feature or bug." }, { "left": "issue:20362", "right": "issue:25839", "accept": false, - "reason": "FlexiBERT and D_Nikud are unrelated model integrations." + "reason": "FlexiBERT and D_Nikud are different model requests, likely for different languages/tasks." }, { "left": "issue:20362", "right": "issue:25725", "accept": false, - "reason": "Both are transformer-family model requests, but they target different models and changes." + "reason": "FlexiBERT and Meta-Transformer are unrelated model additions." }, { "left": "issue:22352", "right": "issue:25725", "accept": false, - "reason": "Whisper XVector finetuning and Meta-Transformer are different tasks and implementations." + "reason": "Whisper XVector finetuning and Meta-Transformer are different code paths and objectives." }, { "left": "issue:22372", "right": "issue:25725", "accept": false, - "reason": "Restormer and Meta-Transformer are distinct model-addition requests with no shared concrete code path." + "reason": "Restormer and Meta-Transformer are distinct model implementations and use cases." }, { "left": "issue:23050", "right": "issue:28306", "accept": false, - "reason": "TTS advanced text-to-speech and LLaMA-MoE are unrelated features." + "reason": "TTS advanced Text-to-Speech and LLaMA-MoE are different model domains and not mergeable into one PR/issue." }, { "left": "issue:23050", "right": "issue:25725", "accept": false, - "reason": "Text-to-speech model request vs Meta-Transformer; same generic 'new model' framing only." + "reason": "Text-to-Speech model support and Meta-Transformer support are separate feature requests." } ] }, @@ -21378,353 +21508,488 @@ "issue:47299|issue:47402", "issue:46226|issue:47299" ], - "prepared_review_unit_hash": "7749d0115015c40967cb22f929fa934d015def5d499c689cbf7bb1712cb6e11b", + "prepared_review_unit_hash": "7fcd0fa55bc693d3cf6e460f48deca3d09140ee629364edfaadbb9a192c1caa6", "component_budget": { "node_count": 16, "item_count": 16, "soft_pair_count": 55, - "serialized_chars": 29302, - "estimated_input_tokens": 7326, - "estimated_eval_tokens": 14908 + "serialized_chars": 29292, + "estimated_input_tokens": 7323, + "estimated_eval_tokens": 14902 }, "budget": { "node_count": 16, "item_count": 16, "soft_pair_count": 55, - "serialized_chars": 29302, - "estimated_input_tokens": 7326, - "estimated_eval_tokens": 14908 + "serialized_chars": 29292, + "estimated_input_tokens": 7323, + "estimated_eval_tokens": 14902 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "This cluster is mostly noisy i18n translation issues and a couple of unrelated architecture-feature requests; I don\u2019t see any soft pair that is safely the same underlying change.", - "confidence": 0.82, - "canonical_issue_reason": "Issue 43834 is the most central representative of the dense i18n-template subcluster, but the cluster is heterogeneous and not a true duplicate set.", + "summary": "The cluster is mostly a mix of unrelated feature requests and i18n translation issues that only look similar because of templated wording. The only likely duplicate set is the generic placeholder translation issues with the same exact title template; the rest should stay separate.", + "confidence": 0.74, + "canonical_issue_reason": "issue:43834 is the clearest representative of the generic placeholder i18n translation template and sits in the tightest near-identical duplicate set.", "canonical_pr_reason": null, - "best_issue_reason": "43834 is the broadest representative of the repeated translation-template issues, though it should not be treated as a confirmed duplicate canonical.", + "best_issue_reason": "issue:43834 is the best cluster representative because it is the most generic and has the strongest evidence of being duplicated by near-identical placeholder translation issues.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:26350", "right": "issue:33260", "accept": false, - "reason": "Different feature requests: Flash Attention 2 support vs GGUF support." + "reason": "Different feature requests: Flash Attention 2 support vs GGUF support. Same broad area, but not the same underlying change." }, { "left": "issue:26794", "right": "issue:44370", "accept": false, - "reason": "Different translation issue instances; same template only, no evidence they target the same language/request." + "reason": "Different translation targets; one is specifically Kannada and the other is a generic placeholder issue." }, { "left": "issue:26794", "right": "issue:44365", "accept": false, - "reason": "Different translation issue instances; same template only, no evidence they target the same language/request." + "reason": "Different translation targets; Kannada is not the same request as the generic placeholder issue." }, { "left": "issue:26794", "right": "issue:47402", "accept": false, - "reason": "Different translation issue instances; same template only, no evidence they target the same language/request." + "reason": "Specific Kannada translation request vs a generic placeholder issue; not the same underlying item." }, { "left": "issue:26794", "right": "issue:43834", "accept": false, - "reason": "Different translation issue instances; same template only, no evidence they target the same language/request." + "reason": "Specific Kannada translation request vs a generic placeholder issue; too different to merge." }, { "left": "issue:26794", "right": "issue:47299", "accept": false, - "reason": "Different translation issue instances; same template only, no evidence they target the same language/request." + "reason": "Different translation requests; the titles are not the same concrete issue." }, { "left": "issue:26794", "right": "issue:27088", "accept": false, - "reason": "Different language translation requests (Kannada vs Turkish)." + "reason": "Kannada vs Turkish translation requests are distinct issues." }, { "left": "issue:27088", "right": "issue:44370", "accept": false, - "reason": "Different translation issue instances; same template only, no evidence they target the same language/request." + "reason": "Turkish translation request vs generic placeholder translation issue; not the same change." }, { "left": "issue:27088", "right": "issue:44365", "accept": false, - "reason": "Different translation issue instances; same template only, no evidence they target the same language/request." + "reason": "Different language request and a generic placeholder issue; not duplicates." }, { "left": "issue:27088", "right": "issue:47402", "accept": false, - "reason": "Different translation issue instances; same template only, no evidence they target the same language/request." + "reason": "Turkish-specific request vs placeholder issue; different underlying item." }, { "left": "issue:27088", "right": "issue:43834", "accept": false, - "reason": "Different translation issue instances; same template only, no evidence they target the same language/request." + "reason": "Turkish translation request is distinct from the generic placeholder translation issue." + }, + { + "left": "issue:28936", + "right": "issue:43834", + "accept": false, + "reason": "Spanish translation request vs generic placeholder issue; same template family but not the same request." }, { "left": "issue:27088", "right": "issue:28936", "accept": false, - "reason": "Different language translation requests (Turkish vs Spanish)." + "reason": "Turkish and Spanish translation requests are different languages and different issues." }, { "left": "issue:28936", - "right": "issue:43834", + "right": "issue:44365", + "accept": false, + "reason": "Spanish-specific request vs generic placeholder issue; not the same underlying item." + }, + { + "left": "issue:28936", + "right": "issue:30240", + "accept": false, + "reason": "Spanish and Polish translation requests are separate language-specific issues." + }, + { + "left": "issue:28936", + "right": "issue:38435", "accept": false, - "reason": "Different translation issue instances; same template only, no evidence they target the same language/request." + "reason": "Spanish and Romanian translation requests are distinct." }, { "left": "issue:27088", "right": "issue:30191", "accept": false, - "reason": "Different language translation requests (Turkish vs Persian)." + "reason": "Turkish translation request vs Persian translation request; different targets." }, { "left": "issue:26794", "right": "issue:30191", "accept": false, - "reason": "Different language translation requests (Kannada vs Persian)." + "reason": "Kannada and Persian translation requests are unrelated beyond sharing a template." }, { "left": "issue:30191", "right": "issue:30240", "accept": false, - "reason": "Different language translation requests (Persian vs Polish)." + "reason": "Persian and Polish translation requests are distinct language-specific issues." }, { "left": "issue:28936", "right": "issue:30191", "accept": false, - "reason": "Different language translation requests (Spanish vs Persian)." + "reason": "Spanish and Persian translation requests are different issues." }, { "left": "issue:26794", "right": "issue:30240", "accept": false, - "reason": "Different language translation requests (Kannada vs Polish)." + "reason": "Kannada and Polish translation requests are different underlying requests." }, { "left": "issue:30240", "right": "issue:44370", "accept": false, - "reason": "Different translation issue instances; same template only, no evidence they target the same language/request." + "reason": "Polish translation request vs generic placeholder issue; not the same concrete item." }, { "left": "issue:30240", "right": "issue:44365", "accept": false, - "reason": "Different translation issue instances; same template only, no evidence they target the same language/request." + "reason": "Polish-specific request vs placeholder issue; different underlying request." }, { "left": "issue:30240", "right": "issue:47402", "accept": false, - "reason": "Different translation issue instances; same template only, no evidence they target the same language/request." + "reason": "Polish translation request is distinct from the generic placeholder issue." }, { "left": "issue:30240", "right": "issue:43834", "accept": false, - "reason": "Different translation issue instances; same template only, no evidence they target the same language/request." + "reason": "Polish translation request vs generic placeholder translation issue; not duplicates." }, { "left": "issue:38435", "right": "issue:44370", "accept": false, - "reason": "Different translation issue instances; same template only, no evidence they target the same language/request." + "reason": "Romanian translation request vs generic placeholder issue; different language-specific item." }, { "left": "issue:38435", "right": "issue:44365", "accept": false, - "reason": "Different translation issue instances; same template only, no evidence they target the same language/request." + "reason": "Romanian-specific request vs placeholder issue; not the same underlying change." }, { "left": "issue:38435", "right": "issue:47402", "accept": false, - "reason": "Different translation issue instances; same template only, no evidence they target the same language/request." + "reason": "Romanian translation request is distinct from the placeholder issue." }, { "left": "issue:38435", "right": "issue:43834", "accept": false, - "reason": "Different translation issue instances; same template only, no evidence they target the same language/request." + "reason": "Romanian request vs placeholder translation issue; not duplicates." }, { "left": "issue:38435", "right": "issue:47299", "accept": false, - "reason": "Different translation issue instances; same template only, no evidence they target the same language/request." + "reason": "Romanian translation request vs a different malformed/placeholder issue; not clearly the same item." }, { "left": "issue:43834", "right": "issue:44370", - "accept": false, - "reason": "Generic translation-template similarity only; no concrete shared language/request." + "accept": true, + "reason": "Same generic placeholder i18n translation template; highly likely duplicate of the same underlying issue." }, { "left": "issue:43834", "right": "issue:44365", - "accept": false, - "reason": "Generic translation-template similarity only; no concrete shared language/request." + "accept": true, + "reason": "Same exact placeholder title template and near-identical content; same underlying issue." }, { "left": "issue:43834", "right": "issue:47402", - "accept": false, - "reason": "Generic translation-template similarity only; no concrete shared language/request." + "accept": true, + "reason": "Both are generic placeholder i18n translation issues and look like the same duplicate template." }, { "left": "issue:43834", "right": "issue:47299", "accept": false, - "reason": "Generic translation-template similarity only; no concrete shared language/request." + "reason": "Although similar in spirit, the title/body pattern is different enough that I would not collapse them." }, { "left": "issue:43834", "right": "issue:46226", "accept": false, - "reason": "Looks like separate noisy i18n/translation issues, not one concrete duplicate." + "reason": "Different Thai-titled spam/translation issue, not the same concrete item as the placeholder template." + }, + { + "left": "issue:43834", + "right": "issue:46931", + "accept": false, + "reason": "Different Thai-titled issue; not the same underlying request as the placeholder template." }, { "left": "issue:44365", "right": "issue:44370", + "accept": true, + "reason": "Both are the same generic placeholder translation issue template with near-identical text." + }, + { + "left": "issue:44365", + "right": "issue:47402", + "accept": true, + "reason": "Same placeholder translation template; likely duplicate." + }, + { + "left": "issue:44365", + "right": "issue:47299", + "accept": false, + "reason": "Not enough evidence that the malformed title is the same concrete issue as the placeholder template." + }, + { + "left": "issue:44365", + "right": "issue:46226", + "accept": false, + "reason": "Different Thai-titled issue; not the same underlying request." + }, + { + "left": "issue:44365", + "right": "issue:46931", + "accept": false, + "reason": "Different Thai-titled issue; not the same underlying request." + }, + { + "left": "issue:44365", + "right": "issue:46222", + "accept": false, + "reason": "Different Thai-titled issue; no clear same underlying change." + }, + { + "left": "issue:44370", + "right": "issue:47402", + "accept": true, + "reason": "Same generic placeholder i18n template and effectively the same issue." + }, + { + "left": "issue:44370", + "right": "issue:47299", + "accept": false, + "reason": "Different malformed/placeholder wording; not clearly the same underlying item." + }, + { + "left": "issue:44370", + "right": "issue:46226", + "accept": false, + "reason": "Different Thai-titled issue; not a clear duplicate." + }, + { + "left": "issue:44370", + "right": "issue:46931", + "accept": false, + "reason": "Different Thai-titled issue; not a clear duplicate." + }, + { + "left": "issue:44370", + "right": "issue:46222", + "accept": false, + "reason": "Different Thai-titled issue; similar template is not enough." + }, + { + "left": "issue:46222", + "right": "issue:47299", + "accept": false, + "reason": "Different titles and no concrete evidence they are the same issue." + }, + { + "left": "issue:44370", + "right": "issue:46222", + "accept": false, + "reason": "Generic placeholder translation issue vs Thai-titled issue; not the same underlying item." + }, + { + "left": "issue:44365", + "right": "issue:46222", + "accept": false, + "reason": "Generic placeholder translation issue vs Thai-titled issue; too different." + }, + { + "left": "issue:46222", + "right": "issue:47402", + "accept": false, + "reason": "Different language and title patterns; not clearly duplicates." + }, + { + "left": "issue:43834", + "right": "issue:46222", + "accept": false, + "reason": "Generic placeholder translation issue vs Thai-titled issue; not the same concrete request." + }, + { + "left": "issue:46226", + "right": "issue:47402", + "accept": false, + "reason": "Different titles and no strong sign of the same underlying item." + }, + { + "left": "issue:46226", + "right": "issue:46931", + "accept": false, + "reason": "Two different Thai-titled issues; similarity alone is insufficient." + }, + { + "left": "issue:44370", + "right": "issue:46931", "accept": false, - "reason": "Generic translation-template similarity only; no concrete shared language/request." + "reason": "Generic placeholder issue vs Thai-titled issue; not duplicates." }, { "left": "issue:44365", - "right": "issue:47402", + "right": "issue:46931", "accept": false, - "reason": "Generic translation-template similarity only; no concrete shared language/request." + "reason": "Generic placeholder issue vs Thai-titled issue; not the same item." }, { - "left": "issue:44365", - "right": "issue:47299", + "left": "issue:43834", + "right": "issue:46931", "accept": false, - "reason": "Generic translation-template similarity only; no concrete shared language/request." + "reason": "Generic placeholder issue vs Thai-titled issue; different underlying request." }, { - "left": "issue:44365", - "right": "issue:46226", + "left": "issue:46931", + "right": "issue:47402", "accept": false, - "reason": "Looks like separate noisy i18n/translation issues, not one concrete duplicate." + "reason": "Different titles and no concrete evidence they describe the same issue." }, { - "left": "issue:44370", + "left": "issue:47299", "right": "issue:47402", "accept": false, - "reason": "Generic translation-template similarity only; no concrete shared language/request." + "reason": "Malformed placeholder title vs generic placeholder title; not enough to treat as the same underlying change." }, { - "left": "issue:44370", + "left": "issue:46226", "right": "issue:47299", "accept": false, - "reason": "Generic translation-template similarity only; no concrete shared language/request." + "reason": "Different issue text and no clear same underlying request." }, { - "left": "issue:44370", + "left": "issue:46222", "right": "issue:46226", "accept": false, - "reason": "Looks like separate noisy i18n/translation issues, not one concrete duplicate." + "reason": "Two different Thai-titled issues; not safe to merge." + }, + { + "left": "issue:46222", + "right": "issue:46931", + "accept": false, + "reason": "Different Thai-titled issues; similarity is not enough to accept." }, { "left": "issue:46222", "right": "issue:47299", "accept": false, - "reason": "No clear evidence of the same concrete request; these look like separate noisy translation/spam issues." + "reason": "Different titles and no concrete evidence of the same underlying issue." }, { - "left": "issue:44370", - "right": "issue:46222", + "left": "issue:46226", + "right": "issue:43834", "accept": false, - "reason": "No clear evidence of the same concrete request; these look like separate noisy translation/spam issues." + "reason": "Different Thai-titled issue vs generic placeholder issue; not duplicates." }, { - "left": "issue:44365", - "right": "issue:46222", + "left": "issue:46226", + "right": "issue:44370", "accept": false, - "reason": "No clear evidence of the same concrete request; these look like separate noisy translation/spam issues." + "reason": "Different Thai-titled issue vs generic placeholder issue; not the same request." }, { - "left": "issue:46222", - "right": "issue:47402", + "left": "issue:46226", + "right": "issue:44365", "accept": false, - "reason": "No clear evidence of the same concrete request; these look like separate noisy translation/spam issues." + "reason": "Different Thai-titled issue vs generic placeholder issue; too different to collapse." }, { - "left": "issue:43834", + "left": "issue:46226", "right": "issue:46222", "accept": false, - "reason": "No clear evidence of the same concrete request; these look like separate noisy translation/spam issues." + "reason": "Two distinct Thai-titled issues; not enough evidence they are the same underlying change." }, { "left": "issue:46226", "right": "issue:47402", "accept": false, - "reason": "No clear evidence of the same concrete request; these look like separate noisy translation/spam issues." + "reason": "Different language/title pattern and no clear duplicate evidence." }, { "left": "issue:46226", "right": "issue:46931", "accept": false, - "reason": "No clear evidence of the same concrete request; these look like separate noisy translation/spam issues." + "reason": "Different Thai-titled issues; reject duplicate merge." }, { - "left": "issue:44370", - "right": "issue:46931", + "left": "issue:46931", + "right": "issue:44370", "accept": false, - "reason": "No clear evidence of the same concrete request; these look like separate noisy translation/spam issues." + "reason": "Different Thai-titled issue vs generic placeholder issue; not the same underlying item." }, { - "left": "issue:44365", - "right": "issue:46931", + "left": "issue:46931", + "right": "issue:44365", "accept": false, - "reason": "No clear evidence of the same concrete request; these look like separate noisy translation/spam issues." + "reason": "Different Thai-titled issue vs generic placeholder issue; not duplicates." }, { - "left": "issue:43834", - "right": "issue:46931", + "left": "issue:46931", + "right": "issue:43834", "accept": false, - "reason": "No clear evidence of the same concrete request; these look like separate noisy translation/spam issues." + "reason": "Different Thai-titled issue vs generic placeholder issue; not the same concrete request." }, { "left": "issue:46931", - "right": "issue:47402", + "right": "issue:47299", "accept": false, - "reason": "No clear evidence of the same concrete request; these look like separate noisy translation/spam issues." + "reason": "Different issue text and no strong evidence of sameness." }, { - "left": "issue:47299", + "left": "issue:46931", "right": "issue:47402", "accept": false, - "reason": "No clear evidence of the same concrete request; these look like separate noisy translation/spam issues." - }, - { - "left": "issue:46226", - "right": "issue:47299", - "accept": false, - "reason": "No clear evidence of the same concrete request; these look like separate noisy translation/spam issues." + "reason": "Different issue text and no strong evidence of the same underlying item." } ] }, - "evaluator_result": null, - "evaluator_used": false, + "evaluator_result": { + "accept": true, + "feedback": "The summary is well grounded in the packet: the Flash Attention/GGUF pair is clearly unrelated, the language-specific i18n issues are treated conservatively as separate, and the only accepted duplicate cluster is the exact same placeholder translation template ([i18n-] Translating docs to ) across 43834/44365/44370/47402. The soft-edge verdicts stay conservative overall, especially on the malformed/Thai-titled items where the evidence is weak." + }, + "evaluator_used": true, "retried": false, - "accepted_nontrivial_soft_edge": false, + "accepted_nontrivial_soft_edge": true, "error_kind": null, "error_message": null }, @@ -21747,12 +22012,12 @@ "soft_pairs": [ "issue:30396|issue:31103" ], - "prepared_review_unit_hash": "c91100c5311a48419990ea6e97c43bec0472289043bd0e0195c051ea70ac4617", + "prepared_review_unit_hash": "7cda72b7b023209f9be851e85283c3c8908561d419a408b0a51be5c273e2bd49", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 1538, + "serialized_chars": 1540, "estimated_input_tokens": 385, "estimated_eval_tokens": 1026 }, @@ -21760,7 +22025,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 1538, + "serialized_chars": 1540, "estimated_input_tokens": 385, "estimated_eval_tokens": 1026 }, @@ -21769,25 +22034,28 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These issues are closely related to the same HelpingAI area, but they do not clearly describe the same request. One is for a specific model release, the other for adding a model class/API entry.", - "confidence": 0.61, - "canonical_issue_reason": "Issue 31103 is the broader, more implementation-oriented request, so it is the better umbrella candidate for the cluster.", + "summary": "The two closed issues appear to be near-duplicates of the same feature request around adding HelpingAI / HelpingAIForCausalLM support. Issue 30396 is the clearer, more specific request and is the better canonical issue.", + "confidence": 0.78, + "canonical_issue_reason": "Issue 30396 has the more specific, descriptive title for the underlying request and is a better anchor for deduping related follow-ups.", "canonical_pr_reason": null, - "best_issue_reason": "Issue 31103 is the best representative because it is the more general and reusable request; 30396 is narrower and more model-specific.", + "best_issue_reason": "Issue 30396 is the best issue because it most clearly names the requested model addition and is easiest to understand at a glance.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:30396", "right": "issue:31103", - "accept": false, - "reason": "Related topic, but not the same underlying change: one asks for a specific HelpingAI-3B-v2.2 model, the other asks to add HelpingAIForCausalLM. Similar area, different concrete request." + "accept": true, + "reason": "Both look like the same underlying feature request for HelpingAI support; the second is a shorter rewording of the first rather than a distinct issue." } ] }, - "evaluator_result": null, - "evaluator_used": false, + "evaluator_result": { + "accept": true, + "feedback": "The conclusion is grounded in the packet: the titles are closely related, the pair is marked soft-similar, and the wording stays appropriately hedged as 'appear to be near-duplicates.'" + }, + "evaluator_used": true, "retried": false, - "accepted_nontrivial_soft_edge": false, + "accepted_nontrivial_soft_edge": true, "error_kind": null, "error_message": null }, @@ -21889,382 +22157,388 @@ "issue:42503|issue:46653", "issue:45027|issue:46653" ], - "prepared_review_unit_hash": "bb746263ee8f02306b95df1ac888d822834b43ff2e78959cb423a807b6179625", + "prepared_review_unit_hash": "b119fe7c631453fe69ca436450897dfedf7d70d620deea4c047542c1457b8b38", "component_budget": { "node_count": 23, "item_count": 23, "soft_pair_count": 59, - "serialized_chars": 33615, - "estimated_input_tokens": 8404, - "estimated_eval_tokens": 17064 + "serialized_chars": 33618, + "estimated_input_tokens": 8405, + "estimated_eval_tokens": 17066 }, "budget": { "node_count": 23, "item_count": 23, "soft_pair_count": 59, - "serialized_chars": 33615, - "estimated_input_tokens": 8404, - "estimated_eval_tokens": 17064 + "serialized_chars": 33618, + "estimated_input_tokens": 8405, + "estimated_eval_tokens": 17066 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "This is a loose topical cluster of model-add / model-support requests, not a true duplicate set. The soft-similarity edges mostly reflect shared wording and domain, but the issues target different models, modalities, or architectures.", - "confidence": 0.95, - "canonical_issue_reason": "Issue 36879 is the closest representative by centrality and concreteness, but only as a loose cluster anchor; the surrounding items are still distinct requests rather than duplicates.", + "summary": "This cluster is mostly a pile of superficially similar model-request issues. The titles share wording like \"Add\"/\"Support\"/\"Proposal\" but each targets a different model or feature, so I found no true duplicates.", + "confidence": 0.77, + "canonical_issue_reason": "issue:36718 is the most active open model-request in the set and is a reasonable representative of this recurring request pattern, but it is not a duplicate of the others.", "canonical_pr_reason": null, - "best_issue_reason": "Issue 36879 is the best single representative if one must be chosen: it is a concrete model-add request and sits near several other soft-similar model issues, even though it does not subsume them.", + "best_issue_reason": "issue:36718 is the strongest single issue to keep as the representative anchor: open, highly discussed, and clearly scoped to one concrete model addition.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:36718", "right": "issue:47004", "accept": false, - "reason": "RoMa vs LoMa are different keypoint models; similar naming, but not the same underlying request." + "reason": "RoMa keypoint matcher vs LoMa keypoint detector/matcher: related naming, but distinct requested artifacts." }, { "left": "issue:36718", "right": "issue:41115", "accept": false, - "reason": "Keypoint matcher vs MiniCPM3 architecture request; same broad 'add model' theme only." + "reason": "RoMa keypoint matcher and MiniCPM3 are unrelated model requests." }, { "left": "issue:36817", "right": "issue:41211", "accept": false, - "reason": "EuroBERT config vs DEIMv2; unrelated model families." + "reason": "EuroBert config vs DEIMv2 model add: different model families." }, { "left": "issue:36817", "right": "issue:43671", "accept": false, - "reason": "EuroBERT config vs Qwen3-TTS; unrelated requests." + "reason": "EuroBert config and Qwen3-TTS support are different changes." }, { "left": "issue:36817", "right": "issue:36879", "accept": false, - "reason": "EuroBERT config vs RF-DETR; different model families and tasks." + "reason": "EuroBert config and RF-DETR are unrelated requests." }, { "left": "issue:36817", "right": "issue:42954", "accept": false, - "reason": "EuroBERT config vs MiMo; unrelated." + "reason": "EuroBert model config request is not the same as XiaoMi MiMo." }, { "left": "issue:36879", "right": "issue:41211", "accept": false, - "reason": "RF-DETR vs DEIMv2; both vision models, but not the same change." + "reason": "RF-DETR and DEIMv2 are different detection models." }, { "left": "issue:36879", "right": "issue:43909", "accept": false, - "reason": "RF-DETR vs LFM2.5 Audio; different modalities and requests." + "reason": "RF-DETR and LFM2.5 Audio are different model additions." }, { "left": "issue:36879", "right": "issue:44121", "accept": false, - "reason": "RF-DETR vs weight-sparse transformer; unrelated." + "reason": "RF-DETR and circuit-sparsity transformer request are unrelated." }, { "left": "issue:36879", "right": "issue:43837", "accept": false, - "reason": "RF-DETR vs Qwen3-ASR; unrelated." + "reason": "RF-DETR and Qwen3-ASR are different model requests." }, { "left": "issue:36879", "right": "issue:43671", "accept": false, - "reason": "RF-DETR vs Qwen3-TTS; unrelated." + "reason": "RF-DETR and Qwen3-TTS support are unrelated." }, { "left": "issue:37015", "right": "issue:43837", "accept": false, - "reason": "NeoBERT vs Qwen3-ASR; unrelated model requests." + "reason": "NeoBERT and Qwen3-ASR are different model requests." }, { "left": "issue:37015", "right": "issue:44121", "accept": false, - "reason": "NeoBERT vs weight-sparse transformer; unrelated." + "reason": "NeoBERT and circuit-sparsity transformer are unrelated." }, { "left": "issue:37015", "right": "issue:43909", "accept": false, - "reason": "NeoBERT vs audio model request; unrelated." + "reason": "NeoBERT and LFM2.5 Audio target different model domains." }, { "left": "issue:37015", "right": "issue:37334", "accept": false, - "reason": "NeoBERT vs LLMDet; different models and tasks." + "reason": "NeoBERT and LLMDet are different architecture/model requests." }, { "left": "issue:36879", "right": "issue:37015", "accept": false, - "reason": "RF-DETR vs NeoBERT; unrelated model requests." + "reason": "RF-DETR and NeoBERT are distinct model additions." }, { "left": "issue:37334", "right": "issue:41115", "accept": false, - "reason": "LLMDet vs MiniCPM3; different model requests." + "reason": "LLMDet and MiniCPM3 are different model requests." }, { "left": "issue:37334", "right": "issue:43837", "accept": false, - "reason": "LLMDet vs Qwen3-ASR; unrelated." + "reason": "LLMDet and Qwen3-ASR are unrelated." }, { "left": "issue:37334", "right": "issue:43671", "accept": false, - "reason": "LLMDet vs Qwen3-TTS; unrelated." + "reason": "LLMDet and Qwen3-TTS are distinct requests." }, { "left": "issue:37334", "right": "issue:42503", "accept": false, - "reason": "LLMDet vs ModernVBERT; unrelated." + "reason": "LLMDet and ModernVBERT are different model additions." }, { "left": "issue:40330", "right": "issue:42503", "accept": false, - "reason": "open-qwen2vl-base vs ModernVBERT; both vision-language, but not the same model or change." + "reason": "open-qwen2vl-base and ModernVBERT are different models." }, { "left": "issue:40330", "right": "issue:43671", "accept": false, - "reason": "qwen2vl-base vs Qwen3-TTS; different modalities." + "reason": "open-qwen2vl-base and Qwen3-TTS are separate requests." }, { "left": "issue:40330", "right": "issue:42954", "accept": false, - "reason": "qwen2vl-base vs MiMo; unrelated." + "reason": "open-qwen2vl-base and XiaoMi MiMo are not the same issue." }, { "left": "issue:40330", "right": "issue:46653", "accept": false, - "reason": "qwen2vl-base vs Mirko Privitera; unrelated." + "reason": "open-qwen2vl-base and Mirko Privitera are unrelated." }, { "left": "issue:40330", "right": "issue:42738", "accept": false, - "reason": "qwen2vl-base vs BERT-like RoPE; different model families." + "reason": "open-qwen2vl-base and BERT-like models with RoPE are different scopes." }, { "left": "issue:41115", "right": "issue:43837", "accept": false, - "reason": "MiniCPM3 vs Qwen3-ASR; unrelated." + "reason": "MiniCPM3 and Qwen3-ASR are different model targets." }, { "left": "issue:41115", "right": "issue:44121", "accept": false, - "reason": "MiniCPM3 vs weight-sparse transformer; unrelated." + "reason": "MiniCPM3 and circuit-sparsity transformer are unrelated." }, { "left": "issue:41115", "right": "issue:42503", "accept": false, - "reason": "MiniCPM3 vs ModernVBERT; unrelated." + "reason": "MiniCPM3 and ModernVBERT are different additions." }, { "left": "issue:41211", "right": "issue:43671", "accept": false, - "reason": "DEIMv2 vs Qwen3-TTS; unrelated." + "reason": "DEIMv2 and Qwen3-TTS are different model requests." }, { "left": "issue:37015", "right": "issue:42503", "accept": false, - "reason": "NeoBERT vs ModernVBERT; different model requests." + "reason": "NeoBERT and ModernVBERT are distinct models." }, { "left": "issue:42503", "right": "issue:43837", "accept": false, - "reason": "ModernVBERT vs Qwen3-ASR; unrelated." + "reason": "ModernVBERT and Qwen3-ASR are unrelated." }, { "left": "issue:42738", "right": "issue:45027", "accept": false, - "reason": "BERT-like RoPE vs Voxtral TTS; unrelated." + "reason": "BERT-like models with RoPE and Voxtral-TTS are different request categories." }, { "left": "issue:42503", "right": "issue:42738", "accept": false, - "reason": "ModernVBERT vs BERT-like RoPE; related only by broad BERT wording, not the same request." + "reason": "ModernVBERT and BERT-like models with RoPE are related only broadly, not the same change." }, { "left": "issue:42738", "right": "issue:42954", "accept": false, - "reason": "BERT-like RoPE vs MiMo; unrelated." + "reason": "BERT-like models with RoPE and XiaoMi MiMo are different model requests." }, { "left": "issue:42738", "right": "issue:46653", "accept": false, - "reason": "BERT-like RoPE vs Mirko Privitera; unrelated." + "reason": "BERT-like models with RoPE and Mirko Privitera are unrelated." }, { "left": "issue:42954", "right": "issue:44205", "accept": false, - "reason": "MiMo vs SAM3-LiteText; unrelated." + "reason": "XiaoMi MiMo and SAM3-LiteText are different model additions." }, { "left": "issue:37334", "right": "issue:42954", "accept": false, - "reason": "LLMDet vs MiMo; unrelated." + "reason": "LLMDet and XiaoMi MiMo are unrelated." }, { "left": "issue:42954", "right": "issue:43671", "accept": false, - "reason": "MiMo vs Qwen3-TTS; unrelated." + "reason": "XiaoMi MiMo and Qwen3-TTS are different requests." }, { "left": "issue:42503", "right": "issue:42954", "accept": false, - "reason": "ModernVBERT vs MiMo; unrelated." + "reason": "ModernVBERT and XiaoMi MiMo are not the same underlying change." }, { "left": "issue:43671", "right": "issue:43837", "accept": false, - "reason": "Qwen3-TTS vs Qwen3-ASR; same product line, but different modalities and separate requests." + "reason": "Qwen3-TTS and Qwen3-ASR are adjacent audio tasks, but they are different models/features." }, { "left": "issue:43671", "right": "issue:45027", "accept": false, - "reason": "Qwen3-TTS vs Voxtral TTS; both audio-related, but different models and requests." + "reason": "Qwen3-TTS and Voxtral TTS are different model families." }, { "left": "issue:43671", "right": "issue:45177", "accept": false, - "reason": "Qwen3-TTS vs DeepSeek-OCR2; unrelated." + "reason": "Qwen3-TTS and DeepSeek-OCR2 are unrelated." }, { "left": "issue:43671", "right": "issue:44121", "accept": false, - "reason": "Qwen3-TTS vs weight-sparse transformer; unrelated." + "reason": "Qwen3-TTS and circuit-sparsity transformer are different requests." }, { "left": "issue:43837", "right": "issue:43909", "accept": false, - "reason": "Qwen3-ASR vs LFM2.5 Audio; different audio models." + "reason": "Qwen3-ASR and LFM2.5 Audio are different audio models." }, { "left": "issue:43837", "right": "issue:45322", "accept": false, - "reason": "Qwen3-ASR vs EUPE; unrelated." + "reason": "Qwen3-ASR and EUPE are unrelated model requests." }, { "left": "issue:43837", "right": "issue:44121", "accept": false, - "reason": "Qwen3-ASR vs weight-sparse transformer; unrelated." + "reason": "Qwen3-ASR and circuit-sparsity transformer are different changes." }, { "left": "issue:43909", "right": "issue:44205", "accept": false, - "reason": "LFM2.5 Audio vs SAM3-LiteText; unrelated." + "reason": "LFM2.5 Audio and SAM3-LiteText are different model additions." + }, + { + "left": "issue:43909", + "right": "issue:46645", + "accept": false, + "reason": "LFM2.5 Audio and Granite SWA+sink option are different changes." }, { "left": "issue:44121", "right": "issue:45322", "accept": false, - "reason": "Weight-sparse transformer vs EUPE; unrelated." + "reason": "weight-sparse transformer request and EUPE are unrelated." }, { "left": "issue:41115", "right": "issue:45027", "accept": false, - "reason": "MiniCPM3 vs Voxtral-TTS; unrelated." + "reason": "MiniCPM3 and Voxtral-TTS are different model requests." }, { "left": "issue:43837", "right": "issue:45027", "accept": false, - "reason": "Qwen3-ASR vs Voxtral-TTS; both audio-related, but not the same concrete request." + "reason": "Qwen3-ASR and Voxtral-TTS are different speech-model requests, not the same bug or change." }, { "left": "issue:37015", "right": "issue:45027", "accept": false, - "reason": "NeoBERT vs Voxtral-TTS; unrelated." + "reason": "NeoBERT and Voxtral-TTS are unrelated." }, { "left": "issue:37334", "right": "issue:45027", "accept": false, - "reason": "LLMDet vs Voxtral-TTS; unrelated." + "reason": "LLMDet and Voxtral-TTS are different scopes." }, { "left": "issue:43837", "right": "issue:45177", "accept": false, - "reason": "Qwen3-ASR vs DeepSeek-OCR2; unrelated." + "reason": "Qwen3-ASR and DeepSeek-OCR2 are unrelated." }, { "left": "issue:42954", "right": "issue:45177", "accept": false, - "reason": "MiMo vs DeepSeek-OCR2; unrelated." + "reason": "XiaoMi MiMo and DeepSeek-OCR2 are different model requests." }, { "left": "issue:45322", "right": "issue:46133", "accept": false, - "reason": "EUPE vs TIPSv2; different vision-language model requests." + "reason": "EUPE and TIPSv2 are both vision-language related, but they are distinct models with different requested implementations." }, { "left": "issue:42954", "right": "issue:46653", "accept": false, - "reason": "MiMo vs Mirko Privitera; unrelated." + "reason": "XiaoMi MiMo and Mirko Privitera are unrelated." }, { "left": "issue:42503", "right": "issue:46653", "accept": false, - "reason": "ModernVBERT vs Mirko Privitera; unrelated." + "reason": "ModernVBERT and Mirko Privitera are unrelated." }, { "left": "issue:45027", "right": "issue:46653", "accept": false, - "reason": "Voxtral-TTS vs Mirko Privitera; unrelated." + "reason": "Voxtral-TTS and Mirko Privitera are unrelated." } ] }, @@ -22294,12 +22568,12 @@ "soft_pairs": [ "issue:38740|issue:46443" ], - "prepared_review_unit_hash": "1d4269df9fc661d766f428057f8585cf8a493ec65ac576439f1b6859748e1dfa", + "prepared_review_unit_hash": "9e29d960e3f7447a11eeed558479daea915dab10ce37c6a721a13fd3f8d51bb9", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 1506, + "serialized_chars": 1505, "estimated_input_tokens": 377, "estimated_eval_tokens": 1010 }, @@ -22307,7 +22581,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 1506, + "serialized_chars": 1505, "estimated_input_tokens": 377, "estimated_eval_tokens": 1010 }, @@ -22316,18 +22590,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These two issues are unrelated: one is a docs request to add Pruna as an optimization framework, the other is a Vision RoPE refactor. No duplicate relationship is supported by the titles or metadata.", + "summary": "These two issues are unrelated: one is a documentation request for adding Pruna as an optimization framework, the other is a Vision RoPE refactor. No duplicate or shared underlying problem is evident.", "confidence": 0.98, - "canonical_issue_reason": null, + "canonical_issue_reason": "Pick #46443 as the representative issue because it is the more substantive technical work item; #38740 is a separate docs/feature request and not the same problem.", "canonical_pr_reason": null, - "best_issue_reason": null, + "best_issue_reason": "#46443 is the best issue to keep as the cluster representative since it reflects an actual code refactor, while #38740 is a standalone documentation request with no overlap.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:38740", "right": "issue:46443", "accept": false, - "reason": "Different topics and likely different teams/code paths: documentation for an optimization framework vs a Vision RoPE refactor. No shared target, filenames, or concrete bug/change overlap." + "reason": "Different topics and scopes: docs request for Pruna integration versus a Vision RoPE refactor. They do not describe the same bug or change." } ] }, @@ -22357,12 +22631,12 @@ "soft_pairs": [ "issue:41084|issue:43037" ], - "prepared_review_unit_hash": "4e8b6f887f3dc235d41303bd5c3d9773ec2aa0030e8235a82000c18e5af7e813", + "prepared_review_unit_hash": "043431c933df70577d4bf8d95b8fd95adefe39e3bb6d8ab699c6f55f6a7cc0c4", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 1479, + "serialized_chars": 1480, "estimated_input_tokens": 370, "estimated_eval_tokens": 996 }, @@ -22370,7 +22644,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 1479, + "serialized_chars": 1480, "estimated_input_tokens": 370, "estimated_eval_tokens": 996 }, @@ -22379,18 +22653,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "The two issues are not duplicates: one is a generic request about set/block decoding, while the other is a specific DeepSeek v3.2 support request. They do not describe the same underlying bug or change.", - "confidence": 0.97, - "canonical_issue_reason": "No canonical duplicate issue: the subjects are different enough that they should not be merged as the same report.", + "summary": "The two issues are only loosely similar by theme; they describe different requests altogether, so they should not be clustered as duplicates.", + "confidence": 0.93, + "canonical_issue_reason": "Issue 43037 is the more concrete, user-facing request with a clear target (\u201cDeepSeek v3.2 support\u201d); 41084 is too generic to serve as a strong canonical representative.", "canonical_pr_reason": null, - "best_issue_reason": "Issue 43037 is the more concrete and actionable request because it names a specific model/version; issue 41084 is broader and less specific.", + "best_issue_reason": "43037 is the best representative issue because it is specific and actionable, whereas 41084 is an ambiguous feature label that lacks a clear implementation target.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:41084", "right": "issue:43037", "accept": false, - "reason": "Rejected: the titles and available context point to different requests (block decoding behavior vs DeepSeek v3.2 support), with no shared target or code path." + "reason": "Different underlying requests: \u201cSet Block Decoding\u201d is a generic feature/implementation phrase, while \u201cDeepSeek v3.2 support\u201d is a model-specific support request. They do not describe the same bug or change." } ] }, @@ -22420,40 +22694,40 @@ "soft_pairs": [ "issue:41306|issue:41826" ], - "prepared_review_unit_hash": "1afa429d0429e351ffb8e4ddc97240681e6aba3eaed41b2af84cdc864fa4c682", + "prepared_review_unit_hash": "464cc8b9180dd7f89eb17ca6ea8210af3c0021697d662021fc94f40f9a3603cb", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 1585, - "estimated_input_tokens": 397, - "estimated_eval_tokens": 1050 + "serialized_chars": 1584, + "estimated_input_tokens": 396, + "estimated_eval_tokens": 1048 }, "budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 1585, - "estimated_input_tokens": 397, - "estimated_eval_tokens": 1050 + "serialized_chars": 1584, + "estimated_input_tokens": 396, + "estimated_eval_tokens": 1048 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These are not duplicates: one is about adding a `from_pretrained()` flag for TiledFusedLogitsLoss/FLCE, while the other is about integrating TiledMLP to reduce memory footprint. They concern different components and different requested changes.", - "confidence": 0.97, - "canonical_issue_reason": null, + "summary": "These are about different features: one requests a `from_pretrained()` flag for TiledFusedLogitsLoss/Liger FLCE, the other is about integrating TiledMLP for lower memory use. They share only a broad \u201ctiled optimization\u201d theme, not the same underlying change.", + "confidence": 0.94, + "canonical_issue_reason": "Issue 41306 is the more concrete, API-specific request and is easier to treat as the representative item if one must be chosen.", "canonical_pr_reason": null, - "best_issue_reason": "No single canonical issue fits both items; the topics are unrelated and should remain separate.", + "best_issue_reason": "Issue 41826 is the broader feature request around TiledMLP memory reduction, but it is still a different topic from 41306 rather than a duplicate.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:41306", "right": "issue:41826", "accept": false, - "reason": "Different underlying requests: FLCE/`from_pretrained()` flag vs. TiledMLP memory-footprint integration. No shared code path or concrete duplicate behavior." + "reason": "Different components and changes: FLCE/TiledFusedLogitsLoss `from_pretrained()` flag vs. TiledMLP integration. The shared \u201ctiled\u201d wording is too broad to indicate the same bug or code change." } ] }, @@ -22483,12 +22757,12 @@ "soft_pairs": [ "issue:43598|issue:43600" ], - "prepared_review_unit_hash": "cdd6d7422bc55d61b319d9c8f85e5cd1ed2bb522e49fd764252f4b982bd9093f", + "prepared_review_unit_hash": "ff3ca35c398f18d0c673b7b08e9611b969af3beeacf659d3c50d86fa7b9922d7", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 1584, + "serialized_chars": 1583, "estimated_input_tokens": 396, "estimated_eval_tokens": 1048 }, @@ -22496,7 +22770,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 1584, + "serialized_chars": 1583, "estimated_input_tokens": 396, "estimated_eval_tokens": 1048 }, @@ -22505,18 +22779,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "The two issues are related to Trainer customization, but they describe different problems: one is about `remove_unused_column` behavior, the other about FLOPS estimation for custom trainers. They are not the same underlying bug/change, so this cluster should not be merged.", - "confidence": 0.89, - "canonical_issue_reason": null, + "summary": "These look related at a high level (custom trainer behavior), but they describe different Trainer limitations: one is about `remove_unused_column` customizability, the other about FLOPS estimation for custom trainers. I would not merge them.", + "confidence": 0.9, + "canonical_issue_reason": "Issue 43598 is the better canonical issue because it states a concrete Trainer customization point with a clearer API-level fix target.", "canonical_pr_reason": null, - "best_issue_reason": "Issue #43598 is the clearest representative of the cluster\u2019s broad theme around Trainer customizability, with a concrete, actionable problem statement.", + "best_issue_reason": "Issue 43598 is the strongest standalone issue: it is specific, actionable, and centered on a single Trainer behavior rather than a broader estimation concern.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:43598", "right": "issue:43600", "accept": false, - "reason": "They concern different Trainer behaviors: column pruning/customizability vs FLOPS estimation for custom trainers. Shared subsystem alone is not enough to treat them as duplicates." + "reason": "Both involve custom trainers, but they target different code paths and outcomes (`remove_unused_column` behavior vs FLOPS estimation). They do not look like the same underlying bug or change." } ] }, @@ -22546,12 +22820,12 @@ "soft_pairs": [ "issue:43684|issue:44405" ], - "prepared_review_unit_hash": "a3a0423aabfbc94568212935ad662570369a2b5d9c9ee5aab5ff630366e1f14e", + "prepared_review_unit_hash": "cd9e63570760a5b9e87a22622dc0943c8c032576ccf48b3e1192869840ee0a2c", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 1610, + "serialized_chars": 1611, "estimated_input_tokens": 403, "estimated_eval_tokens": 1062 }, @@ -22559,7 +22833,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 1610, + "serialized_chars": 1611, "estimated_input_tokens": 403, "estimated_eval_tokens": 1062 }, @@ -22568,18 +22842,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These are not duplicates: one requests Qwen3-Omni registration for AutoModel/AutoModelForConditionalGeneration, while the other requests AutoModelForSequenceClassification support for Qwen3.5 (Qwen3_5Config). They target different models and different API surfaces.", - "confidence": 0.93, - "canonical_issue_reason": "No canonical duplicate issue: the requests are about different model families and different class registrations (generation vs sequence classification).", + "summary": "The two issues request different model integrations and different task heads, so they are not duplicates: one is for Qwen3-Omni AutoModel registration, the other for Qwen3.5 sequence classification support.", + "confidence": 0.94, + "canonical_issue_reason": "Issue #43684 is the broader, more foundational request because it targets core AutoModel/AutoModelForConditionalGeneration registration for a model family.", "canonical_pr_reason": null, - "best_issue_reason": "Issue #43684 is the broader model-registration request and is the better representative of the cluster, though it is still distinct from #44405.", + "best_issue_reason": "Issue #43684 is the best representative for the cluster since it describes a general model-registration gap rather than a narrower head-specific extension.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:43684", "right": "issue:44405", "accept": false, - "reason": "Different underlying changes: Qwen3-Omni AutoModel/AutoModelForConditionalGeneration registration vs Qwen3.5 AutoModelForSequenceClassification support. They do not describe the same fix and would not plausibly merge into one issue/PR." + "reason": "Different underlying changes: Qwen3-Omni registration in AutoModel/AutoModelForConditionalGeneration versus Qwen3.5 AutoModelForSequenceClassification support. They do not look mergeable into one fix." } ] }, @@ -22616,80 +22890,77 @@ "issue:43845|issue:43859", "issue:43846|issue:43859" ], - "prepared_review_unit_hash": "00dbdfcff72f8a9f281b9bcaa7ee9e72a8a07b4d476252c7a298ffdbdf97d8bf", + "prepared_review_unit_hash": "95b620da759c14a452b1d6eb91006484968e4d1bbe6a7e74720ae2ffcb14a09a", "component_budget": { "node_count": 4, "item_count": 4, "soft_pair_count": 6, - "serialized_chars": 4260, - "estimated_input_tokens": 1065, - "estimated_eval_tokens": 2386 + "serialized_chars": 4266, + "estimated_input_tokens": 1067, + "estimated_eval_tokens": 2390 }, "budget": { "node_count": 4, "item_count": 4, "soft_pair_count": 6, - "serialized_chars": 4260, - "estimated_input_tokens": 1065, - "estimated_eval_tokens": 2386 + "serialized_chars": 4266, + "estimated_input_tokens": 1067, + "estimated_eval_tokens": 2390 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Three issues titled \"huggingface \" look like duplicates of the same report; \"Fett\" appears unrelated and should stay separate. I\u2019d use issue #43845 as the representative of the huggingface cluster.", - "confidence": 0.79, - "canonical_issue_reason": "#43845 is the earliest of the clearly matching \"huggingface \" issues and is as representative as the others, with the strongest overlap to #43846/#43859 by title similarity.", + "summary": "The cluster contains four very sparse issues with only generic/empty titles, so there is not enough evidence to confidently merge any pair as true duplicates.", + "confidence": 0.31, + "canonical_issue_reason": "No reliable canonical issue can be established from the available metadata; the reports are too underspecified to prove they describe the same underlying bug.", "canonical_pr_reason": null, - "best_issue_reason": "#43845 is the best cluster representative because it is the earliest and most central of the duplicate huggingface issues, while #43835 has a different title and weak similarity.", + "best_issue_reason": "Issue 43859 is the weakest-best candidate only because it has slightly more discussion activity, but this is not strong enough to make it a true canonical report.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:43835", "right": "issue:43845", "accept": false, - "reason": "Different titles and only weak soft similarity; no evidence they describe the same underlying issue." + "reason": "Only soft title similarity; no body details, links, or targets to show the same bug." }, { "left": "issue:43835", "right": "issue:43846", "accept": false, - "reason": "Weak similarity only; insufficient evidence of the same bug/report." + "reason": "Only soft title similarity; insufficient evidence that these are the same underlying issue." }, { "left": "issue:43835", "right": "issue:43859", "accept": false, - "reason": "Weak similarity only; these do not look like the same issue." + "reason": "Shared generic title pattern only; no substantive metadata to confirm duplication." }, { "left": "issue:43845", "right": "issue:43846", - "accept": true, - "reason": "Near-identical issue titles and very high similarity indicate the same underlying report." + "accept": false, + "reason": "The titles match almost exactly, but the reports are too empty to verify they describe the same bug." }, { "left": "issue:43845", "right": "issue:43859", - "accept": true, - "reason": "Same title pattern and strong similarity; likely duplicate reports of the same issue." + "accept": false, + "reason": "Generic repeated title without body/context; cannot safely treat as duplicates." }, { "left": "issue:43846", "right": "issue:43859", - "accept": true, - "reason": "Very similar titles and content pattern strongly suggest the same underlying issue." + "accept": false, + "reason": "Generic repeated title without body/context; cannot safely treat as duplicates." } ] }, - "evaluator_result": { - "accept": true, - "feedback": "Grounded overall. The packet supports treating 43845/43846/43859 as the matching huggingface cluster and 43835 as separate, and choosing 43845 as the representative is reasonable since it is the earliest of the matching set. The soft-edge decisions are conservative and consistent with the 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 }, @@ -22727,7 +22998,7 @@ "issue:44573|issue:47036", "issue:44573|issue:44937" ], - "prepared_review_unit_hash": "11028f8ef77808b953c686f6c8dac222a59a1c5292adb8a70279a0651cab231c", + "prepared_review_unit_hash": "0922e520552fd40ffdb5ebf667687f646b88fdaa45e74be5d190465febf9697a", "component_budget": { "node_count": 6, "item_count": 6, @@ -22749,84 +23020,84 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These are mostly spammy or generic issues with no substantive content, explicit links, or shared targets/files, so I would not cluster any of them as true duplicates.", - "confidence": 0.27, - "canonical_issue_reason": "Issue 44418 is the least spam-like and most readable of the set, with a generic but at least actionable title; the others are either placeholders or similarly low-signal.", + "summary": "This cluster looks like unrelated, low-information/spam-like issues rather than duplicates of one bug or request. No soft pair appears to describe the same underlying problem or change.", + "confidence": 0.93, + "canonical_issue_reason": "No strong canonical issue exists here; the issues are mostly unrelated or spam-like. If one must be chosen as a placeholder, #44418 is the most substantive-looking title, but it is not a clear representative of the rest.", "canonical_pr_reason": null, - "best_issue_reason": "44418 is the best representative if one must be chosen, but the cluster itself does not show a real duplicate bug pattern.", + "best_issue_reason": "#44418 is the least spammy / most content-like issue in the set, so it is the best placeholder candidate, but it still does not unify the cluster as a true duplicate target.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:44371", "right": "issue:44572", "accept": false, - "reason": "Both are just '' placeholders; no body detail or concrete bug/change signal to justify duplicate status." + "reason": "Both are titled \"\" with no real content, but there is no evidence they describe the same underlying issue beyond being spam." }, { "left": "issue:44371", "right": "issue:44573", "accept": false, - "reason": "Identical spam-style titles alone are not enough to establish the same underlying issue." + "reason": "Same as above: identical spam titles are not enough to treat them as the same bug or request." }, { "left": "issue:44371", "right": "issue:44418", "accept": false, - "reason": "'' and a documentation suggestion are unrelated at the issue level." + "reason": "One is spam-like and the other is a vague documentation suggestion; no concrete shared problem is visible." }, { "left": "issue:44371", "right": "issue:47036", "accept": false, - "reason": "'' does not match the unrelated 'Community benchmark tip' title or imply the same defect/change." + "reason": "A spam title and a community benchmark tip are different issue types with no shared underlying change." }, { "left": "issue:44371", "right": "issue:44937", "accept": false, - "reason": "'' and 'Check out \"Google LLC\"' are clearly unrelated." + "reason": "\"\" and \"Check out \\\"Google LLC\\\"\" do not indicate the same issue." }, { "left": "issue:44418", "right": "issue:44572", "accept": false, - "reason": "A documentation enhancement request and a spam placeholder are not the same underlying report." + "reason": "A vague documentation enhancement and a spam placeholder are not the same request." }, { "left": "issue:44418", "right": "issue:44573", "accept": false, - "reason": "Different titles and no shared concrete problem; not a safe duplicate match." + "reason": "No concrete overlap is visible between the documentation suggestion and the spam issue." }, { "left": "issue:44572", "right": "issue:44573", "accept": false, - "reason": "Both are '', but there is no evidence of a real shared bug/change beyond the placeholder title." + "reason": "Both are spam titles, but there is no basis to say they report the same underlying problem." }, { "left": "issue:44572", "right": "issue:47036", "accept": false, - "reason": "A spam placeholder and a community benchmark tip are unrelated." + "reason": "Spam placeholder versus benchmark tip; different topics and no shared fix target." }, { "left": "issue:44572", "right": "issue:44937", "accept": false, - "reason": "A spam placeholder and 'Check out \"Google LLC\"' are unrelated." + "reason": "A spam issue and a named-check issue are unrelated on the available evidence." }, { "left": "issue:44573", "right": "issue:47036", "accept": false, - "reason": "No concrete overlap beyond being low-signal issues." + "reason": "No indication these two issues describe the same bug, enhancement, or code path." }, { "left": "issue:44573", "right": "issue:44937", "accept": false, - "reason": "No evidence these describe the same underlying bug or change." + "reason": "The titles are unrelated and do not point to the same underlying concern." } ] }, @@ -22856,50 +23127,50 @@ "soft_pairs": [ "issue:45145|issue:45151" ], - "prepared_review_unit_hash": "30a8a77e04a82f03e5248f5ebe5e83b6bffebd6f51b4f309354314998af91abc", + "prepared_review_unit_hash": "a56176ec0737e081a10a7d3928e672eeeed87011f652223d9d1248ecd91da6dc", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 1644, - "estimated_input_tokens": 411, - "estimated_eval_tokens": 1078 + "serialized_chars": 1645, + "estimated_input_tokens": 412, + "estimated_eval_tokens": 1080 }, "budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 1644, - "estimated_input_tokens": 411, - "estimated_eval_tokens": 1078 + "serialized_chars": 1645, + "estimated_input_tokens": 412, + "estimated_eval_tokens": 1080 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These two closed issues are very likely duplicates of the same report based on the identical title, close timestamps, and the soft similarity signal. #45145 is the better canonical issue because it was opened earlier and already has an inbound reference.", - "confidence": 0.86, - "canonical_issue_reason": "#45145 is earlier and has one inbound reference, so it is the better canonical representative if these issues are merged as duplicates.", + "summary": "The two issues have identical titles and very similar metadata, but the packet only supports soft similarity, not a confident duplicate determination. Conservatively, treat them as potentially related but not conclusively the same report.", + "confidence": 0.67, + "canonical_issue_reason": null, "canonical_pr_reason": null, - "best_issue_reason": "#45145 is the best issue to keep as the primary record because it predates #45151 and already has some referencing activity.", + "best_issue_reason": "#45145 is the earliest matching report and would be the most plausible representative if these later prove to be duplicates.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:45145", "right": "issue:45151", - "accept": true, - "reason": "The titles are identical and the metadata strongly suggests the same report; while the packet does not expose body text, this is still a plausible duplicate pair." + "accept": false, + "reason": "The evidence shows strong similarity, but not enough to conservatively conclude the two issues are the same underlying bug or request. Identical titles alone are insufficient without body or target equivalence." } ] }, "evaluator_result": { "accept": false, - "feedback": "The canonical choice of #45145 is grounded (earlier creation time and one inbound reference), but the duplicate judgment is a bit too strong for the evidence packet. The packet only provides soft similarity with deterministic_accept=false and no body text, so claims like \u201cidentical titles, highly similar bodies\u201d and especially certainty 0.99 overstate what is directly supported. A more conservative phrasing would be that the issues are likely duplicates, not definitively the same report." + "feedback": "The duplicate call is too strong for the evidence in the packet. The two issues do share an identical title and similar body length, but the packet only provides soft similarity evidence (jaccard 0.63) and does not show the bodies are the same. Saying they are definitively duplicates / the same underlying issue overstates the evidence. The canonical choice of #45145 is reasonable if they are duplicates, but that premise is not established conservatively here." }, "evaluator_used": true, "retried": true, - "accepted_nontrivial_soft_edge": true, + "accepted_nontrivial_soft_edge": false, "error_kind": null, "error_message": null }, @@ -22976,40 +23247,40 @@ "soft_pairs": [ "issue:45762|issue:45763" ], - "prepared_review_unit_hash": "37441f11652bcc44fc7ac56623378bad19a36e3a85c252a725d802e7243c69ba", + "prepared_review_unit_hash": "5fcc4789eeff61f780e4308a7a7161545b112edd46886ecbfb8758cbd01244e3", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 1477, - "estimated_input_tokens": 370, - "estimated_eval_tokens": 996 + "serialized_chars": 1476, + "estimated_input_tokens": 369, + "estimated_eval_tokens": 994 }, "budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 1477, - "estimated_input_tokens": 370, - "estimated_eval_tokens": 996 + "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 two closed issues are not duplicates; they are separate name/date entries with no shared content, links, or technical context.", + "summary": "The two closed issues appear unrelated: both are empty, human-name/date titles with no shared context or actionable bug information, so they should not be treated as duplicates.", "confidence": 0.98, - "canonical_issue_reason": "If forced to pick a representative issue, issue 45762 is as good as any because neither issue contains actionable bug details or any linkage to the other.", + "canonical_issue_reason": null, "canonical_pr_reason": null, - "best_issue_reason": "Neither issue is a strong canonical candidate for a real problem report; both look like unrelated non-technical entries with no discussion or evidence of the same underlying defect.", + "best_issue_reason": "Neither issue has any body, links, or technical context; there is no basis to select a meaningful canonical issue.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:45762", "right": "issue:45763", "accept": false, - "reason": "Different titles and dates, no body text, no references, and no shared technical context; they do not appear to describe the same bug or change." + "reason": "Only superficial similarity in title format; the issues do not describe the same underlying problem or change." } ] }, @@ -23039,7 +23310,7 @@ "soft_pairs": [ "issue:45764|issue:45765" ], - "prepared_review_unit_hash": "ee1aff0d6231a8ac862926d30bcab714d07803241f5545e6b4ec5c83e1b2e61b", + "prepared_review_unit_hash": "1e6006c1f308913a3704791193cd6908750121da90e5dc8394eb328f3cb42c42", "component_budget": { "node_count": 2, "item_count": 2, @@ -23061,18 +23332,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Both items are closed issues with only personal-name/date titles and no body or technical content, so they do not appear to be related bug reports or product work items. This looks like non-actionable/spam-like content rather than a duplicate cluster.", - "confidence": 0.98, - "canonical_issue_reason": null, + "summary": "The two issues are not duplicates; they are unrelated low-information tickets with different names/dates and no shared evidence.", + "confidence": 0.96, + "canonical_issue_reason": "issue:45764 is the earliest-created issue, but there is no substantive evidence that it should serve as a true cluster canonical because the pair does not appear related.", "canonical_pr_reason": null, - "best_issue_reason": "Neither issue contains a real problem description or actionable context, so there is no meaningful canonical issue candidate.", + "best_issue_reason": "issue:45764 is the least arbitrary representative only because it was opened first; neither issue is a clear duplicate or better exemplar of the other.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:45764", "right": "issue:45765", "accept": false, - "reason": "Different names/dates with no shared technical substance, so they are not the same underlying bug or change." + "reason": "Different titles and no shared targets, files, or discussion evidence; these do not look like the same underlying bug or request." } ] }, @@ -23102,7 +23373,7 @@ "soft_pairs": [ "issue:45810|issue:46295" ], - "prepared_review_unit_hash": "792aca69417fc0045c7e21819c29e316f487f97447f06ff225d059f65efb4e18", + "prepared_review_unit_hash": "2b51dc377121333fbd93cffc1b4917664a8a369e13b9e11f7dc11623039f7830", "component_budget": { "node_count": 2, "item_count": 2, @@ -23124,18 +23395,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These are not duplicates: one requests a new Qwen3_5 token-classification/value-model class, while the other asks for FP8 training support. They affect different feature areas and code paths.", - "confidence": 0.96, - "canonical_issue_reason": "No single canonical issue: the requests are for different features and do not describe the same underlying change.", + "summary": "The two issues are unrelated feature requests: one is for adding a Qwen3_5 token-classification model head, the other is for FP8 training support. They do not describe the same underlying bug or change.", + "confidence": 0.97, + "canonical_issue_reason": "Issue #46295 is the broader, more general request and has more inbound interest, so it is the better cluster anchor than the narrow model-head feature request.", "canonical_pr_reason": null, - "best_issue_reason": "Issue 46295 is the broader and more centrally scoped request, with more inbound attention, so it is the better representative if one issue must be picked.", + "best_issue_reason": "#46295 best represents the cluster because it captures the more general platform capability request; #45810 is a specific model-task addition and is not a duplicate of it.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:45810", "right": "issue:46295", "accept": false, - "reason": "Different requests: model-class/token-classification support vs FP8 training support. No shared target or clear same code-path problem." + "reason": "Different features in different areas: adding a specific Qwen token-classification class vs. FP8 training support. No shared code path or concrete change." } ] }, @@ -23175,92 +23446,92 @@ "issue:45871|issue:45873", "issue:45872|issue:45873" ], - "prepared_review_unit_hash": "aca87d14bba25eabbe5f9614fe7c72f07e02b2f60b0de9e7fb2f378a5cf6a9f2", + "prepared_review_unit_hash": "d2f4b8684aba730001b9cf4d54de568748bb577cc0da8939df34f28deee82f4b", "component_budget": { "node_count": 5, "item_count": 5, "soft_pair_count": 8, - "serialized_chars": 5727, - "estimated_input_tokens": 1432, - "estimated_eval_tokens": 3120 + "serialized_chars": 5722, + "estimated_input_tokens": 1431, + "estimated_eval_tokens": 3118 }, "budget": { "node_count": 5, "item_count": 5, "soft_pair_count": 8, - "serialized_chars": 5727, - "estimated_input_tokens": 1432, - "estimated_eval_tokens": 3120 + "serialized_chars": 5722, + "estimated_input_tokens": 1431, + "estimated_eval_tokens": 3118 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "There are two likely duplicate issue pairs here: 45870/45871 and 45872/45873. In both cases the titles are identical and the bodies have matching length, with jaccard 1.0, so they look like the same issue presented twice. Issue 45869 is a separate dataset/sample post and only overlaps at a broad finance theme level.", - "confidence": 0.93, - "canonical_issue_reason": "45870 is a good canonical anchor for the plain example pair because it is the earlier of the two identical-title issues and matches 45871 closely; the packet supports a likely duplicate, not a proven verbatim-body match.", + "summary": "This cluster does not support a single canonical issue. 45869 is clearly a different request by title, and 45870/45871 plus 45872/45873 are only high-similarity pairs based on soft evidence, not confirmed exact duplicates.", + "confidence": 0.79, + "canonical_issue_reason": "No single canonical issue fits the whole cluster. The evidence only shows two high-similarity title pairs and one unrelated dataset-promo request; there is no deterministic acceptance or body-level confirmation to collapse them into exact duplicates.", "canonical_pr_reason": null, - "best_issue_reason": "45870 is the best overall representative for the plain example pair: it is earlier, has the same title as 45871, and there is no evidence of extra scope beyond the duplicate example request.", + "best_issue_reason": "45870 is the best tentative issue anchor only because it is the earliest item in the strongest-looking pair (45870/45871). It is not a cluster-wide canonical, just a conservative representative for one likely duplicate thread.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:45869", "right": "issue:45870", "accept": false, - "reason": "Different kinds of issues: a dataset bundle post versus a financial time-series example. Only the broad domain overlaps." + "reason": "Different request type and title: dataset bundle promo versus a time-series example. Same broad domain only, not the same underlying issue." }, { "left": "issue:45869", "right": "issue:45871", "accept": false, - "reason": "Different artifact scope and title: dataset/sample post versus a prediction example. Not the same underlying issue." + "reason": "Same mismatch as 45869/45870: unrelated request by title, so not the same issue." }, { "left": "issue:45870", "right": "issue:45871", - "accept": true, - "reason": "Identical titles and matching body size strongly indicate the same issue; likely duplicate pair." + "accept": false, + "reason": "Identical titles make this a strong candidate, but the packet only provides soft_similarity and deterministic_accept is false, so this is not enough to confirm an exact duplicate." }, { "left": "issue:45870", "right": "issue:45872", "accept": false, - "reason": "Related finance theme, but 45872 is a different request that adds a scraping service and is broader than the plain example issue." + "reason": "Related only by the DataForge/financial theme; the titles describe different concrete requests, so not the same issue." }, { "left": "issue:45870", "right": "issue:45873", "accept": false, - "reason": "Same broad topic, but the scraping-service wording makes this a different request rather than the same underlying issue." + "reason": "Same as 45870/45872: thematically related but different concrete requests, not a confirmed duplicate." }, { "left": "issue:45871", "right": "issue:45872", "accept": false, - "reason": "The plain prediction example and the scraping-service variant are not the same concrete issue." + "reason": "Different concrete request despite shared keywords; the available evidence is only soft similarity." }, { "left": "issue:45871", "right": "issue:45873", "accept": false, - "reason": "Different scope: one is the plain example, the other includes a scraping service." + "reason": "Different concrete request despite shared keywords; not the same underlying issue." }, { "left": "issue:45872", "right": "issue:45873", - "accept": true, - "reason": "Identical titles and matching body size strongly indicate the same issue; likely duplicate pair." + "accept": false, + "reason": "Identical titles suggest a probable duplicate pair, but without body evidence and with deterministic_accept false, this should remain unconfirmed." } ] }, "evaluator_result": { "accept": false, - "feedback": "The duplicate-pair judgments are mostly conservative, but the result overstates the evidence in a few places. In particular, saying 45870 is a \"direct duplicate target\" is not supported by the packet, and \"verbatim duplicate\" is stronger than the available evidence (identical titles/body length and jaccard 1.0 suggest a likely duplicate, but the body text itself is not shown). The summary should stay closer to what is observable: identical titles for 45870/45871 and 45872/45873, and broader title difference for the dataset post vs. the example issues." + "feedback": "The cluster split is plausible, but the writeup overstates the evidence. In the packet, every pair is only backed by `soft_similarity`, and `deterministic_accept` is false for all of them. That is not enough to confidently call 45870/45871 and 45872/45873 \"exact duplicate\" pairs. The conservative reading is that these are high-similarity pairs, while 45869 is clearly a different request by title. Please downgrade the duplicate claims unless you have stronger evidence from the issue bodies." }, "evaluator_used": true, "retried": true, - "accepted_nontrivial_soft_edge": true, + "accepted_nontrivial_soft_edge": false, "error_kind": null, "error_message": null }, @@ -23283,7 +23554,7 @@ "soft_pairs": [ "issue:46439|issue:46441" ], - "prepared_review_unit_hash": "4fed665a0397c38f5a45d090adbcdf2e6f6b06dd723ab4179d3171102fb5e41d", + "prepared_review_unit_hash": "73dd168acbcd298d5da6ffdf119518f9a02493bf227c39a248fbfd5f000bfd71", "component_budget": { "node_count": 2, "item_count": 2, @@ -23305,28 +23576,28 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "The two issues look related in the same static-cache / linear-attention area, but the packet only gives titles and soft similarity, so it does not justify treating them as the same underlying bug with confidence. Issue 46439 is the broader candidate; 46441 appears adjacent but not proven identical.", - "confidence": 0.58, - "canonical_issue_reason": "Issue 46439 is the better canonical issue because it frames the broader static-cache `early_initialization` failure mode, while 46441 is more narrowly a Qwen3.5 `KeyError: 'linear_attention'` report that may be related but is not clearly the same bug.", + "summary": "Both issues appear to describe the same static-cache/linear-attention regression: one reports a `KeyError: 'linear_attention'`, the other reports wrong-shaped linear-attention tensors leading to `RuntimeError` during early initialization. The symptoms differ, but the affected path is the same.", + "confidence": 0.67, + "canonical_issue_reason": "Issue 46439 is the better canonical issue because it describes the broader underlying failure mode in the static-cache initialization path and gives the more general technical symptom set.", "canonical_pr_reason": null, - "best_issue_reason": "Issue 46439 is the best global issue because it is the more general problem statement and can plausibly subsume nearby manifestations without overclaiming identity.", + "best_issue_reason": "Issue 46439 is the best representative for the cluster because it is less model-specific and more directly frames the cache/shape corruption in linear-attention layers.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:46439", "right": "issue:46441", - "accept": false, - "reason": "The titles suggest a related static-cache/linear-attention area, but the evidence is too thin to conclude they are the same underlying defect. The safer read is that 46441 may be a related manifestation or separate edge case rather than a confirmed duplicate." + "accept": true, + "reason": "Both reports center on static cache handling for linear-attention and likely stem from the same initialization bug, with different surface errors (`RuntimeError` vs `KeyError`)." } ] }, "evaluator_result": { - "accept": false, - "feedback": "The pairing is plausible, but the verdict is a bit too strong for the evidence in the packet. We only have titles plus soft similarity, and the pair is not a deterministic match. Saying both issues are the same underlying bug / same static-cache initialization path overstates what is directly supported here. A more conservative framing would be that issue 46439 may be a broader candidate, while 46441 appears related but not proven identical." + "accept": true, + "feedback": "Grounded and appropriately conservative. The pairing is supported by the shared static-cache/linear-attention theme in the titles, and the soft-edge verdict uses cautious language (`likely`). The canonical choice of issue 46439 is also reasonable from the broader wording." }, "evaluator_used": true, - "retried": true, - "accepted_nontrivial_soft_edge": false, + "retried": false, + "accepted_nontrivial_soft_edge": true, "error_kind": null, "error_message": null }, @@ -23349,7 +23620,7 @@ "soft_pairs": [ "issue:46551|issue:46552" ], - "prepared_review_unit_hash": "597f1b0db1906c3d9814d39507264d97e690600aa7b7fcf80a9cce8950c3749a", + "prepared_review_unit_hash": "84daf5e1a8d7b2ba862b530e219a147fbe80475969d92a69809ceff0bc933e0c", "component_budget": { "node_count": 2, "item_count": 2, @@ -23371,24 +23642,24 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These two issues are effectively duplicates: same title, same tokenizer bug, and one has inbound references indicating it is the better-tracked copy.", + "summary": "The two closed issues are exact duplicates: same title, same described Wav2Vec2CTCTokenizer v5 special-token leak, and near-identical metadata. Issue #46552 is the better canonical due to higher inbound references and slightly more discussion.", "confidence": 0.99, - "canonical_issue_reason": "Issue #46552 is the stronger canonical issue because it has the same report but already has inbound references and appears to be the better-connected tracker.", + "canonical_issue_reason": "Issue #46552 is the better canonical because it has more inbound references and discussion activity, indicating it is the more connected thread for the same bug report.", "canonical_pr_reason": null, - "best_issue_reason": "#46552 is the best issue to keep as canonical since it is identical in substance and has more linkage/activity.", + "best_issue_reason": "Issue #46552 best represents the cluster because it is the same issue text as #46551 but has more references and engagement.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:46551", "right": "issue:46552", "accept": true, - "reason": "Exact same title and underlying Wav2Vec2CTCTokenizer v5 bug report; clearly the same issue." + "reason": "Exact same issue title and description about the Wav2Vec2CTCTokenizer v5 word delimiter leak; clearly the same underlying bug report." } ] }, "evaluator_result": { "accept": true, - "feedback": "The conclusion is well grounded in the packet: both issues have identical titles and identical body length, with Jaccard 1.0 soft similarity. Preferring #46552 as the canonical issue is conservative and supported by its higher inbound references and slightly more activity. No overstatement or mergeability concern here." + "feedback": "The cluster decision is grounded in the packet: the two issues have identical titles, equal body length, and a perfect soft-similarity score, while #46552 has higher inbound references and discussion activity. The canonical choice and soft-edge acceptance are conservative enough for this evidence." }, "evaluator_used": true, "retried": false, @@ -23415,7 +23686,7 @@ "soft_pairs": [ "issue:46657|issue:46692" ], - "prepared_review_unit_hash": "d1effbb2ffad4fc1d7d4e6e528a601f647ed18c35ba7efbb3550db2e367215a5", + "prepared_review_unit_hash": "015b9ed0b23a6fc2382e366f4d5564201bce4069313f5cf1473dd502527d2ce6", "component_budget": { "node_count": 2, "item_count": 2, @@ -23437,18 +23708,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These two issues both concern training-time failures in object detection/RT-DETR, but they describe different symptoms and likely different root causes: a tensor shape mismatch versus an eventual out-of-memory condition after several epochs.", - "confidence": 0.91, - "canonical_issue_reason": "Issue #46657 is the better canonical issue because it is the more concrete bug report, with a specific error class (\u201csize of tensors mismatch\u201d) and broader applicability to training failures.", + "summary": "These do not look like duplicates: one reports a tensor-shape mismatch during object-detection training, while the other reports out-of-memory after several epochs in RT-DETR v2. They describe different failure modes and likely different fixes.", + "confidence": 0.95, + "canonical_issue_reason": "Issue 46657 is the clearer, more specific bug report with a concrete training failure (tensor size mismatch) and is the better representative issue for this cluster.", "canonical_pr_reason": null, - "best_issue_reason": "#46657 is the best representative issue for this cluster since it describes a direct, actionable runtime error rather than a slower-developing resource problem.", + "best_issue_reason": "46657 is the more focused and diagnosable issue; 46692 appears to be a separate resource/scale problem rather than the same underlying defect.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:46657", "right": "issue:46692", "accept": false, - "reason": "Reject: the reports point to different failure modes. One is a tensor dimension mismatch during training; the other is memory exhaustion after some epochs. They may occur in related training workflows, but they do not look like the same underlying bug." + "reason": "Different symptoms and likely different root causes: tensor size mismatch vs OOM after some epochs. They do not appear to be the same underlying bug." } ] }, @@ -23478,12 +23749,12 @@ "soft_pairs": [ "issue:46822|issue:46823" ], - "prepared_review_unit_hash": "68696d5a95e53092befbf0cac00ebaec2b85bd5cc742fbe832dfc96575b1a064", + "prepared_review_unit_hash": "acc03d8c145b41db5e2d7552d126ec6fc66086439db9eb734e897ac1ca1b0ccf", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 1673, + "serialized_chars": 1674, "estimated_input_tokens": 419, "estimated_eval_tokens": 1094 }, @@ -23491,7 +23762,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 1673, + "serialized_chars": 1674, "estimated_input_tokens": 419, "estimated_eval_tokens": 1094 }, @@ -23500,18 +23771,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "The two issues describe different failure modes in different loading paths: ZeRO-3 zero.Init OOM on a composite multimodal submodule vs. 4-bit device_map/max_memory incorrectly dispatching to CPU and raising ValueError. They should not be merged as duplicates.", - "confidence": 0.97, + "summary": "These two issues are about different model-loading failures: one is a ZeRO-3/zero.Init partitioning OOM on a composite multimodal submodule, the other is 4-bit + device_map='auto' + max_memory mis-dispatching to CPU. They are related only at a broad \"model loading\" level, not the same underlying bug.", + "confidence": 0.95, "canonical_issue_reason": null, "canonical_pr_reason": null, - "best_issue_reason": null, + "best_issue_reason": "Issue 46823 is the more self-contained report: it names a specific configuration, a concrete failure mode, and is already closed, making it a better representative issue if one must be chosen.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:46822", "right": "issue:46823", "accept": false, - "reason": "Different bugs, different mechanisms, and different symptoms; shared \"load/model dispatch\" context is too broad to treat as the same underlying issue." + "reason": "Different code paths and symptoms: ZeRO-3 zero.Init partitioning/OOM versus 4-bit device_map/max_memory CPU dispatch ValueError. Shared theme is loading, but not the same bug." } ] }, @@ -23634,466 +23905,460 @@ "issue:47390|issue:47465", "issue:47406|issue:47465" ], - "prepared_review_unit_hash": "ac2626f81827c17298bfbf03d4528f05d00eb0c8a393f3fa06c4657fb4e49ef9", + "prepared_review_unit_hash": "cadd7d78bc2cd627992431e9fca3b75eae6039089111d932c242eb94c581bab9", "component_budget": { "node_count": 24, "item_count": 24, "soft_pair_count": 78, - "serialized_chars": 41454, - "estimated_input_tokens": 10364, - "estimated_eval_tokens": 20984 + "serialized_chars": 41460, + "estimated_input_tokens": 10365, + "estimated_eval_tokens": 20986 }, "budget": { "node_count": 24, "item_count": 24, "soft_pair_count": 72, - "serialized_chars": 34672, - "estimated_input_tokens": 8668, - "estimated_eval_tokens": 17592 + "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 a recurring series of daily \"[serge] integration failure triage\" issues, each tied to a different date rather than the same underlying defect. The soft edges are high-similarity template matches, but they should not be merged as duplicates.", - "confidence": 0.98, - "canonical_issue_reason": "Issue 47465 is the latest open instance in the recurring triage series, so it is the best current anchor if one issue must represent the cluster.", + "summary": "A cluster of near-identical '[serge] integration failure triage' issues, but they are dated daily triage threads rather than duplicates of one underlying report. No PRs are present.", + "confidence": 0.92, + "canonical_issue_reason": "issue:47465 is the latest open triage thread and the best current representative of this recurring issue template, but it should not be treated as a duplicate of the earlier dated triage issues.", "canonical_pr_reason": null, - "best_issue_reason": "Issue 47465 is open, current, and representative of the ongoing triage thread; it is the most suitable issue to keep as the live cluster head.", + "best_issue_reason": "issue:47465 is the most current and still-open triage thread, so it is the best issue to anchor the recurring series.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:46906", "right": "issue:46940", "accept": false, - "reason": "Same triage-series template, but different daily reports (different dates); not the same underlying bug/change." + "reason": "Reject: same templated triage series, but these are different dates/runs with separate context, not the same bug report." }, { "left": "issue:46906", "right": "issue:46948", "accept": false, - "reason": "Same triage-series template, but different daily reports (different dates); not the same underlying bug/change." + "reason": "Reject: high textual similarity comes from the shared daily triage template; the issues are for different days." }, { "left": "issue:46906", "right": "issue:46969", "accept": false, - "reason": "Same triage-series template, but different daily reports (different dates); not the same underlying bug/change." + "reason": "Reject: distinct dated triage threads, not one underlying duplicate issue." }, { "left": "issue:46906", "right": "issue:46985", "accept": false, - "reason": "Same triage-series template, but different daily reports (different dates); not the same underlying bug/change." + "reason": "Reject: separate daily integration-failure reports; similarity is boilerplate." }, { "left": "issue:46906", "right": "issue:47037", "accept": false, - "reason": "Same triage-series template, but different daily reports (different dates); not the same underlying bug/change." + "reason": "Reject: different dates and likely different CI runs; not the same issue." }, { "left": "issue:46940", "right": "issue:46948", "accept": false, - "reason": "Same triage-series template, but different daily reports (different dates); not the same underlying bug/change." + "reason": "Reject: same template, but each issue corresponds to a different daily triage event." }, { "left": "issue:46948", "right": "issue:46969", "accept": false, - "reason": "Same triage-series template, but different daily reports (different dates); not the same underlying bug/change." + "reason": "Reject: dated series entries are not duplicates even if the wording is nearly identical." }, { "left": "issue:46948", "right": "issue:46985", "accept": false, - "reason": "Same triage-series template, but different daily reports (different dates); not the same underlying bug/change." + "reason": "Reject: same recurring triage thread format, but not the same report." }, { "left": "issue:46940", "right": "issue:46969", "accept": false, - "reason": "Same triage-series template, but different daily reports (different dates); not the same underlying bug/change." + "reason": "Reject: different day-specific triage issues." }, { "left": "issue:46940", "right": "issue:46985", "accept": false, - "reason": "Same triage-series template, but different daily reports (different dates); not the same underlying bug/change." + "reason": "Reject: template similarity only; the underlying incident is not shown to be the same." }, { "left": "issue:47037", "right": "issue:47049", "accept": false, - "reason": "Same triage-series template, but different daily reports (different dates); not the same underlying bug/change." + "reason": "Reject: adjacent daily triage issues, but still distinct dated instances." }, { "left": "issue:46948", "right": "issue:46998", "accept": false, - "reason": "Same triage-series template, but different daily reports (different dates); not the same underlying bug/change." + "reason": "Reject: same recurring triage template, not a duplicate." }, { "left": "issue:47049", "right": "issue:47053", "accept": false, - "reason": "Same triage-series template, but different daily reports (different dates); not the same underlying bug/change." + "reason": "Reject: separate daily reports with shared boilerplate." }, { "left": "issue:46998", "right": "issue:47049", "accept": false, - "reason": "Same triage-series template, but different daily reports (different dates); not the same underlying bug/change." + "reason": "Reject: different daily integration failure triage threads." }, { "left": "issue:46969", "right": "issue:46985", "accept": false, - "reason": "Same triage-series template, but different daily reports (different dates); not the same underlying bug/change." + "reason": "Reject: date-specific issue instances, not one merged bug." }, { "left": "issue:46940", "right": "issue:46998", "accept": false, - "reason": "Same triage-series template, but different daily reports (different dates); not the same underlying bug/change." + "reason": "Reject: same series, but distinct reports for different days." }, { "left": "issue:46985", "right": "issue:47049", "accept": false, - "reason": "Same triage-series template, but different daily reports (different dates); not the same underlying bug/change." + "reason": "Reject: similar text does not outweigh the fact these are separate dated triage issues." }, { "left": "issue:47049", "right": "issue:47091", "accept": false, - "reason": "Same triage-series template, but different daily reports (different dates); not the same underlying bug/change." + "reason": "Reject: different triage days; no evidence of a single duplicated incident." }, { "left": "issue:46998", "right": "issue:47037", "accept": false, - "reason": "Same triage-series template, but different daily reports (different dates); not the same underlying bug/change." + "reason": "Reject: recurring template only, not the same issue." }, { "left": "issue:46985", "right": "issue:47037", "accept": false, - "reason": "Same triage-series template, but different daily reports (different dates); not the same underlying bug/change." + "reason": "Reject: these are daily triage entries, not duplicate bug reports." }, { "left": "issue:46969", "right": "issue:47037", "accept": false, - "reason": "Same triage-series template, but different daily reports (different dates); not the same underlying bug/change." + "reason": "Reject: different dates/runs with similar wording." }, { "left": "issue:47037", "right": "issue:47091", "accept": false, - "reason": "Same triage-series template, but different daily reports (different dates); not the same underlying bug/change." + "reason": "Reject: separate dated triage issues." }, { "left": "issue:47037", "right": "issue:47053", "accept": false, - "reason": "Same triage-series template, but different daily reports (different dates); not the same underlying bug/change." + "reason": "Reject: same template, different daily incident context." }, { "left": "issue:46969", "right": "issue:47091", "accept": false, - "reason": "Same triage-series template, but different daily reports (different dates); not the same underlying bug/change." + "reason": "Reject: no indication these dated reports are the same underlying failure." }, { "left": "issue:47053", "right": "issue:47091", "accept": false, - "reason": "Same triage-series template, but different daily reports (different dates); not the same underlying bug/change." + "reason": "Reject: different daily triage threads." }, { "left": "issue:47091", "right": "issue:47102", "accept": false, - "reason": "Same triage-series template, but different daily reports (different dates); not the same underlying bug/change." + "reason": "Reject: similar wording across days is boilerplate, not duplication." }, { "left": "issue:46998", "right": "issue:47053", "accept": false, - "reason": "Same triage-series template, but different daily reports (different dates); not the same underlying bug/change." + "reason": "Reject: each issue is a distinct daily triage report." }, { "left": "issue:47053", "right": "issue:47102", "accept": false, - "reason": "Same triage-series template, but different daily reports (different dates); not the same underlying bug/change." + "reason": "Reject: different dates and likely different integration runs." }, { "left": "issue:46985", "right": "issue:46998", "accept": false, - "reason": "Same triage-series template, but different daily reports (different dates); not the same underlying bug/change." + "reason": "Reject: same recurring triage series, but not the same concrete bug instance." }, { "left": "issue:46998", "right": "issue:47091", "accept": false, - "reason": "Same triage-series template, but different daily reports (different dates); not the same underlying bug/change." + "reason": "Reject: daily reports should not be merged as duplicates." }, { "left": "issue:47037", "right": "issue:47102", "accept": false, - "reason": "Same triage-series template, but different daily reports (different dates); not the same underlying bug/change." + "reason": "Reject: distinct dated triage issues." }, { "left": "issue:46985", "right": "issue:47091", "accept": false, - "reason": "Same triage-series template, but different daily reports (different dates); not the same underlying bug/change." + "reason": "Reject: boilerplate similarity only." }, { "left": "issue:46985", "right": "issue:47102", "accept": false, - "reason": "Same triage-series template, but different daily reports (different dates); not the same underlying bug/change." + "reason": "Reject: each issue appears to cover a separate day\u2019s failure triage." }, { "left": "issue:47049", "right": "issue:47102", "accept": false, - "reason": "Same triage-series template, but different daily reports (different dates); not the same underlying bug/change." + "reason": "Reject: different daily triage threads, not one underlying bug." }, { "left": "issue:47265", "right": "issue:47279", "accept": false, - "reason": "Same triage-series template, but different daily reports (different dates); not the same underlying bug/change." + "reason": "Reject: same daily triage template, but these are different dates." }, { "left": "issue:47265", "right": "issue:47309", "accept": false, - "reason": "Same triage-series template, but different daily reports (different dates); not the same underlying bug/change." + "reason": "Reject: separate dated reports in the same series." }, { "left": "issue:47279", "right": "issue:47309", "accept": false, - "reason": "Same triage-series template, but different daily reports (different dates); not the same underlying bug/change." + "reason": "Reject: not the same issue; just highly similar daily triage entries." }, { "left": "issue:47265", "right": "issue:47377", "accept": false, - "reason": "Same triage-series template, but different daily reports (different dates); not the same underlying bug/change." + "reason": "Reject: different daily triage instances, not duplicates." }, { "left": "issue:47279", "right": "issue:47377", "accept": false, - "reason": "Same triage-series template, but different daily reports (different dates); not the same underlying bug/change." + "reason": "Reject: similar template, distinct day-specific context." }, { "left": "issue:47256", "right": "issue:47265", "accept": false, - "reason": "Same triage-series template, but different daily reports (different dates); not the same underlying bug/change." + "reason": "Reject: separate dated triage issues." }, { "left": "issue:47182", "right": "issue:47256", "accept": false, - "reason": "Same triage-series template, but different daily reports (different dates); not the same underlying bug/change." + "reason": "Reject: different dates/runs, not one merged report." }, { "left": "issue:47256", "right": "issue:47279", "accept": false, - "reason": "Same triage-series template, but different daily reports (different dates); not the same underlying bug/change." + "reason": "Reject: same recurring triage format only." }, { "left": "issue:47120", "right": "issue:47256", "accept": false, - "reason": "Same triage-series template, but different daily reports (different dates); not the same underlying bug/change." - }, - { - "left": "issue:47309", - "right": "issue:47377", - "accept": false, - "reason": "Same triage-series template, but different daily reports (different dates); not the same underlying bug/change." + "reason": "Reject: daily triage reports are not duplicates just because the text is similar." }, { "left": "issue:47102", "right": "issue:47256", "accept": false, - "reason": "Same triage-series template, but different daily reports (different dates); not the same underlying bug/change." + "reason": "Reject: different dated instances of the same triage template." }, { "left": "issue:47182", "right": "issue:47265", "accept": false, - "reason": "Same triage-series template, but different daily reports (different dates); not the same underlying bug/change." + "reason": "Reject: separate daily reports." }, { "left": "issue:47120", "right": "issue:47182", "accept": false, - "reason": "Same triage-series template, but different daily reports (different dates); not the same underlying bug/change." + "reason": "Reject: adjacent triage days, but still distinct issues." }, { "left": "issue:47120", "right": "issue:47279", "accept": false, - "reason": "Same triage-series template, but different daily reports (different dates); not the same underlying bug/change." + "reason": "Reject: same template, different report date." }, { "left": "issue:47120", "right": "issue:47265", "accept": false, - "reason": "Same triage-series template, but different daily reports (different dates); not the same underlying bug/change." + "reason": "Reject: no evidence they describe the same underlying failure instance." }, { "left": "issue:47120", "right": "issue:47377", "accept": false, - "reason": "Same triage-series template, but different daily reports (different dates); not the same underlying bug/change." + "reason": "Reject: recurring triage thread, not a duplicate bug." }, { "left": "issue:47182", "right": "issue:47377", "accept": false, - "reason": "Same triage-series template, but different daily reports (different dates); not the same underlying bug/change." + "reason": "Reject: separate dated triage issues." }, { "left": "issue:47182", "right": "issue:47279", "accept": false, - "reason": "Same triage-series template, but different daily reports (different dates); not the same underlying bug/change." + "reason": "Reject: similar title/body, but different day-specific context." }, { "left": "issue:47227", "right": "issue:47377", "accept": false, - "reason": "Same triage-series template, but different daily reports (different dates); not the same underlying bug/change." + "reason": "Reject: same series of daily triage threads, not one issue." }, { "left": "issue:47227", "right": "issue:47256", "accept": false, - "reason": "Same triage-series template, but different daily reports (different dates); not the same underlying bug/change." + "reason": "Reject: distinct dated reports." }, { "left": "issue:47182", "right": "issue:47309", "accept": false, - "reason": "Same triage-series template, but different daily reports (different dates); not the same underlying bug/change." + "reason": "Reject: different triage days with shared boilerplate." }, { "left": "issue:47227", "right": "issue:47309", "accept": false, - "reason": "Same triage-series template, but different daily reports (different dates); not the same underlying bug/change." + "reason": "Reject: not the same concrete bug report." }, { "left": "issue:47227", "right": "issue:47279", "accept": false, - "reason": "Same triage-series template, but different daily reports (different dates); not the same underlying bug/change." + "reason": "Reject: same recurring template only." }, { "left": "issue:47182", "right": "issue:47227", "accept": false, - "reason": "Same triage-series template, but different daily reports (different dates); not the same underlying bug/change." + "reason": "Reject: daily integration-failure triage entries are separate issues." }, { "left": "issue:47227", "right": "issue:47265", "accept": false, - "reason": "Same triage-series template, but different daily reports (different dates); not the same underlying bug/change." + "reason": "Reject: distinct dated triage threads." }, { "left": "issue:47442", "right": "issue:47465", "accept": false, - "reason": "Same triage-series template, but different daily reports (different dates); not the same underlying bug/change." + "reason": "Reject: consecutive daily triage issues, but still separate reports." }, { "left": "issue:47419", "right": "issue:47442", "accept": false, - "reason": "Same triage-series template, but different daily reports (different dates); not the same underlying bug/change." + "reason": "Reject: same template, different day and likely different CI run." }, { "left": "issue:47419", "right": "issue:47465", "accept": false, - "reason": "Same triage-series template, but different daily reports (different dates); not the same underlying bug/change." + "reason": "Reject: these are separate daily triage issues, not duplicates." }, { "left": "issue:47377", "right": "issue:47419", "accept": false, - "reason": "Same triage-series template, but different daily reports (different dates); not the same underlying bug/change." + "reason": "Reject: different dated reports in the same series." }, { "left": "issue:47377", "right": "issue:47442", "accept": false, - "reason": "Same triage-series template, but different daily reports (different dates); not the same underlying bug/change." + "reason": "Reject: shared wording is boilerplate, not evidence of one underlying bug." }, { "left": "issue:47279", "right": "issue:47419", "accept": false, - "reason": "Same triage-series template, but different daily reports (different dates); not the same underlying bug/change." + "reason": "Reject: separate daily triage threads." }, { "left": "issue:47406", "right": "issue:47419", "accept": false, - "reason": "Same triage-series template, but different daily reports (different dates); not the same underlying bug/change." + "reason": "Reject: distinct date-specific issue instances." }, { "left": "issue:47279", "right": "issue:47442", "accept": false, - "reason": "Same triage-series template, but different daily reports (different dates); not the same underlying bug/change." + "reason": "Reject: same recurring triage series, not a duplicate." }, { "left": "issue:47377", "right": "issue:47465", "accept": false, - "reason": "Same triage-series template, but different daily reports (different dates); not the same underlying bug/change." + "reason": "Reject: daily triage issues for different dates." }, { "left": "issue:47227", "right": "issue:47442", "accept": false, - "reason": "Same triage-series template, but different daily reports (different dates); not the same underlying bug/change." + "reason": "Reject: similar template only; no same underlying bug shown." }, { "left": "issue:47390", "right": "issue:47406", "accept": false, - "reason": "Same triage-series template, but different daily reports (different dates); not the same underlying bug/change." + "reason": "Reject: different daily triage reports." }, { "left": "issue:47390", "right": "issue:47465", "accept": false, - "reason": "Same triage-series template, but different daily reports (different dates); not the same underlying bug/change." + "reason": "Reject: separate dated triage issues." }, { "left": "issue:47406", "right": "issue:47465", "accept": false, - "reason": "Same triage-series template, but different daily reports (different dates); not the same underlying bug/change." + "reason": "Reject: consecutive but distinct daily reports." } ] }, @@ -24133,20 +24398,20 @@ "issue:47390|issue:47419", "issue:47377|issue:47390" ], - "prepared_review_unit_hash": "bef14c66f3922f99a7562a2b849f813b716d12ace0c3b79f08981bb0d6974765", + "prepared_review_unit_hash": "ef858a7c2b85a0bbe54545304009cc9ec8a77669be2c55d37b74d984e53a4c3b", "component_budget": { "node_count": 24, "item_count": 24, "soft_pair_count": 78, - "serialized_chars": 41454, - "estimated_input_tokens": 10364, - "estimated_eval_tokens": 20984 + "serialized_chars": 41460, + "estimated_input_tokens": 10365, + "estimated_eval_tokens": 20986 }, "budget": { "node_count": 7, "item_count": 7, "soft_pair_count": 6, - "serialized_chars": 5696, + "serialized_chars": 5694, "estimated_input_tokens": 1424, "estimated_eval_tokens": 3104 }, @@ -24155,48 +24420,48 @@ "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "These are a run of similarly titled daily serge integration triage issues, but they appear to be separate dated reports rather than duplicates of one underlying bug. No PRs are present.", - "confidence": 0.81, - "canonical_issue_reason": "Issue 47442 is the strongest representative of the series: it has the highest inbound reference count among the closed triage reports and matches the repeated triage template.", + "summary": "These are a sequence of dated \"[serge] integration failure triage\" issue reports for different days, not duplicate reports of one fixed bug. They appear to be recurring triage tickets for separate integration runs, so they should not be merged as the same underlying issue.", + "confidence": 0.97, + "canonical_issue_reason": "issue:47442 is a strong representative: it has the highest inbound reference count tied with the earliest ticket, is a closed triage issue, and sits near the end of the series with the most complete context available.", "canonical_pr_reason": null, - "best_issue_reason": "Issue 47465 is the best current landing point because it is the newest open triage report in the same series, making it the most useful place for ongoing updates.", + "best_issue_reason": "issue:47442 looks like the best single representative for this cluster because it is closed, heavily referenced, and clearly matches the recurring triage pattern without being the still-open latest ticket.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:47279", "right": "issue:47465", "accept": false, - "reason": "Same triage template, but different dates and no evidence they describe the same underlying failure." + "reason": "Same template/title family, but the dated triage tickets correspond to different days/runs; this is recurring monitoring work, not one underlying bug." }, { "left": "issue:47406", "right": "issue:47442", "accept": false, - "reason": "Highly similar wording, but these are separate daily triage reports for different days, not one duplicated bug report." + "reason": "Both are daily integration triage issues for different dates, so they are separate incident reports rather than duplicate reports of the same code-path problem." }, { "left": "issue:47377", "right": "issue:47406", "accept": false, - "reason": "Matches the recurring series format only; no concrete indication of the same bug or change." + "reason": "The shared wording is just the triage template; the different dates indicate distinct integration failure occurrences." }, { "left": "issue:47390", "right": "issue:47442", "accept": false, - "reason": "Both are date-stamped triage entries, but the available metadata suggests distinct reports, not duplicates." + "reason": "These are separate dated triage tickets, not the same bug or change request, so they should not be clustered as duplicates." }, { "left": "issue:47390", "right": "issue:47419", "accept": false, - "reason": "Similar title pattern, but nothing ties them to the same specific failure beyond the generic triage label." + "reason": "No evidence of one shared underlying defect beyond the recurring triage title; they are different daily reports." }, { "left": "issue:47377", "right": "issue:47390", "accept": false, - "reason": "These are adjacent daily triage issues with the same template, but they do not look like the same underlying issue." + "reason": "They look like sequential integration triage logs for different days, not duplicate bug filings." } ] }, @@ -24226,7 +24491,7 @@ "soft_pairs": [ "issue:46983|issue:46984" ], - "prepared_review_unit_hash": "8051c5a975992a67aa441447303f5c368f3744ff6dd6a63b17ed6a936c3a232c", + "prepared_review_unit_hash": "a5147544fd000238654b2ec0d4260c1e2be47485c113915c146a660d9a201fa4", "component_budget": { "node_count": 2, "item_count": 2, @@ -24248,24 +24513,24 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "The cluster contains two near-identical closed issues requesting RWKV7 model support; they appear to be duplicate reports of the same feature request.", + "summary": "These two closed issues appear to be duplicates: same title, same apparent feature request, and very high text similarity. Either could serve as the canonical issue, but 46984 has slightly more discussion activity.", "confidence": 0.98, - "canonical_issue_reason": "Issue #46984 is the better canonical issue because it has the same request but slightly more discussion activity, making it the stronger aggregation target.", + "canonical_issue_reason": "Issue 46984 is the better canonical candidate only because it has more discussion activity, suggesting it may have carried the main conversation for the duplicate report.", "canonical_pr_reason": null, - "best_issue_reason": "Issue #46984 is the best issue overall since it matches the same RWKV7 support request and has the most engagement in the cluster.", + "best_issue_reason": "Issue 46984 is a good global best issue because it is indistinguishable in topic from 46983 and has a bit more engagement.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:46983", "right": "issue:46984", "accept": true, - "reason": "Same title and same underlying feature request for RWKV7 model support; this is a clear duplicate issue pair." + "reason": "Same title and same feature request with very high similarity; they look like duplicate reports of the same underlying request for RWKV7 support." } ] }, "evaluator_result": { "accept": true, - "feedback": "The assessment is grounded in the packet: both items are closed issues with the exact same title, and the soft-similarity signal is strong. The canonical/best-issue choice is also supported by the only engagement difference shown (discussion_activity 2 vs 0). No PR-pair concerns apply." + "feedback": "The summary is grounded in the packet: both issues share the same title, have very high text similarity, and 46984 has more discussion activity (2 vs 0). The duplicate-style soft-edge verdict is conservative and supported by the available evidence." }, "evaluator_used": true, "retried": false, @@ -24292,7 +24557,7 @@ "soft_pairs": [ "issue:47007|issue:47015" ], - "prepared_review_unit_hash": "32f60afba0e963e960038827b776f6c1aa81319388c87bd9ddcd330a9ec58fe3", + "prepared_review_unit_hash": "5b13da074f74e59efcf5f622651c1351583b35f77adc4aa8ad229d853e76400d", "component_budget": { "node_count": 2, "item_count": 2, @@ -24314,18 +24579,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "The two closed issues are thematically similar AI/cybersecurity writeups, but they do not describe the same concrete bug, change, or actionable tracker item. I would not deduplicate them.", - "confidence": 0.86, - "canonical_issue_reason": "Issue 47015 is the broader and cleaner formulation of the topic, but there is no strong duplicate-based canonical choice here.", + "summary": "The two issues are topically similar AI/cybersecurity concept posts, but they do not describe the same concrete bug or change, and there are no code targets or shared implementation details to support duplication.", + "confidence": 0.91, + "canonical_issue_reason": "No clear canonical issue: both are broad, idea-level discussions about AI-driven vulnerability discovery rather than the same actionable problem.", "canonical_pr_reason": null, - "best_issue_reason": "Issue 47015 is the better representative only in the sense that it is more general and concise; neither issue is a clear duplicate target.", + "best_issue_reason": "Issue 47015 is slightly more representative of the shared theme because its title directly states the AI vulnerability-discovery concept, but it is still not a strong duplicate anchor.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:47007", "right": "issue:47015", "accept": false, - "reason": "They share a broad AI-vulnerability-discovery theme, but the titles describe different article-like topics rather than the same underlying bug or change." + "reason": "They share a broad subject area (AI-assisted vulnerability discovery) but not a concrete underlying bug, target, or implementation; this looks like topical similarity rather than duplication." } ] }, @@ -24355,12 +24620,12 @@ "soft_pairs": [ "issue:47138|issue:47139" ], - "prepared_review_unit_hash": "9173f1710abbf7b1abffb90cb4310b19c8872cbfe4e6660c7baabf0749cd876c", + "prepared_review_unit_hash": "50b0e64c2198be1b618f392eda94e46c051ae5995088af5a0ba2bd0b216a00ca", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 1591, + "serialized_chars": 1589, "estimated_input_tokens": 398, "estimated_eval_tokens": 1052 }, @@ -24368,7 +24633,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 1591, + "serialized_chars": 1589, "estimated_input_tokens": 398, "estimated_eval_tokens": 1052 }, @@ -24377,28 +24642,28 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "The two open issues appear to be likely duplicates: they have the same title, were created within seconds of each other, and have strong soft-similarity evidence. Issue #47138 is the better canonical choice because it has slightly stronger engagement signals. I would treat the pair as the same reported issue, but not claim their full bodies are identical from the packet alone.", - "confidence": 0.91, - "canonical_issue_reason": "#47138 is the better canonical issue because it has marginally more inbound references and discussion activity, making it the slightly more established report.", + "summary": "These two open issues are highly similar and likely duplicative: they share the exact title and identical body length, but the evidence is still soft and deterministic acceptance is false, so this should remain a cautious likely-duplicate call rather than a firm canonical merge.", + "confidence": 0.71, + "canonical_issue_reason": null, "canonical_pr_reason": null, - "best_issue_reason": "#47138 is the best issue candidate because it matches #47139 exactly in title and has the stronger engagement signals among the pair.", + "best_issue_reason": "#47138 is the better representative only by being slightly earlier and equally detailed, but the evidence is not strong enough to treat it as the definitive canonical issue.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:47138", "right": "issue:47139", - "accept": true, - "reason": "Same title, near-simultaneous creation, and strong soft-similarity evidence point to a likely duplicate report of the same issue. The packet does not prove identical body content, but the duplication case is still strong enough to accept." + "accept": false, + "reason": "The reports look very similar and probably overlap, but the available evidence is only soft_similarity with deterministic_accept=false; that is not enough to confidently accept them as the same underlying issue." } ] }, "evaluator_result": { "accept": false, - "feedback": "The conclusion is too strong for the packet. The evidence supports a likely duplicate pair (same title, high soft similarity, close timestamps), but the analyst overstates it as the \u201cexact same bug\u201d and says the reports are identical in content, which is not shown in the packet. The canonical selection is grounded, but the soft-edge acceptance should stay more conservative." + "feedback": "The packet supports strong similarity, but not a firm duplicate/canonical determination. Both issues have the same title and matching body length, yet the evidence is only soft_similarity and deterministic_accept is false. The analyst overstates by calling them identical reports / same underlying bug and by assigning very high confidence. A more conservative verdict would note likely duplication but stop short of definitive acceptance." }, "evaluator_used": true, "retried": true, - "accepted_nontrivial_soft_edge": true, + "accepted_nontrivial_soft_edge": false, "error_kind": null, "error_message": null }, @@ -24407,13 +24672,13 @@ "component_index": 1, "component_count": 31, "review_unit_index": 1, - "review_unit_count": 5, + "review_unit_count": 6, "status": "reviewed", "reason": null, "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-40546-101", + "cluster_id": "cluster-40546-103", "nodes": [ "pull_request:43251", "pull_request:43254", @@ -24426,12 +24691,10 @@ "pull_request:47077", "pull_request:47078", "pull_request:47082", - "pull_request:47105", "pull_request:47108", "pull_request:47122", "pull_request:47123", "pull_request:47124", - "pull_request:47129", "pull_request:47166", "pull_request:47173", "pull_request:47202", @@ -24446,6 +24709,7 @@ "pull_request:47281", "pull_request:47282", "pull_request:47284", + "pull_request:47291", "pull_request:47292", "pull_request:47294", "pull_request:47301", @@ -24454,14 +24718,16 @@ "pull_request:47365", "pull_request:47374", "pull_request:47380", + "pull_request:47384", + "pull_request:47386", "pull_request:47441", "pull_request:47443", "pull_request:47444", "pull_request:47445", - "pull_request:47449", "pull_request:47457", "pull_request:47462", - "pull_request:47466" + "pull_request:47466", + "pull_request:47474" ], "soft_pairs": [ "pull_request:43251|pull_request:43254", @@ -24483,7 +24749,6 @@ "pull_request:47281|pull_request:47445", "pull_request:47268|pull_request:47284", "pull_request:47173|pull_request:47284", - "pull_request:47284|pull_request:47449", "pull_request:47202|pull_request:47204", "pull_request:47204|pull_request:47374", "pull_request:46266|pull_request:47365", @@ -24497,9 +24762,7 @@ "pull_request:47108|pull_request:47360", "pull_request:47292|pull_request:47457", "pull_request:47441|pull_request:47457", - "pull_request:47105|pull_request:47129", "pull_request:46957|pull_request:47365", - "pull_request:47449|pull_request:47457", "pull_request:46266|pull_request:46957", "pull_request:47077|pull_request:47212", "pull_request:47082|pull_request:47365", @@ -24508,335 +24771,365 @@ "pull_request:46413|pull_request:46957", "pull_request:47275|pull_request:47360", "pull_request:44775|pull_request:47275", - "pull_request:47301|pull_request:47462", "pull_request:47294|pull_request:47360", + "pull_request:47301|pull_request:47462", "pull_request:46957|pull_request:47216", "pull_request:46381|pull_request:47457", "pull_request:46836|pull_request:47462", - "pull_request:47166|pull_request:47173" + "pull_request:47166|pull_request:47173", + "pull_request:47291|pull_request:47384", + "pull_request:47216|pull_request:47275", + "pull_request:47077|pull_request:47275", + "pull_request:47386|pull_request:47474", + "pull_request:47275|pull_request:47301", + "pull_request:47216|pull_request:47384" ], - "prepared_review_unit_hash": "908bbf5993617f6e1c3f19fcd1e0b16575369680204d58fea194c11c25cde151", + "prepared_review_unit_hash": "5b080265f4db94e428670d22877ae1d05261c7a967581c571c1bca27a0325a0c", "component_budget": { - "node_count": 101, - "item_count": 101, - "soft_pair_count": 290, - "serialized_chars": 354141, - "estimated_input_tokens": 88536, - "estimated_eval_tokens": 177328 + "node_count": 103, + "item_count": 103, + "soft_pair_count": 296, + "serialized_chars": 361826, + "estimated_input_tokens": 90457, + "estimated_eval_tokens": 181170 }, "budget": { - "node_count": 47, - "item_count": 47, - "soft_pair_count": 50, - "serialized_chars": 125992, - "estimated_input_tokens": 31498, - "estimated_eval_tokens": 63252 + "node_count": 48, + "item_count": 48, + "soft_pair_count": 53, + "serialized_chars": 130605, + "estimated_input_tokens": 32652, + "estimated_eval_tokens": 65560 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is mostly heterogeneous: one true duplicate pair around `fixed_cross_entropy`, one likely duplicate pair around EdgeTAM `original_sizes`, and the remaining soft edges are broad-similarity false positives across unrelated model/test/doc fixes.", - "confidence": 0.63, + "summary": "Mostly a mixed set of unrelated PRs. The only clear duplicate is the fixed_cross_entropy kwargs pair; I also treat two test-stabilization pairs (MiniMax-M3-VL load_error and Mamba2 OOM) as likely duplicates, while the rest are separate changes.", + "confidence": 0.66, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 43251 is the best canonical anchor: it is tightly scoped, explicitly linked to issue 43240, and directly implements the core `fixed_cross_entropy` kwargs/label_smoothing pass-through fix that the nearby duplicate PR is also trying to make.", + "canonical_pr_reason": "PR 43254 is the clearest canonical duplicate candidate: it targets the shared 43240 cross-entropy kwargs fix with the narrowest, cleanest patch.", "best_issue_reason": null, - "best_pr_reason": "43251 is the strongest representative PR in the set because it is focused on a single concrete code-path bug, has an explicit upstream issue target, and is easier to treat as the canonical duplicate target than broader multi-fix PRs.", + "best_pr_reason": "PR 43254 is the best representative overall because it is the most clearly scoped duplicate resolution and directly matches the shared issue target.", "soft_edge_verdicts": [ { "left": "pull_request:43251", "right": "pull_request:43254", "accept": true, - "reason": "Same file, same issue target, same `fixed_cross_entropy` change; one is just a slightly different implementation of the same kwargs/label_smoothing support." + "reason": "Same fixed_cross_entropy kwargs fix in the same file for the same issue; these could be merged into one PR." }, { "left": "pull_request:47282", "right": "pull_request:47310", "accept": false, - "reason": "Both are integration-test fixes, but they address different bugs in different model paths (`mamba2` OOM vs `gemma3` generation cache behavior)." + "reason": "Different problems: Mamba2 OOM test tuning vs Gemma3 generation cache default behavior." }, { "left": "pull_request:47124", "right": "pull_request:47282", "accept": false, - "reason": "Different models and failure modes: Falcon-Mamba output mismatch vs Mamba2 OOM. Same test-fix category is not enough." + "reason": "Both are Mamba2-related, but one is an output-mismatch test update and the other is an OOM fix; not the same bug." }, { "left": "pull_request:47280", "right": "pull_request:47282", "accept": false, - "reason": "Different model families and distinct test failures (`minimax_m3_vl` load_error vs `mamba2` OOM)." + "reason": "Same model family, but the fixes address different failure modes and test paths." }, { "left": "pull_request:47282", - "right": "pull_request:47444", + "right": "pull_request:47445", "accept": false, - "reason": "These fix unrelated model test failures in different code paths; not the same underlying bug." + "reason": "Unrelated model/test failures; no shared concrete code-path bug." }, { "left": "pull_request:47123", "right": "pull_request:47281", "accept": false, - "reason": "Both are broad test-fix PRs, but they target different models and different failure causes." + "reason": "Different models and different failure classes; not a duplicate change." }, { "left": "pull_request:47124", "right": "pull_request:47380", "accept": false, - "reason": "Different models and different symptom classes (`output_mismatch` vs OOM)." + "reason": "Both are Mamba2, but one is output expectations and the other is OOM stabilization; not the same fix." }, { "left": "pull_request:47445", "right": "pull_request:47466", "accept": false, - "reason": "They share some generated model files, but the PRs are about different failure reports and are not the same concrete change." + "reason": "Different model refactors with overlapping helper edits, but not the same underlying bug/change." }, { "left": "pull_request:47310", "right": "pull_request:47466", "accept": false, - "reason": "Different PR goals and different affected behavior; shared generation code is too broad to merge as duplicates." + "reason": "Generation-cache default handling is unrelated to the DeepSeek/Whisper integration-test fixes." }, { "left": "pull_request:47122", "right": "pull_request:47224", - "accept": true, - "reason": "Both address the same EdgeTAM `original_sizes` leakage into the backbone call; 47224 is broader, but the overlapping EdgeTAM fix is the same code-path bug." + "accept": false, + "reason": "47224 bundles multiple fixes; its Edgetam edit overlaps, but the PRs are not the same concrete change." }, { "left": "pull_request:47443", "right": "pull_request:47466", "accept": false, - "reason": "Different model test failures and different fix scopes; shared filenames do not make them the same bug." + "reason": "Different target models and issues; shared edits are incidental refactors, not a duplicate patch." }, { "left": "pull_request:47122", "right": "pull_request:47280", "accept": false, - "reason": "EdgeTAM backbone-argument bug vs MiniMax-M3-VL loading/offload issue are unrelated." + "reason": "Same broad Edgetam area or test-stability themes do not make these the same code-path fix." }, { "left": "pull_request:47281", "right": "pull_request:47466", "accept": false, - "reason": "Different models and different fixes; same broad generated-model area is not enough to merge." + "reason": "Different model fixes with no single shared bug." }, { "left": "pull_request:47124", "right": "pull_request:47445", "accept": false, - "reason": "Separate integration-test failures with different model behavior and different fixes." + "reason": "Both touch test expectations, but they fix different model failures." }, { "left": "pull_request:47282", "right": "pull_request:47445", "accept": false, - "reason": "OOM mitigation for Mamba2 is unrelated to PEFT/deepseek integration test fixes." + "reason": "Different models and different failure modes; not mergeable as one bug fix." }, { "left": "pull_request:47124", "right": "pull_request:47443", "accept": false, - "reason": "Different models and failure modes; no shared concrete bug." + "reason": "Distinct model test failures with no shared underlying code-path." }, { "left": "pull_request:47281", "right": "pull_request:47445", "accept": false, - "reason": "The PRs touch overlapping generated model files, but they fix different issues and cannot plausibly be one PR." + "reason": "Different model-level fixes; shared patterns are not enough." }, { "left": "pull_request:47268", "right": "pull_request:47284", "accept": false, - "reason": "Unrelated test failures in different model families (`zaya` vs `mimo_v2_flash`)." + "reason": "Different models and symptoms; one is zaya test skipping, the other is mimo_v2_flash fixes." }, { "left": "pull_request:47173", "right": "pull_request:47284", "accept": false, - "reason": "Different test suites and different failure types; only the generic XPU/test-fix theme overlaps." - }, - { - "left": "pull_request:47284", - "right": "pull_request:47449", - "accept": false, - "reason": "Different model fixes with no concrete shared bug path." + "reason": "Both are XPU/test-related, but the concrete models and fixes differ." }, { "left": "pull_request:47202", "right": "pull_request:47204", "accept": false, - "reason": "One removes a Docker image builder workflow, the other adds exporter dependencies to a Dockerfile; related infrastructure, but not the same change." + "reason": "Both affect torch-light docker content, but one removes a builder workflow while the other adds exporter dependencies." }, { "left": "pull_request:47204", "right": "pull_request:47374", "accept": false, - "reason": "Both are docs/build-related, but one is a CPU exporter test image tweak and the other is docs for exporters." + "reason": "Shared exporter/runtime context, but the changes are about different deliverables and code paths." }, { "left": "pull_request:46266", "right": "pull_request:47365", "accept": false, - "reason": "Both are model-introduction PRs, but they add different models and different codebases." + "reason": "Both are model-addition PRs, but they add different models and unrelated conversion logic." }, { "left": "pull_request:47284", "right": "pull_request:47292", "accept": false, - "reason": "Different models and different XPU/test adjustments; not the same underlying fix." + "reason": "Different models and test failures; no duplicate bug/change." }, { "left": "pull_request:47108", "right": "pull_request:47202", "accept": false, - "reason": "Doc-builder comment cleanup vs Docker builder removal are different infrastructure changes." + "reason": "Workflow comment cleanup vs docker-image builder deletion are not the same change." }, { "left": "pull_request:47077", "right": "pull_request:47078", "accept": false, - "reason": "Both touch Japanese docs, but one is a translation addition and the other is wording cleanup; not the same change." + "reason": "Both touch Japanese docs, but one is a translation addition and the other is wording polish." }, { "left": "pull_request:47224", "right": "pull_request:47457", "accept": false, - "reason": "EdgeTAM/whisper/tokenizer fixes bundled together vs Inkling test fixes are unrelated." + "reason": "Completely different areas: integration-test cleanup vs Inkling model test fixes." }, { "left": "pull_request:46413", "right": "pull_request:47216", "accept": false, - "reason": "Finegrained FP8 loader behavior and compressed-tensors FP8 support are distinct quantization features." + "reason": "Different features: finegrained-fp8 loading vs compressed-tensors support." }, { "left": "pull_request:47204", "right": "pull_request:47243", "accept": false, - "reason": "CPU exporter-test Dockerfile changes vs exporter code changes are related but not the same bug or change." + "reason": "Docker image changes vs exporter implementation changes; not the same bug." }, { "left": "pull_request:47202", "right": "pull_request:47360", "accept": false, - "reason": "Docker image builder removal vs OTEL workflow routing are unrelated CI changes." + "reason": "CI docker image removal is unrelated to OTEL workflow wiring." }, { "left": "pull_request:47108", "right": "pull_request:47360", "accept": false, - "reason": "Different CI/documentation workflows with no shared code-path bug." + "reason": "Dependabot-friendly comment changes are unrelated to the OTEL CI pilot workflow." }, { "left": "pull_request:47292", "right": "pull_request:47457", "accept": false, - "reason": "Different model test fixes (`tipsv2_dpt` XPU expectations vs Inkling model internals)." + "reason": "Different test targets and different fixes." }, { "left": "pull_request:47441", "right": "pull_request:47457", "accept": false, - "reason": "Whisper test adjustments and Inkling model changes are unrelated." - }, - { - "left": "pull_request:47105", - "right": "pull_request:47129", - "accept": false, - "reason": "VITS test re-enable vs RT-DETR v2 converter cleanup are different issues." + "reason": "Whisper integration test fixes vs Inkling test fixes are unrelated." }, { "left": "pull_request:46957", "right": "pull_request:47365", "accept": false, - "reason": "Finegrained FP8 decode optimization and a new model addition are unrelated." - }, - { - "left": "pull_request:47449", - "right": "pull_request:47457", - "accept": false, - "reason": "Qwen3 Omni-MoE model/test fixes and Inkling fixes do not share the same bug." + "reason": "Finegrained FP8 decode changes and LingBot-Vision model addition are unrelated." }, { "left": "pull_request:46266", "right": "pull_request:46957", "accept": false, - "reason": "Different model subsystems and different goals; only the shared large-model theme overlaps." + "reason": "DINOv2 model conversion work vs finegrained FP8 kernel changes are unrelated." }, { "left": "pull_request:47077", "right": "pull_request:47212", "accept": false, - "reason": "Japanese doc translation vs KV-cache docs update are different documentation changes." + "reason": "Japanese docs translation vs kv-cache documentation updates are separate doc changes." }, { "left": "pull_request:47082", "right": "pull_request:47365", "accept": false, - "reason": "Two separate model-addition PRs; same broad pattern, but not the same underlying model or change." + "reason": "Different model additions; shared auto-mapping edits are incidental." + }, + { + "left": "pull_request:47173", + "right": "pull_request:47457", + "accept": false, + "reason": "Different model-specific test fixes with no shared underlying bug." }, { "left": "pull_request:47301", "right": "pull_request:47360", "accept": false, - "reason": "Docs for MTP support vs CI workflow instrumentation are unrelated." + "reason": "MTP docs support and OTEL CI workflow changes are unrelated." }, { "left": "pull_request:46413", "right": "pull_request:46957", "accept": false, - "reason": "Both touch finegrained FP8 integration, but one fixes offline loading and the other changes decode behavior; different bugs." + "reason": "Same integration area, but different bugs: offline kernel loading vs decode strategy behavior." }, { "left": "pull_request:47275", "right": "pull_request:47360", "accept": false, - "reason": "EfficientViT-SAM model addition vs CI OTEL workflow are unrelated." + "reason": "EfficientViT-SAM model addition vs CI workflow change are unrelated." }, { "left": "pull_request:44775", "right": "pull_request:47275", "accept": false, - "reason": "Both involve docs/model listings, but one is an N-D parallelism docs refresh and the other is a new model addition." + "reason": "Both involve docs navigation, but one is parallelism docs and the other is a new model page." }, { - "left": "pull_request:47301", - "right": "pull_request:47462", + "left": "pull_request:47294", + "right": "pull_request:47360", "accept": false, - "reason": "MTP docs vs adding MTP support in code are related in topic, but not the same concrete PR change." + "reason": "Kernel-native function plumbing vs CI workflow changes are unrelated." }, { - "left": "pull_request:47294", - "right": "pull_request:47360", + "left": "pull_request:47301", + "right": "pull_request:47462", "accept": false, - "reason": "Kernel-native causal_conv1d support vs CI workflow changes are unrelated." + "reason": "MTP docs vs MTP implementation for GLM OCR are related by theme, but not the same concrete change." }, { "left": "pull_request:46957", "right": "pull_request:47216", "accept": false, - "reason": "Both are quantization-related, but they target different technologies and code paths." + "reason": "Both touch quantization-related code, but they address different features and failure modes." }, { "left": "pull_request:46381", "right": "pull_request:47457", "accept": false, - "reason": "Tokenizers version bump / tokenizer API compatibility vs Inkling model fixes are unrelated." + "reason": "Tokenizer version bump and fixture fixes are unrelated to Inkling tests." }, { "left": "pull_request:46836", "right": "pull_request:47462", "accept": false, - "reason": "Different features: new OCR model addition vs MTP generation support." + "reason": "New model addition vs MTP support changes are different changes." }, { "left": "pull_request:47166", "right": "pull_request:47173", "accept": false, - "reason": "Quantization-test additions for GPTQ/MXFP4 vs XPU expectation fixes across vision models are not the same bug." + "reason": "Quantization test extensions and XPU expectation fixes are different test adjustments." + }, + { + "left": "pull_request:47291", + "right": "pull_request:47384", + "accept": false, + "reason": "GenerationConfig deprecation and Gemma 4 heterogeneous config refactor are different changes." + }, + { + "left": "pull_request:47216", + "right": "pull_request:47275", + "accept": false, + "reason": "Compressed-tensors fp8 work vs a new vision model addition are unrelated." + }, + { + "left": "pull_request:47077", + "right": "pull_request:47275", + "accept": false, + "reason": "Japanese docs wording/translation changes vs a new model addition are unrelated." + }, + { + "left": "pull_request:47386", + "right": "pull_request:47474", + "accept": false, + "reason": "Chat input sanitization and GitHub utility refactoring are unrelated." + }, + { + "left": "pull_request:47275", + "right": "pull_request:47301", + "accept": false, + "reason": "New model docs/addition vs MTP docs support are separate efforts." + }, + { + "left": "pull_request:47216", + "right": "pull_request:47384", + "accept": false, + "reason": "Compressed-tensors fp8 and heterogeneous Gemma 4 config are unrelated changes." } ] }, @@ -24852,13 +25145,13 @@ "component_index": 1, "component_count": 31, "review_unit_index": 2, - "review_unit_count": 5, + "review_unit_count": 6, "status": "reviewed", "reason": null, "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-40546-101", + "cluster_id": "cluster-40546-103", "nodes": [ "pull_request:43451", "pull_request:44517", @@ -24884,6 +25177,7 @@ "pull_request:47143", "pull_request:47163", "pull_request:47166", + "pull_request:47173", "pull_request:47175", "pull_request:47179", "pull_request:47202", @@ -24893,82 +25187,78 @@ "pull_request:47243", "pull_request:47275", "pull_request:47284", - "pull_request:47291", "pull_request:47292", "pull_request:47294", "pull_request:47295", "pull_request:47301", "pull_request:47304", "pull_request:47320", + "pull_request:47334", "pull_request:47336", "pull_request:47357", "pull_request:47384", "pull_request:47422", - "pull_request:47449", - "pull_request:47451", "pull_request:47452", - "pull_request:47462" - ], - "soft_pairs": [ - "pull_request:47291|pull_request:47384", - "pull_request:47216|pull_request:47275", - "pull_request:47077|pull_request:47275", - "pull_request:47275|pull_request:47301", - "pull_request:47216|pull_request:47384", - "pull_request:46912|pull_request:47179", + "pull_request:47462", + "pull_request:47474" + ], + "soft_pairs": [ + "pull_request:47163|pull_request:47284", "pull_request:46912|pull_request:47284", + "pull_request:46912|pull_request:47179", "pull_request:46196|pull_request:47202", "pull_request:47204|pull_request:47357", "pull_request:46196|pull_request:47210", "pull_request:47003|pull_request:47204", - "pull_request:47166|pull_request:47449", "pull_request:46836|pull_request:47202", - "pull_request:47093|pull_request:47275", "pull_request:47082|pull_request:47462", + "pull_request:47093|pull_request:47275", "pull_request:45157|pull_request:47093", "pull_request:46995|pull_request:47163", - "pull_request:46266|pull_request:47462", + "pull_request:47163|pull_request:47173", "pull_request:45157|pull_request:46395", + "pull_request:46266|pull_request:47462", "pull_request:46836|pull_request:47275", "pull_request:47204|pull_request:47295", "pull_request:47216|pull_request:47462", "pull_request:46912|pull_request:47082", "pull_request:47163|pull_request:47384", "pull_request:44775|pull_request:47301", + "pull_request:47334|pull_request:47474", "pull_request:46196|pull_request:46995", + "pull_request:47320|pull_request:47474", "pull_request:47301|pull_request:47384", "pull_request:47243|pull_request:47304", "pull_request:47336|pull_request:47384", "pull_request:47077|pull_request:47301", "pull_request:46604|pull_request:47357", - "pull_request:47163|pull_request:47451", + "pull_request:47166|pull_request:47292", "pull_request:47082|pull_request:47216", "pull_request:44775|pull_request:47077", - "pull_request:47166|pull_request:47292", "pull_request:47294|pull_request:47320", "pull_request:47113|pull_request:47422", "pull_request:46196|pull_request:47179", "pull_request:47163|pull_request:47357", "pull_request:47093|pull_request:47143", - "pull_request:46509|pull_request:46995", "pull_request:46266|pull_request:47301", + "pull_request:46509|pull_request:46995", "pull_request:46995|pull_request:47143", "pull_request:46413|pull_request:47294", + "pull_request:47179|pull_request:47210", "pull_request:47093|pull_request:47163", "pull_request:44775|pull_request:47304", - "pull_request:47179|pull_request:47210", "pull_request:47082|pull_request:47210", - "pull_request:46509|pull_request:47357", "pull_request:46604|pull_request:47003", - "pull_request:47078|pull_request:47275", + "pull_request:46509|pull_request:47357", "pull_request:47108|pull_request:47301", + "pull_request:47078|pull_request:47275", "pull_request:43451|pull_request:47357", "pull_request:46266|pull_request:47216", "pull_request:46995|pull_request:47301", "pull_request:47175|pull_request:47179", "pull_request:47082|pull_request:47108", - "pull_request:44775|pull_request:46836", "pull_request:46604|pull_request:46658", + "pull_request:44775|pull_request:46836", "pull_request:47163|pull_request:47179", "pull_request:47320|pull_request:47452", "pull_request:44517|pull_request:45157", @@ -24976,346 +25266,388 @@ "pull_request:47275|pull_request:47336", "pull_request:47210|pull_request:47304" ], - "prepared_review_unit_hash": "53e5a78f790e35f96ba026e9be5fd5367eb280dd3fda38804db1f3eee73a6e02", + "prepared_review_unit_hash": "054f2b09c3c90a76f7b22c51243216e7195aa021a3555012397cc379dd2e93f4", "component_budget": { - "node_count": 101, - "item_count": 101, - "soft_pair_count": 290, - "serialized_chars": 354141, - "estimated_input_tokens": 88536, - "estimated_eval_tokens": 177328 + "node_count": 103, + "item_count": 103, + "soft_pair_count": 296, + "serialized_chars": 361826, + "estimated_input_tokens": 90457, + "estimated_eval_tokens": 181170 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 65, - "serialized_chars": 139247, - "estimated_input_tokens": 34812, - "estimated_eval_tokens": 69880 + "soft_pair_count": 62, + "serialized_chars": 138934, + "estimated_input_tokens": 34734, + "estimated_eval_tokens": 69724 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is highly heterogeneous: model additions, docs-only PRs, CI/test fixes, and unrelated backend changes. There is no credible duplicate center, so all soft edges are rejected.", - "confidence": 0.97, + "summary": "This cluster is heterogeneous: it mixes unrelated model additions, docs-only updates, CI/docker changes, test expectation tweaks, and a few independent runtime fixes. The soft-similarity pairs mostly share a subsystem name or file area, but not the same underlying bug or change.", + "confidence": 0.95, "canonical_issue_reason": null, - "canonical_pr_reason": "No canonical PR: the cluster is heterogeneous and none of the PRs are clear duplicates of one another.", + "canonical_pr_reason": null, "best_issue_reason": null, - "best_pr_reason": "No global best PR for deduping; the items span unrelated changes, so no single PR is a good representative canonical.", + "best_pr_reason": "PR 47082 is the cleanest self-contained feature addition in the set: it has an explicit issue target and a complete model implementation with docs/tests, making it the best representative PR if one must be picked.", "soft_edge_verdicts": [ { - "left": "pull_request:47291", - "right": "pull_request:47384", - "accept": false, - "reason": "Different features: GenerationConfig deprecation vs Gemma 4 heterogeneous config refactor." - }, - { - "left": "pull_request:47216", - "right": "pull_request:47275", - "accept": false, - "reason": "Unrelated changes: compressed-tensors fp8 quantization vs EfficientVit-SAM model support." - }, - { - "left": "pull_request:47077", - "right": "pull_request:47275", - "accept": false, - "reason": "Different docs/model areas: Japanese DistilBERT docs vs EfficientVit-SAM support." - }, - { - "left": "pull_request:47275", - "right": "pull_request:47301", - "accept": false, - "reason": "Different deliverables: new model support vs assisted-decoding MTP documentation." - }, - { - "left": "pull_request:47216", - "right": "pull_request:47384", + "left": "pull_request:47163", + "right": "pull_request:47284", "accept": false, - "reason": "Different quantization-format work vs Gemma 4 heterogeneous config changes." + "reason": "Paged-attention XPU test coverage is unrelated to the Mimo v2 flash model fix." }, { "left": "pull_request:46912", - "right": "pull_request:47179", + "right": "pull_request:47284", "accept": false, - "reason": "RoPE test updates vs Granite SWA / Granitemoe SWA model support." + "reason": "RoPE coverage changes do not match the Mimo v2 flash bugfix/code path." }, { "left": "pull_request:46912", - "right": "pull_request:47284", + "right": "pull_request:47179", "accept": false, - "reason": "RoPE coverage changes vs Mimo v2 flash test fix." + "reason": "A RoPE test update is not the same change as Granite-SWA model support." }, { "left": "pull_request:46196", "right": "pull_request:47202", "accept": false, - "reason": "Audio SDPA dispatch work vs dropping a CI docker-image builder." + "reason": "Audio SDPA dispatch support and Docker image cleanup are unrelated changes." }, { "left": "pull_request:47204", "right": "pull_request:47357", "accept": false, - "reason": "CI image dependency setup vs FSDP CI/save changes; different goals." + "reason": "Exporter test dependencies in a torch-light image are not the same as FSDP CI/save_pretrained fixes." }, { "left": "pull_request:46196", "right": "pull_request:47210", "accept": false, - "reason": "Both touch attention, but one is audio SDPA dispatch and the other routes packed rows through varlen_attn; different bugs." + "reason": "Both mention SDPA, but one adds model dispatch support while the other routes packed rows through varlen attention." }, { "left": "pull_request:47003", "right": "pull_request:47204", "accept": false, - "reason": "OpenVINO exporter work vs torch-light dockerfile dependencies." - }, - { - "left": "pull_request:47166", - "right": "pull_request:47449", - "accept": false, - "reason": "Quantization test expectation tweaks vs Qwen3 Omni-MoE test fix." + "reason": "OpenVINO exporter support is unrelated to adding ONNX/ExecuTorch packages in a CI image." }, { "left": "pull_request:46836", "right": "pull_request:47202", "accept": false, - "reason": "Unlimited OCR model addition vs CI docker builder removal." + "reason": "Unlimited OCR model support is unrelated to dropping the CPU/light Docker builder." }, { - "left": "pull_request:47093", - "right": "pull_request:47275", + "left": "pull_request:47082", + "right": "pull_request:47462", "accept": false, - "reason": "OpenPangu-V2 model support vs EfficientVit-SAM model support." + "reason": "RoMa keypoint matcher support is a different model than GLM OCR MTP generation support." }, { - "left": "pull_request:47082", - "right": "pull_request:47462", + "left": "pull_request:47093", + "right": "pull_request:47275", "accept": false, - "reason": "RoMa keypoint matcher vs MTP support for GLM OCR / MRoPEs." + "reason": "OpenPangu-V2 and EfficientVit-SAM are different model integrations with no shared change." }, { "left": "pull_request:45157", "right": "pull_request:47093", "accept": false, - "reason": "Prism Bonsai GGUF support vs OpenPangu-V2 model addition." + "reason": "Prism GGUF dequantization support is unrelated to adding OpenPangu-V2." }, { "left": "pull_request:46995", "right": "pull_request:47163", "accept": false, - "reason": "MLU flash-linear-attention availability vs XPU paged-attention tests." + "reason": "MLU flash-attention availability and XPU paged-attention tests are different backend/test changes." }, { - "left": "pull_request:46266", - "right": "pull_request:47462", + "left": "pull_request:47163", + "right": "pull_request:47173", "accept": false, - "reason": "DINOv2 conversion mapping work vs MTP for GLM OCR." + "reason": "Both are XPU-related tests, but they cover different models and failures." }, { "left": "pull_request:45157", "right": "pull_request:46395", "accept": false, - "reason": "Prism GGUF support vs Param2MoE architecture support." + "reason": "GGUF Prism support and Param2MoE model support are unrelated additions." + }, + { + "left": "pull_request:46266", + "right": "pull_request:47462", + "accept": false, + "reason": "DINO conversion/modernization work is not the same as MTP generation support." }, { "left": "pull_request:46836", "right": "pull_request:47275", "accept": false, - "reason": "Unlimited OCR vs EfficientVit-SAM; unrelated model additions." + "reason": "Unlimited OCR and EfficientVit-SAM are different model additions." + }, + { + "left": "pull_request:47204", + "right": "pull_request:47295", + "accept": false, + "reason": "Docker exporter dependencies and a DiffusionGemma mask bug are unrelated fixes." + }, + { + "left": "pull_request:47216", + "right": "pull_request:47462", + "accept": false, + "reason": "Compressed-tensors fp8 support is a quantization change, not MTP generation support." }, { "left": "pull_request:46912", "right": "pull_request:47082", "accept": false, - "reason": "RoPE tests vs RoMa matcher support." + "reason": "RoPE test coverage and RoMa model support are unrelated." }, { "left": "pull_request:47163", "right": "pull_request:47384", "accept": false, - "reason": "XPU paged-attention tests vs Gemma 4 heterogeneous config refactor." + "reason": "Paged-attention XPU tests do not fix the Gemma 4 heterogeneous-config refactor." }, { "left": "pull_request:44775", "right": "pull_request:47301", "accept": false, - "reason": "N-D parallelism docs vs MTP docs; same docs tree, different topics." + "reason": "These are different docs topics: N-D parallelism vs multi-token prediction." + }, + { + "left": "pull_request:47334", + "right": "pull_request:47474", + "accept": false, + "reason": "Kernel robustness work and GitHub utility refactoring are unrelated subsystems." }, { "left": "pull_request:46196", "right": "pull_request:46995", "accept": false, - "reason": "Different attention-backend fixes: audio SDPA dispatch vs flash-linear-attention MLU support." + "reason": "SDPA dispatch support and flash-linear-attention MLU availability are different attention backends." + }, + { + "left": "pull_request:47320", + "right": "pull_request:47474", + "accept": false, + "reason": "Chat response-schema deprecation is unrelated to GitHub API helper consolidation." }, { "left": "pull_request:47301", "right": "pull_request:47384", "accept": false, - "reason": "MTP docs vs Gemma 4 heterogeneous config; unrelated changes." + "reason": "MTP docs and Gemma 4 config refactoring are different changes." }, { "left": "pull_request:47243", "right": "pull_request:47304", "accept": false, - "reason": "Executorch exporter fixes vs MPS graph-cache docs." - }, - { - "left": "pull_request:47077", - "right": "pull_request:47301", - "accept": false, - "reason": "Japanese DistilBERT docs vs MTP support docs." + "reason": "ExecuTorch exporter fixes and MPS graph-cache docs are unrelated." }, { "left": "pull_request:47336", "right": "pull_request:47384", "accept": false, - "reason": "Offloading save bugfix vs Gemma 4 heterogeneous config refactor." + "reason": "Offloaded model saving and heterogeneous config handling are separate bugs." }, { - "left": "pull_request:47093", - "right": "pull_request:47143", + "left": "pull_request:47077", + "right": "pull_request:47301", "accept": false, - "reason": "OpenPangu-V2 model support vs NeuCodec model support." + "reason": "Japanese DistilBERT docs translation is unrelated to MTP documentation." }, { - "left": "pull_request:46509", - "right": "pull_request:46995", + "left": "pull_request:46604", + "right": "pull_request:47357", "accept": false, - "reason": "Nemotron Omni model support vs MLU flash-linear-attention availability." + "reason": "Mistral tekken tokenizer utilities do not overlap with FSDP CI/save changes." }, { - "left": "pull_request:46266", - "right": "pull_request:47216", + "left": "pull_request:47166", + "right": "pull_request:47292", "accept": false, - "reason": "DINOv2 conversion mapping vs compressed-tensors fp8 quantization." + "reason": "GPTQ test extensions and TipsV2-DPT XPU test fixes are separate test updates." }, { - "left": "pull_request:46995", - "right": "pull_request:47301", + "left": "pull_request:47082", + "right": "pull_request:47216", "accept": false, - "reason": "Hardware-backend availability fix vs MTP documentation." + "reason": "RoMa model support and compressed-tensors fp8 quantization are unrelated features." }, { - "left": "pull_request:47175", - "right": "pull_request:47179", + "left": "pull_request:44775", + "right": "pull_request:47077", "accept": false, - "reason": "Olmo3 CI expectation update vs Granite SWA / Granitemoe SWA model support." + "reason": "These are unrelated documentation updates for different topics and languages." }, { - "left": "pull_request:47082", - "right": "pull_request:47210", + "left": "pull_request:47294", + "right": "pull_request:47320", "accept": false, - "reason": "RoMa matcher vs packed SDPA varlen-attention routing." + "reason": "Kernel native causal-conv1d utilities and response-schema deprecation are unrelated work." }, { "left": "pull_request:47113", "right": "pull_request:47422", "accept": false, - "reason": "Audio feature/proc requirements fix vs torchaudio pinning and quantization CI." + "reason": "Audio feature/processor requirements changes do not match the torchaudio pinning/RNNT Docker fix." }, { "left": "pull_request:46196", "right": "pull_request:47179", "accept": false, - "reason": "Audio SDPA dispatch vs Granite SWA model support." + "reason": "wav2vec2 SDPA support is unrelated to Granite-SWA model support." }, { "left": "pull_request:47163", "right": "pull_request:47357", "accept": false, - "reason": "Paged-attention XPU tests vs FSDP CI/save changes." + "reason": "XPU paged-attention tests and FSDP CI/save_pretrained work are different concerns." }, { "left": "pull_request:47093", "right": "pull_request:47143", "accept": false, - "reason": "OpenPangu-V2 vs NeuCodec; separate model additions." + "reason": "OpenPangu-V2 and NeuCodec are different model additions." + }, + { + "left": "pull_request:46266", + "right": "pull_request:47301", + "accept": false, + "reason": "DINO modernization and MTP docs are unrelated." }, { "left": "pull_request:46509", - "right": "pull_request:47357", + "right": "pull_request:46995", "accept": false, - "reason": "Nemotron Omni model support vs FSDP CI/save changes." + "reason": "Nemotron Omni model support and flash-linear-attention availability are unrelated changes." }, { - "left": "pull_request:46604", - "right": "pull_request:47003", + "left": "pull_request:46995", + "right": "pull_request:47143", "accept": false, - "reason": "Mistral tekken tokenizer utilities vs OpenVINO exporter." + "reason": "MLU flash-linear-attention support and NeuCodec model support are unrelated." }, { "left": "pull_request:46413", "right": "pull_request:47294", "accept": false, - "reason": "Finegrained-fp8 offline-loading fix vs causal_conv1d kernel plumbing." + "reason": "finegrained-fp8 offline loading and kernel native causal_conv1d support fix different integrations." + }, + { + "left": "pull_request:47179", + "right": "pull_request:47210", + "accept": false, + "reason": "Granite-SWA support and packed SDPA routing solve different problems." }, { "left": "pull_request:47093", "right": "pull_request:47163", "accept": false, - "reason": "OpenPangu-V2 model support vs XPU paged-attention tests." + "reason": "OpenPangu-V2 model addition is unrelated to XPU paged-attention tests." }, { "left": "pull_request:44775", "right": "pull_request:47304", "accept": false, - "reason": "N-D parallelism docs vs MPS graph-cache docs." + "reason": "These are unrelated documentation edits in different guides." }, { - "left": "pull_request:47179", + "left": "pull_request:47082", "right": "pull_request:47210", "accept": false, - "reason": "Granite SWA model support vs packed SDPA varlen-attention." + "reason": "RoMa keypoint matching and packed SDPA routing are different code paths." }, { - "left": "pull_request:47082", - "right": "pull_request:47275", + "left": "pull_request:46604", + "right": "pull_request:47003", "accept": false, - "reason": "RoMa keypoint matcher vs EfficientVit-SAM model support." + "reason": "Mistral tokenizer conversion utilities are unrelated to the OpenVINO exporter." }, { - "left": "pull_request:47078", - "right": "pull_request:47275", + "left": "pull_request:46509", + "right": "pull_request:47357", "accept": false, - "reason": "Japanese wording cleanup vs EfficientVit-SAM model support." + "reason": "Nemotron Omni model support and FSDP CI/save fixes are separate changes." }, { - "left": "pull_request:47166", - "right": "pull_request:47292", + "left": "pull_request:47108", + "right": "pull_request:47301", "accept": false, - "reason": "Quantization test updates vs XPU test fixes for tipsv2_dpt." + "reason": "A doc-builder pin comment tweak is unrelated to MTP documentation." }, { - "left": "pull_request:47294", - "right": "pull_request:47320", + "left": "pull_request:46995", + "right": "pull_request:47301", "accept": false, - "reason": "Kernel-native causal_conv1d functions vs response_schema deprecation." + "reason": "MLU flash-linear-attention availability and MTP docs are unrelated." }, { - "left": "pull_request:47113", - "right": "pull_request:47422", + "left": "pull_request:47175", + "right": "pull_request:47179", + "accept": false, + "reason": "An Olmo3 CI expectation update is not the same as Granite-SWA support." + }, + { + "left": "pull_request:47082", + "right": "pull_request:47108", + "accept": false, + "reason": "RoMa model support and a doc-builder comment change are unrelated." + }, + { + "left": "pull_request:46604", + "right": "pull_request:46658", + "accept": false, + "reason": "Mistral tokenizer utilities and the Step-3.7 model build script are different integrations." + }, + { + "left": "pull_request:44775", + "right": "pull_request:46836", "accept": false, - "reason": "Audio backend requirement fixes vs torchaudio pinning / quantization CI." + "reason": "N-D parallelism docs and Unlimited OCR model support are unrelated." }, { "left": "pull_request:47163", - "right": "pull_request:47451", + "right": "pull_request:47179", "accept": false, - "reason": "Paged-attention XPU tests vs attention value-padding interface change." + "reason": "Paged-attention XPU tests do not match Granite-SWA model support." }, { - "left": "pull_request:47452", - "right": "pull_request:47462", + "left": "pull_request:47320", + "right": "pull_request:47452", + "accept": false, + "reason": "Response-schema deprecation is unrelated to the mamba alignment/refactor work." + }, + { + "left": "pull_request:44517", + "right": "pull_request:45157", + "accept": false, + "reason": "Qwen3-TTS model addition and Prism GGUF support are unrelated." + }, + { + "left": "pull_request:46413", + "right": "pull_request:47336", + "accept": false, + "reason": "finegrained-fp8 loading and offloaded model saving are different bugs." + }, + { + "left": "pull_request:47275", + "right": "pull_request:47336", "accept": false, - "reason": "Mamba/RoPE coverage and standards cleanup vs MTP support for GLM OCR." + "reason": "EfficientVit-SAM model support and offloaded model saving are unrelated." }, { "left": "pull_request:47210", "right": "pull_request:47304", "accept": false, - "reason": "Packed SDPA varlen-attention routing vs MPS graph-cache docs." + "reason": "Packed SDPA routing and MPS graph-cache docs are unrelated changes." } ] }, @@ -25331,13 +25663,13 @@ "component_index": 1, "component_count": 31, "review_unit_index": 3, - "review_unit_count": 5, + "review_unit_count": 6, "status": "reviewed", "reason": null, "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-40546-101", + "cluster_id": "cluster-40546-103", "nodes": [ "pull_request:43451", "pull_request:44517", @@ -25351,7 +25683,6 @@ "pull_request:46836", "pull_request:46912", "pull_request:46917", - "pull_request:46957", "pull_request:47077", "pull_request:47078", "pull_request:47105", @@ -25382,11 +25713,12 @@ "pull_request:47387", "pull_request:47422", "pull_request:47438", - "pull_request:47451", "pull_request:47452", "pull_request:47461", "pull_request:47468", - "pull_request:47469" + "pull_request:47469", + "pull_request:47474", + "pull_request:47476" ], "soft_pairs": [ "pull_request:46196|pull_request:47461", @@ -25399,35 +25731,34 @@ "pull_request:46917|pull_request:47077", "pull_request:47179|pull_request:47301", "pull_request:47175|pull_request:47461", - "pull_request:47291|pull_request:47451", - "pull_request:47322|pull_request:47451", "pull_request:46556|pull_request:46836", "pull_request:47216|pull_request:47336", + "pull_request:47216|pull_request:47474", "pull_request:47322|pull_request:47469", "pull_request:47166|pull_request:47422", "pull_request:47298|pull_request:47438", "pull_request:47275|pull_request:47422", "pull_request:46912|pull_request:47294", - "pull_request:46917|pull_request:47306", "pull_request:47143|pull_request:47320", - "pull_request:46917|pull_request:47367", + "pull_request:46917|pull_request:47306", "pull_request:47175|pull_request:47294", "pull_request:47175|pull_request:47438", + "pull_request:46917|pull_request:47367", "pull_request:47294|pull_request:47469", "pull_request:47216|pull_request:47243", "pull_request:47077|pull_request:47461", - "pull_request:45273|pull_request:47451", "pull_request:46917|pull_request:47301", - "pull_request:47216|pull_request:47294", + "pull_request:47078|pull_request:47476", "pull_request:46196|pull_request:47301", + "pull_request:47216|pull_request:47294", "pull_request:47243|pull_request:47301", - "pull_request:46917|pull_request:47304", + "pull_request:45273|pull_request:46413", "pull_request:47078|pull_request:47452", - "pull_request:46413|pull_request:47113", + "pull_request:46917|pull_request:47304", "pull_request:46912|pull_request:47438", + "pull_request:46413|pull_request:47113", "pull_request:47105|pull_request:47298", "pull_request:47294|pull_request:47461", - "pull_request:47078|pull_request:47322", "pull_request:45157|pull_request:46658", "pull_request:44517|pull_request:47301", "pull_request:47294|pull_request:47438", @@ -25436,395 +25767,422 @@ "pull_request:45273|pull_request:46196", "pull_request:43451|pull_request:44517", "pull_request:47306|pull_request:47469", - "pull_request:46556|pull_request:47301", "pull_request:47387|pull_request:47469", + "pull_request:46556|pull_request:47301", "pull_request:44517|pull_request:47143", "pull_request:44517|pull_request:47163", "pull_request:47210|pull_request:47291", "pull_request:47163|pull_request:47468", "pull_request:46604|pull_request:47163", "pull_request:47298|pull_request:47469", - "pull_request:45273|pull_request:46556", - "pull_request:46957|pull_request:47360", - "pull_request:43451|pull_request:47451", - "pull_request:43451|pull_request:46556" + "pull_request:47113|pull_request:47175" ], - "prepared_review_unit_hash": "de41add2a8530be2be2d8a6d879c11387214683f6fdb7e9e4e17e31b14cfc921", + "prepared_review_unit_hash": "9870623ffd55e92cf047c1a85dbb0257d76b79583ec08dfd625b2bbe3181938a", "component_budget": { - "node_count": 101, - "item_count": 101, - "soft_pair_count": 290, - "serialized_chars": 354141, - "estimated_input_tokens": 88536, - "estimated_eval_tokens": 177328 + "node_count": 103, + "item_count": 103, + "soft_pair_count": 296, + "serialized_chars": 361826, + "estimated_input_tokens": 90457, + "estimated_eval_tokens": 181170 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 59, - "serialized_chars": 132950, - "estimated_input_tokens": 33238, - "estimated_eval_tokens": 66732 + "soft_pair_count": 55, + "serialized_chars": 130956, + "estimated_input_tokens": 32739, + "estimated_eval_tokens": 65734 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This is a broad false-positive similarity cluster: unrelated model additions, docs-only updates, CI/config changes, and a few isolated bug fixes. I don\u2019t see any convincing duplicate pair.", - "confidence": 0.98, + "summary": "The cluster is highly heterogeneous: unrelated model additions, documentation updates, CI/build changes, and a few isolated bug fixes. The soft-similarity links are superficial and do not indicate the same underlying change.", + "confidence": 0.99, "canonical_issue_reason": null, - "canonical_pr_reason": "No canonical PR: the cluster is a loose similarity bucket with unrelated docs, model additions, CI, and bugfixes.", + "canonical_pr_reason": "No canonical PR: these PRs cover different code paths and topics, so none can safely represent the cluster as a duplicate set.", "best_issue_reason": null, - "best_pr_reason": "No single PR is a safe representative for the cluster; the apparent links are superficial rather than the same underlying change.", + "best_pr_reason": "No global best PR: the items are unrelated enough that picking one as the representative change would be arbitrary and misleading.", "soft_edge_verdicts": [ { "left": "pull_request:46196", "right": "pull_request:47461", "accept": false, - "reason": "Different changes: SDPA dispatch across audio models vs a Wav2Vec2Phoneme tokenizer language-state fix." + "reason": "SDPA dispatch for wav2vec2-style models is unrelated to a Wav2Vec2Phoneme tokenizer language-state bug." }, { "left": "pull_request:47204", "right": "pull_request:47422", "accept": false, - "reason": "Unrelated: Docker adds ONNX/ExecuTorch for exporter tests vs torchaudio pinning and RNNT fixes." + "reason": "Adding exporter test dependencies is unrelated to fixing torch/torchaudio pinning and an RNNT breakage in CI." }, { "left": "pull_request:47336", "right": "pull_request:47357", "accept": false, - "reason": "Different code paths: fully offloaded model saving bugfix vs FSDP CI/test infrastructure." + "reason": "Fully-offloaded model saving and FSDP CI/save-fsdp are different offloading areas and not the same bug." }, { "left": "pull_request:47113", "right": "pull_request:47452", "accept": false, - "reason": "Audio feature/processor requirement fixes vs LFM2 model alignment work." + "reason": "Audio feature/proc requirement fixes are unrelated to the Bamba/Falcon/Jamba RoPE and config refactor." }, { "left": "pull_request:46912", "right": "pull_request:47078", "accept": false, - "reason": "RoPE test coverage changes vs Japanese documentation wording updates." + "reason": "RoPE test coverage changes and Japanese docs wording are unrelated." }, { "left": "pull_request:47108", "right": "pull_request:47204", "accept": false, - "reason": "Doc-builder comment tweak vs exporter-test Docker dependency additions." + "reason": "A doc-builder pin comment tweak is unrelated to adding exporter test runtime deps." }, { "left": "pull_request:47360", "right": "pull_request:47422", "accept": false, - "reason": "OTEL CI workflow pilot vs Docker pinning and RNNT break fix." + "reason": "OTEL CI workflow changes are unrelated to the torchaudio pinning / RNNT CI fix." }, { "left": "pull_request:46917", "right": "pull_request:47077", "accept": false, - "reason": "Training-args cleanup vs Japanese DistilBERT docs translation." + "reason": "Removing deprecated args/is_fast and translating DistilBERT docs are unrelated changes." }, { "left": "pull_request:47179", "right": "pull_request:47301", "accept": false, - "reason": "Granite SWA model support vs assisted-decoding docs for MTP." + "reason": "Granite-SWA model support and MTP docs are different model/features, not one change." }, { "left": "pull_request:47175", "right": "pull_request:47461", "accept": false, - "reason": "Olmo3 CI expectation updates vs tokenizer phonemizer bugfix." - }, - { - "left": "pull_request:47291", - "right": "pull_request:47451", - "accept": false, - "reason": "GenerationConfig deprecation vs attention value-padding change." - }, - { - "left": "pull_request:47322", - "right": "pull_request:47451", - "accept": false, - "reason": "Quark config/API fix vs attention interface padding fix." + "reason": "Olmo3 CI expectation updates and a phonemizer language-state fix do not share the same code path." }, { "left": "pull_request:46556", "right": "pull_request:46836", "accept": false, - "reason": "Image-size/processor compatibility updates vs Unlimited OCR model addition." + "reason": "Generic processor updates and Unlimited OCR model addition are unrelated." }, { "left": "pull_request:47216", "right": "pull_request:47336", "accept": false, - "reason": "Compressed-tensors quantization integration vs fully offloaded save bugfix." + "reason": "Compressed-tensors fp8 integration and offloaded model saving fix different subsystems." + }, + { + "left": "pull_request:47216", + "right": "pull_request:47474", + "accept": false, + "reason": "Compressed-tensors fp8 work is unrelated to GitHub utility refactoring." }, { "left": "pull_request:47322", "right": "pull_request:47469", "accept": false, - "reason": "Quark version/API change vs mutable defaults bugfix." + "reason": "Quark config class compatibility changes are unrelated to the common_kwargs default mutation bug." }, { "left": "pull_request:47166", "right": "pull_request:47422", "accept": false, - "reason": "Quantization test updates vs Docker pinning and RNNT fix." + "reason": "Quantization test coverage changes are unrelated to CI torch/torchaudio pinning and RNNT." + }, + { + "left": "pull_request:47298", + "right": "pull_request:47438", + "accept": false, + "reason": "MI450 image decoding compatibility and less-materialized DSA masks fix different problems." }, { "left": "pull_request:47275", "right": "pull_request:47422", "accept": false, - "reason": "EfficientViT-SAM model addition vs torchaudio pinning/Docker fix." + "reason": "EfficientViT-SAM model support is unrelated to the torchaudio pinning / RNNT CI failure." }, { "left": "pull_request:46912", "right": "pull_request:47294", "accept": false, - "reason": "RoPE testing changes vs kernel-native causal_conv1d utilities." - }, - { - "left": "pull_request:46917", - "right": "pull_request:47306", - "accept": false, - "reason": "Training-args cleanup vs Neuron experiments script changes." + "reason": "RoPE tests and kernel-native causal_conv1d integration are unrelated." }, { "left": "pull_request:47143", "right": "pull_request:47320", "accept": false, - "reason": "NeuCodec model support vs response_schema deprecation." + "reason": "NeuCodec model support and old response_schema deprecation are unrelated." }, { "left": "pull_request:46917", - "right": "pull_request:47367", + "right": "pull_request:47306", "accept": false, - "reason": "Training-args cleanup vs pipeline device-placement clarification." + "reason": "Documentation/API cleanup is unrelated to Neuron experiments." }, { "left": "pull_request:47175", "right": "pull_request:47294", "accept": false, - "reason": "Olmo3 CI updates vs causal_conv1d kernel support." + "reason": "Olmo3 CI updates and kernel-native causal_conv1d work are unrelated." }, { "left": "pull_request:47175", "right": "pull_request:47438", "accept": false, - "reason": "Olmo3 CI expectations vs mask materialization optimization." + "reason": "Olmo3 CI changes and DSA mask materialization fixes are unrelated." + }, + { + "left": "pull_request:46917", + "right": "pull_request:47367", + "accept": false, + "reason": "Training-arg deprecations are unrelated to clarifying pipeline device placement." }, { "left": "pull_request:47294", "right": "pull_request:47469", "accept": false, - "reason": "causal_conv1d kernel support vs mutable defaults bugfix." + "reason": "Kernel-native causal_conv1d support and the common_kwargs copy fix are unrelated." + }, + { + "left": "pull_request:47216", + "right": "pull_request:47243", + "accept": false, + "reason": "Compressed-tensors fp8 work and Executorch exporter fixes are different export/quantization features." + }, + { + "left": "pull_request:47077", + "right": "pull_request:47461", + "accept": false, + "reason": "Japanese DistilBERT docs and a tokenizer phonemizer bug are unrelated." + }, + { + "left": "pull_request:46912", + "right": "pull_request:47452", + "accept": false, + "reason": "RoPE test expansion and the broad Mamba-family standards refactor are not the same change." + }, + { + "left": "pull_request:46556", + "right": "pull_request:47301", + "accept": false, + "reason": "Processor updates and MTP documentation are unrelated." + }, + { + "left": "pull_request:44517", + "right": "pull_request:47301", + "accept": false, + "reason": "Qwen3-TTS model support and MTP docs are unrelated." }, { - "left": "pull_request:47216", - "right": "pull_request:47243", + "left": "pull_request:47210", + "right": "pull_request:47291", "accept": false, - "reason": "Compressed-tensors work vs ExecuTorch exporter fixes." + "reason": "Packed SDPA varlen attention and GenerationConfig deprecation are unrelated." }, { - "left": "pull_request:47077", - "right": "pull_request:47461", + "left": "pull_request:47163", + "right": "pull_request:47468", "accept": false, - "reason": "Japanese DistilBERT docs vs Wav2Vec2Phoneme tokenizer fix." + "reason": "Paged-attention XPU tests and a torch_float casting bug are unrelated." }, { - "left": "pull_request:45273", - "right": "pull_request:47451", + "left": "pull_request:46604", + "right": "pull_request:47163", "accept": false, - "reason": "Liger eval OOM fix vs attention value-padding change." + "reason": "Mistral tekken tokenizer utilities and XPU paged-attention tests are unrelated." }, { - "left": "pull_request:46917", - "right": "pull_request:47301", + "left": "pull_request:47298", + "right": "pull_request:47469", "accept": false, - "reason": "Training-args cleanup vs MTP docs addition." + "reason": "MI450 image decoder fallback and _merge_kwargs default-copying are unrelated." }, { - "left": "pull_request:47216", - "right": "pull_request:47294", + "left": "pull_request:47113", + "right": "pull_request:47175", "accept": false, - "reason": "Compressed-tensors fp8 integration vs causal_conv1d kernel support." + "reason": "Audio feature/proc requirement fixes and Olmo3 CI expectation changes are unrelated." }, { - "left": "pull_request:46196", - "right": "pull_request:47301", + "left": "pull_request:45157", + "right": "pull_request:46658", "accept": false, - "reason": "SDPA dispatch across audio models vs MTP docs." + "reason": "PrismML Bonsai support and Step 3.7 Flash support are different model integrations." }, { - "left": "pull_request:47243", - "right": "pull_request:47301", + "left": "pull_request:44517", + "right": "pull_request:47143", "accept": false, - "reason": "ExecuTorch exporter fixes vs MTP docs." + "reason": "Qwen3-TTS and NeuCodec are separate model additions." }, { - "left": "pull_request:46917", - "right": "pull_request:47304", + "left": "pull_request:44517", + "right": "pull_request:47163", "accept": false, - "reason": "Training-args cleanup vs MPS graph cache documentation cleanup." + "reason": "Qwen3-TTS model support and paged-attention XPU tests are unrelated." }, { - "left": "pull_request:47078", - "right": "pull_request:47452", + "left": "pull_request:47294", + "right": "pull_request:47438", "accept": false, - "reason": "Japanese wording cleanup vs LFM2 model alignment work." + "reason": "Kernel-native causal_conv1d functions and less-materialized masks are unrelated performance fixes." }, { - "left": "pull_request:46413", - "right": "pull_request:47113", + "left": "pull_request:47078", + "right": "pull_request:47476", "accept": false, - "reason": "finegrained-fp8 offline loading vs audio requirements fixes." + "reason": "Japanese docs wording changes and the Zamba2 causality fix are unrelated." }, { - "left": "pull_request:46912", - "right": "pull_request:47438", + "left": "pull_request:46196", + "right": "pull_request:47301", "accept": false, - "reason": "RoPE testing updates vs less-materialized masks." + "reason": "SDPA dispatch support and MTP docs are unrelated." }, { - "left": "pull_request:47105", - "right": "pull_request:47298", + "left": "pull_request:47216", + "right": "pull_request:47294", "accept": false, - "reason": "VITS test re-enable vs MI450 image-loading/model failures." + "reason": "Compressed-tensors fp8 and kernel-native causal_conv1d are unrelated." }, { "left": "pull_request:47294", "right": "pull_request:47461", "accept": false, - "reason": "causal_conv1d kernel support vs stale phonemizer-language fix." + "reason": "Kernel-native causal_conv1d functions and the phonemizer_lang bug are unrelated." }, { - "left": "pull_request:47078", - "right": "pull_request:47322", + "left": "pull_request:47387", + "right": "pull_request:47469", "accept": false, - "reason": "Japanese wording cleanup vs Quark config changes." + "reason": "One-to-many conversion support and the common_kwargs mutation fix are unrelated." }, { - "left": "pull_request:45157", - "right": "pull_request:46658", + "left": "pull_request:47306", + "right": "pull_request:47469", "accept": false, - "reason": "PrismML Bonsai support vs Step-3.7-Flash model build." + "reason": "Neuron experiments and the common_kwargs mutation fix are unrelated." }, { - "left": "pull_request:44517", - "right": "pull_request:47301", + "left": "pull_request:43451", + "right": "pull_request:44517", "accept": false, - "reason": "Qwen3-TTS support vs MTP documentation." + "reason": "Molmo2 and Qwen3-TTS are distinct model-addition PRs." }, { - "left": "pull_request:47294", - "right": "pull_request:47438", + "left": "pull_request:47336", + "right": "pull_request:47469", "accept": false, - "reason": "causal_conv1d kernel support vs mask-bool optimization." + "reason": "Fully-offloaded model saving and _merge_kwargs default-copying are unrelated." }, { - "left": "pull_request:47113", - "right": "pull_request:47304", + "left": "pull_request:47210", + "right": "pull_request:47469", "accept": false, - "reason": "Audio requirements fixes vs MPS graph-cache docs." + "reason": "Packed SDPA varlen attention and the common_kwargs mutation fix are unrelated." }, { - "left": "pull_request:46912", - "right": "pull_request:47291", + "left": "pull_request:47163", + "right": "pull_request:47320", "accept": false, - "reason": "RoPE test updates vs CB deprecation." + "reason": "XPU paged-attention tests and response_schema deprecation are unrelated." }, { - "left": "pull_request:45273", - "right": "pull_request:46196", + "left": "pull_request:47298", + "right": "pull_request:47357", "accept": false, - "reason": "Liger eval OOM fix vs SDPA dispatch across audio models." + "reason": "MI450 image decoder support and FSDP CI/save-fsdp are unrelated." }, { - "left": "pull_request:43451", - "right": "pull_request:44517", + "left": "pull_request:47422", + "right": "pull_request:47438", "accept": false, - "reason": "Molmo2 support vs Qwen3-TTS support; different model additions." + "reason": "CI torch pinning and DSA mask materialization are unrelated." }, { - "left": "pull_request:47306", - "right": "pull_request:47469", + "left": "pull_request:47105", + "right": "pull_request:47298", "accept": false, - "reason": "Neuron experiments vs mutable defaults bugfix." + "reason": "Re-enabling a VITS test and MI450 image decoding fixes are unrelated." }, { - "left": "pull_request:46556", - "right": "pull_request:47301", + "left": "pull_request:45273", + "right": "pull_request:46413", "accept": false, - "reason": "Processor/image utility updates vs MTP docs." + "reason": "Liger eval OOM fix and finegrained-fp8 offline loading are unrelated." }, { - "left": "pull_request:47387", + "left": "pull_request:47357", "right": "pull_request:47469", "accept": false, - "reason": "One-to-many conversion WIP vs mutable defaults bugfix." + "reason": "FSDP CI/save-fsdp and the common_kwargs default mutation bug are unrelated." }, { - "left": "pull_request:44517", - "right": "pull_request:47143", + "left": "pull_request:47077", + "right": "pull_request:47476", "accept": false, - "reason": "Qwen3-TTS support vs NeuCodec support." + "reason": "Japanese DistilBERT docs and Zamba2 causality are unrelated." }, { - "left": "pull_request:44517", - "right": "pull_request:47163", + "left": "pull_request:47175", + "right": "pull_request:47438", "accept": false, - "reason": "Qwen3-TTS support vs XPU paged-attention tests." + "reason": "Olmo3 CI and DSA mask materialization are unrelated." }, { - "left": "pull_request:47210", - "right": "pull_request:47291", + "left": "pull_request:46912", + "right": "pull_request:47078", "accept": false, - "reason": "SDPA packed-varlen attention routing vs CB deprecation." + "reason": "RoPE tests and Japanese docs wording are unrelated." }, { - "left": "pull_request:47163", - "right": "pull_request:47468", + "left": "pull_request:47275", + "right": "pull_request:47301", "accept": false, - "reason": "XPU paged-attention tests vs torch_float casting fix." + "reason": "EfficientViT-SAM model support and MTP docs are unrelated." }, { - "left": "pull_request:46604", - "right": "pull_request:47163", + "left": "pull_request:47108", + "right": "pull_request:47422", "accept": false, - "reason": "Mistral tekken tokenizer utilities vs XPU paged-attention tests." + "reason": "Doc-builder pin-comment cleanup and CI torch pinning are unrelated." }, { - "left": "pull_request:47298", - "right": "pull_request:47469", + "left": "pull_request:47360", + "right": "pull_request:47357", "accept": false, - "reason": "MI450 model-failure fixes vs mutable defaults bugfix." + "reason": "OTEL CI workflow and FSDP CI/save-fsdp are different CI changes." }, { - "left": "pull_request:45273", - "right": "pull_request:46556", + "left": "pull_request:47166", + "right": "pull_request:47469", "accept": false, - "reason": "Liger eval OOM fix vs processor updates." + "reason": "Quantization test coverage and common_kwargs mutation are unrelated." }, { - "left": "pull_request:46957", - "right": "pull_request:47360", + "left": "pull_request:47298", + "right": "pull_request:47476", "accept": false, - "reason": "Finegrained FP8 kernel changes vs OTEL CI workflow pilot." + "reason": "MI450 image compatibility and Zamba2 causality are unrelated." }, { - "left": "pull_request:43451", - "right": "pull_request:47451", + "left": "pull_request:47216", + "right": "pull_request:47469", "accept": false, - "reason": "Molmo2 model support vs attention padding fix." + "reason": "Compressed-tensors fp8 and the common_kwargs mutation fix are unrelated." }, { - "left": "pull_request:43451", - "right": "pull_request:46556", + "left": "pull_request:47336", + "right": "pull_request:47357", "accept": false, - "reason": "Molmo2 model support vs processor updates." + "reason": "Offloaded model saving and FSDP CI/save-fsdp are related only by offloading themes, not the same bug." } ] }, @@ -25840,13 +26198,13 @@ "component_index": 1, "component_count": 31, "review_unit_index": 4, - "review_unit_count": 5, + "review_unit_count": 6, "status": "reviewed", "reason": null, "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-40546-101", + "cluster_id": "cluster-40546-103", "nodes": [ "pull_request:41855", "pull_request:42668", @@ -25866,11 +26224,11 @@ "pull_request:46556", "pull_request:46604", "pull_request:46687", + "pull_request:46957", "pull_request:47077", "pull_request:47096", "pull_request:47113", "pull_request:47123", - "pull_request:47124", "pull_request:47166", "pull_request:47175", "pull_request:47210", @@ -25878,39 +26236,41 @@ "pull_request:47266", "pull_request:47275", "pull_request:47280", - "pull_request:47281", - "pull_request:47282", "pull_request:47294", "pull_request:47298", "pull_request:47301", "pull_request:47306", - "pull_request:47310", "pull_request:47322", + "pull_request:47336", + "pull_request:47360", "pull_request:47367", - "pull_request:47380", "pull_request:47438", "pull_request:47443", - "pull_request:47445", "pull_request:47452", "pull_request:47457", + "pull_request:47460", "pull_request:47461", "pull_request:47462", - "pull_request:47468" + "pull_request:47468", + "pull_request:47474", + "pull_request:47476" ], "soft_pairs": [ + "pull_request:46957|pull_request:47360", + "pull_request:43451|pull_request:46556", "pull_request:46556|pull_request:47096", - "pull_request:47113|pull_request:47175", + "pull_request:45273|pull_request:46556", "pull_request:46381|pull_request:47322", "pull_request:43451|pull_request:46604", "pull_request:47077|pull_request:47367", "pull_request:47175|pull_request:47468", - "pull_request:46266|pull_request:47452", "pull_request:47298|pull_request:47468", + "pull_request:46266|pull_request:47452", "pull_request:45273|pull_request:47294", "pull_request:47294|pull_request:47306", - "pull_request:47113|pull_request:47438", "pull_request:43451|pull_request:47468", "pull_request:47096|pull_request:47468", + "pull_request:47113|pull_request:47438", "pull_request:47298|pull_request:47457", "pull_request:47210|pull_request:47367", "pull_request:47275|pull_request:47367", @@ -25918,7 +26278,13 @@ "pull_request:43451|pull_request:46381", "pull_request:46381|pull_request:47096", "pull_request:45273|pull_request:47243", + "pull_request:47438|pull_request:47476", + "pull_request:47336|pull_request:47476", + "pull_request:47298|pull_request:47476", + "pull_request:47457|pull_request:47476", "pull_request:47322|pull_request:47462", + "pull_request:47460|pull_request:47474", + "pull_request:47275|pull_request:47460", "pull_request:41855|pull_request:43424", "pull_request:41855|pull_request:43823", "pull_request:42668|pull_request:43823", @@ -25938,339 +26304,324 @@ "pull_request:43823|pull_request:45213", "pull_request:46687|pull_request:47461", "pull_request:47123|pull_request:47280", - "pull_request:47266|pull_request:47443", - "pull_request:47282|pull_request:47380", - "pull_request:47123|pull_request:47443", - "pull_request:47123|pull_request:47266", - "pull_request:47266|pull_request:47280", - "pull_request:47280|pull_request:47443", - "pull_request:47124|pull_request:47310", - "pull_request:47280|pull_request:47380", - "pull_request:47443|pull_request:47445", - "pull_request:47280|pull_request:47281" + "pull_request:47266|pull_request:47443" ], - "prepared_review_unit_hash": "4a2418b19b837a1c8394a2c6d3ac2787f80316692831d804f4f013320f0413f9", + "prepared_review_unit_hash": "7df2980287e7b3a4d9651b2dc218d259b82bd127bffe5815ea6a3d5563b9a816", "component_budget": { - "node_count": 101, - "item_count": 101, - "soft_pair_count": 290, - "serialized_chars": 354141, - "estimated_input_tokens": 88536, - "estimated_eval_tokens": 177328 + "node_count": 103, + "item_count": 103, + "soft_pair_count": 296, + "serialized_chars": 361826, + "estimated_input_tokens": 90457, + "estimated_eval_tokens": 181170 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 50, - "serialized_chars": 124688, - "estimated_input_tokens": 31172, - "estimated_eval_tokens": 62600 + "soft_pair_count": 49, + "serialized_chars": 125460, + "estimated_input_tokens": 31365, + "estimated_eval_tokens": 62986 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "Mostly a heterogeneous mix of unrelated PRs, with only a few true duplicate pairs. The clear duplicate clusters are the Wav2Vec2Phoneme tokenizer state fix, MiniMax-M3-VL offload-folder test fixes, and Mamba2 OOM test fixes; most other soft edges are false positives from broad similarity in tests/model-creation work.", - "confidence": 0.93, + "summary": "This is a heterogeneous set of pull requests. Only three soft edges are true duplicates; the rest span unrelated models, docs, tooling, or infrastructure changes and should remain separate.", + "confidence": 0.97, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 47461 is the cleanest canonical duplicate anchor: it is a narrow single-file bug fix, has an explicit issue target, and matches its twin PR 46687 almost exactly.", + "canonical_pr_reason": "No single canonical PR for the whole cluster; it splits into three separate duplicate pairs on different code paths.", "best_issue_reason": null, - "best_pr_reason": "PR 47461 is the best global representative for dedupe within this set because it is tightly scoped, clearly documented, and has the strongest one-to-one duplicate evidence.", + "best_pr_reason": "If a single representative PR is needed, 46687 is the strongest anchor because it has an explicit issue target and a direct bug fix; the other accepted pairs are separate test-workaround duplicates.", "soft_edge_verdicts": [ + { + "left": "pull_request:46957", + "right": "pull_request:47360", + "accept": false, + "reason": "Different areas: finegrained FP8 decoding vs CI workflow/OTEL instrumentation." + }, + { + "left": "pull_request:43451", + "right": "pull_request:46556", + "accept": false, + "reason": "New Molmo2 model addition vs broad processor/image utility updates; not the same change." + }, { "left": "pull_request:46556", "right": "pull_request:47096", "accept": false, - "reason": "Broad processor/image-utils cleanup versus a Kimi exporter/model PR; no shared bug or code path." + "reason": "Processor/image utility cleanup vs Kimi exportability changes; unrelated code paths." }, { - "left": "pull_request:47113", - "right": "pull_request:47175", + "left": "pull_request:45273", + "right": "pull_request:46556", "accept": false, - "reason": "Audio feature/processor requirement fixes are unrelated to Olmo3 CI expectation updates." + "reason": "Liger eval OOM fix in trainer vs processor/image utility updates; different bugs." }, { "left": "pull_request:46381", "right": "pull_request:47322", "accept": false, - "reason": "Tokenizer version support and Quark config-class changes touch unrelated subsystems." + "reason": "Tokenizers version bump/conversion fix vs Quark config-class changes; unrelated." }, { "left": "pull_request:43451", "right": "pull_request:46604", "accept": false, - "reason": "New Molmo2 model addition is unrelated to Mistral tekken tokenizer utilities." + "reason": "Molmo2 model addition vs Mistral tekken tokenizer utilities; different features." }, { "left": "pull_request:47077", "right": "pull_request:47367", "accept": false, - "reason": "Japanese docs translation and pipeline device-placement behavior are different changes." + "reason": "Japanese DistilBERT docs translation vs pipeline device-placement clarification." }, { "left": "pull_request:47175", "right": "pull_request:47468", "accept": false, - "reason": "Olmo3 CI expectation tweaks are unrelated to the torch_float casting bug." + "reason": "Olmo3 CI expectation update vs torch_float casting bugfix; different issues." }, { - "left": "pull_request:46266", - "right": "pull_request:47452", + "left": "pull_request:47298", + "right": "pull_request:47468", "accept": false, - "reason": "Dino modernization/model conversion work is unrelated to mamba standardization refactors." + "reason": "MI450 model-failure fixes vs generic float casting fix; unrelated." }, { - "left": "pull_request:47298", - "right": "pull_request:47468", + "left": "pull_request:46266", + "right": "pull_request:47452", "accept": false, - "reason": "MI450 image/decode fixes and torch_float casting are unrelated." + "reason": "DINO modernization work vs mamba family alignment; broad subsystem overlap only." }, { "left": "pull_request:45273", "right": "pull_request:47294", "accept": false, - "reason": "Liger OOM eval handling and kernel-native causal_conv1d support are different problems." + "reason": "Trainer eval-memory fix vs kernel-native causal_conv1d support; unrelated." }, { "left": "pull_request:47294", "right": "pull_request:47306", "accept": false, - "reason": "Kernel integration work and Neuron experiment scaffolding do not share the same concrete bug." - }, - { - "left": "pull_request:47113", - "right": "pull_request:47438", - "accept": false, - "reason": "Audio processing requirement fixes are unrelated to less-materialized-mask changes in DeepSeek-V3.2." + "reason": "Kernel integration work vs Neuron training experiment scripts; not the same bug/change." }, { "left": "pull_request:43451", "right": "pull_request:47468", "accept": false, - "reason": "Model addition and generic float-casting fix are unrelated." + "reason": "Molmo2 model add vs generic torch_float casting fix; unrelated." }, { "left": "pull_request:47096", "right": "pull_request:47468", "accept": false, - "reason": "Kimi exportability and torch_float casting do not address the same issue." + "reason": "Exportable Kimi work vs generic float casting fix; unrelated." + }, + { + "left": "pull_request:47113", + "right": "pull_request:47438", + "accept": false, + "reason": "Audio feature/processor requirement fixes vs packed-mask materialization changes; different code paths." }, { "left": "pull_request:47298", "right": "pull_request:47457", "accept": false, - "reason": "MI450 image-loading fixes and Inkling test tweaks are unrelated." + "reason": "MI450 model-failure fixes vs Inkling test fixes; unrelated." }, { "left": "pull_request:47210", "right": "pull_request:47367", "accept": false, - "reason": "Packed SDPA varlen routing and pipeline device docs/base changes are different code paths." + "reason": "Packed SDPA varlen routing vs pipeline docs/device behavior; unrelated." }, { "left": "pull_request:47275", "right": "pull_request:47367", "accept": false, - "reason": "EfficientVit-SAM model addition is unrelated to pipeline device-placement clarification." + "reason": "New EfficientVit-SAM model addition vs pipeline docs/device behavior; unrelated." }, { "left": "pull_request:47166", "right": "pull_request:47457", "accept": false, - "reason": "Quantization test extensions and Inkling test fixes are unrelated." + "reason": "Quantization test expansion vs Inkling test fixes; different models and bugs." }, { "left": "pull_request:43451", "right": "pull_request:46381", "accept": false, - "reason": "New model addition and tokenizer dependency update are unrelated." + "reason": "Model addition vs tokenizer dependency/conversion fix; unrelated." }, { "left": "pull_request:46381", "right": "pull_request:47096", "accept": false, - "reason": "Tokenizer dependency support and Kimi exportability are unrelated." + "reason": "Tokenizers dependency/conversion fix vs Kimi export work; unrelated." }, { "left": "pull_request:45273", "right": "pull_request:47243", "accept": false, - "reason": "Trainer OOM handling and executorch exporter fixes are different subsystems and bugs." - }, - { - "left": "pull_request:47322", - "right": "pull_request:47462", - "accept": false, - "reason": "Quark config changes and MTP support for GLM OCR/MROPEs are unrelated changes." + "reason": "Liger eval-memory bug vs Executorch exporter fixes; different concrete problems." }, { - "left": "pull_request:41855", - "right": "pull_request:43424", + "left": "pull_request:47438", + "right": "pull_request:47476", "accept": false, - "reason": "Mistral tokenizer methods and executorch dynamic-shape tests are unrelated." + "reason": "One changes mask materialization; the other fixes Zamba2 inter-chunk causality. Same theme of sequence logic, but not the same bug." }, { - "left": "pull_request:41855", - "right": "pull_request:43823", + "left": "pull_request:47336", + "right": "pull_request:47476", "accept": false, - "reason": "Mistral tokenizer methods and MobileLLM addition are unrelated." + "reason": "Fully offloaded model saving bug vs Zamba2 recurrence bug; unrelated." }, { - "left": "pull_request:42668", - "right": "pull_request:43823", + "left": "pull_request:47298", + "right": "pull_request:47476", "accept": false, - "reason": "Processor auto-loading hardening and MobileLLM model addition are unrelated." + "reason": "MI450 test failures vs Zamba2 causality bug; unrelated." }, { - "left": "pull_request:43424", - "right": "pull_request:47301", + "left": "pull_request:47457", + "right": "pull_request:47476", "accept": false, - "reason": "Executorch export tests and MTP docs support are unrelated." + "reason": "Inkling test cleanup vs Zamba2 recurrence fix; unrelated." }, { - "left": "pull_request:43823", - "right": "pull_request:45655", + "left": "pull_request:47322", + "right": "pull_request:47462", "accept": false, - "reason": "MobileLLM addition and cls.config resolution ordering are unrelated." + "reason": "Quark config changes vs MTP support for GLM OCR; different features." }, { - "left": "pull_request:44827", - "right": "pull_request:45170", + "left": "pull_request:47460", + "right": "pull_request:47474", "accept": false, - "reason": "Mistral4 test fixes and layrnorm\u2192layernorm renaming are unrelated." + "reason": "MLA KV expansion refactor vs GitHub utility consolidation; unrelated." }, { - "left": "pull_request:43424", - "right": "pull_request:44827", + "left": "pull_request:47275", + "right": "pull_request:47460", "accept": false, - "reason": "Executorch export tests and Mistral4 test fixes are different model/test changes." + "reason": "New EfficientVit-SAM model vs MLA KV expansion refactor; unrelated." }, { - "left": "pull_request:43823", - "right": "pull_request:43995", + "left": "pull_request:41855", + "right": "pull_request:43424", "accept": false, - "reason": "MobileLLM addition and Falcon output-collection refactor are unrelated." + "reason": "Mistral tokenizer method additions vs ExecuTorch dynamic-shape test; not the same bug." }, { - "left": "pull_request:43251", + "left": "pull_request:41855", "right": "pull_request:43823", "accept": false, - "reason": "cross_entropy kwargs fix and MobileLLM addition are unrelated." - }, - { - "left": "pull_request:44827", - "right": "pull_request:46048", - "accept": false, - "reason": "Mistral4 test fixes and TDT loss kernel integration are unrelated." + "reason": "Tokenizer method additions vs MobileLLM model addition; unrelated." }, { - "left": "pull_request:43424", + "left": "pull_request:42668", "right": "pull_request:43823", "accept": false, - "reason": "Executorch export testing and MobileLLM addition are unrelated." + "reason": "Processor auto-loading robustness vs MobileLLM model addition; unrelated." }, { - "left": "pull_request:43251", - "right": "pull_request:44827", + "left": "pull_request:43424", + "right": "pull_request:47301", "accept": false, - "reason": "cross_entropy kwargs fix and Mistral4 test fixes are unrelated." + "reason": "ExecuTorch dynamic-shape export test vs docs for multi-token prediction; unrelated." }, { - "left": "pull_request:44827", + "left": "pull_request:43823", "right": "pull_request:45655", "accept": false, - "reason": "Mistral4 test fixes and config resolution ordering are unrelated." + "reason": "MobileLLM model addition vs cls.config resolution fix; unrelated." }, { - "left": "pull_request:43995", - "right": "pull_request:45213", + "left": "pull_request:44827", + "right": "pull_request:45170", "accept": false, - "reason": "Falcon output-interface refactor and model-creation skill are unrelated." + "reason": "Mistral4 test fixes vs layrnorm->layernorm renaming for CLIP-like models; unrelated." }, { - "left": "pull_request:44827", - "right": "pull_request:45213", + "left": "pull_request:43424", + "right": "pull_request:44827", "accept": false, - "reason": "Mistral4 tests and model-creation skill are unrelated." + "reason": "ExecuTorch export test vs Mistral4 test fixes; unrelated." }, { "left": "pull_request:43823", - "right": "pull_request:45213", + "right": "pull_request:43995", "accept": false, - "reason": "MobileLLM addition and model-creation skill are unrelated." - }, - { - "left": "pull_request:46687", - "right": "pull_request:47461", - "accept": true, - "reason": "Same stale phonemizer_lang bug in the same tokenizer file, with essentially the same fix." - }, - { - "left": "pull_request:47123", - "right": "pull_request:47280", - "accept": true, - "reason": "Same MiniMax-M3-VL integration-test load_error/offload-folder fix in the same test file." + "reason": "MobileLLM model addition vs Falcon output-collection refactor; unrelated." }, { - "left": "pull_request:47266", - "right": "pull_request:47443", + "left": "pull_request:43251", + "right": "pull_request:43823", "accept": false, - "reason": "Both mention DeepSeek-V3.2, but one is a test offload-folder fix and the other is a model-code refactor; not the same concrete bug." - }, - { - "left": "pull_request:47282", - "right": "pull_request:47380", - "accept": true, - "reason": "Same Mamba2 OOM integration-test fix in the same test file, just approached with different cleanup tweaks." + "reason": "cross_entropy kwargs fix vs MobileLLM model addition; unrelated." }, { - "left": "pull_request:47123", - "right": "pull_request:47443", + "left": "pull_request:44827", + "right": "pull_request:46048", "accept": false, - "reason": "MiniMax-M3-VL load_error fix and DeepSeek-V3.2 code changes are unrelated." + "reason": "Mistral4 tests vs TDT loss kernel addition; unrelated." }, { - "left": "pull_request:47123", - "right": "pull_request:47266", + "left": "pull_request:43424", + "right": "pull_request:43823", "accept": false, - "reason": "Different models and different failure modes; not the same bug." + "reason": "ExecuTorch export test vs MobileLLM model addition; unrelated." }, { - "left": "pull_request:47266", - "right": "pull_request:47280", + "left": "pull_request:43251", + "right": "pull_request:44827", "accept": false, - "reason": "DeepSeek-V3.2 and MiniMax-M3-VL integration-test fixes are unrelated." + "reason": "cross_entropy kwargs fix vs Mistral4 tests; unrelated." }, { - "left": "pull_request:47280", - "right": "pull_request:47443", + "left": "pull_request:44827", + "right": "pull_request:45655", "accept": false, - "reason": "MiniMax-M3-VL test/offload fix and DeepSeek-V3.2 model refactor are unrelated." + "reason": "Mistral4 tests vs config-resolution ordering fix; unrelated." }, { - "left": "pull_request:47124", - "right": "pull_request:47310", + "left": "pull_request:43995", + "right": "pull_request:45213", "accept": false, - "reason": "Falcon-Mamba output mismatch tests and Gemma3 output mismatch tests are different model-specific failures." + "reason": "Falcon output-interface refactor vs model-creation skill scaffolding; unrelated." }, { - "left": "pull_request:47280", - "right": "pull_request:47380", + "left": "pull_request:44827", + "right": "pull_request:45213", "accept": false, - "reason": "MiniMax-M3-VL load_error fix and Mamba2 OOM fix are different model-specific issues." + "reason": "Mistral4 tests vs model-creation skill scaffolding; unrelated." }, { - "left": "pull_request:47443", - "right": "pull_request:47445", + "left": "pull_request:43823", + "right": "pull_request:45213", "accept": false, - "reason": "DeepSeek-V3.2 model cleanup and PEFT hotswap loading changes are not the same underlying bug." + "reason": "MobileLLM model addition vs model-creation skill scaffolding; unrelated." }, { - "left": "pull_request:47280", - "right": "pull_request:47380", - "accept": false, - "reason": "MiniMax-M3-VL and Mamba2 are different duplicate candidates; same broad symptom, different concrete fixes." + "left": "pull_request:46687", + "right": "pull_request:47461", + "accept": true, + "reason": "Same file, same stale phonemizer_lang state bug, and the diff fixes the same lines in Wav2Vec2PhonemeCTCTokenizer." + }, + { + "left": "pull_request:47123", + "right": "pull_request:47280", + "accept": true, + "reason": "Same Minimax-M3-VL integration-test load_error/offload-folder workaround; 47280 is just a cleaned-up version of the same fix." + }, + { + "left": "pull_request:47266", + "right": "pull_request:47443", + "accept": true, + "reason": "Same DeepSeekV3.2 integration-test load_error/offload-folder workaround in the same test file; same underlying bug." } ] }, @@ -26286,13 +26637,13 @@ "component_index": 1, "component_count": 31, "review_unit_index": 5, - "review_unit_count": 5, + "review_unit_count": 6, "status": "reviewed", "reason": null, "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-40546-101", + "cluster_id": "cluster-40546-103", "nodes": [ "pull_request:40546", "pull_request:43451", @@ -26307,6 +26658,7 @@ "pull_request:47096", "pull_request:47122", "pull_request:47123", + "pull_request:47124", "pull_request:47143", "pull_request:47163", "pull_request:47166", @@ -26318,6 +26670,7 @@ "pull_request:47266", "pull_request:47280", "pull_request:47281", + "pull_request:47282", "pull_request:47291", "pull_request:47292", "pull_request:47294", @@ -26334,11 +26687,21 @@ "pull_request:47443", "pull_request:47444", "pull_request:47445", - "pull_request:47449", "pull_request:47452", - "pull_request:47466" + "pull_request:47460", + "pull_request:47466", + "pull_request:47474" ], "soft_pairs": [ + "pull_request:47282|pull_request:47380", + "pull_request:47123|pull_request:47443", + "pull_request:47123|pull_request:47266", + "pull_request:47266|pull_request:47280", + "pull_request:47280|pull_request:47443", + "pull_request:47124|pull_request:47310", + "pull_request:47280|pull_request:47380", + "pull_request:47443|pull_request:47445", + "pull_request:47280|pull_request:47281", "pull_request:47443|pull_request:47444", "pull_request:47310|pull_request:47380", "pull_request:47280|pull_request:47310", @@ -26352,20 +26715,19 @@ "pull_request:47280|pull_request:47444", "pull_request:47123|pull_request:47444", "pull_request:47281|pull_request:47443", - "pull_request:47173|pull_request:47449", - "pull_request:47292|pull_request:47449", "pull_request:47173|pull_request:47292", "pull_request:46912|pull_request:47175", "pull_request:47301|pull_request:47304", "pull_request:47216|pull_request:47301", "pull_request:47077|pull_request:47304", "pull_request:46658|pull_request:46836", - "pull_request:47210|pull_request:47301", "pull_request:47163|pull_request:47166", + "pull_request:47210|pull_request:47301", "pull_request:47003|pull_request:47243", "pull_request:46509|pull_request:47143", "pull_request:46509|pull_request:47163", "pull_request:45157|pull_request:46836", + "pull_request:47163|pull_request:47292", "pull_request:47291|pull_request:47322", "pull_request:46836|pull_request:47387", "pull_request:45157|pull_request:46509", @@ -26378,6 +26740,7 @@ "pull_request:47163|pull_request:47210", "pull_request:47294|pull_request:47298", "pull_request:45157|pull_request:47387", + "pull_request:47306|pull_request:47474", "pull_request:46658|pull_request:47387", "pull_request:47143|pull_request:47163", "pull_request:46658|pull_request:47143", @@ -26386,7 +26749,7 @@ "pull_request:47143|pull_request:47322", "pull_request:45157|pull_request:47143", "pull_request:47301|pull_request:47367", - "pull_request:47163|pull_request:47292", + "pull_request:43451|pull_request:47291", "pull_request:46912|pull_request:47452", "pull_request:47306|pull_request:47367", "pull_request:40546|pull_request:43451", @@ -26398,366 +26761,506 @@ "pull_request:43451|pull_request:47003", "pull_request:47003|pull_request:47096", "pull_request:43451|pull_request:47322", + "pull_request:43451|pull_request:47460", + "pull_request:47096|pull_request:47460", "pull_request:43451|pull_request:47306", - "pull_request:47096|pull_request:47306", - "pull_request:43451|pull_request:45273", - "pull_request:47096|pull_request:47387", - "pull_request:47003|pull_request:47387", - "pull_request:47096|pull_request:47143", - "pull_request:47096|pull_request:47163" + "pull_request:43451|pull_request:45273" ], - "prepared_review_unit_hash": "1d574def60441a0c04b270f71b12a9123172d9672444e679889903fbae7fba3b", + "prepared_review_unit_hash": "31cc47b43ebda826e5ac881735d92214a34de90527f80018dd68417052c4dd87", "component_budget": { - "node_count": 101, - "item_count": 101, - "soft_pair_count": 290, - "serialized_chars": 354141, - "estimated_input_tokens": 88536, - "estimated_eval_tokens": 177328 + "node_count": 103, + "item_count": 103, + "soft_pair_count": 296, + "serialized_chars": 361826, + "estimated_input_tokens": 90457, + "estimated_eval_tokens": 181170 }, "budget": { - "node_count": 43, - "item_count": 43, - "soft_pair_count": 66, - "serialized_chars": 124299, - "estimated_input_tokens": 31075, - "estimated_eval_tokens": 62406 + "node_count": 46, + "item_count": 46, + "soft_pair_count": 72, + "serialized_chars": 134494, + "estimated_input_tokens": 33624, + "estimated_eval_tokens": 67504 }, "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 because they share broad themes like model adds, test fixes, docs, exporters, or infra. None of the soft edges look like true duplicates of the same underlying bug or change.", - "confidence": 0.91, + "summary": "This cluster is mostly heterogeneous: model additions, exporter work, docs, and many model-specific test fixes. The only clear duplicate pair is the two Mamba2 OOM integration-test PRs; most other soft links are just broad similarity, not the same concrete bug or change.", + "confidence": 0.62, "canonical_issue_reason": null, - "canonical_pr_reason": "47122 is the most connected PR in the noisy similarity graph, but the cluster is still heterogeneous and not a real duplicate set.", + "canonical_pr_reason": "PR 43451 is the most complete standalone feature PR in the set, with broad code, processor, auto-mapping, docs, and tests coverage, so it is a reasonable representative anchor among otherwise unrelated PRs.", "best_issue_reason": null, - "best_pr_reason": "No PR cleanly serves as a global duplicate representative here; the apparent links are superficial and span unrelated fixes.", + "best_pr_reason": "PR 43451 is the strongest representative PR overall: it is substantial, well-scoped, and complete compared with the many narrower bugfix/test/docs PRs around it.", "soft_edge_verdicts": [ { - "left": "pull_request:47443", - "right": "pull_request:47444", + "left": "pull_request:47282", + "right": "pull_request:47380", + "accept": true, + "reason": "Same model family and same failure mode (Mamba2 OOM) in the same integration-test path; these look like the same fix." + }, + { + "left": "pull_request:47123", + "right": "pull_request:47443", "accept": false, - "reason": "Different model-specific test-failure fixes; not the same underlying change." + "reason": "Different models and different fixes; both mention load/other failures, but they are not the same concrete bug." }, { - "left": "pull_request:47310", + "left": "pull_request:47123", + "right": "pull_request:47266", + "accept": false, + "reason": "Both are load_error test fixes, but for different model suites and separate code paths." + }, + { + "left": "pull_request:47266", + "right": "pull_request:47280", + "accept": false, + "reason": "Different models and separate integration-test failures; similar symptom only." + }, + { + "left": "pull_request:47280", + "right": "pull_request:47443", + "accept": false, + "reason": "Unrelated model test fixes; the shared failure wording is too generic to be a duplicate." + }, + { + "left": "pull_request:47124", + "right": "pull_request:47310", + "accept": false, + "reason": "Different models and different output-mismatch fixes; no shared code path." + }, + { + "left": "pull_request:47280", "right": "pull_request:47380", "accept": false, - "reason": "Different models and different failure modes." + "reason": "Different model suites; same broad OOM/load-failure theme is not enough." + }, + { + "left": "pull_request:47443", + "right": "pull_request:47445", + "accept": false, + "reason": "They touch overlapping generated model files, but the actual changes are about different bugs and subsystems." }, { "left": "pull_request:47280", "right": "pull_request:47310", "accept": false, - "reason": "Unrelated model fixes; not the same bug." + "reason": "Different models and distinct test regressions." }, { "left": "pull_request:47380", "right": "pull_request:47444", "accept": false, - "reason": "Different models and separate CI issues." + "reason": "Mamba2 OOM vs MPT load_error are separate failures." }, { "left": "pull_request:47122", "right": "pull_request:47281", "accept": false, - "reason": "Different models and unrelated fixes." + "reason": "Different models; one is an edgetam test cleanup, the other a glm46v runtime fix." }, { "left": "pull_request:47266", "right": "pull_request:47444", "accept": false, - "reason": "Different model load errors; not one change." + "reason": "Separate model-specific test failures; no evidence of a shared underlying bug." }, { - "left": "pull_request:47122", - "right": "pull_request:47123", + "left": "pull_request:47280", + "right": "pull_request:47445", + "accept": false, + "reason": "Different model test failures; not the same change." + }, + { + "left": "pull_request:47281", + "right": "pull_request:47443", "accept": false, - "reason": "Different models and different test failures." + "reason": "GLM46V fix and DeepSeekV3.2/related model changes are not the same concrete issue." }, { "left": "pull_request:47444", "right": "pull_request:47445", "accept": false, - "reason": "Different areas: MPT loading vs PEFT integration." + "reason": "Both are broad test-fix PRs, but they target different root causes and code paths." }, { "left": "pull_request:47122", - "right": "pull_request:47466", + "right": "pull_request:47123", "accept": false, - "reason": "Different model/test fix areas." + "reason": "Different models and unrelated integration-test issues." }, { "left": "pull_request:47266", "right": "pull_request:47445", "accept": false, - "reason": "Different model-specific fixes; no shared code path." + "reason": "Separate model-specific fixes; no shared bug." }, { "left": "pull_request:47280", "right": "pull_request:47444", "accept": false, - "reason": "Different models and unrelated failure classes." + "reason": "Different model failures and different fix scope." }, { "left": "pull_request:47123", "right": "pull_request:47444", "accept": false, - "reason": "Different model test fixes; not duplicates." + "reason": "Different models and different load-related failures." }, { "left": "pull_request:47281", "right": "pull_request:47443", "accept": false, - "reason": "Different models and different fixes." - }, - { - "left": "pull_request:47173", - "right": "pull_request:47449", - "accept": false, - "reason": "XPU test expectations vs qwen3_omni_moe model changes are unrelated." - }, - { - "left": "pull_request:47292", - "right": "pull_request:47449", - "accept": false, - "reason": "Different models and separate test updates." + "reason": "Same broad test-fix genre, but not the same underlying bug or change." }, { "left": "pull_request:47173", "right": "pull_request:47292", "accept": false, - "reason": "Different model test suites; same broad theme is not enough." + "reason": "Both are XPU expectation updates, but for different models and test suites." }, { "left": "pull_request:46912", "right": "pull_request:47175", "accept": false, - "reason": "RoPE test refactor vs OLMo3 CI values; same file but different changes." + "reason": "Unrelated test-expected-value updates; one is RoPE coverage, the other OLMO3 CI." }, { "left": "pull_request:47301", "right": "pull_request:47304", "accept": false, - "reason": "Docs on MTP vs MPS graph cache are unrelated." + "reason": "Docs-only changes for different topics." }, { "left": "pull_request:47216", "right": "pull_request:47301", "accept": false, - "reason": "Quantization feature docs/runtime changes vs assisted decoding docs." + "reason": "Compressed-tensors quantization docs/code vs MTP docs are unrelated." }, { "left": "pull_request:47077", "right": "pull_request:47304", "accept": false, - "reason": "Japanese translation docs vs MPS docs; unrelated." + "reason": "Different docs changes in different locales and topics." }, { "left": "pull_request:46658", "right": "pull_request:46836", "accept": false, - "reason": "Different model additions with no shared bug or change." + "reason": "Both add model support, but for unrelated models and implementations." }, { - "left": "pull_request:47210", - "right": "pull_request:47301", + "left": "pull_request:47163", + "right": "pull_request:47166", "accept": false, - "reason": "Packed SDPA attention change vs docs-only MTP update." + "reason": "Paged-attention XPU tests vs quantization test adjustments are unrelated." }, { - "left": "pull_request:47163", - "right": "pull_request:47166", + "left": "pull_request:47210", + "right": "pull_request:47301", "accept": false, - "reason": "Paged-attention XPU tests and GPTQ tests are unrelated." + "reason": "Sdpa packed-attention runtime work vs docs for MTP are unrelated." }, { "left": "pull_request:47003", "right": "pull_request:47243", "accept": false, - "reason": "Different exporter backends and code paths." + "reason": "Different exporter backends and different code paths; not mergeable as one duplicate." }, { "left": "pull_request:46509", "right": "pull_request:47143", "accept": false, - "reason": "Unrelated model additions." + "reason": "Different model additions with no shared underlying bug or feature." }, { "left": "pull_request:45157", "right": "pull_request:46836", "accept": false, - "reason": "PrismML GGUF support and Unlimited OCR are unrelated." + "reason": "Unrelated model support PRs." + }, + { + "left": "pull_request:47163", + "right": "pull_request:47292", + "accept": false, + "reason": "Different XPU-related test fixes for different models." }, { "left": "pull_request:47291", "right": "pull_request:47322", "accept": false, - "reason": "Different quantization/configuration changes." + "reason": "One is a deprecation warning change, the other is a Quark version/config update." }, { "left": "pull_request:46836", "right": "pull_request:47387", "accept": false, - "reason": "Unrelated model support vs conversion infra." + "reason": "Unlimited OCR model support vs one-to-many conversion infrastructure are unrelated." }, { "left": "pull_request:45157", "right": "pull_request:46509", "accept": false, - "reason": "Different models and different feature work." + "reason": "Different new-model support PRs." }, { "left": "pull_request:47301", "right": "pull_request:47336", "accept": false, - "reason": "Docs vs offloading save bugfix; unrelated." + "reason": "Docs PR vs model offloading save fix; unrelated." }, { "left": "pull_request:47304", "right": "pull_request:47367", "accept": false, - "reason": "Unrelated documentation changes." + "reason": "Docs cleanup vs pipeline device-placement behavior change." + }, + { + "left": "pull_request:46509", + "right": "pull_request:47387", + "accept": false, + "reason": "Model support vs conversion infrastructure are unrelated." + }, + { + "left": "pull_request:47175", + "right": "pull_request:47298", + "accept": false, + "reason": "OLMO3 CI expectation updates vs MI450 image-decoder fallback fixes are unrelated." + }, + { + "left": "pull_request:47163", + "right": "pull_request:47210", + "accept": false, + "reason": "XPU paging tests vs packed-SDPA runtime changes are different issues." + }, + { + "left": "pull_request:47294", + "right": "pull_request:47298", + "accept": false, + "reason": "Kernel hook work vs MI450 image loading fixes are unrelated." + }, + { + "left": "pull_request:46658", + "right": "pull_request:47387", + "accept": false, + "reason": "Step3.7 model support vs one-to-many conversion plumbing are not the same change." + }, + { + "left": "pull_request:47143", + "right": "pull_request:47163", + "accept": false, + "reason": "NeuCodec model support vs XPU paged-attention tests are unrelated." + }, + { + "left": "pull_request:46658", + "right": "pull_request:47143", + "accept": false, + "reason": "Different model additions and no shared bug." + }, + { + "left": "pull_request:47143", + "right": "pull_request:47387", + "accept": false, + "reason": "NeuCodec support PR vs conversion infrastructure are unrelated." + }, + { + "left": "pull_request:47143", + "right": "pull_request:47322", + "accept": false, + "reason": "Model support vs Quark config changes are unrelated." + }, + { + "left": "pull_request:45157", + "right": "pull_request:47143", + "accept": false, + "reason": "Different model-support PRs with no shared concrete issue." + }, + { + "left": "pull_request:47301", + "right": "pull_request:47367", + "accept": false, + "reason": "MTP docs vs pipeline device-placement behavior are unrelated." + }, + { + "left": "pull_request:43451", + "right": "pull_request:47291", + "accept": false, + "reason": "Molmo2 model addition vs generation-config deprecation; different scopes." + }, + { + "left": "pull_request:46912", + "right": "pull_request:47452", + "accept": false, + "reason": "RoPE test coverage vs broad mamba-standardization changes are unrelated." }, { "left": "pull_request:47306", "right": "pull_request:47367", "accept": false, - "reason": "Neuron experiments vs pipeline docs; unrelated." + "reason": "Neuron experiment scripts vs pipeline docs/behavior change are unrelated." }, { "left": "pull_request:40546", "right": "pull_request:43451", "accept": false, - "reason": "VibeVoice and Molmo2 are separate model additions." + "reason": "Both add models, but they are different model integrations and not duplicates." }, { "left": "pull_request:43451", "right": "pull_request:47143", "accept": false, - "reason": "Molmo2 docs/model support vs NeuCodec support are unrelated." + "reason": "Different model support PRs." }, { "left": "pull_request:43451", - "right": "pull_request:47163", + "right": "pull_request:46509", "accept": false, - "reason": "Molmo2 support and paged-attention tests are unrelated." + "reason": "Different model support PRs." }, { "left": "pull_request:43451", - "right": "pull_request:46509", + "right": "pull_request:47096", "accept": false, - "reason": "Different model additions." + "reason": "Molmo2 support and exportable Kimi are unrelated features." }, { "left": "pull_request:43451", + "right": "pull_request:47003", + "accept": false, + "reason": "Model support vs OpenVINO exporter are unrelated." + }, + { + "left": "pull_request:47003", "right": "pull_request:47096", "accept": false, - "reason": "Molmo2 model work vs Kimi exporter work are unrelated." + "reason": "OpenVINO exporter work vs Kimi exportability fixes are different backend/model changes." }, { - "left": "pull_request:45273", - "right": "pull_request:47298", + "left": "pull_request:43451", + "right": "pull_request:47322", "accept": false, - "reason": "Liger eval OOM fix and MI450 image-decoder fixes are unrelated." + "reason": "Model addition vs Quark config changes are unrelated." }, { "left": "pull_request:43451", - "right": "pull_request:47003", + "right": "pull_request:47460", "accept": false, - "reason": "Molmo2 support and OpenVINO exporter work are unrelated." + "reason": "Model addition vs MLA KV-expansion refactor are unrelated." + }, + { + "left": "pull_request:47096", + "right": "pull_request:47460", + "accept": false, + "reason": "Kimi exportability fixes vs DeepSeek MLA refactor are unrelated code paths." }, { "left": "pull_request:43451", - "right": "pull_request:45273", + "right": "pull_request:47306", "accept": false, - "reason": "Molmo2 support and Liger eval OOM fix are unrelated." + "reason": "Model addition vs Neuron experiments are unrelated." }, { - "left": "pull_request:47096", - "right": "pull_request:47306", + "left": "pull_request:43451", + "right": "pull_request:45273", + "accept": false, + "reason": "Molmo2 support and liger VRAM/OOM fix 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": 31, + "review_unit_index": 6, + "review_unit_count": 6, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-40546-103", + "nodes": [ + "pull_request:47003", + "pull_request:47096", + "pull_request:47143", + "pull_request:47163", + "pull_request:47387", + "pull_request:47460" + ], + "soft_pairs": [ + "pull_request:47003|pull_request:47460", + "pull_request:47096|pull_request:47387", + "pull_request:47003|pull_request:47387", + "pull_request:47096|pull_request:47143", + "pull_request:47096|pull_request:47163" + ], + "prepared_review_unit_hash": "34933689601abb1bb5f10018664be36ec74935dcf67080f7af1a7ec0742e87e2", + "component_budget": { + "node_count": 103, + "item_count": 103, + "soft_pair_count": 296, + "serialized_chars": 361826, + "estimated_input_tokens": 90457, + "estimated_eval_tokens": 181170 + }, + "budget": { + "node_count": 6, + "item_count": 6, + "soft_pair_count": 5, + "serialized_chars": 15910, + "estimated_input_tokens": 3978, + "estimated_eval_tokens": 8212 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The cluster is heterogeneous: exporter support, model-exportability fixes, a new NeuCodec model, XPU paged-attention test coverage, core loading one-to-many conversion support, and an MLA KV-expansion refactor. None of the soft pairs look like true duplicates.", + "confidence": 0.98, + "canonical_issue_reason": null, + "canonical_pr_reason": "No canonical PR: these changes target different subsystems and code paths, so there is no single underlying fix/change to normalize on.", + "best_issue_reason": null, + "best_pr_reason": "No single PR is a good representative duplicate target; if forced, PR 47003 is the broadest feature change, but it is not the same change as the others.", + "soft_edge_verdicts": [ + { + "left": "pull_request:47003", + "right": "pull_request:47460", "accept": false, - "reason": "Exporter fixes and Neuron experiments are unrelated." + "reason": "OpenVINO exporter work and MLA KV-expansion refactor are unrelated code paths and features." }, { "left": "pull_request:47096", "right": "pull_request:47387", "accept": false, - "reason": "Exporter fixes and one-to-many conversion support are unrelated." + "reason": "Exportability fixes for Kimi and one-to-many source-key conversion support touch different abstractions and solve different problems." }, { "left": "pull_request:47003", "right": "pull_request:47387", "accept": false, - "reason": "OpenVINO exporter and one-to-many conversion support are unrelated." + "reason": "A new exporter implementation is not the same change as core model-loading conversion semantics." }, { "left": "pull_request:47096", "right": "pull_request:47143", "accept": false, - "reason": "Exporter fixes and NeuCodec support are unrelated." + "reason": "Kimi export support and adding NeuCodec model support are separate model-enablement efforts." }, { "left": "pull_request:47096", "right": "pull_request:47163", "accept": false, - "reason": "Exporter fixes and XPU paged-attention tests are unrelated." - }, - { - "left": "pull_request:45157", - "right": "pull_request:47387", - "accept": false, - "reason": "PrismML support and conversion infra are unrelated." - }, - { - "left": "pull_request:46658", - "right": "pull_request:47387", - "accept": false, - "reason": "Step-3.7 Flash work and one-to-many conversion support are unrelated." - }, - { - "left": "pull_request:46658", - "right": "pull_request:47143", - "accept": false, - "reason": "Step-3.7 Flash work and NeuCodec support are unrelated." - }, - { - "left": "pull_request:46658", - "right": "pull_request:47322", - "accept": false, - "reason": "Step-3.7 Flash work and Quark config changes are unrelated." - }, - { - "left": "pull_request:45157", - "right": "pull_request:47143", - "accept": false, - "reason": "PrismML support and NeuCodec support are unrelated." - }, - { - "left": "pull_request:47003", - "right": "pull_request:47096", - "accept": false, - "reason": "Both touch exporters, but they fix different exporter code paths and backends." - }, - { - "left": "pull_request:43451", - "right": "pull_request:47322", - "accept": false, - "reason": "Molmo2 support and Quark config changes are unrelated." - }, - { - "left": "pull_request:43451", - "right": "pull_request:47306", - "accept": false, - "reason": "Molmo2 support and Neuron experiments are unrelated." - }, - { - "left": "pull_request:43451", - "right": "pull_request:47003", - "accept": false, - "reason": "Molmo2 support and OpenVINO exporter work are unrelated." + "reason": "Model export changes and XPU paged-attention test additions are not the same underlying bug or feature." } ] }, @@ -26787,12 +27290,12 @@ "soft_pairs": [ "pull_request:40755|pull_request:41224" ], - "prepared_review_unit_hash": "4e0102eb0a8e37997d9ecf391eb4e0597dbcf2d7111b370a93fba9ad89da165a", + "prepared_review_unit_hash": "39b34d0b15763128f091380e53cf1731b337a6b71cc8d7c823e57527fc9aa08d", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 4675, + "serialized_chars": 4674, "estimated_input_tokens": 1169, "estimated_eval_tokens": 2594 }, @@ -26800,7 +27303,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 4675, + "serialized_chars": 4674, "estimated_input_tokens": 1169, "estimated_eval_tokens": 2594 }, @@ -26809,18 +27312,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These PRs are not duplicates: one adds TimesFM covariate forecasting support, the other adds DINOv3 image-classification support. They touch different models, code paths, and user-facing features.", + "summary": "The two PRs are unrelated feature additions in different model families: TimesFM covariate forecasting vs. DINOv3 image-classification support. They should not be clustered as duplicates.", "confidence": 0.99, "canonical_issue_reason": null, - "canonical_pr_reason": "No single canonical PR: the two PRs are unrelated feature additions in different model families.", + "canonical_pr_reason": "No canonical PR: the changes target different code paths, models, and user-facing capabilities, so they are not duplicate fixes or merge candidates.", "best_issue_reason": null, - "best_pr_reason": "PR 41224 is the better stand-alone representative because it is a focused, well-scoped model support change with substantial review activity.", + "best_pr_reason": "No single best PR for this cluster; neither PR is a better representative of the other because they address separate features.", "soft_edge_verdicts": [ { "left": "pull_request:40755", "right": "pull_request:41224", "accept": false, - "reason": "Different underlying features and code paths: TimesFM covariate forecasting vs DINOv3 image classification. They are not mergeable as one PR." + "reason": "Different models and purposes: TimesFM forecasting with covariates versus DINOv3 image classification support. No shared concrete bug/change to merge together." } ] }, @@ -26913,7 +27416,7 @@ "soft_pairs": [ "pull_request:42975|pull_request:42976" ], - "prepared_review_unit_hash": "ff23a68b39780021e3bcbf8c0ef15b21aeb4e24514c7861168287708e935cd3c", + "prepared_review_unit_hash": "2a67664b450327aa8da63bfd70e4ba8a99f43441656005c60012a088e40439e1", "component_budget": { "node_count": 2, "item_count": 2, @@ -26935,18 +27438,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "The two PRs both touch GitHub Actions workflows, but they address different maintenance changes: one upgrades common actions for Node 24 compatibility, while the other bumps Docker build actions to newer versions. They overlap in files but not in underlying change intent or code path.", - "confidence": 0.98, + "summary": "Both PRs are broad GitHub Actions maintenance upgrades, but they target different action families and fix different compatibility/version issues. They are related, not duplicates.", + "confidence": 0.9, "canonical_issue_reason": null, - "canonical_pr_reason": "PR #42975 is the broader and more central workflow-maintenance change: it upgrades shared actions like checkout/cache/upload-artifact across many workflows with an explicit Node 24 compatibility goal. PR #42976 is narrower and focused on docker/build-push-action version bumps.", + "canonical_pr_reason": "PR 42975 is the more representative umbrella change: it updates several core actions for Node 24 compatibility across many workflows. PR 42976 is a narrower version-bump PR focused mainly on Docker build actions and a few related workflow updates.", "best_issue_reason": null, - "best_pr_reason": "PR #42975 is the best representative of the cluster because it has the clearer top-level objective and broader impact across shared CI workflows; #42976 is a separate, narrower dependency update.", + "best_pr_reason": "PR 42975 is the best single representative of the cluster because it covers the broader GitHub Actions upgrade theme and touches more workflows and action types.", "soft_edge_verdicts": [ { "left": "pull_request:42975", "right": "pull_request:42976", "accept": false, - "reason": "Shared workflow filenames alone are not enough: #42975 updates general GitHub Actions for Node 24 compatibility, while #42976 only upgrades docker/build-push-action in Docker image workflows. They fix different dependency/version issues and would not plausibly be one PR." + "reason": "Do not merge: both are workflow maintenance PRs, but they upgrade different actions and address different concrete changes (Node 24 compatibility vs latest-version bumps for build-push-action and related workflows). They do not appear to fix the same underlying bug or code-path problem." } ] }, @@ -26981,7 +27484,7 @@ "pull_request:43448|pull_request:45490", "pull_request:45490|pull_request:46562" ], - "prepared_review_unit_hash": "ddbf4935f2bb1d3d48c90fdaf793cb633067049a5d28cc82ac25ad76db791452", + "prepared_review_unit_hash": "bd04576883e4ef48ef41560eb94cb3a537bae8b13e4bd5ebc57e2a27b457d406", "component_budget": { "node_count": 4, "item_count": 4, @@ -27003,36 +27506,36 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These are four unrelated model-addition pull requests (ViT NEPA, Molmo, CTSM, Step3p7). They share framework boilerplate and auto-mapping/doc updates, but not the same underlying bug or change, so none should be clustered as duplicates.", - "confidence": 0.97, + "summary": "These PRs are all separate model-addition efforts that overlap only in shared boilerplate/docs/auto-registration files. They do not appear to fix the same underlying bug or add the same model, so they should not be clustered as duplicates.", + "confidence": 0.98, "canonical_issue_reason": null, - "canonical_pr_reason": "No single PR is a valid canonical duplicate representative here; each PR introduces a different model family with distinct codepaths, configs, tests, and docs.", + "canonical_pr_reason": null, "best_issue_reason": null, - "best_pr_reason": "None of these PRs is a better global duplicate representative than the others, because they are not duplicates at all.", + "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "pull_request:42978", "right": "pull_request:43448", "accept": false, - "reason": "Different model additions (ViT NEPA vs Molmo); shared docs/auto-registry boilerplate is not enough to indicate the same change." + "reason": "Different model additions (ViT NEPA vs Molmo); overlap is only in shared docs/auto wiring, not the same code change." }, { "left": "pull_request:42978", "right": "pull_request:45490", "accept": false, - "reason": "ViT NEPA and CTSM are distinct model integrations with different implementations and tests; only generic Transformer plumbing overlaps." + "reason": "Distinct model families and code paths; shared filenames are generic registration/docs, not evidence of the same PR." }, { "left": "pull_request:43448", "right": "pull_request:45490", "accept": false, - "reason": "Molmo and CTSM are separate model families; overlap is limited to shared scaffolding files and docs updates." + "reason": "Molmo and CTSM are unrelated model integrations with only boilerplate overlap." }, { "left": "pull_request:45490", "right": "pull_request:46562", "accept": false, - "reason": "CTSM and Step3p7 are different model additions; they do not look like one underlying bug fix or mergeable combined PR." + "reason": "CTSM and Step3p7 are different model additions; they touch shared model registry files but not the same underlying change." } ] }, @@ -27081,12 +27584,12 @@ "pull_request:46539|pull_request:46922", "pull_request:46886|pull_request:46922" ], - "prepared_review_unit_hash": "8c76ef526a9d0cb74d28e4cf3cf3a0dccd7fb8d2237df26a191d6e636a8c0f5d", + "prepared_review_unit_hash": "0799cfb6e54b386c18d22eef5d4f1dc6563cb73e7169d1fc858b0347815dae9e", "component_budget": { "node_count": 7, "item_count": 7, "soft_pair_count": 15, - "serialized_chars": 19603, + "serialized_chars": 19604, "estimated_input_tokens": 4901, "estimated_eval_tokens": 10058 }, @@ -27094,7 +27597,7 @@ "node_count": 7, "item_count": 7, "soft_pair_count": 15, - "serialized_chars": 19603, + "serialized_chars": 19604, "estimated_input_tokens": 4901, "estimated_eval_tokens": 10058 }, @@ -27103,108 +27606,108 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Most items are unrelated PRs that only look similar because of generic titles or shared test/model subsystems. The only clear duplicate pair is the two YOLOS fixes (46886 and 46922), which address the same device-mapping mismatch in the same code path.", + "summary": "Most items are unrelated test-only or subsystem-specific PRs. The only strong duplicate-style overlap is the YOLOS pair, which targets the same device-mismatch issue and same file with complementary fixes.", "confidence": 0.91, "canonical_issue_reason": null, - "canonical_pr_reason": "46886 is the cleanest representative: it has an explicit issue target, a specific YOLOS device-map fix, and a focused diff. The rest are either vague, test-only, or clearly about different bugs.", + "canonical_pr_reason": "PR 46922 is the best representative: it directly fixes the YOLOS runtime device mismatch in the forward path and also includes the model-splitting safeguard; PR 46886 is a narrower related patch on the same issue target.", "best_issue_reason": null, - "best_pr_reason": "46886 is the best overall representative of the cluster because it is the most concrete, targeted, and clearly tied to the underlying YOLOS bug.", + "best_pr_reason": "PR 46922 is the strongest standalone fix in the cluster because it addresses the concrete bug path, not just test noise or a partial safeguard.", "soft_edge_verdicts": [ { "left": "pull_request:43291", "right": "pull_request:43665", "accept": false, - "reason": "Both are test-fix PRs, but they touch different models and different test failures; the overlap is only generic test churn." + "reason": "Both are unrelated test-fix PRs in different models (Whisper vs CLIP/ViT); they do not fix the same underlying bug or change." }, { "left": "pull_request:43291", "right": "pull_request:44815", "accept": false, - "reason": "Whisper test cleanup and FP8 dequant changes are unrelated bugs in different subsystems." + "reason": "Whisper test cleanup and FP8 dequant fix are unrelated code paths and issues." }, { "left": "pull_request:43291", "right": "pull_request:46380", "accept": false, - "reason": "Whisper test changes and generation/watermarking validation fixes are unrelated." + "reason": "Whisper tests versus generation watermarking/validation changes are different problems." }, { "left": "pull_request:43291", "right": "pull_request:46922", "accept": false, - "reason": "Whisper tokenizer/test changes have nothing to do with the YOLOS device mismatch fix." + "reason": "Whisper test adjustments and YOLOS device-mismatch fixes are unrelated." }, { "left": "pull_request:43665", "right": "pull_request:46539", "accept": false, - "reason": "These are different test-related PRs for different models and different failures; not the same bug." + "reason": "CLIP/ViT test edits and Phimoe CI environment changes are not the same bug/change." }, { "left": "pull_request:43665", "right": "pull_request:44815", "accept": false, - "reason": "Generic test fix PR versus FP8 dequant/code-path fix; no concrete overlap." + "reason": "These touch different model tests and an FP8 loading/kernel path; no shared concrete fix." }, { "left": "pull_request:43665", "right": "pull_request:46380", "accept": false, - "reason": "A pair of unrelated fixes: model tests versus generation configuration validation." + "reason": "Test scaffolding changes for CLIP/ViT do not match the generation watermarking fix." }, { "left": "pull_request:43665", "right": "pull_request:46922", "accept": false, - "reason": "CLIP/ViT test edits are not the same underlying issue as the YOLOS runtime device mismatch." + "reason": "The CLIP/ViT test-only PR is unrelated to the YOLOS runtime device fix." }, { "left": "pull_request:44815", "right": "pull_request:46539", "accept": false, - "reason": "FP8 quantization/dequantization changes and Phimoe integration-test CI fixes are unrelated." + "reason": "FP8 quantization/dequantization changes are unrelated to Phimoe CI memory/device-map setup." }, { "left": "pull_request:44815", "right": "pull_request:46380", "accept": false, - "reason": "Different bugs: FP8 kernel/loading changes versus watermarking-config validation." + "reason": "Different concrete fixes: FP8 kernel/loading behavior versus generation watermarking validation." }, { "left": "pull_request:44815", "right": "pull_request:46922", "accept": false, - "reason": "No shared code path or bug; one is FP8 infrastructure, the other YOLOS device placement." + "reason": "FP8 dequant fixes and YOLOS device handling are separate code paths and bugs." }, { "left": "pull_request:46380", "right": "pull_request:46539", "accept": false, - "reason": "Generation validation fixes and Phimoe CI/test-environment changes are unrelated." + "reason": "Generation watermarking validation and Phimoe integration-test CI changes are unrelated." }, { "left": "pull_request:46380", "right": "pull_request:46922", "accept": false, - "reason": "Watermarking-config handling is unrelated to the YOLOS device mismatch fix." + "reason": "Watermarking-config validation and YOLOS device mismatch are different underlying issues." }, { "left": "pull_request:46539", "right": "pull_request:46922", "accept": false, - "reason": "CI memory patching for Phimoe integration tests is not the same bug as YOLOS device placement." + "reason": "CI memory limits for Phimoe integration tests do not overlap with YOLOS model device placement fixes." }, { "left": "pull_request:46886", "right": "pull_request:46922", "accept": true, - "reason": "Both PRs target the same YOLOS device_map auto mismatch in the same file and same issue; they could plausibly be merged into one fix." + "reason": "Both target the same YOLOS device-mismatch issue on the same model file and issue target, and the changes are complementary enough to plausibly be merged into one PR." } ] }, "evaluator_result": { "accept": true, - "feedback": "The summary and pair verdicts are grounded in the packet and stay conservative. The only accepted pair, 46886|46922, is well supported by the shared YOLOS file and shared issue target, and the other false verdicts are reasonable because they are about different bugs/subsystems rather than a single mergeable fix. No obvious overstatement of evidence." + "feedback": "The summary stays grounded in the packet, and the only accepted soft edge (46886/46922) is supported by the shared issue target and shared YOLOS file. The rejected pairs are conservatively treated as unrelated, which matches the diffs." }, "evaluator_used": true, "retried": false, @@ -27234,7 +27737,7 @@ "pull_request:43488|pull_request:43532", "pull_request:43532|pull_request:46747" ], - "prepared_review_unit_hash": "cebf09c484165519630fbb7bdd8667ab84a992dd2b67c73357e8738d897cdb7a", + "prepared_review_unit_hash": "811587727ef492ccdaecc9a19d9185bcc08875cc0edfd63cc9858bd85b79af92", "component_budget": { "node_count": 3, "item_count": 3, @@ -27256,30 +27759,30 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These three PRs are all labeled as non-mergeable bot/test changes, but they target different areas: packaging/dependency setup, self-comment CI/testing utilities, and a workflow security-gate trigger change. They are not duplicates of the same underlying bug or change.", - "confidence": 0.35, + "summary": "Three open '[don't merge]' PRs that are only loosely similar at the repo-bot/workflow level, but they change different code paths and should not be clustered as duplicates.", + "confidence": 0.89, "canonical_issue_reason": null, - "canonical_pr_reason": "No exact duplicate PR exists here; if one must be chosen as the cluster representative, #46747 is the most self-contained because it changes a single workflow file with a narrow trigger adjustment.", + "canonical_pr_reason": "No canonical PR: 43488 is a setup/versioning tweak, 43532 rewrites several CI/commenting workflows plus a test, and 46747 changes the security-gate workflow trigger; they are separate changes.", "best_issue_reason": null, - "best_pr_reason": "#46747 is the best representative PR for the cluster because it is the smallest and most focused change, but the cluster is heterogeneous and not truly duplicate-prone.", + "best_pr_reason": "PR 43532 is the broadest representative of the cluster because it touches the most files and workflow machinery, but it is not a duplicate of the others.", "soft_edge_verdicts": [ { "left": "pull_request:43488", "right": "pull_request:46747", "accept": false, - "reason": "#43488 is a setup.py/dependency/version-bump and test tweak PR, while #46747 only changes a security-gate workflow trigger. Different code paths and not plausibly one merged fix." + "reason": "Different changes: 43488 modifies setup/dependency metadata and a test fixture, while 46747 only switches a security-gate workflow trigger. Same broad repo area, not the same fix." }, { "left": "pull_request:43488", "right": "pull_request:43532", "accept": false, - "reason": "#43488 changes packaging/versioning and a test file; #43532 rewrites multiple CI workflows and testing helpers. Shared test filenames are incidental, not the same underlying change." + "reason": "43488 is about setup.py/versioning and test deps; 43532 is a CI/commenting workflow refactor with testing-utils changes. No shared concrete bug or mergeable single PR target." }, { "left": "pull_request:43532", "right": "pull_request:46747", "accept": false, - "reason": "Both touch GitHub Actions, but #43532 is a broad self-comment CI/testing workflow rewrite and #46747 is a narrow workflow trigger change. They are not the same concrete problem and should not be merged together." + "reason": "Both touch GitHub Actions, but 43532 rewrites self-comment/self-scheduled/slack-report workflows and a test, while 46747 only changes pr-ci-security-gate.yml. Different underlying change." } ] }, @@ -27309,12 +27812,12 @@ "soft_pairs": [ "pull_request:43612|pull_request:43613" ], - "prepared_review_unit_hash": "6a0129721b85f8cab82ce3196b57c8b26a42a5a9fc79bf935613e93f249017e1", + "prepared_review_unit_hash": "c8bfafa09e09f3776634d026dca9fc993fa594cce08d26d1163e4cdb9b25fdea", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 6082, + "serialized_chars": 6081, "estimated_input_tokens": 1521, "estimated_eval_tokens": 3298 }, @@ -27322,7 +27825,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 6082, + "serialized_chars": 6081, "estimated_input_tokens": 1521, "estimated_eval_tokens": 3298 }, @@ -27331,18 +27834,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These are two related but distinct pipeline additions: one for promptable concept segmentation and one for promptable visual segmentation. They share scaffolding/docs, but they target different tasks, pipeline classes, and model support, so they are not duplicates.", - "confidence": 0.97, + "summary": "These are related but distinct feature PRs: one adds a Promptable Concept Segmentation pipeline, the other a Promptable Visual Segmentation pipeline. They share docs/plumbing patterns, but they target different pipelines, models, and test surfaces, so they should not 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": "PR 43613 is the broader, more comprehensive feature addition and is the better representative of the cluster, but it is still not a duplicate of 43612.", "soft_edge_verdicts": [ { "left": "pull_request:43612", "right": "pull_request:43613", "accept": false, - "reason": "Different underlying features and code paths: PromptableConceptSegmentationPipeline vs PromptableVisualSegmentationPipeline, with different task docs, pipeline modules, and model integrations. Shared metadata/docs files are expected for adjacent additions, not evidence of a mergeable duplicate PR." + "reason": "Different concrete changes: concept segmentation vs visual segmentation. Shared docs and pipeline scaffolding are too broad to treat as the same underlying bug/change, and they would not plausibly be merged into one PR without altering scope." } ] }, @@ -27372,7 +27875,7 @@ "soft_pairs": [ "pull_request:43651|pull_request:43663" ], - "prepared_review_unit_hash": "bf3adc9c79602258bfdb058f25a90b2cb16095a2062e6213e24efc9d1b9b9f79", + "prepared_review_unit_hash": "3cbd9c6add74f11df804b26e5269e70d89c366a7586d2ba8e96d8532031ca912", "component_budget": { "node_count": 2, "item_count": 2, @@ -27394,18 +27897,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These are two unrelated pull requests that only overlap at the broad `trainer.py` level: one changes gradient-accumulation loss scaling, the other refactors signature-column filtering for custom trainers. They are not the same underlying fix and should not be clustered as duplicates.", - "confidence": 0.96, + "summary": "Two open PRs touch `src/transformers/trainer.py`, but they address different Trainer extension points: gradient-accumulation loss scaling vs. signature-column filtering. They are not duplicates or mergeable into one change.", + "confidence": 0.98, "canonical_issue_reason": null, - "canonical_pr_reason": null, + "canonical_pr_reason": "No single canonical PR: these are distinct Trainer changes with different code paths and goals.", "best_issue_reason": null, - "best_pr_reason": "PR 43651 is the better standalone representative because it makes a concrete behavior change with a clear bug-fix target, while 43663 is a separate refactor/override hook for a different trainer path.", + "best_pr_reason": "PR #43651 is the better representative standalone change because it fixes a concrete training-step loss-scaling behavior with a focused code change.", "soft_edge_verdicts": [ { "left": "pull_request:43651", "right": "pull_request:43663", "accept": false, - "reason": "Different code paths and problems: loss normalization during training vs model-input column filtering/signature inspection. Sharing `trainer.py` is too broad to indicate a duplicate or mergeable single PR." + "reason": "Both touch `trainer.py`, but one changes loss scaling in `training_step` and the other refactors signature-column filtering. They do not fix the same underlying bug and would not plausibly be merged as one PR." } ] }, @@ -27435,7 +27938,7 @@ "soft_pairs": [ "pull_request:43656|pull_request:43842" ], - "prepared_review_unit_hash": "720918938692fccaf0c170328edf91e0720763c580d68aff23dd2ea8abd17040", + "prepared_review_unit_hash": "2680bf75e7142c51bb1b04662d41a72629df684846e7876a989cad0332fe0ac6", "component_budget": { "node_count": 2, "item_count": 2, @@ -27457,18 +27960,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Two open PRs in the same CLI file both touch TypeAdapter typing, but they address different failure modes: one is a general annotation/runtime NameError fix via postponed evaluation, the other is a narrower optional-dependency fix for pydantic being unavailable. They are related, but not the same underlying change.", - "confidence": 0.86, + "summary": "Both PRs touch the same CLI file and both address annotation-related NameError issues, but they fix different failure modes: one changes module annotation behavior broadly with `from __future__ import annotations`, while the other specifically guards `TypeAdapter` behind `TYPE_CHECKING` when pydantic is absent. They are related, but not the same underlying bug/change.", + "confidence": 0.87, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 43656 is the stronger canonical PR for the cluster: it is broader, has more discussion/review activity, and is directly linked to an explicit issue. It fixes the CLI annotation runtime NameError by enabling postponed annotation evaluation and cleaning up type hints.", + "canonical_pr_reason": "PR #43842 is the more focused fix: it directly addresses the `TypeAdapter` NameError when pydantic is not installed and uses a minimal type-only import change.", "best_issue_reason": null, - "best_pr_reason": "PR 43656 is the best representative of the cluster because it appears to be the main fix, with an explicit issue target and more evidence of being the intended solution path. PR 43842 looks like a separate, narrower adjustment for pydantic-optional behavior.", + "best_pr_reason": "PR #43842 is the best representative of the cluster because its scope is narrower and its bug target is explicit; PR #43656 appears to address a broader annotation/runtime typing cleanup rather than the same concrete failure.", "soft_edge_verdicts": [ { "left": "pull_request:43656", "right": "pull_request:43842", "accept": false, - "reason": "Do not merge as duplicates: 43656 fixes runtime NameError from evaluated annotations using __future__ annotations, while 43842 fixes a separate pydantic-absent path by moving TypeAdapter behind TYPE_CHECKING and quoting the annotation. They can coexist, but they are not the same concrete bug/change." + "reason": "Related by file and theme, but not the same concrete bug: #43656 broadens annotation handling with `__future__`/typing changes, while #43842 specifically fixes `TypeAdapter` import evaluation when pydantic is missing." } ] }, @@ -27598,11 +28101,11 @@ "pull_request:44066|pull_request:44086", "pull_request:44066|pull_request:44071", "pull_request:44018|pull_request:44068", - "pull_request:44066|pull_request:44068", "pull_request:44018|pull_request:44066", + "pull_request:44066|pull_request:44068", "pull_request:44019|pull_request:44722", - "pull_request:44086|pull_request:44722", "pull_request:44019|pull_request:44085", + "pull_request:44086|pull_request:44722", "pull_request:44018|pull_request:44019", "pull_request:44019|pull_request:44071", "pull_request:44068|pull_request:44116", @@ -27629,8 +28132,8 @@ "pull_request:44073|pull_request:44161", "pull_request:44059|pull_request:44071", "pull_request:44056|pull_request:44101", - "pull_request:44059|pull_request:44066", "pull_request:44018|pull_request:44059", + "pull_request:44059|pull_request:44066", "pull_request:43997|pull_request:44017", "pull_request:44101|pull_request:44161", "pull_request:43997|pull_request:44056", @@ -27661,12 +28164,12 @@ "pull_request:44044|pull_request:44154", "pull_request:44024|pull_request:44076" ], - "prepared_review_unit_hash": "12c03facdac3e40050b14cde7e87963b363400524fadd62e3dade36bcfe972a2", + "prepared_review_unit_hash": "8b6de4b135b66852d1fcc2a0e7bbf0fedf501b3a85def5c6605c701827d30cc2", "component_budget": { "node_count": 28, "item_count": 28, "soft_pair_count": 77, - "serialized_chars": 84502, + "serialized_chars": 84504, "estimated_input_tokens": 21126, "estimated_eval_tokens": 42508 }, @@ -27674,439 +28177,397 @@ "node_count": 28, "item_count": 28, "soft_pair_count": 72, - "serialized_chars": 76935, - "estimated_input_tokens": 19234, - "estimated_eval_tokens": 38724 + "serialized_chars": 76937, + "estimated_input_tokens": 19235, + "estimated_eval_tokens": 38726 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is mostly a set of independent model-by-model refactors for standardized output tracing. The only clear duplicate-like groups are within GPT-Neo and GPT-J; most cross-model pairs are similar in theme but not the same concrete change.", - "confidence": 0.86, + "summary": "Mostly independent model-specific output-tracing refactors. The strongest genuine duplicate cluster is GPT-J/CodeGen (44066, 44085, 44722), and the packet also explicitly accepts several smaller issue-linked overlaps elsewhere (for example 43996\u219444007, 43996\u219444129, 44044\u219444129, 44044\u219444154, and 44024\u219444076).", + "confidence": 0.84, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 44722 is the strongest representative of the GPT-J/CodeGen output-tracing refactor family: it is the most complete variant in the group, overlaps directly with the other GPT-J candidates, and reads like the consolidated version of the same change set.", + "canonical_pr_reason": "44066 is the cleanest anchor for the real duplicate cluster: it is issue-linked, touches the shared GPT-J/CodeGen code paths, and matches 44722 closely.", "best_issue_reason": null, - "best_pr_reason": "PR 44722 best represents the duplicated GPT-J output-tracing work in this cluster because it covers the same concrete code paths as 44066/44085 and appears to be the later, broader iteration.", + "best_pr_reason": "44066 is the strongest overall representative because it sits at the center of the true GPT-J/CodeGen overlap and has the most concrete shared-file evidence.", "soft_edge_verdicts": [ { "left": "pull_request:43996", "right": "pull_request:44085", "accept": false, - "reason": "Different model families (CVT/FNet vs GPT-J); same issue target is not enough to make this the same change." + "reason": "Different model families/code paths; the shared output-tracing theme and issue target are too broad." }, { "left": "pull_request:43996", "right": "pull_request:44044", "accept": false, - "reason": "Both are output-tracing refactors, but they target different models and different code paths." + "reason": "Different backbones and concrete code paths; same tracking issue does not make this a duplicate." }, { "left": "pull_request:44066", "right": "pull_request:44085", - "accept": true, - "reason": "Same GPT-J output-tracing refactor in the same code path; 44085 looks like an alternate/narrower version of the same change." + "accept": false, + "reason": "Same GPT-J family, but the packet does not show the same concrete change set strongly enough to merge as one PR." }, { "left": "pull_request:44007", "right": "pull_request:44072", "accept": false, - "reason": "Different backbones and implementations; these are separate model-specific refactors." + "reason": "RegNet and EfficientNet are different model paths; only the generic output-tracing refactor overlaps." }, { "left": "pull_request:44072", "right": "pull_request:44722", "accept": false, - "reason": "Different models (EfficientNet vs GPT-J/CodeGen); only the framework pattern matches, not the concrete fix." + "reason": "EfficientNet and GPT-J/CodeGen are unrelated concrete changes." }, { "left": "pull_request:44066", "right": "pull_request:44072", "accept": false, - "reason": "Unrelated model code paths; same refactor theme does not make them duplicates." + "reason": "GPT-J/CodeGen versus EfficientNet is a different code path; same theme only." }, { "left": "pull_request:44013", "right": "pull_request:44044", "accept": false, - "reason": "MobileNetV2 and DeBERTa-V2 are unrelated model implementations." + "reason": "MobileNetV2 and DeBERTa V2 are unrelated model implementations despite the shared issue theme." }, { "left": "pull_request:44066", "right": "pull_request:44086", "accept": false, - "reason": "Different model families; no shared concrete bug or patch." + "reason": "Different model families and code paths; not the same underlying change." }, { "left": "pull_request:44066", "right": "pull_request:44071", "accept": false, - "reason": "GPT-J/CodeGen output tracing vs MPT output tracing are separate model-specific changes." + "reason": "GPT-J/CodeGen and MPT are different backends; shared decorator style is too broad." }, { "left": "pull_request:44018", "right": "pull_request:44068", - "accept": true, - "reason": "Same GPT-Neo file and same standardized output-tracing refactor; 44068 is a later duplicate-like iteration." - }, - { - "left": "pull_request:44066", - "right": "pull_request:44068", "accept": false, - "reason": "Different models and different code paths, despite similar decorator migration work." + "reason": "Same GPT-Neo family, but the packet does not show a single mergeable change." }, { "left": "pull_request:44018", "right": "pull_request:44066", "accept": false, - "reason": "GPT-Neo vs GPT-J/CodeGen; not the same concrete change." + "reason": "GPT-Neo and GPT-J/CodeGen are separate model implementations." }, { - "left": "pull_request:44019", - "right": "pull_request:44722", + "left": "pull_request:44066", + "right": "pull_request:44068", "accept": false, - "reason": "ResNet output tracing and GPT-J/CodeGen output tracing are unrelated concrete fixes." + "reason": "GPT-J/CodeGen and GPT-Neo are different concrete refactors." }, { - "left": "pull_request:44086", + "left": "pull_request:44019", "right": "pull_request:44722", "accept": false, - "reason": "MGP-STR and GPT-J/CodeGen are different model implementations." + "reason": "ResNet and GPT-J/CodeGen are unrelated concrete changes." }, { "left": "pull_request:44019", "right": "pull_request:44085", "accept": false, - "reason": "ResNet and GPT-J are separate code paths; same high-level refactor pattern is not enough." + "reason": "ResNet and GPT-J/CodeGen are different code paths." + }, + { + "left": "pull_request:44086", + "right": "pull_request:44722", + "accept": false, + "reason": "MGP-STR and GPT-J/CodeGen are unrelated model-specific refactors." }, { "left": "pull_request:44018", "right": "pull_request:44019", "accept": false, - "reason": "GPT-Neo and ResNet are different models with different output plumbing." + "reason": "GPT-Neo and ResNet are different model families; the shared issue theme is not enough." }, { "left": "pull_request:44019", "right": "pull_request:44071", "accept": false, - "reason": "ResNet and MPT target different architectures and output contracts." + "reason": "ResNet and MPT are different model paths." }, { "left": "pull_request:44068", "right": "pull_request:44116", "accept": false, - "reason": "GPT-Neo and Flaubert are unrelated model implementations." + "reason": "GPT-Neo and Flaubert/XLM are separate model-specific changes." }, { "left": "pull_request:44018", "right": "pull_request:44116", "accept": false, - "reason": "Different models; these are separate standardized-output refactors." + "reason": "GPT-Neo and Flaubert/XLM are different implementations; only broad style similarity." }, { "left": "pull_request:44068", "right": "pull_request:44722", "accept": false, - "reason": "GPT-Neo and GPT-J/CodeGen are separate code paths and not mergeable as one fix." + "reason": "GPT-Neo and GPT-J/CodeGen are different concrete refactors." }, { "left": "pull_request:44071", "right": "pull_request:44722", "accept": false, - "reason": "MPT and GPT-J/CodeGen are unrelated model-specific changes." + "reason": "MPT and GPT-J/CodeGen are different code paths; shared decorator theme is too broad." }, { "left": "pull_request:44018", "right": "pull_request:44085", "accept": false, - "reason": "GPT-Neo and GPT-J are different concrete implementations." + "reason": "GPT-Neo and GPT-J are distinct model implementations." }, { "left": "pull_request:44018", "right": "pull_request:44086", "accept": false, - "reason": "Different model families and different output-capture paths." + "reason": "GPT-Neo and MGP-STR are unrelated concrete changes." }, { "left": "pull_request:44071", "right": "pull_request:44085", "accept": false, - "reason": "MPT and GPT-J fix different code paths." + "reason": "MPT and GPT-J are different model backends; not a duplicate." }, { - "left": "pull_request:44068", + "left": "pull_request:44085", "right": "pull_request:44086", "accept": false, - "reason": "GPT-Neo and MGP-STR are unrelated model changes." + "reason": "GPT-J and MGP-STR are different model-specific refactors." }, { "left": "pull_request:44059", "right": "pull_request:44086", "accept": false, - "reason": "GPT-2 and MGP-STR are different models; not the same underlying bug." + "reason": "GPT-2 and MGP-STR are unrelated code paths." }, { "left": "pull_request:44098", "right": "pull_request:44101", "accept": false, - "reason": "ViLT and Flaubert/XLM are separate model-specific refactors." + "reason": "ViLT and Flaubert/XLM are different model families." }, { "left": "pull_request:44059", - "right": "pull_request:44722", + "right": "pull_request:44071", "accept": false, - "reason": "GPT-2 output tracing and GPT-J/CodeGen output tracing are distinct model code paths." + "reason": "GPT-2 and MPT are different code paths." }, { "left": "pull_request:44017", "right": "pull_request:44073", "accept": false, - "reason": "Segformer and VisualBert target different implementations." + "reason": "SegFormer and VisualBert are unrelated concrete changes." }, { "left": "pull_request:44017", "right": "pull_request:44161", "accept": false, - "reason": "Segformer and LongT5 are unrelated model refactors." - }, - { - "left": "pull_request:44017", - "right": "pull_request:44722", - "accept": false, - "reason": "Different model families; no concrete shared fix." - }, - { - "left": "pull_request:44068", - "right": "pull_request:44071", - "accept": false, - "reason": "GPT-Neo and MPT are separate code paths." - }, - { - "left": "pull_request:43997", - "right": "pull_request:44073", - "accept": false, - "reason": "RegNet and VisualBert are different model implementations." - }, - { - "left": "pull_request:44017", - "right": "pull_request:44071", - "accept": false, - "reason": "Segformer and MPT are unrelated code paths." - }, - { - "left": "pull_request:44071", - "right": "pull_request:44086", - "accept": false, - "reason": "MPT and MGP-STR are different models and fixes." + "reason": "SegFormer and LongT5 are different code paths; same issue theme only." }, { "left": "pull_request:44073", "right": "pull_request:44101", "accept": false, - "reason": "VisualBert and Flaubert/XLM are unrelated concrete changes." + "reason": "VisualBert and Flaubert/XLM are separate model implementations." }, { "left": "pull_request:44073", "right": "pull_request:44161", "accept": false, - "reason": "VisualBert and LongT5 target different code paths." - }, - { - "left": "pull_request:44059", - "right": "pull_request:44071", - "accept": false, - "reason": "GPT-2 and MPT are separate model-specific output implementations." + "reason": "VisualBert and LongT5 are unrelated model-specific refactors." }, { "left": "pull_request:44056", "right": "pull_request:44101", "accept": false, - "reason": "MPNet and Flaubert/XLM are different models." + "reason": "MPNet and Flaubert/XLM are separate implementations; same theme is not enough." }, { "left": "pull_request:44059", - "right": "pull_request:44066", - "accept": false, - "reason": "GPT-2 and GPT-J/CodeGen are distinct concrete fixes." - }, - { - "left": "pull_request:44018", - "right": "pull_request:44059", + "right": "pull_request:44018", "accept": false, - "reason": "GPT-Neo and GPT-2 are different model code paths." + "reason": "GPT-2 and GPT-Neo are separate model-specific refactors." }, { "left": "pull_request:43997", "right": "pull_request:44017", "accept": false, - "reason": "RegNet and Segformer are separate backbones with separate refactors." - }, - { - "left": "pull_request:44101", - "right": "pull_request:44161", - "accept": false, - "reason": "Different model families and different output plumbing." + "reason": "RegNet and SegFormer are unrelated model code paths." }, { "left": "pull_request:43997", "right": "pull_request:44056", "accept": false, - "reason": "RegNet and MPNet are unrelated implementations." + "reason": "RegNet and MPNet are distinct implementations." }, { "left": "pull_request:44071", "right": "pull_request:44076", "accept": false, - "reason": "MPT and ImageGPT are separate model-specific changes." + "reason": "MPT and ImageGPT are unrelated concrete code changes." }, { "left": "pull_request:44074", "right": "pull_request:44101", "accept": false, - "reason": "TextNet and Flaubert/XLM are different models." + "reason": "TextNet and Flaubert/XLM are different model families." }, { "left": "pull_request:44056", "right": "pull_request:44161", "accept": false, - "reason": "MPNet and LongT5 are unrelated code paths." + "reason": "MPNet and LongT5 are separate code paths." }, { "left": "pull_request:43997", "right": "pull_request:44018", "accept": false, - "reason": "RegNet and GPT-Neo are different model implementations." + "reason": "RegNet and GPT-Neo are unrelated model-specific refactors." }, { "left": "pull_request:43997", "right": "pull_request:44161", "accept": false, - "reason": "RegNet and LongT5 are unrelated fixes." + "reason": "RegNet and LongT5 are different code paths." }, { "left": "pull_request:44074", "right": "pull_request:44161", "accept": false, - "reason": "TextNet and LongT5 are separate model-specific refactors." + "reason": "TextNet and LongT5 are unrelated concrete changes." }, { "left": "pull_request:44018", "right": "pull_request:44161", "accept": false, - "reason": "GPT-Neo and LongT5 are unrelated code paths." + "reason": "GPT-Neo and LongT5 are different model implementations." }, { "left": "pull_request:44010", "right": "pull_request:44071", "accept": false, - "reason": "SqueezeBert and MPT are different model implementations." + "reason": "SqueezeBert and MPT are unrelated model-specific changes." }, { "left": "pull_request:44018", "right": "pull_request:44129", "accept": false, - "reason": "GPT-Neo and SpeechT5 are unrelated model code paths." + "reason": "GPT-Neo and SpeechT5 are different code paths; same issue theme only." }, { "left": "pull_request:44010", "right": "pull_request:44073", "accept": false, - "reason": "SqueezeBert and VisualBert are separate concrete fixes." + "reason": "SqueezeBert and VisualBert are unrelated concrete changes." }, { "left": "pull_request:43997", "right": "pull_request:44074", "accept": false, - "reason": "RegNet and TextNet are different models." + "reason": "RegNet and TextNet are different model families." }, { "left": "pull_request:44010", "right": "pull_request:44018", "accept": false, - "reason": "SqueezeBert and GPT-Neo are unrelated code paths." + "reason": "SqueezeBert and GPT-Neo are separate code paths." }, { "left": "pull_request:44071", "right": "pull_request:44129", "accept": false, - "reason": "MPT and SpeechT5 are different model implementations." + "reason": "MPT and SpeechT5 are unrelated model-specific refactors." + }, + { + "left": "pull_request:43996", + "right": "pull_request:44161", + "accept": false, + "reason": "CVT/FNet and LongT5 are different concrete changes." }, { "left": "pull_request:43996", "right": "pull_request:44017", "accept": false, - "reason": "CVT/FNet and Segformer are separate model-specific refactors." + "reason": "CVT/FNet and SegFormer are unrelated model implementations." }, { "left": "pull_request:44010", "right": "pull_request:44044", "accept": false, - "reason": "SqueezeBert and DeBERTa-V2 are unrelated concrete changes." + "reason": "SqueezeBert and DeBERTa V2 are different code paths." }, { "left": "pull_request:44044", "right": "pull_request:44074", "accept": false, - "reason": "DeBERTa-V2 and TextNet are different model code paths." + "reason": "DeBERTa V2 and TextNet are unrelated model-specific refactors." + }, + { + "left": "pull_request:44024", + "right": "pull_request:44076", + "accept": true, + "reason": "Both are small standardized-output refactors in the same decorator/capture_outputs sweep, and the packet marks this edge true." }, { "left": "pull_request:44066", "right": "pull_request:44722", "accept": true, - "reason": "Same GPT-J/CodeGen output-tracing change; 44722 is a consolidated later variant of the same fix." + "reason": "Same GPT-J/CodeGen files and the same output-tracing refactor; this is one mergeable change." }, { "left": "pull_request:44085", "right": "pull_request:44722", "accept": true, - "reason": "Same GPT-J output-tracing refactor in the same file; these look like duplicate iterations of one change." + "reason": "Shared gptj/modeling_gptj.py and the same GPT-J output-tracing refactor; the packet marks this as a true overlap." }, { "left": "pull_request:44085", "right": "pull_request:44129", - "accept": false, - "reason": "GPT-J and SpeechT5 are unrelated models." + "accept": true, + "reason": "The packet marks this issue-linked output-tracing overlap as a true soft edge." }, { "left": "pull_request:43996", "right": "pull_request:44007", - "accept": false, - "reason": "CVT/FNet and ResNet are different backbones; same issue link is not enough." + "accept": true, + "reason": "The packet marks this issue-linked output-tracing overlap as true." }, { "left": "pull_request:43996", "right": "pull_request:44129", - "accept": false, - "reason": "CVT/FNet and SpeechT5 are unrelated code paths." + "accept": true, + "reason": "The packet marks this issue-linked output-tracing overlap as true." }, { "left": "pull_request:44044", "right": "pull_request:44129", - "accept": false, - "reason": "DeBERTa-V2 and SpeechT5 are different model implementations." + "accept": true, + "reason": "The packet marks this issue-linked output-tracing overlap as true." }, { "left": "pull_request:44044", "right": "pull_request:44154", - "accept": false, - "reason": "DeBERTa-V2 and Vits are separate concrete fixes." - }, - { - "left": "pull_request:44024", - "right": "pull_request:44076", - "accept": false, - "reason": "FocalNet and ImageGPT are different models and different output paths." + "accept": true, + "reason": "The packet marks this issue-linked output-tracing overlap as true." } ] }, "evaluator_result": { - "accept": true, - "feedback": "The summary is well grounded in the packet: it correctly treats most cross-model pairs as separate refactors and isolates the GPT-Neo / GPT-J families as the only plausible duplicate-like clusters. The chosen representative PR 44722 is supported as the broader, later GPT-J/CodeGen variant. The soft-edge accepts are conservative enough given the shared file/issue evidence, and the rejects avoid overstating cross-model similarity." + "accept": false, + "feedback": "Reject: the response is not fully grounded in the packet. The biggest issue is the 44066 vs 44722 verdict: the packet shows 44722 is another GPT-J/CodeGen output-tracing refactor with shared files and a strong true soft-edge, but the analyst rejected it and even mischaracterized 44722 as MPT. The summary is also too narrow in saying the only genuine overlap is the GPT-J/CodeGen thread plus the GPT-Neo pair, because the packet contains other accepted soft edges that should not be omitted if you claim completeness. Please keep the summary conservative and align pair verdicts with the packet evidence." }, "evaluator_used": true, - "retried": false, - "accepted_nontrivial_soft_edge": true, + "retried": true, + "accepted_nontrivial_soft_edge": false, "error_kind": null, "error_message": null }, @@ -28137,12 +28598,12 @@ "pull_request:43997|pull_request:44010", "pull_request:44010|pull_request:44129" ], - "prepared_review_unit_hash": "33d0d8491bd02038bf81644638a96db9499d0fd3822eb75298bada17c8c4f4b4", + "prepared_review_unit_hash": "df8d650d01600f568e9bcdf1b8e7b6c7f4685db02995c08fdc441c3e673f47c0", "component_budget": { "node_count": 28, "item_count": 28, "soft_pair_count": 77, - "serialized_chars": 84502, + "serialized_chars": 84504, "estimated_input_tokens": 21126, "estimated_eval_tokens": 42508 }, @@ -28159,42 +28620,42 @@ "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "These are model-specific refactors to standardized output tracing/capture_outputs across different architectures. They share a theme, but they are not the same concrete bug/change and should not be merged as duplicates.", - "confidence": 0.94, + "summary": "These are all model-specific refactors to adopt the same standardized output-capture infrastructure, but they affect different code paths/models and should not be deduplicated as one bugfix/change.", + "confidence": 0.92, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 44073 is the cleanest representative of the shared refactor pattern: it explicitly wires _can_record_outputs and capture_outputs for a single model and clearly reflects the standardized output-tracing migration.", + "canonical_pr_reason": "PR 44073 is the clearest representative of the shared refactor pattern: it explicitly adopts both `capture_outputs` and `can_return_tuple` and has a direct, descriptive title. That said, the PRs are not true duplicates of each other.", "best_issue_reason": null, - "best_pr_reason": "PR 44073 is the best cluster representative because its title and diff most directly express the common migration pattern without depending on extra test or follow-on changes.", + "best_pr_reason": "PR 44073 is a good cluster representative because it is a concrete instance of the output-tracing migration with a clear scope and naming, while the others are similar but model-specific variants.", "soft_edge_verdicts": [ { "left": "pull_request:44073", "right": "pull_request:44074", "accept": false, - "reason": "Same refactor family, but different models (VisualBert vs TextNet) and distinct code paths; not one mergeable fix." + "reason": "Both are output-tracing refactors, but for different models (VisualBert vs TextNet) with different code paths and changes. Similar pattern, not the same underlying change." }, { "left": "pull_request:44056", "right": "pull_request:44073", "accept": false, - "reason": "Both migrate output tracing, but MPNet and VisualBert are separate implementations with different hooks and semantics." + "reason": "Both migrate model outputs to the new tracing helpers, but MPNet and VisualBert are separate implementations and not mergeable as one PR." }, { "left": "pull_request:44056", "right": "pull_request:44074", "accept": false, - "reason": "Related standardized-output refactors, but MPNet and TextNet are unrelated model code paths and not a single underlying change." + "reason": "Same refactor theme, but different model-specific forward paths and output-recording setup. Not a duplicate fix/change." }, { "left": "pull_request:43997", "right": "pull_request:44010", "accept": false, - "reason": "RegNet and SqueezeBert are different models; the similar decorator import change is only a broad pattern match, not the same bug or PR." + "reason": "RegNet and SqueezeBert are unrelated model implementations. They both adopt similar infrastructure, but they are distinct PRs with distinct code paths." }, { "left": "pull_request:44010", "right": "pull_request:44129", "accept": false, - "reason": "Both touch output-handling, but SqueezeBert and SpeechT5 have different layer logic and output contracts, so they are not duplicates." + "reason": "These touch different models and different output-tracing adjustments. Sharing the same refactor theme is not enough to treat them as duplicates." } ] }, @@ -28274,274 +28735,274 @@ "pull_request:44028|pull_request:44030", "pull_request:44029|pull_request:44030" ], - "prepared_review_unit_hash": "da98912f7815f0dea83361a042290f97a5166b4138f8d2bd6e1472721d97a272", + "prepared_review_unit_hash": "6075a948aafce841cbbd3b765f95062665dc66ba36cf2899c39892ce6f551e96", "component_budget": { "node_count": 13, "item_count": 13, "soft_pair_count": 40, - "serialized_chars": 40188, - "estimated_input_tokens": 10047, - "estimated_eval_tokens": 20350 + "serialized_chars": 40175, + "estimated_input_tokens": 10044, + "estimated_eval_tokens": 20344 }, "budget": { "node_count": 13, "item_count": 13, "soft_pair_count": 40, - "serialized_chars": 40188, - "estimated_input_tokens": 10047, - "estimated_eval_tokens": 20350 + "serialized_chars": 40175, + "estimated_input_tokens": 10044, + "estimated_eval_tokens": 20344 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "A cluster of independent model-specific PRs applying the same output-tracing refactor pattern. They look related by tooling/theme, but each changes a different model code path, so they are not duplicates.", - "confidence": 0.96, + "summary": "These PRs are all model-local output-tracing refactors, but they target different architectures and code paths, so they should not be treated as duplicates of one another.", + "confidence": 0.93, "canonical_issue_reason": null, - "canonical_pr_reason": "No issue links are present. PR 44003 is the best representative because it is the broadest example of the refactor pattern, adding the shared tracing utilities and touching multiple closely related model implementations.", + "canonical_pr_reason": "PR 44025 is the best representative of the cluster because it is a clear output-tracing refactor and spans both the main and prompt depth-anything variants, making it the most central example of the pattern.", "best_issue_reason": null, - "best_pr_reason": "PR 44003 is the clearest standalone representative of the shared output-tracing refactor theme, with a broader multi-file change than the single-model wrappers.", + "best_pr_reason": "PR 44025 is the strongest standalone representative of the refactor theme, but it is not a duplicate of the others; it best captures the recurring change pattern with the broadest local scope.", "soft_edge_verdicts": [ { "left": "pull_request:43998", "right": "pull_request:44002", "accept": false, - "reason": "Different model/code paths (timm_backbone vs upernet); same tracing refactor theme, not the same change." + "reason": "Same refactor theme, but different models and forward paths (timm_backbone vs upernet); not the same underlying bug/change." }, { "left": "pull_request:43998", "right": "pull_request:44000", "accept": false, - "reason": "Different model/code paths (timm_backbone vs vision_text_dual_encoder); similar refactor pattern only." + "reason": "Both are output-tracing refactors, but they affect unrelated model families and code paths." }, { "left": "pull_request:43998", "right": "pull_request:44001", "accept": false, - "reason": "Different model/code paths (timm_backbone vs univnet); same output-tracing refactor pattern, not duplicate work." + "reason": "Different architectures and implementation paths; no concrete duplicate change." }, { "left": "pull_request:43998", "right": "pull_request:44003", "accept": false, - "reason": "Different model families and implementations; shared utility usage does not make them the same bug/change." + "reason": "Timm backbone and falcon/mamba are unrelated model implementations; this is only a shared refactor pattern." }, { "left": "pull_request:43998", "right": "pull_request:44029", "accept": false, - "reason": "Different model/code paths (timm_backbone vs rwkv); similar refactor theme only." + "reason": "Distinct model code paths; not the same bug or fix." }, { "left": "pull_request:43999", "right": "pull_request:44001", "accept": false, - "reason": "Different model code paths (mobilenet_v1 vs univnet); both refactor outputs, but not the same change." + "reason": "Mobilenet_v1 and univnet are unrelated; the similarity is only superficial refactoring." }, { "left": "pull_request:43999", "right": "pull_request:44002", "accept": false, - "reason": "Different model families and files; same tracing modernization, not duplicate functionality." + "reason": "Different models and different forward implementations; not duplicates." }, { "left": "pull_request:43999", "right": "pull_request:44025", "accept": false, - "reason": "Different model/code paths (mobilenet_v1 vs depth_anything); only the refactor style matches." + "reason": "Mechanical output-tracing updates in different models; no shared concrete change." }, { "left": "pull_request:43999", "right": "pull_request:44026", "accept": false, - "reason": "Different model/code paths (mobilenet_v1 vs vision_encoder_decoder); not the same underlying bug or fix." + "reason": "Different model families and APIs; not the same underlying fix." }, { "left": "pull_request:43999", "right": "pull_request:44027", "accept": false, - "reason": "Different model/code paths (mobilenet_v1 vs speech_encoder_decoder); same pattern, different implementation." + "reason": "Same general refactor style, but separate encoder-decoder stacks and code paths." }, { "left": "pull_request:44000", "right": "pull_request:44001", "accept": false, - "reason": "Different model/code paths (vision_text_dual_encoder vs univnet); shared refactor theme only." + "reason": "Vision-text dual encoder and univnet are unrelated; no duplicated bug/change." }, { "left": "pull_request:44000", "right": "pull_request:44002", "accept": false, - "reason": "Different model code paths (vision_text_dual_encoder vs upernet); not the same concrete change." + "reason": "These touch different model implementations, so they are not mergeable as one PR for the same issue." }, { "left": "pull_request:44000", "right": "pull_request:44003", "accept": false, - "reason": "Different model families (vision_text_dual_encoder vs mamba/falcon_mamba); same tracing refactor pattern, not duplicate." + "reason": "Different subsystems and forward logic; only the refactor motif matches." }, { "left": "pull_request:44000", "right": "pull_request:44025", "accept": false, - "reason": "Different model/code paths (vision_text_dual_encoder vs depth_anything); not the same underlying fix." + "reason": "Separate model-local refactors with no shared code-path problem." }, { "left": "pull_request:44001", "right": "pull_request:44002", "accept": false, - "reason": "Different model/code paths (univnet vs upernet); same output-tracing cleanup, not one mergeable fix." + "reason": "Univnet and upernet are unrelated models; this is not one concrete bug fix." }, { "left": "pull_request:44001", "right": "pull_request:44003", "accept": false, - "reason": "Different model code paths (univnet vs mamba/falcon_mamba); shared theme only." + "reason": "Different architectures and outputs; not the same underlying change." }, { "left": "pull_request:44001", "right": "pull_request:44025", "accept": false, - "reason": "Different model/code paths (univnet vs depth_anything); similar refactor pattern only." + "reason": "Separate model-specific output tracing changes, not duplicates." }, { "left": "pull_request:44002", "right": "pull_request:44029", "accept": false, - "reason": "Different model/code paths (upernet vs rwkv); same tracing modernization, not the same bug/change." + "reason": "Upernet segmentation and RWKV recurrent code paths are unrelated." }, { "left": "pull_request:44002", "right": "pull_request:44003", "accept": false, - "reason": "Different model families and implementations; not a single concrete code-path fix." + "reason": "Different model families and no shared bug being fixed." }, { "left": "pull_request:44003", "right": "pull_request:44028", "accept": false, - "reason": "Different model/code paths (mamba/falcon_mamba vs superpoint); same refactor style, not duplicate work." + "reason": "Falcon/mamba and superpoint have unrelated implementations; not the same code-path issue." }, { "left": "pull_request:44003", "right": "pull_request:44004", "accept": false, - "reason": "Different model code paths (mamba/falcon_mamba vs codegen); both touch output handling, but they are separate fixes." + "reason": "Different model architectures and different forward/caching behavior." }, { "left": "pull_request:43998", "right": "pull_request:44004", "accept": false, - "reason": "Different model/code paths (timm_backbone vs codegen); shared output-tracing refactor only." + "reason": "Timm backbone and codegen are unrelated; similarity is only at the refactor label level." }, { "left": "pull_request:44001", "right": "pull_request:44004", "accept": false, - "reason": "Different model/code paths (univnet vs codegen); not the same underlying change." + "reason": "Univnet audio model vs codegen language model; not the same fix." }, { "left": "pull_request:44002", "right": "pull_request:44004", "accept": false, - "reason": "Different model/code paths (upernet vs codegen); same modernization pattern, not duplicate." + "reason": "Different code paths and model types; not duplicates." }, { "left": "pull_request:44000", "right": "pull_request:44004", "accept": false, - "reason": "Different model/code paths (vision_text_dual_encoder vs codegen); similar refactor theme only." + "reason": "Different model families with no shared concrete bug." }, { "left": "pull_request:44025", "right": "pull_request:44026", "accept": false, - "reason": "Different model families (depth_anything vs vision_encoder_decoder); same tracing refactor pattern, not one change." + "reason": "Both are output-tracing refactors, but depth-anything and vision-encoder-decoder are different model paths and cannot be merged as one duplicate fix." }, { "left": "pull_request:44025", "right": "pull_request:44027", "accept": false, - "reason": "Different model families (depth_anything vs speech_encoder_decoder); not the same code-path problem." + "reason": "Different encoder-decoder families and different target code paths." }, { "left": "pull_request:44025", "right": "pull_request:44028", "accept": false, - "reason": "Different model/code paths (depth_anything vs superpoint); shared refactor theme only." + "reason": "Depth-anything and superpoint are unrelated models; not the same underlying change." }, { "left": "pull_request:44025", "right": "pull_request:44029", "accept": false, - "reason": "Different model/code paths (depth_anything vs rwkv); same output-tracing idea, but separate implementations." + "reason": "Different architectures and output handling paths; no duplicate bug/change." }, { "left": "pull_request:44025", "right": "pull_request:44030", "accept": false, - "reason": "Different model/code paths (depth_anything vs DPR); not the same concrete fix." + "reason": "Depth-anything and DPR are separate model implementations, so this is not one concrete fix." }, { "left": "pull_request:44026", "right": "pull_request:44029", "accept": false, - "reason": "Different model/code paths (vision_encoder_decoder vs rwkv); same refactor pattern only." + "reason": "Vision-encoder-decoder and RWKV are unrelated code paths." }, { "left": "pull_request:44026", "right": "pull_request:44027", "accept": false, - "reason": "Different model families (vision_encoder_decoder vs speech_encoder_decoder); not duplicate changes." + "reason": "Both are encoder-decoder wrappers, but they are different modality-specific implementations and not the same concrete change." }, { "left": "pull_request:44026", "right": "pull_request:44028", "accept": false, - "reason": "Different model/code paths (vision_encoder_decoder vs superpoint); similar tracing cleanup, not one bug." + "reason": "Different models and different output/tracing mechanisms; not duplicates." }, { "left": "pull_request:44026", "right": "pull_request:44030", "accept": false, - "reason": "Different model/code paths (vision_encoder_decoder vs DPR); same theme, different fix." + "reason": "Vision-encoder-decoder and DPR are unrelated; only the refactor theme overlaps." }, { "left": "pull_request:44027", "right": "pull_request:44028", "accept": false, - "reason": "Different model/code paths (speech_encoder_decoder vs superpoint); not the same underlying change." + "reason": "Speech-encoder-decoder and superpoint are unrelated model code paths." }, { "left": "pull_request:44027", "right": "pull_request:44029", "accept": false, - "reason": "Different model/code paths (speech_encoder_decoder vs rwkv); shared output-tracing refactor only." + "reason": "Different architectures and behavior; not the same underlying bug or refactor." }, { "left": "pull_request:44027", "right": "pull_request:44030", "accept": false, - "reason": "Different model/code paths (speech_encoder_decoder vs DPR); not mergeable as one PR." + "reason": "Speech-encoder-decoder and DPR are separate models with no shared concrete fix." }, { "left": "pull_request:44028", "right": "pull_request:44029", "accept": false, - "reason": "Different model/code paths (superpoint vs rwkv); same refactor family, different implementations." + "reason": "Superpoint and RWKV are unrelated; no single bug/change spans both." }, { "left": "pull_request:44028", "right": "pull_request:44030", "accept": false, - "reason": "Different model/code paths (superpoint vs DPR); not the same concrete bug/change." + "reason": "Different model families and code paths; not duplicates." }, { "left": "pull_request:44029", "right": "pull_request:44030", "accept": false, - "reason": "Different model/code paths (rwkv vs DPR); same tracing-related pattern, not duplicate work." + "reason": "RWKV and DPR are distinct implementations; the overlap is only superficial refactoring." } ] }, @@ -28571,7 +29032,7 @@ "soft_pairs": [ "pull_request:44662|pull_request:45401" ], - "prepared_review_unit_hash": "442aec03ce1ab90358d65d8007aa804d21323953dd7b00b6bf4c7b2c5b01dfca", + "prepared_review_unit_hash": "dd652eb97e25567728dd42e75f1e87420cfe4abc49ff4688329005bf9f17468d", "component_budget": { "node_count": 2, "item_count": 2, @@ -28593,18 +29054,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These are two separate model-addition PRs for different models (PenguinVL vs Voxtral TTS). They overlap only on shared Transformers integration files and docs scaffolding, not the same underlying change.", - "confidence": 0.95, + "summary": "These are unrelated model-addition PRs (PenguinVL vs Voxtral TTS). They share only broad Transformers integration files, not the same underlying feature or code path.", + "confidence": 0.98, "canonical_issue_reason": null, - "canonical_pr_reason": "PR #45401 is the better canonical PR because it has an explicit issue target and a focused, well-scoped addition for Voxtral TTS.", + "canonical_pr_reason": "PR 45401 is the cleaner representative: it has an explicit issue target and a tightly scoped Voxtral TTS implementation; PR 44662 is a separate PenguinVL model add-on.", "best_issue_reason": null, - "best_pr_reason": "PR #45401 is the strongest representative of the cluster as a concrete model integration PR with an explicit tracking issue; #44662 is a separate PenguinVL implementation and not a duplicate.", + "best_pr_reason": "PR 45401 is the better triage anchor for this cluster because it is clearly scoped to one model family and links to its tracking issue; PR 44662 is not a duplicate and represents a different model integration.", "soft_edge_verdicts": [ { "left": "pull_request:44662", "right": "pull_request:45401", "accept": false, - "reason": "Different model implementations for different code paths and model families; shared auto-registration/docs files are incidental and not enough to treat them as the same change." + "reason": "Different model integrations for different architectures/models. The overlap is only in shared framework registration/docs files, not the same concrete bug or change." } ] }, @@ -28634,7 +29095,7 @@ "soft_pairs": [ "pull_request:44979|pull_request:45363" ], - "prepared_review_unit_hash": "b37318bf386dd8908c8330065d4c17d1e9107f8a741ae167d4c8954379542186", + "prepared_review_unit_hash": "330e094453d1b7a6d8a68ee39515ab62d7b16c8b8961f2a0ee7f457143e022d3", "component_budget": { "node_count": 2, "item_count": 2, @@ -28656,18 +29117,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These PRs are thematically related to model/module fusion, but they implement different mechanisms: 44979 adds a general Module Fusion API, while 45363 adds KernelConfig-driven n-to-1 kernel fusion and loader/integration changes. They should not be triaged as duplicates.", - "confidence": 0.93, + "summary": "These two PRs are related in theme (model/module fusion) but they implement different layers of the stack: one adds a new standalone Module Fusion API, while the other wires n-to-1 kernel fusion through KernelConfig and model loading. They do not look like the same concrete change.", + "confidence": 0.91, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 45363 is the more central and complete feature implementation, with core loading/config integration and an example, whereas 44979 is a separate module-fusion API scaffold.", + "canonical_pr_reason": "PR #45363 is the broader, more end-to-end user-facing fusion change: it integrates fusion into loading/config plumbing and includes an example. PR #44979 is a lower-level API foundation, so #45363 is the better cluster representative.", "best_issue_reason": null, - "best_pr_reason": "45363 is the best representative of the cluster because it is the broader, more concrete feature change and touches the actual runtime integration path.", + "best_pr_reason": "PR #45363 is the best representative of the cluster because it covers the most complete fusion workflow and touches the main runtime path, whereas #44979 is mainly an internal API addition and test scaffold.", "soft_edge_verdicts": [ { "left": "pull_request:44979", "right": "pull_request:45363", "accept": false, - "reason": "Different fusion features and code paths: 44979 introduces a generic module-fusion API, while 45363 implements KernelConfig-based n-to-1 kernel fusion. They are conceptually related but not the same underlying change and would not be merged into one PR." + "reason": "Reject: #44979 adds a new Module Fusion API and test file, while #45363 adds KernelConfig-driven n-to-1 fusion integration plus an example. They share a broad fusion theme, but they target different code paths and are not the same mergeable change." } ] }, @@ -28697,7 +29158,7 @@ "soft_pairs": [ "pull_request:45086|pull_request:45317" ], - "prepared_review_unit_hash": "8096d2a80e3e9bfaa4f6037111d31e7019fba82d9b22cf1794de2c59d4a0c72a", + "prepared_review_unit_hash": "446ff2ccf3e64ce3922615a5a94d70cb6e5da3d2fcdea913d264d46fb78762e8", "component_budget": { "node_count": 2, "item_count": 2, @@ -28719,18 +29180,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Both PRs implement the same Mistral regex patch fix in the same file, with 45317 adding tests and appearing to be the more complete version of the same change.", - "confidence": 0.98, + "summary": "Both PRs fix the same concrete Mistral regex patching AttributeError by switching from `tokenizer.backend_tokenizer.pre_tokenizer` to `tokenizer.pre_tokenizer`; 45317 is the more complete variant because it includes tests and broader validation.", + "confidence": 0.96, "canonical_issue_reason": null, - "canonical_pr_reason": "45317 is the stronger canonical PR: it contains the same fix as 45086 plus test coverage, making it the more complete representation of the change.", + "canonical_pr_reason": "PR #45317 is the better canonical PR because it addresses the same bug as #45086 but adds test coverage and appears to be the more fully developed fix.", "best_issue_reason": null, - "best_pr_reason": "45317 is the best PR to keep because it addresses the same AttributeError fix and also includes a test file, so it is the most complete and merge-ready candidate.", + "best_pr_reason": "PR #45317 is the strongest representative of the cluster: same code-path fix, same target issue, and it includes tests while remaining narrowly focused on the AttributeError in `_patch_mistral_regex`.", "soft_edge_verdicts": [ { "left": "pull_request:45086", "right": "pull_request:45317", "accept": true, - "reason": "Accept: both PRs patch the same _patch_mistral_regex AttributeError on the same code path in the same file; 45317 is essentially the same fix with added tests, so they are duplicates of the underlying change." + "reason": "Same underlying bug and same code change in `_patch_mistral_regex`; the second PR is a fuller version with tests, so they are duplicates of the same fix rather than separate changes." } ] }, @@ -28760,7 +29221,7 @@ "soft_pairs": [ "pull_request:45115|pull_request:45569" ], - "prepared_review_unit_hash": "0aee358b3dbffec0202c3f6759a4efd0c4f5ab86f9d3e0c987d582fe06380220", + "prepared_review_unit_hash": "35d1daea2375ef116e6d18175cc7eb6bce5370c47bce4979f01bf5d2e754db47", "component_budget": { "node_count": 2, "item_count": 2, @@ -28782,18 +29243,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These are related NemotronH changes, but they target different problems: one is a conversion-mapping refactor for NemotronH weights, the other is a broad model split/refactor into NemotronH dense and sparse variants with docs and auto-mapping updates.", + "summary": "The two PRs are related to NemotronH modeling work but they target different changes: one is a narrower refactor/conversion-mapping update, while the other is a broader split into dedicated NemotronH Dense/Sparse model implementations with docs and auto-mapping updates. They are not the same underlying fix/change.", "confidence": 0.91, "canonical_issue_reason": null, - "canonical_pr_reason": "No issue present; as a PR candidate, 45569 is the broader and more concrete end-state change, covering the model split and user-facing docs/mappings, while 45115 is a narrower conversion helper refactor.", + "canonical_pr_reason": "PR #45569 is the better representative because it is the broader, more complete NemotronH architecture change and includes the dedicated dense/sparse model split plus docs and auto-mapping updates.", "best_issue_reason": null, - "best_pr_reason": "45569 is the better representative PR because it implements the larger architectural change and touches the full set of files needed for the new NemotronH dense/sparse model structure.", + "best_pr_reason": "PR #45569 is the strongest candidate for the cluster since it covers the main model-structure change across multiple files, whereas PR #45115 is a narrower follow-on refactor focused mainly on inheritance and conversion key renames.", "soft_edge_verdicts": [ { "left": "pull_request:45115", "right": "pull_request:45569", "accept": false, - "reason": "Both touch NemotronH-related code, but 45115 is specifically about checkpoint conversion key renaming, while 45569 is a broader refactor that splits NemotronH into dense/sparse variants and updates docs, auto mappings, and model code. They are not the same underlying change and would not plausibly be merged as one PR." + "reason": "Related NemotronH work, but not the same concrete change: #45115 is a focused refactor/conversion-mapping update, while #45569 introduces dedicated dense/sparse model packages and broader model/docs plumbing." } ] }, @@ -28823,7 +29284,7 @@ "soft_pairs": [ "pull_request:45415|pull_request:45425" ], - "prepared_review_unit_hash": "9bc2e8ce036eac87af90925e2f3391d8a3190bdb7e288fc7fcdfd761288ecfd1", + "prepared_review_unit_hash": "8f614c506f8a0beb4a0e4393a2392a0cad4b29748752bf9100a7f785c6d74363", "component_budget": { "node_count": 2, "item_count": 2, @@ -28845,18 +29306,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Two open PRs about typing/type-checking in Transformers, but they are not duplicates: PR 45415 is a broad repo-wide type-checking sweep, while PR 45425 is a focused typing-infrastructure change centered on _typing.py and a few call sites. The shared filenames are incidental overlap, not the same concrete fix.", - "confidence": 0.91, + "summary": "Both items are open typing-focused pull requests, but they address different changes: one is a broad type-checking sweep across many `src/transformers/*.py` files, while the other adds typing helpers and targeted annotations around `modeling_utils`/PEFT integration. The shared files are not enough to treat them as the same PR-worthy change.", + "confidence": 0.89, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 45425 is the better representative of a specific typing change set; PR 45415 is a much broader type-checking pass with pyproject lint config changes and many unrelated file edits.", + "canonical_pr_reason": "PR #45425 is the better representative of the cluster because it has a narrower, coherent typing-infra goal centered on `_typing.py` and related integration code, whereas #45415 is a broad repo-wide type-checking cleanup.", "best_issue_reason": null, - "best_pr_reason": "PR 45425 is the best single PR to keep as the focused, coherent change. PR 45415 is too broad and mixes configuration with many file-level typing adjustments.", + "best_pr_reason": "PR #45425 is the most suitable standalone representative since it appears more self-contained and specific; #45415 is a wider sweep that overlaps in a few files but is not the same concrete change.", "soft_edge_verdicts": [ { "left": "pull_request:45415", "right": "pull_request:45425", "accept": false, - "reason": "Both are typing-related, but they address different scopes and change sets: 45415 is a broad type-checking enablement sweep, while 45425 adds typing helper protocols and adjusts a smaller set of call sites. They do not look like one mergeable concrete fix." + "reason": "Both are typing-related, but one is a broad type-checking pass and the other is a targeted typing-helper/annotation change. Shared filenames alone do not indicate the same underlying fix or a mergeable single PR." } ] }, @@ -28886,12 +29347,12 @@ "soft_pairs": [ "pull_request:45548|pull_request:45662" ], - "prepared_review_unit_hash": "ae9c114344234afcb7c5414e8fcca691a44fd81b863dfd6966fc79649645fead", + "prepared_review_unit_hash": "feb985877232f767aee3b89ad26a8a4d83ab851dcadceb5ad4211c4c7d1301c7", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 4508, + "serialized_chars": 4507, "estimated_input_tokens": 1127, "estimated_eval_tokens": 2510 }, @@ -28899,7 +29360,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 4508, + "serialized_chars": 4507, "estimated_input_tokens": 1127, "estimated_eval_tokens": 2510 }, @@ -28908,18 +29369,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These are related only at a very broad EP/model-loading level, but they fix different bugs and touch different code paths. PR #45548 is about preserving distributed_config and adding has_ep for EP + DeepSpeed ZeRO-3 loading via accelerate. PR #45662 is about preventing expert parameters from being overwritten by rank-0 broadcast in EP + FSDP2, with a more invasive distributed loading fix.", - "confidence": 0.95, + "summary": "Two open PRs in the same expert-parallelism area, but they fix different bugs: one is about EP + ZeRO-3 loading/config serialization, the other about EP + FSDP2 rank-0 broadcast overwriting experts. Related subsystem, not the same change.", + "confidence": 0.93, "canonical_issue_reason": null, - "canonical_pr_reason": "PR #45662 is the stronger canonical candidate for the cluster because it addresses a concrete, higher-impact EP loading corruption bug with a fuller cross-file fix; PR #45548 is narrower and mostly handles config serialization / EP detection.", + "canonical_pr_reason": "If one PR must represent this cluster, 45662 is the better canonical candidate because it targets a concrete expert-overwrite failure mode with broader, more specific code changes; 45548 is a separate loading/serialization fix.", "best_issue_reason": null, - "best_pr_reason": "PR #45662 is the best representative of the cluster because it has the more complete end-to-end fix and the clearest concrete failure mode; PR #45548 is adjacent but not the same bug.", + "best_pr_reason": "45662 is the strongest standalone PR here: the title and diff point to a specific EP/FSDP2 corruption path, while 45548 addresses a different accelerate/ZeRO-3 loading issue.", "soft_edge_verdicts": [ { "left": "pull_request:45548", "right": "pull_request:45662", "accept": false, - "reason": "Both concern expert parallelism and loading, but the underlying bugs differ: #45548 preserves distributed_config and adds an EP flag for ZeRO-3/accelerate loading, while #45662 fixes rank-0 broadcast overwriting experts under FSDP2. They are not the same change and would not be merged as one PR." + "reason": "Both concern expert parallelism and share a modeling_utils touchpoint, but the bugs differ: 45548 fixes EP + DeepSpeed ZeRO-3 loading via accelerate launch and config handling, whereas 45662 fixes experts being overwritten by rank-0 broadcast under FSDP2. They are not the same underlying change." } ] }, @@ -28949,7 +29410,7 @@ "soft_pairs": [ "pull_request:45639|pull_request:45645" ], - "prepared_review_unit_hash": "3e02d80f9a0f497c468c47e390253fd938f5ecd30f1f5a15e5943d7102d52e72", + "prepared_review_unit_hash": "669fe6a73ddadcc0920d11fa3eaae761288da3d01b8b3a9a1ffcdcd840ef4bc4", "component_budget": { "node_count": 2, "item_count": 2, @@ -28971,18 +29432,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Both pull requests address the same xdist collision in patched testing debug output; PR 45645 is the broader, more complete version of the same fix.", - "confidence": 0.94, + "summary": "Both PRs target the same xdist-related captured_info handling bug; PR #45645 is the broader, later fix and subsumes the core change from #45639 plus CI log aggregation updates.", + "confidence": 0.9, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 45645 is the best canonical PR because it includes the core xdist-safe logging fix and also updates CI log collection so the new per-worker files are still surfaced.", + "canonical_pr_reason": "PR #45645 is the better canonical choice because it includes the xdist-safe file handling change and also updates the workflow to read multiple captured_info artifacts, making it the more complete end-to-end fix.", "best_issue_reason": null, - "best_pr_reason": "PR 45645 is the strongest standalone representative of the change set: it fixes the collision at the source and preserves downstream debug-log collection.", + "best_pr_reason": "PR #45645 is the strongest representative of the cluster since it covers the core bug fix in testing_utils and the downstream CI behavior needed to preserve the generated debug logs.", "soft_edge_verdicts": [ { "left": "pull_request:45639", "right": "pull_request:45645", "accept": true, - "reason": "Both PRs fix the same underlying captured_info xdist collision in testing_utils; 45645 extends the same fix with workflow handling, so they are mergeable as one change." + "reason": "They address the same underlying captured_info/xdist collision problem, and #45645 contains the same testing_utils fix from #45639 plus the related workflow handling, so they are overlapping implementations of one change." } ] }, @@ -29078,40 +29539,40 @@ "soft_pairs": [ "pull_request:46126|pull_request:46269" ], - "prepared_review_unit_hash": "8a720b0d49dc159f652a0e02afb2db2421739c0edd3c1d6d3eee8d4426681b38", + "prepared_review_unit_hash": "f1608d4418aafd422b086c66a17e7cee85dfabc0aa094dd44f96a8726f7a132b", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 5521, - "estimated_input_tokens": 1381, - "estimated_eval_tokens": 3018 + "serialized_chars": 5525, + "estimated_input_tokens": 1382, + "estimated_eval_tokens": 3020 }, "budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 5521, - "estimated_input_tokens": 1381, - "estimated_eval_tokens": 3018 + "serialized_chars": 5525, + "estimated_input_tokens": 1382, + "estimated_eval_tokens": 3020 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These are related only at the subsystem level: PR 46126 is a focused EP/Trainer integration change, while PR 46269 is a much broader distributed branch-base PR that happens to touch some of the same files. They do not look like the same concrete change or bug fix, so the soft edge should be rejected.", - "confidence": 0.86, + "summary": "These are not duplicates: PR 46126 is a focused EP/Trainer integration change, while PR 46269 is a broad distributed-branch base PR touching many unrelated areas. They overlap in a few distributed filenames, but not the same concrete change.", + "confidence": 0.91, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 46269 is the broader, more central distributed branch-base PR and has more activity; it is the better cluster representative than the narrower EP integration PR.", + "canonical_pr_reason": "PR 46126 is the more canonical change: it is narrowly scoped to EP + Trainer integration and appears to address one concrete distributed feature path.", "best_issue_reason": null, - "best_pr_reason": "PR 46269 is the better overall representative for the cluster because it is larger in scope and more actively discussed, even though it is not a duplicate of 46126.", + "best_pr_reason": "PR 46126 is the best representative of the cluster because it is self-contained and specific; PR 46269 is too broad to serve as a canonical duplicate target.", "soft_edge_verdicts": [ { "left": "pull_request:46126", "right": "pull_request:46269", "accept": false, - "reason": "Shared distributed filenames are not enough here: 46126 is a specific EP + Trainer integration around router/tensor-parallel code, while 46269 is a broad distributed branch-base PR spanning FSDP, accelerate, loading, and other unrelated areas. They do not appear to fix the same concrete code-path problem or be safely mergeable into one PR." + "reason": "Shared distributed files are not enough here. The titles and diffs indicate different scopes: 46126 adds EP/Trainer integration, while 46269 is a broad branch-base PR spanning many modules and likely multiple changes. They do not look like the same underlying fix/change." } ] }, @@ -29179,220 +29640,220 @@ "pull_request:46504|pull_request:46716", "pull_request:46432|pull_request:46716" ], - "prepared_review_unit_hash": "332bde1755e625dc93028eed418ed918f48e9045268541b98dc73efc7ea91448", + "prepared_review_unit_hash": "9ed4dc2878bce7ba84c38e64804e1eb301b338b55e657eeccdcb0fc22decaf66", "component_budget": { "node_count": 10, "item_count": 10, "soft_pair_count": 31, - "serialized_chars": 26686, - "estimated_input_tokens": 6672, - "estimated_eval_tokens": 13600 + "serialized_chars": 26673, + "estimated_input_tokens": 6669, + "estimated_eval_tokens": 13594 }, "budget": { "node_count": 10, "item_count": 10, "soft_pair_count": 31, - "serialized_chars": 26686, - "estimated_input_tokens": 6672, - "estimated_eval_tokens": 13600 + "serialized_chars": 26673, + "estimated_input_tokens": 6669, + "estimated_eval_tokens": 13594 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These are not duplicates: the cluster is a set of unrelated workflow-maintenance PRs that only look similar because of generic titles and a shared CI/workflow theme. The strongest apparent overlaps are within pr-ci-security-gate.yml, but those PRs still implement different hardening changes and should not be merged as one duplicate.", - "confidence": 0.96, + "summary": "Mostly unrelated workflow-chore PRs. The only tight family is the pr-ci-security-gate.yml hardening series, but those PRs change different security details rather than duplicating the same fix.", + "confidence": 0.91, "canonical_issue_reason": null, - "canonical_pr_reason": "No true canonical PR for duplicate triage: the items are heterogeneous. If a representative is needed, 46554 is the most substantive security-related workflow change, but it is not a duplicate of the others.", + "canonical_pr_reason": "PR 46554 is the strongest representative of the only substantive subcluster: it makes the PR CI security gate do real checks, while the others are either unrelated workflow tweaks or smaller hardening follow-ups.", "best_issue_reason": null, - "best_pr_reason": "46554 is the best representative only because it has the clearest concrete workflow hardening and the most substantial diff; the rest are isolated, unrelated workflow tweaks.", + "best_pr_reason": "PR 46554 is the best standalone representative because it contains the clearest concrete behavior change and the most complete security-gate hardening step.", "soft_edge_verdicts": [ { "left": "pull_request:46138", "right": "pull_request:46554", "accept": false, - "reason": "Different workflow changes in different files/paths; only share generic CI-maintenance similarity." + "reason": "Different workflows and different fixes: stdin handling for self-comment CI vs. security checks for PR CI gate." }, { "left": "pull_request:46138", "right": "pull_request:46558", "accept": false, - "reason": "Unrelated workflows: self-comment-ci message handling vs PR CI security-gate permissions/flow." + "reason": "Same broad area of workflow hygiene, but not the same bug or code path." }, { "left": "pull_request:46138", "right": "pull_request:46563", "accept": false, - "reason": "Different self-comment CI vs security-gate workflow hardening; not the same code-path change." + "reason": "Unrelated workflow changes; one is comment input handling, the other is a security-gate workflow refactor." }, { "left": "pull_request:46138", "right": "pull_request:46716", "accept": false, - "reason": "Different workflows and fixes; no shared underlying bug or change." + "reason": "Different workflow files and different security concerns; not a duplicate change." }, { "left": "pull_request:46138", "right": "pull_request:46504", "accept": false, - "reason": "Self-comment CI stdin handling is unrelated to build-ci-docker-images commit-message handling." + "reason": "Both use shell robustness patterns, but they fix different workflows and different command paths." }, { "left": "pull_request:46432", "right": "pull_request:46503", "accept": false, - "reason": "SSH runner hardening is unrelated to benchmark_v2 trigger logic." + "reason": "Unrelated workflows: ssh-runner hardening vs benchmark trigger expansion." }, { "left": "pull_request:46432", "right": "pull_request:46501", "accept": false, - "reason": "Different workflow files and different fixes; only broad CI-maintenance overlap." + "reason": "Different workflow responsibilities and different edits." }, { "left": "pull_request:46432", "right": "pull_request:46502", "accept": false, - "reason": "SSH runner secret handling vs assign-reviewers checkout ref change are separate changes." + "reason": "SSH runner hardening is unrelated to reviewer assignment checkout behavior." }, { "left": "pull_request:46432", "right": "pull_request:46554", "accept": false, - "reason": "Different workflows and different security concerns; not the same concrete change." + "reason": "Different workflows and different security mechanisms." }, { "left": "pull_request:46432", "right": "pull_request:46558", "accept": false, - "reason": "SSH runner changes do not match PR CI security-gate permission changes." + "reason": "Same general hardening theme, but distinct workflow behavior changes." + }, + { + "left": "pull_request:46432", + "right": "pull_request:46563", + "accept": false, + "reason": "Not the same code path; ssh-runner secret handling vs PR CI gate wiring." + }, + { + "left": "pull_request:46432", + "right": "pull_request:46716", + "accept": false, + "reason": "Different workflow files and unrelated changes." }, { "left": "pull_request:46501", "right": "pull_request:46503", "accept": false, - "reason": "Anti-slop permissions and benchmark dispatch logic are unrelated workflow changes." + "reason": "Both are workflow tweaks, but they touch different jobs and unrelated behavior." }, { "left": "pull_request:46501", "right": "pull_request:46502", "accept": false, - "reason": "Different workflows with different fixes; same broad subsystem is not enough." + "reason": "Different workflows: anti-slop permissions vs reviewer checkout ref." }, { "left": "pull_request:46501", "right": "pull_request:46504", "accept": false, - "reason": "Permissions tweak in anti-slop.yml is unrelated to build-ci-docker-images shell fix." + "reason": "Unrelated workflow edits; only the general maintenance style overlaps." }, { "left": "pull_request:46501", "right": "pull_request:46554", "accept": false, - "reason": "Different workflow files and unrelated changes; no same underlying bug." + "reason": "Different security/workflow concerns and different files." }, { "left": "pull_request:46502", "right": "pull_request:46503", "accept": false, - "reason": "Assign-reviewers checkout ref change is unrelated to benchmark_v2 trigger expansion." + "reason": "Reviewer assignment and benchmark triggering are unrelated workflow changes." }, { "left": "pull_request:46502", "right": "pull_request:46504", "accept": false, - "reason": "Different workflow logic and files; not the same fix." + "reason": "Different workflow jobs and no shared concrete bug." }, { "left": "pull_request:46502", "right": "pull_request:46554", "accept": false, - "reason": "Assign-reviewers behavior is unrelated to PR CI security-gate hardening." + "reason": "Different workflow logic and different failure modes." }, { "left": "pull_request:46503", "right": "pull_request:46504", "accept": false, - "reason": "Benchmark workflow trigger change and build-ci-docker-images commit parsing are separate issues." + "reason": "Both are small workflow edits, but they change different commands and triggers." }, { "left": "pull_request:46503", "right": "pull_request:46554", "accept": false, - "reason": "Different workflow behaviors; only generic CI similarity." + "reason": "Benchmark dispatch support is unrelated to PR CI security gating." }, { "left": "pull_request:46504", "right": "pull_request:46554", "accept": false, - "reason": "Build-ci-docker-images commit-message handling is unrelated to PR CI security-gate checks." + "reason": "Similar shell style, but they fix different workflows and different command inputs." }, { "left": "pull_request:46504", "right": "pull_request:46558", "accept": false, - "reason": "Different workflow files and different code paths; not a duplicate change." + "reason": "Not the same change; one adjusts commit-message parsing, the other hardens PR CI gate permissions/flow." }, { "left": "pull_request:46554", "right": "pull_request:46558", "accept": false, - "reason": "Same workflow file, but different fixes: one adds checks/checkout, the other changes permissions and gating." + "reason": "Same workflow file, but different concrete fixes: file-change checks vs permissions/approval gating." }, { "left": "pull_request:46554", "right": "pull_request:46563", "accept": false, - "reason": "Both touch pr-ci-security-gate.yml, but one adds workflow-file checks while the other documents reusable-workflow safety." + "reason": "Both touch the PR CI security gate, but one adds checks and the other switches to a reusable workflow wrapper." }, { "left": "pull_request:46554", "right": "pull_request:46716", "accept": false, - "reason": "Same file, different hardening changes: security-check logic vs secrets inheritance tightening." + "reason": "Shared file path, but different security hardening steps and not the same duplicate change." }, { "left": "pull_request:46558", "right": "pull_request:46563", "accept": false, - "reason": "Both are PR CI gate tweaks, but they address different concerns and cannot be merged as one fix." + "reason": "Different edits to the same workflow file; permissions/approval gating is not the same as reusable-workflow wiring." }, { "left": "pull_request:46558", "right": "pull_request:46716", "accept": false, - "reason": "Distinct changes within the same workflow file; permissions/approval gating vs secrets handling." + "reason": "Both harden the same workflow, but they address different concrete aspects and are not duplicates." }, { "left": "pull_request:46563", "right": "pull_request:46716", "accept": false, - "reason": "Commentary/documentation on reusable workflow safety is not the same as changing secrets: inherit to secrets: {}." + "reason": "Different fixes in the same workflow file: reusable workflow commentary/wiring vs secrets exposure." }, { "left": "pull_request:46504", "right": "pull_request:46563", "accept": false, - "reason": "Build-ci-docker-images shell quoting fix is unrelated to PR CI security-gate notes." + "reason": "Different workflows and unrelated command paths." }, { "left": "pull_request:46432", "right": "pull_request:46563", "accept": false, - "reason": "SSH runner setup and PR CI reusable-workflow notes are separate changes." - }, - { - "left": "pull_request:46504", - "right": "pull_request:46716", - "accept": false, - "reason": "Different workflow files and unrelated fixes; no shared code-path problem." - }, - { - "left": "pull_request:46432", - "right": "pull_request:46716", - "accept": false, - "reason": "SSH runner secret cleanup is unrelated to PR CI security-gate secrets inheritance." + "reason": "Different workflows and unrelated security concerns." } ] }, @@ -29485,12 +29946,12 @@ "soft_pairs": [ "pull_request:46310|pull_request:47162" ], - "prepared_review_unit_hash": "4f074df1d0be4c8c2b2e36c2db9cc809366b556e9d942e991343a73736599ade", + "prepared_review_unit_hash": "706138a4d19e1cd2b5825cd05e86e600d2d173f71bbfa78d140bb8d95b6c4667", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 4882, + "serialized_chars": 4883, "estimated_input_tokens": 1221, "estimated_eval_tokens": 2698 }, @@ -29498,7 +29959,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 4882, + "serialized_chars": 4883, "estimated_input_tokens": 1221, "estimated_eval_tokens": 2698 }, @@ -29507,18 +29968,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Both PRs address the same off-by-one bug in the right-side sliding window mask (`-dist <= right_window_size` vs `<`). PR 47162 is the broader, more complete fix, also covering a second identical implementation and tests.", - "confidence": 0.91, + "summary": "Both pull requests fix the same off-by-one error in the sliding window right boundary for MoonshineStreaming. PR 47162 is the broader, more complete patch and also includes a related Gemma4 fix plus tests.", + "confidence": 0.92, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 47162 is the better canonical PR because it fixes the same bug in MoonshineStreaming plus the analogous Gemma4 implementation and adds tests, making it the more complete change set.", + "canonical_pr_reason": "PR 47162 is the best canonical PR because it covers the MoonshineStreaming off-by-one fix, adds the related Gemma4 same-pattern correction, and includes tests; PR 46310 is a narrower subset of the same change.", "best_issue_reason": null, - "best_pr_reason": "PR 47162 is the best representative because it covers the full scope of the underlying off-by-one mask bug across all affected code paths, not just the narrower MoonshineStreaming files.", + "best_pr_reason": "PR 47162 is the strongest representative of the cluster: same concrete bug, broader coverage, and test addition make it the most complete implementation.", "soft_edge_verdicts": [ { "left": "pull_request:46310", "right": "pull_request:47162", "accept": true, - "reason": "Same underlying off-by-one right-window masking bug and same fix pattern; 47162 is a superset of 46310 and could plausibly be merged as one PR." + "reason": "Same underlying off-by-one bug in MoonshineStreaming's right-window mask. PR 47162 contains the same fix plus a related Gemma4 adjustment, so the two are merge-compatible manifestations of the same code-path change." } ] }, @@ -29548,12 +30009,12 @@ "soft_pairs": [ "pull_request:46574|pull_request:46580" ], - "prepared_review_unit_hash": "87a35af9f8a00434ea731c245dd6dfaf136fadb55aa34bceea1beda33a6b2eee", + "prepared_review_unit_hash": "3af04b1ada4f52fe1d6b9fac22ea87f5aff1d98de229befa64473cba9e24c67a", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 4410, + "serialized_chars": 4409, "estimated_input_tokens": 1103, "estimated_eval_tokens": 2462 }, @@ -29561,7 +30022,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 4410, + "serialized_chars": 4409, "estimated_input_tokens": 1103, "estimated_eval_tokens": 2462 }, @@ -29570,18 +30031,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These two PRs are unrelated fixes in tokenization code: one corrects CodeLlama decode stripping, the other teaches auto-tokenization to pick the right tokenizer for specific DeepSeek checkpoints. They should not be clustered as duplicates.", - "confidence": 0.96, + "summary": "The two pull requests are not duplicates: one fixes CodeLlama decode stripping of real leading spaces, while the other adds DeepSeek-Coder/DeepSeek-LLM checkpoint-specific tokenizer overrides to avoid loading the wrong tokenizer class. They touch different code paths and solve different bugs.", + "confidence": 0.97, "canonical_issue_reason": null, - "canonical_pr_reason": "No single issue/PR unifies both changes; if forced to pick a representative, PR #46574 is a more concrete, self-contained bug fix with a narrower code path.", + "canonical_pr_reason": null, "best_issue_reason": null, - "best_pr_reason": "PR #46574 is the cleaner exemplar of the cluster because it fixes a specific, reproducible decode bug in one tokenizer implementation. PR #46580 addresses a different model-class selection problem in auto-tokenization.", + "best_pr_reason": "PR #46574 is the better standalone representative because it targets a single, concrete decode-path bug in one tokenizer with a narrowly scoped code change and test coverage. PR #46580 is a broader checkpoint-routing workaround for a different model family.", "soft_edge_verdicts": [ { "left": "pull_request:46574", "right": "pull_request:46580", "accept": false, - "reason": "Different bugs and different code paths: CodeLlama decoder stripping on decode vs. auto tokenizer class selection for DeepSeek checkpoints. They would not plausibly be merged into one PR." + "reason": "Different bugs and different fixes: CodeLlama decode stripping vs DeepSeek tokenizer-class misrouting. They are not the same underlying change." } ] }, @@ -29603,63 +30064,48 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-46903-3", + "cluster_id": "cluster-46958-2", "nodes": [ - "pull_request:46903", "pull_request:46958", "pull_request:47090" ], "soft_pairs": [ - "pull_request:46903|pull_request:47090", - "pull_request:46903|pull_request:46958", "pull_request:46958|pull_request:47090" ], - "prepared_review_unit_hash": "d3d936a0c5d3fd5cd1727bf7bc5ca0af615b4d48010630b40916b3975afed44f", + "prepared_review_unit_hash": "e8492eeab0fa1151bbad26bdd2274aba1930e28b10436fe4ed85b4d583b9f072", "component_budget": { - "node_count": 3, - "item_count": 3, - "soft_pair_count": 3, - "serialized_chars": 8781, - "estimated_input_tokens": 2196, - "estimated_eval_tokens": 4648 + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 5376, + "estimated_input_tokens": 1344, + "estimated_eval_tokens": 2944 }, "budget": { - "node_count": 3, - "item_count": 3, - "soft_pair_count": 3, - "serialized_chars": 8781, - "estimated_input_tokens": 2196, - "estimated_eval_tokens": 4648 + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 5376, + "estimated_input_tokens": 1344, + "estimated_eval_tokens": 2944 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "46958 and 47090 are duplicates for the CohereASR training-loss double-shift bug; 47090 is the better canonical PR because it keeps the framework loss path intact while 46958 replaces it with a direct CrossEntropyLoss. 46903 is related in theme but targets a different model set and should not be merged with the others.", + "summary": "Both PRs fix the same CohereASR training-loss double-shift bug; PR 47090 is the more complete and correct fix, while PR 46958 is a narrower earlier attempt.", "confidence": 0.89, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 47090 is the best canonical PR: it fixes the same CohereASR loss-shift bug as 46958, but does so in the more correct way by preserving the shared loss helper behavior (including reduction/accumulation handling) and by extending the fix to the additional affected models.", + "canonical_pr_reason": "PR 47090 is the better canonical representative because it uses the model\u2019s loss helper with shift_labels, preserves reduction semantics, and addresses the same bug more comprehensively across related models.", "best_issue_reason": null, - "best_pr_reason": "PR 47090 is the strongest representative of the duplicate cluster because it addresses the same concrete CohereASR bug as 46958 with a cleaner implementation and broader coverage, while 46903 is a separate model-specific change.", + "best_pr_reason": "PR 47090 is the strongest overall fix: it targets the exact CohereASR loss-shift problem with the framework\u2019s intended loss path and includes the broader follow-up coverage.", "soft_edge_verdicts": [ - { - "left": "pull_request:46903", - "right": "pull_request:47090", - "accept": false, - "reason": "Both touch similar loss-shift logic, but they target different model sets and different explicit issue contexts; this is a pattern match, not the same underlying PR change." - }, - { - "left": "pull_request:46903", - "right": "pull_request:46958", - "accept": false, - "reason": "They overlap on CohereASR files, but 46903 is centered on PPFormulaNet and a broader multi-model refactor; the concrete fix scope is not the same PR-level bug." - }, { "left": "pull_request:46958", "right": "pull_request:47090", "accept": true, - "reason": "Same concrete CohereASR double-shift loss bug; 47090 is essentially a superset/cleaner implementation of the same fix and could plausibly subsume 46958." + "reason": "Same underlying CohereASR training-loss double-shift bug at the same code path; 47090 is a more complete implementation of the same fix, so these are close enough to treat as duplicates/superseding PRs." } ] }, @@ -29689,7 +30135,7 @@ "soft_pairs": [ "pull_request:47140|pull_request:47303" ], - "prepared_review_unit_hash": "c4537ae967adc6f6c16a357098e3c77e7cebcebdab12b0580cf1e9c08008796e", + "prepared_review_unit_hash": "2312869cf29e8f67920d80c8be2b2102524744645adef4d092236a944037f2ab", "component_budget": { "node_count": 2, "item_count": 2, @@ -29711,25 +30157,28 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Two open PRs touch the same chat CLI area and both address management URLs around a `/v1` base, but they are not duplicates: one normalizes the stored base URL, while the other rewrites an individual management request to the service root.", - "confidence": 0.86, + "summary": "Both PRs address the chat CLI\u2019s management URL construction in `src/transformers/cli/chat.py`, specifically handling cases where the chat server base URL includes `/v1` and management endpoints must be sent to the service root. They look like overlapping fixes for the same underlying routing bug.", + "confidence": 0.84, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 47303 is the better canonical representative because it targets the broader routing problem directly, routing management calls to the service root rather than only normalizing the base URL object.", + "canonical_pr_reason": "PR 47303 is the cleaner representative: it explicitly routes chat management calls to the service root and uses a dedicated helper for that normalization, matching the underlying bug more directly.", "best_issue_reason": null, - "best_pr_reason": "PR 47303 is the strongest standalone fix: its helper and request update more explicitly align management endpoints with the service root, making it the more complete and general solution.", + "best_pr_reason": "PR 47303 appears to be the most complete and directly scoped fix for the service-root routing problem, so it is the best single PR to keep as the canonical representative.", "soft_edge_verdicts": [ { "left": "pull_request:47140", "right": "pull_request:47303", - "accept": false, - "reason": "Related but not the same concrete change: 47140 normalizes the chat CLI base URL when it ends in `/v1`, while 47303 changes the management request routing to the service root. They touch the same file, but they are different code-path fixes and should not be merged as duplicates." + "accept": true, + "reason": "Both PRs fix the same chat CLI management URL bug for base URLs ending in `/v1` and touch the same code path/files, so they are plausibly mergeable into one change." } ] }, - "evaluator_result": null, - "evaluator_used": false, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet: both PRs touch `src/transformers/cli/chat.py` and `tests/cli/test_chat.py`, and both address management URL handling for chat CLI calls when the base URL involves `/v1`. The soft-edge mergeability call is conservative enough, since the changes look like two overlapping fixes for the same routing bug and could be reconciled into one PR." + }, + "evaluator_used": true, "retried": false, - "accepted_nontrivial_soft_edge": false, + "accepted_nontrivial_soft_edge": true, "error_kind": null, "error_message": null }, @@ -29752,12 +30201,12 @@ "soft_pairs": [ "pull_request:47261|pull_request:47262" ], - "prepared_review_unit_hash": "b1868f7f03e4dc20f23e2bb9f61b3097b37fc697d8e0c03c0b6830eed33f4330", + "prepared_review_unit_hash": "c0a98461245789bdfa150fc0f37cd4d552d0482a71db4b0d483bf1e397f9274b", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 4419, + "serialized_chars": 4418, "estimated_input_tokens": 1105, "estimated_eval_tokens": 2466 }, @@ -29765,7 +30214,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 4419, + "serialized_chars": 4418, "estimated_input_tokens": 1105, "estimated_eval_tokens": 2466 }, @@ -29774,18 +30223,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These are two unrelated pull requests: one fixes label-smoothing loss scaling during gradient accumulation, while the other adds and enforces `min_tokens_to_keep` in `TopHLogitsWarper`. They do not share the same underlying bug or change and should not be clustered as duplicates.", - "confidence": 0.96, + "summary": "These two pull requests address unrelated bugs in different parts of the library: one fixes Trainer label smoothing under gradient accumulation, the other fixes TopHLogitsWarper\u2019s min_tokens_to_keep handling. They should not be clustered together.", + "confidence": 0.99, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 47261 is the stronger canonical PR for this cluster because it has an explicit issue link and a narrowly defined, concrete bug fix tied to training loss scaling.", + "canonical_pr_reason": "PR #47261 is the better canonical PR because it has an explicit issue target (#46731) and a clearly scoped Trainer/label smoothing fix.", "best_issue_reason": null, - "best_pr_reason": "PR 47261 is the best representative PR because it has the clearest problem statement, explicit tracking issue, and the more directly actionable fix description.", + "best_pr_reason": "PR #47261 is the stronger representative overall because it is tightly tied to a specific reported bug and has more discussion/activity around the exact code path.", "soft_edge_verdicts": [ { - "left": "pull_request:47261", - "right": "pull_request:47262", + "left": "Fix gradient inflation when combining label smoothing with gradient accumulation", + "right": "Respect min_tokens_to_keep in TopHLogitsWarper", "accept": false, - "reason": "Different code paths and problems: gradient accumulation/label smoothing in `Trainer` vs logits warping behavior in generation. They are not the same underlying fix and would not plausibly merge into one PR." + "reason": "Different subsystems and different failure modes: Trainer loss scaling vs generation logits warping. They are not the same underlying change." } ] }, @@ -29815,7 +30264,7 @@ "soft_pairs": [ "pull_request:47315|pull_request:47430" ], - "prepared_review_unit_hash": "ff97ca40863b1544f71a48c562435c215b32902a565c03af616a42138e6ea441", + "prepared_review_unit_hash": "16c042675e85d55f2aec0bb5f36c207af782166145c249bd33d16c3d2434b3a8", "component_budget": { "node_count": 2, "item_count": 2, @@ -29837,18 +30286,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "The two PRs are in the same compressed_tensors MoE decompression area, but they fix different bugs: one corrects packed-shape reconstruction for non-32-divisible bit widths, while the other collects zero_point for asymmetric weights. They should not be treated as duplicates.", - "confidence": 0.95, + "summary": "These PRs are related by file and subsystem, but they fix different MoE decompression bugs: 47315 handles incorrect shape reconstruction for non-32-divisible bit widths, while 47430 adds zero_point handling for asymmetric quantization.", + "confidence": 0.98, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 47430 is the better representative of the cluster because it is the more complete decompression-path change, spanning both compressed_tensors and quantizer handling for asymmetric MoE experts.", + "canonical_pr_reason": "47315 is the better canonical representative because it addresses a single, well-scoped decompression bug with a concrete failure mode and a direct fix.", "best_issue_reason": null, - "best_pr_reason": "PR 47430 is the strongest standalone candidate: it addresses a concrete decompression bug, includes the supporting quantizer-side change, and is more self-contained than the narrower shape-fallback fix.", + "best_pr_reason": "47315 is the strongest stand-alone representative here because it precisely describes the bug and contains the most self-contained change.", "soft_edge_verdicts": [ { "left": "pull_request:47315", "right": "pull_request:47430", "accept": false, - "reason": "Related subsystem, but different underlying bugs and code paths: 47315 fixes incorrect weight_shape fallback for 3/5/6/7-bit packing, while 47430 fixes missing zero_point propagation for asymmetric experts." + "reason": "Different underlying bugs: one fixes packed-shape inference for certain bit widths, the other propagates zero_point for asymmetric MoE decompression. Shared file/subsystem is not enough to treat them as duplicates." } ] }, @@ -29878,7 +30327,7 @@ "soft_pairs": [ "pull_request:47400|pull_request:47421" ], - "prepared_review_unit_hash": "9ba3034c355c464efef8a1d60daa8c1cc73e2e22b499dbb4e8093c4c299a2385", + "prepared_review_unit_hash": "21319e693bdc8e174bafa29fd5bba353e8049a72291027c44acf5fa35233cbba", "component_budget": { "node_count": 2, "item_count": 2, @@ -29900,18 +30349,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Two feature PRs with similar GGUF loading scaffolding, but they target different model integrations: Phi-2 vs DeepSeek-V3 (deepseek2 arch). They share files and implementation areas, yet are not the same underlying change.", - "confidence": 0.97, + "summary": "Both pull requests are separate GGUF model-support additions in the same integration area, but they target different models (Phi-2 vs DeepSeek-V3) and are not the same underlying change.", + "confidence": 0.96, "canonical_issue_reason": null, - "canonical_pr_reason": null, + "canonical_pr_reason": "47421 is the more recent and more specific GGUF support PR, but it should be treated as a separate change rather than a duplicate of 47400.", "best_issue_reason": null, - "best_pr_reason": "No single best duplicate representative: these are separate GGUF support additions for different architectures, so neither PR should be treated as the canonical counterpart of the other.", + "best_pr_reason": "47421 is the stronger standalone representative because it adds a distinct model target and appears to be the later, more specific follow-up in the same GGUF support area.", "soft_edge_verdicts": [ { "left": "pull_request:47400", "right": "pull_request:47421", "accept": false, - "reason": "They touch the same GGUF support code paths, but one adds Phi-2 support and the other adds DeepSeek-V3 support; different concrete model integrations, so not duplicates." + "reason": "Different model targets and different concrete support work; the shared files reflect the same GGUF integration surface, not the same bug or change." } ] }, diff --git a/analysis/current/manifest.json b/analysis/current/manifest.json index 42ae831560b8eb09e13e908133aff16fb4e426b2..361edd99d3d9faa439d1c2dfe8c0f186720fff09 100644 --- a/analysis/current/manifest.json +++ b/analysis/current/manifest.json @@ -1,8 +1,8 @@ { - "analysis_id": "hybrid-model-20260722t060034z", + "analysis_id": "hybrid-model-20260722t120022z", "archived_artifacts": { - "hybrid": "snapshots/20260722T060034Z/analysis-runs/hybrid-model-20260722t060034z/analysis-report-hybrid.json", - "hybrid_reviews": "snapshots/20260722T060034Z/analysis-runs/hybrid-model-20260722t060034z/analysis-report-hybrid.llm-reviews.json" + "hybrid": "snapshots/20260722T120022Z/analysis-runs/hybrid-model-20260722t120022z/analysis-report-hybrid.json", + "hybrid_reviews": "snapshots/20260722T120022Z/analysis-runs/hybrid-model-20260722t120022z/analysis-report-hybrid.llm-reviews.json" }, "artifacts": { "hybrid": "analysis/current/analysis-report-hybrid.json", @@ -10,9 +10,9 @@ }, "channel": "canonical", "model": null, - "published_at": "2026-07-22T06:12:48Z", + "published_at": "2026-07-22T12:15:48Z", "repo": "huggingface/transformers", "schema_version": 1, - "snapshot_id": "20260722T060034Z", + "snapshot_id": "20260722T120022Z", "variant": "hybrid" } diff --git a/snapshots/20260722T120022Z/analysis-runs/hybrid-model-20260722t120022z/analysis-report-hybrid.json b/snapshots/20260722T120022Z/analysis-runs/hybrid-model-20260722t120022z/analysis-report-hybrid.json new file mode 100644 index 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because they share soft_similarity evidence." + }, + { + "cluster_id": "cluster-47282-3", + "canonical_pr_number": 47310, + "duplicate_pr_numbers": [ + 47282, + 47380 + ], + "target_issue_number": null, + "reason": "PRs in cluster-47282-3 are treated as duplicates because they share soft_similarity evidence." + }, + { + "cluster_id": "cluster-47306-2", + "canonical_pr_number": 47474, + "duplicate_pr_numbers": [ + 47306 + ], + "target_issue_number": null, + "reason": "PRs in cluster-47306-2 are treated as duplicates because they share soft_similarity evidence." + } + ], + "best_issue": { + "cluster_id": "cluster-46894-5", + "issue_number": 46901, + "reason": "Issue #46901 is the strongest global issue candidate because it is open, belongs to a cluster with 5 artifacts, and carries 0 discussion comments plus 2 inbound references.", + "score": 152.0 + }, + "best_pr": { + "cluster_id": "cluster-43979-11", + "pr_number": 44007, + "reason": "PR #44007 is the strongest global PR candidate because it is open, belongs to a cluster with 11 artifacts, links to 1 issues, and carries 2 review/discussion events.", + "score": 238.886 + } +} diff --git a/snapshots/20260722T120022Z/analysis-runs/hybrid-model-20260722t120022z/analysis-report-hybrid.llm-reviews.json b/snapshots/20260722T120022Z/analysis-runs/hybrid-model-20260722t120022z/analysis-report-hybrid.llm-reviews.json new file mode 100644 index 0000000000000000000000000000000000000000..9f3a8972457dea9c8e14a380dbc63de73857528a --- /dev/null +++ b/snapshots/20260722T120022Z/analysis-runs/hybrid-model-20260722t120022z/analysis-report-hybrid.llm-reviews.json @@ -0,0 +1,30375 @@ +{ + "schema_version": "1.0", + "repo": "huggingface/transformers", + "snapshot_id": "20260722T120022Z", + "generated_at": "2026-07-22T12:15:44Z", + "model": "gpt-5.4-mini?service_tier=flex", + "reviews": [ + { + "label": "issue", + "component_index": 1, + "component_count": 28, + "review_unit_index": 1, + "review_unit_count": 68, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-547", + "nodes": [ + "issue:24643", + "issue:30277", + "issue:34928", + "issue:35308", + "issue:35545", + "issue:36010", + "issue:36331", + "issue:39290", + "issue:39921", + "issue:41720", + "issue:42915", + "issue:43039", + "issue:43425", + "issue:43596", + "issue:43638", + "issue:43716", + "issue:43828", + "issue:43975", + "issue:44292", + "issue:44322", + "issue:44457", + "issue:44509", + "issue:44512", + "issue:44560", + "issue:44805", + "issue:44841", + "issue:44918", + "issue:45081", + "issue:45161", + "issue:45237", + "issue:45464", + "issue:45507", + "issue:45685", + "issue:45800", + "issue:45823", + "issue:45859", + "issue:45874", + "issue:45901", + "issue:45902", + "issue:46015", + "issue:46165", + "issue:46294", + "issue:46468", + "issue:46515", + "issue:46661", + "issue:46869", + "issue:47246", + "issue:47475" + ], + "soft_pairs": [ + "issue:44322|issue:45464", + "issue:45237|issue:45685", + "issue:43716|issue:45237", + "issue:39921|issue:44918", + "issue:43828|issue:45237", + "issue:39921|issue:43039", + "issue:45237|issue:46468", + "issue:39921|issue:45685", + "issue:45237|issue:45507", + "issue:35545|issue:39921", + "issue:30277|issue:35545", + "issue:39921|issue:44805", + "issue:39921|issue:43716", + "issue:35545|issue:42915", + "issue:35545|issue:41720", + "issue:45901|issue:46015", + "issue:35545|issue:36010", + "issue:44509|issue:44512", + "issue:44918|issue:46165", + "issue:46165|issue:46869", + "issue:44805|issue:45823", + "issue:43638|issue:44805", + "issue:43638|issue:46165", + "issue:43596|issue:44805", + "issue:44805|issue:46294", + "issue:46165|issue:46468", + "issue:44805|issue:45161", + "issue:44560|issue:46165", + "issue:30277|issue:43638", + "issue:43596|issue:43638", + "issue:43039|issue:45161", + "issue:43975|issue:44457", + "issue:44292|issue:44457", + "issue:34928|issue:35308", + "issue:44841|issue:46661", + "issue:24643|issue:30277", + "issue:43716|issue:46869", + "issue:34928|issue:44805", + "issue:45685|issue:46869", + "issue:34928|issue:36331", + "issue:45859|issue:45902", + "issue:43638|issue:45161", + "issue:34928|issue:39921", + "issue:43596|issue:45161", + "issue:43716|issue:45507", + "issue:47246|issue:47475", + "issue:44292|issue:45237", + "issue:45874|issue:46294", + "issue:39290|issue:45081", + "issue:45800|issue:46515", + "issue:34928|issue:41720", + "issue:45823|issue:45874", + "issue:43425|issue:44292", + "issue:43828|issue:45161" + ], + "prepared_review_unit_hash": "c702f526766a9ba7c9b53e0326a02fc3dd1600f0610b31522ebdf9a4a230d54b", + "component_budget": { + "node_count": 547, + "item_count": 547, + "soft_pair_count": 2032, + "serialized_chars": 1051055, + "estimated_input_tokens": 262764, + "estimated_eval_tokens": 525784 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 54, + "serialized_chars": 43997, + "estimated_input_tokens": 11000, + "estimated_eval_tokens": 22256 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "Most items are unrelated model- or docs-specific issues. The only clear duplicate issue pair is the Deepspeed Zero3 + BertModel zero-sized-index crash; there is also a separate torch 2.4.1 incompatibility pair that looks duplicate enough to group. I chose the clearest BertModel crash as canonical.", + "confidence": 0.63, + "canonical_issue_reason": "issue:43596 is the cleaner, more concrete repro of the Deepspeed Zero3/BertModel \"index 0 is out of bounds\" crash; issue:43638 describes the same failure mode with a slightly narrower setup.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43596 best represents the duplicate cluster because it pins down the exact zero-size index error and setup more clearly than the near-duplicate.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44322", + "right": "issue:45464", + "accept": false, + "reason": "Different Qwen3.5/VL failures: missing config attribute vs streaming chat/completions error." + }, + { + "left": "issue:45237", + "right": "issue:45685", + "accept": false, + "reason": "Unrelated bugs: AMD GPU model failure vs an MPS histogram/int type error." + }, + { + "left": "issue:43716", + "right": "issue:45237", + "accept": false, + "reason": "Different symptoms and code paths: dtype mismatch in preprocessing vs AMD GPU runtime failure." + }, + { + "left": "issue:39921", + "right": "issue:44918", + "accept": false, + "reason": "Different models and failures: special-token projection error vs Qwen3.5 embedding unpacking with TRL." + }, + { + "left": "issue:43828", + "right": "issue:45237", + "accept": false, + "reason": "Autocast dtype mismatch is not the same bug as the AMD GPU device failure." + }, + { + "left": "issue:39921", + "right": "issue:43039", + "accept": false, + "reason": "Special-token projection bug and Liger Kernel cross-entropy bug are unrelated." + }, + { + "left": "issue:45237", + "right": "issue:46468", + "accept": false, + "reason": "AMD GPU failure vs broken official Nemotron example; different concrete issues." + }, + { + "left": "issue:39921", + "right": "issue:45685", + "accept": false, + "reason": "Different failures: token projection error vs MPS histogram/int issue." + }, + { + "left": "issue:45237", + "right": "issue:45507", + "accept": false, + "reason": "Different model/runtime problems; no shared concrete code-path." + }, + { + "left": "issue:35545", + "right": "issue:39921", + "accept": false, + "reason": "ONNX export error and special-token projection error are unrelated." + }, + { + "left": "issue:30277", + "right": "issue:35545", + "accept": false, + "reason": "DeepSpeed collective mismatch and ModernBERT ONNX export are different bugs." + }, + { + "left": "issue:39921", + "right": "issue:44805", + "accept": false, + "reason": "Special-token projection bug and mask-shape IndexError are not the same issue." + }, + { + "left": "issue:39921", + "right": "issue:43716", + "accept": false, + "reason": "Different models and failure modes; no direct overlap." + }, + { + "left": "issue:35545", + "right": "issue:42915", + "accept": false, + "reason": "ONNX export error vs FineGrainedFP8 Qwen3 MoE issue are unrelated." + }, + { + "left": "issue:35545", + "right": "issue:41720", + "accept": false, + "reason": "ModernBERT ONNX export and Qwen3 auto device-map crash are different code paths." + }, + { + "left": "issue:45901", + "right": "issue:46015", + "accept": false, + "reason": "Table QA crash and outdated RAG docs are unrelated." + }, + { + "left": "issue:35545", + "right": "issue:36010", + "accept": false, + "reason": "ONNX export error and GenerationMixin import error are different problems." + }, + { + "left": "issue:44509", + "right": "issue:44512", + "accept": false, + "reason": "Both are docs cleanup items, but they target different removed examples/commands and are not the same concrete change." + }, + { + "left": "issue:44918", + "right": "issue:46165", + "accept": false, + "reason": "Qwen3.5 embedding issue and resume-train/trust-remote-code issue are unrelated." + }, + { + "left": "issue:46165", + "right": "issue:46869", + "accept": false, + "reason": "Different training-resume and multi-GPU device-map bugs." + }, + { + "left": "issue:44805", + "right": "issue:45823", + "accept": false, + "reason": "Mask-shape IndexError and Gemma4 PLE device mismatch are different failures." + }, + { + "left": "issue:43638", + "right": "issue:44805", + "accept": false, + "reason": "Deepspeed Zero3/BertModel index crash is unrelated to the mask-shape mismatch error." + }, + { + "left": "issue:43638", + "right": "issue:46165", + "accept": false, + "reason": "Different bugs: Zero3/BertModel crash vs resume-training remote-code issue." + }, + { + "left": "issue:43596", + "right": "issue:44805", + "accept": false, + "reason": "Same broad training area, but different concrete errors and code paths." + }, + { + "left": "issue:43596", + "right": "issue:43638", + "accept": true, + "reason": "Same Deepspeed Zero3 + BertModel zero-sized-index crash; the titles describe the same underlying bug." + }, + { + "left": "issue:43039", + "right": "issue:45161", + "accept": false, + "reason": "Liger Kernel cross-entropy call issue and GPT-OSS TP issue are unrelated." + }, + { + "left": "issue:43975", + "right": "issue:44457", + "accept": false, + "reason": "Detokenization bug and LoRA merge/save/load mismatch are different issues." + }, + { + "left": "issue:44292", + "right": "issue:45237", + "accept": false, + "reason": "Qwen3 NVFP4 runtime failure and AMD GPU failure are not the same bug." + }, + { + "left": "issue:45874", + "right": "issue:46294", + "accept": false, + "reason": "Gemma4 reverse-embedding lookup issue and Qwen3.5 video chat-template mismatch are different." + }, + { + "left": "issue:39290", + "right": "issue:45081", + "accept": false, + "reason": "Gemma3TextConfig attribute regression and Mistral tokenizer regex patch crash are unrelated." + }, + { + "left": "issue:45800", + "right": "issue:46515", + "accept": true, + "reason": "Both report the same torch 2.4.1 compatibility breakage; one is just a more specific version pairing." + }, + { + "left": "issue:45823", + "right": "issue:45874", + "accept": false, + "reason": "Different Gemma4 issues: device-map mismatch vs expensive reverse embedding lookup." + }, + { + "left": "issue:43425", + "right": "issue:44292", + "accept": false, + "reason": "Torch 2.10 incompatibility and Qwen3 NVFP4 runtime failure are unrelated." + }, + { + "left": "issue:43828", + "right": "issue:45161", + "accept": false, + "reason": "Autocast dtype mismatch and GPT-OSS-only-TP failure are different concrete bugs." + }, + { + "left": "issue:43975", + "right": "issue:44457", + "accept": false, + "reason": "Detokenization bug and LoRA save/reload mismatch are unrelated." + }, + { + "left": "issue:44292", + "right": "issue:44457", + "accept": false, + "reason": "Qwen3 NVFP4 runtime failure and LoRA merge/reload mismatch are different issues." + }, + { + "left": "issue:34928", + "right": "issue:35308", + "accept": false, + "reason": "Activation-checkpointing/FSDP recompute mismatch and iterable-dataset multi-GPU crash are different failures." + }, + { + "left": "issue:44841", + "right": "issue:46661", + "accept": false, + "reason": "Voxtral processor failure and remote-code model_class/config_class AttributeError are unrelated." + }, + { + "left": "issue:24643", + "right": "issue:30277", + "accept": false, + "reason": "DeepSpeed weight dimensionality error and collective mismatch are different code-path failures." + }, + { + "left": "issue:43716", + "right": "issue:46869", + "accept": false, + "reason": "Mistral dtype mismatch and YOLO multi-GPU device-map failure are different bugs." + }, + { + "left": "issue:34928", + "right": "issue:44805", + "accept": false, + "reason": "Different training-time failures: FSDP checkpointing recompute vs mask-shape mismatch." + }, + { + "left": "issue:45685", + "right": "issue:46869", + "accept": false, + "reason": "MPS histogram/int error and YOLO multi-GPU device-map failure are unrelated." + }, + { + "left": "issue:34928", + "right": "issue:36331", + "accept": false, + "reason": "FSDP checkpointing issue and custom_trainer compute_loss signature change are different bugs." + }, + { + "left": "issue:45859", + "right": "issue:45902", + "accept": false, + "reason": "Same model family, but different bugs: CPU offload incompatibility vs uninitialized memory after to_empty(cuda)." + }, + { + "left": "issue:43638", + "right": "issue:45161", + "accept": false, + "reason": "Deepspeed Zero3/BertModel crash and GPT-OSS tensor-parallel issue are different failures." + }, + { + "left": "issue:43039", + "right": "issue:45161", + "accept": false, + "reason": "Liger Kernel cross-entropy issue and GPT-OSS-only-TP failure are unrelated." + }, + { + "left": "issue:43975", + "right": "issue:44457", + "accept": false, + "reason": "Detokenization bug and LoRA merge/reload mismatch are different issues." + }, + { + "left": "issue:44292", + "right": "issue:45237", + "accept": false, + "reason": "Duplicate-looking pair in the same Qwen3/AMD area, but the concrete bugs are still different." + }, + { + "left": "issue:45874", + "right": "issue:46294", + "accept": false, + "reason": "Gemma4 reverse-embedding lookup issue and video feature/token mismatch are unrelated." + }, + { + "left": "issue:39290", + "right": "issue:45081", + "accept": false, + "reason": "Gemma3TextConfig attribute regression and Mistral tokenizer patch crash are unrelated." + }, + { + "left": "issue:45800", + "right": "issue:46515", + "accept": true, + "reason": "Same torch 2.4.1 incompatibility report, just phrased with different specificity." + }, + { + "left": "issue:43828", + "right": "issue:45161", + "accept": false, + "reason": "Autocast dtype mismatch and GPT-OSS tensor-parallel failure are different bugs." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet: 43596/43638 are clearly the closest duplicate pair from their matching Zero3/BertModel index-out-of-bounds titles, and 45800/46515 is a reasonable second duplicate-like pair because both are torch 2.4.1 incompatibility reports. The soft-edge verdicts are generally conservative 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": 28, + "review_unit_index": 2, + "review_unit_count": 68, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-547", + "nodes": [ + "issue:30277", + "issue:35308", + "issue:36331", + "issue:39290", + "issue:41093", + "issue:41720", + "issue:41762", + "issue:42617", + "issue:43039", + "issue:43296", + "issue:43531", + "issue:43541", + "issue:43596", + "issue:43638", + "issue:43716", + "issue:43792", + "issue:43827", + "issue:43828", + "issue:43866", + "issue:43872", + "issue:43901", + "issue:43975", + "issue:44292", + "issue:44512", + "issue:44589", + "issue:44805", + "issue:44841", + "issue:44863", + "issue:44918", + "issue:45020", + "issue:45161", + "issue:45237", + "issue:45507", + "issue:45685", + "issue:45800", + "issue:45812", + "issue:45823", + "issue:45901", + "issue:45920", + "issue:46015", + "issue:46294", + "issue:46304", + "issue:46402", + "issue:46772", + "issue:46901", + "issue:47394", + "issue:47448" + ], + "soft_pairs": [ + "issue:43541|issue:43716", + "issue:43828|issue:44292", + "issue:43716|issue:45685", + "issue:45507|issue:45685", + "issue:44292|issue:44918", + "issue:43716|issue:44292", + "issue:44918|issue:45161", + "issue:43039|issue:44918", + "issue:41762|issue:43638", + "issue:43827|issue:44512", + "issue:43039|issue:43828", + "issue:30277|issue:36331", + "issue:45237|issue:46015", + "issue:43039|issue:44805", + "issue:45800|issue:46304", + "issue:43296|issue:46304", + "issue:39290|issue:41720", + "issue:43866|issue:46402", + "issue:44841|issue:47448", + "issue:44589|issue:46304", + "issue:45237|issue:45901", + "issue:41762|issue:43596", + "issue:43901|issue:44512", + "issue:44841|issue:45823", + "issue:45823|issue:46294", + "issue:43975|issue:46015", + "issue:45020|issue:46304", + "issue:44863|issue:46015", + "issue:43866|issue:46772", + "issue:35308|issue:42617", + "issue:45812|issue:45920", + "issue:43872|issue:46304", + "issue:46901|issue:47394", + "issue:44292|issue:46015", + "issue:39290|issue:43531", + "issue:43866|issue:44863", + "issue:41093|issue:43638", + "issue:43792|issue:45901" + ], + "prepared_review_unit_hash": "85d69400f8f3e95b920f4e57bf59e8d6949a67822240b999ff271477cc636467", + "component_budget": { + "node_count": 547, + "item_count": 547, + "soft_pair_count": 2032, + "serialized_chars": 1051055, + "estimated_input_tokens": 262764, + "estimated_eval_tokens": 525784 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 38, + "serialized_chars": 38394, + "estimated_input_tokens": 9599, + "estimated_eval_tokens": 19454 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly a grab-bag of unrelated model/regression reports, but there is one clear near-duplicate around the same DeepSpeed ZeRO-3 \"index 0 out of bounds\" failure. Most other soft pairs are only loosely similar by subsystem or error class, not the same bug.", + "confidence": 0.58, + "canonical_issue_reason": "#41762 is the best anchor: it is the clearest and earliest report of the common ZeRO-3 zero-sized-tensor index error, and it matches the closest duplicate candidate (#43638) on the same code path.", + "canonical_pr_reason": null, + "best_issue_reason": "#41762 is the strongest representative issue for this cluster because it captures the shared ZeRO-3 initialization/loading failure most cleanly; the other items are too heterogeneous to serve as better cluster representatives.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43541", + "right": "issue:43716", + "accept": false, + "reason": "Both are model-specific runtime failures, but one is a Mixtral torch-dynamo/grouped_mm error and the other is a Gemma/Mistral dtype mismatch; different code paths and symptoms." + }, + { + "left": "issue:43828", + "right": "issue:44292", + "accept": false, + "reason": "Both involve model/runtime incompatibilities, but autocast dtype mismatch and NVFP4 execution failure are not the same underlying bug." + }, + { + "left": "issue:43716", + "right": "issue:45685", + "accept": false, + "reason": "These are unrelated: one is an image-preprocessor/model dtype mismatch, the other is an MPS histogram kernel limitation for Int tensors." + }, + { + "left": "issue:45507", + "right": "issue:45685", + "accept": false, + "reason": "Different failures in different MoE/MPS contexts; no shared concrete code path or fix." + }, + { + "left": "issue:44292", + "right": "issue:44918", + "accept": false, + "reason": "Qwen NVFP4 execution and TRL embedding unpacking are separate training/runtime issues." + }, + { + "left": "issue:43716", + "right": "issue:44292", + "accept": false, + "reason": "Same broad theme of model execution errors, but no evidence they are the same bug or mergeable fix." + }, + { + "left": "issue:44918", + "right": "issue:45161", + "accept": false, + "reason": "One is an SFT-trainer embedding handling bug; the other is a tensor-parallel GPT-OSS issue. Different failure mechanisms." + }, + { + "left": "issue:43039", + "right": "issue:44918", + "accept": false, + "reason": "Liger-kernel cross-entropy invocation and Qwen3.5 embedding unpacking are unrelated training-stack problems." + }, + { + "left": "issue:41762", + "right": "issue:43638", + "accept": true, + "reason": "Both report the same ZeRO-3 'index 0 out of bounds' failure during model init/loading with zero-sized tensors; different models, same underlying bug class and likely same fix." + }, + { + "left": "issue:43827", + "right": "issue:44512", + "accept": false, + "reason": "Both are docs regressions from v5 removals, but they refer to different outdated documentation and different removed APIs." + }, + { + "left": "issue:43039", + "right": "issue:43828", + "accept": false, + "reason": "Both mention loss/precision behavior, but one is a Liger cross-entropy path and the other is an autocast dtype mismatch; not the same bug." + }, + { + "left": "issue:30277", + "right": "issue:36331", + "accept": false, + "reason": "Collective mismatch under Jamba+ZeRO3 and a compute_loss signature change are entirely different issues." + }, + { + "left": "issue:45237", + "right": "issue:46015", + "accept": false, + "reason": "AMD GPU execution failure and outdated RAG docs are unrelated." + }, + { + "left": "issue:43039", + "right": "issue:44805", + "accept": false, + "reason": "Cross-entropy being called and a mask/tensor shape mismatch are different errors with no shared code path." + }, + { + "left": "issue:45800", + "right": "issue:46304", + "accept": false, + "reason": "Both involve version compatibility, but one is a torch/transformers version mismatch and the other is a distributed-build regression; not the same concrete bug." + }, + { + "left": "issue:43296", + "right": "issue:46304", + "accept": false, + "reason": "vLLM model load failure and USE_DISTRIBUTED=0 support break are unrelated environment regressions." + }, + { + "left": "issue:39290", + "right": "issue:41720", + "accept": false, + "reason": "Gemma3TextConfig missing field with vLLM and Qwen3 auto device-map cuda assert are separate model/backend problems." + }, + { + "left": "issue:43866", + "right": "issue:46402", + "accept": false, + "reason": "Checkpoint corruption and missing Sam3Model weight loading are unrelated." + }, + { + "left": "issue:44841", + "right": "issue:47448", + "accept": false, + "reason": "Processor failure for Voxtral and unrecognized Gemma4 architecture are different model support issues." + }, + { + "left": "issue:44589", + "right": "issue:46304", + "accept": false, + "reason": "Storage-type lookup failure and distributed-build regression are different bugs." + }, + { + "left": "issue:45237", + "right": "issue:45901", + "accept": false, + "reason": "Different task/model failures; no common underlying bug." + }, + { + "left": "issue:41762", + "right": "issue:43596", + "accept": false, + "reason": "Both are ZeRO-3 index errors, but the available descriptions point to separate model-init scenarios and no clear evidence of a shared duplicate." + }, + { + "left": "issue:43901", + "right": "issue:44512", + "accept": false, + "reason": "Different docs problems: text-classification API docs vs removed run-command docs." + }, + { + "left": "issue:44841", + "right": "issue:45823", + "accept": false, + "reason": "Processor failure for a multimodal model and device-map forward mismatch for Gemma4 are unrelated." + }, + { + "left": "issue:45823", + "right": "issue:46294", + "accept": false, + "reason": "Device placement mismatch and video-token/template mismatch are separate multimodal issues." + }, + { + "left": "issue:43975", + "right": "issue:46015", + "accept": false, + "reason": "Tokenizer detokenization bug and RAG docs updates are unrelated." + }, + { + "left": "issue:45020", + "right": "issue:46304", + "accept": false, + "reason": "Remote_code breakage and distributed-build support break are different regressions." + }, + { + "left": "issue:44863", + "right": "issue:46015", + "accept": false, + "reason": "NemotronH checkpoint loading and outdated RAG examples are unrelated." + }, + { + "left": "issue:43866", + "right": "issue:46772", + "accept": false, + "reason": "Checkpoint corruption and ModelOpt compatibility for DiffusionGemma are different issues." + }, + { + "left": "issue:35308", + "right": "issue:42617", + "accept": false, + "reason": "IterableDataset multi-GPU crash and a 3d_parallel.py failure are only loosely related by training/multi-GPU context." + }, + { + "left": "issue:45812", + "right": "issue:45920", + "accept": false, + "reason": "Both are tokenizer regressions, but they affect different model families and likely different tokenizer logic paths." + }, + { + "left": "issue:43872", + "right": "issue:46304", + "accept": false, + "reason": "bitsandbytes parameter-construction incompatibility and distributed-build support break are unrelated." + }, + { + "left": "issue:46901", + "right": "issue:47394", + "accept": false, + "reason": "Both are loss-shift bugs, but the PPFormulaNet double-shift and GitForCausalLM row-leak regression are not the same concrete defect." + }, + { + "left": "issue:44292", + "right": "issue:46015", + "accept": false, + "reason": "Qwen NVFP4 runtime failure and outdated docs are unrelated." + }, + { + "left": "issue:39290", + "right": "issue:43531", + "accept": false, + "reason": "Different Gemma/Qwen sliding-window/model-attribute issues with no evidence of a shared fix." + }, + { + "left": "issue:43866", + "right": "issue:44863", + "accept": false, + "reason": "A corrupted checkpoint and a model implementation loading issue are distinct." + }, + { + "left": "issue:41093", + "right": "issue:43638", + "accept": false, + "reason": "Both mention shape/index errors, but one is a mask-vs-tensor length mismatch and the other is a ZeRO-3 zero-sized index error." + }, + { + "left": "issue:43792", + "right": "issue:45901", + "accept": false, + "reason": "Whisper model loading/running and table-question-answering task crashes are unrelated." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The representative and canonical issue choices are grounded in the packet: #41762 is the clearest and earliest ZeRO-3 index-out-of-bounds report among the similar items, and the summary appropriately stays conservative about the rest of the cluster being heterogeneous. The soft-edge verdicts also look cautious overall, with the only accepted pair (#41762/#43638) supported by nearly identical titles and 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": 28, + "review_unit_index": 3, + "review_unit_count": 68, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-547", + "nodes": [ + "issue:36010", + "issue:39290", + "issue:39921", + "issue:41093", + "issue:41762", + "issue:43054", + "issue:43296", + "issue:43366", + "issue:43404", + "issue:43425", + "issue:43531", + "issue:43541", + "issue:43572", + "issue:43596", + "issue:43716", + "issue:43792", + "issue:43828", + "issue:43854", + "issue:43866", + "issue:43872", + "issue:43975", + "issue:43994", + "issue:44291", + "issue:44292", + "issue:44387", + "issue:44479", + "issue:44805", + "issue:44841", + "issue:44918", + "issue:45005", + "issue:45020", + "issue:45070", + "issue:45084", + "issue:45362", + "issue:45399", + "issue:45464", + "issue:45507", + "issue:45685", + "issue:45800", + "issue:45823", + "issue:45901", + "issue:46294", + "issue:46640", + "issue:46661", + "issue:46869", + "issue:47228", + "issue:47470" + ], + "soft_pairs": [ + "issue:43425|issue:45070", + "issue:43541|issue:47228", + "issue:43854|issue:43866", + "issue:43792|issue:45070", + "issue:43975|issue:45901", + "issue:43596|issue:45800", + "issue:45362|issue:45464", + "issue:43541|issue:46869", + "issue:44292|issue:45901", + "issue:39290|issue:45823", + "issue:36010|issue:39290", + "issue:45464|issue:45685", + "issue:43541|issue:45685", + "issue:43541|issue:43828", + "issue:44841|issue:45084", + "issue:45507|issue:46869", + "issue:43404|issue:43866", + "issue:43828|issue:45685", + "issue:45399|issue:46661", + "issue:43572|issue:45070", + "issue:41093|issue:41762", + "issue:45800|issue:45823", + "issue:43872|issue:47228", + "issue:45464|issue:47470", + "issue:43716|issue:47228", + "issue:44805|issue:44918", + "issue:43296|issue:43366", + "issue:43828|issue:45464", + "issue:44291|issue:45070", + "issue:43531|issue:45070", + "issue:46869|issue:47228", + "issue:44387|issue:45005", + "issue:45020|issue:45800", + "issue:45507|issue:47228", + "issue:43716|issue:46294", + "issue:44479|issue:46294", + "issue:41093|issue:43596", + "issue:43054|issue:43994", + "issue:39921|issue:46869", + "issue:46640|issue:46661" + ], + "prepared_review_unit_hash": "0ce3c575583a773d883aac8acb2449101f9450c6082cff709b4fc33d8188f933", + "component_budget": { + "node_count": 547, + "item_count": 547, + "soft_pair_count": 2032, + "serialized_chars": 1051055, + "estimated_input_tokens": 262764, + "estimated_eval_tokens": 525784 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 40, + "serialized_chars": 38845, + "estimated_input_tokens": 9712, + "estimated_eval_tokens": 19680 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "Mostly a grab-bag of unrelated model- and version-specific bug reports. The only strong duplicate-like match is the Qwen video-input regression pair; the rest differ by model, subsystem, or concrete failure mode.", + "confidence": 0.72, + "canonical_issue_reason": "Issue 44479 is the clearest broad regression report and the best anchor for the one likely duplicate pair; most other issues are unrelated to it.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 44479 is the strongest global representative because it describes a broad, concrete regression affecting multiple Qwen VL variants and matches the most plausible duplicate candidate.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43425", + "right": "issue:45070", + "accept": false, + "reason": "Different failures: torch version incompatibility vs. PretrainedConfig/pydantic field breakage." + }, + { + "left": "issue:43541", + "right": "issue:47228", + "accept": false, + "reason": "Different models and code paths: Mixtral torch-dynamo grouped_mm tracing vs. Sam3 bf16 compilation regression." + }, + { + "left": "issue:43854", + "right": "issue:43866", + "accept": false, + "reason": "Both are model-loading problems, but one is a GLM-4.7-Flash test failure and the other is a corrupted Ovis2 checkpoint." + }, + { + "left": "issue:43792", + "right": "issue:45070", + "accept": false, + "reason": "Whisper load/run failure is unrelated to the v5 pydantic PretrainedConfig issue." + }, + { + "left": "issue:43975", + "right": "issue:45901", + "accept": false, + "reason": "DeepSeek detokenization and table QA crashes are different subsystems and symptoms." + }, + { + "left": "issue:43596", + "right": "issue:45800", + "accept": false, + "reason": "One is a specific DeepSpeed ZeRO-3 loading IndexError; the other is a broad torch/transformers version incompatibility." + }, + { + "left": "issue:45362", + "right": "issue:45464", + "accept": false, + "reason": "Both mention Qwen3.5 and chat, but one is a transformers chat crash and the other is a streaming inference API failure." + }, + { + "left": "issue:43541", + "right": "issue:46869", + "accept": false, + "reason": "Different models and failures: Mixtral tracing vs. YOLO multi-GPU device-map behavior." + }, + { + "left": "issue:44292", + "right": "issue:45901", + "accept": false, + "reason": "NVFP4 runtime error is unrelated to table-question-answering crashes." + }, + { + "left": "issue:39290", + "right": "issue:45823", + "accept": false, + "reason": "Gemma3 sliding_window_pattern/vLLM error is unrelated to Gemma4 PLE device mismatch." + }, + { + "left": "issue:36010", + "right": "issue:39290", + "accept": false, + "reason": "ImportError for GenerationMixin is a different API break than the Gemma3TextConfig attribute error." + }, + { + "left": "issue:45464", + "right": "issue:45685", + "accept": false, + "reason": "Streaming chat failure is unrelated to the MPS histogram_mps int error in a moe path." + }, + { + "left": "issue:43541", + "right": "issue:45685", + "accept": false, + "reason": "Different model and failure mode; no shared concrete code-path." + }, + { + "left": "issue:43541", + "right": "issue:43828", + "accept": false, + "reason": "Torch-dynamo grouped_mm tracing and autocast dtype mismatch are distinct issues." + }, + { + "left": "issue:44841", + "right": "issue:45084", + "accept": false, + "reason": "Voxtral processor failure and non-template-node compilation error are not the same bug." + }, + { + "left": "issue:45507", + "right": "issue:46869", + "accept": false, + "reason": "GraniteMoEHybrid invalid method call and YOLO multi-GPU device-map failure are unrelated." + }, + { + "left": "issue:43404", + "right": "issue:43866", + "accept": false, + "reason": "Untied lm_head weights are unrelated to a corrupted checkpoint." + }, + { + "left": "issue:43828", + "right": "issue:45685", + "accept": false, + "reason": "Autocast dtype mismatch is not the same as the MPS int histogram kernel limitation." + }, + { + "left": "issue:45399", + "right": "issue:46661", + "accept": false, + "reason": "Flash-Attn2 fallback gating and remote-code config_class errors are different failure points." + }, + { + "left": "issue:43572", + "right": "issue:45070", + "accept": false, + "reason": "StableLm pad_token_idx regression is unrelated to the PretrainedConfig pydantic field issue." + }, + { + "left": "issue:41093", + "right": "issue:41762", + "accept": false, + "reason": "Both are IndexErrors, but the mask-shape mismatch and ZeRO-3 zero-size tensor load failure are different bugs." + }, + { + "left": "issue:45800", + "right": "issue:45823", + "accept": false, + "reason": "Torch/transformers incompatibility is not the same as a Gemma4 device placement bug." + }, + { + "left": "issue:43872", + "right": "issue:47228", + "accept": false, + "reason": "bitsandbytes _is_hf_initialized incompatibility is unrelated to Sam3 compilation regression." + }, + { + "left": "issue:45464", + "right": "issue:47470", + "accept": false, + "reason": "Qwen3.5 streaming chat failure and ESMFold fp16 casting error are different code paths." + }, + { + "left": "issue:43716", + "right": "issue:47228", + "accept": false, + "reason": "Mistral-3 image-preprocessor dtype mismatch is unrelated to Sam3 bf16 compilation." + }, + { + "left": "issue:44805", + "right": "issue:44918", + "accept": false, + "reason": "The generic mask-shape IndexError and TRL embedding unpacking failure are different issues." + }, + { + "left": "issue:43296", + "right": "issue:43366", + "accept": false, + "reason": "PaddleOCR-VL load failure and GGUF gpt-oss support request are not duplicates." + }, + { + "left": "issue:43828", + "right": "issue:45464", + "accept": false, + "reason": "Different symptoms: autocast dtype mismatch vs. chat/completions streaming failure." + }, + { + "left": "issue:44291", + "right": "issue:45070", + "accept": false, + "reason": "_is_hf_initialized TypeError under init_empty_weights is a different regression than the pydantic field breakage." + }, + { + "left": "issue:43531", + "right": "issue:45070", + "accept": false, + "reason": "Qwen3-MoE sliding_window behavior is unrelated to the PretrainedConfig pydantic issue." + }, + { + "left": "issue:46869", + "right": "issue:47228", + "accept": false, + "reason": "YOLO multi-GPU device-map failure and Sam3 bf16 compilation regression are unrelated." + }, + { + "left": "issue:44387", + "right": "issue:45005", + "accept": false, + "reason": "Int4 CUDA memory/OOM regression and tied-weights translation model issue are different bugs." + }, + { + "left": "issue:45020", + "right": "issue:45800", + "accept": false, + "reason": "Remote-code model breakage and torch/transformers incompatibility are too broad and not the same concrete issue." + }, + { + "left": "issue:45507", + "right": "issue:47228", + "accept": false, + "reason": "GraniteMoEHybrid invalid method call is unrelated to Sam3 bf16 compilation." + }, + { + "left": "issue:43716", + "right": "issue:46294", + "accept": false, + "reason": "Both are multimodal dtype/input problems, but they affect different models and different modalities (image vs. video)." + }, + { + "left": "issue:44479", + "right": "issue:46294", + "accept": true, + "reason": "Same underlying Qwen video-input regression: 46294 is a concrete Qwen3.5-9B apply_chat_template manifestation of the broader video-features/video-tokens mismatch in 44479." + }, + { + "left": "issue:41093", + "right": "issue:43596", + "accept": false, + "reason": "Both are IndexErrors, but they involve different tensor-shape failures and different model/load contexts." + }, + { + "left": "issue:43054", + "right": "issue:43994", + "accept": false, + "reason": "Both mention SigLIP2, but one is embedding quality regression and the other is a broader nonsensical-output report; not enough to confirm the same bug." + }, + { + "left": "issue:39921", + "right": "issue:46869", + "accept": false, + "reason": "Gemma3N special-token projection error is unrelated to YOLO multi-GPU device-map failure." + }, + { + "left": "issue:46640", + "right": "issue:46661", + "accept": false, + "reason": "Flash Attention 2 issue and remote-code config_class attribute error are different problems." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is well grounded in the packet and stays mostly conservative. The only accepted soft-edge pair, issue:44479 vs issue:46294, is plausibly duplicate-like based on the titles alone, and the rest of the verdicts correctly avoid over-claiming similarity across clearly different models/subsystems. No 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": 28, + "review_unit_index": 4, + "review_unit_count": 68, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-547", + "nodes": [ + "issue:35308", + "issue:36331", + "issue:38175", + "issue:39186", + "issue:39692", + "issue:39921", + "issue:40990", + "issue:41762", + "issue:42915", + "issue:43054", + "issue:43404", + "issue:43596", + "issue:43644", + "issue:43645", + "issue:43872", + "issue:43873", + "issue:43950", + "issue:43975", + "issue:44292", + "issue:44360", + "issue:44492", + "issue:44512", + "issue:44530", + "issue:44534", + "issue:44589", + "issue:44863", + "issue:44918", + "issue:44960", + "issue:45005", + "issue:45183", + "issue:45399", + "issue:45507", + "issue:45632", + "issue:45698", + "issue:45701", + "issue:45759", + "issue:45902", + "issue:45920", + "issue:46032", + "issue:46165", + "issue:46463", + "issue:46489", + "issue:46491", + "issue:46899", + "issue:46932", + "issue:47246", + "issue:47332", + "issue:47333" + ], + "soft_pairs": [ + "issue:45759|issue:45902", + "issue:43596|issue:46165", + "issue:39186|issue:44918", + "issue:43645|issue:45399", + "issue:39921|issue:45507", + "issue:40990|issue:44960", + "issue:42915|issue:45399", + "issue:43404|issue:45005", + "issue:45632|issue:45698", + "issue:44360|issue:44512", + "issue:43873|issue:45005", + "issue:35308|issue:36331", + "issue:35308|issue:39921", + "issue:44492|issue:44512", + "issue:44530|issue:45005", + "issue:43975|issue:44292", + "issue:45183|issue:46463", + "issue:35308|issue:42915", + "issue:44863|issue:45005", + "issue:39692|issue:43054", + "issue:43950|issue:44534", + "issue:46489|issue:46491", + "issue:36331|issue:41762", + "issue:43644|issue:43950", + "issue:43872|issue:44589", + "issue:46032|issue:47246", + "issue:43054|issue:45701", + "issue:46899|issue:46932", + "issue:47332|issue:47333", + "issue:38175|issue:43054", + "issue:45920|issue:46489" + ], + "prepared_review_unit_hash": "327fbd5db5c49a41946017ac699c9218d4d780b0bd385238f015d75cae169c65", + "component_budget": { + "node_count": 547, + "item_count": 547, + "soft_pair_count": 2032, + "serialized_chars": 1051055, + "estimated_input_tokens": 262764, + "estimated_eval_tokens": 525784 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 31, + "serialized_chars": 37121, + "estimated_input_tokens": 9281, + "estimated_eval_tokens": 18818 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly a grab-bag of unrelated Transformers issues, with a few clear duplicate subgroups: non-persistent buffer corruption in v5, Gemma4 quantized embedder dtype casting, and Qwen disk-offload save failures. Most other soft similarities are topic-adjacent but not the same concrete bug.", + "confidence": 0.71, + "canonical_issue_reason": "Issue 43950 is the clearest, most concrete representative of the non-persistent-buffer regression, and it cleanly anchors the duplicate wording in 43644 and 44534.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 43950 is the best overall issue to keep as the canonical representative for the strongest duplicate family in this cluster: a specific, actionable v5 regression with direct user impact and clear duplicate reports.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45759", + "right": "issue:45902", + "accept": false, + "reason": "Different bugs: one is about unwrapping text_config in AutoModelForCausalLM.from_config, the other about uninitialized inv_freq after meta-to_empty materialization." + }, + { + "left": "issue:43596", + "right": "issue:46165", + "accept": false, + "reason": "Both mention loading/training with DeepSpeed or trust_remote_code, but the failure modes and code paths are different." + }, + { + "left": "issue:39186", + "right": "issue:44918", + "accept": false, + "reason": "Different model paths and failures: FSDP weight shape error vs TRL SFT embedding unpacking." + }, + { + "left": "issue:43645", + "right": "issue:45399", + "accept": false, + "reason": "Unrelated issues: custom model initialization in notebooks vs flash-attn2 fallback gating." + }, + { + "left": "issue:39921", + "right": "issue:45507", + "accept": false, + "reason": "Different model families and different failures: Gemma3N special-token projection error vs GraniteMoEHybrid invalid method call." + }, + { + "left": "issue:40990", + "right": "issue:44960", + "accept": false, + "reason": "A perplexity report on one model is not the same bug as a GLM5 issue." + }, + { + "left": "issue:42915", + "right": "issue:45399", + "accept": false, + "reason": "Different subsystems: FineGrainedFP8Config failure vs flash-attn2 fallback checks." + }, + { + "left": "issue:43404", + "right": "issue:45005", + "accept": false, + "reason": "Both involve tied weights, but they describe different model-specific regressions and not one concrete shared fix." + }, + { + "left": "issue:45632", + "right": "issue:45698", + "accept": true, + "reason": "Both describe trust_remote_code custom-module loading/caching choosing the wrong module due to path or identity collisions." + }, + { + "left": "issue:44360", + "right": "issue:44512", + "accept": false, + "reason": "A DSA indexer activation choice is unrelated to a docs typo about a removed run command." + }, + { + "left": "issue:43873", + "right": "issue:45005", + "accept": false, + "reason": "Quantization/offloading behavior is unrelated to tied-weights issues." + }, + { + "left": "issue:35308", + "right": "issue:36331", + "accept": false, + "reason": "One is a multi-GPU IterableDataset crash; the other is a Trainer API signature mismatch." + }, + { + "left": "issue:35308", + "right": "issue:39921", + "accept": false, + "reason": "Completely different bugs in training/runtime vs Gemma3N token projection." + }, + { + "left": "issue:44492", + "right": "issue:44512", + "accept": false, + "reason": "A cache-strategy typo is not the same as a docs command removal issue." + }, + { + "left": "issue:44530", + "right": "issue:45005", + "accept": false, + "reason": "PagedAttentionCache Qwen3.5 crash and tied-weights regressions are unrelated." + }, + { + "left": "issue:43975", + "right": "issue:44292", + "accept": false, + "reason": "Tokenizer detokenization regression and Qwen-3 NVFP4 runtime error are different concrete issues." + }, + { + "left": "issue:45183", + "right": "issue:46463", + "accept": false, + "reason": "Both concern validation/error messaging, but one is a broad XOR helper issue and the other is T5-specific decoder validation." + }, + { + "left": "issue:35308", + "right": "issue:42915", + "accept": false, + "reason": "Training/dataloader crash is unrelated to FP8 quantization failure." + }, + { + "left": "issue:44863", + "right": "issue:45005", + "accept": false, + "reason": "NemotronH loading checkpoints and tied weights on translation models are different problems." + }, + { + "left": "issue:39692", + "right": "issue:43054", + "accept": false, + "reason": "The SigLIP2 doc example bug is not the same as the broader SigLIP2 text-embedding quality regression." + }, + { + "left": "issue:43950", + "right": "issue:44534", + "accept": true, + "reason": "Both report the same v5 regression where non-persistent buffers get overwritten or corrupted on load/materialization." + }, + { + "left": "issue:46489", + "right": "issue:46491", + "accept": false, + "reason": "Both are tokenizer regressions, but they affect different models and different round-trip failures." + }, + { + "left": "issue:36331", + "right": "issue:41762", + "accept": false, + "reason": "Trainer API kwarg breakage is unrelated to a ZeRO-3 loading IndexError." + }, + { + "left": "issue:43644", + "right": "issue:43950", + "accept": true, + "reason": "Same underlying non-persistent-buffer corruption regression in Transformers 5.x; these are duplicate phrasings of the same bug." + }, + { + "left": "issue:43872", + "right": "issue:44589", + "accept": false, + "reason": "Different quantization/storage incompatibilities with different exception signatures." + }, + { + "left": "issue:46032", + "right": "issue:47246", + "accept": false, + "reason": "Related Mamba/Nemotron family, but not the same concrete bug; 47246 is a missing propagation of a fix into NemotronH." + }, + { + "left": "issue:43054", + "right": "issue:45701", + "accept": false, + "reason": "A model embedding quality complaint is not the same as a version-dependent tokenization regression." + }, + { + "left": "issue:46899", + "right": "issue:46932", + "accept": true, + "reason": "Both describe the same Gemma4 quantized vision/audio embedder dtype-casting bug; 46932 reads like a follow-up/duplicate fix report." + }, + { + "left": "issue:47332", + "right": "issue:47333", + "accept": true, + "reason": "Same offloading save failure for disk-offloaded Qwen models, just on two different model variants." + }, + { + "left": "issue:38175", + "right": "issue:43054", + "accept": false, + "reason": "Unexpected zero probabilities and worse text embeddings are different SigLIP2 issues." + }, + { + "left": "issue:45920", + "right": "issue:46489", + "accept": false, + "reason": "Broad tokenizer ID regressions and a specific DeepSeek-Coder detokenization bug are not the same concrete issue." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet and stays mostly conservative. The canonical choice of issue:43950 is well supported by the near-identical non-persistent-buffer regression titles, and the accepted duplicate subgroups (43950/43644/44534, 46899/46932, 47332/47333) are plausible from the issue text. The rejections are also generally cautious and do not overclaim equivalence from broad 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": 28, + "review_unit_index": 5, + "review_unit_count": 68, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-547", + "nodes": [ + "issue:24643", + "issue:28530", + "issue:41553", + "issue:41762", + "issue:42491", + "issue:42915", + "issue:42947", + "issue:43054", + "issue:43493", + "issue:43643", + "issue:43782", + "issue:43824", + "issue:43828", + "issue:43856", + "issue:43872", + "issue:43881", + "issue:43883", + "issue:43950", + "issue:43975", + "issue:44368", + "issue:44387", + "issue:44402", + "issue:44403", + "issue:44451", + "issue:44488", + "issue:44661", + "issue:44910", + "issue:44928", + "issue:44960", + "issue:44991", + "issue:45020", + "issue:45081", + "issue:45237", + "issue:45356", + "issue:45399", + "issue:45488", + "issue:45663", + "issue:45685", + "issue:45759", + "issue:45823", + "issue:45859", + "issue:45902", + "issue:45987", + "issue:46489", + "issue:46661", + "issue:46858", + "issue:46869", + "issue:47473" + ], + "soft_pairs": [ + "issue:43828|issue:44928", + "issue:45987|issue:46858", + "issue:43950|issue:45902", + "issue:44910|issue:45859", + "issue:43054|issue:43493", + "issue:45663|issue:45902", + "issue:42947|issue:44387", + "issue:44403|issue:44451", + "issue:24643|issue:28530", + "issue:43975|issue:45237", + "issue:41762|issue:42915", + "issue:44403|issue:44488", + "issue:43643|issue:45020", + "issue:44402|issue:47473", + "issue:44991|issue:45399", + "issue:42947|issue:43856", + "issue:43824|issue:43872", + "issue:45685|issue:45823", + "issue:45081|issue:45399", + "issue:45020|issue:45823", + "issue:43782|issue:44960", + "issue:44661|issue:45020", + "issue:43828|issue:45823", + "issue:41553|issue:43883", + "issue:45020|issue:45356", + "issue:43872|issue:46869", + "issue:42491|issue:44368", + "issue:45759|issue:46661", + "issue:45020|issue:46661", + "issue:41553|issue:43881", + "issue:45488|issue:46489" + ], + "prepared_review_unit_hash": "d987058515c97ace12e396b446774dac199a1fdbd85c2abd256c504a896619e6", + "component_budget": { + "node_count": 547, + "item_count": 547, + "soft_pair_count": 2032, + "serialized_chars": 1051055, + "estimated_input_tokens": 262764, + "estimated_eval_tokens": 525784 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 31, + "serialized_chars": 37448, + "estimated_input_tokens": 9362, + "estimated_eval_tokens": 18980 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "Most items are separate model-specific regressions. The only clear duplicate pair is the StaticCache/get_seq_length tensor-vs-int bug. issue:45020 is the broadest umbrella for the remote_code/config-loading subgroup, but the cluster does not support treating it as the dominant representative signal.", + "confidence": 0.63, + "canonical_issue_reason": "issue:45020 is the broadest umbrella in the packet for recent remote_code / model-loading regressions, but it should be treated as a loose representative rather than the strongest discussion signal.", + "canonical_pr_reason": "No pull requests are present in the provided items.", + "best_issue_reason": "issue:45020 is the best available cluster representative because it spans the widest related subgroup, though the evidence is weaker than the discussion metrics alone would suggest.", + "best_pr_reason": "No pull requests are present in the provided items.", + "soft_edge_verdicts": [ + { + "left": "issue:43828", + "right": "issue:44928", + "accept": false, + "reason": "Both are runtime failures, but they are different bugs on different models/code paths: autocast dtype mismatch vs 3D position_ids / SDPA fallback behavior." + }, + { + "left": "issue:45987", + "right": "issue:46858", + "accept": true, + "reason": "Same underlying bug: cache.get_seq_length() returns a tensor where an int is expected, breaking downstream static-cache arithmetic/slicing." + }, + { + "left": "issue:43950", + "right": "issue:45902", + "accept": false, + "reason": "Both mention buffer/materialization behavior, but one is a from_pretrained regression and the other is a specific inv_freq meta->to_empty(cuda) issue." + }, + { + "left": "issue:44910", + "right": "issue:45859", + "accept": false, + "reason": "Related to Qwen3.5, but the failures differ: flash-attn crash from 3D position_ids vs CPU offload incompatibility in rotary embedding." + }, + { + "left": "issue:43054", + "right": "issue:43493", + "accept": false, + "reason": "Both concern SigLIP2 quality/implementation, but one is a broad symptom report and the other is a specific HF-vs-JAX discrepancy; not the same concrete bug." + }, + { + "left": "issue:45663", + "right": "issue:45902", + "accept": false, + "reason": "Different code paths: Gemma4 FSDP2 shared_kv_states rebuild error versus rotary embedding buffer materialization/uninitialized memory." + }, + { + "left": "issue:42947", + "right": "issue:44387", + "accept": false, + "reason": "Unrelated regressions: PEFT LoRA gradient checkpointing behavior versus int4 quantization memory growth/OOM." + }, + { + "left": "issue:44403", + "right": "issue:44451", + "accept": false, + "reason": "Generic noisy-loading behavior is not the same defect as a specific inability to load vesteinn/ScandiBERT." + }, + { + "left": "issue:24643", + "right": "issue:28530", + "accept": false, + "reason": "Different training issues: DeepSpeed weight shape RuntimeError versus early-stopping metric_for_best_model handling." + }, + { + "left": "issue:43975", + "right": "issue:45237", + "accept": false, + "reason": "Tokenizer detokenization regression and AMD GPU model-loading failure are unrelated." + }, + { + "left": "issue:41762", + "right": "issue:42915", + "accept": false, + "reason": "Both are model-loading failures, but for different models and mechanisms; they are not the same bug." + }, + { + "left": "issue:44403", + "right": "issue:44488", + "accept": false, + "reason": "One is about noisy loader messages; the other is a concrete load failure for a specific model." + }, + { + "left": "issue:43643", + "right": "issue:45020", + "accept": false, + "reason": "Missing fields with trust_remote_code=True is a specific config-return bug, not the same concrete regression as the broader remote_code breakage report." + }, + { + "left": "issue:44402", + "right": "issue:47473", + "accept": false, + "reason": "Different tokenizer problems: vocab-size mismatch versus byte-fallback decoding support." + }, + { + "left": "issue:44991", + "right": "issue:45399", + "accept": false, + "reason": "Tokenizer loading failure and flash-attn2 fallback gating are separate issues." + }, + { + "left": "issue:42947", + "right": "issue:43856", + "accept": false, + "reason": "Both are efficiency-related, but the specific bugs differ: checkpointing ineffectiveness versus MoE memory usage." + }, + { + "left": "issue:43824", + "right": "issue:43872", + "accept": false, + "reason": "ImportError for Qwen2.5-VL and bitsandbytes Int8Params constructor incompatibility are unrelated defects." + }, + { + "left": "issue:45685", + "right": "issue:45823", + "accept": false, + "reason": "Different backend/model issues: MPS histogram support in MoE versus Gemma4 device-map mismatch." + }, + { + "left": "issue:45081", + "right": "issue:45399", + "accept": false, + "reason": "Tokenizer regex patch crash and flash-attn2 fallback blocking are separate code paths." + }, + { + "left": "issue:45020", + "right": "issue:45823", + "accept": false, + "reason": "Broad remote_code regression coverage does not match the specific Gemma4 PLE device mismatch bug." + }, + { + "left": "issue:43782", + "right": "issue:44960", + "accept": false, + "reason": "Different model-specific failures: Qwen3VL weight_only error versus GLM5 loading." + }, + { + "left": "issue:44661", + "right": "issue:45020", + "accept": false, + "reason": "add-new-model-like mapping failure is a specific registration/tokenizer bug, not the broader remote_code regression." + }, + { + "left": "issue:43828", + "right": "issue:45823", + "accept": false, + "reason": "Different failures and models: autocast dtype mismatch versus device-map forwarding mismatch." + }, + { + "left": "issue:41553", + "right": "issue:43883", + "accept": false, + "reason": "Bad error messaging for Voxtral and Molmo tied-weights attribute errors are unrelated." + }, + { + "left": "issue:45020", + "right": "issue:45356", + "accept": false, + "reason": "General remote_code breakage and Kimi-K2.5 codec-handling regression are different tokenizer/config defects." + }, + { + "left": "issue:43872", + "right": "issue:46869", + "accept": false, + "reason": "bitsandbytes parameter incompatibility and YOLO multi-GPU device-map failure are unrelated." + }, + { + "left": "issue:42491", + "right": "issue:44368", + "accept": false, + "reason": "Both mention Qwen3, but one is a model compatibility regression and the other is a tie_word_embeddings warning during LoRA fine-tuning." + }, + { + "left": "issue:45759", + "right": "issue:46661", + "accept": false, + "reason": "Composite multimodal config unwrapping and remote-code config_class attribute errors are different AutoModel issues." + }, + { + "left": "issue:45020", + "right": "issue:46661", + "accept": false, + "reason": "They are related only at a high level; one is broad remote_code breakage, the other is a specific config_class AttributeError." + }, + { + "left": "issue:41553", + "right": "issue:43881", + "accept": false, + "reason": "Bad error messaging for Voxtral and GLM4V loading failure are separate model-loading reports." + }, + { + "left": "issue:45488", + "right": "issue:46489", + "accept": false, + "reason": "Both are tokenizer regressions in v5, but one is ByteLevel/Metaspace override behavior and the other is a DeepSeek-Coder detokenization gap." + } + ] + }, + "evaluator_result": { + "accept": false, + "feedback": "The cluster summary is mostly conservative, but the main representative-issue claim is a bit overstated: issue:45020 is a plausible umbrella for remote_code regressions, yet the packet does not support calling it the strongest discussion signal (several other issues have higher discussion_activity/inbound refs). The soft-edge verdicts are generally careful, but because the top-level summary overclaims evidence, I would reject this pass." + }, + "evaluator_used": true, + "retried": true, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 28, + "review_unit_index": 6, + "review_unit_count": 68, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-547", + "nodes": [ + "issue:24643", + "issue:30064", + "issue:36331", + "issue:41093", + "issue:41553", + "issue:42915", + "issue:42947", + "issue:43257", + "issue:43366", + "issue:43404", + "issue:43531", + "issue:43596", + "issue:43638", + "issue:43716", + "issue:43792", + "issue:43827", + "issue:43828", + "issue:43854", + "issue:43881", + "issue:43883", + "issue:43940", + "issue:43950", + "issue:43957", + "issue:44220", + "issue:44479", + "issue:44509", + "issue:44530", + "issue:44560", + "issue:44589", + "issue:44805", + "issue:44863", + "issue:44928", + "issue:44991", + "issue:45305", + "issue:45313", + "issue:45325", + "issue:45588", + "issue:45663", + "issue:45715", + "issue:45823", + "issue:45902", + "issue:45923", + "issue:46315", + "issue:46402", + "issue:46468", + "issue:46515", + "issue:46894", + "issue:46897" + ], + "soft_pairs": [ + "issue:43404|issue:43950", + "issue:45715|issue:46315", + "issue:43827|issue:44509", + "issue:43881|issue:43883", + "issue:43257|issue:45305", + "issue:43792|issue:44220", + "issue:46894|issue:46897", + "issue:36331|issue:41093", + "issue:42947|issue:45923", + "issue:43940|issue:45313", + "issue:24643|issue:30064", + "issue:44479|issue:44560", + "issue:43854|issue:44863", + "issue:41093|issue:44805", + "issue:43366|issue:43828", + "issue:43716|issue:46468", + "issue:44928|issue:45588", + "issue:44530|issue:44863", + "issue:43366|issue:43531", + "issue:43596|issue:46515", + "issue:44863|issue:46402", + "issue:45325|issue:45902", + "issue:43638|issue:46515", + "issue:43366|issue:44589", + "issue:45663|issue:45823", + "issue:42915|issue:43957", + "issue:43716|issue:44560", + "issue:41553|issue:44991" + ], + "prepared_review_unit_hash": "394374b5e7f1e544ced69f985797577caf0ac5405d8c445be4a27f500a38c655", + "component_budget": { + "node_count": 547, + "item_count": 547, + "soft_pair_count": 2032, + "serialized_chars": 1051055, + "estimated_input_tokens": 262764, + "estimated_eval_tokens": 525784 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 28, + "serialized_chars": 36328, + "estimated_input_tokens": 9082, + "estimated_eval_tokens": 18420 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly heterogeneous and only contains a few true duplicate-like pairs. I\u2019d accept the exact title/signature duplicates and reject the rest as related-but-distinct bugs or broad same-subsystem issues.", + "confidence": 0.78, + "canonical_issue_reason": "No single canonical issue for the whole set: most items are unrelated regressions, with only a few tight duplicate pairs.", + "canonical_pr_reason": null, + "best_issue_reason": "No global best issue; issue:41093 is the cleanest exact duplicate anchor among the accepted pairs, but it does not represent the entire mixed cluster.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43404", + "right": "issue:43950", + "accept": false, + "reason": "Different bugs: Mistral lm_head tying vs non-persistent buffer loading corruption." + }, + { + "left": "issue:45715", + "right": "issue:46315", + "accept": false, + "reason": "Both are tokenizer performance regressions, but on different functions and mechanisms." + }, + { + "left": "issue:43827", + "right": "issue:44509", + "accept": true, + "reason": "Same docs regression: lingering references to removed pipeline tasks in v5 documentation." + }, + { + "left": "issue:43881", + "right": "issue:43883", + "accept": false, + "reason": "Different model-loading failures on different models/classes; not the same bug." + }, + { + "left": "issue:43257", + "right": "issue:45305", + "accept": false, + "reason": "Both involve DeepSpeed, but one is Qwen3 MoE weight conversion and the other is gradient averaging with GAS." + }, + { + "left": "issue:43792", + "right": "issue:44220", + "accept": false, + "reason": "Too broad to equate: a generic Whisper runtime failure vs a specific fbank feature-extraction issue." + }, + { + "left": "issue:46894", + "right": "issue:46897", + "accept": false, + "reason": "Same general pattern, but different models; likely separate model-specific fixes, not one mergeable bug." + }, + { + "left": "issue:36331", + "right": "issue:41093", + "accept": false, + "reason": "Different failures: trainer API kwarg mismatch vs tensor/mask shape index error." + }, + { + "left": "issue:42947", + "right": "issue:45923", + "accept": false, + "reason": "Both touch gradient checkpointing, but one is a LoRA behavior bug and the other is a missing model flag." + }, + { + "left": "issue:43940", + "right": "issue:45313", + "accept": false, + "reason": "Related DeepSpeed ZeRO-3 loading failures, but different Qwen variants and different missing-weight symptoms." + }, + { + "left": "issue:24643", + "right": "issue:30064", + "accept": false, + "reason": "Unrelated: DeepSpeed weight-dimension runtime error vs segmentation map processing failure." + }, + { + "left": "issue:44479", + "right": "issue:44560", + "accept": true, + "reason": "Same video-input regression family in Qwen3/VL models on v5.3.0; plausibly one underlying preprocessing bug." + }, + { + "left": "issue:43854", + "right": "issue:44863", + "accept": false, + "reason": "Different models and different loading problems; no shared concrete code path is evident." + }, + { + "left": "issue:41093", + "right": "issue:44805", + "accept": true, + "reason": "Effectively the same mask/tensor shape mismatch error signature." + }, + { + "left": "issue:43366", + "right": "issue:43828", + "accept": false, + "reason": "Different issues: GGUF architecture support vs autocast dtype mismatch." + }, + { + "left": "issue:43716", + "right": "issue:46468", + "accept": false, + "reason": "Different model families and failure modes; not the same bug." + }, + { + "left": "issue:44928", + "right": "issue:45588", + "accept": false, + "reason": "Different code paths: RLHF/position_ids numerical collapse vs flash_attention sink-less AttributeError." + }, + { + "left": "issue:44530", + "right": "issue:44863", + "accept": false, + "reason": "Different subsystems and model loading vs cache runtime crash; no duplicate evidence." + }, + { + "left": "issue:43366", + "right": "issue:43531", + "accept": false, + "reason": "Different problems in different model support paths; one is GGUF architecture support, the other sliding_window behavior." + }, + { + "left": "issue:43596", + "right": "issue:46515", + "accept": false, + "reason": "Specific ZeRO-3/Bert init out-of-bounds bug vs a generic torch compatibility report." + }, + { + "left": "issue:44863", + "right": "issue:46402", + "accept": false, + "reason": "Different model families and different loading issues." + }, + { + "left": "issue:45325", + "right": "issue:45902", + "accept": false, + "reason": "Both are Qwen3/VL-related, but one is rope index scaling and the other is uninitialized-memory materialization." + }, + { + "left": "issue:43638", + "right": "issue:46515", + "accept": false, + "reason": "Different issues: ZeRO-3/BERT zero-size index error vs torch version incompatibility." + }, + { + "left": "issue:43366", + "right": "issue:44589", + "accept": false, + "reason": "Unrelated: GGUF architecture support vs float8 storage lookup failure." + }, + { + "left": "issue:45663", + "right": "issue:45823", + "accept": false, + "reason": "Same model family, but distinct bugs: FSDP2 shared_kv_states handling vs device_map forward placement." + }, + { + "left": "issue:42915", + "right": "issue:43957", + "accept": false, + "reason": "Different root causes: FineGrainedFP8Config failure vs meta-device loading regression." + }, + { + "left": "issue:43716", + "right": "issue:44560", + "accept": false, + "reason": "Both are video-related, but one is image-preprocessor dtype mismatch and the other is a video StopIteration regression." + }, + { + "left": "issue:41553", + "right": "issue:44991", + "accept": false, + "reason": "Both are tokenizer/loading complaints, but they concern different models and different failure modes." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "Grounded overall: the packet supports a mostly heterogeneous cluster with only a few duplicate-like pairs, and the accepted soft edges are conservative. Minor wording nit: not all accepted pairs are exact duplicates, but the overall judgment stays within 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": 28, + "review_unit_index": 7, + "review_unit_count": 68, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-547", + "nodes": [ + "issue:36010", + "issue:38175", + "issue:39692", + "issue:41553", + "issue:41720", + "issue:42491", + "issue:42617", + "issue:42915", + "issue:42947", + "issue:43317", + "issue:43366", + "issue:43550", + "issue:43596", + "issue:43632", + "issue:43638", + "issue:43644", + "issue:43645", + "issue:43646", + "issue:43720", + "issue:43824", + "issue:43950", + "issue:43957", + "issue:43994", + "issue:44155", + "issue:44488", + "issue:44534", + "issue:44560", + "issue:44661", + "issue:44683", + "issue:44756", + "issue:44805", + "issue:44877", + "issue:44910", + "issue:44918", + "issue:45030", + "issue:45584", + "issue:45672", + "issue:45685", + "issue:45812", + "issue:45823", + "issue:45834", + "issue:46468", + "issue:46489", + "issue:46515", + "issue:46858", + "issue:46869", + "issue:46899", + "issue:47254" + ], + "soft_pairs": [ + "issue:44155|issue:45584", + "issue:43824|issue:43957", + "issue:42617|issue:43366", + "issue:43950|issue:45834", + "issue:44560|issue:45685", + "issue:44560|issue:44918", + "issue:36010|issue:42915", + "issue:44683|issue:46515", + "issue:43645|issue:43646", + "issue:44910|issue:46858", + "issue:43550|issue:44910", + "issue:41553|issue:44488", + "issue:45823|issue:46515", + "issue:46468|issue:46869", + "issue:42947|issue:47254", + "issue:44661|issue:45823", + "issue:45812|issue:46489", + "issue:44560|issue:44805", + "issue:44877|issue:45030", + "issue:38175|issue:43994", + "issue:43638|issue:44661", + "issue:44661|issue:44805", + "issue:43596|issue:44661", + "issue:42491|issue:43720", + "issue:45672|issue:46899", + "issue:43632|issue:45834", + "issue:41720|issue:42915", + "issue:43317|issue:44756", + "issue:42915|issue:44756", + "issue:38175|issue:39692", + "issue:43644|issue:44534" + ], + "prepared_review_unit_hash": "86f8395032e6bb968999debea92fa3de87f59fa2d95501716730c5fc2143472d", + "component_budget": { + "node_count": 547, + "item_count": 547, + "soft_pair_count": 2032, + "serialized_chars": 1051055, + "estimated_input_tokens": 262764, + "estimated_eval_tokens": 525784 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 31, + "serialized_chars": 36963, + "estimated_input_tokens": 9241, + "estimated_eval_tokens": 18738 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "Mostly heterogeneous issue set with a few small duplicate pockets. The only clear duplicates are the Transformers 5 custom-model/buffer regressions and likely the SigLIP2 model-output regression; the rest are different bugs or model-specific failures.", + "confidence": 0.34, + "canonical_issue_reason": "No single canonical fits the whole cluster; the strongest duplicate pocket is the Transformers 5 custom-model/buffer regression group, centered on 43646.", + "canonical_pr_reason": null, + "best_issue_reason": "43646 is the best representative anchor because it is the broadest, clearest regression in the only strong duplicate pocket and directly overlaps 43645.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44155", + "right": "issue:45584", + "accept": false, + "reason": "Different models and failure modes: batched AudioFlamingo3 track leakage vs Whisper empty-transcription generation after token alignment." + }, + { + "left": "issue:43824", + "right": "issue:43957", + "accept": false, + "reason": "Different bugs: Qwen2.5-VL import failure vs meta-device loading breakage across some models." + }, + { + "left": "issue:42617", + "right": "issue:43366", + "accept": false, + "reason": "Unrelated problems: 3d_parallel.py execution failure vs GGUF/gpt-oss architecture support." + }, + { + "left": "issue:43950", + "right": "issue:45834", + "accept": false, + "reason": "Different code paths: non-persistent buffer corruption vs Kosmos2.5 long-OCR index error." + }, + { + "left": "issue:44560", + "right": "issue:45685", + "accept": false, + "reason": "Different model/backend issues: Qwen3-VL video StopIteration vs MPS histogram not implemented for Int." + }, + { + "left": "issue:44560", + "right": "issue:44918", + "accept": false, + "reason": "Related Qwen family, but different failures and code paths: video embedding StopIteration vs TRL unpacking failure." + }, + { + "left": "issue:36010", + "right": "issue:42915", + "accept": false, + "reason": "Completely different: GenerationMixin import error vs Qwen3Moe FP8 runtime failure." + }, + { + "left": "issue:44683", + "right": "issue:46515", + "accept": false, + "reason": "Both mention torch versions, but one is compiled flex_attention on torch>=2.9 and the other is a broader 2.4.1 incompatibility." + }, + { + "left": "issue:43645", + "right": "issue:43646", + "accept": true, + "reason": "Same Transformers 5.0.0 custom-model initialization regression; 43645 is the notebook-flavored report of the same bug." + }, + { + "left": "issue:44910", + "right": "issue:46858", + "accept": false, + "reason": "Both involve attention/cache internals, but one is flash-attention misreading 3D position_ids and the other is a static-cache seq-length tensor issue." + }, + { + "left": "issue:43550", + "right": "issue:44910", + "accept": false, + "reason": "Different model-specific failures: Bamba-9B-v2 SDPA/torch.compile issue vs Qwen3.5 flash-attention position_ids misinterpretation." + }, + { + "left": "issue:41553", + "right": "issue:44488", + "accept": false, + "reason": "Different tokenizer-loading problems for different models; only the broad symptom is similar." + }, + { + "left": "issue:45823", + "right": "issue:46515", + "accept": false, + "reason": "Device-map forward mismatch in Gemma4 vs a generic torch version incompatibility; not the same bug." + }, + { + "left": "issue:46468", + "right": "issue:46869", + "accept": false, + "reason": "Different model/runtime failures: broken Nemotron example vs YOLO multi-GPU device_map auto failure." + }, + { + "left": "issue:42947", + "right": "issue:47254", + "accept": false, + "reason": "Both mention PEFT/gradient checkpointing, but one is ineffective checkpointing and the other is a concrete CheckpointError under ZeRO-3." + }, + { + "left": "issue:44661", + "right": "issue:45823", + "accept": false, + "reason": "Different problems: tokenizer-mapping model registration failure vs Gemma4 PLE device mismatch during forward." + }, + { + "left": "issue:45812", + "right": "issue:46489", + "accept": false, + "reason": "Both are tokenizer regressions, but they affect different model families and likely different code paths." + }, + { + "left": "issue:44560", + "right": "issue:44805", + "accept": false, + "reason": "Both are inference-time errors, but one is Qwen3-VL video StopIteration and the other is a tensor mask shape mismatch." + }, + { + "left": "issue:44877", + "right": "issue:45030", + "accept": false, + "reason": "Both reference config validation, but they concern different models and likely different validation rules." + }, + { + "left": "issue:38175", + "right": "issue:43994", + "accept": true, + "reason": "Same SigLIP2 model family and same wrong-output symptom; 43994 looks like the broader report of the same inference regression." + }, + { + "left": "issue:43638", + "right": "issue:44661", + "accept": false, + "reason": "Both are model-init failures, but one is ZeRO-3/BertModel index error and the other is tokenizer-mapping registration failure." + }, + { + "left": "issue:44661", + "right": "issue:44805", + "accept": false, + "reason": "Unrelated issues: tokenizer-mapping registration vs mask/index shape mismatch." + }, + { + "left": "issue:43596", + "right": "issue:44661", + "accept": false, + "reason": "Different bugs: empty-parameter BertModel under ZeRO-3 vs tokenizer-mapping registration failure." + }, + { + "left": "issue:42491", + "right": "issue:43720", + "accept": false, + "reason": "Both involve loading/training stacks, but the concrete failures are different: LoRA compatibility across versions vs packed-weight unpacking during accelerate loading." + }, + { + "left": "issue:45672", + "right": "issue:46899", + "accept": false, + "reason": "Different multimodal quantization failures in Gemma4; similar area but not the same code-path bug." + }, + { + "left": "issue:43632", + "right": "issue:45834", + "accept": false, + "reason": "Different regressions: _is_hf_initialized flag breakage vs Kosmos2.5 OCR long-input index error." + }, + { + "left": "issue:41720", + "right": "issue:42915", + "accept": false, + "reason": "Both are Qwen3-related but the failures differ: auto device mapping cudaErrorAssert vs FineGrainedFP8Config failure." + }, + { + "left": "issue:43317", + "right": "issue:44756", + "accept": false, + "reason": "Different issues: dequantized model loading with cpu/gpu offload vs disabling mmap to avoid OOM on Strix Halo." + }, + { + "left": "issue:42915", + "right": "issue:44756", + "accept": false, + "reason": "Different bugs and subsystems: FP8 config failure vs mmap/OOM behavior." + }, + { + "left": "issue:38175", + "right": "issue:39692", + "accept": false, + "reason": "Same SigLIP2 area, but one is wrong probabilities and the other is a documentation example with model/processor mismatch plus quantization issues." + }, + { + "left": "issue:43638", + "right": "issue:44661", + "accept": false, + "reason": "Different model-init failures with different triggers; not the same underlying bug." + }, + { + "left": "issue:43644", + "right": "issue:44534", + "accept": true, + "reason": "Same Transformers 5.x regression where non-persistent buffers are corrupted/junk-filled during loading." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The assessment is grounded in the packet and stays conservative overall. The accepted pairs are narrowly supported by the issue titles/body summaries, and the rejected soft pairs are mostly appropriately separated by model, subsystem, or failure mode. The summary also avoids over-claiming a single canonical for the whole heterogeneous cluster." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 28, + "review_unit_index": 8, + "review_unit_count": 68, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-547", + "nodes": [ + "issue:39692", + "issue:41720", + "issue:42491", + "issue:43257", + "issue:43425", + "issue:43644", + "issue:43645", + "issue:43708", + "issue:43854", + "issue:43856", + "issue:43873", + "issue:43931", + "issue:43957", + "issue:43994", + "issue:44075", + "issue:44155", + "issue:44164", + "issue:44291", + "issue:44387", + "issue:44402", + "issue:44451", + "issue:44488", + "issue:44756", + "issue:44863", + "issue:44910", + "issue:44960", + "issue:44977", + "issue:44991", + "issue:45276", + "issue:45292", + "issue:45313", + "issue:45335", + "issue:45357", + "issue:45362", + "issue:45406", + "issue:45488", + "issue:45507", + "issue:45588", + "issue:45663", + "issue:45759", + "issue:45812", + "issue:46050", + "issue:46459", + "issue:46468", + "issue:46512", + "issue:46846", + "issue:46897", + "issue:46901" + ], + "soft_pairs": [ + "issue:42491|issue:45276", + "issue:44960|issue:44977", + "issue:44451|issue:44488", + "issue:45507|issue:46468", + "issue:45313|issue:45357", + "issue:44863|issue:46846", + "issue:46459|issue:46512", + "issue:39692|issue:43994", + "issue:44488|issue:44991", + "issue:43257|issue:43854", + "issue:43644|issue:43645", + "issue:43856|issue:43873", + "issue:42491|issue:45335", + "issue:42491|issue:45292", + "issue:44164|issue:44291", + "issue:43856|issue:44387", + "issue:43854|issue:43931", + "issue:45488|issue:45812", + "issue:44960|issue:46050", + "issue:43708|issue:44075", + "issue:45276|issue:45335", + "issue:43425|issue:43957", + "issue:44291|issue:44756", + "issue:45362|issue:45406", + "issue:41720|issue:44155", + "issue:45663|issue:45759", + "issue:39692|issue:44960", + "issue:44910|issue:45588", + "issue:46897|issue:46901", + "issue:44402|issue:44488", + "issue:43873|issue:44387" + ], + "prepared_review_unit_hash": "2336630600d54721d31fa40d4202291b84ddfe448dd566d22157eeb3f05702b6", + "component_budget": { + "node_count": 547, + "item_count": 547, + "soft_pair_count": 2032, + "serialized_chars": 1051055, + "estimated_input_tokens": 262764, + "estimated_eval_tokens": 525784 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 31, + "serialized_chars": 37109, + "estimated_input_tokens": 9278, + "estimated_eval_tokens": 18812 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "Mostly heterogeneous Transformers/model-regression issues. A few pairs are superficially similar (tokenizer loading, resize_token_embeddings, flash-attention, quantization), but none are strong enough to merge as duplicates under a strict code-path standard.", + "confidence": 0.41, + "canonical_issue_reason": "Issue 43873 is the strongest canonical candidate within the quantization/offloading subgroup: it is broad, still open, and has the most ongoing discussion/references among the set.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 43873 is the best overall issue candidate here because it is the most general actively maintained report; the rest are mostly model-specific regressions with no clear shared fix path.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:42491", + "right": "issue:45276", + "accept": false, + "reason": "Different bugs: Qwen3 MoE LoRA compatibility across hf4.x/hf5.x vs Gemma4 resize_token_embeddings not updating output embeddings." + }, + { + "left": "issue:44960", + "right": "issue:44977", + "accept": false, + "reason": "Different model families and failure modes: GLM5 load/problem report vs Qwen3.5 flash-attention generation crash." + }, + { + "left": "issue:44451", + "right": "issue:44488", + "accept": false, + "reason": "Both are model-load failures, but they target different BERT models and give no concrete evidence of the same root cause." + }, + { + "left": "issue:45507", + "right": "issue:46468", + "accept": false, + "reason": "Unrelated models and symptoms: GraniteMoEHybrid invalid method call vs Nemotron example being broken." + }, + { + "left": "issue:45313", + "right": "issue:45357", + "accept": false, + "reason": "Different Qwen3.5 regressions: ZeRO-3 weight loading for language_model vs incorrect visual encoder keys on save_pretrained." + }, + { + "left": "issue:44863", + "right": "issue:46846", + "accept": false, + "reason": "NemotronH checkpoint loading failure and Qwen3.5 tensor-parallel plan issues are distinct problems in different code paths." + }, + { + "left": "issue:46459", + "right": "issue:46512", + "accept": false, + "reason": "Both concern dtype handling in loading, but one is ignored dtype during composite checkpoint load and the other is stale config.dtype after from_config." + }, + { + "left": "issue:39692", + "right": "issue:43994", + "accept": false, + "reason": "Both are SigLIP/SigLIP2-related, but one is a docs example mismatch/quantization failure and the other is incorrect model outputs when using AutoModel/pipeline." + }, + { + "left": "issue:44488", + "right": "issue:44991", + "accept": false, + "reason": "Both are tokenizer/model-loading regressions, but they affect different model repos and the titles do not show the same underlying bug." + }, + { + "left": "issue:43257", + "right": "issue:43854", + "accept": false, + "reason": "Qwen3 MoE weights not converted with accelerate+deepspeed is a different failure than GLM-4.7-Flash loading in unit tests." + }, + { + "left": "issue:43644", + "right": "issue:43645", + "accept": false, + "reason": "Both are Transformers 5 regressions, but one is non-persistent buffer corruption and the other is custom model initialization breakage in notebooks." + }, + { + "left": "issue:43856", + "right": "issue:43873", + "accept": false, + "reason": "Both mention quantization/memory, but one is training memory inefficiency and the other is offloading not behaving as expected under quantization." + }, + { + "left": "issue:42491", + "right": "issue:45335", + "accept": false, + "reason": "LoRA hf4.x/hf5.x incompatibility is unrelated to t5gemma resize_token_embeddings not updating decoder embeddings." + }, + { + "left": "issue:42491", + "right": "issue:45292", + "accept": false, + "reason": "Different bugs: LoRA model compatibility vs a general resize_token_embeddings/output_embeddings issue." + }, + { + "left": "issue:44164", + "right": "issue:44291", + "accept": false, + "reason": "save/from_pretrained extra_state handling and init_empty_weights TypeError are separate serialization vs initialization bugs." + }, + { + "left": "issue:43856", + "right": "issue:44387", + "accept": false, + "reason": "Both are memory-related, but one is inefficiency during Qwen3 MoE training and the other is int4 quantization causing higher reserved CUDA memory/OOM." + }, + { + "left": "issue:43854", + "right": "issue:43931", + "accept": false, + "reason": "GLM-4.7-Flash load failures and Qwen3-VL weight-shape mismatches are different model-specific loading issues." + }, + { + "left": "issue:45488", + "right": "issue:45812", + "accept": false, + "reason": "Both are tokenizer regressions, but one is LlamaTokenizer overriding pre-tokenizer behavior for DeepSeek V3/R1 and the other is wrong token IDs for Granite models." + }, + { + "left": "issue:44960", + "right": "issue:46050", + "accept": false, + "reason": "GLM5 is a model issue, while sinq save/load after quantization is a distinct quantized-serialization bug." + }, + { + "left": "issue:43708", + "right": "issue:44075", + "accept": false, + "reason": "Trainer resume/max_steps calculation and SGD args not being used are separate training-loop and optimizer-configuration bugs." + }, + { + "left": "issue:45276", + "right": "issue:45335", + "accept": false, + "reason": "Same high-level resize_token_embeddings theme, but different architectures and code paths; not enough evidence for one shared fix." + }, + { + "left": "issue:43425", + "right": "issue:43957", + "accept": false, + "reason": "Torch 2.10 incompatibility and meta-device loading regressions are different versioning/runtime problems." + }, + { + "left": "issue:44291", + "right": "issue:44756", + "accept": false, + "reason": "init_empty_weights argument handling and disabling mmap on Strix Halo to avoid OOM are unrelated issues." + }, + { + "left": "issue:45362", + "right": "issue:45406", + "accept": false, + "reason": "Qwen3.5 chat crash and Gemma4Processor missing _tokenizer in transformers serve are different runtime bugs." + }, + { + "left": "issue:41720", + "right": "issue:44155", + "accept": false, + "reason": "Qwen3 auto device mapping cuda assert and AudioFlamingo3 batch inference token leak are unrelated failure modes." + }, + { + "left": "issue:45663", + "right": "issue:45759", + "accept": false, + "reason": "FSDP2 shared_kv_states KeyError in Gemma4 training and AutoModelForCausalLM not unwrapping text_config are different bugs in different code paths." + }, + { + "left": "issue:39692", + "right": "issue:44960", + "accept": false, + "reason": "SigLIP2 docs/example issues and GLM5 are unrelated." + }, + { + "left": "issue:44910", + "right": "issue:45588", + "accept": false, + "reason": "Both involve flash-attention, but one is illegal memory access from 3D position_ids on Qwen3.5 and the other is an s_aux=None crash for sink-less models." + }, + { + "left": "issue:46897", + "right": "issue:46901", + "accept": false, + "reason": "Both mention a double-shift training-loss pattern, but the titles do not establish the same shared implementation path or a single fixable code change." + }, + { + "left": "issue:44402", + "right": "issue:44488", + "accept": false, + "reason": "Tokenizer vocab_size mismatch with pad/unk tokens is different from a model-loading regression for sleng-bert." + }, + { + "left": "issue:43873", + "right": "issue:44387", + "accept": false, + "reason": "Both are quantization/memory related, but the reported symptoms differ: offloading misbehavior vs increased reserved CUDA memory causing OOM." + } + ] + }, + "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": 28, + "review_unit_index": 9, + "review_unit_count": 68, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-547", + "nodes": [ + "issue:36010", + "issue:39404", + "issue:39921", + "issue:42796", + "issue:42947", + "issue:43335", + "issue:43381", + "issue:43404", + "issue:43425", + "issue:43454", + "issue:43645", + "issue:43646", + "issue:43708", + "issue:43828", + "issue:43854", + "issue:43957", + "issue:44079", + "issue:44155", + "issue:44164", + "issue:44292", + "issue:44387", + "issue:44402", + "issue:44451", + "issue:44479", + "issue:44589", + "issue:44756", + "issue:44863", + "issue:44877", + "issue:44912", + "issue:44928", + "issue:45216", + "issue:45276", + "issue:45292", + "issue:45335", + "issue:45588", + "issue:45663", + "issue:45684", + "issue:45698", + "issue:45704", + "issue:45823", + "issue:45859", + "issue:46326", + "issue:46468", + "issue:46829", + "issue:46894", + "issue:46901", + "issue:47228", + "issue:47332" + ], + "soft_pairs": [ + "issue:43404|issue:43454", + "issue:42947|issue:45704", + "issue:45663|issue:45859", + "issue:44155|issue:45823", + "issue:43957|issue:44756", + "issue:44079|issue:46829", + "issue:44863|issue:46468", + "issue:44479|issue:44877", + "issue:43335|issue:45663", + "issue:44387|issue:44756", + "issue:39921|issue:43425", + "issue:44292|issue:44912", + "issue:36010|issue:39404", + "issue:45276|issue:45292", + "issue:44164|issue:44756", + "issue:43957|issue:47332", + "issue:43381|issue:44928", + "issue:45588|issue:45663", + "issue:42796|issue:46326", + "issue:43645|issue:44164", + "issue:43425|issue:47228", + "issue:44589|issue:44756", + "issue:45292|issue:45335", + "issue:43425|issue:43828", + "issue:43854|issue:45216", + "issue:44402|issue:44451", + "issue:43646|issue:43708", + "issue:45684|issue:45698", + "issue:46894|issue:46901" + ], + "prepared_review_unit_hash": "10bfaab99c443f2b53976903a5353a7cffc613668513a12a7ec2c4ee515fe6b2", + "component_budget": { + "node_count": 547, + "item_count": 547, + "soft_pair_count": 2032, + "serialized_chars": 1051055, + "estimated_input_tokens": 262764, + "estimated_eval_tokens": 525784 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 29, + "serialized_chars": 36438, + "estimated_input_tokens": 9110, + "estimated_eval_tokens": 18476 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "Most pairs are related only by broad subsystem or model family and should stay separate. I accepted only the pairs that appear to describe the same concrete bug pattern: resize_token_embeddings propagation failures and training-loss double-shift issues.", + "confidence": 0.78, + "canonical_issue_reason": "issue:45292 is the best canonical issue here: it is the most generic and umbrella-like of the resize_token_embeddings failures, and it cleanly matches the model-specific reports around the same propagation bug.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:46901 is also a strong canonical-style issue because it states the root symptom directly and is open, but overall the resize_token_embeddings bug in issue:45292 is the clearest umbrella duplicate target among the provided items.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43404", + "right": "issue:43454", + "accept": false, + "reason": "Both are lm_head weight-tying bugs, but for different models and likely different code paths; too broad to merge as one duplicate." + }, + { + "left": "issue:42947", + "right": "issue:45704", + "accept": false, + "reason": "Gradient checkpointing/LoRA and a T5 apex RMSNorm memory leak are unrelated bugs." + }, + { + "left": "issue:45663", + "right": "issue:45859", + "accept": false, + "reason": "Different failures in different models: FSDP2 shared_kv_states vs CPU offload in rotary embedding." + }, + { + "left": "issue:44155", + "right": "issue:45823", + "accept": false, + "reason": "Audio track leak during batched inference is unrelated to Gemma4 device mismatch in forward." + }, + { + "left": "issue:43957", + "right": "issue:44756", + "accept": false, + "reason": "Meta-device loading failures and Strix Halo mmap OOM are different root causes." + }, + { + "left": "issue:44079", + "right": "issue:46829", + "accept": false, + "reason": "Both involve output structures, but the bugs are model-specific and not the same concrete assignment issue." + }, + { + "left": "issue:44863", + "right": "issue:46468", + "accept": false, + "reason": "Both mention Nemotron, but one is checkpoint loading and the other is a broken example; not the same bug." + }, + { + "left": "issue:44479", + "right": "issue:44877", + "accept": false, + "reason": "Video-input regression for Qwen VL models is unrelated to strict config handling for granite_speech." + }, + { + "left": "issue:43335", + "right": "issue:45663", + "accept": false, + "reason": "Sparse-layer config creation and Gemma4 FSDP2 key errors are unrelated." + }, + { + "left": "issue:44387", + "right": "issue:44756", + "accept": false, + "reason": "Both mention OOM, but one is int4 quantization memory growth and the other is mmap on Strix Halo; different causes." + }, + { + "left": "issue:39921", + "right": "issue:43425", + "accept": false, + "reason": "Gemma3N special-token/projection error is unrelated to Torch 2.10 compatibility." + }, + { + "left": "issue:44292", + "right": "issue:44912", + "accept": false, + "reason": "Different quantization formats and symptoms; not the same underlying loading bug." + }, + { + "left": "issue:36010", + "right": "issue:39404", + "accept": false, + "reason": "ImportError for GenerationMixin is unrelated to Whisper return_language pipeline behavior." + }, + { + "left": "issue:45276", + "right": "issue:45292", + "accept": true, + "reason": "Both report resize_token_embeddings not propagating to tied embedding/output weights; same underlying bug, with 45276 being a model-specific manifestation." + }, + { + "left": "issue:44164", + "right": "issue:44756", + "accept": false, + "reason": "save/from_pretrained extra_state handling is unrelated to mmap-related OOM." + }, + { + "left": "issue:43957", + "right": "issue:47332", + "accept": false, + "reason": "Meta-device loading failures and saving disk-offloaded models are different code paths." + }, + { + "left": "issue:43381", + "right": "issue:44928", + "accept": false, + "reason": "Eval-mode checkpointing restriction is unrelated to RLHF NaN/SDPA fallback behavior." + }, + { + "left": "issue:45588", + "right": "issue:45663", + "accept": false, + "reason": "Flash-attention s_aux=None crash and Gemma4 FSDP2 shared_kv_states error are unrelated." + }, + { + "left": "issue:42796", + "right": "issue:46326", + "accept": false, + "reason": "Both are tokenizer-related, but one is BPE marker handling and the other is continue_final_message behavior; not the same bug." + }, + { + "left": "issue:43645", + "right": "issue:44164", + "accept": false, + "reason": "Custom model initialization in notebooks is unrelated to extra_state save/load handling." + }, + { + "left": "issue:43425", + "right": "issue:47228", + "accept": false, + "reason": "Torch version incompatibility and Sam3 bf16 compilation regression are different issues." + }, + { + "left": "issue:44589", + "right": "issue:44756", + "accept": false, + "reason": "Float8 storage lookup failure and Strix Halo mmap OOM are unrelated." + }, + { + "left": "issue:45292", + "right": "issue:45335", + "accept": true, + "reason": "Both are the same resize_token_embeddings propagation bug, just observed in different tied modules (output_embeddings vs decoder.embed_tokens)." + }, + { + "left": "issue:43425", + "right": "issue:43828", + "accept": false, + "reason": "Torch 2.10 incompatibility is unrelated to Phi-tiny-MoE autocast dtype mismatch." + }, + { + "left": "issue:43854", + "right": "issue:45216", + "accept": false, + "reason": "Different Qwen/GLM loading failures with different regression contexts; not the same bug." + }, + { + "left": "issue:44402", + "right": "issue:44451", + "accept": false, + "reason": "Both are tokenizer vocab/loading issues, but the specific failure modes differ." + }, + { + "left": "issue:43646", + "right": "issue:43708", + "accept": false, + "reason": "Custom model init breakage and Trainer max_steps resume math are unrelated." + }, + { + "left": "issue:45684", + "right": "issue:45698", + "accept": false, + "reason": "Permissions propagation in save_pretrained and wrong custom-module loading are different bugs." + }, + { + "left": "issue:46894", + "right": "issue:46901", + "accept": true, + "reason": "Both are the same training-loss double-shift bug pattern, producing loss computed against shifted labels instead of the original labels." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The judgments are grounded in the packet and stay conservative. The accepted pairs both share the same concrete bug pattern from their titles, and the rejected pairs are mostly only loosely related by subsystem or model family. The canonical-issue choice is also reasonable, with issue:45292 serving as the broadest resize_token_embeddings umbrella among the candidates." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 28, + "review_unit_index": 10, + "review_unit_count": 68, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-547", + "nodes": [ + "issue:36032", + "issue:39404", + "issue:40990", + "issue:42915", + "issue:43425", + "issue:43452", + "issue:43596", + "issue:43611", + "issue:43632", + "issue:43645", + "issue:43856", + "issue:43901", + "issue:43906", + "issue:43994", + "issue:44079", + "issue:44164", + "issue:44265", + "issue:44479", + "issue:44488", + "issue:44509", + "issue:44530", + "issue:44589", + "issue:44671", + "issue:44683", + "issue:44756", + "issue:44805", + "issue:44898", + "issue:44912", + "issue:44987", + "issue:44991", + "issue:45081", + "issue:45084", + "issue:45701", + "issue:45759", + "issue:45812", + "issue:45823", + "issue:46050", + "issue:46315", + "issue:46326", + "issue:46491", + "issue:46665", + "issue:46821", + "issue:46869", + "issue:46899", + "issue:47050", + "issue:47331", + "issue:47333", + "issue:47448" + ], + "soft_pairs": [ + "issue:43425|issue:46869", + "issue:44530|issue:45084", + "issue:44683|issue:45823", + "issue:45812|issue:46315", + "issue:46315|issue:46491", + "issue:39404|issue:45701", + "issue:44479|issue:44805", + "issue:43611|issue:43645", + "issue:44589|issue:45084", + "issue:45823|issue:47448", + "issue:44164|issue:45759", + "issue:43994|issue:44079", + "issue:40990|issue:47331", + "issue:44265|issue:44898", + "issue:36032|issue:43452", + "issue:39404|issue:46665", + "issue:43901|issue:44509", + "issue:46050|issue:46326", + "issue:44991|issue:45081", + "issue:43906|issue:46326", + "issue:44671|issue:44991", + "issue:43906|issue:44530", + "issue:39404|issue:44912", + "issue:45823|issue:46899", + "issue:44164|issue:46821", + "issue:43596|issue:44683", + "issue:44756|issue:47333", + "issue:43856|issue:44756", + "issue:44488|issue:44987", + "issue:43632|issue:47050", + "issue:36032|issue:42915" + ], + "prepared_review_unit_hash": "eb506f4d24a0af387a36e05aa0d008d76c83e11a263764743cfa998033231389", + "component_budget": { + "node_count": 547, + "item_count": 547, + "soft_pair_count": 2032, + "serialized_chars": 1051055, + "estimated_input_tokens": 262764, + "estimated_eval_tokens": 525784 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 31, + "serialized_chars": 37137, + "estimated_input_tokens": 9285, + "estimated_eval_tokens": 18826 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly a grab bag of distinct Transformers v5 regressions and model/tokenizer-specific failures, with some docs/perf issues mixed in. None of the soft pairs look like the same concrete bug/change, so I would not merge any of them as duplicates.", + "confidence": 0.94, + "canonical_issue_reason": "Issue 43611 is the best canonical issue because it is the broadest and most central v5 compatibility regression in the set; the other items are mostly separate model-, tokenizer-, or API-specific failures.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 43611 is the best global issue anchor: it describes a general loading breakage in Transformers 5.0.0, which is more representative of the cluster than the narrower model-specific reports.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43425", + "right": "issue:46869", + "accept": false, + "reason": "One is a Torch 2.10 compatibility complaint; the other is a YOLO multi-GPU device_map bug. Same broad area, but different failure mode and code path." + }, + { + "left": "issue:44530", + "right": "issue:45084", + "accept": false, + "reason": "PagedAttentionCache/Qwen3.5 linear_attention crash is unrelated to the template-node compile error." + }, + { + "left": "issue:44683", + "right": "issue:45823", + "accept": false, + "reason": "flex_attention compile failure on torch>=2.9 and Gemma4 device mismatch are separate issues in different code paths." + }, + { + "left": "issue:45812", + "right": "issue:46315", + "accept": false, + "reason": "Wrong token IDs for Granite models is a correctness regression; slow convert_tokens_to_ids is a performance regression in a different path." + }, + { + "left": "issue:46315", + "right": "issue:46491", + "accept": false, + "reason": "Token lookup slowdown and CodeLlama space round-trip regression are distinct tokenizer behaviors." + }, + { + "left": "issue:39404", + "right": "issue:45701", + "accept": false, + "reason": "Whisper pipeline return_language breakage is not the same as a general tokenization change report." + }, + { + "left": "issue:44479", + "right": "issue:44805", + "accept": false, + "reason": "Both are regression-style errors, but one is a video-input model regression and the other is a generic mask shape mismatch; not the same bug." + }, + { + "left": "issue:43611", + "right": "issue:43645", + "accept": false, + "reason": "Both are v5 model-loading regressions, but one concerns base_model_prefix handling and the other custom-model initialization in Jupyter." + }, + { + "left": "issue:44589", + "right": "issue:45084", + "accept": false, + "reason": "Float8 storage lookup failure is unrelated to the non-template-node compile error." + }, + { + "left": "issue:45823", + "right": "issue:47448", + "accept": false, + "reason": "Gemma4 device_map/PLE mismatch and Gemma4 arch recognition are different failures." + }, + { + "left": "issue:44164", + "right": "issue:45759", + "accept": false, + "reason": "Handling extra_state on save/from_pretrained is a serialization bug, while unwrapping text_config in from_config is a configuration-construction bug." + }, + { + "left": "issue:43994", + "right": "issue:44079", + "accept": false, + "reason": "Nonsensical SigLIP2 outputs and ModelOutput key assignment are not the same underlying defect." + }, + { + "left": "issue:40990", + "right": "issue:47331", + "accept": false, + "reason": "High perplexity on GPT-OSS and MetalConfig batched quantized generation corruption are unrelated model/runtime problems." + }, + { + "left": "issue:44265", + "right": "issue:44898", + "accept": false, + "reason": "torch.export/export with torch_compilable_check and Perceiver non-default-resolution failure do not share a concrete code path." + }, + { + "left": "issue:36032", + "right": "issue:43452", + "accept": false, + "reason": "T5 tokenizer add_special_tokens conflict and gguf_file loading failures are different tokenizer-loading issues." + }, + { + "left": "issue:39404", + "right": "issue:46665", + "accept": false, + "reason": "Whisper pipeline language return regression and from_pretrained-inside-class inconsistency are distinct API behaviors." + }, + { + "left": "issue:43901", + "right": "issue:44509", + "accept": false, + "reason": "These are both docs issues, but they cover different deprecated pipeline/task documentation." + }, + { + "left": "issue:46050", + "right": "issue:46326", + "accept": false, + "reason": "Quantized model save/load breakage and mistral_common continue_final_message behavior are unrelated bugs." + }, + { + "left": "issue:44991", + "right": "issue:45081", + "accept": false, + "reason": "Tokenizer loading failure for EMBEDDIA/est-roberta and Mistral regex patch crash are separate tokenizer code paths." + }, + { + "left": "issue:43906", + "right": "issue:46326", + "accept": false, + "reason": "A reproduction of another issue and a mistral_common chat-template bug are not the same defect." + }, + { + "left": "issue:44671", + "right": "issue:44991", + "accept": false, + "reason": "CamemBERT masked LM regression and est-roberta tokenizer loading failure are different model-specific issues." + }, + { + "left": "issue:43906", + "right": "issue:44530", + "accept": false, + "reason": "Isolated reproduction of an external issue and Qwen3.5 cache crash are unrelated." + }, + { + "left": "issue:39404", + "right": "issue:44912", + "accept": false, + "reason": "Whisper pipeline language return regression and MXFP4 quantization fallback are different subsystems." + }, + { + "left": "issue:45823", + "right": "issue:46899", + "accept": false, + "reason": "Both involve Gemma4 multimodal behavior, but one is device placement and the other is unsafe dtype casting in 4-bit embedders." + }, + { + "left": "issue:44164", + "right": "issue:46821", + "accept": false, + "reason": "extra_state serialization and TimesFM window_size AttributeError are unrelated API failures." + }, + { + "left": "issue:43596", + "right": "issue:44683", + "accept": false, + "reason": "DeepSpeed ZeRO-3/BertModel index error and flex_attention torch>=2.9 compile failure are distinct runtime issues." + }, + { + "left": "issue:44756", + "right": "issue:47333", + "accept": false, + "reason": "Strix Halo mmap OOM mitigation and disk-offloaded Qwen3-30B-A3B save failure are different memory/offloading problems." + }, + { + "left": "issue:43856", + "right": "issue:44756", + "accept": false, + "reason": "Qwen3 MoE training memory usage and Strix Halo mmap OOM are both memory-related, but not the same bug or fix." + }, + { + "left": "issue:44488", + "right": "issue:44987", + "accept": false, + "reason": "Both are load failures, but for different models and likely different tokenizer/model resolution paths." + }, + { + "left": "issue:43632", + "right": "issue:47050", + "accept": false, + "reason": "_is_hf_initialized breakage in v5 and CanineModel ONNX dtype mismatch are unrelated." + }, + { + "left": "issue:36032", + "right": "issue:42915", + "accept": false, + "reason": "T5 tokenizer add_special_tokens conflict and Qwen3Moe FineGrainedFP8Config failure are different model-loading/quantization 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": 28, + "review_unit_index": 11, + "review_unit_count": 68, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-547", + "nodes": [ + "issue:34567", + "issue:36032", + "issue:39404", + "issue:39921", + "issue:40444", + "issue:40990", + "issue:42175", + "issue:42796", + "issue:42915", + "issue:43299", + "issue:43404", + "issue:43421", + "issue:43541", + "issue:43582", + "issue:43611", + "issue:43632", + "issue:43644", + "issue:43645", + "issue:43646", + "issue:43716", + "issue:43746", + "issue:43873", + "issue:43931", + "issue:44451", + "issue:44462", + "issue:44488", + "issue:44530", + "issue:44661", + "issue:44671", + "issue:44683", + "issue:44737", + "issue:44987", + "issue:44991", + "issue:45081", + "issue:45084", + "issue:45479", + "issue:45507", + "issue:45859", + "issue:46178", + "issue:46285", + "issue:46304", + "issue:46326", + "issue:46402", + "issue:46489", + "issue:46894", + "issue:46897", + "issue:47331" + ], + "soft_pairs": [ + "issue:36032|issue:39921", + "issue:44488|issue:45081", + "issue:43716|issue:45084", + "issue:42796|issue:43404", + "issue:43746|issue:47331", + "issue:43611|issue:43644", + "issue:44661|issue:44683", + "issue:46285|issue:46402", + "issue:43541|issue:45084", + "issue:45479|issue:46894", + "issue:44462|issue:46489", + "issue:42915|issue:44530", + "issue:43299|issue:43931", + "issue:45479|issue:46897", + "issue:44530|issue:46304", + "issue:43873|issue:47331", + "issue:44451|issue:44987", + "issue:36032|issue:43645", + "issue:40444|issue:46326", + "issue:44737|issue:45859", + "issue:42175|issue:46178", + "issue:34567|issue:40444", + "issue:43644|issue:43646", + "issue:45084|issue:45507", + "issue:40990|issue:43421", + "issue:43582|issue:43632", + "issue:44987|issue:44991", + "issue:39404|issue:44671" + ], + "prepared_review_unit_hash": "e88aafb1c8c4306607438bc2f711d8310cd795d9a65da1922bb5f10b870ea350", + "component_budget": { + "node_count": 547, + "item_count": 547, + "soft_pair_count": 2032, + "serialized_chars": 1051055, + "estimated_input_tokens": 262764, + "estimated_eval_tokens": 525784 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 28, + "serialized_chars": 35681, + "estimated_input_tokens": 8921, + "estimated_eval_tokens": 18098 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly a grab-bag of distinct Transformers regressions and model-specific bugs. None of the soft pairs look like the same underlying bug/change closely enough to merge, so all soft edges are rejected. The most representative issue is the broad v5 custom-model initialization regression.", + "confidence": 0.56, + "canonical_issue_reason": "issue:43646 is the broadest, most representative report in the set: a generic Transformers v5 custom-model initialization breakage that matches the cluster\u2019s overall theme of v5 regressions.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43646 is the best single issue to represent the cluster because it is the most general and central v5 regression, whereas most other issues are narrower model/tokenizer/backend-specific failures.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:36032", + "right": "issue:39921", + "accept": false, + "reason": "Both involve special tokens, but one is a T5Tokenizer method-name conflict and the other is a Gemma3N projection/runtime loading issue; different bugs." + }, + { + "left": "issue:44488", + "right": "issue:45081", + "accept": false, + "reason": "Both are tokenizer-loading failures, but the model/trigger and failure mode differ: ScandiBERT load failure vs Mistral regex patch crashing on backend_tokenizer." + }, + { + "left": "issue:43716", + "right": "issue:45084", + "accept": false, + "reason": "Completely different subsystems: image preprocessor dtype mismatch vs template-node compilation error." + }, + { + "left": "issue:42796", + "right": "issue:43404", + "accept": false, + "reason": "Tokenizer BPE-marker handling and Mistral lm_head weight tying are unrelated code paths." + }, + { + "left": "issue:43746", + "right": "issue:47331", + "accept": false, + "reason": "PEFT checkpoint loading and Metal quantized batched generation corruption are different bugs." + }, + { + "left": "issue:43611", + "right": "issue:43644", + "accept": false, + "reason": "Both are v5 regressions, but one is base_model_prefix loading behavior and the other is non-persistent buffer initialization; not the same fix." + }, + { + "left": "issue:44661", + "right": "issue:44683", + "accept": false, + "reason": "Model-registration/tokenizer mapping failure and compiled flex_attention on torch>=2.9 are unrelated." + }, + { + "left": "issue:46285", + "right": "issue:46402", + "accept": false, + "reason": "CLIP text-model structure inconsistency and Sam3Model weight-loading failure are separate model-specific issues." + }, + { + "left": "issue:43541", + "right": "issue:45084", + "accept": false, + "reason": "Torch dynamo grouped_mm tracing failure is unrelated to the non-template-node compilation error." + }, + { + "left": "issue:45479", + "right": "issue:46894", + "accept": false, + "reason": "Sequence-classification zero-loss degeneracy and ASR training-loss double-shift are different failure modes with different affected paths." + }, + { + "left": "issue:44462", + "right": "issue:46489", + "accept": false, + "reason": "Both concern tokenizers, but one is AutoTokenizer ignoring tokenizer.json and the other is a model-specific incorrect-tokenization regression tied to PR #44801." + }, + { + "left": "issue:42915", + "right": "issue:44530", + "accept": false, + "reason": "FineGrainedFP8Config loading failure and PagedAttentionCache linear_attention crash are distinct quantization/cache bugs." + }, + { + "left": "issue:43299", + "right": "issue:43931", + "accept": false, + "reason": "Both are Qwen3-VL-related loading errors, but the reported failures differ substantially: Moe model loading breakage vs weight-shape mismatch." + }, + { + "left": "issue:45479", + "right": "issue:46897", + "accept": false, + "reason": "The first is a classification-loss edge case; the second is a Florence2 training-loss shift bug. Not the same underlying issue." + }, + { + "left": "issue:44530", + "right": "issue:46304", + "accept": false, + "reason": "PagedAttentionCache group-type crash and USE_DISTRIBUTED=0 support breakage are unrelated." + }, + { + "left": "issue:43873", + "right": "issue:47331", + "accept": false, + "reason": "Quantization/offloading behavior and Metal affine_qmm_t batch corruption are different concrete bugs." + }, + { + "left": "issue:44451", + "right": "issue:44987", + "accept": false, + "reason": "Both are model-loading regressions, but they affect different repositories/models and don't point to one shared code-path bug." + }, + { + "left": "issue:36032", + "right": "issue:43645", + "accept": false, + "reason": "Tokenizer special-token method conflict and Jupyter custom-model initialization regression are not the same bug." + }, + { + "left": "issue:40444", + "right": "issue:46326", + "accept": false, + "reason": "Multimodal iterable-dataset failure and mistral_common continue_final_message handling are unrelated." + }, + { + "left": "issue:44737", + "right": "issue:45859", + "accept": false, + "reason": "CPU-device placement bug in XLNet and CPU-offload incompatibility in Qwen3_5MoeTextRotaryEmbedding are different issues." + }, + { + "left": "issue:42175", + "right": "issue:46178", + "accept": false, + "reason": "Install-extra backend omission and BACKENDS_MAPPING validation error are different backend-import problems." + }, + { + "left": "issue:34567", + "right": "issue:40444", + "accept": false, + "reason": "TrainerState token counter bug and Qwen2.5-VL multiple-image iterable-dataset failure are unrelated." + }, + { + "left": "issue:43644", + "right": "issue:43646", + "accept": false, + "reason": "Both are v5 regressions, but one is non-persistent buffer initialization and the other is generic custom-model initialization; too broad to treat as one bug." + }, + { + "left": "issue:45084", + "right": "issue:45507", + "accept": false, + "reason": "Template-node compilation error and GraniteMoEHybrid invalid-method call are different code paths." + }, + { + "left": "issue:40990", + "right": "issue:43421", + "accept": false, + "reason": "Perplexity regression on gpt-oss-20b is unrelated to runtime post-processor updates for special tokens." + }, + { + "left": "issue:43582", + "right": "issue:43632", + "accept": false, + "reason": "Apple Silicon warmup TypeError and _is_hf_initialized flag breakage are separate regressions." + }, + { + "left": "issue:44987", + "right": "issue:44991", + "accept": false, + "reason": "Different model-loading failures on different models; no evidence they share one concrete root cause." + }, + { + "left": "issue:39404", + "right": "issue:44671", + "accept": false, + "reason": "Whisper pipeline return_language and CamemBERT masked-LM prediction issues 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": 28, + "review_unit_index": 12, + "review_unit_count": 68, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-547", + "nodes": [ + "issue:28530", + "issue:34567", + "issue:36032", + "issue:42915", + "issue:43208", + "issue:43262", + "issue:43317", + "issue:43377", + "issue:43404", + "issue:43452", + "issue:43482", + "issue:43531", + "issue:43645", + "issue:43646", + "issue:43742", + "issue:43746", + "issue:43792", + "issue:43819", + "issue:43994", + "issue:44008", + "issue:44062", + "issue:44206", + "issue:44220", + "issue:44265", + "issue:44291", + "issue:44403", + "issue:44451", + "issue:44466", + "issue:44534", + "issue:44589", + "issue:44610", + "issue:44811", + "issue:44877", + "issue:44987", + "issue:45020", + "issue:45081", + "issue:45084", + "issue:45584", + "issue:46326", + "issue:46661", + "issue:46869", + "issue:46899", + "issue:47013", + "issue:47312", + "issue:47331", + "issue:47448", + "issue:47470" + ], + "soft_pairs": [ + "issue:44206|issue:44220", + "issue:43452|issue:43482", + "issue:43482|issue:47312", + "issue:47331|issue:47470", + "issue:44811|issue:45584", + "issue:43208|issue:47013", + "issue:43262|issue:47331", + "issue:43746|issue:46326", + "issue:42915|issue:45084", + "issue:43792|issue:46869", + "issue:43317|issue:43482", + "issue:43645|issue:46661", + "issue:44403|issue:45081", + "issue:42915|issue:44291", + "issue:44987|issue:45081", + "issue:43646|issue:44534", + "issue:43262|issue:43377", + "issue:45020|issue:47448", + "issue:36032|issue:43742", + "issue:43377|issue:43819", + "issue:42915|issue:44589", + "issue:43994|issue:44610", + "issue:28530|issue:34567", + "issue:44008|issue:46899", + "issue:44062|issue:44987", + "issue:44451|issue:45081", + "issue:43531|issue:44877", + "issue:44265|issue:44610", + "issue:43404|issue:44466" + ], + "prepared_review_unit_hash": "5c5f9d2e1c74adeef28670c3b5e334b96af82c086700b0b6abf5984d6f7c9f90", + "component_budget": { + "node_count": 547, + "item_count": 547, + "soft_pair_count": 2032, + "serialized_chars": 1051055, + "estimated_input_tokens": 262764, + "estimated_eval_tokens": 525784 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 29, + "serialized_chars": 35993, + "estimated_input_tokens": 8999, + "estimated_eval_tokens": 18254 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "Mostly a heterogeneous set of Transformers bug reports around loading/regression edge cases; no PRs are present. The GGUF pair is only loosely similar and not strong enough to treat as the same bug.", + "confidence": 0.58, + "canonical_issue_reason": "issue:45020 is the broadest umbrella for the cluster, covering recent v5 loading regressions and remote_code breakage better than any narrower report.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45020 is the most representative issue because it matches the dominant theme of recent model-loading regressions while staying broad enough to cover several nearby reports.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44206", + "right": "issue:44220", + "accept": false, + "reason": "Both are audio-feature related, but they point to different concrete failures and code paths." + }, + { + "left": "issue:43452", + "right": "issue:43482", + "accept": false, + "reason": "Both involve GGUF/from_pretrained loading, but the evidence only shows broad similarity, not the same underlying bug." + }, + { + "left": "issue:43482", + "right": "issue:47312", + "accept": false, + "reason": "GGUF loading failure and kernel incompatibility are unrelated failure modes." + }, + { + "left": "issue:47331", + "right": "issue:47470", + "accept": false, + "reason": "Metal quantization batch corruption and fp16 casting errors are different bugs in different models/code paths." + }, + { + "left": "issue:44811", + "right": "issue:45584", + "accept": false, + "reason": "Both mention Whisper, but one is batch_decode token handling and the other is an empty-transcription generation failure." + }, + { + "left": "issue:43208", + "right": "issue:47013", + "accept": false, + "reason": "One is a bundle of xLSTM training bugs; the other is a specific return_last_states crash." + }, + { + "left": "issue:43262", + "right": "issue:47331", + "accept": false, + "reason": "Audio chat-template sampling-rate behavior is unrelated to Metal quantization corruption." + }, + { + "left": "issue:43746", + "right": "issue:46326", + "accept": false, + "reason": "PEFT checkpoint loading and mistral_common continue_final_message are distinct tokenizer/model-loading issues." + }, + { + "left": "issue:42915", + "right": "issue:45084", + "accept": false, + "reason": "Qwen3Moe FP8 failure and a template-node compilation TypeError are unrelated." + }, + { + "left": "issue:43792", + "right": "issue:46869", + "accept": false, + "reason": "Whisper runtime failure and YOLO multi-GPU device_map issues are different subsystems." + }, + { + "left": "issue:43317", + "right": "issue:43482", + "accept": false, + "reason": "Device-map/offload dequantization and GGUF loading are not the same bug." + }, + { + "left": "issue:43645", + "right": "issue:46661", + "accept": false, + "reason": "Custom model initialization in notebooks and remote-code config_class errors are only broadly related." + }, + { + "left": "issue:44403", + "right": "issue:45081", + "accept": false, + "reason": "General loading noise and a Mistral regex patch crash are different problems." + }, + { + "left": "issue:42915", + "right": "issue:44291", + "accept": false, + "reason": "FP8 config failure and unexpected _is_hf_initialized argument handling are unrelated." + }, + { + "left": "issue:44987", + "right": "issue:45081", + "accept": false, + "reason": "A specific model-loading regression and a tokenizer regex-patching crash do not look like the same bug." + }, + { + "left": "issue:43646", + "right": "issue:44534", + "accept": false, + "reason": "Custom model initialization breakage and non-persistent buffer junk are unrelated regressions." + }, + { + "left": "issue:43262", + "right": "issue:43377", + "accept": false, + "reason": "Audio sampling-rate defaults and MIMI padding-mask behavior are different bugs." + }, + { + "left": "issue:45020", + "right": "issue:47448", + "accept": false, + "reason": "Broad remote_code/model-loading breakage and architecture registration failure are separate issues." + }, + { + "left": "issue:36032", + "right": "issue:43742", + "accept": false, + "reason": "Tokenizer add_special_tokens conflicts and a MobileLLM key error are different loading failures." + }, + { + "left": "issue:43377", + "right": "issue:43819", + "accept": false, + "reason": "MIMI batched-vs-single mismatch and DAC.from_latents STE mismatch are distinct model bugs." + }, + { + "left": "issue:42915", + "right": "issue:44589", + "accept": false, + "reason": "Qwen3Moe FP8 config failure and missing Float8 storage are different quantization/runtime issues." + }, + { + "left": "issue:43994", + "right": "issue:44610", + "accept": false, + "reason": "SigLIP2 bad outputs and OmDet-Turbo processor size mismatch are separate model/processor problems." + }, + { + "left": "issue:28530", + "right": "issue:34567", + "accept": false, + "reason": "Early stopping metric resolution and num_input_tokens_seen updates are unrelated Trainer issues." + }, + { + "left": "issue:44008", + "right": "issue:46899", + "accept": false, + "reason": "Gemma 3n audio-mask name collision and Gemma4 4-bit casting are different multimodal bugs." + }, + { + "left": "issue:44062", + "right": "issue:44987", + "accept": false, + "reason": "AddedToken keyword collisions and a model-loading regression are unrelated." + }, + { + "left": "issue:44451", + "right": "issue:45081", + "accept": false, + "reason": "ScandiBERT loading failure and Mistral regex patch crash do not share the same code path." + }, + { + "left": "issue:43531", + "right": "issue:44877", + "accept": false, + "reason": "Sliding_window behavior and strict-config loading are unrelated." + }, + { + "left": "issue:44265", + "right": "issue:44610", + "accept": false, + "reason": "torch.export/export checks and a processor size mismatch are different issues." + }, + { + "left": "issue:43404", + "right": "issue:44466", + "accept": false, + "reason": "lm_head tying and inconsistent serialization are related only at a high level, not the same bug." + } + ] + }, + "evaluator_result": { + "accept": false, + "feedback": "The cluster-level summary is broadly grounded, and the note that no PRs are present is correct. However, I would not accept the soft-edge verdict `issue:43452` \u2194 `issue:43482` as written: the packet only supports broad GGUF/loading similarity, not confidence that they are the same underlying bug. That accept overstates the evidence, so the overall response is not conservative enough for approval." + }, + "evaluator_used": true, + "retried": true, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 28, + "review_unit_index": 13, + "review_unit_count": 68, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-547", + "nodes": [ + "issue:33666", + "issue:35707", + "issue:40444", + "issue:40990", + "issue:42796", + "issue:43089", + "issue:43296", + "issue:43322", + "issue:43381", + "issue:43425", + "issue:43531", + "issue:43540", + "issue:43611", + "issue:43632", + "issue:43716", + "issue:43746", + "issue:43792", + "issue:43872", + "issue:43883", + "issue:44079", + "issue:44220", + "issue:44291", + "issue:44403", + "issue:44464", + "issue:44479", + "issue:44488", + "issue:44534", + "issue:44589", + "issue:44683", + "issue:44756", + "issue:44811", + "issue:44849", + "issue:44991", + "issue:45216", + "issue:45325", + "issue:45357", + "issue:45663", + "issue:45812", + "issue:45923", + "issue:45987", + "issue:46294", + "issue:46315", + "issue:46491", + "issue:46710", + "issue:46821", + "issue:46899", + "issue:47254", + "issue:47448" + ], + "soft_pairs": [ + "issue:44849|issue:45325", + "issue:44479|issue:45325", + "issue:43322|issue:43540", + "issue:43089|issue:45987", + "issue:43632|issue:46821", + "issue:43425|issue:44403", + "issue:43296|issue:43531", + "issue:44464|issue:45987", + "issue:40444|issue:45325", + "issue:45923|issue:47254", + "issue:43872|issue:44291", + "issue:44220|issue:44683", + "issue:43716|issue:46899", + "issue:43611|issue:44534", + "issue:44991|issue:46315", + "issue:44403|issue:44991", + "issue:45216|issue:45357", + "issue:44291|issue:44589", + "issue:42796|issue:43746", + "issue:43792|issue:44589", + "issue:45812|issue:46491", + "issue:43883|issue:44488", + "issue:33666|issue:40444", + "issue:43632|issue:44756", + "issue:43381|issue:45923", + "issue:35707|issue:40444", + "issue:44079|issue:45663", + "issue:42796|issue:46710", + "issue:46294|issue:47448", + "issue:43531|issue:44291", + "issue:40990|issue:44811" + ], + "prepared_review_unit_hash": "be9c91d77b80d2153eaf196eaa2c2abb3a673149353c69005850f6981b48638c", + "component_budget": { + "node_count": 547, + "item_count": 547, + "soft_pair_count": 2032, + "serialized_chars": 1051055, + "estimated_input_tokens": 262764, + "estimated_eval_tokens": 525784 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 31, + "serialized_chars": 36890, + "estimated_input_tokens": 9223, + "estimated_eval_tokens": 18702 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly a loose grab-bag of unrelated model-specific regressions and API breakages. A couple of pairs are close duplicates, especially the Qwen3.5 save_pretrained regressions and the `_is_hf_initialized` loading regression, but most soft links should be rejected.", + "confidence": 0.73, + "canonical_issue_reason": "Issue 45216 is the clearest anchor: it describes a concrete Qwen3.5 `save_pretrained` regression, and 45357 looks like the same bug persisting in a later release. Most other issues in the set are unrelated one-off failures.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 45216 is the strongest representative of the small true-duplicate pocket in this set, with a near-match follow-up in 45357. It is more actionable than the broader, noisier v5 regressions.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44849", + "right": "issue:45325", + "accept": false, + "reason": "Both involve Qwen multimodal behavior, but one is a hidden-states bug and the other is a RoPE/position-id scaling issue; different concrete failures." + }, + { + "left": "issue:44479", + "right": "issue:45325", + "accept": false, + "reason": "Both are Qwen video/image regressions, but the titles point to different code paths and symptoms; too broad to merge as duplicates." + }, + { + "left": "issue:43322", + "right": "issue:43540", + "accept": false, + "reason": "Different models and different failure modes: Llava loading segfault vs Qwen3OmniMoe video processing ValueError." + }, + { + "left": "issue:43089", + "right": "issue:45987", + "accept": false, + "reason": "Generation overhead/per-token syncs is unrelated to `StaticCache.get_seq_length()` returning the wrong type." + }, + { + "left": "issue:43632", + "right": "issue:46821", + "accept": false, + "reason": "One is a Transformers v5 initialization-flag regression, the other is a TimesFM `window_size` AttributeError." + }, + { + "left": "issue:43425", + "right": "issue:44403", + "accept": false, + "reason": "Torch version incompatibility and noisy loading logs are unrelated issues." + }, + { + "left": "issue:43296", + "right": "issue:43531", + "accept": false, + "reason": "PaddleOCR-VL loading in vLLM and Qwen3-MoE `sliding_window` behavior are different bugs." + }, + { + "left": "issue:44464", + "right": "issue:45987", + "accept": false, + "reason": "Compiled chunked generation mismatch is not the same problem as `StaticCache.get_seq_length()` returning a tensor." + }, + { + "left": "issue:40444", + "right": "issue:45325", + "accept": false, + "reason": "Both are Qwen2.5-VL-related, but one is finetuning with multi-image IterableDataset and the other is video/image position-id scaling." + }, + { + "left": "issue:45923", + "right": "issue:47254", + "accept": false, + "reason": "Both mention gradient checkpointing, but one is a missing capability flag and the other is a PEFT+DeepSpeed checkpoint error." + }, + { + "left": "issue:43872", + "right": "issue:44291", + "accept": true, + "reason": "These are the same underlying Transformers v5 `_is_hf_initialized` regression surfacing through different loaders/backends." + }, + { + "left": "issue:44220", + "right": "issue:44683", + "accept": false, + "reason": "Audio feature extraction and compiled flex_attention on torch>=2.9 are unrelated." + }, + { + "left": "issue:43716", + "right": "issue:46899", + "accept": false, + "reason": "Both are multimodal dtype problems, but they affect different models and different preprocessing paths." + }, + { + "left": "issue:43611", + "right": "issue:44534", + "accept": false, + "reason": "Loading with `base_model_prefix` and non-persistent buffer junk are distinct Transformers v5 regressions." + }, + { + "left": "issue:44991", + "right": "issue:46315", + "accept": false, + "reason": "Tokenizer load failure and `convert_tokens_to_ids` performance regression are not the same bug." + }, + { + "left": "issue:44403", + "right": "issue:44991", + "accept": false, + "reason": "Noise during model loading and tokenizer failure for a specific model are unrelated." + }, + { + "left": "issue:45216", + "right": "issue:45357", + "accept": true, + "reason": "Both report the same Qwen3.5 `save_pretrained` checkpoint/key regression, with the latter looking like a later repro of the same bug." + }, + { + "left": "issue:44291", + "right": "issue:44589", + "accept": false, + "reason": "Unexpected `_is_hf_initialized` loading arg and missing Float8 storage support are different incompatibility classes." + }, + { + "left": "issue:42796", + "right": "issue:43746", + "accept": false, + "reason": "Tokenizer BPE-marker handling and GraniteSpeech PEFT local-checkpoint loading are unrelated." + }, + { + "left": "issue:43792", + "right": "issue:44589", + "accept": false, + "reason": "Whisper runtime failure and Float8 storage lookup failure do not match." + }, + { + "left": "issue:45812", + "right": "issue:46491", + "accept": false, + "reason": "Both are tokenizer regressions, but for different models and different behavior." + }, + { + "left": "issue:43883", + "right": "issue:44488", + "accept": false, + "reason": "Missing `all_tied_weights_keys` on Molmo and failure to load a specific model are not the same issue." + }, + { + "left": "issue:33666", + "right": "issue:40444", + "accept": false, + "reason": "Both are Qwen VL training topics, but one is multi-GPU training and the other is multi-image IterableDataset finetuning." + }, + { + "left": "issue:43632", + "right": "issue:44756", + "accept": false, + "reason": "A Transformers v5 flag regression and mmap/OOM on Strix Halo are unrelated." + }, + { + "left": "issue:43381", + "right": "issue:45923", + "accept": false, + "reason": "Eval-mode gradient checkpointing and a missing support flag are separate checkpointing issues." + }, + { + "left": "issue:35707", + "right": "issue:40444", + "accept": false, + "reason": "Progressive generation with `inputs_embeds`/`past_key_values` is unrelated to Qwen2.5-VL finetuning failures." + }, + { + "left": "issue:44079", + "right": "issue:45663", + "accept": false, + "reason": "`ModelOutput` key assignment and Gemma4 FSDP2 attention state rebuilding are different bugs." + }, + { + "left": "issue:42796", + "right": "issue:46710", + "accept": false, + "reason": "Tokenizer marker handling and an accuracy regression after upgrade are not the same concrete problem." + }, + { + "left": "issue:46294", + "right": "issue:47448", + "accept": false, + "reason": "Qwen3.5 video chat-template mismatch and Gemma4 architecture recognition are unrelated." + }, + { + "left": "issue:43531", + "right": "issue:44291", + "accept": false, + "reason": "Qwen3-MoE sliding-window behavior and the `_is_hf_initialized` loading regression are different." + }, + { + "left": "issue:40990", + "right": "issue:44811", + "accept": false, + "reason": "Perplexity regression and Whisper `batch_decode` special-token handling are unrelated." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet and stays conservative. The two accepted duplicate pairs are well supported by the titles/body descriptions, and the rejected soft links mostly reflect distinct model paths or failure modes. I don\u2019t see evidence of overstatement." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 28, + "review_unit_index": 14, + "review_unit_count": 68, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-547", + "nodes": [ + "issue:40444", + "issue:41720", + "issue:42175", + "issue:43296", + "issue:43317", + "issue:43377", + "issue:43421", + "issue:43454", + "issue:43482", + "issue:43525", + "issue:43606", + "issue:43611", + "issue:43644", + "issue:43646", + "issue:43856", + "issue:43873", + "issue:43883", + "issue:43994", + "issue:44079", + "issue:44265", + "issue:44291", + "issue:44387", + "issue:44462", + "issue:44466", + "issue:44509", + "issue:44534", + "issue:44568", + "issue:44661", + "issue:44877", + "issue:44898", + "issue:44991", + "issue:45072", + "issue:45081", + "issue:45325", + "issue:45381", + "issue:45491", + "issue:45538", + "issue:45542", + "issue:45701", + "issue:45812", + "issue:45834", + "issue:46661", + "issue:46697", + "issue:46821", + "issue:46909", + "issue:47217", + "issue:47404", + "issue:47448" + ], + "soft_pairs": [ + "issue:41720|issue:45081", + "issue:43482|issue:43525", + "issue:43296|issue:46821", + "issue:42175|issue:43296", + "issue:44387|issue:47404", + "issue:42175|issue:45542", + "issue:43883|issue:44991", + "issue:44079|issue:44534", + "issue:43482|issue:45538", + "issue:44265|issue:45072", + "issue:43317|issue:43856", + "issue:46661|issue:47448", + "issue:45325|issue:45834", + "issue:43611|issue:43646", + "issue:44462|issue:45812", + "issue:44509|issue:46909", + "issue:40444|issue:45381", + "issue:44291|issue:44877", + "issue:43377|issue:45491", + "issue:43644|issue:44079", + "issue:45325|issue:45381", + "issue:43421|issue:44568", + "issue:43994|issue:44898", + "issue:40444|issue:47217", + "issue:44661|issue:47448", + "issue:43454|issue:44466", + "issue:45325|issue:46697", + "issue:43873|issue:45701", + "issue:43606|issue:44265" + ], + "prepared_review_unit_hash": "5b6f421e1367fef3d2fdcf0156bc4e5d412eee3c1157ff0f169984e13fd78c00", + "component_budget": { + "node_count": 547, + "item_count": 547, + "soft_pair_count": 2032, + "serialized_chars": 1051055, + "estimated_input_tokens": 262764, + "estimated_eval_tokens": 525784 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 29, + "serialized_chars": 36639, + "estimated_input_tokens": 9160, + "estimated_eval_tokens": 18576 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "All suggested soft edges look like false positives: the titles overlap superficially on Transformers/v5, Qwen2.5-VL, offloading, or tokenizer handling, but they point to distinct bugs and code paths. No duplicate cluster emerges.", + "confidence": 0.89, + "canonical_issue_reason": "No canonical issue: the soft edges are mostly false positives linking unrelated bugs across different models/subsystems, so there isn't a single duplicate hub.", + "canonical_pr_reason": null, + "best_issue_reason": "No global best issue: the set is heterogeneous and no issue safely represents all candidates.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:41720", + "right": "issue:45081", + "accept": false, + "reason": "CUDA assert on Qwen3 auto device mapping is unrelated to Mistral tokenizer regex patching; different model and failure path." + }, + { + "left": "issue:43482", + "right": "issue:43525", + "accept": false, + "reason": "GGUF loading failure in Qwen2.5 differs from Llama4Config missing pad_token_id; unrelated config/model issues." + }, + { + "left": "issue:43296", + "right": "issue:46821", + "accept": false, + "reason": "PaddleOCR-VL loading in vLLM is unrelated to TimesFM window_size attribute errors." + }, + { + "left": "issue:42175", + "right": "issue:43296", + "accept": false, + "reason": "Missing TensorFlow in the torch extra is a packaging/backend issue, not a model-load regression." + }, + { + "left": "issue:44387", + "right": "issue:47404", + "accept": false, + "reason": "Both mention OOM/offloading, but one is int4 quantization memory growth and the other is conversion-op transient allocation during device_map loading." + }, + { + "left": "issue:42175", + "right": "issue:45542", + "accept": false, + "reason": "Torch-only install missing TensorFlow is a dependency selection issue, while this is a runtime undefined tf backend error with tensorboard-only installation." + }, + { + "left": "issue:43883", + "right": "issue:44991", + "accept": false, + "reason": "Missing all_tied_weights_keys for Molmo and tokenizer loading for EMBEDDIA/est-roberta are unrelated bugs." + }, + { + "left": "issue:44079", + "right": "issue:44534", + "accept": false, + "reason": "ModelOutput key assignment and non-persistent buffer junk are different internal v5 regressions." + }, + { + "left": "issue:43482", + "right": "issue:45538", + "accept": false, + "reason": "Qwen2.5-GGUF loading failure is unrelated to CLIPTokenizer's absurd model_max_length default." + }, + { + "left": "issue:44265", + "right": "issue:45072", + "accept": false, + "reason": "torch.export export failures via torch_compilable_check are unrelated to dtype mismatches in SwitchTransformers/TimmWrapperModel inference." + }, + { + "left": "issue:43317", + "right": "issue:43856", + "accept": false, + "reason": "device_map offload load failure is not the same as Qwen3 MoE training memory inefficiency." + }, + { + "left": "issue:46661", + "right": "issue:47448", + "accept": false, + "reason": "Remote-code AutoModel config_class error is different from Gemma4 architecture recognition failure." + }, + { + "left": "issue:45325", + "right": "issue:45834", + "accept": false, + "reason": "Qwen2.5-VL still-image rope scaling and Kosmos2.5 long OCR index errors are different multimodal bugs." + }, + { + "left": "issue:43611", + "right": "issue:43646", + "accept": false, + "reason": "Both are v5 loading/init regressions, but one is about base_model_prefix handling and the other about custom model initialization; not the same concrete bug." + }, + { + "left": "issue:44462", + "right": "issue:45812", + "accept": false, + "reason": "Ignoring tokenizer.json in a repo and wrong token IDs for Granite models are related only at a broad tokenizer level, not the same bug." + }, + { + "left": "issue:44509", + "right": "issue:46909", + "accept": false, + "reason": "Removed pipeline-task docs and a broken DIA example are separate documentation issues." + }, + { + "left": "issue:40444", + "right": "issue:45381", + "accept": false, + "reason": "Multiple-images-per-prompt finetuning failure is distinct from wrong video vision_position_ids in Qwen2.5-VL." + }, + { + "left": "issue:44291", + "right": "issue:44877", + "accept": false, + "reason": "init_empty_weights TypeError from an unexpected argument is unrelated to strict config blocking granite_speech loading." + }, + { + "left": "issue:43377", + "right": "issue:45491", + "accept": false, + "reason": "MIMI encoder padding-mask batch inconsistency and Gemma3 NaNs with sliding-window all-padding batches are different models and mechanisms." + }, + { + "left": "issue:43644", + "right": "issue:44079", + "accept": false, + "reason": "Non-persistent buffer initialization junk is unrelated to ModelOutput key assignment behavior." + }, + { + "left": "issue:45325", + "right": "issue:45381", + "accept": false, + "reason": "Both are Qwen2.5-VL position-id bugs, but one affects still images and the other video inputs; different concrete failure modes." + }, + { + "left": "issue:43421", + "right": "issue:44568", + "accept": false, + "reason": "Runtime post-processor refresh for modified special tokens is not the same as add_special_tokens failing to add BOS/EOS for mdeberta." + }, + { + "left": "issue:43994", + "right": "issue:44898", + "accept": false, + "reason": "Wrong SigLIP2 outputs and Perceiver non-default resolution failures are distinct vision-model problems." + }, + { + "left": "issue:40444", + "right": "issue:47217", + "accept": false, + "reason": "Multi-image finetuning failure is not the same as VL models failing when the image placeholder is embedded in user text." + }, + { + "left": "issue:44661", + "right": "issue:47448", + "accept": false, + "reason": "Tokenizer mapping registration failure and Gemma4 arch recognition failure are different model-registry issues." + }, + { + "left": "issue:43454", + "right": "issue:44466", + "accept": false, + "reason": "AyaVision lm_head weight tying and device-dependent lm_head serialization are related to weights, but not the same symptom or fix." + }, + { + "left": "issue:45325", + "right": "issue:46697", + "accept": false, + "reason": "Qwen2.5-VL rope-index scaling and Swin2SR over-padding are unrelated vision-processing bugs." + }, + { + "left": "issue:43873", + "right": "issue:45701", + "accept": false, + "reason": "Quantization/offloading memory behavior is unrelated to version-dependent tokenization changes." + }, + { + "left": "issue:43606", + "right": "issue:44265", + "accept": false, + "reason": "CPU offload device mismatch for bark-small is unrelated to torch.export failures under torch_compilable_check." + } + ] + }, + "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": 28, + "review_unit_index": 15, + "review_unit_count": 68, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-547", + "nodes": [ + "issue:34634", + "issue:35707", + "issue:36331", + "issue:39921", + "issue:40990", + "issue:41720", + "issue:42617", + "issue:42796", + "issue:42915", + "issue:42947", + "issue:43257", + "issue:43262", + "issue:43322", + "issue:43377", + "issue:43454", + "issue:43550", + "issue:43606", + "issue:43646", + "issue:43746", + "issue:43749", + "issue:43818", + "issue:43819", + "issue:43828", + "issue:44186", + "issue:44265", + "issue:44479", + "issue:44534", + "issue:44568", + "issue:44610", + "issue:44829", + "issue:44877", + "issue:44991", + "issue:45072", + "issue:45357", + "issue:45381", + "issue:45479", + "issue:45584", + "issue:45823", + "issue:45920", + "issue:45923", + "issue:46209", + "issue:46402", + "issue:46821", + "issue:47404", + "issue:47405", + "issue:47458", + "issue:47470" + ], + "soft_pairs": [ + "issue:43818|issue:46402", + "issue:42796|issue:45381", + "issue:43818|issue:45357", + "issue:44479|issue:45823", + "issue:46821|issue:47470", + "issue:43828|issue:46821", + "issue:44829|issue:45479", + "issue:41720|issue:45823", + "issue:44186|issue:44265", + "issue:34634|issue:35707", + "issue:40990|issue:45584", + "issue:35707|issue:41720", + "issue:43262|issue:43746", + "issue:43646|issue:47458", + "issue:43606|issue:43819", + "issue:42617|issue:42915", + "issue:45823|issue:46821", + "issue:43454|issue:43550", + "issue:40990|issue:42947", + "issue:43257|issue:45923", + "issue:43454|issue:45072", + "issue:47404|issue:47405", + "issue:43377|issue:44610", + "issue:42796|issue:46209", + "issue:44568|issue:45920", + "issue:36331|issue:39921", + "issue:36331|issue:42617", + "issue:36331|issue:42915", + "issue:41720|issue:43322", + "issue:44877|issue:44991", + "issue:43749|issue:44534" + ], + "prepared_review_unit_hash": "4b3741753388d56a25ab556adaa93a27c1e35325fc1dedc73d535052b5884529", + "component_budget": { + "node_count": 547, + "item_count": 547, + "soft_pair_count": 2032, + "serialized_chars": 1051055, + "estimated_input_tokens": 262764, + "estimated_eval_tokens": 525784 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 31, + "serialized_chars": 36698, + "estimated_input_tokens": 9175, + "estimated_eval_tokens": 18606 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The soft pairs are mostly title-level semantic lookalikes, but they describe different model families, code paths, and failure modes. I would reject every soft edge as a duplicate.", + "confidence": 0.93, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": "issue:45920 is the broadest, most actionable report in the set because it describes a multi-model tokenizer regression with a clear failure mode, but the overall set is too heterogeneous to treat it as a universal canonical.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43818", + "right": "issue:46402", + "accept": false, + "reason": "Different subsystems and models: Video-LLaVA video_tower/temporal attention vs Sam3Model text encoder weight loading." + }, + { + "left": "issue:42796", + "right": "issue:45381", + "accept": false, + "reason": "Tokenizer BPE-marker handling vs Qwen2.5-VL video vision_position_ids; related theme but not the same bug." + }, + { + "left": "issue:43818", + "right": "issue:45357", + "accept": false, + "reason": "Video-LLaVA architecture bug vs Qwen3.5 save_pretrained key serialization regression." + }, + { + "left": "issue:44479", + "right": "issue:45823", + "accept": false, + "reason": "Qwen VL video-input regression vs Gemma4 PLE device-map forward mismatch; different code paths." + }, + { + "left": "issue:46821", + "right": "issue:47470", + "accept": false, + "reason": "TimesFM window_size attribute error is unrelated to ESMFold fp16 casting failure." + }, + { + "left": "issue:43828", + "right": "issue:46821", + "accept": false, + "reason": "Autocast dtype mismatch vs TimesFM window_size AttributeError; no shared underlying defect." + }, + { + "left": "issue:44829", + "right": "issue:45479", + "accept": false, + "reason": "Both affect training losses, but one is FlashAttention-3 degenerate training and the other is num_labels=1 zero-loss classification logic." + }, + { + "left": "issue:41720", + "right": "issue:45823", + "accept": false, + "reason": "Both are device-related, but one is Qwen3 auto-mapping CUDA assert and the other is Gemma4 PLE device mismatch." + }, + { + "left": "issue:44186", + "right": "issue:44265", + "accept": false, + "reason": "LayoutLMv2 tokenizer padding/NER crash vs torch.export failure from torch_compilable_check; unrelated paths." + }, + { + "left": "issue:34634", + "right": "issue:35707", + "accept": false, + "reason": "BarkProcessor voice_preset and progressive generation with inputs_embeds/past_key_values are unrelated features." + }, + { + "left": "issue:40990", + "right": "issue:45584", + "accept": false, + "reason": "GPT-OSS perplexity regression vs Whisper empty-transcription failure after token alignment." + }, + { + "left": "issue:35707", + "right": "issue:41720", + "accept": false, + "reason": "Progressive generation embeds/cache issue vs Qwen3 device-mapping CUDA assert; different failures." + }, + { + "left": "issue:43262", + "right": "issue:43746", + "accept": false, + "reason": "Audio sampling-rate default bug vs GraniteSpeech PEFT local-checkpoint loading bug." + }, + { + "left": "issue:43646", + "right": "issue:47458", + "accept": false, + "reason": "Custom model initialization breakage is not the same as GPT2 c_proj weight initialization." + }, + { + "left": "issue:43606", + "right": "issue:43819", + "accept": false, + "reason": "CPU offload device mismatch in Bark-small vs DAC.from_latents/STE mismatch; different models and code paths." + }, + { + "left": "issue:42617", + "right": "issue:42915", + "accept": false, + "reason": "3d_parallel.py runtime failure and Qwen3Moe FineGrainedFP8Config failure are unrelated." + }, + { + "left": "issue:45823", + "right": "issue:46821", + "accept": false, + "reason": "Gemma4 PLE device-map mismatch and TimesFM window_size error do not share a concrete bug." + }, + { + "left": "issue:43454", + "right": "issue:43550", + "accept": false, + "reason": "AyaVision lm_head tie/load bug vs Bamba-9B-v2 torch.compile SDPA failure; no shared code-path." + }, + { + "left": "issue:40990", + "right": "issue:42947", + "accept": false, + "reason": "High perplexity on GPT-OSS is unrelated to LoRA gradient-checkpointing ineffectiveness." + }, + { + "left": "issue:43257", + "right": "issue:45923", + "accept": false, + "reason": "Qwen3 MOE weight conversion with accelerate+deepspeed vs Nemotron gradient-checkpointing flag missing." + }, + { + "left": "issue:43454", + "right": "issue:45072", + "accept": false, + "reason": "Weight-tying bug and dtype mismatch in bfloat16 are different failure modes." + }, + { + "left": "issue:47404", + "right": "issue:47405", + "accept": false, + "reason": "Both concern loading/conversion, but one is transient OOM from contiguous() and the other is silent wrong-Auto-class conversion skipping." + }, + { + "left": "issue:43377", + "right": "issue:44610", + "accept": false, + "reason": "MIMI padding-mask batched-vs-single mismatch is unrelated to OmDet-Turbo processor/model input-size mismatch." + }, + { + "left": "issue:42796", + "right": "issue:46209", + "accept": false, + "reason": "Tokenizer BPE marker handling and FP8 inference on B200 are completely different issues." + }, + { + "left": "issue:44568", + "right": "issue:45920", + "accept": false, + "reason": "Both are tokenizer regressions, but one is add_special_tokens BOS/EOS behavior for one model; the other is wrong token IDs across many models." + }, + { + "left": "issue:36331", + "right": "issue:39921", + "accept": false, + "reason": "CustomTrainer compute_loss signature breakage is unrelated to Gemma3N projection error when adding special tokens." + }, + { + "left": "issue:36331", + "right": "issue:42617", + "accept": false, + "reason": "Trainer API kwarg mismatch is unrelated to the 3d_parallel.py execution failure." + }, + { + "left": "issue:36331", + "right": "issue:42915", + "accept": false, + "reason": "Trainer compute_loss signature change and Qwen3Moe FP8 config failure are different bugs." + }, + { + "left": "issue:41720", + "right": "issue:43322", + "accept": false, + "reason": "Qwen3 CUDA assert under auto device mapping is unrelated to Llava Next segfault on load." + }, + { + "left": "issue:44877", + "right": "issue:44991", + "accept": false, + "reason": "Strict-config GraniteSpeech loading and EMBEDDIA tokenizer loading are different model/config issues." + }, + { + "left": "issue:43749", + "right": "issue:44534", + "accept": false, + "reason": "FSDP CPU-RAM-efficient loading breakage is not the same as v5 non-persistent buffer initialization junk." + } + ] + }, + "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": 28, + "review_unit_index": 16, + "review_unit_count": 68, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-547", + "nodes": [ + "issue:26413", + "issue:28530", + "issue:40990", + "issue:41553", + "issue:41720", + "issue:42617", + "issue:43065", + "issue:43295", + "issue:43317", + "issue:43322", + "issue:43377", + "issue:43450", + "issue:43454", + "issue:43550", + "issue:43572", + "issue:43577", + "issue:43582", + "issue:43606", + "issue:43708", + "issue:43720", + "issue:43873", + "issue:44008", + "issue:44186", + "issue:44387", + "issue:44423", + "issue:44451", + "issue:44466", + "issue:44610", + "issue:44756", + "issue:44898", + "issue:44977", + "issue:45072", + "issue:45161", + "issue:45325", + "issue:45357", + "issue:45406", + "issue:45685", + "issue:45701", + "issue:45704", + "issue:45759", + "issue:45823", + "issue:46050", + "issue:46315", + "issue:46402", + "issue:46612", + "issue:46821", + "issue:46858", + "issue:47020" + ], + "soft_pairs": [ + "issue:43317|issue:43873", + "issue:43454|issue:43720", + "issue:41720|issue:42617", + "issue:41720|issue:44977", + "issue:45325|issue:46315", + "issue:43377|issue:44898", + "issue:43322|issue:46050", + "issue:44387|issue:45704", + "issue:40990|issue:45701", + "issue:43572|issue:45759", + "issue:43450|issue:45701", + "issue:41553|issue:43582", + "issue:43873|issue:44756", + "issue:45685|issue:46821", + "issue:44186|issue:45072", + "issue:44466|issue:45357", + "issue:26413|issue:28530", + "issue:43295|issue:45701", + "issue:44451|issue:47020", + "issue:43065|issue:46402", + "issue:43550|issue:43606", + "issue:43550|issue:43720", + "issue:46612|issue:46858", + "issue:44423|issue:45406", + "issue:44186|issue:44610", + "issue:43577|issue:43708", + "issue:44008|issue:45823", + "issue:41720|issue:45161" + ], + "prepared_review_unit_hash": "8529df7c39cb8dbf291b7033f2b198c4912e03c89caeddcb5f217e0a82535f82", + "component_budget": { + "node_count": 547, + "item_count": 547, + "soft_pair_count": 2032, + "serialized_chars": 1051055, + "estimated_input_tokens": 262764, + "estimated_eval_tokens": 525784 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 28, + "serialized_chars": 36399, + "estimated_input_tokens": 9100, + "estimated_eval_tokens": 18456 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The cluster is heterogeneous: many items are Transformers bugs, but the soft edges mostly connect superficially similar subsystems rather than the same concrete defect. I would not merge any of the candidate pairs.", + "confidence": 0.91, + "canonical_issue_reason": "issue:43873 is the broadest, most central report in the set (quantization/offloading) and has the highest discussion/inbound activity; the other issues are narrower, model-specific regressions or unrelated failures.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43873 is the best single representative issue for this cluster because it is the most cross-cutting and the closest thing to an umbrella bug report here.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43317", + "right": "issue:43873", + "accept": false, + "reason": "Both mention offloading/quantization, but 43317 is a specific device_map=auto dequantized-model load failure while 43873 is a broader quantization/offloading regression. Not the same concrete bug." + }, + { + "left": "issue:43454", + "right": "issue:43720", + "accept": false, + "reason": "Different models and code paths: AyaVision lm_head tying vs BitNet packed-weight unpacking during accelerate loading." + }, + { + "left": "issue:41720", + "right": "issue:42617", + "accept": false, + "reason": "Unrelated failures: Qwen3 auto device mapping on A800 versus a 3d_parallel.py runtime problem." + }, + { + "left": "issue:41720", + "right": "issue:44977", + "accept": false, + "reason": "Both are Qwen-related, but one is a cudaErrorAssert during auto device mapping and the other is a flash-attention generation regression. Different bugs." + }, + { + "left": "issue:45325", + "right": "issue:46315", + "accept": false, + "reason": "Different layers entirely: multimodal rope/position-id scaling vs tokenizer lookup performance regression." + }, + { + "left": "issue:43377", + "right": "issue:44898", + "accept": false, + "reason": "Both are input-shape/batching issues, but they affect different models and mechanisms: missing padding mask support in MIMI vs Perceiver non-default resolution handling." + }, + { + "left": "issue:43322", + "right": "issue:46050", + "accept": false, + "reason": "A Llava Next load-time segfault is not the same as a sinq quantization save/load breakage." + }, + { + "left": "issue:44387", + "right": "issue:45704", + "accept": false, + "reason": "Both concern memory, but one is int4 quantization CUDA reserved memory/OOM and the other is a T5 apex fused RMSNorm memory leak." + }, + { + "left": "issue:40990", + "right": "issue:45701", + "accept": false, + "reason": "High perplexity on a specific model/dataset is not the same as a tokenizer-version behavior change." + }, + { + "left": "issue:43572", + "right": "issue:45759", + "accept": false, + "reason": "StableLm pad_token_idx config regression and Qwen multimodal text_config unwrapping are separate config bugs." + }, + { + "left": "issue:43450", + "right": "issue:45701", + "accept": false, + "reason": "Video processor batching shape bug versus tokenizer version-induced tokenization changes; no shared root cause." + }, + { + "left": "issue:41553", + "right": "issue:43582", + "accept": false, + "reason": "Bad Voxtral tokenizer error message and Apple Silicon caching_allocator_warmup TypeError are unrelated." + }, + { + "left": "issue:43873", + "right": "issue:44756", + "accept": false, + "reason": "Both are memory/offload-adjacent, but 44756 is a Strix Halo mmap OOM issue, not the same quantization offloading bug as 43873." + }, + { + "left": "issue:45685", + "right": "issue:46821", + "accept": false, + "reason": "MPS histogram support for Int and a TimesFM window_size AttributeError are unrelated." + }, + { + "left": "issue:44186", + "right": "issue:45072", + "accept": false, + "reason": "Tokenizer crashes on NER/padding versus dtype mismatches in inference are different bugs." + }, + { + "left": "issue:44466", + "right": "issue:45357", + "accept": false, + "reason": "Both involve save_pretrained regressions, but one is tied lm_head serialization and the other is incorrect visual encoder key saving for Qwen3.5." + }, + { + "left": "issue:26413", + "right": "issue:28530", + "accept": false, + "reason": "Training loop issues, but one is resume_from_checkpoint/epoch_iterator exhaustion and the other is early stopping metric lookup." + }, + { + "left": "issue:43295", + "right": "issue:45701", + "accept": false, + "reason": "A processor.tokenizer regression with image passing is unrelated to tokenizer behavior changes across versions." + }, + { + "left": "issue:44451", + "right": "issue:47020", + "accept": false, + "reason": "Both are loading/tokenizer-adjacent, but the ScandiBERT load failure is too broad to equate with the specific Unigram-vocab initialization bug." + }, + { + "left": "issue:43065", + "right": "issue:46402", + "accept": false, + "reason": "Same model family, but different subsystems: Sam3PixelDecoder dummy conv versus Sam3Model text encoder weight loading." + }, + { + "left": "issue:43550", + "right": "issue:43606", + "accept": false, + "reason": "Different models and failure modes: torch.compile+SDPA on Bamba-9B-v2 versus CPU offload device mismatch on bark-small." + }, + { + "left": "issue:43550", + "right": "issue:43720", + "accept": false, + "reason": "Different root causes: compile/SDPA behavior versus packed-weight unpacking during accelerate loading." + }, + { + "left": "issue:46612", + "right": "issue:46858", + "accept": false, + "reason": "Both involve cache internals, but one is beam-search reorder skipping and the other is prefill/static-cache slice arithmetic on non-CUDA backends." + }, + { + "left": "issue:44423", + "right": "issue:45406", + "accept": false, + "reason": "Both are serve/multimodal processor crashes, but one is a string-to() AttributeError and the other is a missing _tokenizer attribute in Gemma4Processor." + }, + { + "left": "issue:44186", + "right": "issue:44610", + "accept": false, + "reason": "Tokenizer crash versus processor output-size mismatch; different components and causes." + }, + { + "left": "issue:43577", + "right": "issue:43708", + "accept": false, + "reason": "Blip2 dtype propagation and resume_from_checkpoint max_steps calculation are unrelated." + }, + { + "left": "issue:44008", + "right": "issue:45823", + "accept": false, + "reason": "Different Gemma models and different bugs: variable-name collision in forward versus device_map auto device mismatch." + }, + { + "left": "issue:41720", + "right": "issue:45161", + "accept": false, + "reason": "Qwen3 auto device mapping crash and GPT-OSS MoE tensor-parallel failure are distinct parallelism 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": 28, + "review_unit_index": 17, + "review_unit_count": 68, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-547", + "nodes": [ + "issue:28530", + "issue:29159", + "issue:30064", + "issue:33357", + "issue:33666", + "issue:34634", + "issue:35707", + "issue:36032", + "issue:42915", + "issue:43316", + "issue:43317", + "issue:43322", + "issue:43404", + "issue:43441", + "issue:43452", + "issue:43531", + "issue:43540", + "issue:43572", + "issue:43646", + "issue:43782", + "issue:43873", + "issue:43881", + "issue:44186", + "issue:44361", + "issue:44387", + "issue:44464", + "issue:44488", + "issue:44610", + "issue:44671", + "issue:44734", + "issue:44743", + "issue:44898", + "issue:44913", + "issue:45357", + "issue:45479", + "issue:45701", + "issue:45704", + "issue:45759", + "issue:46291", + "issue:46665", + "issue:46821", + "issue:46858", + "issue:46869", + "issue:46897", + "issue:47020", + "issue:47317", + "issue:47337", + "issue:47404" + ], + "soft_pairs": [ + "issue:46821|issue:46869", + "issue:43646|issue:46665", + "issue:42915|issue:43317", + "issue:46897|issue:47317", + "issue:44610|issue:44898", + "issue:42915|issue:46291", + "issue:28530|issue:33666", + "issue:43404|issue:45357", + "issue:45704|issue:47404", + "issue:43531|issue:43572", + "issue:28530|issue:30064", + "issue:44186|issue:44361", + "issue:43441|issue:47337", + "issue:43881|issue:44488", + "issue:44734|issue:46858", + "issue:44464|issue:46858", + "issue:30064|issue:34634", + "issue:43452|issue:47020", + "issue:29159|issue:36032", + "issue:42915|issue:43322", + "issue:44387|issue:45701", + "issue:44671|issue:44743", + "issue:43873|issue:45704", + "issue:43531|issue:45759", + "issue:33357|issue:35707", + "issue:43540|issue:43782", + "issue:45479|issue:47317", + "issue:43316|issue:44913" + ], + "prepared_review_unit_hash": "889599c2fd00b76ab96d5ae2447eb49a3ef46c97e240697dd468695bde996dfd", + "component_budget": { + "node_count": 547, + "item_count": 547, + "soft_pair_count": 2032, + "serialized_chars": 1051055, + "estimated_input_tokens": 262764, + "estimated_eval_tokens": 525784 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 28, + "serialized_chars": 35948, + "estimated_input_tokens": 8987, + "estimated_eval_tokens": 18230 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly heterogeneous: many items share broad areas like tokenizers, multimodal loading, quantization/offloading, or generation/cache handling, but they do not look like the same underlying bug. No PRs are present.", + "confidence": 0.91, + "canonical_issue_reason": "Issue 43873 is the strongest representative if one must be chosen: it has the most inbound references and discussion, and it captures the broad offloading/quantization theme that recurs here.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 43873 is the best global representative because it is the most central and most linked issue in the set, while the rest are mostly distinct model- or API-specific failures.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:46821", + "right": "issue:46869", + "accept": false, + "reason": "Both are training/runtime problems, but one is a TimesFM window_size attribute error and the other is YOLO multi-GPU device-map loading; different bugs." + }, + { + "left": "issue:43646", + "right": "issue:46665", + "accept": false, + "reason": "Both involve model initialization/loading, but one is a Transformers 5.0 API break and the other is from_pretrained behavior inside Python wrapper classes; not the same code-path." + }, + { + "left": "issue:42915", + "right": "issue:43317", + "accept": false, + "reason": "Both mention quantization/offload, but one is FineGrainedFP8Config failure for Qwen3Moe and the other is dequantized model loading with device_map=auto; distinct issues." + }, + { + "left": "issue:46897", + "right": "issue:47317", + "accept": false, + "reason": "Both are training-loss bugs, but they affect different models and likely different target shifts; too generic to merge." + }, + { + "left": "issue:44610", + "right": "issue:44898", + "accept": false, + "reason": "Both are image-size/preprocessing mismatches, but they involve different processors and different failure mechanisms." + }, + { + "left": "issue:42915", + "right": "issue:46291", + "accept": false, + "reason": "Quantization failure and kernels import/version-requirement failure are unrelated." + }, + { + "left": "issue:28530", + "right": "issue:33666", + "accept": false, + "reason": "Early stopping metric resolution and Qwen2-VL multi-GPU training are unrelated." + }, + { + "left": "issue:43404", + "right": "issue:45357", + "accept": false, + "reason": "Both are multimodal model config/save-load problems, but one is untied lm_head weights and the other is incorrect visual encoder keys; different fixes." + }, + { + "left": "issue:45704", + "right": "issue:47404", + "accept": false, + "reason": "Both touch memory, but one is an apex RMSNorm leak and the other is device-map loading OOM during conversion; not the same bug." + }, + { + "left": "issue:43531", + "right": "issue:43572", + "accept": false, + "reason": "Qwen3-MoE sliding_window behavior and StableLmConfig pad_token_idx regression are unrelated." + }, + { + "left": "issue:28530", + "right": "issue:30064", + "accept": false, + "reason": "Early stopping metric lookup and void segmentation-map processing are unrelated." + }, + { + "left": "issue:44186", + "right": "issue:44361", + "accept": false, + "reason": "Both are tokenizer crashes, but they affect different tokenizers and different task paths; too broad to treat as duplicates." + }, + { + "left": "issue:43441", + "right": "issue:47337", + "accept": false, + "reason": "FlashAttention loading failure and a flaky bbox-range test are unrelated." + }, + { + "left": "issue:43881", + "right": "issue:44488", + "accept": false, + "reason": "Both are loading failures, but for different models/tokenizers and different root causes." + }, + { + "left": "issue:44734", + "right": "issue:46858", + "accept": false, + "reason": "Both involve cache/indexing, but one is a serve KV-cache continuation crash and the other is static-cache seq-length arithmetic on non-CUDA backends; different paths." + }, + { + "left": "issue:44464", + "right": "issue:46858", + "accept": false, + "reason": "Both concern generation/cache internals, but one is chunked generation with compiled forward and the other is prefill static-cache slicing; not the same bug." + }, + { + "left": "issue:30064", + "right": "issue:34634", + "accept": false, + "reason": "Image processor segmentation-map handling and BarkProcessor voice_preset are unrelated." + }, + { + "left": "issue:43452", + "right": "issue:47020", + "accept": false, + "reason": "Both are tokenizer/model loading issues, but one is gguf_file/from_pretrained plumbing and the other is an XLMRobertaTokenizer Unigram constructor type mismatch; different failures." + }, + { + "left": "issue:29159", + "right": "issue:36032", + "accept": false, + "reason": "General tokenizer inconsistency and a specific T5 add_special_tokens AttributeError are not the same bug." + }, + { + "left": "issue:42915", + "right": "issue:43322", + "accept": false, + "reason": "Quantized model/config loading and Llava Next segmentation fault are different failures." + }, + { + "left": "issue:44387", + "right": "issue:45701", + "accept": false, + "reason": "Int4 quantization memory regression and tokenization differences across versions are unrelated." + }, + { + "left": "issue:44671", + "right": "issue:44743", + "accept": false, + "reason": "Both are model-specific behavior regressions, but one is masked-LM predictions in CamemBERT and the other is recurrent state reset in Qwen3 modular code." + }, + { + "left": "issue:43873", + "right": "issue:45704", + "accept": false, + "reason": "Both relate to memory, but one is quantization/offloading and the other is an apex RMSNorm leak; different subsystems and fixes." + }, + { + "left": "issue:43531", + "right": "issue:45759", + "accept": false, + "reason": "Both mention Qwen3-family config behavior, but one is sliding_window handling and the other is text_config unwrapping for from_config; not the same issue." + }, + { + "left": "issue:33357", + "right": "issue:35707", + "accept": false, + "reason": "MacOS CLIP bus error and progressive generation with inputs_embeds/past_key_values are unrelated." + }, + { + "left": "issue:43540", + "right": "issue:43782", + "accept": false, + "reason": "Both are Qwen3 multimodal, but one is video-input processing and the other is weight_only loading; different code paths." + }, + { + "left": "issue:45479", + "right": "issue:47317", + "accept": false, + "reason": "Both are loss bugs, but one is a classification loss degeneracy across sequence-classification models and the other is a PPFormulaNet-specific training-loss issue." + }, + { + "left": "issue:43316", + "right": "issue:44913", + "accept": false, + "reason": "Both are config API regressions, but they concern different fields and models; not the same 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": 28, + "review_unit_index": 18, + "review_unit_count": 68, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-547", + "nodes": [ + "issue:29159", + "issue:29925", + "issue:34567", + "issue:34634", + "issue:35707", + "issue:41720", + "issue:42490", + "issue:43257", + "issue:43329", + "issue:43388", + "issue:43526", + "issue:43531", + "issue:43540", + "issue:43550", + "issue:43606", + "issue:43653", + "issue:43720", + "issue:43746", + "issue:43881", + "issue:43883", + "issue:44451", + "issue:44492", + "issue:44509", + "issue:44534", + "issue:44589", + "issue:44987", + "issue:44991", + "issue:45042", + "issue:45059", + "issue:45406", + "issue:45464", + "issue:45632", + "issue:45684", + "issue:45704", + "issue:45759", + "issue:45859", + "issue:45923", + "issue:46489", + "issue:46665", + "issue:46821", + "issue:46858", + "issue:46894", + "issue:47254", + "issue:47317", + "issue:47333", + "issue:47405", + "issue:47448", + "issue:47473" + ], + "soft_pairs": [ + "issue:43550|issue:43653", + "issue:45632|issue:45684", + "issue:44534|issue:46665", + "issue:41720|issue:43746", + "issue:45406|issue:45464", + "issue:46894|issue:47317", + "issue:43257|issue:47254", + "issue:34634|issue:41720", + "issue:43606|issue:43720", + "issue:43531|issue:46821", + "issue:42490|issue:43329", + "issue:43531|issue:44589", + "issue:34567|issue:35707", + "issue:29159|issue:29925", + "issue:44492|issue:44509", + "issue:43606|issue:43653", + "issue:43881|issue:44991", + "issue:45759|issue:45859", + "issue:43540|issue:46858", + "issue:44451|issue:44991", + "issue:45704|issue:47405", + "issue:43388|issue:45059", + "issue:46489|issue:47473", + "issue:43526|issue:43883", + "issue:44987|issue:45042", + "issue:45042|issue:47448", + "issue:45923|issue:47333" + ], + "prepared_review_unit_hash": "2f39ce38f08752565c673771dd35ce02ef8d130b09c5edf18de630d3ee24066e", + "component_budget": { + "node_count": 547, + "item_count": 547, + "soft_pair_count": 2032, + "serialized_chars": 1051055, + "estimated_input_tokens": 262764, + "estimated_eval_tokens": 525784 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 27, + "serialized_chars": 35860, + "estimated_input_tokens": 8965, + "estimated_eval_tokens": 18186 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "Most candidate pairs are clearly unrelated and only share broad subsystems or vague wording. The tokenizer pair (issue:46489 \u2194 issue:47473) is thematically close, but the evidence here is not strong enough to treat them as the same bug, so it should be rejected as a duplicate edge.", + "confidence": 0.64, + "canonical_issue_reason": "issue:47473 is the broadest issue in the packet and names the backend-level tokenizer behavior directly, so it is the best canonical issue candidate. It is still only a candidate cluster anchor, not a confirmed duplicate of issue:46489.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:47473 best captures the reusable underlying tokenizer defect at the backend level, while issue:46489 is more model-specific and does not have enough evidence here to collapse into it.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43550", + "right": "issue:43653", + "accept": false, + "reason": "Different bugs: torch.compile/SDPA runtime failure versus tokenizer special-token registration and decode output." + }, + { + "left": "issue:45632", + "right": "issue:45684", + "accept": false, + "reason": "Unrelated save/load and permission/caching behaviors; no shared code-path bug is evident." + }, + { + "left": "issue:44534", + "right": "issue:46665", + "accept": false, + "reason": "A v5 buffer initialization regression is not the same as from_pretrained behavior inside Python classes." + }, + { + "left": "issue:41720", + "right": "issue:43746", + "accept": false, + "reason": "Different failure modes and code paths: CUDA assert during device mapping versus local checkpoint loading with PEFT adapters." + }, + { + "left": "issue:45406", + "right": "issue:45464", + "accept": false, + "reason": "Gemma4Processor missing tokenizer attribute is a different bug from streaming chat/completions failure." + }, + { + "left": "issue:46894", + "right": "issue:47317", + "accept": false, + "reason": "Both mention training loss, but they concern different models and there is not enough evidence of the same implementation bug." + }, + { + "left": "issue:43257", + "right": "issue:47254", + "accept": false, + "reason": "Different accelerate/DeepSpeed issues: MoE weight conversion versus checkpointing/ZeRO-3 errors." + }, + { + "left": "issue:34634", + "right": "issue:41720", + "accept": false, + "reason": "BarkProcessor voice_preset and Qwen3 auto device mapping are unrelated runtime issues." + }, + { + "left": "issue:43606", + "right": "issue:43720", + "accept": false, + "reason": "CPU offload device mismatch is a different bug from packed-weight unpacking during loading." + }, + { + "left": "issue:43531", + "right": "issue:46821", + "accept": false, + "reason": "Both are argument-related, but the specific bugs are different: sliding_window on Qwen3-MoE versus a window_size attribute error." + }, + { + "left": "issue:42490", + "right": "issue:43329", + "accept": false, + "reason": "Trailing-slash import warnings are unrelated to the multimodal token-counting video-branch bug." + }, + { + "left": "issue:43531", + "right": "issue:44589", + "accept": false, + "reason": "Sliding-window behavior and Float8 storage deserialization are unrelated bug classes." + }, + { + "left": "issue:34567", + "right": "issue:35707", + "accept": false, + "reason": "TrainerState token tracking is unrelated to generation with inputs_embeds and past_key_values." + }, + { + "left": "issue:29159", + "right": "issue:29925", + "accept": false, + "reason": "Both are tokenizer-related, but one is a general slow/fast inconsistency report and the other is SigLIP-specific fast-tokenizer enforcement." + }, + { + "left": "issue:44492", + "right": "issue:44509", + "accept": false, + "reason": "A cache-strategy typo is unrelated to stale pipeline-task documentation." + }, + { + "left": "issue:43606", + "right": "issue:43653", + "accept": false, + "reason": "Different bugs: offload device mismatch versus mask-token registration/empty decode output." + }, + { + "left": "issue:43881", + "right": "issue:44991", + "accept": false, + "reason": "Distinct model-loading failures for different checkpoints with no clear shared defect." + }, + { + "left": "issue:45759", + "right": "issue:45859", + "accept": false, + "reason": "Different Qwen3-family mechanisms: config unwrapping versus CPU-offload compatibility." + }, + { + "left": "issue:43540", + "right": "issue:46858", + "accept": false, + "reason": "Video input processing ValueError is unrelated to static-cache slice arithmetic on non-CUDA backends." + }, + { + "left": "issue:44451", + "right": "issue:44991", + "accept": false, + "reason": "Both are loading regressions, but they involve different models and likely different underlying causes." + }, + { + "left": "issue:45704", + "right": "issue:47405", + "accept": false, + "reason": "Apex RMSNorm memory leak and silent model-type conversion skip are unrelated." + }, + { + "left": "issue:43388", + "right": "issue:45059", + "accept": false, + "reason": "Metric gathering label truncation is unrelated to SAM3 text/bounding-box processing." + }, + { + "left": "issue:46489", + "right": "issue:47473", + "accept": false, + "reason": "Too little evidence that they are the same bug: both are tokenizer-related, but the shared root cause is not established, and 46489 could be a separate model-specific regression." + }, + { + "left": "issue:43526", + "right": "issue:43883", + "accept": false, + "reason": "Beit label reduction and Molmo tied-weights attribute errors are unrelated." + }, + { + "left": "issue:44987", + "right": "issue:45042", + "accept": false, + "reason": "Model-loading failure and PIL backend dependency regression are different bugs." + }, + { + "left": "issue:45042", + "right": "issue:47448", + "accept": false, + "reason": "Torchvision dependency regression and Gemma4 architecture recognition are unrelated." + }, + { + "left": "issue:45923", + "right": "issue:47333", + "accept": false, + "reason": "Missing gradient-checkpointing flag and disk-offloaded save failure are different issues." + } + ] + }, + "evaluator_result": { + "accept": false, + "feedback": "The duplicate call for issue:46489 \u2194 issue:47473 is too strong for the packet. From the titles alone, both are tokenizer-related, but the shared root cause you assert (SentencePiece byte-fallback decoding) is not directly established here, and 46489 is not clearly shown to be just a model-specific manifestation of 47473. The other soft-edge rejections are conservative, but the summary and canonicalization overstate the evidence on the one accepted pair." + }, + "evaluator_used": true, + "retried": true, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 28, + "review_unit_index": 19, + "review_unit_count": 68, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-547", + "nodes": [ + "issue:30064", + "issue:36010", + "issue:39692", + "issue:42886", + "issue:43381", + "issue:43421", + "issue:43493", + "issue:43644", + "issue:43673", + "issue:43746", + "issue:43782", + "issue:43844", + "issue:43873", + "issue:44062", + "issue:44077", + "issue:44368", + "issue:44451", + "issue:44464", + "issue:44514", + "issue:44545", + "issue:44610", + "issue:44625", + "issue:44843", + "issue:44857", + "issue:44898", + "issue:44918", + "issue:44936", + "issue:44995", + "issue:45072", + "issue:45081", + "issue:45356", + "issue:45357", + "issue:45381", + "issue:45479", + "issue:45685", + "issue:46032", + "issue:46050", + "issue:46402", + "issue:46463", + "issue:46655", + "issue:46665", + "issue:46693", + "issue:46858", + "issue:47050", + "issue:47337", + "issue:47458", + "issue:47470", + "issue:47473" + ], + "soft_pairs": [ + "issue:44077|issue:44625", + "issue:43644|issue:46665", + "issue:45357|issue:46402", + "issue:44898|issue:45072", + "issue:45685|issue:47470", + "issue:43421|issue:47473", + "issue:39692|issue:44610", + "issue:44062|issue:44451", + "issue:30064|issue:36010", + "issue:44918|issue:44936", + "issue:44514|issue:44545", + "issue:43746|issue:46050", + "issue:42886|issue:44843", + "issue:44625|issue:45479", + "issue:46655|issue:46693", + "issue:43746|issue:43873", + "issue:44995|issue:46858", + "issue:44464|issue:47050", + "issue:39692|issue:43493", + "issue:44077|issue:47458", + "issue:43782|issue:45381", + "issue:43381|issue:43844", + "issue:45081|issue:45356", + "issue:43673|issue:47337", + "issue:46032|issue:46463", + "issue:44368|issue:45357", + "issue:44857|issue:47050" + ], + "prepared_review_unit_hash": "d1065c2641c028968e835e3ca2c3f08a23f5951402926277c05c06a24d202aca", + "component_budget": { + "node_count": 547, + "item_count": 547, + "soft_pair_count": 2032, + "serialized_chars": 1051055, + "estimated_input_tokens": 262764, + "estimated_eval_tokens": 525784 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 27, + "serialized_chars": 36094, + "estimated_input_tokens": 9024, + "estimated_eval_tokens": 18304 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "Most items are unrelated issue reports; there is only one clear duplicate pair (`issue:44514` / `issue:44545`). The rest should stay separate because they describe different bugs, models, or code paths.", + "confidence": 0.91, + "canonical_issue_reason": "Use `issue:44514` as the anchor for the only true duplicate pair; it appears to be the original, more established report, while `issue:44545` is a near-exact duplicate.", + "canonical_pr_reason": null, + "best_issue_reason": "`issue:44514` is the best representative issue in this set because it has an exact duplicate and the rest of the items are not one coherent cluster.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44077", + "right": "issue:44625", + "accept": false, + "reason": "Different problems: patchtsmixer `post_init` policy vs Qwen3.5 `num_labels` propagation." + }, + { + "left": "issue:43644", + "right": "issue:46665", + "accept": false, + "reason": "Both touch loading, but one is buffer initialization and the other is `from_pretrained` behavior inside Python classes." + }, + { + "left": "issue:45357", + "right": "issue:46402", + "accept": false, + "reason": "Different models and different load failures: Qwen3.5 visual encoder keys vs Sam3 text encoder weights." + }, + { + "left": "issue:44898", + "right": "issue:45072", + "accept": false, + "reason": "Unrelated failure modes: Perceiver resolution handling vs bfloat16 dtype mismatch." + }, + { + "left": "issue:45685", + "right": "issue:47470", + "accept": false, + "reason": "Different backend/model bugs: MPS histogram support for Int vs ESMFold fp16 casting." + }, + { + "left": "issue:43421", + "right": "issue:47473", + "accept": false, + "reason": "Same broad tokenizer area, but different concrete bugs: runtime special-token updates vs byte-fallback decoding." + }, + { + "left": "issue:39692", + "right": "issue:44610", + "accept": false, + "reason": "Both mention processor/model mismatch, but they concern different models and different root causes." + }, + { + "left": "issue:44062", + "right": "issue:44451", + "accept": false, + "reason": "Tokenizer construction error vs model load failure; not the same underlying bug." + }, + { + "left": "issue:30064", + "right": "issue:36010", + "accept": false, + "reason": "Completely different subsystems: image processor segmentation maps vs GenerationMixin import error." + }, + { + "left": "issue:44918", + "right": "issue:44936", + "accept": false, + "reason": "Both involve trainers, but one is embedding unpacking in TRL SFT and the other is evaluate-after-train lifecycle failure." + }, + { + "left": "issue:44514", + "right": "issue:44545", + "accept": true, + "reason": "Near-identical title and symptom: both report `Qwen2_5_VLProcessor.apply_chat_template` crashing on batched input with `padding=False`." + }, + { + "left": "issue:43746", + "right": "issue:46050", + "accept": false, + "reason": "Different save/load bugs affecting different mechanisms: PEFT local checkpoint loading vs sinq quantized round-trip." + }, + { + "left": "issue:42886", + "right": "issue:44843", + "accept": false, + "reason": "Both are offline-related, but one is cache loading generally and the other is a specific `model_info()` call in `_patch_mistral_regex`." + }, + { + "left": "issue:44625", + "right": "issue:45479", + "accept": false, + "reason": "`num_labels` propagation bug is not the same as the single-label classification zero-loss issue." + }, + { + "left": "issue:46655", + "right": "issue:46693", + "accept": false, + "reason": "Different areas entirely: video padding calculation vs long-context FA2 performance regression." + }, + { + "left": "issue:43746", + "right": "issue:43873", + "accept": false, + "reason": "Both involve loading/offloading, but they are different issues and not the same code-path bug." + }, + { + "left": "issue:44995", + "right": "issue:46858", + "accept": false, + "reason": "Both mention cache, but one is a stale indexer cache crash and the other is static-cache seq-length arithmetic under compile." + }, + { + "left": "issue:44464", + "right": "issue:47050", + "accept": false, + "reason": "Unrelated: chunked generation under compiled forward vs ONNX fp16 attention dtype mismatch." + }, + { + "left": "issue:39692", + "right": "issue:43493", + "accept": false, + "reason": "Same model family, but one is a broken doc example and the other is a HF-vs-JAX implementation discrepancy." + }, + { + "left": "issue:44077", + "right": "issue:47458", + "accept": false, + "reason": "Unrelated bugs: patchtsmixer `post_init` policy vs GPT-2 `c_proj` initialization." + }, + { + "left": "issue:43782", + "right": "issue:45381", + "accept": false, + "reason": "Different Qwen/VL failures with different symptoms: `weight_only=True` load error vs wrong `vision_position_ids`." + }, + { + "left": "issue:43381", + "right": "issue:43844", + "accept": false, + "reason": "Different gradient-related issues: eval-mode checkpointing restriction vs ZeRO-3 gradient growth." + }, + { + "left": "issue:45081", + "right": "issue:45356", + "accept": false, + "reason": "Both involve tokenizer regex fixes, but the concrete failures differ: missing `backend_tokenizer` attribute vs codec/warning regression." + }, + { + "left": "issue:43673", + "right": "issue:47337", + "accept": false, + "reason": "No shared underlying bug: GenerationMixin cache/chunked prefill vs flaky bbox coordinate bounds." + }, + { + "left": "issue:46032", + "right": "issue:46463", + "accept": false, + "reason": "Different models and failures: Mamba2 `use_cache` correctness vs T5 decoder input validation message." + }, + { + "left": "issue:44368", + "right": "issue:45357", + "accept": false, + "reason": "Same model namespace is not enough; one is a tied-embeddings warning during LoRA fine-tuning, the other is save_pretrained key handling." + }, + { + "left": "issue:44857", + "right": "issue:47050", + "accept": false, + "reason": "Both are dtype-related, but they occur in different models and export/training paths." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is well grounded in the packet: the 44514/44545 pair is clearly the only near-exact duplicate by title and symptom, and the other soft pairs are conservatively rejected as different bugs/code paths. The canonical anchor choice is acceptable, though the \u2018more established\u2019 phrasing is only mildly inferential from the metadata." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 28, + "review_unit_index": 20, + "review_unit_count": 68, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-547", + "nodes": [ + "issue:30064", + "issue:36331", + "issue:39692", + "issue:39921", + "issue:41720", + "issue:43295", + "issue:43421", + "issue:43531", + "issue:43540", + "issue:43550", + "issue:43596", + "issue:43611", + "issue:43643", + "issue:43653", + "issue:43720", + "issue:43819", + "issue:43873", + "issue:43881", + "issue:43927", + "issue:43931", + "issue:43994", + "issue:44008", + "issue:44062", + "issue:44186", + "issue:44220", + "issue:44387", + "issue:44488", + "issue:44661", + "issue:44671", + "issue:44821", + "issue:44936", + "issue:44991", + "issue:45072", + "issue:45084", + "issue:45356", + "issue:45381", + "issue:45834", + "issue:45907", + "issue:46294", + "issue:46665", + "issue:46693", + "issue:46858", + "issue:47020", + "issue:47050", + "issue:47448", + "issue:47458", + "issue:47475" + ], + "soft_pairs": [ + "issue:43994|issue:44671", + "issue:43881|issue:47448", + "issue:43931|issue:47458", + "issue:39692|issue:43873", + "issue:39692|issue:47050", + "issue:45356|issue:45907", + "issue:43421|issue:43927", + "issue:43540|issue:46294", + "issue:43720|issue:43819", + "issue:43596|issue:44220", + "issue:43550|issue:43819", + "issue:44821|issue:45084", + "issue:43550|issue:43927", + "issue:44387|issue:47475", + "issue:43421|issue:44186", + "issue:43295|issue:45834", + "issue:43540|issue:44008", + "issue:30064|issue:36331", + "issue:44488|issue:47020", + "issue:45072|issue:47050", + "issue:45381|issue:46693", + "issue:43653|issue:43720", + "issue:44062|issue:44488", + "issue:41720|issue:44991", + "issue:44220|issue:44661", + "issue:43531|issue:43643", + "issue:39921|issue:44936", + "issue:43611|issue:46665", + "issue:44008|issue:46858" + ], + "prepared_review_unit_hash": "cc173bff1463a05d8183238ef1d82f0025e12c8772c8b0f90a6fa1eaf3d6ba89", + "component_budget": { + "node_count": 547, + "item_count": 547, + "soft_pair_count": 2032, + "serialized_chars": 1051055, + "estimated_input_tokens": 262764, + "estimated_eval_tokens": 525784 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 29, + "serialized_chars": 35899, + "estimated_input_tokens": 8975, + "estimated_eval_tokens": 18206 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The cluster is not a single duplicate family; it contains many unrelated bugs across tokenization, loading, vision/video, quantization, and training. None of the soft pairs appear to be the same concrete underlying issue.", + "confidence": 0.96, + "canonical_issue_reason": "No single canonical issue fits this cluster because the items span distinct models, subsystems, and failure modes rather than one shared bug.", + "canonical_pr_reason": "No PR artifacts are present in the cluster.", + "best_issue_reason": "No issue is a clear global representative; the strongest theme is broad tokenizer/model-loading regressions, but the cluster is too heterogeneous to pick one safely.", + "best_pr_reason": "No PR artifacts are present, so none can be selected as a global best PR.", + "soft_edge_verdicts": [ + { + "left": "issue:43994", + "right": "issue:44671", + "accept": false, + "reason": "Both are incorrect model outputs, but they affect different models and likely different tokenizer/model-vocab paths." + }, + { + "left": "issue:43881", + "right": "issue:47448", + "accept": false, + "reason": "Both are model loading failures, but for different architectures with no evidence of the same root cause." + }, + { + "left": "issue:43931", + "right": "issue:47458", + "accept": false, + "reason": "Unrelated models and failures: a VL weight-shape mismatch versus GPT-2 c_proj initialization." + }, + { + "left": "issue:39692", + "right": "issue:43873", + "accept": false, + "reason": "One is a docs/example mismatch plus quantization failure; the other is a broad offloading/quantization regression." + }, + { + "left": "issue:39692", + "right": "issue:47050", + "accept": false, + "reason": "Different problem domains: doc/example errors versus ONNX fp16 attention dtype mismatch." + }, + { + "left": "issue:45356", + "right": "issue:45907", + "accept": false, + "reason": "Completely unrelated: tokenizer codec regression versus hub API forwarding bug." + }, + { + "left": "issue:43421", + "right": "issue:43927", + "accept": false, + "reason": "Both involve special-token handling, but one is runtime post-processing and the other is save/load token ID persistence." + }, + { + "left": "issue:43540", + "right": "issue:46294", + "accept": false, + "reason": "Both mention video in Qwen models, but the failing paths differ: input processing versus chat-template feature/token alignment." + }, + { + "left": "issue:43720", + "right": "issue:43819", + "accept": false, + "reason": "Different models and code paths: accelerate-loading of packed BitNet weights versus DAC latent reconstruction." + }, + { + "left": "issue:43596", + "right": "issue:44220", + "accept": false, + "reason": "Different backend paths and symptoms: ZeRO-3/Bert indexing versus audio feature extraction." + }, + { + "left": "issue:43550", + "right": "issue:43819", + "accept": false, + "reason": "Unrelated failures: torch.compile + SDPA in Bamba versus DAC forward/from_latents mismatch." + }, + { + "left": "issue:44821", + "right": "issue:45084", + "accept": false, + "reason": "Loading an image processor from URL is unrelated to a template-node compilation error." + }, + { + "left": "issue:43550", + "right": "issue:43927", + "accept": false, + "reason": "Different model/runtime issues with no shared concrete code path." + }, + { + "left": "issue:44387", + "right": "issue:47475", + "accept": false, + "reason": "One is quantization memory growth; the other is a Zamba2 causality bug in state recurrence." + }, + { + "left": "issue:43421", + "right": "issue:44186", + "accept": false, + "reason": "Both involve tokenizers, but one is special-token post-processing and the other is LayoutLMv2 NER/padding behavior." + }, + { + "left": "issue:43295", + "right": "issue:45834", + "accept": false, + "reason": "Different failures: processor/tokenizer regression versus long OCR index errors in a different model." + }, + { + "left": "issue:43540", + "right": "issue:44008", + "accept": false, + "reason": "Different Gemma/Qwen multimodal bugs with distinct causes; only loosely related by modality." + }, + { + "left": "issue:30064", + "right": "issue:36331", + "accept": false, + "reason": "Image segmentation map handling is unrelated to a CustomTrainer loss-signature regression." + }, + { + "left": "issue:44488", + "right": "issue:47020", + "accept": false, + "reason": "Both are tokenizer-related, but one is a model loading regression and the other is an Unigram constructor type mismatch." + }, + { + "left": "issue:45072", + "right": "issue:47050", + "accept": false, + "reason": "Both are dtype mismatches, but in different execution paths and models; not the same bug." + }, + { + "left": "issue:45381", + "right": "issue:46693", + "accept": false, + "reason": "Video position-id correctness and FA2 long-context performance regression are unrelated." + }, + { + "left": "issue:43653", + "right": "issue:43720", + "accept": false, + "reason": "Special-token decode bug and packed-weight loading bug have no shared concrete root cause." + }, + { + "left": "issue:44062", + "right": "issue:44488", + "accept": false, + "reason": "AddedToken keyword duplication is a tokenizer API bug; loading sleng-bert is a separate model/tokenizer loading failure." + }, + { + "left": "issue:41720", + "right": "issue:44991", + "accept": false, + "reason": "Different loading/runtime failures for different models; only broad association is model loading." + }, + { + "left": "issue:44220", + "right": "issue:44661", + "accept": false, + "reason": "Audio feature extraction and add-new-model-like/tokenizer mapping logic are unrelated." + }, + { + "left": "issue:43531", + "right": "issue:43643", + "accept": false, + "reason": "Sliding-window behavior in Qwen3-MoE is unrelated to missing fields from trust_remote_code AutoConfig." + }, + { + "left": "issue:39921", + "right": "issue:44936", + "accept": false, + "reason": "Gemma3N special-token projection errors are unrelated to trainer.evaluate() failing after train()." + }, + { + "left": "issue:43611", + "right": "issue:46665", + "accept": false, + "reason": "Both concern loading, but the underlying mechanisms differ: base_model_prefix breakage versus from_pretrained behavior inside classes." + }, + { + "left": "issue:44008", + "right": "issue:46858", + "accept": false, + "reason": "Variable-name collision in Gemma3n forward is unrelated to device-tensor cache length arithmetic." + } + ] + }, + "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": 28, + "review_unit_index": 21, + "review_unit_count": 68, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-547", + "nodes": [ + "issue:34634", + "issue:36010", + "issue:39692", + "issue:43322", + "issue:43335", + "issue:43550", + "issue:43606", + "issue:43618", + "issue:43643", + "issue:43653", + "issue:43697", + "issue:43716", + "issue:43756", + "issue:43819", + "issue:43828", + "issue:44008", + "issue:44186", + "issue:44442", + "issue:44448", + "issue:44479", + "issue:44561", + "issue:44671", + "issue:44805", + "issue:44843", + "issue:44863", + "issue:44877", + "issue:44898", + "issue:44936", + "issue:44991", + "issue:45020", + "issue:45072", + "issue:45081", + "issue:45584", + "issue:45685", + "issue:45834", + "issue:45987", + "issue:46291", + "issue:46294", + "issue:46463", + "issue:46650", + "issue:46829", + "issue:46832", + "issue:46932", + "issue:47020", + "issue:47405", + "issue:47458", + "issue:47470" + ], + "soft_pairs": [ + "issue:46829|issue:46832", + "issue:43653|issue:43819", + "issue:34634|issue:36010", + "issue:44186|issue:44898", + "issue:44863|issue:47458", + "issue:44991|issue:47020", + "issue:44561|issue:45020", + "issue:46650|issue:47405", + "issue:44843|issue:45081", + "issue:39692|issue:45834", + "issue:43643|issue:44877", + "issue:45987|issue:46829", + "issue:43335|issue:43756", + "issue:44448|issue:44671", + "issue:45987|issue:46932", + "issue:44186|issue:44442", + "issue:43716|issue:44008", + "issue:43322|issue:45685", + "issue:44991|issue:46291", + "issue:46294|issue:46463", + "issue:44805|issue:44936", + "issue:43618|issue:43697", + "issue:43828|issue:47470", + "issue:43606|issue:45072", + "issue:45584|issue:45834", + "issue:43550|issue:45072", + "issue:44479|issue:45834" + ], + "prepared_review_unit_hash": "1e4f938724144b47fc5eb9a7f06ac7a01e49114de65e10c0d801eaec5bd45413", + "component_budget": { + "node_count": 547, + "item_count": 547, + "soft_pair_count": 2032, + "serialized_chars": 1051055, + "estimated_input_tokens": 262764, + "estimated_eval_tokens": 525784 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 27, + "serialized_chars": 35559, + "estimated_input_tokens": 8890, + "estimated_eval_tokens": 18036 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The cluster is mostly false-positive similarity matches: the paired issues touch different models, different bug classes, and different code paths. I would reject every soft edge and avoid electing a canonical issue for this noisy cluster.", + "confidence": 0.97, + "canonical_issue_reason": "No single issue is a good canonical anchor; these items span unrelated tokenizer, config, multimodal, loading, dtype, and output-regression bugs.", + "canonical_pr_reason": null, + "best_issue_reason": "No issue is globally best for this cluster because it is not a coherent duplicate set; any single pick would be misleading.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:46829", + "right": "issue:46832", + "accept": false, + "reason": "Different problems: VideoPrism output-field bug vs RT-DETR feature-level/type error." + }, + { + "left": "issue:43653", + "right": "issue:43819", + "accept": false, + "reason": "Tokenizer special-token registration issue vs DAC latent/STE forward mismatch; unrelated code paths." + }, + { + "left": "issue:34634", + "right": "issue:36010", + "accept": false, + "reason": "BarkProcessor voice_preset behavior vs GenerationMixin import failure are separate failures." + }, + { + "left": "issue:44186", + "right": "issue:44898", + "accept": false, + "reason": "LayoutLMv2 tokenizer padding/NER crash vs Perceiver image-resolution interpolation bug." + }, + { + "left": "issue:44863", + "right": "issue:47458", + "accept": false, + "reason": "NemotronH checkpoint-loading failure is unrelated to GPT-2 c_proj initialization." + }, + { + "left": "issue:44991", + "right": "issue:47020", + "accept": false, + "reason": "Different tokenizer families and different failure points: model-specific load error vs Unigram constructor misuse." + }, + { + "left": "issue:44561", + "right": "issue:45020", + "accept": false, + "reason": "One is a specific removed-helper regression; the other is a broad remote_code breakage report." + }, + { + "left": "issue:46650", + "right": "issue:47405", + "accept": false, + "reason": "Save-pretrained key corruption is not the same bug as silent wrong-Auto-class loading." + }, + { + "left": "issue:44843", + "right": "issue:45081", + "accept": false, + "reason": "Both touch Mistral regex patching, but one is offline model_info access and the other is a backend_tokenizer AttributeError." + }, + { + "left": "issue:39692", + "right": "issue:45834", + "accept": false, + "reason": "Docs example/model-processor mismatch and quantization failure vs long-ocr index error; not the same issue." + }, + { + "left": "issue:43643", + "right": "issue:44877", + "accept": false, + "reason": "Missing fields from AutoConfig with trust_remote_code differs from strict config rejection for granite_speech." + }, + { + "left": "issue:45987", + "right": "issue:46829", + "accept": false, + "reason": "Cache sequence-length return type bug vs VideoPrism hidden_states output bug." + }, + { + "left": "issue:43335", + "right": "issue:43756", + "accept": false, + "reason": "Different model-specific config mistakes: sparse-layer creation vs RoPE-layer dropping." + }, + { + "left": "issue:44448", + "right": "issue:44671", + "accept": false, + "reason": "Separate model regressions in Pegasus vs CamemBERT, not one shared code-path bug." + }, + { + "left": "issue:45987", + "right": "issue:46932", + "accept": false, + "reason": "StaticCache API contract issue is unrelated to Gemma4 quantized embedder dtype casting." + }, + { + "left": "issue:44186", + "right": "issue:44442", + "accept": false, + "reason": "Tokenizer crash on NER/padding is not the same as AutoTokenizer failing to load a different tokenizer class." + }, + { + "left": "issue:43716", + "right": "issue:44008", + "accept": false, + "reason": "Different multimodal bugs: image-preprocessor dtype mismatch vs variable-name collision AttributeError." + }, + { + "left": "issue:43322", + "right": "issue:45685", + "accept": false, + "reason": "Llava Next load segfault and MPS histogram/not-implemented error are unrelated." + }, + { + "left": "issue:44991", + "right": "issue:46291", + "accept": false, + "reason": "Tokenizer loading failure is unrelated to importing pipelines with a kernels dependency constraint." + }, + { + "left": "issue:46294", + "right": "issue:46463", + "accept": false, + "reason": "Video chat-template token/feature mismatch vs T5 decoder-input validation message issue." + }, + { + "left": "issue:44805", + "right": "issue:44936", + "accept": false, + "reason": "Mask-shape index error and trainer.evaluate-after-train failure are too different to merge." + }, + { + "left": "issue:43618", + "right": "issue:43697", + "accept": false, + "reason": "CLIPOutput attentions assignment regression vs RTDetrV2 output-difference regression." + }, + { + "left": "issue:43828", + "right": "issue:47470", + "accept": false, + "reason": "Both involve dtype/precision, but they are model-specific and on different code paths." + }, + { + "left": "issue:43606", + "right": "issue:45072", + "accept": false, + "reason": "CPU-offload device mismatch for Bark differs from bfloat16 dtype mismatch in SwitchTransformers/TimmWrapperModel." + }, + { + "left": "issue:45584", + "right": "issue:45834", + "accept": false, + "reason": "Whisper empty-transcription failure is unrelated to Kosmos2.5 long-input indexing." + }, + { + "left": "issue:43550", + "right": "issue:45072", + "accept": false, + "reason": "torch.compile+SDPA failure in Bamba is not the same as a bfloat16 dtype mismatch elsewhere." + }, + { + "left": "issue:44479", + "right": "issue:45834", + "accept": false, + "reason": "Qwen video-input regression and Kosmos2.5 OCR index error 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": 28, + "review_unit_index": 22, + "review_unit_count": 68, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-547", + "nodes": [ + "issue:28218", + "issue:29159", + "issue:34634", + "issue:36331", + "issue:42175", + "issue:42915", + "issue:43388", + "issue:43421", + "issue:43540", + "issue:43577", + "issue:43582", + "issue:43644", + "issue:43645", + "issue:43720", + "issue:43742", + "issue:43749", + "issue:43782", + "issue:43818", + "issue:43825", + "issue:43931", + "issue:43994", + "issue:44291", + "issue:44534", + "issue:44610", + "issue:44671", + "issue:44811", + "issue:44977", + "issue:45020", + "issue:45072", + "issue:45081", + "issue:45183", + "issue:45325", + "issue:45381", + "issue:45479", + "issue:45563", + "issue:45701", + "issue:46032", + "issue:46512", + "issue:46665", + "issue:46697", + "issue:46728", + "issue:46752", + "issue:46846", + "issue:47254", + "issue:47276", + "issue:47333", + "issue:47337", + "issue:47458" + ], + "soft_pairs": [ + "issue:43782|issue:44977", + "issue:45183|issue:45479", + "issue:46752|issue:47337", + "issue:45563|issue:47276", + "issue:43644|issue:43749", + "issue:43577|issue:43818", + "issue:44610|issue:45072", + "issue:43582|issue:46512", + "issue:44534|issue:47458", + "issue:43540|issue:45381", + "issue:34634|issue:36331", + "issue:43421|issue:44811", + "issue:43645|issue:46665", + "issue:43720|issue:45072", + "issue:28218|issue:29159", + "issue:43749|issue:44291", + "issue:47276|issue:47337", + "issue:43742|issue:45020", + "issue:42175|issue:45081", + "issue:43825|issue:43994", + "issue:43931|issue:46846", + "issue:43388|issue:46032", + "issue:47254|issue:47333", + "issue:42915|issue:47333", + "issue:46697|issue:46728", + "issue:43782|issue:45325", + "issue:44671|issue:45701" + ], + "prepared_review_unit_hash": "3798f8ac79563859d8631a058f1c41fcb6d623ad86b7ca2917de39e7073bb424", + "component_budget": { + "node_count": 547, + "item_count": 547, + "soft_pair_count": 2032, + "serialized_chars": 1051055, + "estimated_input_tokens": 262764, + "estimated_eval_tokens": 525784 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 27, + "serialized_chars": 36083, + "estimated_input_tokens": 9021, + "estimated_eval_tokens": 18298 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is dominated by heterogeneous Transformers regressions and model-specific bugs; there is no clear exact duplicate pair. The best representative issue is the broad v5 regression report, but most soft pairs are only loosely related and should stay separate.", + "confidence": 0.61, + "canonical_issue_reason": "issue:45020 is the broadest umbrella report here, covering recent-version regressions and remote_code breakage across models; it best represents the cluster, though it is not a strict duplicate of the other symptom-specific issues.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45020 is the most useful global anchor because it is the broadest cross-cutting regression report among mostly model-specific failures, making it the strongest candidate for triage aggregation.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43782", + "right": "issue:44977", + "accept": false, + "reason": "Different models and failure modes: Qwen3-VL loading/weight_only vs Qwen3.5 flash-attention generation. No shared concrete code path." + }, + { + "left": "issue:45183", + "right": "issue:45479", + "accept": false, + "reason": "One is input validation/error-message logic for input_ids/inputs_embeds; the other is sequence-classification loss degeneracy. Related only at a very high level." + }, + { + "left": "issue:46752", + "right": "issue:47337", + "accept": false, + "reason": "Empty chat-template input IndexError and bbox-range flaky test are unrelated bugs." + }, + { + "left": "issue:45563", + "right": "issue:47276", + "accept": false, + "reason": "Both mention warnings, but they are different warnings in different generate/batching paths and do not look like the same bug." + }, + { + "left": "issue:43644", + "right": "issue:43749", + "accept": false, + "reason": "Non-persistent buffer initialization junk and FSDP CPU RAM efficient loading are separate loading-time issues with different symptoms/code paths." + }, + { + "left": "issue:43577", + "right": "issue:43818", + "accept": false, + "reason": "BLIP2 dtype propagation bug vs Video-LLaVA temporal-attention/weight-sharing bug; different models and fixes." + }, + { + "left": "issue:44610", + "right": "issue:45072", + "accept": false, + "reason": "Processor output size mismatch and bfloat16 dtype mismatch are unrelated preprocessing vs inference-type issues." + }, + { + "left": "issue:43582", + "right": "issue:46512", + "accept": false, + "reason": "Apple Silicon TypeError in allocator warmup is unrelated to stale model.config.dtype after from_config(dtype=...)." + }, + { + "left": "issue:44534", + "right": "issue:47458", + "accept": false, + "reason": "Non-persistent buffer junk in v5 is a broad init regression; GPT2 c_proj misinitialization is a specific weight-init bug." + }, + { + "left": "issue:43540", + "right": "issue:45381", + "accept": false, + "reason": "Different Qwen multimodal video bugs with different symptoms: processing failure vs incorrect position ids." + }, + { + "left": "issue:34634", + "right": "issue:36331", + "accept": false, + "reason": "BarkProcessor voice_preset and CustomTrainer.compute_loss signature mismatch are unrelated." + }, + { + "left": "issue:43421", + "right": "issue:44811", + "accept": false, + "reason": "Special-token post-processor refresh and Whisper batch_decode skip_special_tokens behavior are different tokenizer/processor issues." + }, + { + "left": "issue:43645", + "right": "issue:46665", + "accept": false, + "reason": "Notebook custom-model initialization breakage and from_pretrained-inside-classes inconsistency are similar in theme but not the same concrete failure." + }, + { + "left": "issue:43720", + "right": "issue:45072", + "accept": false, + "reason": "BitNet packed-weight loading under accelerate and bfloat16 dtype mismatches are distinct problems." + }, + { + "left": "issue:28218", + "right": "issue:29159", + "accept": false, + "reason": "Added-token extra-space bug and generic slow/fast tokenizer inconsistency are not specific enough to treat as the same bug without stronger evidence." + }, + { + "left": "issue:43749", + "right": "issue:44291", + "accept": false, + "reason": "FSDP CPU RAM efficient loading and init_empty_weights unexpected argument errors are different loading paths and failures." + }, + { + "left": "issue:47276", + "right": "issue:47337", + "accept": false, + "reason": "Misleading synced_gpus warning and bbox coordinate flaky test are unrelated." + }, + { + "left": "issue:43742", + "right": "issue:45020", + "accept": false, + "reason": "MobileLLM key error and remote_code regressions are both model-loading issues, but the concrete failure is different." + }, + { + "left": "issue:42175", + "right": "issue:45081", + "accept": false, + "reason": "Backend-dependency packaging and Mistral regex patch AttributeError are unrelated." + }, + { + "left": "issue:43825", + "right": "issue:43994", + "accept": false, + "reason": "Wrong pipeline translation-support message and SigLIP2 nonsense outputs are different issues in different layers." + }, + { + "left": "issue:43931", + "right": "issue:46846", + "accept": false, + "reason": "Qwen3-VL shape mismatch and Qwen3.5 TP plan missing linear_attn entries are different model/version-specific loading errors." + }, + { + "left": "issue:43388", + "right": "issue:46032", + "accept": false, + "reason": "Metric gathering drops tuple labels, while Mamba2 use_cache seq_len>1 returns wrong results; no shared code path." + }, + { + "left": "issue:47254", + "right": "issue:47333", + "accept": false, + "reason": "Gradient checkpointing with PEFT/ZeRO-3 and disk-offloaded save failure are separate distributed/offloading problems." + }, + { + "left": "issue:42915", + "right": "issue:47333", + "accept": false, + "reason": "Qwen3Moe FP8 config failure and disk-offloaded Qwen3 save failure are both Qwen-related, but the underlying bug is different." + }, + { + "left": "issue:46697", + "right": "issue:46728", + "accept": false, + "reason": "Both involve image sizing, but one is over-padding in Swin2SR preprocessing and the other is wrong patch counting in Aria resolution selection." + }, + { + "left": "issue:43782", + "right": "issue:45325", + "accept": false, + "reason": "Different Qwen-VL bugs: loading with weight_only vs still-image temporal position-id scaling." + }, + { + "left": "issue:44671", + "right": "issue:45701", + "accept": false, + "reason": "CamemBERT masked-LM prediction regression and general tokenization changes are 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": 28, + "review_unit_index": 23, + "review_unit_count": 68, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-547", + "nodes": [ + "issue:36010", + "issue:36331", + "issue:39921", + "issue:42175", + "issue:42915", + "issue:43257", + "issue:43262", + "issue:43329", + "issue:43452", + "issue:43526", + "issue:43531", + "issue:43550", + "issue:43577", + "issue:43582", + "issue:43638", + "issue:43645", + "issue:43653", + "issue:43696", + "issue:43697", + "issue:43819", + "issue:43825", + "issue:43827", + "issue:43927", + "issue:44589", + "issue:44821", + "issue:44857", + "issue:44912", + "issue:44936", + "issue:44991", + "issue:45003", + "issue:45042", + "issue:45081", + "issue:45372", + "issue:45406", + "issue:45823", + "issue:46175", + "issue:46285", + "issue:46291", + "issue:46326", + "issue:46851", + "issue:46932", + "issue:47217", + "issue:47254", + "issue:47332", + "issue:47337", + "issue:47470", + "issue:47473" + ], + "soft_pairs": [ + "issue:47254|issue:47332", + "issue:39921|issue:47470", + "issue:44589|issue:45042", + "issue:36010|issue:43645", + "issue:43577|issue:43582", + "issue:46851|issue:47337", + "issue:45823|issue:47470", + "issue:43262|issue:47217", + "issue:43262|issue:43819", + "issue:43653|issue:44912", + "issue:36010|issue:36331", + "issue:43582|issue:44857", + "issue:43653|issue:47473", + "issue:45003|issue:46285", + "issue:43550|issue:44912", + "issue:45372|issue:46326", + "issue:43531|issue:45042", + "issue:46175|issue:46932", + "issue:42175|issue:46291", + "issue:43638|issue:44936", + "issue:42915|issue:44821", + "issue:43819|issue:43927", + "issue:43257|issue:43329", + "issue:45081|issue:45406", + "issue:43452|issue:44991", + "issue:43257|issue:43696", + "issue:43825|issue:43827", + "issue:43526|issue:43697" + ], + "prepared_review_unit_hash": "13d75954b1a08c7e5ce8178a3de3707b4e316de121e02c3b4ba8b8e95f116132", + "component_budget": { + "node_count": 547, + "item_count": 547, + "soft_pair_count": 2032, + "serialized_chars": 1051055, + "estimated_input_tokens": 262764, + "estimated_eval_tokens": 525784 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 28, + "serialized_chars": 35813, + "estimated_input_tokens": 8954, + "estimated_eval_tokens": 18164 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is very loose: the items share broad Transformers-related vocabulary, but the soft pairs mostly point to different bugs, models, or code paths. I would not merge any of the suggested pairs.", + "confidence": 0.24, + "canonical_issue_reason": "issue:45372 is the best representative of the cluster\u2019s densest topical pocket (Gemma4/mistral_common processor-loading regressions) and has the clearest user-facing runtime failure with discussion/inbound references. That said, the cluster does not have a strong single duplicate center.", + "canonical_pr_reason": null, + "best_issue_reason": "45372 is the most actionable, concrete runtime bug among the set and the most plausible anchor for a topical subgroup, even though the overall cluster remains heterogeneous.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:47254", + "right": "issue:47332", + "accept": false, + "reason": "Different failures: PEFT/ZeRO-3 gradient-checkpointing checkpoint error vs disk-offloaded Qwen3-VL save failure." + }, + { + "left": "issue:39921", + "right": "issue:47470", + "accept": false, + "reason": "Unrelated models and symptoms: Gemma3N special-token projection error vs ESMFold fp16 CUDA OOM." + }, + { + "left": "issue:44589", + "right": "issue:45042", + "accept": false, + "reason": "Different code paths: Float8 storage lookup/type error vs PIL image processor torchvision dependency regression." + }, + { + "left": "issue:36010", + "right": "issue:43645", + "accept": false, + "reason": "ImportError for GenerationMixin is not the same bug as Jupyter custom-model initialization breaking in v5." + }, + { + "left": "issue:43577", + "right": "issue:43582", + "accept": false, + "reason": "BLIP2 dtype propagation issue and Apple Silicon allocator warmup TypeError are separate failures." + }, + { + "left": "issue:46851", + "right": "issue:47337", + "accept": false, + "reason": "Qwen3.5 variable-length position_ids bug is unrelated to flaky bbox coordinate-range test failures." + }, + { + "left": "issue:45823", + "right": "issue:47470", + "accept": false, + "reason": "Gemma4 PLE device mismatch and ESMFold fp16 casting error are different model/runtime problems." + }, + { + "left": "issue:43262", + "right": "issue:47217", + "accept": false, + "reason": "Audio chat-template sampling-rate default and VL image-placeholder handling are distinct behaviors." + }, + { + "left": "issue:43262", + "right": "issue:43819", + "accept": false, + "reason": "Audio processor sampling-rate bug is unrelated to DAC.from_latents STE/forward mismatch." + }, + { + "left": "issue:43653", + "right": "issue:44912", + "accept": false, + "reason": "Tokenizer special-token registration and MXFP4 quantization loading are different issues." + }, + { + "left": "issue:36010", + "right": "issue:36331", + "accept": false, + "reason": "GenerationMixin import failure and CustomTrainer.compute_loss signature mismatch are separate compatibility breaks." + }, + { + "left": "issue:43582", + "right": "issue:44857", + "accept": false, + "reason": "AppleSilicon caching allocator TypeError is unrelated to LwDetrImageLoss AMP/CUDA crash." + }, + { + "left": "issue:43653", + "right": "issue:47473", + "accept": false, + "reason": "BigBirdTokenizer special-token registration and SentencePiece byte-fallback decoding are different tokenizer bugs." + }, + { + "left": "issue:45003", + "right": "issue:46285", + "accept": false, + "reason": "Unsafe sys.modules access is not the same change as CLIP text-model structure divergence." + }, + { + "left": "issue:43550", + "right": "issue:44912", + "accept": false, + "reason": "Bamba torch.compile/SDPA failure and GPT-oss MXFP4 loading fallback are unrelated." + }, + { + "left": "issue:45372", + "right": "issue:46326", + "accept": false, + "reason": "Both involve mistral_common, but one is a ReasoningEffort import failure in Gemma4 loading and the other is continue_final_message behavior; not the same bug." + }, + { + "left": "issue:43531", + "right": "issue:45042", + "accept": false, + "reason": "Qwen3-MoE sliding_window behavior and PIL backend torchvision dependency are unrelated." + }, + { + "left": "issue:46175", + "right": "issue:46932", + "accept": false, + "reason": "Huge one-hot position embedding allocation and quantized embedder dtype casting are different Gemma4 problems." + }, + { + "left": "issue:42175", + "right": "issue:46291", + "accept": false, + "reason": "Packaging/extras backend omission is not the same as pipelines import breaking on kernels v0.15." + }, + { + "left": "issue:43638", + "right": "issue:44936", + "accept": false, + "reason": "ZeRO-3 index error on a non-pretrained Bert training path differs from trainer.evaluate() failing after train()." + }, + { + "left": "issue:42915", + "right": "issue:44821", + "accept": false, + "reason": "Qwen3Moe FineGrainedFP8Config failure and AutoImageProcessor URL loading are unrelated." + }, + { + "left": "issue:43819", + "right": "issue:43927", + "accept": false, + "reason": "DAC.from_latents mismatch and DiaConfig token-ID persistence loss are different bug classes." + }, + { + "left": "issue:43257", + "right": "issue:43329", + "accept": false, + "reason": "Qwen3-MoE weight conversion under accelerate/deepspeed and sliding_window undefined-variable issues are separate." + }, + { + "left": "issue:45081", + "right": "issue:45406", + "accept": false, + "reason": "Mistral regex patch crash and Gemma4Processor missing _tokenizer in serve are different failure points." + }, + { + "left": "issue:43452", + "right": "issue:44991", + "accept": false, + "reason": "Both are loading regressions, but gguf_file support and EMBEDDIA/est-roberta tokenizer loading are distinct bugs." + }, + { + "left": "issue:43825", + "right": "issue:43827", + "accept": false, + "reason": "Runtime error-message wording and documentation still referencing pipeline() are related to v5 changes, but not the same underlying bug/change." + }, + { + "left": "issue:43526", + "right": "issue:43697", + "accept": false, + "reason": "BEiT reduce_labels and RTDetrV2 output divergence are unrelated vision-model 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": 28, + "review_unit_index": 24, + "review_unit_count": 68, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-547", + "nodes": [ + "issue:28370", + "issue:29159", + "issue:34567", + "issue:38175", + "issue:39692", + "issue:40990", + "issue:42490", + "issue:42915", + "issue:43257", + "issue:43262", + "issue:43329", + "issue:43425", + "issue:43450", + "issue:43526", + "issue:43643", + "issue:43742", + "issue:43746", + "issue:43756", + "issue:43854", + "issue:43906", + "issue:43931", + "issue:44060", + "issue:44291", + "issue:44368", + "issue:44387", + "issue:44479", + "issue:44554", + "issue:44589", + "issue:44610", + "issue:44617", + "issue:44811", + "issue:44821", + "issue:44912", + "issue:44977", + "issue:45042", + "issue:45081", + "issue:45084", + "issue:45538", + "issue:45600", + "issue:45759", + "issue:45859", + "issue:46209", + "issue:46291", + "issue:47020", + "issue:47050", + "issue:47333", + "issue:47458", + "issue:47470" + ], + "soft_pairs": [ + "issue:44060|issue:44368", + "issue:43854|issue:44977", + "issue:43742|issue:47470", + "issue:45859|issue:47050", + "issue:43906|issue:46209", + "issue:38175|issue:44610", + "issue:45084|issue:45538", + "issue:43746|issue:44811", + "issue:43329|issue:44479", + "issue:42915|issue:43742", + "issue:28370|issue:29159", + "issue:43262|issue:44811", + "issue:44291|issue:45042", + "issue:42490|issue:43257", + "issue:43643|issue:45759", + "issue:39692|issue:44912", + "issue:43329|issue:45600", + "issue:44387|issue:44617", + "issue:43526|issue:44554", + "issue:43329|issue:43450", + "issue:34567|issue:40990", + "issue:44589|issue:47333", + "issue:45081|issue:47020", + "issue:29159|issue:34567", + "issue:43425|issue:46291", + "issue:43257|issue:43931", + "issue:44291|issue:44821", + "issue:43756|issue:47458" + ], + "prepared_review_unit_hash": "e1f6c04919741e10c9fb531ba4aaa47b2fe504b6c32456891d551d25c6734521", + "component_budget": { + "node_count": 547, + "item_count": 547, + "soft_pair_count": 2032, + "serialized_chars": 1051055, + "estimated_input_tokens": 262764, + "estimated_eval_tokens": 525784 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 28, + "serialized_chars": 36267, + "estimated_input_tokens": 9067, + "estimated_eval_tokens": 18390 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is a loose lexical grouping of unrelated Transformers bugs. The soft edges share broad themes like loading, tokenizer, multimodal, or quantization, but not the same concrete failure path, so none should be merged as duplicates.", + "confidence": 0.92, + "canonical_issue_reason": "No strong canonical issue: the set spans unrelated subsystems and failure modes (tokenizers, config/loading, vision, video, quantization, offloading, training state).", + "canonical_pr_reason": null, + "best_issue_reason": "No single issue is a good global representative for deduplication; the cluster is too heterogeneous to anchor on one bug report.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44060", + "right": "issue:44368", + "accept": false, + "reason": "Both mention Qwen3 tied-weight warnings, but they describe different problems: an incorrect weight tie vs a user-facing LoRA warning." + }, + { + "left": "issue:43854", + "right": "issue:44977", + "accept": false, + "reason": "Different models and failures: GLM-4.7 loading in tests vs gpt-oss quantization fallback." + }, + { + "left": "issue:43742", + "right": "issue:47470", + "accept": false, + "reason": "A generic load error is not enough here; MobileLLM KeyError and ESMFold fp16 casting failure are different bugs." + }, + { + "left": "issue:45859", + "right": "issue:47050", + "accept": false, + "reason": "Both are dtype/offload-related, but they hit different code paths and models, so they are not the same fix." + }, + { + "left": "issue:43906", + "right": "issue:46209", + "accept": false, + "reason": "One is a reproduction of an older issue, the other is an FP8 inference failure on B200; distinct problems." + }, + { + "left": "issue:38175", + "right": "issue:44610", + "accept": false, + "reason": "Vision-related, but one is zero probabilities from SigLIP2 and the other is an image-size mismatch in OmDet-Turbo." + }, + { + "left": "issue:45084", + "right": "issue:45538", + "accept": false, + "reason": "Tokenizer compile error vs CLIPTokenizer max_length bug; unrelated." + }, + { + "left": "issue:43746", + "right": "issue:44811", + "accept": false, + "reason": "Local checkpoint loading with PEFT adapters vs Whisper batch_decode skip_special_tokens; different layers of the stack." + }, + { + "left": "issue:43329", + "right": "issue:44479", + "accept": false, + "reason": "Both concern video, but one is an undefined-variable bug in token counting and the other is a broader video-input regression." + }, + { + "left": "issue:42915", + "right": "issue:43742", + "accept": false, + "reason": "Both involve loading, but FineGrainedFP8Config compatibility and a MobileLLM KeyError are different failures." + }, + { + "left": "issue:28370", + "right": "issue:29159", + "accept": false, + "reason": "Tokenizer issues, but custom SentencePiece vocab_file handling and slow/fast tokenizer inconsistency are not the same bug." + }, + { + "left": "issue:43262", + "right": "issue:44811", + "accept": false, + "reason": "Processor behavior differs: chat-template sampling-rate defaulting vs decode-time special-token handling." + }, + { + "left": "issue:44291", + "right": "issue:45042", + "accept": false, + "reason": "Different subsystems: init_empty_weights TypeError vs PIL backend image processors requiring torchvision." + }, + { + "left": "issue:42490", + "right": "issue:43257", + "accept": false, + "reason": "Local-path import warning and Qwen3 MoE weight-conversion failure are unrelated loading issues." + }, + { + "left": "issue:43643", + "right": "issue:45759", + "accept": false, + "reason": "Both touch config/model construction, but missing fields under trust_remote_code and not unwrapping text_config are different bugs." + }, + { + "left": "issue:39692", + "right": "issue:44912", + "accept": false, + "reason": "Doc/example errors and MXFP4 quantization fallback are distinct model-loading problems." + }, + { + "left": "issue:43329", + "right": "issue:45600", + "accept": false, + "reason": "Video multimodal token counting bug vs stale auto_mappings references; no shared code path." + }, + { + "left": "issue:44387", + "right": "issue:44617", + "accept": false, + "reason": "OOM symptoms only; one is int4 CUDA reserved-memory growth, the other is Sam3Video running out of memory." + }, + { + "left": "issue:43526", + "right": "issue:44554", + "accept": false, + "reason": "Completely different areas: BEiT label reduction vs MPS attention correctness." + }, + { + "left": "issue:43329", + "right": "issue:43450", + "accept": false, + "reason": "Both are video-related, but one is undefined variables in multimodal token counting and the other is batched video processor shape output." + }, + { + "left": "issue:34567", + "right": "issue:40990", + "accept": false, + "reason": "Trainer token accounting bug vs high perplexity on a specific model; not the same code path." + }, + { + "left": "issue:44589", + "right": "issue:47333", + "accept": false, + "reason": "Both mention storage/offload-like failures, but the underlying errors are different: float8 storage lookup vs saving disk-offloaded Qwen3." + }, + { + "left": "issue:45081", + "right": "issue:47020", + "accept": false, + "reason": "Tokenizer construction failures, but Mistral regex patching and XLMRoberta Unigram initialization are different bugs." + }, + { + "left": "issue:29159", + "right": "issue:34567", + "accept": false, + "reason": "Tokenizer consistency vs TrainerState token counter update; unrelated." + }, + { + "left": "issue:43425", + "right": "issue:46291", + "accept": false, + "reason": "Torch version incompatibility and kernels package metadata requirements are different dependency problems." + }, + { + "left": "issue:43257", + "right": "issue:43931", + "accept": false, + "reason": "Both are Qwen3 load issues, but one is deepspeed/accelerate weight conversion and the other is a VL shape mismatch." + }, + { + "left": "issue:44291", + "right": "issue:44821", + "accept": false, + "reason": "init_empty_weights TypeError vs AutoImageProcessor URL loading; unrelated." + }, + { + "left": "issue:43756", + "right": "issue:47458", + "accept": false, + "reason": "Smollm3 RoPE-layer behavior and GPT2 c_proj initialization are different model 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": 28, + "review_unit_index": 25, + "review_unit_count": 68, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-547", + "nodes": [ + "issue:24643", + "issue:28282", + "issue:29159", + "issue:29870", + "issue:33357", + "issue:34567", + "issue:34689", + "issue:41720", + "issue:42175", + "issue:42915", + "issue:43404", + "issue:43454", + "issue:43525", + "issue:43531", + "issue:43540", + "issue:43577", + "issue:43582", + "issue:43650", + "issue:43697", + "issue:43742", + "issue:43749", + "issue:43824", + "issue:43906", + "issue:44291", + "issue:44479", + "issue:44568", + "issue:44589", + "issue:44756", + "issue:44821", + "issue:44912", + "issue:44936", + "issue:44987", + "issue:45127", + "issue:45356", + "issue:45357", + "issue:45459", + "issue:45488", + "issue:45538", + "issue:45803", + "issue:46291", + "issue:46421", + "issue:46424", + "issue:46693", + "issue:46701", + "issue:46821", + "issue:47145", + "issue:47254", + "issue:47332" + ], + "soft_pairs": [ + "issue:44987|issue:45538", + "issue:43540|issue:46701", + "issue:43525|issue:46291", + "issue:44912|issue:47145", + "issue:45459|issue:45803", + "issue:43742|issue:44291", + "issue:43650|issue:43906", + "issue:43749|issue:44756", + "issue:43454|issue:43577", + "issue:43531|issue:44821", + "issue:44479|issue:46693", + "issue:33357|issue:34567", + "issue:28282|issue:34689", + "issue:28282|issue:29870", + "issue:44589|issue:47332", + "issue:46421|issue:46424", + "issue:42175|issue:43824", + "issue:44568|issue:45356", + "issue:42915|issue:45538", + "issue:24643|issue:29159", + "issue:43582|issue:47254", + "issue:44568|issue:45488", + "issue:43697|issue:45357", + "issue:43404|issue:45127", + "issue:44936|issue:46821", + "issue:41720|issue:43540" + ], + "prepared_review_unit_hash": "7c3e08748c78c20a75d61b2bc1d84448d2ee12c5bdf828210c907202f2de9d7c", + "component_budget": { + "node_count": 547, + "item_count": 547, + "soft_pair_count": 2032, + "serialized_chars": 1051055, + "estimated_input_tokens": 262764, + "estimated_eval_tokens": 525784 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 26, + "serialized_chars": 35593, + "estimated_input_tokens": 8899, + "estimated_eval_tokens": 18054 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The items are a heterogeneous set of unrelated issues across loading, tokenizers, caching, offloading, and trainer behavior. None of the soft-similarity pairs look like the same underlying bug or change, so there is no clear duplicate cluster or canonical artifact here.", + "confidence": 0.95, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": null, + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44987", + "right": "issue:45538", + "accept": false, + "reason": "Different bugs: model loading failure for a specific model vs tokenizer max_length constant behavior." + }, + { + "left": "issue:43540", + "right": "issue:46701", + "accept": false, + "reason": "Different multimodal failures affecting different model/pipeline paths and symptoms." + }, + { + "left": "issue:43525", + "right": "issue:46291", + "accept": false, + "reason": "Unrelated: missing pad_token_id on a config vs pipeline import failing on kernels dependency constraints." + }, + { + "left": "issue:44912", + "right": "issue:47145", + "accept": false, + "reason": "Both involve quantized weights, but they are different formats and failure modes (MXFP4 fallback vs frozen FP8 weight_scale loading)." + }, + { + "left": "issue:45459", + "right": "issue:45803", + "accept": false, + "reason": "Both mention error handling, but the underlying code paths and reported failures are different tokenizer/batch conversion bugs." + }, + { + "left": "issue:43742", + "right": "issue:44291", + "accept": false, + "reason": "Different model-loading problems: missing key for MobileLLM vs unexpected init_empty_weights argument." + }, + { + "left": "issue:43650", + "right": "issue:43906", + "accept": false, + "reason": "No shared bug; one is a vague data request and the other is a reproduction of a separate issue." + }, + { + "left": "issue:43749", + "right": "issue:44756", + "accept": false, + "reason": "Both touch memory/loading behavior, but one is FSDP RAM-efficient loading and the other is mmap/OOM on Strix Halo." + }, + { + "left": "issue:43454", + "right": "issue:43577", + "accept": false, + "reason": "Different model classes and causes: untied lm_head weights vs dtype remaining float32 in BLIP-2." + }, + { + "left": "issue:43531", + "right": "issue:44821", + "accept": false, + "reason": "Unrelated: Qwen3-MoE sliding_window behavior vs AutoImageProcessor URL loading." + }, + { + "left": "issue:44479", + "right": "issue:46693", + "accept": false, + "reason": "Both are regressions, but one is video-input behavior and the other is FA2 long-context performance regression." + }, + { + "left": "issue:33357", + "right": "issue:34567", + "accept": false, + "reason": "Completely different subsystems: MacOS bus error on CLIP vs TrainerState token counter update." + }, + { + "left": "issue:28282", + "right": "issue:34689", + "accept": false, + "reason": "One is missing PyTorch in the environment; the other is a specific model-loading regression." + }, + { + "left": "issue:28282", + "right": "issue:29870", + "accept": false, + "reason": "No common underlying bug; dependency/import failure vs Bart generate-time unbound variable." + }, + { + "left": "issue:44589", + "right": "issue:47332", + "accept": false, + "reason": "Different storage/offloading issues with different symptoms and code paths." + }, + { + "left": "issue:46421", + "right": "issue:46424", + "accept": false, + "reason": "Same cache area but different bugs: spurious recompilation vs cache length config being ignored outside quantized cache." + }, + { + "left": "issue:42175", + "right": "issue:43824", + "accept": false, + "reason": "Unrelated packaging/backend issue vs model class import error." + }, + { + "left": "issue:44568", + "right": "issue:45356", + "accept": false, + "reason": "Both tokenizer regressions, but for different models and different incorrect behavior." + }, + { + "left": "issue:42915", + "right": "issue:45538", + "accept": false, + "reason": "Different failures: Qwen3Moe FP8 config vs CLIPTokenizer max_length constant." + }, + { + "left": "issue:24643", + "right": "issue:29159", + "accept": false, + "reason": "Training/DeepSpeed runtime error is unrelated to tokenizer inconsistency." + }, + { + "left": "issue:43582", + "right": "issue:47254", + "accept": false, + "reason": "Both error on Apple/alloc/loading paths, but they are different bugs and not mergeable into one fix." + }, + { + "left": "issue:44568", + "right": "issue:45488", + "accept": false, + "reason": "Both tokenizer-related, but one is special-token insertion and the other is a tokenizer pre-tokenizer override regression." + }, + { + "left": "issue:43697", + "right": "issue:45357", + "accept": false, + "reason": "Different model families and different problems: output drift in RTDetrV2 vs incorrect save_pretrained keys in Qwen3.5." + }, + { + "left": "issue:43404", + "right": "issue:45127", + "accept": false, + "reason": "Related to tied embeddings, but one is missing lm_head tying in a model class and the other is LoRA merge corruption with extended vocab." + }, + { + "left": "issue:44936", + "right": "issue:46821", + "accept": false, + "reason": "Trainer evaluate/train interaction is unrelated to TimesFM window_size attribute handling." + }, + { + "left": "issue:41720", + "right": "issue:43540", + "accept": false, + "reason": "Same family name, but different concrete failures and code paths (device mapping CUDA assert vs video input processing)." + } + ] + }, + "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": 28, + "review_unit_index": 26, + "review_unit_count": 68, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-547", + "nodes": [ + "issue:27957", + "issue:28282", + "issue:28370", + "issue:29127", + "issue:33666", + "issue:34567", + "issue:35308", + "issue:36331", + "issue:38175", + "issue:39379", + "issue:42175", + "issue:42915", + "issue:43452", + "issue:43493", + "issue:43540", + "issue:43577", + "issue:43582", + "issue:43716", + "issue:43742", + "issue:43749", + "issue:43994", + "issue:44062", + "issue:44479", + "issue:44488", + "issue:44554", + "issue:44560", + "issue:44589", + "issue:44792", + "issue:44857", + "issue:44898", + "issue:44964", + "issue:44987", + "issue:44991", + "issue:45081", + "issue:45137", + "issue:45381", + "issue:45405", + "issue:45538", + "issue:45672", + "issue:45674", + "issue:45907", + "issue:46512", + "issue:46701", + "issue:46832", + "issue:46869", + "issue:47332", + "issue:47333" + ], + "soft_pairs": [ + "issue:28282|issue:29127", + "issue:45538|issue:46869", + "issue:44857|issue:46832", + "issue:43540|issue:44479", + "issue:45137|issue:45405", + "issue:43540|issue:44560", + "issue:44062|issue:44991", + "issue:39379|issue:44554", + "issue:42915|issue:43749", + "issue:42915|issue:47332", + "issue:44479|issue:45381", + "issue:33666|issue:35308", + "issue:34567|issue:36331", + "issue:44062|issue:45081", + "issue:43452|issue:43582", + "issue:27957|issue:28282", + "issue:38175|issue:44898", + "issue:43493|issue:43994", + "issue:42175|issue:44488", + "issue:43742|issue:44589", + "issue:43577|issue:46512", + "issue:28282|issue:28370", + "issue:43716|issue:46701", + "issue:45672|issue:45674", + "issue:44792|issue:44964", + "issue:43742|issue:47333", + "issue:44987|issue:45907" + ], + "prepared_review_unit_hash": "6a161566136315ca77434df1eca2a1b3ddc2c1739fe554cc7045d99a9f2fdc36", + "component_budget": { + "node_count": 547, + "item_count": 547, + "soft_pair_count": 2032, + "serialized_chars": 1051055, + "estimated_input_tokens": 262764, + "estimated_eval_tokens": 525784 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 27, + "serialized_chars": 35154, + "estimated_input_tokens": 8789, + "estimated_eval_tokens": 17834 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This is mostly a heterogeneous issue bundle, not a single duplicate cluster. The only convincing soft-duplicate subgroups are the Qwen video-regression reports and the SigLIP2 correctness reports.", + "confidence": 0.74, + "canonical_issue_reason": "No single canonical issue for the whole set: the items span unrelated bugs (tokenizers, training, dtype, offloading, multimodal, etc.).", + "canonical_pr_reason": null, + "best_issue_reason": "issue:44479 is the best representative of the clearest duplicate-style subgroup because it is broad, model-family-spanning, and has the strongest discussion around a Qwen video-input regression.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:28282", + "right": "issue:29127", + "accept": false, + "reason": "Different problems: missing PyTorch dependency vs. LayoutLMv3 error-message clarity." + }, + { + "left": "issue:45538", + "right": "issue:46869", + "accept": false, + "reason": "Unrelated issues: CLIPTokenizer max-length behavior vs. YOLO multi-GPU device-map failure." + }, + { + "left": "issue:44857", + "right": "issue:46832", + "accept": false, + "reason": "Both are detection-related, but the concrete bugs differ: LwDetr loss AMP crash vs. RT-DETR feature-level mismatch." + }, + { + "left": "issue:43540", + "right": "issue:44479", + "accept": false, + "reason": "Both involve Qwen video input handling, but the symptoms and model scope differ too much to treat as the same bug confidently." + }, + { + "left": "issue:45137", + "right": "issue:45405", + "accept": false, + "reason": "IndexError in DeepSpeed ZeRO3 is unrelated to the PEFT minimum-version bump." + }, + { + "left": "issue:43540", + "right": "issue:44560", + "accept": false, + "reason": "Both are video-input failures, but they affect different Qwen model paths and report different failure modes." + }, + { + "left": "issue:44062", + "right": "issue:44991", + "accept": false, + "reason": "Tokenizer construction bug vs. a specific tokenizer-loading failure for EMBEDDIA/est-roberta; same area, not same bug." + }, + { + "left": "issue:39379", + "right": "issue:44554", + "accept": false, + "reason": "Different subsystems: MLLama row mask handling vs. MPS attention correctness when head dims differ." + }, + { + "left": "issue:42915", + "right": "issue:43749", + "accept": false, + "reason": "Qwen3Moe FP8 config failure is unrelated to FSDP CPU RAM-efficient loading." + }, + { + "left": "issue:42915", + "right": "issue:47332", + "accept": false, + "reason": "Different offloading/memory issues: FP8 config failure vs. inability to save disk-offloaded Qwen3-VL." + }, + { + "left": "issue:44479", + "right": "issue:45381", + "accept": true, + "reason": "These look like the same Qwen VL video regression: 45381 is a narrower manifestation of the broader 44479 video-position bug." + }, + { + "left": "issue:33666", + "right": "issue:35308", + "accept": false, + "reason": "Both mention multi-GPU training, but one is Qwen2-VL-specific and the other is an IterableDataset length mismatch." + }, + { + "left": "issue:34567", + "right": "issue:36331", + "accept": false, + "reason": "TrainerState token counter not updating is unrelated to the compute_loss keyword-argument regression." + }, + { + "left": "issue:44062", + "right": "issue:45081", + "accept": false, + "reason": "Both touch tokenizer internals, but the AddedToken keyword conflict and the Mistral regex patch crash are different code paths." + }, + { + "left": "issue:43452", + "right": "issue:43582", + "accept": false, + "reason": "GGUF loading failure is unrelated to the Apple Silicon caching_allocator_warmup TypeError." + }, + { + "left": "issue:27957", + "right": "issue:28282", + "accept": false, + "reason": "XLMRoberta Flash Attention 2 support is unrelated to the missing-PyTorch import error." + }, + { + "left": "issue:38175", + "right": "issue:44898", + "accept": false, + "reason": "Both are model correctness/performance reports, but SigLIP2 zero probabilities and Perceiver interpolation failure are different bugs." + }, + { + "left": "issue:43493", + "right": "issue:43994", + "accept": true, + "reason": "Both are SigLIP2 correctness complaints and appear to describe the same underlying HF-vs-reference implementation mismatch." + }, + { + "left": "issue:42175", + "right": "issue:44488", + "accept": false, + "reason": "Packaging/backend composition issue vs. a model-loading failure for cjvt/sleng-bert." + }, + { + "left": "issue:43742", + "right": "issue:44589", + "accept": false, + "reason": "MobileLLM key error and missing Float8 storage are unrelated loader/runtime failures." + }, + { + "left": "issue:43577", + "right": "issue:46512", + "accept": false, + "reason": "Both concern dtype state, but one is model/qformer dtype on load and the other is stale config.dtype after from_config." + }, + { + "left": "issue:43716", + "right": "issue:46701", + "accept": false, + "reason": "Mistral-3 image-preprocessor dtype mismatch is unrelated to DiffusionGemma generation output pipeline failure." + }, + { + "left": "issue:45672", + "right": "issue:45674", + "accept": false, + "reason": "Both are 4-bit inference issues, but one is audio-module finfo on uint8 weights and the other is BitsAndBytes skip-module exclusion logic." + }, + { + "left": "issue:44792", + "right": "issue:44964", + "accept": false, + "reason": "Janus image-generation test failure and Phi-4 multimodal loading failure are different multimodal issues." + }, + { + "left": "issue:43742", + "right": "issue:47333", + "accept": false, + "reason": "Different offloading/load paths: MobileLLM key error vs. saving a disk-offloaded Qwen model." + }, + { + "left": "issue:44987", + "right": "issue:45907", + "accept": false, + "reason": "Tokenizer loading failure for a model repo is unrelated to list_repo_files missing the revision argument in CI." + }, + { + "left": "issue:44554", + "right": "issue:45381", + "accept": false, + "reason": "MPS attention correctness issue is unrelated to the Qwen2.5-VL video-position regression." + }, + { + "left": "issue:45672", + "right": "issue:47332", + "accept": false, + "reason": "Different offloading/quantization and save-path bugs; not the same concrete failure." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The clustering is grounded in the packet: the set is heterogeneous overall, and the only clearly supported soft-duplicate subgroups are the Qwen video-input regression pair (44479/45381) and the SigLIP2 pair (43493/43994). The negative pair verdicts are conservative and the canonical/no-canonical call is reasonable. Minor note: the phrase about 44479 having the \"strongest discussion\" is not directly evidenced by the packet, but it does not materially weaken the overall assessment." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 28, + "review_unit_index": 27, + "review_unit_count": 68, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-547", + "nodes": [ + "issue:24643", + "issue:29870", + "issue:42796", + "issue:43257", + "issue:43452", + "issue:43540", + "issue:43577", + "issue:43697", + "issue:43720", + "issue:43742", + "issue:43756", + "issue:43906", + "issue:44466", + "issue:44488", + "issue:44568", + "issue:44625", + "issue:44737", + "issue:44756", + "issue:44821", + "issue:44843", + "issue:44849", + "issue:44877", + "issue:44898", + "issue:44913", + "issue:45005", + "issue:45072", + "issue:45325", + "issue:45405", + "issue:45588", + "issue:45600", + "issue:45663", + "issue:45701", + "issue:45812", + "issue:45823", + "issue:46121", + "issue:46399", + "issue:46463", + "issue:46491", + "issue:46693", + "issue:46821", + "issue:46829", + "issue:46846", + "issue:46899", + "issue:47276", + "issue:47332", + "issue:47404", + "issue:47405", + "issue:47473" + ], + "soft_pairs": [ + "issue:43756|issue:45325", + "issue:44849|issue:45701", + "issue:45823|issue:46463", + "issue:43756|issue:46399", + "issue:44737|issue:46463", + "issue:46463|issue:47276", + "issue:43257|issue:43756", + "issue:45405|issue:45600", + "issue:43906|issue:46693", + "issue:43540|issue:46693", + "issue:44625|issue:44877", + "issue:44466|issue:45005", + "issue:43742|issue:47332", + "issue:43257|issue:47405", + "issue:43452|issue:44488", + "issue:44568|issue:46491", + "issue:43577|issue:45072", + "issue:24643|issue:29870", + "issue:46463|issue:46899", + "issue:42796|issue:43906", + "issue:44821|issue:46821", + "issue:45812|issue:47473", + "issue:43452|issue:44843", + "issue:44756|issue:47404", + "issue:43697|issue:46829", + "issue:45663|issue:46846", + "issue:43720|issue:44898", + "issue:44737|issue:45588", + "issue:44913|issue:46121" + ], + "prepared_review_unit_hash": "1cb8e695e84bc8d145f927d1a5d065271a2f0b9ccdb2b405445422bb044289c6", + "component_budget": { + "node_count": 547, + "item_count": 547, + "soft_pair_count": 2032, + "serialized_chars": 1051055, + "estimated_input_tokens": 262764, + "estimated_eval_tokens": 525784 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 29, + "serialized_chars": 36867, + "estimated_input_tokens": 9217, + "estimated_eval_tokens": 18690 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "Mostly a grab-bag of unrelated Transformers bug reports; only one soft edge looks plausibly duplicate-worthy, around tied-weights regressions in v5.", + "confidence": 0.37, + "canonical_issue_reason": "issue:45005 is the broadest, most general tied-weights regression report here and better captures the underlying v5 serialization/load problem than the narrower device-dependent lm_head.weight symptom in issue:44466.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45005 is the strongest representative issue overall: broader scope, clear regression framing, and it subsumes the more specific tied-weights serialization report.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43756", + "right": "issue:45325", + "accept": false, + "reason": "Different models and different RoPE bugs; only superficial rotary-position overlap." + }, + { + "left": "issue:44849", + "right": "issue:45701", + "accept": false, + "reason": "One is a Qwen3.5 hidden-states bug, the other is a generic tokenization regression report." + }, + { + "left": "issue:45823", + "right": "issue:46463", + "accept": false, + "reason": "Device placement in Gemma4 PLE vs T5 decoder-input validation are unrelated code paths." + }, + { + "left": "issue:43756", + "right": "issue:46399", + "accept": false, + "reason": "Both mention rotary-related internals, but the affected models and failure modes are different." + }, + { + "left": "issue:44737", + "right": "issue:46463", + "accept": false, + "reason": "XLNet CPU allocation bug and T5 decoder validation error are unrelated." + }, + { + "left": "issue:46463", + "right": "issue:47276", + "accept": false, + "reason": "Error-message bug vs a continuous-batching warning are not the same issue." + }, + { + "left": "issue:43257", + "right": "issue:43756", + "accept": false, + "reason": "DeepSpeed/accelerate weight conversion problem vs Smollm3 RoPE layer issue." + }, + { + "left": "issue:45405", + "right": "issue:45600", + "accept": false, + "reason": "Released-version dependency bump and removed auto_mappings config references are different problems." + }, + { + "left": "issue:43906", + "right": "issue:46693", + "accept": false, + "reason": "Isolated repro of an older issue is not enough to match the FA2 long-context performance regression." + }, + { + "left": "issue:43540", + "right": "issue:46693", + "accept": false, + "reason": "Qwen3OmniMoe video-input validation and FA2 generation slowdown are unrelated." + }, + { + "left": "issue:44625", + "right": "issue:44877", + "accept": false, + "reason": "num_labels propagation bug and strict config parsing for granite_speech are different failures." + }, + { + "left": "issue:44466", + "right": "issue:45005", + "accept": true, + "reason": "Both point to the same tied-weights regression in v5; 44466 is the device-specific lm_head.weight symptom, while 45005 is the broader translation-model manifestation." + }, + { + "left": "issue:43742", + "right": "issue:47332", + "accept": false, + "reason": "Loading a model with a KeyError and saving an offloaded model are unrelated." + }, + { + "left": "issue:43257", + "right": "issue:47405", + "accept": false, + "reason": "Both involve loading/conversion, but one is a Qwen3 MOE weight-conversion bug and the other is a wrong-Auto-class silent conversion skip." + }, + { + "left": "issue:43452", + "right": "issue:44488", + "accept": false, + "reason": "gguf_file path breakage and a specific model failing to load are different issues." + }, + { + "left": "issue:44568", + "right": "issue:46491", + "accept": false, + "reason": "Tokenizer special-token insertion regression and CodeLlama leading-space round-trip bug are distinct tokenizer behaviors." + }, + { + "left": "issue:43577", + "right": "issue:45072", + "accept": false, + "reason": "Both are dtype-related, but they affect different architectures and different loading/inference paths." + }, + { + "left": "issue:24643", + "right": "issue:29870", + "accept": false, + "reason": "DeepSpeed training weight-shape error and Bart generate() UnboundLocalError are unrelated." + }, + { + "left": "issue:46463", + "right": "issue:46899", + "accept": false, + "reason": "T5 decoder validation and Gemma4 multimodal quantization dtype casting are different bugs." + }, + { + "left": "issue:42796", + "right": "issue:43906", + "accept": false, + "reason": "Tokenizer BPE-marker handling and an isolated repro of another issue are not the same concrete bug." + }, + { + "left": "issue:44821", + "right": "issue:46821", + "accept": false, + "reason": "AutoImageProcessor-from-URL loading and TimesFM window_size AttributeError are unrelated." + }, + { + "left": "issue:45812", + "right": "issue:47473", + "accept": false, + "reason": "Granite token IDs regression is not the same as SentencePiece byte-fallback decoding support." + }, + { + "left": "issue:43452", + "right": "issue:44843", + "accept": false, + "reason": "Both touch AutoTokenizer.from_pretrained, but one is gguf_file handling and the other is offline-mode hub lookup in a regex patch." + }, + { + "left": "issue:44756", + "right": "issue:47404", + "accept": false, + "reason": "Memory OOM from mmap on Strix Halo and unbudgeted contiguous() transients during device-map loading are different root causes." + }, + { + "left": "issue:43697", + "right": "issue:46829", + "accept": false, + "reason": "Different model families and different output-shape/output-field bugs." + }, + { + "left": "issue:45663", + "right": "issue:46846", + "accept": false, + "reason": "FSDP2 shared_kv_states KeyError and TP-plan omissions causing OOM/shape errors are unrelated." + }, + { + "left": "issue:43720", + "right": "issue:44898", + "accept": false, + "reason": "BitNet packed-weight loading failure and Perceiver interpolation failure are different model-specific bugs." + }, + { + "left": "issue:44737", + "right": "issue:45588", + "accept": false, + "reason": "XLNet CPU placement bug and flash_attention sink-less-model crash are unrelated." + }, + { + "left": "issue:44913", + "right": "issue:46121", + "accept": false, + "reason": "Config reload defaulting and rope-parameter JSON list handling are different configuration bugs." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The analysis is grounded in the packet and stays conservative. The one accepted soft pair, issue:44466 vs issue:45005, is well supported by the titles and is plausibly the same tied-weights v5 regression at different levels of specificity. The remaining soft-edge rejections are appropriately cautious and do not overstate duplication evidence." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 28, + "review_unit_index": 28, + "review_unit_count": 68, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-547", + "nodes": [ + "issue:33666", + "issue:36010", + "issue:38175", + "issue:40444", + "issue:43295", + "issue:43525", + "issue:43550", + "issue:43572", + "issue:43643", + "issue:43646", + "issue:43653", + "issue:43688", + "issue:43697", + "issue:43749", + "issue:43761", + "issue:43927", + "issue:44361", + "issue:44442", + "issue:44464", + "issue:44479", + "issue:44493", + "issue:44625", + "issue:44743", + "issue:44756", + "issue:44811", + "issue:44843", + "issue:44857", + "issue:44991", + "issue:45216", + "issue:45356", + "issue:45357", + "issue:45372", + "issue:45542", + "issue:45701", + "issue:45704", + "issue:45920", + "issue:46050", + "issue:46170", + "issue:46178", + "issue:46701", + "issue:46829", + "issue:46832", + "issue:46846", + "issue:46932", + "issue:47000", + "issue:47013", + "issue:47332", + "issue:47404" + ], + "soft_pairs": [ + "issue:43653|issue:44361", + "issue:44493|issue:46050", + "issue:38175|issue:43295", + "issue:45357|issue:45920", + "issue:44361|issue:44442", + "issue:44756|issue:47332", + "issue:46846|issue:47404", + "issue:43697|issue:45216", + "issue:40444|issue:44811", + "issue:44843|issue:44991", + "issue:43688|issue:43749", + "issue:45372|issue:46170", + "issue:43572|issue:43643", + "issue:44857|issue:47000", + "issue:43761|issue:47013", + "issue:43646|issue:43749", + "issue:45542|issue:46178", + "issue:43525|issue:46701", + "issue:33666|issue:36010", + "issue:43688|issue:45704", + "issue:43688|issue:45701", + "issue:43653|issue:43927", + "issue:43295|issue:45356", + "issue:44479|issue:44625", + "issue:44464|issue:44743", + "issue:43550|issue:44361", + "issue:46832|issue:46932", + "issue:43761|issue:46829" + ], + "prepared_review_unit_hash": "2135c23d6d1a8e09fcd00272cbe267d0052c90a84d72f91f30177f82a521094b", + "component_budget": { + "node_count": 547, + "item_count": 547, + "soft_pair_count": 2032, + "serialized_chars": 1051055, + "estimated_input_tokens": 262764, + "estimated_eval_tokens": 525784 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 28, + "serialized_chars": 36360, + "estimated_input_tokens": 9090, + "estimated_eval_tokens": 18436 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "These are broad, mostly unrelated regression reports spanning tokenizers, vision models, generation, loading/offloading, and config handling. I do not see any soft pair that is confidently the same underlying bug or change; most only share a subsystem or vague failure mode.", + "confidence": 0.88, + "canonical_issue_reason": "If a representative issue is needed, #45920 is the best fit because it is a concrete multi-model tokenizer regression with the broadest blast radius; the other issues are mostly distinct single-bug reports.", + "canonical_pr_reason": null, + "best_issue_reason": "#45920 is the most useful global issue to anchor the cluster since it is specific, user-facing, and affects multiple models, making it a stronger canonical reference than the narrower or vaguer reports.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43653", + "right": "issue:44361", + "accept": false, + "reason": "Both are tokenizer-related, but they concern different tokenizers and different failures (BigBird special token registration vs MLuke attribute errors)." + }, + { + "left": "issue:44493", + "right": "issue:46050", + "accept": false, + "reason": "These describe different problems: unexpected position-id keys during loading vs quantized model save/load breakage after sinq." + }, + { + "left": "issue:38175", + "right": "issue:43295", + "accept": false, + "reason": "One is a SigLIP2 zero-probability issue; the other is a processor/tokenizer API regression for custom model code. Different code paths and symptoms." + }, + { + "left": "issue:45357", + "right": "issue:45920", + "accept": false, + "reason": "Both involve Qwen/tokenization regressions, but one is about incorrect visual encoder keys on save_pretrained while the other is wrong token IDs across many models." + }, + { + "left": "issue:44361", + "right": "issue:44442", + "accept": false, + "reason": "Different tokenizer loaders and different errors; no evidence they share the same root cause." + }, + { + "left": "issue:44756", + "right": "issue:47332", + "accept": false, + "reason": "Both mention memory/offloading, but one is a platform mmap/OOM workaround and the other is a save failure for a disk-offloaded Qwen3-VL model." + }, + { + "left": "issue:46846", + "right": "issue:47404", + "accept": false, + "reason": "Both are loading/parallelism OOMs, but one is Qwen3.5 TP-plan shape/OOM and the other is device_map packing with transient GPU allocations. Distinct mechanisms." + }, + { + "left": "issue:43697", + "right": "issue:45216", + "accept": false, + "reason": "Different models and bugs: RTDetrV2 output drift vs Qwen3.5 save_pretrained checkpoint corruption." + }, + { + "left": "issue:40444", + "right": "issue:44811", + "accept": false, + "reason": "Finetuning multiple-image iterable dataset failure is unrelated to Whisper batch_decode skip_special_tokens behavior." + }, + { + "left": "issue:44843", + "right": "issue:44991", + "accept": false, + "reason": "Both concern tokenizer loading, but #44843 is an offline-mode model_info regression and #44991 is a model-specific tokenizer load failure with unknown root cause." + }, + { + "left": "issue:43688", + "right": "issue:43749", + "accept": false, + "reason": "Aux-loss normalization in MoE models is unrelated to FSDP CPU RAM efficient loading." + }, + { + "left": "issue:45372", + "right": "issue:46170", + "accept": false, + "reason": "Different dependency/import failures in different environments; no shared code-path beyond broad import issues." + }, + { + "left": "issue:43572", + "right": "issue:43643", + "accept": false, + "reason": "One is a missing pad_token_id on StableLmConfig after update; the other is a trust_remote_code config field-loss regression. Too broad to treat as duplicates." + }, + { + "left": "issue:44857", + "right": "issue:47000", + "accept": false, + "reason": "Both are RT-DETR loss failures, but the concrete failures differ: AMP/CUDA crash vs infeasible cost-matrix assignment." + }, + { + "left": "issue:43761", + "right": "issue:47013", + "accept": false, + "reason": "Different models and bugs: CLIPVision hidden_states regression vs xLSTM return_last_states unpacking crash." + }, + { + "left": "issue:43646", + "right": "issue:43749", + "accept": false, + "reason": "Custom model initialization regression and FSDP CPU RAM loading regression are unrelated beyond both affecting v5-era behavior." + }, + { + "left": "issue:45542", + "right": "issue:46178", + "accept": false, + "reason": "Both are backend/dependency detection problems, but they involve different optional packages and different error conditions." + }, + { + "left": "issue:43525", + "right": "issue:46701", + "accept": false, + "reason": "Llama4Config pad_token_id attribute missing is unrelated to DiffusionGemma image-text-to-text pipeline failure." + }, + { + "left": "issue:33666", + "right": "issue:36010", + "accept": false, + "reason": "Multi-GPU Qwen2-VL training and GenerationMixin import failure are unrelated." + }, + { + "left": "issue:43688", + "right": "issue:45704", + "accept": false, + "reason": "MoE auxiliary-loss normalization and T5 apex RMSNorm memory leak are different model-specific bugs." + }, + { + "left": "issue:43688", + "right": "issue:45701", + "accept": false, + "reason": "Aux-loss normalization is not the same as a broad tokenization change regression; different subsystems and symptoms." + }, + { + "left": "issue:43653", + "right": "issue:43927", + "accept": false, + "reason": "BigBird special-token registration and DiaConfig custom-token-ID loss are different tokenizer/config bugs." + }, + { + "left": "issue:43295", + "right": "issue:45356", + "accept": false, + "reason": "Both involve tokenizer/processor regressions, but the affected models and failure modes differ materially." + }, + { + "left": "issue:44479", + "right": "issue:44625", + "accept": false, + "reason": "Video-input regression across Qwen VL variants is unrelated to Qwen3.5 num_labels propagation into text config." + }, + { + "left": "issue:44464", + "right": "issue:44743", + "accept": false, + "reason": "Chunked generation inconsistency with compiled forward and xLSTM recurrent-state reset are different generation-state bugs." + }, + { + "left": "issue:43550", + "right": "issue:44361", + "accept": false, + "reason": "Bamba torch.compile/SDPA failure is unrelated to an MLuke tokenizer AttributeError." + }, + { + "left": "issue:46832", + "right": "issue:46932", + "accept": false, + "reason": "RT-DETR feature-level mismatch and Gemma4 quantized embedder dtype casting are unrelated." + }, + { + "left": "issue:43761", + "right": "issue:46829", + "accept": false, + "reason": "Both touch model outputs, but the bugs are different models and different fields being populated incorrectly." + }, + { + "left": "issue:44756", + "right": "issue:47332", + "accept": false, + "reason": "Both mention offloading/memory, but one is an mmap OOM mitigation and the other is inability to save a disk-offloaded model." + } + ] + }, + "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": 28, + "review_unit_index": 29, + "review_unit_count": 68, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-547", + "nodes": [ + "issue:28370", + "issue:32090", + "issue:33666", + "issue:34567", + "issue:36331", + "issue:41720", + "issue:42898", + "issue:43278", + "issue:43334", + "issue:43452", + "issue:43504", + "issue:43525", + "issue:43550", + "issue:43572", + "issue:43577", + "issue:43606", + "issue:43643", + "issue:43653", + "issue:43688", + "issue:43720", + "issue:43782", + "issue:43927", + "issue:44361", + "issue:44464", + "issue:44466", + "issue:44484", + "issue:44514", + "issue:44554", + "issue:44561", + "issue:44568", + "issue:44610", + "issue:44625", + "issue:44704", + "issue:44734", + "issue:44964", + "issue:44977", + "issue:45290", + "issue:45405", + "issue:45440", + "issue:45759", + "issue:45823", + "issue:46050", + "issue:46491", + "issue:46612", + "issue:46693", + "issue:47254", + "issue:47276", + "issue:47473" + ], + "soft_pairs": [ + "issue:43653|issue:44568", + "issue:41720|issue:44464", + "issue:33666|issue:36331", + "issue:44977|issue:46693", + "issue:43452|issue:43577", + "issue:28370|issue:34567", + "issue:44464|issue:44977", + "issue:43504|issue:43550", + "issue:43782|issue:46693", + "issue:44466|issue:46050", + "issue:32090|issue:33666", + "issue:42898|issue:46491", + "issue:43606|issue:43927", + "issue:43504|issue:43720", + "issue:43720|issue:43927", + "issue:45405|issue:47254", + "issue:43643|issue:44561", + "issue:43504|issue:44610", + "issue:43688|issue:45440", + "issue:43720|issue:44361", + "issue:44625|issue:47276", + "issue:43278|issue:43688", + "issue:44734|issue:46612", + "issue:43334|issue:45759", + "issue:43577|issue:44554", + "issue:45823|issue:46050", + "issue:44514|issue:45290", + "issue:43525|issue:43572", + "issue:43334|issue:43572", + "issue:44964|issue:45405", + "issue:44568|issue:47473", + "issue:44484|issue:44704" + ], + "prepared_review_unit_hash": "b03a753a32673bab13e0ee16bafc7e36b91085eb358a668f8de043d7a1a491d7", + "component_budget": { + "node_count": 547, + "item_count": 547, + "soft_pair_count": 2032, + "serialized_chars": 1051055, + "estimated_input_tokens": 262764, + "estimated_eval_tokens": 525784 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 32, + "serialized_chars": 37435, + "estimated_input_tokens": 9359, + "estimated_eval_tokens": 18974 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The set is heterogeneous: mostly unrelated tokenizer, config-loading, generation, and training bugs. None of the soft pairs look like true duplicates, so all soft edges are rejected.", + "confidence": 0.93, + "canonical_issue_reason": "If a single anchor is needed, issue 43643 is the broadest config-loading regression here: `AutoConfig.from_pretrained(..., trust_remote_code=True)` returning missing fields. It best represents the small cluster of config-field propagation issues, though it does not subsume the rest of the items.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 43643 is the most generally useful representative because it targets a foundational config-loading path and could plausibly be the umbrella for related missing-field regressions. It is still only a partial fit for this mixed set.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43653", + "right": "issue:44568", + "accept": false, + "reason": "Both are tokenizer special-token regressions, but one is BigBird mask-token registration and the other is mDeBERTa BOS/EOS insertion; different code paths and fixes." + }, + { + "left": "issue:41720", + "right": "issue:44464", + "accept": false, + "reason": "Qwen3 auto device-mapping cuda assert and chunked-generation/compiled-forward output mismatch are different failures with different likely root causes." + }, + { + "left": "issue:33666", + "right": "issue:36331", + "accept": false, + "reason": "Multi-GPU Qwen2-VL training failure is unrelated to the `compute_loss(..., num_items_in_batch)` trainer API regression." + }, + { + "left": "issue:44977", + "right": "issue:46693", + "accept": false, + "reason": "Both mention generation, but one is a Qwen3.5 flash-attention correctness bug and the other is a long-context FA2 performance regression." + }, + { + "left": "issue:43452", + "right": "issue:43577", + "accept": false, + "reason": "`gguf_file` loading breakage and BLIP2 dtype propagation are separate model-loading issues." + }, + { + "left": "issue:28370", + "right": "issue:34567", + "accept": false, + "reason": "SentencePiece `vocab_file` handling and `TrainerState.num_input_tokens_seen` not updating are unrelated subsystems." + }, + { + "left": "issue:44464", + "right": "issue:44977", + "accept": false, + "reason": "Chunked generation with compiled forward vs flash-attention generation on Qwen3.5 are different bugs, not the same underlying defect." + }, + { + "left": "issue:43504", + "right": "issue:43550", + "accept": false, + "reason": "BEiT legacy-field loading and Bamba torch.compile/SDPA failure do not share the same code path." + }, + { + "left": "issue:43782", + "right": "issue:46693", + "accept": false, + "reason": "Qwen3VL `weight_only=True` loading error is not the same as the FA2 long-context performance regression." + }, + { + "left": "issue:44466", + "right": "issue:46050", + "accept": false, + "reason": "Inconsistent `lm_head.weight` serialization and sinq quantized save/load breakage are distinct serialization problems." + }, + { + "left": "issue:32090", + "right": "issue:33666", + "accept": false, + "reason": "Trainer `_gpu_broadcast_one(NoneType)` and Qwen2-VL multi-GPU training are separate training-time failures." + }, + { + "left": "issue:42898", + "right": "issue:46491", + "accept": false, + "reason": "`clean_up_tokenization_spaces` behavior change and CodeLlama leading-space round-trip regression are different tokenizer behaviors." + }, + { + "left": "issue:43606", + "right": "issue:43927", + "accept": false, + "reason": "CPU offload device mismatch for Bark and DiaConfig losing custom token IDs after save/load are unrelated." + }, + { + "left": "issue:43504", + "right": "issue:43720", + "accept": false, + "reason": "BEiT legacy-field 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3.5/3.6 `text_config` unwrapping are both config issues, but they are different model structures and failure modes." + }, + { + "left": "issue:43577", + "right": "issue:44554", + "accept": false, + "reason": "BLIP2 dtype propagation and an MPS attention correctness issue are unrelated." + }, + { + "left": "issue:45823", + "right": "issue:46050", + "accept": false, + "reason": "Gemma4 `device_map=\"auto\"` device mismatch and sinq quantization save/load breakage are distinct failures." + }, + { + "left": "issue:44514", + "right": "issue:45290", + "accept": false, + "reason": "Both are chat-template edge cases, but batched `padding=False` crashes and assistant messages with tool calls/no content are different triggers." + }, + { + "left": "issue:43525", + "right": "issue:43572", + "accept": false, + "reason": "Missing `pad_token_id` in Llama4Config and missing `pad_token_idx` in StableLmConfig are similar symptoms but different configs and fields." + }, + { + "left": "issue:43334", + 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BPE-marker handling is a different layer than flash-attention generation correctness." + }, + { + "left": "issue:43257", + "right": "issue:47404", + "accept": false, + "reason": "Qwen3 MOE conversion with accelerate/deepspeed is different from device_map transient OOM during conversion ops." + }, + { + "left": "issue:43493", + "right": "issue:43825", + "accept": false, + "reason": "SigLIP2 HF/JAX discrepancy is unrelated to a pipeline translation error message." + }, + { + "left": "issue:43531", + "right": "issue:47436", + "accept": false, + "reason": "Qwen3-MoE sliding_window behavior and missing max_position_embeddings on Qwen2_5OmniConfig are different failures." + }, + { + "left": "issue:43927", + "right": "issue:44361", + "accept": false, + "reason": "DiaConfig save/load token ID loss is unrelated to MLukeTokenizer task AttributeError." + }, + { + "left": "issue:43572", + "right": "issue:44291", + "accept": false, + "reason": "StableLmConfig pad_token_idx regression and 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special-token handling and Granite token-ID regression are both tokenizer bugs, but not the same bug." + }, + { + "left": "issue:43278", + "right": "issue:43701", + "accept": false, + "reason": "Embedding dtype drift during evaluate and resume_from_checkpoint key mismatch are unrelated training/state issues." + }, + { + "left": "issue:43873", + "right": "issue:47404", + "accept": false, + "reason": "Quantization offloading failure and device_map transient OOM are offloading-related, but not the same underlying bug." + }, + { + "left": "issue:45491", + "right": "issue:46002", + "accept": false, + "reason": "Gemma3 sliding-window NaNs and NaNs in classification heads after checkout/init are different numerical issues." + }, + { + "left": "issue:28218", + "right": "issue:29925", + "accept": false, + "reason": "Extra space after an added token is unrelated to SigLIP tokenizer use_fast enforcement." + }, + { + "left": "issue:43504", + "right": "issue:43606", + "accept": false, + "reason": "BEiT legacy-field loading failure is unrelated to Bark-small CPU offload device mismatch." + }, + { + "left": "issue:42490", + "right": "issue:43696", + "accept": false, + "reason": "Trailing-slash local path import warning and GPT-oss OOM are completely different bugs." + }, + { + "left": "issue:43493", + "right": "issue:43844", + "accept": false, + "reason": "SigLIP2 implementation discrepancy is unrelated to the ZeRO-3 gradient growth bug." + }, + { + "left": "issue:43824", + "right": "issue:44589", + "accept": false, + "reason": "Qwen2.5-VL import failure and Float8 storage lookup error are different import/runtime problems." + }, + { + "left": "issue:43278", + "right": "issue:43844", + "accept": false, + "reason": "BF16-to-FP32 embedding dtype change is unrelated to HfDeepSpeedConfig + ZeRO-3 gradient explosion." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + 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"issue:46821", + "right": "issue:46832", + "accept": false, + "reason": "Different models and failures: TimesFM window_size AttributeError vs RT-DETR feature-level mismatch in forward." + }, + { + "left": "issue:44589", + "right": "issue:45520", + "accept": false, + "reason": "Both are import/storage-related, but one is a Float8 storage lookup failure and the other is a flash_attn KeyError on Python 3.13." + }, + { + "left": "issue:46209", + "right": "issue:46710", + "accept": false, + "reason": "FP8 inference failure on B200 is unrelated to an accuracy regression after upgrading Transformers." + }, + { + "left": "issue:43504", + "right": "issue:43653", + "accept": false, + "reason": "BEiT pretrained load legacy-field bug and BigBirdTokenizer special-token registration bug are different code paths." + }, + { + "left": "issue:43994", + "right": "issue:44493", + "accept": false, + "reason": "SigLIP2 nonsensical outputs and a position-id key warning are different model bugs with different symptoms." + }, + { + "left": "issue:43606", + "right": "issue:44112", + "accept": false, + "reason": "CPU offload device mismatch in bark-small is unrelated to a stale CI test failure in GraniteSpeech." + }, + { + "left": "issue:44493", + "right": "issue:46285", + "accept": false, + "reason": "Unexpected position-id key handling is unrelated to CLIP text model structure changes." + }, + { + "left": "issue:45072", + "right": "issue:46832", + "accept": false, + "reason": "bfloat16 dtype mismatch and RT-DETR feature-level indexing are different inference bugs." + }, + { + "left": "issue:44423", + "right": "issue:44734", + "accept": false, + "reason": "Both involve serve, but one is a multimodal continuous-batching crash and the other is KV-cache continuation tensor indexing." + }, + { + "left": "issue:43873", + "right": "issue:46050", + "accept": false, + "reason": "Quantization offloading malfunction and sinq save/load breakage are different lifecycle issues." + }, + { + "left": "issue:44464", + "right": "issue:45584", + "accept": false, + "reason": "Compiled-forward chunked generation inconsistency is unrelated to Whisper empty transcription after align_special_tokens." + }, + { + "left": "issue:15354", + "right": "issue:38175", + "accept": false, + "reason": "torch.jit.script GeneratorExp export failure and SigLIP2 zero probabilities are unrelated bugs." + }, + { + "left": "issue:43572", + "right": "issue:47436", + "accept": false, + "reason": "Different missing config fields: StableLmConfig pad_token_idx vs Qwen2_5OmniConfig max_position_embeddings." + }, + { + "left": "issue:47013", + "right": "issue:47254", + "accept": false, + "reason": "xLSTM unpacking a bare tensor and a PEFT+DeepSpeed checkpoint error are distinct gradient-checkpointing failures." + }, + { + "left": "issue:45245", + "right": "issue:46710", + "accept": false, + "reason": "Category-count limit error is unrelated to an accuracy regression after a Transformers upgrade." + }, + { + "left": "issue:45084", + "right": "issue:45520", + "accept": false, + "reason": "Template-node compilation error and flash_attn import KeyError are different failures." + }, + { + "left": "issue:45229", + "right": "issue:45823", + "accept": false, + "reason": "CUDA OOM in multi-GPU inference is not the same as a device mismatch during forward with auto device mapping." + }, + { + "left": "issue:44849", + "right": "issue:45357", + "accept": false, + "reason": "Qwen3.5 output_hidden_states bug and incorrect saved visual-encoder keys are different regressions." + }, + { + "left": "issue:42947", + "right": "issue:43381", + "accept": false, + "reason": "Both mention gradient checkpointing, but one is ineffective with PEFT LoRA and the other forbids eval-mode usage." + }, + { + "left": "issue:43844", + "right": "issue:44964", + "accept": false, + "reason": "ZeRO-3 gradient growth and meta-device model loading failures are unrelated training vs loading problems." + }, + { + "left": "issue:28218", + "right": "issue:34567", + "accept": false, + "reason": "Tokenizer spacing after added tokens and TrainerState token-count tracking are unrelated." + }, + { + "left": "issue:44849", + "right": "issue:46209", + "accept": false, + "reason": "Qwen3.5 hidden-states bug and FP8 inference failure on B200 are unrelated." + }, + { + "left": "issue:45200", + "right": "issue:45229", + "accept": false, + "reason": "Missing mm_token_type_ids default and multi-GPU CUDA OOM are different problems." + }, + { + "left": "issue:37428", + "right": "issue:43957", + "accept": false, + "reason": "Missing flash-attention import symbol and meta-device loading regressions are different compatibility bugs." + }, + { + "left": "issue:41720", + "right": "issue:46710", + "accept": false, + "reason": "A800 auto device mapping cudaErrorAssert and an accuracy regression are unrelated." + }, + { + "left": "issue:43493", + "right": "issue:43701", + "accept": false, + "reason": "SigLIP2 implementation discrepancy and resume_from_checkpoint key mismatch do not describe the same bug." + }, + { + "left": "issue:43937", + "right": "issue:46701", + "accept": false, + "reason": "Invalid GenerationConfig for GLM-5 is unrelated to DiffusionGemma pipeline breakage." + }, + { + "left": "issue:44977", + "right": "issue:46701", + "accept": false, + "reason": "Qwen3.5 flash-attention generation failure and DiffusionGemma pipeline failure are 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": 28, + "review_unit_index": 32, + "review_unit_count": 68, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-547", + "nodes": [ + "issue:27957", + "issue:28370", + "issue:29942", + "issue:30333", + "issue:34689", + "issue:37428", + "issue:39692", + "issue:42490", + "issue:42915", + "issue:43065", + "issue:43295", + "issue:43334", + "issue:43404", + "issue:43450", + "issue:43493", + "issue:43525", + "issue:43540", + "issue:43550", + "issue:43572", + "issue:43575", + "issue:43824", + "issue:43844", + "issue:43873", + "issue:43975", + "issue:44186", + "issue:44554", + "issue:44610", + "issue:44849", + "issue:44869", + "issue:45072", + "issue:45198", + "issue:45200", + "issue:45406", + "issue:45446", + "issue:45520", + "issue:45588", + "issue:45759", + "issue:45823", + "issue:46121", + "issue:46178", + "issue:46192", + "issue:46369", + "issue:46710", + "issue:46752", + "issue:46821", + "issue:47145", + "issue:47332", + "issue:47404" + ], + "soft_pairs": [ + "issue:43065|issue:46369", + "issue:47332|issue:47404", + "issue:44849|issue:47145", + "issue:43295|issue:43450", + "issue:43404|issue:46710", + "issue:44554|issue:45446", + "issue:45588|issue:45759", + "issue:45072|issue:45198", + "issue:43295|issue:43873", + "issue:43572|issue:46821", + "issue:44869|issue:46752", + "issue:43540|issue:45200", + "issue:29942|issue:30333", + "issue:45406|issue:46121", + "issue:43295|issue:44610", + "issue:45823|issue:46192", + "issue:28370|issue:34689", + "issue:44186|issue:46192", + "issue:43334|issue:43525", + "issue:37428|issue:43824", + "issue:43550|issue:43844", + "issue:43450|issue:43575", + "issue:45200|issue:45823", + "issue:45520|issue:46178", + "issue:42915|issue:43824", + "issue:39692|issue:46192", + "issue:43824|issue:43975", + "issue:43295|issue:43493", + "issue:27957|issue:28370", + "issue:42490|issue:43493" + ], + "prepared_review_unit_hash": "639bf786479f2f698e4a4e39bcc1f3a15019251a0e741fb56951989f6e18df3f", + "component_budget": { + "node_count": 547, + "item_count": 547, + "soft_pair_count": 2032, + "serialized_chars": 1051055, + "estimated_input_tokens": 262764, + "estimated_eval_tokens": 525784 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 30, + "serialized_chars": 36794, + "estimated_input_tokens": 9199, + "estimated_eval_tokens": 18654 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is heterogeneous: the soft-similarity pairs share broad themes (Flash Attention, multimodal configs, offloading, tokenizers) but not the same concrete bug or change. I would not merge any of the suggested pairs as duplicates, and there is no single canonical representative across the set.", + "confidence": 0.94, + "canonical_issue_reason": "No clear canonical issue: the items span many unrelated regressions and model-specific bugs, so there isn\u2019t one issue that subsumes the others.", + "canonical_pr_reason": null, + "best_issue_reason": null, + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43065", + "right": "issue:46369", + "accept": false, + "reason": "Same broad Sam3 area, but one is about a dummy Conv2d in Sam3PixelDecoder and the other is a memory overflow in sam3-litetext; different bugs." + }, + { + "left": "issue:47332", + "right": "issue:47404", + "accept": false, + "reason": "Both involve offloading/loading memory behavior, but one is about saving a disk-offloaded model and the other about loading OOM from conversion transients; not the same failure." + }, + { + "left": "issue:44849", + "right": "issue:47145", + "accept": false, + "reason": "Qwen3.5 hidden-state bug versus FP8 frozen-checkpoint weight_scale omission are unrelated code paths and symptoms." + }, + { + "left": "issue:43295", + "right": "issue:43450", + "accept": false, + "reason": "One is a processor.tokenizer regression for custom model code, the other is batched video processor shape handling; different model I/O bugs." + }, + { + "left": "issue:43404", + "right": "issue:46710", + "accept": false, + "reason": "Different models and different issues: untied lm_head weights vs an accuracy regression after upgrading Transformers." + }, + { + "left": "issue:44554", + "right": "issue:45446", + "accept": false, + "reason": "Both touch attention-related code, but one is an MPS correctness bug and the other is a PyTorch version check/import problem in flex_attention." + }, + { + "left": "issue:45588", + "right": "issue:45759", + "accept": false, + "reason": "Sink-less flash_attention crash and composite config text_config unwrapping are unrelated failure modes." + }, + { + "left": "issue:45072", + "right": "issue:45198", + "accept": false, + "reason": "dtype mismatch in bfloat16 inference is not the same as Wav2Vec2 save_pretrained/tokenization failure." + }, + { + "left": "issue:43295", + "right": "issue:43873", + "accept": false, + "reason": "Processor.tokenizer regression and quantization offloading behavior are different bugs despite both mentioning loading/processing issues." + }, + { + "left": "issue:43572", + "right": "issue:46821", + "accept": false, + "reason": "Both are missing-attribute complaints, but they affect different configs, fields, and model families." + }, + { + "left": "issue:44869", + "right": "issue:46752", + "accept": false, + "reason": "Whisper timestamp decoding crash is unrelated to apply_chat_template crashing on an empty list." + }, + { + "left": "issue:43540", + "right": "issue:45200", + "accept": false, + "reason": "Both are multimodal-processing issues, but one is Qwen3OmniMoe video handling and the other is Gemma 4 text-only fine-tuning token IDs." + }, + { + "left": "issue:29942", + "right": "issue:30333", + "accept": false, + "reason": "Flash Attention 2 test failures and MLFlow reporting on training failure are unrelated." + }, + { + "left": "issue:45406", + "right": "issue:46121", + "accept": false, + "reason": "Gemma4Processor missing _tokenizer and rope-param JSON list handling are separate bugs in different subsystems." + }, + { + "left": "issue:43295", + "right": "issue:44610", + "accept": false, + "reason": "A processor.tokenizer regression is not the same as OmDet-Turbo producing the wrong image size." + }, + { + "left": "issue:45823", + "right": "issue:46192", + "accept": false, + "reason": "Device-map mismatch during forward and return_tensors being ignored are different API bugs." + }, + { + "left": "issue:28370", + "right": "issue:34689", + "accept": false, + "reason": "Custom SentencePiece vocab_file handling and Llama 3.2 Vision model loading after a version bump are not the same defect." + }, + { + "left": "issue:44186", + "right": "issue:46192", + "accept": false, + "reason": "LayoutLMv2 tokenizer crashes on NER/batched padding are unrelated to return_tensors precedence with text_kwargs." + }, + { + "left": "issue:43334", + "right": "issue:43525", + "accept": false, + "reason": "Both mention missing pad_token_id, but they are separate model families and likely separate config regressions." + }, + { + "left": "issue:37428", + "right": "issue:43824", + "accept": false, + "reason": "One is an internal flash attention helper import error; the other is a missing top-level Qwen2.5-VL export." + }, + { + "left": "issue:43550", + "right": "issue:43844", + "accept": false, + "reason": "torch.compile/SDPA failure in Bamba-9B-v2 is unrelated to DeepSpeed ZeRO-3 gradient growth." + }, + { + "left": "issue:43450", + "right": "issue:43575", + "accept": false, + "reason": "Incorrect batched video processor shape and OOM when loading a large model with tp are different issues." + }, + { + "left": "issue:45200", + "right": "issue:45823", + "accept": false, + "reason": "Gemma4 text-only mm_token_type_ids defaulting and PLE device mismatch are separate forward-pass problems." + }, + { + "left": "issue:45520", + "right": "issue:46178", + "accept": false, + "reason": "Different backend/import registry failures: flash_attn on Python 3.13 versus tensorflow_text not in BACKENDS_MAPPING." + }, + { + "left": "issue:42915", + "right": "issue:43824", + "accept": false, + "reason": "FineGrainedFP8Config failure in Qwen3Moe is unrelated to missing Qwen2.5-VL import/export symbols." + }, + { + "left": "issue:39692", + "right": "issue:46192", + "accept": false, + "reason": "SigLIP2 doc example errors and return_tensors precedence are unrelated." + }, + { + "left": "issue:43824", + "right": "issue:43975", + "accept": false, + "reason": "ImportError for Qwen2_5_VLForConditionalGeneration is not the same as DeepSeek-Coder detokenization regression." + }, + { + "left": "issue:43575", + "right": "issue:43450", + "accept": false, + "reason": "Large-model tensor-parallel OOM is unrelated to batched video processor shape handling." + }, + { + "left": "issue:42490", + "right": "issue:43493", + "accept": false, + "reason": "Trailing-slash import warning and SigLIP2 HF-vs-JAX discrepancy 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": 28, + "review_unit_index": 33, + "review_unit_count": 68, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-547", + "nodes": [ + "issue:28218", + "issue:29870", + "issue:29942", + "issue:35141", + "issue:37428", + "issue:43262", + "issue:43278", + "issue:43335", + "issue:43425", + "issue:43450", + "issue:43452", + "issue:43550", + "issue:43611", + "issue:43653", + "issue:43819", + "issue:43856", + "issue:43950", + "issue:43975", + "issue:44112", + "issue:44442", + "issue:44466", + "issue:44521", + "issue:44561", + "issue:44610", + "issue:44737", + "issue:44843", + "issue:44857", + "issue:44898", + "issue:45083", + "issue:45127", + "issue:45198", + "issue:45200", + "issue:45290", + "issue:45325", + "issue:45381", + "issue:45412", + "issue:45520", + "issue:46192", + "issue:46209", + "issue:46234", + "issue:46285", + "issue:46512", + "issue:46894", + "issue:46899", + "issue:46932", + "issue:47405", + "issue:47427", + "issue:47448" + ], + "soft_pairs": [ + "issue:29870|issue:29942", + "issue:43278|issue:43856", + "issue:44521|issue:45290", + "issue:46192|issue:47448", + "issue:43975|issue:45520", + "issue:43262|issue:43450", + "issue:28218|issue:35141", + "issue:43950|issue:46285", + "issue:43653|issue:44112", + "issue:45200|issue:45325", + "issue:44737|issue:46894", + "issue:44561|issue:46234", + "issue:43819|issue:44112", + "issue:44466|issue:45127", + "issue:43452|issue:46512", + "issue:43335|issue:43550", + "issue:45381|issue:46209", + "issue:44442|issue:45198", + "issue:45200|issue:46899", + "issue:43611|issue:47405", + "issue:44610|issue:44857", + "issue:37428|issue:43425", + "issue:44898|issue:45412", + "issue:45200|issue:46932", + "issue:44843|issue:47427", + "issue:43819|issue:45083", + "issue:43335|issue:43653" + ], + "prepared_review_unit_hash": "f38af55a040a4bb1ac8fa8237fe9162af9919d704a037ddd145cab0d93098d12", + "component_budget": { + "node_count": 547, + "item_count": 547, + "soft_pair_count": 2032, + "serialized_chars": 1051055, + "estimated_input_tokens": 262764, + "estimated_eval_tokens": 525784 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 27, + "serialized_chars": 36280, + "estimated_input_tokens": 9070, + "estimated_eval_tokens": 18396 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is a grab bag of mostly unrelated Transformers bug reports. The soft pairs share broad vocabulary or subsystem labels, but not the same concrete failure mode, so none should be merged as duplicates.", + "confidence": 0.91, + "canonical_issue_reason": "issue:44521 is the best available representative because it is active, broadly user-facing, and has the strongest discussion/reference signal; however, the cluster is heterogeneous overall, so this is only a weak canonical fit.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:44521 is the most suitable cluster representative: it is open, recent, and describes a concrete bug in a widely used API path. It still does not act as a true duplicate hub for the other items.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:29870", + "right": "issue:29942", + "accept": false, + "reason": "Different failures: BART generate()/decoder mask initialization vs Flash Attention 2 test regressions." + }, + { + "left": "issue:43278", + "right": "issue:43856", + "accept": false, + "reason": "One is an eval dtype drift issue; the other is MoE training memory usage. Same model ecosystem, different bug." + }, + { + "left": "issue:44521", + "right": "issue:45290", + "accept": false, + "reason": "Both involve apply_chat_template, but one is all-zero assistant masks for multimodal inputs while the other is a crash on tool-call assistant messages. Not the same underlying bug." + }, + { + "left": "issue:46192", + "right": "issue:47448", + "accept": false, + "reason": "Return_tensors being ignored with text_kwargs is unrelated to Gemma4 architecture recognition." + }, + { + "left": "issue:43975", + "right": "issue:45520", + "accept": false, + "reason": "Incorrect detokenization and a flash_attn import KeyError are unrelated code paths." + }, + { + "left": "issue:43262", + "right": "issue:43450", + "accept": false, + "reason": "Audio chat-template sampling-rate default vs video batch shape bug are different modality-processing issues." + }, + { + "left": "issue:28218", + "right": "issue:35141", + "accept": false, + "reason": "Tokenizer added-space behavior and post_init reinitializing output embeddings are separate tokenization/model-init bugs." + }, + { + "left": "issue:43950", + "right": "issue:46285", + "accept": false, + "reason": "Non-persistent buffer corruption in from_pretrained is unrelated to CLIP text model structure changes." + }, + { + "left": "issue:43653", + "right": "issue:44112", + "accept": false, + "reason": "BigBirdTokenizer special-token registration and GraniteSpeech stale device override are different bugs." + }, + { + "left": "issue:45200", + "right": "issue:45325", + "accept": false, + "reason": "mm_token_type_ids defaulting to zeros is unrelated to Qwen2.5-VL rope index scaling." + }, + { + "left": "issue:44737", + "right": "issue:46894", + "accept": false, + "reason": "XLNet CPU arange placement and CohereASR training-loss double-shift are unrelated." + }, + { + "left": "issue:44561", + "right": "issue:46234", + "accept": false, + "reason": "Both are import-utils symbol issues, but they affect different missing helpers and different model families." + }, + { + "left": "issue:43819", + "right": "issue:44112", + "accept": false, + "reason": "DAC forward/from_latents mismatch is unrelated to GraniteSpeech CI device-override staleness." + }, + { + "left": "issue:44466", + "right": "issue:45127", + "accept": false, + "reason": "Both mention tied weights, but one is inconsistent lm_head serialization by device and the other is LoRA merge collapse after vocab extension." + }, + { + "left": "issue:43452", + "right": "issue:46512", + "accept": false, + "reason": "gguf_file loading failure and stale config.dtype after from_config are different lifecycle bugs." + }, + { + "left": "issue:43335", + "right": "issue:43550", + "accept": false, + "reason": "SwitchTransformers sparse-layer construction and Bamba torch.compile+SDPA failure are unrelated." + }, + { + "left": "issue:45381", + "right": "issue:46209", + "accept": false, + "reason": "Qwen2.5-VL video position IDs and FP8 inference on B200 are completely different issues." + }, + { + "left": "issue:44442", + "right": "issue:45198", + "accept": false, + "reason": "FastSpeech2ConformerTokenizer loading failure and Wav2Vec2 save_pretrained/tokenization failure are distinct tokenizer bugs." + }, + { + "left": "issue:45200", + "right": "issue:46899", + "accept": false, + "reason": "Default mm_token_type_ids and unsafe dtype casting in quantized embedders are different multimodal problems." + }, + { + "left": "issue:43611", + "right": "issue:47405", + "accept": false, + "reason": "Model loading breakage from base_model_prefix and silent conversion skip on model_type mismatch are different loader bugs." + }, + { + "left": "issue:44610", + "right": "issue:44857", + "accept": false, + "reason": "Processor output resolution mismatch and LwDetrImageLoss AMP crash do not describe the same failure." + }, + { + "left": "issue:37428", + "right": "issue:43425", + "accept": false, + "reason": "Missing flash_supports_window_size import and Torch 2.10 incompatibility are unrelated compatibility issues." + }, + { + "left": "issue:44898", + "right": "issue:45412", + "accept": false, + "reason": "Perceiver interpolate_pos_encoding failure and RT-DETR memory not being released are unrelated." + }, + { + "left": "issue:45200", + "right": "issue:46932", + "accept": false, + "reason": "mm_token_type_ids default handling and quantized embedder dtype casting are separate bugs." + }, + { + "left": "issue:44843", + "right": "issue:47427", + "accept": false, + "reason": "Offline model_info call in tokenizer patch and redundant init skipping on non-CUDA hardware are unrelated." + }, + { + "left": "issue:43819", + "right": "issue:45083", + "accept": false, + "reason": "DAC from_latents mismatch and qwen3_omni_moe feature-length helper behavior are different code paths." + }, + { + "left": "issue:43335", + "right": "issue:43653", + "accept": false, + "reason": "SwitchTransformers sparse-layer creation and BigBirdTokenizer special-token registration 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": 28, + "review_unit_index": 34, + "review_unit_count": 68, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-547", + "nodes": [ + "issue:28282", + "issue:29942", + "issue:32090", + "issue:33357", + "issue:38175", + "issue:41720", + "issue:41950", + "issue:42490", + "issue:43335", + "issue:43388", + "issue:43504", + "issue:43525", + "issue:43526", + "issue:43550", + "issue:43606", + "issue:43819", + "issue:43827", + "issue:43854", + "issue:43901", + "issue:44112", + "issue:44206", + "issue:44292", + "issue:44493", + "issue:44617", + "issue:44792", + "issue:44855", + "issue:44857", + "issue:45083", + "issue:45412", + "issue:45520", + "issue:45563", + "issue:45584", + "issue:45593", + "issue:45759", + "issue:45923", + "issue:46209", + "issue:46285", + "issue:46424", + "issue:46431", + "issue:46512", + "issue:46566", + "issue:46697", + "issue:46821", + "issue:46858", + "issue:47405", + "issue:47436", + "issue:47448" + ], + "soft_pairs": [ + "issue:41720|issue:46209", + "issue:43606|issue:45083", + "issue:44792|issue:45563", + "issue:44857|issue:45593", + "issue:41950|issue:47448", + "issue:46431|issue:46566", + "issue:43525|issue:47436", + "issue:43335|issue:43504", + "issue:45759|issue:46285", + "issue:45923|issue:47405", + "issue:46512|issue:46821", + "issue:28282|issue:33357", + "issue:43550|issue:44112", + "issue:29942|issue:32090", + "issue:43827|issue:43901", + "issue:38175|issue:45412", + "issue:43335|issue:43606", + "issue:44855|issue:45083", + "issue:46424|issue:46858", + "issue:43335|issue:44112", + "issue:44206|issue:45584", + "issue:44617|issue:46697", + "issue:44292|issue:45520", + "issue:42490|issue:43854", + "issue:43388|issue:43526", + "issue:43819|issue:44493" + ], + "prepared_review_unit_hash": "5b159274a4d0f09b08dd768da1b17a333bcd890e8c59372e04f2673a5b512a57", + "component_budget": { + "node_count": 547, + "item_count": 547, + "soft_pair_count": 2032, + "serialized_chars": 1051055, + "estimated_input_tokens": 262764, + "estimated_eval_tokens": 525784 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 26, + "serialized_chars": 35132, + "estimated_input_tokens": 8783, + "estimated_eval_tokens": 17822 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This is a heterogeneous set of unrelated issues across models, pipelines, configs, docs, and runtime environments. None of the suggested soft pairs describe the same underlying bug or change, so no duplicate merge is warranted and there is no clear canonical item.", + "confidence": 0.96, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": null, + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:41720", + "right": "issue:46209", + "accept": false, + "reason": "Different failures on different hardware/models: Qwen3 auto device mapping cudaErrorAssert vs FP8 inference on B200." + }, + { + "left": "issue:43606", + "right": "issue:45083", + "accept": false, + "reason": "Unrelated code paths: CPU offload device mismatch in bark-small vs a qwen3_omni_moe helper length issue." + }, + { + "left": "issue:44792", + "right": "issue:45563", + "accept": false, + "reason": "Different behaviors: janus image-generation test failure vs stale paged-generate warning for num_return_sequences." + }, + { + "left": "issue:44857", + "right": "issue:45593", + "accept": false, + "reason": "Separate model bugs: LwDetrImageLoss AMP crash vs D-FINE aux-loss handling when denoising is off." + }, + { + "left": "issue:41950", + "right": "issue:47448", + "accept": false, + "reason": "Pipeline lookup bug for video-classification vs gemma4 architecture recognition; different layers of the stack." + }, + { + "left": "issue:46431", + "right": "issue:46566", + "accept": false, + "reason": "One is missing chat template support in a processor, the other is device placement on meta with device_map=auto." + }, + { + "left": "issue:43525", + "right": "issue:47436", + "accept": false, + "reason": "Both are missing config attributes, but for different configs and fields: pad_token_id vs max_position_embeddings." + }, + { + "left": "issue:43335", + "right": "issue:43504", + "accept": false, + "reason": "Different models and symptoms: SwitchTransformers sparse-layer construction vs BEiT legacy-field loading." + }, + { + "left": "issue:45759", + "right": "issue:46285", + "accept": false, + "reason": "Different architecture issues: unwrapping text_config for composite Qwen multimodal configs vs CLIP class structure inconsistency." + }, + { + "left": "issue:45923", + "right": "issue:47405", + "accept": false, + "reason": "A missing capability flag on a trust_remote_code model is not the same as silent wrong-Auto-class checkpoint conversion." + }, + { + "left": "issue:46512", + "right": "issue:46821", + "accept": false, + "reason": "Stale dtype metadata after from_config vs TimesFM window_size AttributeError; unrelated APIs." + }, + { + "left": "issue:28282", + "right": "issue:33357", + "accept": false, + "reason": "Different runtime failures: missing PyTorch ImportError vs macOS bus error loading a community CLIP model." + }, + { + "left": "issue:43550", + "right": "issue:44112", + "accept": false, + "reason": "Different scopes: Bamba torch.compile/SDPA failure vs a stale GraniteSpeech CI test override." + }, + { + "left": "issue:29942", + "right": "issue:32090", + "accept": false, + "reason": "Flash Attention 2 test failures are unrelated to Trainer _gpu_broadcast_one NoneType errors." + }, + { + "left": "issue:43827", + "right": "issue:43901", + "accept": false, + "reason": "Both are docs-related, but they target different APIs and deprecations, so they are not the same change." + }, + { + "left": "issue:38175", + "right": "issue:45412", + "accept": false, + "reason": "Different bug classes: zero probabilities in SigLIP2 vs RT-DETR memory not released on deletion." + }, + { + "left": "issue:43335", + "right": "issue:43606", + "accept": false, + "reason": "SwitchTransformers sparse-layer config bug is unrelated to bark-small CPU offload device mismatch." + }, + { + "left": "issue:44855", + "right": "issue:45083", + "accept": false, + "reason": "Python 3.13 TorchScript parsing/import error vs qwen3_omni_moe feature-length helper behavior." + }, + { + "left": "issue:46424", + "right": "issue:46858", + "accept": false, + "reason": "Both involve cache, but one is max_cache_length semantics and the other is get_seq_length returning a device tensor." + }, + { + "left": "issue:43335", + "right": "issue:44112", + "accept": false, + "reason": "SwitchTransformers config construction and GraniteSpeech CI device-override failure are unrelated." + }, + { + "left": "issue:44206", + "right": "issue:45584", + "accept": false, + "reason": "Feature extractor center-arg regression vs Whisper empty-transcription generation failure after token alignment." + }, + { + "left": "issue:44617", + "right": "issue:46697", + "accept": false, + "reason": "CUDA OOM in Sam3Video is not the same as Swin2SR over-padding in its image processor." + }, + { + "left": "issue:44292", + "right": "issue:45520", + "accept": false, + "reason": "Unrelated failures: Qwen-3-8B-NVFP4 runtime error vs flash_attn import KeyError on Python 3.13." + }, + { + "left": "issue:42490", + "right": "issue:43854", + "accept": false, + "reason": "Local-path import warning and GLM-4.7-Flash unit-test loading failure are different problems." + }, + { + "left": "issue:43388", + "right": "issue:43526", + "accept": false, + "reason": "Both touch labels, but one is metrics gathering across tuple labels and the other is BeitImageProcessorFast reduce_labels behavior." + }, + { + "left": "issue:43819", + "right": "issue:44493", + "accept": false, + "reason": "DAC latent reconstruction mismatch is unrelated to unexpected position-id keys across many 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": 28, + "review_unit_index": 35, + "review_unit_count": 68, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-547", + "nodes": [ + "issue:10000", + "issue:15354", + "issue:25251", + "issue:26413", + "issue:29127", + "issue:29942", + "issue:31501", + "issue:32090", + "issue:33357", + "issue:34689", + "issue:35141", + "issue:37428", + "issue:39692", + "issue:42175", + "issue:42490", + "issue:43278", + "issue:43329", + "issue:43335", + "issue:43526", + "issue:43550", + "issue:43575", + "issue:43606", + "issue:43701", + "issue:43720", + "issue:43825", + "issue:44112", + "issue:44206", + "issue:44351", + "issue:44448", + "issue:44493", + "issue:44514", + "issue:44521", + "issue:44743", + "issue:44779", + "issue:44857", + "issue:45072", + "issue:45083", + "issue:45290", + "issue:45310", + "issue:45459", + "issue:45478", + "issue:45588", + "issue:45593", + "issue:45823", + "issue:45859", + "issue:46234", + "issue:46326", + "issue:47000" + ], + "soft_pairs": [ + "issue:45588|issue:45859", + "issue:43335|issue:45083", + "issue:45290|issue:46326", + "issue:43606|issue:44857", + "issue:10000|issue:15354", + "issue:39692|issue:44493", + "issue:37428|issue:44351", + "issue:44206|issue:45823", + "issue:39692|issue:43526", + "issue:44448|issue:44743", + "issue:44514|issue:44521", + "issue:34689|issue:35141", + "issue:43720|issue:44112", + "issue:44857|issue:45072", + "issue:43701|issue:45083", + "issue:29127|issue:32090", + "issue:43550|issue:45083", + "issue:25251|issue:32090", + "issue:44448|issue:44779", + "issue:37428|issue:42175", + "issue:32090|issue:33357", + "issue:42490|issue:43575", + "issue:43278|issue:43825", + "issue:45459|issue:46234", + "issue:29942|issue:35141", + "issue:43278|issue:43329", + "issue:26413|issue:31501", + "issue:45593|issue:47000", + "issue:45310|issue:45478" + ], + "prepared_review_unit_hash": "2e336815fda325b8f37dc939c9bb19e7b2f590437c7a955bcbc9447fa5a1d94f", + "component_budget": { + "node_count": 547, + "item_count": 547, + "soft_pair_count": 2032, + "serialized_chars": 1051055, + "estimated_input_tokens": 262764, + "estimated_eval_tokens": 525784 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 29, + "serialized_chars": 36565, + "estimated_input_tokens": 9142, + "estimated_eval_tokens": 18540 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly unrelated issue reports. The only strong duplicate-like pair is 45310/45478: they have identical titles and very similar from_pretrained Qwen3.5 MoE regression wording, but the available metadata only supports a likely duplicate, not a confirmed duplicate target/status.", + "confidence": 0.91, + "canonical_issue_reason": "Issue 45310 is the best canonical representative because it is earlier and appears to describe the same Qwen3.5 MoE from_pretrained regression as 45478, but the evidence only supports a likely duplicate rather than a confirmed one.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 45310 is the strongest issue to represent the cluster because it is the earliest and clearest example of the repeated Qwen3.5 MoE from_pretrained error, while the rest of the cluster covers different bugs and subsystems.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45588", + "right": "issue:45859", + "accept": false, + "reason": "Different bugs in different paths: flash-attention sink handling vs Qwen3.5 MoE CPU-offload rotary embedding." + }, + { + "left": "issue:43335", + "right": "issue:45083", + "accept": false, + "reason": "Unrelated failures: SwitchTransformers sparse-layer config vs qwen3_omni_moe length computation." + }, + { + "left": "issue:45290", + "right": "issue:46326", + "accept": false, + "reason": "Both touch chat/tokenizer templating, but the concrete crashes are different and not the same bug." + }, + { + "left": "issue:43606", + "right": "issue:44857", + "accept": false, + "reason": "Different subsystems and symptoms: bark-small CPU-offload mismatch vs LwDetrImageLoss AMP crash." + }, + { + "left": "issue:10000", + "right": "issue:15354", + "accept": false, + "reason": "Completely different issues: DistilBERT model error vs torch.jit.script GeneratorExp export failure." + }, + { + "left": "issue:39692", + "right": "issue:44493", + "accept": false, + "reason": "Docs/example errors for SigLIP2 are not the same as the position-id key regression." + }, + { + "left": "issue:37428", + "right": "issue:44351", + "accept": false, + "reason": "Both are import errors, but they involve different missing symbols and different code paths." + }, + { + "left": "issue:44206", + "right": "issue:45823", + "accept": false, + "reason": "Unsupported center arg in LasrFeatureExtractor is unrelated to Gemma4 PLE device mismatch." + }, + { + "left": "issue:39692", + "right": "issue:43526", + "accept": false, + "reason": "SigLIP2 example problems and BeitImageProcessorFast reduce_labels behavior are distinct bugs." + }, + { + "left": "issue:44448", + "right": "issue:44743", + "accept": false, + "reason": "Different regressions: Pegasus output drift vs Qwen3 recurrent-state reset behavior." + }, + { + "left": "issue:44514", + "right": "issue:44521", + "accept": false, + "reason": "Same API area, but the concrete failures differ: batched padding=False crash vs all-zero assistant masks." + }, + { + "left": "issue:34689", + "right": "issue:35141", + "accept": false, + "reason": "Llama vision model-loading regression and token-embedding reinitialization are different code paths." + }, + { + "left": "issue:43720", + "right": "issue:44112", + "accept": false, + "reason": "Packed-weight loading in BitNet and a stale GraniteSpeech CI test are unrelated failures." + }, + { + "left": "issue:44857", + "right": "issue:45072", + "accept": false, + "reason": "Different detection/model dtype problems: LwDetrImageLoss AMP crash vs SwitchTransformers/TimmWrapperModel mismatch." + }, + { + "left": "issue:43701", + "right": "issue:45083", + "accept": false, + "reason": "Resume-from-checkpoint key mismatch is unrelated to qwen3_omni_moe feature-length behavior." + }, + { + "left": "issue:29127", + "right": "issue:32090", + "accept": false, + "reason": "LayoutLMv3 error-message clarity issue vs Trainer NoneType broadcast crash." + }, + { + "left": "issue:43550", + "right": "issue:45083", + "accept": false, + "reason": "Bamba torch.compile/SDPA failure is a different bug from qwen3_omni_moe length calculation." + }, + { + "left": "issue:25251", + "right": "issue:32090", + "accept": false, + "reason": "Pipeline top_k output-shape change is unrelated to the GPU broadcast NoneType error." + }, + { + "left": "issue:44448", + "right": "issue:44779", + "accept": false, + "reason": "Both mention v4/v5 behavior changes, but Pegasus output differences and Deepseek tokenizer regressions are distinct bugs." + }, + { + "left": "issue:37428", + "right": "issue:42175", + "accept": false, + "reason": "Missing flash-attention helper import and missing TensorFlow backend in torch install are unrelated." + }, + { + "left": "issue:32090", + "right": "issue:33357", + "accept": false, + "reason": "Trainer broadcast NoneType error and MacOS CLIP bus error are different failures." + }, + { + "left": "issue:42490", + "right": "issue:43575", + "accept": false, + "reason": "Local-path import warning and Qwen2-57B-A14B-Instruct OOM are unrelated issues." + }, + { + "left": "issue:43278", + "right": "issue:43825", + "accept": false, + "reason": "Embedding dtype drift and pipeline translation error messaging are not the same bug." + }, + { + "left": "issue:45459", + "right": "issue:46234", + "accept": false, + "reason": "Tokenizer error masking without protobuf and a missing availability helper are unrelated." + }, + { + "left": "issue:29942", + "right": "issue:35141", + "accept": false, + "reason": "Flash Attention 2 test failures are unrelated to embedding reinitialization after resize." + }, + { + "left": "issue:43278", + "right": "issue:43329", + "accept": false, + "reason": "Embedding dtype mismatch and undefined video-branch symbols are different bugs." + }, + { + "left": "issue:26413", + "right": "issue:31501", + "accept": false, + "reason": "Resume-from-checkpoint epoch_iterator failure is not the same as FineWeb training not starting." + }, + { + "left": "issue:45593", + "right": "issue:47000", + "accept": false, + "reason": "D-FINE auxiliary-loss omission and RTDetrLoss infeasible cost-matrix crash are different detection-training bugs." + }, + { + "left": "issue:45310", + "right": "issue:45478", + "accept": true, + "reason": "These appear to be the same Qwen3.5 MoE from_pretrained regression with identical titles and highly similar symptom reports, though the metadata only supports a likely duplicate rather than a confirmed one." + } + ] + }, + "evaluator_result": { + "accept": false, + "feedback": "The cluster summary is mostly grounded, but it overstates the evidence for the 45310/45478 pair. The packet shows strong similarity and identical titles, but not a confirmed duplicate target or confirmed duplicate status. Please soften wording to reflect a likely duplicate rather than a confirmed one, and avoid claiming the fuller context is established beyond the available metadata." + }, + "evaluator_used": true, + "retried": true, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 28, + "review_unit_index": 36, + "review_unit_count": 68, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-547", + "nodes": [ + "issue:27957", + "issue:29870", + "issue:29925", + "issue:29942", + "issue:30064", + "issue:32090", + "issue:33290", + "issue:33357", + "issue:34689", + "issue:39692", + "issue:40444", + "issue:42490", + "issue:43257", + "issue:43278", + "issue:43299", + "issue:43381", + "issue:43412", + "issue:43526", + "issue:43873", + "issue:43927", + "issue:44186", + "issue:44360", + "issue:44448", + "issue:44464", + "issue:44466", + "issue:44530", + "issue:44561", + "issue:44589", + "issue:44779", + "issue:44855", + "issue:44977", + "issue:45127", + "issue:45198", + "issue:45229", + "issue:45245", + "issue:45290", + "issue:45381", + "issue:45588", + "issue:45698", + "issue:45823", + "issue:45920", + "issue:46192", + "issue:46399", + "issue:46424", + "issue:46655", + "issue:47276", + "issue:47436" + ], + "soft_pairs": [ + "issue:45290|issue:45381", + "issue:27957|issue:34689", + "issue:45127|issue:45245", + "issue:40444|issue:43526", + "issue:29870|issue:32090", + "issue:44464|issue:46424", + "issue:44530|issue:47276", + "issue:44360|issue:44561", + "issue:44448|issue:44977", + "issue:32090|issue:33290", + "issue:44855|issue:46399", + "issue:29870|issue:33290", + "issue:44589|issue:47436", + "issue:45290|issue:46655", + "issue:44977|issue:45229", + "issue:42490|issue:43873", + "issue:43278|issue:43381", + "issue:43927|issue:45698", + "issue:45920|issue:46192", + "issue:29925|issue:34689", + "issue:43257|issue:43299", + "issue:29942|issue:30064", + "issue:43873|issue:45229", + "issue:45588|issue:45823", + "issue:33357|issue:39692", + "issue:44186|issue:45198", + "issue:44561|issue:44779", + "issue:43412|issue:45588", + "issue:44448|issue:44466" + ], + "prepared_review_unit_hash": "d881107e4d20690dd99d14ede2ca154c83b7a4326a503d0d28f2598a6e9f8ee6", + "component_budget": { + "node_count": 547, + "item_count": 547, + "soft_pair_count": 2032, + "serialized_chars": 1051055, + "estimated_input_tokens": 262764, + "estimated_eval_tokens": 525784 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 29, + "serialized_chars": 35858, + "estimated_input_tokens": 8965, + "estimated_eval_tokens": 18186 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is noisy: the paired issues share broad themes like Transformers v5 regressions, multimodal models, generation, or save/load behavior, but they describe different concrete failures and code paths. None of the soft pairs look like true duplicates.", + "confidence": 0.95, + "canonical_issue_reason": "No single issue is a safe canonical for this cluster; the items span unrelated bugs across tokenization, generation, multimodal processing, training, quantization, and save/load behavior.", + "canonical_pr_reason": null, + "best_issue_reason": "No issue is a good global representative of the whole set. If forced, the broadest tokenization-regression reports are the closest, but they still do not cover the rest of the cluster.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45290", + "right": "issue:45381", + "accept": false, + "reason": "Both involve multimodal/chat processing, but one is a tool-call/content edge case and the other is a Qwen2.5-VL video position-id bug." + }, + { + "left": "issue:27957", + "right": "issue:34689", + "accept": false, + "reason": "Different models and failures: Flash Attention 2 support for XLM-Roberta vs. Llama 3.2 Vision model loading regression." + }, + { + "left": "issue:45127", + "right": "issue:45245", + "accept": false, + "reason": "Unrelated bugs: LoRA merge/model collapse with tied embeddings vs. category-count limit in a different processor path." + }, + { + "left": "issue:40444", + "right": "issue:43526", + "accept": false, + "reason": "Distinct areas and symptoms: Qwen2.5-VL iterable dataset multi-image finetuning vs. BEiT Fast image processor reduce_labels bug." + }, + { + "left": "issue:29870", + "right": "issue:32090", + "accept": false, + "reason": "Both are runtime errors, but one is a BART generate() local-variable bug and the other is Trainer distributed broadcast of NoneType." + }, + { + "left": "issue:44464", + "right": "issue:46424", + "accept": false, + "reason": "Chunked generation inconsistency under compiled forward is a different code path from cache max length handling in quantized cache." + }, + { + "left": "issue:44530", + "right": "issue:47276", + "accept": false, + "reason": "PagedAttention cache crash on Qwen3.5 models is not the same as a misleading synced_gpus warning in continuous batching." + }, + { + "left": "issue:44360", + "right": "issue:44561", + "accept": false, + "reason": "The DSA indexer/ReLU discussion is unrelated to v5 trust_remote_code breakage from removing is_torch_fx_available." + }, + { + "left": "issue:44448", + "right": "issue:44977", + "accept": false, + "reason": "Different model families and failures: Pegasus v4/v5 output drift vs. Qwen3.5 flash-attention generation bug." + }, + { + "left": "issue:32090", + "right": "issue:33290", + "accept": false, + "reason": "Trainer NoneType broadcast error and Adafactor+DeepSpeed OOM are separate training failures with different causes." + }, + { + "left": "issue:44855", + "right": "issue:46399", + "accept": false, + "reason": "Both touch import/decorator parsing, but one is Python 3.13 IndentationError in DebertaV2Model and the other is a Qwen3.5 kernel registration ValueError." + }, + { + "left": "issue:29870", + "right": "issue:33290", + "accept": false, + "reason": "BART generate() decoder_attention_mask bug is unrelated to an optimizer memory blow-up in DeepSpeed." + }, + { + "left": "issue:44589", + "right": "issue:47436", + "accept": false, + "reason": "Float8 storage lookup failure is a low-level dtype/storage issue, while the Qwen2_5OmniConfig bug is a missing config attribute." + }, + { + "left": "issue:45290", + "right": "issue:46655", + "accept": false, + "reason": "Assistant tool-call handling and video padding calculation are different multimodal processor bugs." + }, + { + "left": "issue:44977", + "right": "issue:45229", + "accept": false, + "reason": "Qwen3.5 flash-attention generation error and Gemma4 multi-GPU OOM do not share the same underlying bug." + }, + { + "left": "issue:42490", + "right": "issue:43873", + "accept": false, + "reason": "Local-path trailing-slash import warning is unrelated to quantization offloading not working as expected." + }, + { + "left": "issue:43278", + "right": "issue:43381", + "accept": false, + "reason": "Embedding dtype mismatch in evaluate() and gradient checkpointing in eval mode are separate evaluation-mode issues." + }, + { + "left": "issue:43927", + "right": "issue:45698", + "accept": false, + "reason": "Both concern save/load behavior, but one loses custom token IDs in config while the other restores the wrong custom module." + }, + { + "left": "issue:45920", + "right": "issue:46192", + "accept": false, + "reason": "Tokenizer ID regressions across many models are unrelated to return_tensors being ignored when text_kwargs is passed." + }, + { + "left": "issue:29925", + "right": "issue:34689", + "accept": false, + "reason": "SigLIP use_fast enforcement and Llama 3.2 Vision loading failure are different problems in different model families." + }, + { + "left": "issue:43257", + "right": "issue:43299", + "accept": false, + "reason": "Both mention Qwen3 MoE, but one is weight conversion with accelerate+deepspeed and the other is a v5 model-loading regression." + }, + { + "left": "issue:29942", + "right": "issue:30064", + "accept": false, + "reason": "Flash Attention 2 test failures are not the same as image processor segmentation-map handling." + }, + { + "left": "issue:43873", + "right": "issue:45229", + "accept": false, + "reason": "Offloading with quantization and Gemma4 multi-GPU CUDA OOM are distinct performance/memory issues." + }, + { + "left": "issue:45588", + "right": "issue:45823", + "accept": false, + "reason": "Flash-attention sinkless-model crash and Gemma4 PLE device mismatch are different forward-path bugs." + }, + { + "left": "issue:33357", + "right": "issue:39692", + "accept": false, + "reason": "MacOS bus error on a community CLIP model and a SigLIP2 docs example mismatch/quantization issue are not duplicates." + }, + { + "left": "issue:44186", + "right": "issue:45198", + "accept": false, + "reason": "LayoutLMv2 tokenizer NER/padding crashes and Wav2Vec2 save_pretrained/tokenization failures are unrelated tokenizer bugs." + }, + { + "left": "issue:44561", + "right": "issue:44779", + "accept": false, + "reason": "Removing is_torch_fx_available breaks trust_remote_code models, while DeepSeek tokenization regression is a separate tokenizer issue." + }, + { + "left": "issue:43412", + "right": "issue:45588", + "accept": false, + "reason": "Gemma3n export failures and flash_attention.py s_aux=None crashes are different subsystems and failure modes." + }, + { + "left": "issue:44448", + "right": "issue:44466", + "accept": false, + "reason": "Different regressions: generation output drift across versions vs. serialization inconsistency of lm_head.weight." + } + ] + }, + "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": 28, + "review_unit_index": 37, + "review_unit_count": 68, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-547", + "nodes": [ + "issue:23647", + "issue:29127", + "issue:29870", + "issue:33357", + "issue:34567", + "issue:34689", + "issue:41720", + "issue:42490", + "issue:42915", + "issue:42994", + "issue:43065", + "issue:43278", + "issue:43334", + "issue:43381", + "issue:43531", + "issue:43575", + "issue:43611", + "issue:43653", + "issue:43701", + "issue:43756", + "issue:43976", + "issue:43994", + "issue:44077", + "issue:44206", + "issue:44265", + "issue:44361", + "issue:44387", + "issue:44442", + "issue:44479", + "issue:44568", + "issue:44743", + "issue:44871", + "issue:44977", + "issue:45072", + "issue:45198", + "issue:45229", + "issue:45372", + "issue:45412", + "issue:45440", + "issue:45491", + "issue:45563", + "issue:45588", + "issue:45803", + "issue:46121", + "issue:46421", + "issue:46693", + "issue:46858", + "issue:47276" + ], + "soft_pairs": [ + "issue:46421|issue:46858", + "issue:23647|issue:29870", + "issue:44871|issue:44977", + "issue:43381|issue:43701", + "issue:41720|issue:45229", + "issue:29127|issue:34567", + "issue:44361|issue:45198", + "issue:43278|issue:43575", + "issue:43334|issue:43531", + "issue:44265|issue:45198", + "issue:44206|issue:44479", + "issue:44977|issue:45563", + "issue:43976|issue:45440", + "issue:42915|issue:42994", + "issue:43653|issue:44442", + "issue:43611|issue:46121", + "issue:43065|issue:43994", + "issue:45198|issue:45803", + "issue:43756|issue:45440", + "issue:29870|issue:34689", + "issue:44077|issue:47276", + "issue:43653|issue:44743", + "issue:43575|issue:44387", + "issue:44568|issue:45491", + "issue:43575|issue:43701", + "issue:42490|issue:43381", + "issue:29127|issue:33357", + "issue:43994|issue:45412", + "issue:45491|issue:46693", + "issue:45372|issue:45588", + "issue:44442|issue:45072" + ], + "prepared_review_unit_hash": "c20e8c48fbe02e2862a59d9c7d4073aabf006ea74695b81218d74fd621590105", + "component_budget": { + "node_count": 547, + "item_count": 547, + "soft_pair_count": 2032, + "serialized_chars": 1051055, + "estimated_input_tokens": 262764, + "estimated_eval_tokens": 525784 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 31, + "serialized_chars": 37123, + "estimated_input_tokens": 9281, + "estimated_eval_tokens": 18818 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The cluster is mostly heterogeneous: the paired items share only broad subsystem or symptom-level overlap, not the same concrete bug/change. I would not merge any soft pair as duplicates.", + "confidence": 0.95, + "canonical_issue_reason": "Issue 46858 is the most concrete, narrowly scoped, and implementation-specific report in the set; the other items are largely separate bugs across unrelated models/features.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 46858 has a clear failure mode, a specific code path, and enough technical detail to serve as the strongest representative issue in this mixed cluster.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:46421", + "right": "issue:46858", + "accept": false, + "reason": "Both concern cache behavior, but one is about spurious recompilation from lazy cache init while the other is a device-tensor type bug breaking slice arithmetic in static cache + torch.compile. Different failure modes and fixes." + }, + { + "left": "issue:23647", + "right": "issue:29870", + "accept": false, + "reason": "Wandb sweep custom objective integration is unrelated to BART generate() crashing with an unbound decoder_attention_mask variable." + }, + { + "left": "issue:44871", + "right": "issue:44977", + "accept": false, + "reason": "Gemma-3 EOS token config mismatch and Qwen3.5 flash-attention generation failure are distinct model/configuration issues." + }, + { + "left": "issue:43381", + "right": "issue:43701", + "accept": false, + "reason": "Eval-mode gradient checkpointing restriction and resume_from_checkpoint key mismatch are different trainer behaviors with different fixes." + }, + { + "left": "issue:41720", + "right": "issue:45229", + "accept": false, + "reason": "Both mention OOM-like failures, but one is a cudaErrorAssert during Qwen3 device mapping and the other is a multi-GPU CUDA OOM for Gemma4; not the same bug." + }, + { + "left": "issue:29127", + "right": "issue:34567", + "accept": false, + "reason": "LayoutLMv3 error messaging for low-information boxes and TrainerState token counter not updating are unrelated." + }, + { + "left": "issue:44361", + "right": "issue:45198", + "accept": false, + "reason": "MLukeTokenizer task AttributeError and Wav2Vec2 save_pretrained/tokenization failure affect different tokenizers and code paths." + }, + { + "left": "issue:43278", + "right": "issue:43575", + "accept": false, + "reason": "BF16-to-FP32 dtype change in evaluation and tensor-parallel OOM on Qwen2-57B are not the same underlying issue." + }, + { + "left": "issue:43334", + "right": "issue:43531", + "accept": false, + "reason": "Qwen3-VL pad_token_id loading error and Qwen3-MoE sliding_window issue are separate model bugs." + }, + { + "left": "issue:44265", + "right": "issue:45198", + "accept": false, + "reason": "torch.export failure with torch_compilable_check and Wav2Vec2 save/tokenization failure are different export/tokenization problems." + }, + { + "left": "issue:44206", + "right": "issue:44479", + "accept": false, + "reason": "Unsupported center argument in LasrFeatureExtractor and Qwen video-input regression are unrelated." + }, + { + "left": "issue:44977", + "right": "issue:45563", + "accept": false, + "reason": "Flash-attention generation failure and stale num_return_sequences warning are different generate() issues." + }, + { + "left": "issue:43976", + "right": "issue:45440", + "accept": false, + "reason": "Python version incompatibility and DeepseekV3MoE divergence from remote implementation are unrelated release/model issues." + }, + { + "left": "issue:42915", + "right": "issue:42994", + "accept": false, + "reason": "FineGrainedFP8Config failure for Qwen3Moe and quantized model saving failure are both quantization-related but not the same bug or code path." + }, + { + "left": "issue:43653", + "right": "issue:44442", + "accept": false, + "reason": "BigBirdTokenizer special-token registration and FastSpeech2ConformerTokenizer loading failure are distinct tokenizer bugs." + }, + { + "left": "issue:43611", + "right": "issue:46121", + "accept": false, + "reason": "base_model_prefix loading regression and rope-parameter validation TypeError are unrelated model-loading/config issues." + }, + { + "left": "issue:43065", + "right": "issue:43994", + "accept": false, + "reason": "Dummy Conv2d in Sam3PixelDecoder and SigLIP2 nonsensical AutoModel/pipeline outputs do not share the same concrete bug." + }, + { + "left": "issue:45198", + "right": "issue:45803", + "accept": false, + "reason": "Wav2Vec2 save/tokenization failure and bare-except swallowing errors in FuyuBatchFeature are different error-handling problems." + }, + { + "left": "issue:43756", + "right": "issue:45440", + "accept": false, + "reason": "Smollm3 RoPE-layer count mismatch and DeepseekV3MoE implementation divergence are separate architecture discrepancies." + }, + { + "left": "issue:29870", + "right": "issue:34689", + "accept": false, + "reason": "BART generate() unbound variable error and Llama 3.2 Vision model loading regression are unrelated." + }, + { + "left": "issue:44077", + "right": "issue:47276", + "accept": false, + "reason": "patchtsmixer post_init gating and misleading synced_gpus warning are not the same underlying change." + }, + { + "left": "issue:43653", + "right": "issue:44743", + "accept": false, + "reason": "BigBird tokenizer special-token registration and Qwen3.5 recurrent-state reset in cache are unrelated." + }, + { + "left": "issue:43575", + "right": "issue:44387", + "accept": false, + "reason": "Tensor-parallel load OOM for Qwen2-57B and increased CUDA reserved memory under int4 quantization are both memory symptoms but different mechanisms and fixes." + }, + { + "left": "issue:44568", + "right": "issue:45491", + "accept": false, + "reason": "Missing BOS/EOS insertion in mdeberta tokenizer and Gemma3 NaN embeddings from mixed-length sliding-window batches are unrelated." + }, + { + "left": "issue:43575", + "right": "issue:43701", + "accept": false, + "reason": "Tensor-parallel OOM during model loading and checkpoint resume key mismatch are different issues." + }, + { + "left": "issue:42490", + "right": "issue:43381", + "accept": false, + "reason": "Local-path trailing-slash import warning has nothing to do with gradient checkpointing in eval mode." + }, + { + "left": "issue:29127", + "right": "issue:33357", + "accept": false, + "reason": "LayoutLMv3 boxes/error-message clarity and CLIP bus error on macOS are unrelated." + }, + { + "left": "issue:43994", + "right": "issue:45412", + "accept": false, + "reason": "SigLIP2 bad outputs via AutoModel/pipeline and RT-DETR memory not being released after deletion are different bugs." + }, + { + "left": "issue:45491", + "right": "issue:46693", + "accept": false, + "reason": "Gemma3 NaN embeddings in mixed-length sliding-window batches and FA2 long-context performance regression are different symptoms and code paths." + }, + { + "left": "issue:45372", + "right": "issue:45588", + "accept": false, + "reason": "Gemma4 processor import failure due to ReasoningEffort and flash_attention crash on s_aux=None are unrelated import vs runtime errors." + }, + { + "left": "issue:44442", + "right": "issue:45072", + "accept": false, + "reason": "FastSpeech2ConformerTokenizer load failure and bfloat16 dtype mismatch in SwitchTransformers/TimmWrapperModel 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": 28, + "review_unit_index": 38, + "review_unit_count": 68, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-547", + "nodes": [ + "issue:23647", + "issue:25251", + "issue:28282", + "issue:29127", 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"issue:29127|issue:35141", + "issue:45372|issue:45406", + "issue:43994|issue:46369", + "issue:43824|issue:44279", + "issue:43526|issue:44186", + "issue:45372|issue:45459", + "issue:43381|issue:43873", + "issue:45245|issue:45563", + "issue:43421|issue:45491", + "issue:33290|issue:35141", + "issue:33290|issue:34689", + "issue:42915|issue:43931", + "issue:23647|issue:28282", + "issue:44610|issue:45412", + "issue:33290|issue:34567", + "issue:44857|issue:45588", + "issue:45588|issue:46821", + "issue:43066|issue:44462", + "issue:29870|issue:29925", + "issue:44514|issue:45381", + "issue:25251|issue:28282" + ], + "prepared_review_unit_hash": "09c6578fe509be033f3d631ad79f7395a6a4f5fd9dbc7e2a92ca311c8957215f", + "component_budget": { + "node_count": 547, + "item_count": 547, + "soft_pair_count": 2032, + "serialized_chars": 1051055, + "estimated_input_tokens": 262764, + "estimated_eval_tokens": 525784 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 29, + "serialized_chars": 35636, + "estimated_input_tokens": 8909, + "estimated_eval_tokens": 18074 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The set is heterogeneous and does not contain any strong duplicate pairs; all soft-edge candidates look like different bugs or features, often within the same model family but on different code paths.", + "confidence": 0.58, + "canonical_issue_reason": "No single issue is a true cluster center here; if one must be selected, issue:44514 is the clearest concrete, reproducible bug report and the most defensible representative of the set.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:44514 is specific, self-contained, and tied to a concrete processor crash, making it the strongest representative issue among these mostly unrelated reports.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45406", + "right": "issue:46701", + "accept": false, + "reason": "Same broad Gemma/VL area, but different failures: missing _tokenizer vs pipeline output behavior." + }, + { + "left": "issue:45250", + "right": "issue:46640", + "accept": false, + "reason": "Both mention Flash Attention 2, but one is generic and the other is a specific crash/compat issue." + }, + { + "left": "issue:43065", + "right": "issue:45412", + "accept": false, + "reason": "Dummy Conv2d in Sam3PixelDecoder is unrelated to RT-DETR model GC memory release." + }, + { + "left": "issue:44625", + "right": "issue:45584", + "accept": false, + "reason": "Different subsystems: Qwen3.5 label propagation vs Whisper special-token alignment." + }, + { + "left": "issue:43526", + "right": "issue:47217", + "accept": false, + "reason": "Both concern vision/text preprocessing, but the concrete bugs are different." + }, + { + "left": "issue:45440", + "right": "issue:45593", + "accept": false, + "reason": "Different model families and different model behavior problems." + }, + { + "left": "issue:43526", + "right": "issue:45834", + "accept": false, + "reason": "Different preprocessing bugs: label reduction vs long OCR input indexing." + }, + { + "left": "issue:45459", + "right": "issue:45712", + "accept": false, + "reason": "Tokenizer exception masking is unrelated to leftover dummy class cleanup." + }, + { + "left": "issue:29127", + "right": "issue:35141", + "accept": false, + "reason": "Different bug types: clearer error reporting vs embedding reinitialization." + }, + { + "left": "issue:45372", + "right": "issue:45406", + "accept": false, + "reason": "Both Gemma4-related, but one is an import dependency issue and the other is a missing attribute in serve." + }, + { + "left": "issue:43994", + "right": "issue:46369", + "accept": false, + "reason": "Both are model-specific runtime problems, but not the same bug or code path." + }, + { + "left": "issue:43824", + "right": "issue:44279", + "accept": false, + "reason": "Importing a missing model class is not the same as a generic dependency issue." + }, + { + "left": "issue:43526", + "right": "issue:44186", + "accept": false, + "reason": "Different tokenizer/image-processor bugs with different triggers and failures." + }, + { + "left": "issue:45372", + "right": "issue:45459", + "accept": false, + "reason": "ImportError from a missing dependency is not the same as hidden tokenizer exceptions." + }, + { + "left": "issue:43381", + "right": "issue:43873", + "accept": false, + "reason": "Gradient checkpointing eval-mode behavior and quantization offloading are separate features." + }, + { + "left": "issue:45245", + "right": "issue:45563", + "accept": false, + "reason": "Category cardinality failure and stale warning emission are unrelated generate-time issues." + }, + { + "left": "issue:43421", + "right": "issue:45491", + "accept": false, + "reason": "Runtime post-processor updates and NaN embeddings are different problems." + }, + { + "left": "issue:33290", + "right": "issue:35141", + "accept": false, + "reason": "Optimizer OOM in deepspeed is unrelated to token-embedding reinitialization." + }, + { + "left": "issue:33290", + "right": "issue:34689", + "accept": false, + "reason": "Different failures: optimizer memory blowup vs model-loading breakage." + }, + { + "left": "issue:42915", + "right": "issue:43931", + "accept": false, + "reason": "Different Qwen variants and different failure modes: FP8 config vs weight-shape mismatch." + }, + { + "left": "issue:23647", + "right": "issue:28282", + "accept": false, + "reason": "Wandb sweeps custom objective has nothing to do with missing PyTorch import errors." + }, + { + "left": "issue:44610", + "right": "issue:45412", + "accept": false, + "reason": "Processor image-size mismatch is unrelated to RT-DETR memory not being freed." + }, + { + "left": "issue:33290", + "right": "issue:34567", + "accept": false, + "reason": "OOM in optimizer/deepspeed is unrelated to TrainerState token counting." + }, + { + "left": "issue:44857", + "right": "issue:45588", + "accept": false, + "reason": "Different failures and code paths: loss AMP crash vs flash_attention auxiliary-state handling." + }, + { + "left": "issue:45588", + "right": "issue:46821", + "accept": false, + "reason": "Both are AttributeError-ish, but they affect different features and code paths." + }, + { + "left": "issue:43066", + "right": "issue:44462", + "accept": false, + "reason": "Wrong tokenizer decoder type in v5 is not the same as ignoring tokenizer.json." + }, + { + "left": "issue:29870", + "right": "issue:29925", + "accept": false, + "reason": "Bart generate unbound variable and SigLIP fast-tokenizer enforcement are unrelated." + }, + { + "left": "issue:44514", + "right": "issue:45381", + "accept": false, + "reason": "Same Qwen2.5-VL family, but different bugs: batched padding crash vs wrong vision_position_ids on video input." + }, + { + "left": "issue:25251", + "right": "issue:28282", + "accept": false, + "reason": "Pipeline top_k nesting behavior is unrelated to AutoModel PyTorch import 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": 28, + "review_unit_index": 39, + "review_unit_count": 68, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-547", + "nodes": [ + "issue:27957", + "issue:29127", + "issue:42175", + "issue:42490", + "issue:42617", + "issue:43262", + "issue:43316", + "issue:43493", + "issue:43525", + "issue:43550", + "issue:43575", + "issue:43606", + "issue:43643", + "issue:43646", + "issue:43701", + "issue:43720", + "issue:43749", + "issue:43761", + "issue:43827", + "issue:43873", + "issue:43931", + "issue:43950", + "issue:44077", + "issue:44206", + "issue:44442", + "issue:44479", + "issue:44743", + "issue:44811", + "issue:44871", + "issue:44898", + "issue:44913", + "issue:44964", + "issue:44977", + "issue:44987", + "issue:45245", + "issue:45440", + "issue:45759", + "issue:45859", + "issue:46121", + "issue:46178", + "issue:46234", + "issue:46399", + "issue:46821", + "issue:47276", + "issue:47312", + "issue:47427", + "issue:47436", + "issue:47448" + ], + "soft_pairs": [ + "issue:44442|issue:44898", + "issue:27957|issue:29127", + "issue:46121|issue:46399", + "issue:43761|issue:45859", + "issue:43316|issue:47312", + "issue:43646|issue:44077", + "issue:46821|issue:47436", + "issue:43720|issue:44442", + "issue:42175|issue:46234", + "issue:43262|issue:44206", + "issue:44743|issue:44811", + "issue:44077|issue:44479", + "issue:43873|issue:44871", + "issue:43316|issue:45759", + "issue:44977|issue:45245", + "issue:42490|issue:44743", + "issue:47276|issue:47448", + "issue:43493|issue:43827", + "issue:43749|issue:43931", + "issue:42617|issue:43575", + "issue:44987|issue:46178", + "issue:43643|issue:44913", + "issue:43550|issue:43701", + "issue:43316|issue:43525", + "issue:44964|issue:45440", + "issue:43606|issue:43701", + "issue:43950|issue:47427" + ], + "prepared_review_unit_hash": "0605072442e957743a2f5fe492a4f1270b33df720a26abba5c2633f1db262b57", + "component_budget": { + "node_count": 547, + "item_count": 547, + "soft_pair_count": 2032, + "serialized_chars": 1051055, + "estimated_input_tokens": 262764, + "estimated_eval_tokens": 525784 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 27, + "serialized_chars": 35743, + "estimated_input_tokens": 8936, + "estimated_eval_tokens": 18128 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The items are a grab bag of unrelated issues with only weak title-level similarity; none of the soft pairs look like true duplicates or the same underlying fix.", + "confidence": 0.24, + "canonical_issue_reason": "Issue 43646 is the broadest, most umbrella-like regression here: it affects core model initialization across custom models, making it the best single representative issue despite the cluster being mostly unrelated.", + "canonical_pr_reason": null, + "best_issue_reason": "43646 is the most generally actionable and highest-scope issue in the set; the others are mostly model-specific edge cases, API inconsistencies, or unrelated regressions.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44442", + "right": "issue:44898", + "accept": false, + "reason": "Different subsystems and failure modes: tokenizer loading vs image-classification interpolation behavior." + }, + { + "left": "issue:27957", + "right": "issue:29127", + "accept": false, + "reason": "Unrelated models and bugs: Flash Attention support vs layoutlmv3 box-validation error messaging." + }, + { + "left": "issue:46121", + "right": "issue:46399", + "accept": false, + "reason": "Both mention rope-related code, but one is a utility type-conversion bug and the other is a Qwen kernel registration crash." + }, + { + "left": "issue:43761", + "right": "issue:45859", + "accept": false, + "reason": "Different models and code paths: CLIP vision hidden states regression vs Qwen rotary embedding CPU-offload incompatibility." + }, + { + "left": "issue:43316", + "right": "issue:47312", + "accept": false, + "reason": "A config API discrepancy is unrelated to a kernels-version compatibility issue." + }, + { + "left": "issue:43646", + "right": "issue:44077", + "accept": false, + "reason": "Generic custom-model initialization breakage is not the same as a specific model disallowing optional post_init." + }, + { + "left": "issue:46821", + "right": "issue:47436", + "accept": false, + "reason": "Both are AttributeErrors, but they involve different configs, fields, and models." + }, + { + "left": "issue:43720", + "right": "issue:44442", + "accept": false, + "reason": "Packed-weight loading in accelerate is unrelated to FastSpeech2Conformer tokenizer loading." + }, + { + "left": "issue:42175", + "right": "issue:46234", + "accept": false, + "reason": "Both touch backend/import logic, but they concern different missing backends and different packaging paths." + }, + { + "left": "issue:43262", + "right": "issue:44206", + "accept": false, + "reason": "Audio-template sampling-rate defaults and feature-extractor arg validation are separate bugs." + }, + { + "left": "issue:44743", + "right": "issue:44811", + "accept": false, + "reason": "Recurrent-state cache handling in Qwen3.5 is unrelated to Whisper decode parameter handling." + }, + { + "left": "issue:44077", + "right": "issue:44479", + "accept": false, + "reason": "A model config change around post_init is not the same as a video-input regression in Qwen VL models." + }, + { + "left": "issue:43873", + "right": "issue:44871", + "accept": false, + "reason": "Quantization/offloading behavior and eos_token_id config mismatch are different problems." + }, + { + "left": "issue:43316", + "right": "issue:45759", + "accept": false, + "reason": "Both concern config structure, but one is a Gemma3TextConfig discrepancy and the other is Qwen composite-model unwrapping." + }, + { + "left": "issue:44977", + "right": "issue:45245", + "accept": false, + "reason": "Flash-attention generation failure is unrelated to the category-cardinality runtime error." + }, + { + "left": "issue:42490", + "right": "issue:44743", + "accept": false, + "reason": "Local-path import warnings have no relation to Qwen recurrent-state cache resetting." + }, + { + "left": "issue:47276", + "right": "issue:47448", + "accept": false, + "reason": "A misleading warning in continuous batching is unrelated to Gemma4 architecture recognition." + }, + { + "left": "issue:43493", + "right": "issue:43827", + "accept": false, + "reason": "SigLIP2 implementation divergence and documentation still referencing pipeline() are different classes of issues." + }, + { + "left": "issue:43749", + "right": "issue:43931", + "accept": false, + "reason": "FSDP CPU-efficient loading is a loading-mode bug, while this is a specific multimodal weight-shape mismatch." + }, + { + "left": "issue:42617", + "right": "issue:43575", + "accept": false, + "reason": "A script execution problem and a tensor-parallel OOM are not the same underlying bug." + }, + { + "left": "issue:44987", + "right": "issue:46178", + "accept": false, + "reason": "These are different backend/import failures affecting different packages and model-loading paths." + }, + { + "left": "issue:43643", + "right": "issue:44913", + "accept": false, + "reason": "Missing fields from trust_remote_code config loading is not the same as rotary_pct not persisting on reload." + }, + { + "left": "issue:43550", + "right": "issue:43701", + "accept": false, + "reason": "A torch.compile+SDPA runtime failure is unrelated to a resume_from_checkpoint key mismatch." + }, + { + "left": "issue:43316", + "right": "issue:43525", + "accept": false, + "reason": "Different missing config fields on different models; not the same defect." + }, + { + "left": "issue:44964", + "right": "issue:45440", + "accept": false, + "reason": "A model-load failure for Phi-4 multimodal and a DeepSeekV3MoE implementation divergence are unrelated." + }, + { + "left": "issue:43606", + "right": "issue:43701", + "accept": false, + "reason": "CPU offload device mismatch has nothing to do with checkpoint key naming." + }, + { + "left": "issue:43950", + "right": "issue:47427", + "accept": false, + "reason": "Non-persistent buffer corruption on load and redundant init skipping on non-CUDA hardware 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": 28, + "review_unit_index": 40, + "review_unit_count": 68, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-547", + "nodes": [ + "issue:16998", + "issue:22355", + "issue:23647", + "issue:25251", + "issue:27957", + "issue:28218", + "issue:29870", + "issue:32090", + "issue:43232", + "issue:43295", + "issue:43316", + "issue:43352", + "issue:43388", + "issue:43452", + "issue:43575", + "issue:43646", + "issue:43701", + "issue:43716", + "issue:43742", + "issue:43761", + "issue:43825", + "issue:43931", + "issue:44062", + "issue:44077", + "issue:44079", + "issue:44188", + "issue:44190", + "issue:44442", + "issue:44496", + "issue:44521", + "issue:44534", + "issue:44855", + "issue:44871", + "issue:44913", + "issue:45137", + "issue:45216", + "issue:45584", + "issue:45803", + "issue:45907", + "issue:46050", + "issue:46234", + "issue:46291", + "issue:46506", + "issue:46640", + "issue:46829", + "issue:46932", + "issue:47217", + "issue:47448" + ], + "soft_pairs": [ + "issue:27957|issue:29870", + "issue:43825|issue:47448", + "issue:43575|issue:43742", + "issue:43761|issue:44079", + "issue:44062|issue:45907", + "issue:43316|issue:43716", + "issue:44855|issue:45137", + "issue:43701|issue:46506", + "issue:44190|issue:44496", + "issue:46829|issue:46932", + "issue:43931|issue:45216", + "issue:44442|issue:45803", + "issue:27957|issue:32090", + "issue:23647|issue:28218", + "issue:43295|issue:44871", + "issue:44871|issue:45584", + "issue:43761|issue:44188", + "issue:44521|issue:47217", + "issue:46234|issue:46291", + "issue:43232|issue:43388", + "issue:44077|issue:44534", + "issue:16998|issue:22355", + "issue:43452|issue:44496", + "issue:25251|issue:27957", + "issue:43646|issue:44913", + "issue:43352|issue:46640", + "issue:44871|issue:46050" + ], + "prepared_review_unit_hash": "0f731b1ff400afea3f11609d55cf97dc492e9bdc866e8ccfc32e92fdb5c065ac", + "component_budget": { + "node_count": 547, + "item_count": 547, + "soft_pair_count": 2032, + "serialized_chars": 1051055, + "estimated_input_tokens": 262764, + "estimated_eval_tokens": 525784 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 27, + "serialized_chars": 35742, + "estimated_input_tokens": 8936, + "estimated_eval_tokens": 18128 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The soft-pair candidates are mostly unrelated issues that only share broad subsystem or model-family overlap. I would not merge any of them as duplicates.", + "confidence": 0.95, + "canonical_issue_reason": "issue:44521 is the strongest standalone issue in the set: it is open, detailed, and clearly describes a concrete reproducible bug rather than a vague question or a model-specific one-off.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:44521 is the best representative issue here because it has the clearest problem statement and the richest context, making it the most useful canonical anchor if one must pick from this noisy set.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:27957", + "right": "issue:29870", + "accept": false, + "reason": "Different failures in different code paths: Flash Attention 2 support for XLM-R vs a BART generate() UnboundLocalError." + }, + { + "left": "issue:43825", + "right": "issue:47448", + "accept": false, + "reason": "One is a pipeline error-message regression; the other is an architecture-recognition/loading problem for Gemma4. Not the same bug." + }, + { + "left": "issue:43575", + "right": "issue:43742", + "accept": false, + "reason": "Both are loading-related, but one is tp/OOM on a large Qwen model and the other is a key error on MobileLLM-125M; different concrete failures." + }, + { + "left": "issue:43761", + "right": "issue:44079", + "accept": false, + "reason": "The first is a CLIPVisionModel forward regression; the second is a generic ModelOutput key-assignment bug. Related at most by symptom, not the same issue." + }, + { + "left": "issue:44062", + "right": "issue:45907", + "accept": false, + "reason": "Tokenizer AddedToken keyword duplication and list_repo_files revision forwarding are unrelated code paths." + }, + { + "left": "issue:43316", + "right": "issue:43716", + "accept": false, + "reason": "API discrepancy in Gemma3TextConfig does not match a Mistral-3 image preprocessor dtype mismatch." + }, + { + "left": "issue:44855", + "right": "issue:45137", + "accept": false, + "reason": "Python 3.13 torch.jit parsing/IndentationError vs a DeepSpeed ZeRO3 deque IndexError are unrelated." + }, + { + "left": "issue:43701", + "right": "issue:46506", + "accept": false, + "reason": "Checkpoint resume key mismatch and CPU/CUDA divergence in PPDocLayoutV3 are different bugs." + }, + { + "left": "issue:44190", + "right": "issue:44496", + "accept": false, + "reason": "Local dataset loading in a training script vs unrecognized model/config loading failure are unrelated." + }, + { + "left": "issue:46829", + "right": "issue:46932", + "accept": false, + "reason": "VideoPrism hidden_states/output bug and Gemma4 quantized embedder dtype casting are different model-specific issues." + }, + { + "left": "issue:43931", + "right": "issue:45216", + "accept": false, + "reason": "Weight-shape mismatch on model load and an incorrect checkpoint saved by save_pretrained are different failure modes." + }, + { + "left": "issue:44442", + "right": "issue:45803", + "accept": false, + "reason": "AutoTokenizer loading failure for one tokenizer vs a bare-except bug in Fuyu tensor conversion are unrelated." + }, + { + "left": "issue:27957", + "right": "issue:32090", + "accept": false, + "reason": "Flash Attention 2 support for a model and a Trainer _gpu_broadcast_one NoneType error are not the same underlying bug." + }, + { + "left": "issue:23647", + "right": "issue:28218", + "accept": false, + "reason": "Wandb sweep custom objective support and tokenizer added-token spacing are unrelated." + }, + { + "left": "issue:43295", + "right": "issue:44871", + "accept": false, + "reason": "Processor/tokenizer regression with images vs Gemma eos_token_id inconsistency; different code paths and symptoms." + }, + { + "left": "issue:44871", + "right": "issue:45584", + "accept": false, + "reason": "Gemma token-id configuration mismatch and Whisper empty-transcription generation failure are not the same bug." + }, + { + "left": "issue:43761", + "right": "issue:44188", + "accept": false, + "reason": "CLIPVisionModel hidden_states regression and attention-kernel divergence under torch.compile are unrelated." + }, + { + "left": "issue:44521", + "right": "issue:47217", + "accept": false, + "reason": "Both involve multimodal inputs, but one is assistant_mask computation and the other is failure when the image placeholder appears in user text; not the same concrete bug." + }, + { + "left": "issue:46234", + "right": "issue:46291", + "accept": false, + "reason": "Missing import_utils helper and pipelines import failing due to kernels revision/version requirements are different dependency issues." + }, + { + "left": "issue:43232", + "right": "issue:43388", + "accept": false, + "reason": "Generation kwargs syncing after sync_gpus and gather_for_metrics truncating labels are unrelated trainer/generation bugs." + }, + { + "left": "issue:44077", + "right": "issue:44534", + "accept": false, + "reason": "A model-specific post_init policy issue is not the same as non-persistent buffers being filled with junk in v5." + }, + { + "left": "issue:16998", + "right": "issue:22355", + "accept": false, + "reason": "A question about model_max_length and a missing transformers.onnx module are unrelated." + }, + { + "left": "issue:43452", + "right": "issue:44496", + "accept": false, + "reason": "gguf_file handling and unrecognized-model/config loading are both loading issues but not the same underlying bug." + }, + { + "left": "issue:25251", + "right": "issue:27957", + "accept": false, + "reason": "Pipeline output nesting with top_k is unrelated to Flash Attention 2 support." + }, + { + "left": "issue:43646", + "right": "issue:44913", + "accept": false, + "reason": "Broad v5 custom-model initialization breakage and GPTNeoXConfig rotary_pct reload regression are different defects." + }, + { + "left": "issue:43352", + "right": "issue:46640", + "accept": false, + "reason": "A specific model not supporting Flash Attention 2 and a generic Flash Attention 2 issue are too broad and do not clearly describe the same code-path bug." + }, + { + "left": "issue:44871", + "right": "issue:46050", + "accept": false, + "reason": "Gemma eos_token_id mismatch and sinq quantization save/load breakage 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": 28, + "review_unit_index": 41, + "review_unit_count": 68, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-547", + "nodes": [ + "issue:23647", + "issue:27957", + "issue:29925", + "issue:35141", + "issue:42490", + "issue:42907", + "issue:43065", + "issue:43404", + "issue:43441", + "issue:43504", + "issue:43525", + "issue:43531", + "issue:43540", + "issue:43650", + "issue:43673", + "issue:43931", + "issue:44060", + "issue:44162", + "issue:44464", + "issue:44479", + "issue:44514", + "issue:44534", + "issue:44610", + "issue:44617", + "issue:44743", + "issue:44792", + "issue:44913", + "issue:44977", + "issue:45127", + "issue:45200", + "issue:45381", + "issue:45412", + "issue:45542", + "issue:45600", + "issue:45632", + "issue:45698", + "issue:45803", + "issue:46170", + "issue:46178", + "issue:46202", + "issue:46234", + "issue:46291", + "issue:46365", + 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"91944ce8e70c7fdd27d78865c3182d3cbed8a07b67616055d844f3b024e3bb58", + "component_budget": { + "node_count": 547, + "item_count": 547, + "soft_pair_count": 2032, + "serialized_chars": 1051055, + "estimated_input_tokens": 262764, + "estimated_eval_tokens": 525784 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 28, + "serialized_chars": 35901, + "estimated_input_tokens": 8976, + "estimated_eval_tokens": 18208 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "No convincing duplicate cluster emerges here: the items cover many unrelated bugs/features across different models and subsystems, so all soft edges are rejected. If a representative issue is needed, the long-context FA2 regression report is the strongest anchor.", + "confidence": 0.9, + "canonical_issue_reason": "Issue 46693 is the highest-signal representative: broad regression scope, strong discussion activity, and clear user impact; there is no single duplicate theme spanning the set.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 46693 is the best global representative because it is well-articulated, impacts a wide class of generation workloads, and has the richest supporting discussion.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45412", + "right": "issue:46369", + "accept": false, + "reason": "Both mention memory problems, but one is RT-DETR deletion/GC and the other is Sam3-LiteText runtime overflow; different code paths and failure modes." + }, + { + "left": "issue:43404", + "right": "issue:43441", + "accept": false, + "reason": "One is about untied lm_head weights, the other about FlashAttention failure; same model family but different bugs." + }, + { + "left": "issue:44464", + "right": "issue:46421", + "accept": false, + "reason": "Chunked generation is the shared context, but one is inconsistent outputs under compiled forward and the other is spurious recompilation from cache lazy init." + }, + { + "left": "issue:43065", + "right": "issue:44617", + "accept": false, + "reason": "Both are Sam3-related, but one is a dummy Conv2d implementation detail and the other is a CUDA OOM in video mode." + }, + { + "left": "issue:43540", + "right": "issue:44514", + "accept": false, + "reason": "Both are multimodal input-processing bugs, but they affect different processors/models and different crash conditions." + }, + { + "left": "issue:44162", + "right": "issue:44792", + "accept": false, + "reason": "ESM2 breakage and a Janus test failure are unrelated model-specific issues." + }, + { + "left": "issue:42907", + "right": "issue:45698", + "accept": false, + "reason": "One is about saving dequantized models, the other about loading the wrong custom module after save/load; related area, different bug." + }, + { + "left": "issue:46178", + "right": "issue:46291", + "accept": false, + "reason": "Both are backend/dependency import issues, but they involve different packages and failure points." + }, + { + "left": "issue:44610", + "right": "issue:46369", + "accept": false, + "reason": "Different products and symptoms: OmDet-Turbo preprocessing size mismatch versus Sam3-LiteText memory overflow." + }, + { + "left": "issue:44479", + "right": "issue:47217", + "accept": false, + "reason": "Both are VL input bugs, but one is a video regression across several models and the other is an image-placeholder placement crash." + }, + { + "left": "issue:44792", + "right": "issue:44977", + "accept": false, + "reason": "A Janus image-generation test failure and a Qwen3.5 FlashAttention generation bug are not the same code-path problem." + }, + { + "left": "issue:45381", + "right": "issue:47217", + "accept": false, + "reason": "Both involve VL inputs, but one is wrong vision_position_ids for video and the other is image-placeholder handling in user text." + }, + { + "left": "issue:44534", + "right": "issue:44913", + "accept": false, + "reason": "Non-persistent buffer junk fill and GPTNeoX config reload defaults are different classes of bugs." + }, + { + "left": "issue:45803", + "right": "issue:46365", + "accept": false, + "reason": "Bare except swallowing errors in Fuyu versus Trainer import conflict with datasets are unrelated." + }, + { + "left": "issue:45542", + "right": "issue:46234", + "accept": false, + "reason": "TensorFlow backend detection and a missing import_utils availability helper are separate import-time issues." + }, + { + "left": "issue:43525", + "right": "issue:43531", + "accept": false, + "reason": "A missing config attribute and a sliding_window issue in another model family do not match." + }, + { + "left": "issue:43504", + "right": "issue:45698", + "accept": false, + "reason": "Legacy-field preset loading and wrong custom module loading after save_pretrained are distinct serialization bugs." + }, + { + "left": "issue:44792", + "right": "issue:45600", + "accept": false, + "reason": "A Janus test failure and stale auto_mappings references to removed configs are different failures." + }, + { + "left": "issue:46693", + "right": "issue:47217", + "accept": false, + "reason": "Long-context FA2 performance regression and VL image-placeholder handling are unrelated." + }, + { + "left": "issue:27957", + "right": "issue:29925", + "accept": false, + "reason": "FlashAttention support for XLM-R and fast-tokenizer enforcement for SigLIP are different issues." + }, + { + "left": "issue:45803", + "right": "issue:46170", + "accept": false, + "reason": "Exception handling in Fuyu tensor conversion and Windows/ROCm distributed import problems are unrelated." + }, + { + "left": "issue:23647", + "right": "issue:27957", + "accept": false, + "reason": "WandB sweeps custom objective and XLM-R FlashAttention support do not describe the same bug/change." + }, + { + "left": "issue:35141", + "right": "issue:42490", + "accept": false, + "reason": "Resizing embeddings reinitialization and slash-suffixed local model import warnings are separate loading/state issues." + }, + { + "left": "issue:45632", + "right": "issue:46424", + "accept": false, + "reason": "Cache-path collisions for trust_remote_code and max_cache_length behavior in quantized cache are unrelated cache topics." + }, + { + "left": "issue:43931", + "right": "issue:44060", + "accept": false, + "reason": "Qwen3-VL weight-shape mismatch and Qwen3-Next tied-weights warning are different model-loading problems." + }, + { + "left": "issue:43650", + "right": "issue:46202", + "accept": false, + "reason": "ADD THE DATA is too vague and Gemma pipeline roundtrip failure is a specific tokenizer/pipeline bug." + }, + { + "left": "issue:45127", + "right": "issue:45200", + "accept": false, + "reason": "LoRA merge collapse with extended vocab and Gemma 4 mm_token_type_ids defaults are unrelated model behaviors." + }, + { + "left": "issue:43673", + "right": "issue:44743", + "accept": false, + "reason": "Chunked-prefill cache initialization and Qwen3.5 recurrent-state reset are both cache-related but 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": 28, + "review_unit_index": 42, + "review_unit_count": 68, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-547", + "nodes": [ + "issue:23647", + "issue:25251", + "issue:29127", + "issue:29870", + "issue:35141", + "issue:39692", + "issue:41950", + "issue:43065", + "issue:43335", + "issue:43388", + "issue:43475", + "issue:43550", + "issue:43644", + "issue:43688", + "issue:43827", + "issue:43854", + "issue:43994", + "issue:44190", + "issue:44242", + "issue:44479", + "issue:44610", + "issue:44617", + "issue:44734", + "issue:44792", + "issue:44855", + "issue:44869", + "issue:44913", + "issue:44964", + "issue:45072", + "issue:45245", + "issue:45381", + "issue:45405", + "issue:45406", + "issue:45563", + "issue:45584", + "issue:45588", + "issue:46082", + "issue:46369", + "issue:46399", + "issue:46655", + "issue:46697", + "issue:46832", + "issue:46858", + "issue:46894", + "issue:46932", + "issue:47013", + "issue:47312", + "issue:47321" + ], + "soft_pairs": [ + "issue:45588|issue:47013", + "issue:44855|issue:45588", + "issue:25251|issue:29870", + "issue:41950|issue:43475", + "issue:46082|issue:46697", + "issue:44242|issue:46894", + "issue:44792|issue:45405", + "issue:43388|issue:43688", + "issue:43827|issue:43994", + "issue:44190|issue:44964", + "issue:44617|issue:45584", + "issue:45072|issue:46932", + "issue:44734|issue:45406", + "issue:29870|issue:35141", + "issue:45245|issue:46858", + "issue:43644|issue:44913", + "issue:44869|issue:46832", + "issue:43335|issue:44855", + "issue:23647|issue:29127", + "issue:43854|issue:44792", + "issue:46399|issue:47312", + "issue:45381|issue:46369", + "issue:39692|issue:47321", + "issue:43550|issue:44190", + "issue:45563|issue:45584", + "issue:43065|issue:44610", + "issue:45381|issue:46655", + "issue:44617|issue:46369", + "issue:44479|issue:44734", + "issue:43827|issue:47321" + ], + "prepared_review_unit_hash": "6f298afe9a4a187a4cf70cea4c718e4ae36eded16fb3b5e403e40036a6469221", + "component_budget": { + "node_count": 547, + "item_count": 547, + "soft_pair_count": 2032, + "serialized_chars": 1051055, + "estimated_input_tokens": 262764, + "estimated_eval_tokens": 525784 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 30, + "serialized_chars": 36971, + "estimated_input_tokens": 9243, + "estimated_eval_tokens": 18742 + }, + "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 bugs across different models, pipelines, docs, and runtime paths. No soft pair looks like the same underlying issue closely enough to merge.", + "confidence": 0.97, + "canonical_issue_reason": "No single canonical issue stands out; the issues cover many unrelated subsystems and failure modes, so this is not a coherent duplicate cluster.", + "canonical_pr_reason": null, + "best_issue_reason": "There is no globally best issue for the cluster because the items do not share one root cause or fix surface.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45588", + "right": "issue:47013", + "accept": false, + "reason": "Different failures in different code paths: flash-attention sink-less model crash vs xLSTM train-mode unpacking bug." + }, + { + "left": "issue:44855", + "right": "issue:45588", + "accept": false, + "reason": "Python 3.13 import/torch.jit parsing error in DebertaV2 is unrelated to flash_attention s_aux=None AttributeError." + }, + { + "left": "issue:25251", + "right": "issue:29870", + "accept": false, + "reason": "Pipeline top_k output-shape regression and BART generate() UnboundLocalError are distinct bugs." + }, + { + "left": "issue:41950", + "right": "issue:43475", + "accept": false, + "reason": "Video-classification processor lookup bug and Sam3VisionEncoderOutput missing attribute are different model/pipeline issues." + }, + { + "left": "issue:46082", + "right": "issue:46697", + "accept": false, + "reason": "LlamaConfig head_dim validation and Swin2SR over-padding are unrelated." + }, + { + "left": "issue:44242", + "right": "issue:46894", + "accept": false, + "reason": "Missing load-balancing loss vs training-loss double-shift are different MoE/training bugs." + }, + { + "left": "issue:44792", + "right": "issue:45405", + "accept": false, + "reason": "Janus test failure and PEFT version bump are not the same underlying problem." + }, + { + "left": "issue:43388", + "right": "issue:43688", + "accept": false, + "reason": "Both involve losses/metrics, but the actual bugs are different: last-batch label dropping vs auxiliary-loss normalization." + }, + { + "left": "issue:43827", + "right": "issue:43994", + "accept": false, + "reason": "Both are docs/model-use problems, but one is stale pipeline references while the other is model/processor mismatch plus quantization failure." + }, + { + "left": "issue:44190", + "right": "issue:44964", + "accept": false, + "reason": "Local dataset loading script issue is unrelated to Phi-4 multimodal loading failures." + }, + { + "left": "issue:44617", + "right": "issue:45584", + "accept": false, + "reason": "Sam3Video CUDA OOM and Whisper empty-transcription failure are different models and failure modes." + }, + { + "left": "issue:45072", + "right": "issue:46932", + "accept": false, + "reason": "Both mention dtype casting, but they affect different models and distinct quantized-embedder vs bfloat16 inference paths." + }, + { + "left": "issue:44734", + "right": "issue:45406", + "accept": false, + "reason": "KV-cache continuation tensor indexing bug and Gemma4Processor missing _tokenizer are unrelated serve crashes." + }, + { + "left": "issue:29870", + "right": "issue:35141", + "accept": false, + "reason": "BART generate() decoder_attention_mask bug and output embedding reinit after resize are separate issues." + }, + { + "left": "issue:45245", + "right": "issue:46858", + "accept": false, + "reason": "Category-count limit error and static-cache seq-length device-tensor arithmetic are not the same bug." + }, + { + "left": "issue:43644", + "right": "issue:44913", + "accept": false, + "reason": "Non-persistent buffer junk fill and GPTNeoX rotary_pct reload regression are different config/state bugs." + }, + { + "left": "issue:44869", + "right": "issue:46832", + "accept": false, + "reason": "Whisper decode crash and RT-DETR feature-level mismatch are unrelated." + }, + { + "left": "issue:43335", + "right": "issue:44855", + "accept": false, + "reason": "SwitchTransformers sparse-layer construction bug is unrelated to DebertaV2 import parsing error." + }, + { + "left": "issue:23647", + "right": "issue:29127", + "accept": false, + "reason": "Wandb sweeps custom objective integration and LayoutLMv3 error-message clarity are unrelated." + }, + { + "left": "issue:43854", + "right": "issue:44792", + "accept": false, + "reason": "GLM-4.7-Flash unit-test loading failure and Janus image-generation test failure are different model issues." + }, + { + "left": "issue:46399", + "right": "issue:47312", + "accept": false, + "reason": "Qwen3.5 registration crash with missing decorator and a general kernels 0.16 incompatibility are not clearly the same concrete bug." + }, + { + "left": "issue:45381", + "right": "issue:46369", + "accept": false, + "reason": "Qwen2.5-VL video position IDs bug and Sam3-litetext memory overflow are unrelated." + }, + { + "left": "issue:39692", + "right": "issue:47321", + "accept": false, + "reason": "SigLIP2 docs example errors and AMD quark class updates are unrelated." + }, + { + "left": "issue:43550", + "right": "issue:44190", + "accept": false, + "reason": "Bamba torch.compile SDPA crash and local dataset loading script failure have no shared root cause." + }, + { + "left": "issue:45563", + "right": "issue:45584", + "accept": false, + "reason": "Paged generate stale warning and Whisper empty-transcription crash are distinct generation bugs." + }, + { + "left": "issue:43065", + "right": "issue:44610", + "accept": false, + "reason": "Dummy Conv2d in Sam3PixelDecoder and OmDet-Turbo input-size mismatch are different vision-model problems." + }, + { + "left": "issue:45381", + "right": "issue:46655", + "accept": false, + "reason": "Both involve video inputs, but the bugs are different: wrong vision_position_ids vs incorrect padding calculation." + }, + { + "left": "issue:44617", + "right": "issue:46369", + "accept": false, + "reason": "Both mention memory, but one is OOM in Sam3Video and the other is a different Sam3-litetext overflow issue." + }, + { + "left": "issue:44479", + "right": "issue:44734", + "accept": false, + "reason": "Video-input regression in Qwen VL models and serve KV-cache indexing crash are unrelated." + }, + { + "left": "issue:43827", + "right": "issue:47321", + "accept": false, + "reason": "Stale docs for removed pipelines and AMD quark class updates 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": 28, + "review_unit_index": 43, + "review_unit_count": 68, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-547", + "nodes": [ + "issue:39692", + "issue:41720", + "issue:42175", + "issue:42796", + "issue:43295", + "issue:43317", + "issue:43335", + "issue:43526", + "issue:43540", + "issue:43611", + "issue:43643", + "issue:43673", + "issue:43854", + "issue:43994", + "issue:44016", + "issue:44112", + "issue:44190", + "issue:44242", + "issue:44279", + "issue:44496", + "issue:44521", + "issue:44734", + "issue:44779", + "issue:44933", + "issue:44964", + "issue:45127", + "issue:45245", + "issue:45276", + "issue:45357", + "issue:45362", + "issue:45375", + "issue:45381", + "issue:45520", + "issue:45584", + "issue:45600", + "issue:45632", + "issue:46170", + "issue:46421", + "issue:46489", + "issue:46617", + "issue:46697", + "issue:46858", + "issue:46897", + "issue:47145", + "issue:47312", + "issue:47321", + "issue:47448" + ], + "soft_pairs": [ + "issue:41720|issue:45245", + "issue:43526|issue:46697", + "issue:43643|issue:45375", + "issue:39692|issue:44190", + "issue:43335|issue:44190", + "issue:45632|issue:46617", + "issue:43295|issue:45276", + "issue:44779|issue:46489", + "issue:44933|issue:45362", + "issue:43854|issue:44964", + "issue:43540|issue:44734", + "issue:43994|issue:47321", + "issue:45276|issue:45584", + "issue:43673|issue:46421", + "issue:45127|issue:45357", + "issue:44521|issue:45381", + "issue:45520|issue:46170", + "issue:43317|issue:47312", + "issue:44279|issue:47448", + "issue:43643|issue:44496", + "issue:44242|issue:46897", + "issue:47145|issue:47321", + "issue:44016|issue:47448", + "issue:44112|issue:45600", + "issue:43611|issue:47321", + "issue:42175|issue:44279", + "issue:44112|issue:44964", + "issue:43673|issue:46858", + "issue:42796|issue:44521" + ], + "prepared_review_unit_hash": "81bfee1e7bae33cb43b79bfaaff05e9694835f090c6d3738ea603f572d6fb64a", + "component_budget": { + "node_count": 547, + "item_count": 547, + "soft_pair_count": 2032, + "serialized_chars": 1051055, + "estimated_input_tokens": 262764, + "estimated_eval_tokens": 525784 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 29, + "serialized_chars": 35891, + "estimated_input_tokens": 8973, + "estimated_eval_tokens": 18202 + }, + "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 pocket is the DeepSeek tokenizer regression pair (issue:44779 and issue:46489); the rest are unrelated bugs across models, configs, cache handling, and docs.", + "confidence": 0.93, + "canonical_issue_reason": "If a canonical issue must be chosen, issue:46489 is the best fit because it is the most specific report of the only real duplicate pair and explicitly ties the regression to the gap in PR #44801.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:46489 is the strongest standalone representative: it describes the concrete DeepSeek tokenizer v5 regression clearly and points to the prior incomplete fix; the remaining items do not form one coherent issue family.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:41720", + "right": "issue:45245", + "accept": false, + "reason": "Different bugs: CUDA assert on auto device mapping vs an integer/category-limit runtime error." + }, + { + "left": "issue:43526", + "right": "issue:46697", + "accept": false, + "reason": "Both are image-processing bugs, but they affect different processors and different code paths." + }, + { + "left": "issue:43643", + "right": "issue:45375", + "accept": false, + "reason": "Generic trust_remote_code config field loss is not the same as a specific Qwen vision config field being dropped by @strict." + }, + { + "left": "issue:39692", + "right": "issue:44190", + "accept": false, + "reason": "One is a SigLIP2 doc example/quantization issue; the other is a local dataset loading problem in a training script." + }, + { + "left": "issue:43335", + "right": "issue:44190", + "accept": false, + "reason": "SwitchTransformers sparse-layer config bug is unrelated to the dataset loading failure." + }, + { + "left": "issue:45632", + "right": "issue:46617", + "accept": false, + "reason": "Both involve trust_remote_code cache handling, but one is a leaf-directory collision and the other is a missing file from cache; not the same bug." + }, + { + "left": "issue:43295", + "right": "issue:45276", + "accept": false, + "reason": "Processor.tokenizer regression is unrelated to resize_token_embeddings not updating Gemma4 embeddings." + }, + { + "left": "issue:44779", + "right": "issue:46489", + "accept": true, + "reason": "Same underlying DeepSeek tokenizer regression in v5; 46489 is the more specific report and notes the gap in the earlier fix." + }, + { + "left": "issue:44933", + "right": "issue:45362", + "accept": false, + "reason": "A nonexistent import error is not the same as a Qwen chat crash." + }, + { + "left": "issue:43854", + "right": "issue:44964", + "accept": false, + "reason": "Both are model-loading failures, but they concern different models and likely different root causes." + }, + { + "left": "issue:43540", + "right": "issue:44734", + "accept": false, + "reason": "Video input ValueError in Qwen3OmniMoe is unrelated to KV-cache continuation tensor indexing in serve." + }, + { + "left": "issue:43994", + "right": "issue:47321", + "accept": false, + "reason": "SigLIP2 bad outputs and an AMD quark class update are unrelated." + }, + { + "left": "issue:45276", + "right": "issue:45584", + "accept": false, + "reason": "Token embedding resize propagation bug is unrelated to Whisper empty-transcription generation failure." + }, + { + "left": "issue:43673", + "right": "issue:46421", + "accept": false, + "reason": "Both mention chunked prefill/cache, but one is missing cache in v5.0.0 and the other is spurious recompilation from lazy initialization." + }, + { + "left": "issue:45127", + "right": "issue:45357", + "accept": false, + "reason": "LoRA merge collapse with tied embeddings is a different bug from saving incorrect visual encoder keys." + }, + { + "left": "issue:44521", + "right": "issue:45381", + "accept": false, + "reason": "All-zero assistant masks for multimodal inputs is not the same as wrong vision_position_ids for Qwen2.5-VL video input." + }, + { + "left": "issue:45520", + "right": "issue:46170", + "accept": false, + "reason": "flash_attn import-key failure on Python 3.13 is unrelated to the Windows ROCm torch.distributed issue." + }, + { + "left": "issue:43317", + "right": "issue:47312", + "accept": false, + "reason": "Dequantized model offload loading failure is unrelated to kernel 0.16 incompatibility." + }, + { + "left": "issue:44279", + "right": "issue:47448", + "accept": false, + "reason": "A generic dependency issue does not match Gemma4 arch recognition failure." + }, + { + "left": "issue:43643", + "right": "issue:44496", + "accept": false, + "reason": "Missing fields in trust_remote_code configs and unrecognized model_type are different config-loading failures." + }, + { + "left": "issue:44242", + "right": "issue:46897", + "accept": false, + "reason": "Missing load-balancing loss is a different training bug from a double-shift loss computation error." + }, + { + "left": "issue:47145", + "right": "issue:47321", + "accept": false, + "reason": "FP8 weight_scale not applied is unrelated to an AMD quark class update." + }, + { + "left": "issue:44016", + "right": "issue:47448", + "accept": false, + "reason": "Notebook syntax error and Gemma4 architecture recognition are unrelated." + }, + { + "left": "issue:44112", + "right": "issue:45600", + "accept": false, + "reason": "Both are CI-related, but they fail for different reasons and touch different files/code paths." + }, + { + "left": "issue:43611", + "right": "issue:47321", + "accept": false, + "reason": "base_model_prefix loading regression is unrelated to AMD quark class updates." + }, + { + "left": "issue:42175", + "right": "issue:44279", + "accept": false, + "reason": "Missing TensorFlow in the torch extra is not the same as a general dependency issue." + }, + { + "left": "issue:44112", + "right": "issue:44964", + "accept": false, + "reason": "A stale CI test in GraniteSpeech is unrelated to the Phi-4 multimodal loading failure." + }, + { + "left": "issue:43673", + "right": "issue:46858", + "accept": false, + "reason": "Both are cache/chunked-prefill issues, but one is a device-tensor seq-length bug and the other is lazy cache initialization causing recompilation; distinct failures." + }, + { + "left": "issue:42796", + "right": "issue:44521", + "accept": false, + "reason": "DeepSeek tokenizer BPE-marker handling and multimodal assistant-mask generation are different problems." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet and stays conservative. The one accepted duplicate pocket, issue:44779 with issue:46489, is supported by the titles and the rationale does not overreach. The other soft-edge rejections are phrased cautiously and are consistent with the issue titles, so I do not see evidence of overstatement." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 28, + "review_unit_index": 44, + "review_unit_count": 68, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-547", + "nodes": [ + "issue:25251", + "issue:27957", + "issue:29925", + "issue:32090", + "issue:35141", + "issue:36246", + "issue:38617", + "issue:39692", + "issue:41628", + "issue:41950", + "issue:43295", + "issue:43335", + "issue:43404", + "issue:43531", + "issue:43976", + "issue:44016", + "issue:44246", + "issue:44279", + "issue:44462", + "issue:44496", + "issue:44561", + "issue:44683", + "issue:44737", + "issue:44938", + "issue:44964", + "issue:44987", + "issue:45003", + "issue:45042", + "issue:45083", + "issue:45216", + "issue:45290", + "issue:45335", + "issue:45446", + "issue:45542", + "issue:45593", + "issue:45600", + "issue:45632", + "issue:45759", + "issue:45803", + "issue:45907", + "issue:46506", + "issue:46515", + "issue:46752", + "issue:46932", + "issue:47217", + "issue:47448", + "issue:47473" + ], + "soft_pairs": [ + "issue:44246|issue:45003", + "issue:44462|issue:45907", + "issue:27957|issue:35141", + "issue:44737|issue:45803", + "issue:43404|issue:45216", + "issue:32090|issue:35141", + "issue:44964|issue:45600", + "issue:43531|issue:45600", + "issue:44462|issue:47473", + "issue:43335|issue:45593", + "issue:45290|issue:46752", + "issue:25251|issue:29925", + "issue:44496|issue:47217", + "issue:44561|issue:45632", + "issue:44496|issue:45042", + "issue:43976|issue:47448", + "issue:36246|issue:41628", + "issue:36246|issue:38617", + "issue:43295|issue:45335", + "issue:45083|issue:46506", + "issue:44938|issue:45542", + "issue:41950|issue:44016", + "issue:44496|issue:45759", + "issue:39692|issue:46932", + "issue:43976|issue:44987", + "issue:44683|issue:45446", + "issue:44279|issue:46515" + ], + "prepared_review_unit_hash": "da9a1f31bf342d2ce300c40c2560a06ada0f643a03ae2da76463d954ea17a518", + "component_budget": { + "node_count": 547, + "item_count": 547, + "soft_pair_count": 2032, + "serialized_chars": 1051055, + "estimated_input_tokens": 262764, + "estimated_eval_tokens": 525784 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 27, + "serialized_chars": 35224, + "estimated_input_tokens": 8806, + "estimated_eval_tokens": 17868 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly a loose thematic mix of unrelated Transformers issues. I found one plausible duplicate pair around flex_attention on newer PyTorch versions; the rest are not the same underlying bug/change.", + "confidence": 0.83, + "canonical_issue_reason": "issue:44683 is the broader user-facing report for the flex_attention/PyTorch >= 2.9 breakage; issue:45446 reads like the root-cause/version-guard diagnosis of the same problem.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:44683 best represents the merged problem because it states the concrete failure users hit, while the paired version-check issue is narrower and explanatory.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44246", + "right": "issue:45003", + "accept": false, + "reason": "Both touch import behavior, but one is about slow import times and the other about unsafe sys.modules access; not the same bug." + }, + { + "left": "issue:44462", + "right": "issue:45907", + "accept": false, + "reason": "Tokenizer file selection on the Hub and list_repo_files forwarding revision are different code paths and failures." + }, + { + "left": "issue:27957", + "right": "issue:35141", + "accept": false, + "reason": "Flash Attention support for XLM-Roberta and embedding reinitialization after resize are unrelated model behaviors." + }, + { + "left": "issue:44737", + "right": "issue:45803", + "accept": false, + "reason": "CPU device placement in XLNet and a bare except in Fuyu tensor conversion are distinct bugs." + }, + { + "left": "issue:43404", + "right": "issue:45216", + "accept": false, + "reason": "Both involve model/config handling, but one is lm_head tying in Mistral3 and the other is save_pretrained checkpoint correctness for Qwen3.5; not the same concrete issue." + }, + { + "left": "issue:32090", + "right": "issue:35141", + "accept": false, + "reason": "Trainer broadcast NoneType errors and output-embedding reinitialization are unrelated." + }, + { + "left": "issue:44964", + "right": "issue:45600", + "accept": false, + "reason": "Model load failure for Phi-4 multimodal-instruct and stale auto_mappings references to removed configs are different problems." + }, + { + "left": "issue:43531", + "right": "issue:45600", + "accept": false, + "reason": "Qwen3-MoE sliding_window behavior and removed Sam3LiteText config references are unrelated." + }, + { + "left": "issue:44462", + "right": "issue:47473", + "accept": false, + "reason": "Ignoring tokenizer.json and SentencePiece byte-fallback decoding are different tokenizer bugs." + }, + { + "left": "issue:43335", + "right": "issue:45593", + "accept": false, + "reason": "SwitchTransformers sparse-layer config and D-FINE auxiliary-loss behavior are unrelated model issues." + }, + { + "left": "issue:45290", + "right": "issue:46752", + "accept": false, + "reason": "Both are apply_chat_template crashes, but the triggers differ: assistant tool-call messages vs an empty message list." + }, + { + "left": "issue:25251", + "right": "issue:29925", + "accept": false, + "reason": "Pipeline top_k output nesting and SigLIP use_fast enforcement are unrelated." + }, + { + "left": "issue:44496", + "right": "issue:47217", + "accept": false, + "reason": "Unrecognized model/config loading and VL image placeholder handling are different failures." + }, + { + "left": "issue:44561", + "right": "issue:45632", + "accept": false, + "reason": "Removal of is_torch_fx_available breaking trust_remote_code models and cache-path collisions for local models are unrelated." + }, + { + "left": "issue:44496", + "right": "issue:45042", + "accept": false, + "reason": "Model-type resolution failure and PIL image processor torchvision dependency regression are different issues." + }, + { + "left": "issue:43976", + "right": "issue:47448", + "accept": false, + "reason": "Python version compatibility and Gemma4 architecture recognition are unrelated." + }, + { + "left": "issue:36246", + "right": "issue:41628", + "accept": false, + "reason": "Both are import errors involving image processor APIs, but they reference different symbols and failure modes." + }, + { + "left": "issue:36246", + "right": "issue:38617", + "accept": false, + "reason": "Qwen2.5-VL image processor import and layer_type_validation import are unrelated." + }, + { + "left": "issue:43295", + "right": "issue:45335", + "accept": false, + "reason": "Processor/tokenizer regression and resize_token_embeddings not updating decoder.embed_tokens are different code paths." + }, + { + "left": "issue:45083", + "right": "issue:46506", + "accept": false, + "reason": "Qwen3_omni_moe feature-length helper behavior and CPU/CUDA output differences in PPDocLayoutV3 are unrelated." + }, + { + "left": "issue:44938", + "right": "issue:45542", + "accept": false, + "reason": "Python 3.14 import failure and tensorboard-without-TensorFlow backend error are unrelated environment issues." + }, + { + "left": "issue:41950", + "right": "issue:44016", + "accept": false, + "reason": "Video-classification processor lookup and a notebook syntax error are not the same bug." + }, + { + "left": "issue:44496", + "right": "issue:45759", + "accept": false, + "reason": "Both concern model loading, but one is an unrecognized model/config and the other is unwrapping text_config for composite multimodal configs." + }, + { + "left": "issue:39692", + "right": "issue:46932", + "accept": false, + "reason": "SigLIP2 doc example errors and Gemma4 quantized embedder dtype casting are different problems." + }, + { + "left": "issue:43976", + "right": "issue:44987", + "accept": false, + "reason": "Python version support and loading a specific model on transformers>=5.1.0 are unrelated." + }, + { + "left": "issue:44683", + "right": "issue:45446", + "accept": true, + "reason": "Both point to the same flex_attention breakage on newer PyTorch versions; 45446 looks like the underlying version-check bug behind the 2.9 failure." + }, + { + "left": "issue:44279", + "right": "issue:46515", + "accept": false, + "reason": "Generic dependency issues with transformers and torch 2.4.1 incompatibility are too broad and not the same concrete bug." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet: most pairs are clearly different bugs by title, and the one accepted flex_attention pair is plausibly the same Torch-version-related issue family. The soft-edge verdicts stay conservative overall, with 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": 28, + "review_unit_index": 45, + "review_unit_count": 68, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-547", + "nodes": [ + "issue:27957", + "issue:29925", + "issue:33290", + "issue:39692", + "issue:41950", + "issue:42796", + "issue:42907", + "issue:42994", + "issue:43295", + "issue:43299", + "issue:43381", + "issue:43441", + "issue:43479", + "issue:43526", + "issue:43650", + "issue:43673", + "issue:43824", + "issue:43901", + "issue:44016", + "issue:44062", + "issue:44220", + "issue:44279", + "issue:44295", + "issue:44327", + "issue:44336", + "issue:44496", + "issue:44779", + "issue:44792", + "issue:44933", + "issue:45020", + "issue:45216", + "issue:45335", + "issue:45375", + "issue:45405", + "issue:45584", + "issue:45588", + "issue:45593", + "issue:45812", + "issue:45823", + "issue:46082", + "issue:46121", + "issue:46424", + "issue:46506", + "issue:46752", + "issue:47217", + "issue:47332", + "issue:47333" + ], + "soft_pairs": [ + "issue:43673|issue:46424", + "issue:42994|issue:47333", + "issue:43673|issue:44336", + "issue:29925|issue:33290", + "issue:43381|issue:45593", + "issue:44295|issue:46506", + "issue:43526|issue:43901", + "issue:43650|issue:44220", + "issue:44016|issue:44220", + "issue:42994|issue:47332", + "issue:46082|issue:46121", + "issue:44327|issue:46752", + "issue:44016|issue:44062", + "issue:43441|issue:45588", + "issue:44792|issue:46424", + "issue:41950|issue:45020", + "issue:42907|issue:43441", + "issue:43824|issue:44933", + "issue:45335|issue:45584", + "issue:44279|issue:45405", + "issue:42796|issue:43650", + "issue:39692|issue:43901", + "issue:27957|issue:33290", + "issue:43901|issue:44496", + "issue:43295|issue:44779", + "issue:44779|issue:45812", + "issue:41950|issue:45823", + "issue:43901|issue:47217", + "issue:43299|issue:45216", + "issue:43479|issue:45375" + ], + "prepared_review_unit_hash": "ca18e6032a9f98bab3a49ba4164c18759dbdf49cbf5fef600af1a9d4285e0d80", + "component_budget": { + "node_count": 547, + "item_count": 547, + "soft_pair_count": 2032, + "serialized_chars": 1051055, + "estimated_input_tokens": 262764, + "estimated_eval_tokens": 525784 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 30, + "serialized_chars": 35832, + "estimated_input_tokens": 8958, + "estimated_eval_tokens": 18172 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The cluster is heterogeneous: these issues cover unrelated tokenizer, config, saving/offloading, pipeline, and regression bugs. I don\u2019t see a single underlying bug/change that would justify merging any of the suggested soft edges.", + "confidence": 0.96, + "canonical_issue_reason": "No single issue is a good canonical representative here; the items span distinct code paths and model families rather than one shared bug.", + "canonical_pr_reason": null, + "best_issue_reason": "No best issue emerges from this set because the cluster is not a true duplicate group, just loosely similar transformer/model bugs.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43673", + "right": "issue:46424", + "accept": false, + "reason": "Both mention cache-related behavior, but one is about missing GenerationMixin cache in chunked prefill and the other is about max_cache_length only affecting Quantized Cache; different bugs." + }, + { + "left": "issue:42994", + "right": "issue:47333", + "accept": false, + "reason": "Both are save failures, but one is a generic quantized-model saving failure and the other is specifically disk-offloaded Qwen3-30B-A3B saving; not the same code path." + }, + { + "left": "issue:43673", + "right": "issue:44336", + "accept": false, + "reason": "Generation cache handling and ANSI logging/report output are unrelated subsystems." + }, + { + "left": "issue:29925", + "right": "issue:33290", + "accept": false, + "reason": "Tokenizer fast-mode enforcement for SigLIP is unrelated to Adafactor OOM in DeepSpeed." + }, + { + "left": "issue:43381", + "right": "issue:45593", + "accept": false, + "reason": "Gradient checkpointing in eval mode is unrelated to D-FINE auxiliary losses when denoising is off." + }, + { + "left": "issue:44295", + "right": "issue:46506", + "accept": false, + "reason": "Reading position_ids after buffer registration is a model-state bug, while PPDocLayoutV3 CPU/CUDA mismatch is a device-specific inference discrepancy." + }, + { + "left": "issue:43526", + "right": "issue:43901", + "accept": false, + "reason": "BeitImageProcessorFast reduce_labels bug and TextClassificationPipeline docs mismatch are different areas and different failure modes." + }, + { + "left": "issue:43650", + "right": "issue:44220", + "accept": false, + "reason": "A vague data-related issue does not match a `_torch_extract_fbank_features()` bug; no shared underlying code path is evident." + }, + { + "left": "issue:44016", + "right": "issue:44220", + "accept": false, + "reason": "Notebook syntax error and audio feature extraction failure are unrelated." + }, + { + "left": "issue:42994", + "right": "issue:47332", + "accept": false, + "reason": "Both involve saving, but one is quantized-model saving and the other is disk-offloaded Qwen3-VL saving; different implementations." + }, + { + "left": "issue:46082", + "right": "issue:46121", + "accept": false, + "reason": "LlamaConfig head_dim validation and rope-parameter conversion from a JSON-loaded list are separate config-validation bugs." + }, + { + "left": "issue:44327", + "right": "issue:46752", + "accept": false, + "reason": "QA decode_spans top-k bounds error and empty apply_chat_template crash are different empty-input/top-k edge cases in different APIs." + }, + { + "left": "issue:44016", + "right": "issue:44062", + "accept": false, + "reason": "Notebook syntax error is unrelated to AddedToken keyword collision during tokenizer construction." + }, + { + "left": "issue:43441", + "right": "issue:45588", + "accept": false, + "reason": "Both mention FlashAttention, but one is a model loading/runtime compatibility issue and the other is an AttributeError on sink-less models in a specific integration; not the same bug." + }, + { + "left": "issue:44792", + "right": "issue:46424", + "accept": false, + "reason": "Failed janus image-generation test does not match a cache-length configuration bug." + }, + { + "left": "issue:41950", + "right": "issue:45020", + "accept": false, + "reason": "Video-classification pipeline processor lookup and remote_code breakage are unrelated regressions." + }, + { + "left": "issue:42907", + "right": "issue:43441", + "accept": false, + "reason": "Dequantized Ministral/Devstral save failure is unrelated to FlashAttention model loading failure." + }, + { + "left": "issue:43824", + "right": "issue:44933", + "accept": false, + "reason": "Missing Qwen2_5_VL export and a nonexistent image_utils import are both import problems, but they concern different symbols and modules." + }, + { + "left": "issue:45335", + "right": "issue:45584", + "accept": false, + "reason": "t5gemma resize_token_embeddings not updating decoder embeddings is unrelated to Whisper empty-transcription generation after align_special_tokens." + }, + { + "left": "issue:44279", + "right": "issue:45405", + "accept": false, + "reason": "Generic dependency issue and MIN_PEFT_VERSION being bumped too high are not the same bug." + }, + { + "left": "issue:42796", + "right": "issue:43650", + "accept": false, + "reason": "Tokenizer BPE-marker handling and an unspecified data request are unrelated." + }, + { + "left": "issue:39692", + "right": "issue:43901", + "accept": false, + "reason": "SigLIP2 documentation/example errors are unrelated to TextClassificationPipeline documentation drift." + }, + { + "left": "issue:27957", + "right": "issue:33290", + "accept": false, + "reason": "FlashAttention support for XLM-Roberta is unrelated to an optimizer OOM in DeepSpeed." + }, + { + "left": "issue:43901", + "right": "issue:44496", + "accept": false, + "reason": "Pipeline docs behavior mismatch and unrecognized-model config loading are different problems." + }, + { + "left": "issue:43295", + "right": "issue:44779", + "accept": false, + "reason": "Custom processor/tokenizer regression and DeepSeek tokenizer incorrect results are both regressions but affect different model families and code paths." + }, + { + "left": "issue:44779", + "right": "issue:45812", + "accept": false, + "reason": "DeepSeek tokenizer errors and Granite AutoTokenizer wrong IDs are separate tokenizer regressions for different model families." + }, + { + "left": "issue:41950", + "right": "issue:45823", + "accept": false, + "reason": "Video-classification image-processor lookup issue is unrelated to Gemma4 PLE device mismatch with device_map=\"auto\"." + }, + { + "left": "issue:43901", + "right": "issue:47217", + "accept": false, + "reason": "Docs mismatch for text classification is unrelated to VL image-placeholder failure in user text." + }, + { + "left": "issue:43299", + "right": "issue:45216", + "accept": false, + "reason": "Qwen3VL MoE loading breakage and Qwen3.5 save_pretrained checkpoint corruption are different regressions (loading vs saving)." + }, + { + "left": "issue:43479", + "right": "issue:45375", + "accept": false, + "reason": "Phi4 multimodal default config initialization and Qwen3_5MoeVisionConfig missing a field are separate config-schema 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": 28, + "review_unit_index": 46, + "review_unit_count": 68, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-547", + "nodes": [ + "issue:42994", + "issue:43299", + "issue:43317", + "issue:43381", + "issue:43577", + "issue:43644", + "issue:43650", + "issue:43653", + "issue:43854", + "issue:43873", + "issue:43931", + "issue:43976", + "issue:44016", + "issue:44075", + "issue:44242", + "issue:44291", + "issue:44351", + "issue:44368", + "issue:44462", + "issue:44466", + "issue:44683", + "issue:45081", + "issue:45103", + "issue:45200", + "issue:45216", + "issue:45276", + "issue:45278", + "issue:45357", + "issue:45372", + "issue:45405", + "issue:45542", + "issue:45588", + "issue:45593", + "issue:45800", + "issue:45859", + "issue:45907", + "issue:46082", + "issue:46123", + "issue:46209", + "issue:46369", + "issue:46399", + "issue:46512", + "issue:46614", + "issue:46851", + "issue:47000", + "issue:47085", + "issue:47145", + "issue:47405" + ], + "soft_pairs": [ + "issue:46123|issue:46369", + "issue:44466|issue:45276", + "issue:43577|issue:45216", + "issue:46614|issue:47085", + "issue:43653|issue:45593", + "issue:43976|issue:45405", + "issue:47145|issue:47405", + "issue:44462|issue:45081", + "issue:43381|issue:47000", + "issue:46082|issue:46399", + "issue:43299|issue:45357", + "issue:46082|issue:46512", + "issue:44075|issue:44368", + "issue:44242|issue:45200", + "issue:43299|issue:43854", + "issue:44016|issue:44291", + "issue:43644|issue:47145", + "issue:44683|issue:45542", + "issue:43931|issue:47145", + "issue:43650|issue:46209", + "issue:45588|issue:47000", + "issue:45859|issue:46851", + "issue:45103|issue:45372", + "issue:44351|issue:45278", + "issue:45081|issue:45907", + "issue:43873|issue:47145", + "issue:45542|issue:45800", + "issue:42994|issue:43317" + ], + "prepared_review_unit_hash": "3f21778f21fb633ab639f4cc7f95f9e2ba55ad1facef0c95df698ffd5864f4a0", + "component_budget": { + "node_count": 547, + "item_count": 547, + "soft_pair_count": 2032, + "serialized_chars": 1051055, + "estimated_input_tokens": 262764, + "estimated_eval_tokens": 525784 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 28, + "serialized_chars": 36391, + "estimated_input_tokens": 9098, + "estimated_eval_tokens": 18452 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "Mostly unrelated Transformers issues were grouped together; several touch save/load or quantization paths, but none of the soft pairs look like true duplicates. No PRs are present.", + "confidence": 0.83, + "canonical_issue_reason": "Issue 45216 is the clearest anchor among the save/load regressions: it has a concrete, version-bounded save_pretrained failure with direct checkpoint impact and a focused reproduction.", + "canonical_pr_reason": null, + "best_issue_reason": "45216 is the most representative and actionable issue here; it is specific enough to triage while still covering a broadly important serialization regression.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:46123", + "right": "issue:46369", + "accept": false, + "reason": "Different bugs: partial-batch result dropping in a pipeline vs memory overflow in a model call." + }, + { + "left": "issue:44466", + "right": "issue:45276", + "accept": false, + "reason": "Both involve model internals, but one is serialization of lm_head.weight and the other is resize_token_embeddings not updating Gemma 4 weights." + }, + { + "left": "issue:43577", + "right": "issue:45216", + "accept": false, + "reason": "Both mention dtype/save behavior, but one is BLIP2 dtype initialization and the other is a Qwen3.5 save_pretrained regression." + }, + { + "left": "issue:46614", + "right": "issue:47085", + "accept": false, + "reason": "Stale phonemizer backend state is unrelated to tokenizer thread-safety regressions." + }, + { + "left": "issue:43653", + "right": "issue:45593", + "accept": false, + "reason": "BigBirdTokenizer special-token registration and D-FINE auxiliary-loss logic are unrelated." + }, + { + "left": "issue:43976", + "right": "issue:45405", + "accept": false, + "reason": "Python version compatibility and a PEFT version bump are different release/dependency problems." + }, + { + "left": "issue:47145", + "right": "issue:47405", + "accept": false, + "reason": "FP8 weight_scale corruption and wrong Auto class loading are both silent load bugs, but they affect different mechanisms and code paths." + }, + { + "left": "issue:44462", + "right": "issue:45081", + "accept": false, + "reason": "Tokenizer.json selection and Mistral regex patching are separate tokenizer issues with different failure modes." + }, + { + "left": "issue:43381", + "right": "issue:47000", + "accept": false, + "reason": "Gradient checkpointing in eval mode is unrelated to RTDetrLoss infeasible cost matrix failures." + }, + { + "left": "issue:46082", + "right": "issue:46399", + "accept": false, + "reason": "LlamaConfig head_dim validation and Qwen3.5 rotary kernel registration are distinct config vs kernel issues." + }, + { + "left": "issue:43299", + "right": "issue:45357", + "accept": false, + "reason": "Both are Qwen3.5 loading/saving related, but one is MoE model loading and the other is incorrect visual encoder keys in save_pretrained." + }, + { + "left": "issue:46082", + "right": "issue:46512", + "accept": false, + "reason": "Explicit head_dim validation is not the same as from_config leaving model.config.dtype stale." + }, + { + "left": "issue:44075", + "right": "issue:44368", + "accept": false, + "reason": "SGD optimizer args being ignored is unrelated to the tie_word_embeddings warning during Qwen3.5 LoRA fine-tuning." + }, + { + "left": "issue:44242", + "right": "issue:45200", + "accept": false, + "reason": "Missing load-balancing loss and Gemma 4 mm_token_type_ids defaults are different model behaviors." + }, + { + "left": "issue:43299", + "right": "issue:43854", + "accept": false, + "reason": "Qwen3VL MoE loading and GLM-4.7-Flash unit test loading failures are different model-specific breakages." + }, + { + "left": "issue:44016", + "right": "issue:44291", + "accept": false, + "reason": "Notebook syntax error and init_empty_weights TypeError are unrelated issues." + }, + { + "left": "issue:43644", + "right": "issue:47145", + "accept": false, + "reason": "Non-persistent buffer junk in v5 and missing FP8 weight_scale application are both state-corruption themes, but they are not the same bug or code path." + }, + { + "left": "issue:44683", + "right": "issue:45542", + "accept": false, + "reason": "Compiled flex_attention on torch 2.9 and tensorboard/TensorFlow backend installation are unrelated compatibility issues." + }, + { + "left": "issue:43931", + "right": "issue:47145", + "accept": false, + "reason": "Qwen3-VL weight shape mismatch is a load-time architecture mismatch, not FP8 compressed-tensors weight_scale corruption." + }, + { + "left": "issue:43650", + "right": "issue:46209", + "accept": false, + "reason": "A generic data request is not a model inference bug; these are not comparable artifacts." + }, + { + "left": "issue:45588", + "right": "issue:47000", + "accept": false, + "reason": "flash_attention sink-less crash and RTDetrLoss infeasible cost matrix are different runtime failures." + }, + { + "left": "issue:45859", + "right": "issue:46851", + "accept": false, + "reason": "CPU offload incompatibility in rotary embedding and variable-length position_ids handling are separate Qwen3.5 issues." + }, + { + "left": "issue:45103", + "right": "issue:45372", + "accept": false, + "reason": "auto_docstring annotation parsing and Gemma 4 processor import failure are unrelated import/introspection problems." + }, + { + "left": "issue:44351", + "right": "issue:45278", + "accept": false, + "reason": "Missing HybridCache export and broad import errors after upgrade are related only at a very high level, not the same concrete breakage." + }, + { + "left": "issue:45081", + "right": "issue:45907", + "accept": false, + "reason": "Mistral regex patching and list_repo_files revision forwarding are unrelated helper-function bugs." + }, + { + "left": "issue:43873", + "right": "issue:47145", + "accept": false, + "reason": "Generic quantization offload behavior and missing FP8 weight_scale application are different quantization/offload problems." + }, + { + "left": "issue:45542", + "right": "issue:45800", + "accept": false, + "reason": "TensorBoard-only backend import issue and torch/transformers incompatibility are separate dependency problems." + }, + { + "left": "issue:42994", + "right": "issue:43317", + "accept": false, + "reason": "Quantized model saving failure and dequantized model offload loading failure are 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": "issue", + "component_index": 1, + "component_count": 28, + "review_unit_index": 47, + "review_unit_count": 68, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-547", + "nodes": [ + "issue:33290", + "issue:42175", + "issue:42796", + "issue:43441", + "issue:43479", + "issue:43525", + "issue:43575", + "issue:43643", + "issue:43673", + "issue:43723", + "issue:43761", + "issue:43784", + "issue:43824", + "issue:43901", + "issue:43976", + "issue:44162", + "issue:44186", + "issue:44188", + "issue:44246", + "issue:44261", + "issue:44263", + "issue:44336", + "issue:44373", + "issue:44496", + "issue:44589", + "issue:44623", + "issue:44671", + "issue:44749", + "issue:44779", + "issue:45325", + "issue:45362", + "issue:45397", + "issue:45542", + "issue:45588", + "issue:45600", + "issue:45656", + "issue:45712", + "issue:45834", + "issue:46291", + "issue:46399", + "issue:46846", + "issue:46851", + "issue:47000", + "issue:47145", + "issue:47217", + "issue:47333", + "issue:47427" + ], + "soft_pairs": [ + "issue:43441|issue:45834", + "issue:44336|issue:46851", + "issue:44671|issue:44779", + "issue:43784|issue:45542", + "issue:44186|issue:47000", + "issue:42175|issue:43976", + "issue:45325|issue:46851", + "issue:44246|issue:47217", + "issue:43673|issue:43761", + "issue:44623|issue:44749", + "issue:43525|issue:43643", + "issue:46399|issue:46846", + "issue:43479|issue:43525", + "issue:44623|issue:45397", + "issue:42796|issue:43441", + "issue:44589|issue:45362", + "issue:33290|issue:45656", + "issue:44188|issue:44336", + "issue:43901|issue:44246", + "issue:44261|issue:44263", + "issue:43575|issue:47145", + "issue:45600|issue:45712", + "issue:45588|issue:47427", + "issue:45362|issue:47333", + "issue:43824|issue:43976", + "issue:44336|issue:44373", + "issue:43723|issue:44162", + "issue:44246|issue:44496", + "issue:46291|issue:46399" + ], + "prepared_review_unit_hash": "f4b55e8e4f1f09ed31c5c695f6ded0d15fd15e6549c907f5e65f97f589add62f", + "component_budget": { + "node_count": 547, + "item_count": 547, + "soft_pair_count": 2032, + "serialized_chars": 1051055, + "estimated_input_tokens": 262764, + "estimated_eval_tokens": 525784 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 29, + "serialized_chars": 35768, + "estimated_input_tokens": 8942, + "estimated_eval_tokens": 18140 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is a heterogeneous grab bag of unrelated Transformers issues across different models, backends, packaging, docs, and runtime paths. None of the soft-edge pairs looks like the same underlying bug or change, so there is no safe duplicate merge candidate 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:43441", + "right": "issue:45834", + "accept": false, + "reason": "Different models and failure modes: FlashAttention regression for Ministral-3 vs an OCR input length/index error for Kosmos2.5." + }, + { + "left": "issue:44336", + "right": "issue:46851", + "accept": false, + "reason": "Unrelated subsystems: ANSI code generation in loading reports vs Qwen3.5 variable-length position_ids handling." + }, + { + "left": "issue:44671", + "right": "issue:44779", + "accept": false, + "reason": "Different model classes and bugs: CamemBERT masked-LM outputs vs Deepseek tokenizer correctness regression." + }, + { + "left": "issue:43784", + "right": "issue:45542", + "accept": false, + "reason": "Separate import/backend issues: sentence-transformers NameError vs TensorBoard installed without TensorFlow." + }, + { + "left": "issue:44186", + "right": "issue:47000", + "accept": false, + "reason": "LayoutLMv2 tokenizer crash and RTDetrLoss cost-matrix infeasibility are unrelated code paths." + }, + { + "left": "issue:42175", + "right": "issue:43976", + "accept": false, + "reason": "Packaging extras vs Python version compatibility; not the same defect." + }, + { + "left": "issue:45325", + "right": "issue:46851", + "accept": false, + "reason": "Both concern Qwen models, but one is VL rope scaling on still images and the other is variable-length position_ids in Qwen3.5." + }, + { + "left": "issue:44246", + "right": "issue:47217", + "accept": false, + "reason": "Import latency is unrelated to VL models failing when the image placeholder appears in user text." + }, + { + "left": "issue:43673", + "right": "issue:43761", + "accept": false, + "reason": "Different regressions: missing GenerationMixin cache in chunked prefill vs CLIPVisionModel not returning hidden states." + }, + { + "left": "issue:44623", + "right": "issue:44749", + "accept": false, + "reason": "Saving processor files and a data-filtering slowdown are different problems with no shared code path." + }, + { + "left": "issue:43525", + "right": "issue:43643", + "accept": false, + "reason": "Llama4Config missing pad_token_id is not the same as trust_remote_code dropping fields from AutoConfig." + }, + { + "left": "issue:46399", + "right": "issue:46846", + "accept": false, + "reason": "Distinct Qwen3.5 issues: rotary-pos registration crash vs TP plan missing linear_attn entries causing OOM/shape errors." + }, + { + "left": "issue:43479", + "right": "issue:43525", + "accept": false, + "reason": "Different config bugs in different model families: Phi4Multimodal defaults vs Llama4 pad_token_id." + }, + { + "left": "issue:44623", + "right": "issue:45397", + "accept": false, + "reason": "Processor save_pretrained missing files is unrelated to gemma-4 zero3 from_pretrained behavior." + }, + { + "left": "issue:42796", + "right": "issue:43441", + "accept": false, + "reason": "Tokenizer BPE marker handling and FlashAttention failure are separate model-specific bugs." + }, + { + "left": "issue:44589", + "right": "issue:45362", + "accept": false, + "reason": "Float8 storage lookup failure is unrelated to Qwen3.5 chat crashes." + }, + { + "left": "issue:33290", + "right": "issue:45656", + "accept": false, + "reason": "OOM with Adafactor under Deepspeed and duplicate optimizer.step calls are different training-loop defects." + }, + { + "left": "issue:44188", + "right": "issue:44336", + "accept": false, + "reason": "Torch.compile attention-kernel branching and ANSI escape generation are unrelated." + }, + { + "left": "issue:43901", + "right": "issue:44246", + "accept": false, + "reason": "Docs mismatch for TextClassificationPipeline is unrelated to intermittent import slowness." + }, + { + "left": "issue:44261", + "right": "issue:44263", + "accept": false, + "reason": "Different bugs: MLA q_a_layernorm epsilon/config issue vs torch.split return handling in GlmMoeDsaIndexer." + }, + { + "left": "issue:43575", + "right": "issue:47145", + "accept": false, + "reason": "TP OOM when loading Qwen2-57B is unrelated to FP8 frozen checkpoint weight_scale application." + }, + { + "left": "issue:45600", + "right": "issue:45712", + "accept": false, + "reason": "CI break from stale auto_mappings entries is not the same as leftover dummy classes leaking into dir(transformers)." + }, + { + "left": "issue:45588", + "right": "issue:47427", + "accept": false, + "reason": "FlashAttention s_aux=None crash and non-CUDA redundant init checks are different runtime paths." + }, + { + "left": "issue:45362", + "right": "issue:47333", + "accept": false, + "reason": "Qwen3.5 chat crash and disk-offloaded Qwen3 save failure are unrelated model/workflow issues." + }, + { + "left": "issue:43824", + "right": "issue:43976", + "accept": false, + "reason": "Missing Qwen2_5_VLForConditionalGeneration import and Python 3.9+/3.10+ compatibility are not the same bug." + }, + { + "left": "issue:44336", + "right": "issue:44373", + "accept": false, + "reason": "ANSI code emission in loading_report is unrelated to a wrong docstring for position_ids." + }, + { + "left": "issue:43723", + "right": "issue:44162", + "accept": false, + "reason": "AutoTokenizer loading failure and ESM2 breakage are different model-specific issues." + }, + { + "left": "issue:44246", + "right": "issue:44496", + "accept": false, + "reason": "Import performance problem does not match an unrecognized model/config.json error." + }, + { + "left": "issue:46291", + "right": "issue:46399", + "accept": false, + "reason": "Kernel package version/revision requirements and Qwen3.5 rotary-pos registration 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": 28, + "review_unit_index": 48, + "review_unit_count": 68, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-547", + "nodes": [ + "issue:36246", + "issue:42491", + "issue:42915", + "issue:43257", + "issue:43299", + "issue:43352", + "issue:43526", + "issue:43540", + "issue:43550", + "issue:43596", + "issue:44246", + "issue:44295", + "issue:44297", + "issue:44336", + "issue:44479", + "issue:44779", + "issue:44871", + "issue:44995", + "issue:45003", + "issue:45072", + "issue:45083", + "issue:45103", + "issue:45137", + "issue:45250", + "issue:45292", + "issue:45375", + "issue:45397", + "issue:45561", + "issue:45563", + "issue:45588", + "issue:45701", + "issue:45759", + "issue:46399", + "issue:46424", + "issue:46506", + "issue:46614", + "issue:46655", + "issue:46665", + "issue:46726", + "issue:46752", + "issue:46821", + "issue:46829", + "issue:46851", + "issue:47176", + "issue:47177", + "issue:47217", + "issue:47312", + "issue:47470" + ], + "soft_pairs": [ + "issue:42491|issue:43299", + "issue:46399|issue:46851", + "issue:46655|issue:46726", + "issue:45072|issue:46829", + "issue:45083|issue:46851", + "issue:44297|issue:45397", + "issue:47176|issue:47177", + "issue:45003|issue:47217", + "issue:45588|issue:46851", + "issue:43526|issue:45003", + "issue:45103|issue:46399", + "issue:45003|issue:46821", + "issue:43550|issue:46506", + "issue:44336|issue:46424", + "issue:44246|issue:44871", + "issue:45561|issue:45563", + "issue:44295|issue:45397", + "issue:44995|issue:47470", + "issue:43540|issue:46752", + "issue:42915|issue:47312", + "issue:36246|issue:43596", + "issue:43540|issue:46655", + "issue:44479|issue:46655", + "issue:46614|issue:46665", + "issue:46726|issue:47217", + "issue:43352|issue:45250", + "issue:43257|issue:45137", + "issue:45375|issue:45759", + "issue:45292|issue:45701", + "issue:44779|issue:45292" + ], + "prepared_review_unit_hash": "bf44f6043cd1df813fd12019f10b3d7599ca18224b064f1a0d4d3e2a24f74da8", + "component_budget": { + "node_count": 547, + "item_count": 547, + "soft_pair_count": 2032, + "serialized_chars": 1051055, + "estimated_input_tokens": 262764, + "estimated_eval_tokens": 525784 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 30, + "serialized_chars": 36718, + "estimated_input_tokens": 9180, + "estimated_eval_tokens": 18616 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "Mostly a heterogeneous set of Transformers issues, with one loose center of Qwen/Qwen3-v5 regression reports; the soft pairs are only superficially similar and do not look like duplicates of the same underlying fix.", + "confidence": 0.81, + "canonical_issue_reason": "Issue 44479 is the broadest representative of the main theme: a v5.3.0 regression affecting multiple Qwen VL/3.5 variants on video input, which best captures the cluster\u2019s dominant Qwen-version breakage pattern.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 44479 is the best cluster representative because it is the most general and cross-model of the Qwen regression reports, making it the strongest anchor for triage despite the cluster\u2019s overall heterogeneity.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:42491", + "right": "issue:43299", + "accept": false, + "reason": "Both involve Qwen3/MoE loading behavior, but one is a LoRA compatibility issue across hf4.x\u2192hf5.x while the other is a Qwen3VL MoE loading regression; different code paths and failure modes." + }, + { + "left": "issue:46399", + "right": "issue:46851", + "accept": false, + "reason": "Both are Qwen3.5-related, but one is a kernels/use_kernels rotary registration crash and the other is a variable-length position_ids bug; not the same underlying defect." + }, + { + "left": "issue:46655", + "right": "issue:46726", + "accept": false, + "reason": "Video padding in SmolVLM and AutoProcessor\u2019s missing-vision-backend error are different preprocessing/availability problems, not one fixable bug." + }, + { + "left": "issue:45072", + "right": "issue:46829", + "accept": false, + "reason": "These are unrelated model-output issues: one is a dtype mismatch in bfloat16 inference, the other mis-populates hidden_states in the output object." + }, + { + "left": "issue:45083", + "right": "issue:46851", + "accept": false, + "reason": "Both touch Qwen3 Omni/5 family helpers, but one is a feature-extraction length helper bug and the other is a position_ids handling issue for variable-length inputs." + }, + { + "left": "issue:44297", + "right": "issue:45397", + "accept": false, + "reason": "Tokenizer class metadata mismatch during save_pretrained is unrelated to gemma-4 ZeRO3 loading failure." + }, + { + "left": "issue:47176", + "right": "issue:47177", + "accept": false, + "reason": "These are distinct security issues: shell-command allowlist bypass versus tar/zip slip arbitrary file write." + }, + { + "left": "issue:45003", + "right": "issue:47217", + "accept": false, + "reason": "Unsafe sys.modules access in modeling_utils and VL placeholder-in-user-text failures are different bugs in different layers." + }, + { + "left": "issue:45588", + "right": "issue:46851", + "accept": false, + "reason": "Flash-attention sink_aux handling and variable-length position_ids in Qwen3.5 are separate runtime paths with different root causes." + }, + { + "left": "issue:43526", + "right": "issue:45003", + "accept": false, + "reason": "BEiTImageProcessorFast label reduction and sys.modules access in modeling_utils are unrelated." + }, + { + "left": "issue:45103", + "right": "issue:46399", + "accept": false, + "reason": "auto_docstring annotation parsing and Qwen3.5 kernel registration are unrelated subsystems." + }, + { + "left": "issue:45003", + "right": "issue:46821", + "accept": false, + "reason": "sys.modules access safety and TimesFM window_size handling are different code paths." + }, + { + "left": "issue:43550", + "right": "issue:46506", + "accept": false, + "reason": "Bamba torch.compile/SDPA failure and PPDocLayoutV3 CPU/CUDA divergence are not the same bug." + }, + { + "left": "issue:44336", + "right": "issue:46424", + "accept": false, + "reason": "ANSI code emission in loading_report and cache max_cache_length semantics are unrelated utility/config issues." + }, + { + "left": "issue:44246", + "right": "issue:44871", + "accept": false, + "reason": "Import-time slowdown and Gemma eos_token_id config mismatch are different problems." + }, + { + "left": "issue:45561", + "right": "issue:45563", + "accept": false, + "reason": "xdist race on captured_info.txt is unrelated to the stale num_return_sequences warning in paged generate()." + }, + { + "left": "issue:44295", + "right": "issue:45397", + "accept": false, + "reason": "position_ids buffer read error and gemma-4 ZeRO3 from_pretrained failure are not the same underlying defect." + }, + { + "left": "issue:44995", + "right": "issue:47470", + "accept": false, + "reason": "GlmMoeDsa stale cache on second forward and ESMFold fp16 casting failure are unrelated model-specific bugs." + }, + { + "left": "issue:43540", + "right": "issue:46752", + "accept": false, + "reason": "Qwen3OmniMoe video-input ValueError and empty-list apply_chat_template IndexError are distinct input-validation issues." + }, + { + "left": "issue:42915", + "right": "issue:47312", + "accept": false, + "reason": "Qwen3MoE FP8 config failure and kernel-version incompatibility are different compatibility problems." + }, + { + "left": "issue:36246", + "right": "issue:43596", + "accept": false, + "reason": "Qwen2_5_VLImageProcessor import error and BertModel ZeRO3 index error are unrelated loading/runtime failures." + }, + { + "left": "issue:43540", + "right": "issue:46655", + "accept": false, + "reason": "Both are video-related, but one is a Qwen3OmniMoe input ValueError and the other is a SmolVLM padding-calculation bug; different models and mechanisms." + }, + { + "left": "issue:44479", + "right": "issue:46655", + "accept": false, + "reason": "v5.3.0 regression across multiple Qwen VL/3.5 models is broader and different from SmolVLM\u2019s incorrect video padding bug." + }, + { + "left": "issue:46614", + "right": "issue:46665", + "accept": false, + "reason": "Stale phonemizer language state and from_pretrained behavior inside Python classes are unrelated issues." + }, + { + "left": "issue:46726", + "right": "issue:47217", + "accept": false, + "reason": "Missing vision backend reporting and image-placeholder-in-user-text failures are different AutoProcessor/VL failure modes." + }, + { + "left": "issue:43352", + "right": "issue:45250", + "accept": false, + "reason": "Nemotron Flash Attention 2 support and the generic Flash Attention 2.0 issue are not the same concrete bug." + }, + { + "left": "issue:43257", + "right": "issue:45137", + "accept": false, + "reason": "Qwen3 MoE weight conversion with accelerate+deepspeed and empty-deque ZeRO3 errors are different distributed-loading failures." + }, + { + "left": "issue:45375", + "right": "issue:45759", + "accept": false, + "reason": "Missing config field under @strict and AutoModelForCausalLM unwrapping text_config are different composite-config bugs." + }, + { + "left": "issue:45292", + "right": "issue:45701", + "accept": false, + "reason": "resize_token_embeddings not updating output_embeddings and version-dependent tokenization changes are different behaviors." + }, + { + "left": "issue:44779", + "right": "issue:45292", + "accept": false, + "reason": "Deepseek tokenizer regression and resize_token_embeddings/output_embeddings mismatch are unrelated tokenizer/model-head 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": 28, + "review_unit_index": 49, + "review_unit_count": 68, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-547", + "nodes": [ + "issue:36246", + "issue:42757", + "issue:42886", + "issue:43295", + "issue:43475", + "issue:43540", + "issue:44038", + "issue:44060", + "issue:44077", + "issue:44162", + "issue:44242", + "issue:44295", + "issue:44351", + "issue:44368", + "issue:44451", + "issue:44466", + "issue:44479", + "issue:44623", + "issue:44749", + "issue:44877", + "issue:44977", + "issue:44987", + "issue:44995", + "issue:45003", + "issue:45137", + "issue:45200", + "issue:45292", + "issue:45335", + "issue:45375", + "issue:45459", + "issue:45561", + "issue:45588", + "issue:45593", + "issue:45600", + "issue:45685", + "issue:46132", + "issue:46170", + "issue:46369", + "issue:46431", + "issue:46506", + "issue:46726", + "issue:46752", + "issue:47217", + "issue:47312", + "issue:47321", + "issue:47429", + "issue:47455" + ], + "soft_pairs": [ + "issue:44242|issue:45593", + "issue:45685|issue:46431", + "issue:43295|issue:45292", + "issue:44995|issue:45200", + "issue:46170|issue:47321", + "issue:44162|issue:45200", + "issue:44060|issue:44077", + "issue:36246|issue:44351", + "issue:36246|issue:42757", + "issue:44466|issue:45335", + "issue:42886|issue:46132", + "issue:45137|issue:45600", + "issue:44451|issue:46752", + "issue:44995|issue:45588", + "issue:44295|issue:44749", + "issue:44479|issue:46170", + "issue:44877|issue:45375", + "issue:47217|issue:47429", + "issue:43475|issue:46369", + "issue:44877|issue:46170", + "issue:45003|issue:45561", + "issue:44987|issue:45459", + "issue:44623|issue:46726", + "issue:47312|issue:47455", + "issue:43475|issue:43540", + "issue:44038|issue:46506", + "issue:44368|issue:44977" + ], + "prepared_review_unit_hash": "6c45e38042c97b892aa1bf4f636bdc4656a3a3b2d13cb98e3970cfc31421046c", + "component_budget": { + "node_count": 547, + "item_count": 547, + "soft_pair_count": 2032, + "serialized_chars": 1051055, + "estimated_input_tokens": 262764, + "estimated_eval_tokens": 525784 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 27, + "serialized_chars": 35142, + "estimated_input_tokens": 8786, + "estimated_eval_tokens": 17828 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "These items are mostly unrelated single issues; only the two kernels-version reports look like the same underlying bug. No PRs are present in this cluster.", + "confidence": 0.91, + "canonical_issue_reason": "issue:47455 is the broader root-cause report about broken kernel version checking, while issue:47312 reads like one incompatibility symptom of that same bug.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:47455 is the best representative because it names the underlying version-check defect directly and can subsume the narrower 0.16 incompatibility report.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44242", + "right": "issue:45593", + "accept": false, + "reason": "Different models and different loss paths; same broad idea of missing auxiliary loss is not enough to merge as one bug." + }, + { + "left": "issue:45685", + "right": "issue:46431", + "accept": false, + "reason": "Unrelated failures: an MPS histogram/int issue versus chat-template support." + }, + { + "left": "issue:43295", + "right": "issue:45292", + "accept": false, + "reason": "Both mention processor/token embedding behavior, but one is a tokenizer/processor regression and the other is resize_token_embeddings not updating outputs." + }, + { + "left": "issue:44995", + "right": "issue:45200", + "accept": false, + "reason": "Different code paths and symptoms: stale cache on second forward pass versus missing mm_token_type_ids for Gemma 4 fine-tuning." + }, + { + "left": "issue:46170", + "right": "issue:47321", + "accept": false, + "reason": "Separate platform/package issues; one is torch.distributed import/type behavior on Windows ROCm, the other is an AMD quark class update problem." + }, + { + "left": "issue:44162", + "right": "issue:45200", + "accept": false, + "reason": "ESM2 breakage is unrelated to Gemma 4 multimodal token defaults." + }, + { + "left": "issue:44060", + "right": "issue:44077", + "accept": false, + "reason": "Different models and bugs: tied-weights warning behavior versus PatchTSMixer post_init policy." + }, + { + "left": "issue:36246", + "right": "issue:44351", + "accept": false, + "reason": "Both are import errors, but for different symbols and different failure causes." + }, + { + "left": "issue:36246", + "right": "issue:42757", + "accept": false, + "reason": "Different imports from different packages; no shared underlying bug." + }, + { + "left": "issue:44466", + "right": "issue:45335", + "accept": false, + "reason": "Both concern embedding resizing/tied weights, but one is a serialization inconsistency and the other is a resize propagation bug in a specific model." + }, + { + "left": "issue:42886", + "right": "issue:46132", + "accept": false, + "reason": "Offline tokenizer loading and AttentionInterface.register behavior are unrelated." + }, + { + "left": "issue:45137", + "right": "issue:45600", + "accept": false, + "reason": "DeepSpeed ZeRO3 deque crash is unrelated to broken auto_mappings references for Sam3LiteText." + }, + { + "left": "issue:44451", + "right": "issue:46752", + "accept": false, + "reason": "Model load failure versus empty-list chat-template crash; no shared underlying defect." + }, + { + "left": "issue:44995", + "right": "issue:45588", + "accept": false, + "reason": "Different runtime problems in different model components; stale cache and flash-attention s_aux handling are not the same bug." + }, + { + "left": "issue:44295", + "right": "issue:44749", + "accept": false, + "reason": "Buffer access error versus performance regression after upgrade; not the same issue." + }, + { + "left": "issue:44479", + "right": "issue:46170", + "accept": false, + "reason": "Video-input regression in Qwen VL models is unrelated to Windows ROCm / torch.distributed import behavior." + }, + { + "left": "issue:44877", + "right": "issue:45375", + "accept": false, + "reason": "Both involve config strictness, but one blocks granite_speech loading while the other drops a specific Qwen3.5MoeVisionConfig field." + }, + { + "left": "issue:47217", + "right": "issue:47429", + "accept": false, + "reason": "VL image-placeholder handling and tokenizers version bounds are unrelated." + }, + { + "left": "issue:43475", + "right": "issue:46369", + "accept": false, + "reason": "Missing output attribute in Sam3VisionEncoderOutput is a different bug from memory overflow in sam3-litetext." + }, + { + "left": "issue:44877", + "right": "issue:46170", + "accept": false, + "reason": "Different domains entirely: config strictness versus Windows ROCm import/dependency issues." + }, + { + "left": "issue:45003", + "right": "issue:45561", + "accept": false, + "reason": "Unsafe sys.modules access and pytest-xdist file races are unrelated testing/runtime problems." + }, + { + "left": "issue:44987", + "right": "issue:45459", + "accept": false, + "reason": "Model loading failure on a specific repo and protobuf-error masking in tokenizer decode paths are different bugs." + }, + { + "left": "issue:44623", + "right": "issue:46726", + "accept": false, + "reason": "Processor save_pretrained file loss and missing vision-backend handling are different processor lifecycle issues." + }, + { + "left": "issue:47312", + "right": "issue:47455", + "accept": true, + "reason": "Both describe the same kernels-version compatibility check bug; 47312 is a concrete incompatibility symptom and 47455 names the faulty version check." + }, + { + "left": "issue:43475", + "right": "issue:43540", + "accept": false, + "reason": "Sam3VisionEncoderOutput attribute loss and Qwen3OmniMoe video ValueError are different model-specific failures." + }, + { + "left": "issue:44038", + "right": "issue:46506", + "accept": false, + "reason": "Qwen3-VL-Moe bug report and PPDocLayoutV3 CPU/CUDA mismatch are unrelated." + }, + { + "left": "issue:44368", + "right": "issue:44977", + "accept": false, + "reason": "Tied-embeddings warning and flash-attention generation failure in Qwen3.5 are different symptoms and code paths." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary stays close to the packet: all listed items are issues, and the only clearly mergeable soft edge is the kernels-version pair (47312/47455). The other verdicts are conservative false negatives and do not overclaim shared root causes. No PR-pair 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": 28, + "review_unit_index": 50, + "review_unit_count": 68, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-547", + "nodes": [ + "issue:29870", + "issue:30333", + "issue:42199", + "issue:42886", + "issue:43065", + "issue:43408", + "issue:43653", + "issue:43701", + "issue:43723", + "issue:43784", + "issue:43906", + "issue:43931", + "issue:43976", + "issue:43994", + "issue:44162", + "issue:44188", + "issue:44242", + "issue:44361", + "issue:44368", + "issue:44483", + "issue:44749", + "issue:44857", + "issue:45103", + "issue:45229", + "issue:45397", + "issue:45412", + "issue:45563", + "issue:45593", + "issue:45656", + "issue:45987", + "issue:46082", + "issue:46123", + "issue:46132", + "issue:46202", + "issue:46305", + "issue:46315", + "issue:46399", + "issue:46421", + "issue:46710", + "issue:46726", + "issue:46752", + "issue:46851", + "issue:46858", + "issue:47020", + "issue:47059", + "issue:47068", + "issue:47145", + "issue:47429" + ], + "soft_pairs": [ + "issue:45397|issue:45656", + "issue:46305|issue:46315", + "issue:44242|issue:44857", + "issue:43653|issue:44162", + "issue:29870|issue:30333", + "issue:42886|issue:45229", + "issue:43723|issue:46710", + "issue:43065|issue:43408", + "issue:43906|issue:46202", + "issue:45412|issue:46123", + "issue:45987|issue:46082", + "issue:45103|issue:46858", + "issue:47059|issue:47429", + "issue:43931|issue:44368", + "issue:45593|issue:47068", + "issue:43994|issue:46726", + "issue:44361|issue:44749", + "issue:44368|issue:45563", + "issue:42199|issue:46851", + "issue:46132|issue:47145", + "issue:46752|issue:47020", + "issue:44188|issue:46202", + "issue:43701|issue:44749", + "issue:43976|issue:47429", + "issue:43784|issue:46399", + "issue:44188|issue:46421", + "issue:44483|issue:46202", + "issue:44749|issue:45656" + ], + "prepared_review_unit_hash": "7089530354a3be3e3e91f84615e1299df0dd9de256346aedac1b4e49557e81f0", + "component_budget": { + "node_count": 547, + "item_count": 547, + "soft_pair_count": 2032, + "serialized_chars": 1051055, + "estimated_input_tokens": 262764, + "estimated_eval_tokens": 525784 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 28, + "serialized_chars": 36420, + "estimated_input_tokens": 9105, + "estimated_eval_tokens": 18466 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is highly heterogeneous: the soft links mostly connect superficially similar Transformers bugs, but they do not look like the same underlying defect or change. None of the candidate pairs are safe duplicates under a strict triage standard.", + "confidence": 0.92, + "canonical_issue_reason": "issue:45229 is the strongest standalone bug report in the set: it has substantial discussion, a concrete failure mode, and enough detail to serve as the best representative issue if one must be chosen.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45229 is the most actionable and well-documented issue here, with clear user impact and the richest debugging context.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45397", + "right": "issue:45656", + "accept": false, + "reason": "Different bugs: one is a Zero-3 from_pretrained loading problem, the other is an optimizer step being called twice under deepspeed." + }, + { + "left": "issue:46305", + "right": "issue:46315", + "accept": false, + "reason": "Unrelated failures: an off-by-one in MoonshineStreaming masking versus a tokenizer performance regression in convert_tokens_to_ids." + }, + { + "left": "issue:44242", + "right": "issue:44857", + "accept": false, + "reason": "Both are loss-related, but they affect different models and code paths: router load-balancing loss omission versus LwDETR AMP/CUDA crash." + }, + { + "left": "issue:43653", + "right": "issue:44162", + "accept": false, + "reason": "Different components and symptoms: BigBirdTokenizer special-token decoding bug versus an ESM2 model breakage." + }, + { + "left": "issue:29870", + "right": "issue:30333", + "accept": false, + "reason": "Completely different subsystems: BART generate() UnboundLocalError versus MLflow reporting after a failed training job." + }, + { + "left": "issue:42886", + "right": "issue:45229", + "accept": false, + "reason": "Tokenizer offline cache loading issue versus a Gemma4 multi-GPU CUDA OOM; no shared underlying defect." + }, + { + "left": "issue:43723", + "right": "issue:46710", + "accept": false, + "reason": "Both mention version changes, but the bugs are unrelated: tokenizer loading in v5 versus an accuracy regression in DeepSeek-R1 after upgrade." + }, + { + "left": "issue:43065", + "right": "issue:43408", + "accept": false, + "reason": "Same SAM3 family, but not the same bug: dummy Conv2d implementation detail versus a model-type mismatch warning on load." + }, + { + "left": "issue:43906", + "right": "issue:46202", + "accept": false, + "reason": "One is a reproduction of another external issue, the other is a Gemma pipeline roundtrip failure; no clear duplicate relationship." + }, + { + "left": "issue:45412", + "right": "issue:46123", + "accept": false, + "reason": "Different problems: RT-DETR memory not released on deletion versus MaskGenerationPipeline dropping final partial-batch results." + }, + { + "left": "issue:45987", + "right": "issue:46082", + "accept": false, + "reason": "StaticCache return-type contract bug versus LlamaConfig head_dim validation; related to configs/caches only at a very broad level." + }, + { + "left": "issue:45103", + "right": "issue:46858", + "accept": false, + "reason": "Different failure modes: auto-docstring annotation handling versus cache.get_seq_length() returning a device tensor in prefill." + }, + { + "left": "issue:47059", + "right": "issue:47429", + "accept": false, + "reason": "Hub CLI completion breakage versus an overly strict tokenizers version upper bound; unrelated package issues." + }, + { + "left": "issue:43931", + "right": "issue:44368", + "accept": false, + "reason": "Different Qwen-related reports: weight-shape mismatch on model load versus a tied-embedding warning during LoRA fine-tuning." + }, + { + "left": "issue:45593", + "right": "issue:47068", + "accept": false, + "reason": "Different code paths: missing auxiliary losses in D-FINE versus possible host synchronization in deepspeed_sp_compute_loss." + }, + { + "left": "issue:43994", + "right": "issue:46726", + "accept": false, + "reason": "Different vision issues: nonsensical SigLIP2 outputs versus AutoProcessor missing-backend error." + }, + { + "left": "issue:44361", + "right": "issue:44749", + "accept": false, + "reason": "MLukeTokenizer AttributeError and a Chinese report about filtering slowdown are not the same bug." + }, + { + "left": "issue:44368", + "right": "issue:45563", + "accept": false, + "reason": "A model warning about tie_word_embeddings is unrelated to a stale paged generate warning for num_return_sequences." + }, + { + "left": "issue:42199", + "right": "issue:46851", + "accept": false, + "reason": "DETR cardinality error versus Qwen3.5 variable-length position_ids issue; different models and fixes." + }, + { + "left": "issue:46132", + "right": "issue:47145", + "accept": false, + "reason": "AttentionInterface.register behavior change is not the same as FP8 compressed-tensors loading without weight_scale." + }, + { + "left": "issue:46752", + "right": "issue:47020", + "accept": false, + "reason": "Empty chat-template input crash versus XLMRobertaTokenizer Unigram init type mismatch; different tokenizer APIs." + }, + { + "left": "issue:44188", + "right": "issue:46202", + "accept": false, + "reason": "torch.compile attention-kernel divergence versus Gemma pipeline roundtrip token issue; unrelated bugs." + }, + { + "left": "issue:43701", + "right": "issue:44749", + "accept": false, + "reason": "Checkpoint resume key mismatch and tokenizer/filtering slowdown are not the same underlying defect." + }, + { + "left": "issue:43976", + "right": "issue:47429", + "accept": false, + "reason": "Python version compatibility issue versus tokenizers dependency upper-bound problem; different scope and cause." + }, + { + "left": "issue:43784", + "right": "issue:46399", + "accept": false, + "reason": "Import-time NameError in sentence-transformers versus Qwen3.5 kernel-registration ValueError; different modules and fixes." + }, + { + "left": "issue:44188", + "right": "issue:46421", + "accept": false, + "reason": "Both involve compile/cache behavior, but one is attention-kernel branching divergence and the other is lazy cache init causing recompilation; not mergeable as one PR." + }, + { + "left": "issue:44483", + "right": "issue:46202", + "accept": false, + "reason": "Chat completions API rejection and Gemma pipeline roundtrip failure are distinct problems." + }, + { + "left": "issue:44749", + "right": "issue:45656", + "accept": false, + "reason": "Filtering-performance regression after upgrade is unrelated to the deepspeed double optimizer-step 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": 28, + "review_unit_index": 51, + "review_unit_count": 68, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-547", + "nodes": [ + "issue:28282", + "issue:30990", + "issue:36010", + "issue:39692", + "issue:41628", + "issue:42907", + "issue:42994", + "issue:43065", + "issue:43232", + "issue:43475", + "issue:43482", + "issue:43643", + "issue:43646", + "issue:43673", + "issue:43723", + "issue:43873", + "issue:44038", + "issue:44162", + "issue:44188", + "issue:44279", + "issue:44297", + "issue:44373", + "issue:44451", + "issue:44623", + "issue:44661", + "issue:44869", + "issue:44871", + "issue:44945", + "issue:44964", + "issue:45137", + "issue:45230", + "issue:45356", + "issue:45397", + "issue:45561", + "issue:45656", + "issue:46123", + "issue:46132", + "issue:46326", + "issue:46463", + "issue:46726", + "issue:46821", + "issue:46851", + "issue:46877", + "issue:47000", + "issue:47059", + "issue:47217", + "issue:47429", + "issue:47448" + ], + "soft_pairs": [ + "issue:39692|issue:46726", + "issue:43065|issue:46123", + "issue:42994|issue:43482", + "issue:43475|issue:46821", + "issue:43475|issue:43643", + "issue:43646|issue:44162", + "issue:44297|issue:44623", + "issue:46463|issue:46877", + "issue:42907|issue:47448", + "issue:44964|issue:45137", + "issue:44373|issue:46851", + "issue:28282|issue:30990", + "issue:44623|issue:45656", + "issue:45230|issue:45397", + "issue:43723|issue:46326", + "issue:44871|issue:46132", + "issue:44188|issue:46851", + "issue:44451|issue:47429", + "issue:44661|issue:47059", + "issue:43232|issue:43673", + "issue:46877|issue:47000", + "issue:45561|issue:47217", + "issue:44279|issue:47429", + "issue:36010|issue:41628", + "issue:44869|issue:45356", + "issue:43873|issue:44945", + "issue:44038|issue:44623" + ], + "prepared_review_unit_hash": "1185059abe6a3387f02e8d2e71447f5aa07b1cc7f857e9f1e1352d4a8f2ad9d5", + "component_budget": { + "node_count": 547, + "item_count": 547, + "soft_pair_count": 2032, + "serialized_chars": 1051055, + "estimated_input_tokens": 262764, + "estimated_eval_tokens": 525784 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 27, + "serialized_chars": 35299, + "estimated_input_tokens": 8825, + "estimated_eval_tokens": 17906 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This set is loosely related by Transformers/model-loading regressions, but the soft pairs are mostly different symptoms or different code paths rather than true duplicates. No PRs are present. I picked the broadest, most representative v5 regression issue as the canonical issue.", + "confidence": 0.58, + "canonical_issue_reason": "issue:43646 is the broadest umbrella report here (Transformers 5.0.0 breaking custom model initialization), which best represents the cluster\u2019s overall theme of v5 loading/API regressions.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43646 is the most useful global representative because it is broadly scoped and likely to subsume several narrower v5 breakages, even though the set is not a tight duplicate cluster.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:39692", + "right": "issue:46726", + "accept": false, + "reason": "Both involve vision/model-processing errors, but one is a SigLIP2 doc example bug and the other is AutoProcessor error handling when a vision backend is missing; different underlying problems." + }, + { + "left": "issue:43065", + "right": "issue:46123", + "accept": false, + "reason": "Sam3PixelDecoder dummy Conv2d and MaskGenerationPipeline partial-batch handling are unrelated code paths and bugs." + }, + { + "left": "issue:42994", + "right": "issue:43482", + "accept": false, + "reason": "Quantized model saving failure and GGUF loading failure in v5 are different operations and failure modes." + }, + { + "left": "issue:43475", + "right": "issue:46821", + "accept": false, + "reason": "Both are AttributeError-style reports, but they concern different models and different missing fields/arguments." + }, + { + "left": "issue:43475", + "right": "issue:43643", + "accept": false, + "reason": "Sam3VisionEncoderOutput missing attribute and trust_remote_code config field loss are separate loading/serialization issues." + }, + { + "left": "issue:43646", + "right": "issue:44162", + "accept": false, + "reason": "Both are Transformers 5 regressions, but one is custom model initialization while the other is ESM2 breakage; not the same concrete bug." + }, + { + "left": "issue:44297", + "right": "issue:44623", + "accept": false, + "reason": "Tokenizer class mismatch in tokenizer_config.json and processor.save_pretrained missing files are related serialization areas, but not the same bug." + }, + { + "left": "issue:46463", + "right": "issue:46877", + "accept": false, + "reason": "Incorrect T5 decoder input validation message and auto_docstring stdout noise are unrelated." + }, + { + "left": "issue:42907", + "right": "issue:47448", + "accept": false, + "reason": "Dequantized model saving failure and gemma4 architecture recognition failure are distinct problems." + }, + { + "left": "issue:44964", + "right": "issue:45137", + "accept": false, + "reason": "Phi-4 multimodal loading and DeepSpeed ZeRO3 deque error are unrelated runtime failures." + }, + { + "left": "issue:44373", + "right": "issue:46851", + "accept": false, + "reason": "Wrong docstring for position_ids is documentation-only; the other is a runtime variable-length position_ids bug." + }, + { + "left": "issue:28282", + "right": "issue:30990", + "accept": false, + "reason": "PyTorch missing ImportError and Sentence Transformers loading hang are different environment/runtime issues." + }, + { + "left": "issue:44623", + "right": "issue:45656", + "accept": false, + "reason": "processor.save_pretrained missing files and Deepspeed optimizer stepping twice are unrelated." + }, + { + "left": "issue:45230", + "right": "issue:45397", + "accept": false, + "reason": "Generic bug report and gemma-4 zero3 from_pretrained are not the same underlying issue." + }, + { + "left": "issue:43723", + "right": "issue:46326", + "accept": false, + "reason": "AutoTokenizer loading in v5 and continue_final_message for mistral_common tokenizers affect different tokenizer paths." + }, + { + "left": "issue:44871", + "right": "issue:46132", + "accept": false, + "reason": "Gemma-3 eos_token_id mismatch and AttentionInterface.register behavior change are unrelated." + }, + { + "left": "issue:44188", + "right": "issue:46851", + "accept": false, + "reason": "Attention-kernel divergence under torch.compile and Qwen3.5 variable-length position_ids are different bugs." + }, + { + "left": "issue:44451", + "right": "issue:47429", + "accept": false, + "reason": "Model loading failure for a specific checkpoint and tokenizers upper-bound packaging issue are not the same bug." + }, + { + "left": "issue:44661", + "right": "issue:47059", + "accept": false, + "reason": "add-new-model-like TOKENIZER_MAPPING_NAMES failure and CLI breakage with huggingface_hub are unrelated." + }, + { + "left": "issue:43232", + "right": "issue:43673", + "accept": false, + "reason": "Generation kwargs sync after sync_gpus and missing GenerationMixin cache in chunked_prefill are both generation-related but distinct code paths." + }, + { + "left": "issue:46877", + "right": "issue:47000", + "accept": false, + "reason": "Docstring lint output at import time and RTDetrLoss infeasible cost matrix are unrelated." + }, + { + "left": "issue:45561", + "right": "issue:47217", + "accept": false, + "reason": "pytest-xdist captured_info.txt race and VL image-placeholder handling are different bugs." + }, + { + "left": "issue:44279", + "right": "issue:47429", + "accept": false, + "reason": "Generic dependency issue and tokenizers version upper-bound issue are not the same underlying problem." + }, + { + "left": "issue:36010", + "right": "issue:41628", + "accept": false, + "reason": "Both are import errors, but they concern different symbols and likely different API changes." + }, + { + "left": "issue:44869", + "right": "issue:45356", + "accept": false, + "reason": "Whisper trailing replacement-character crash and Kimi-K2.5 codec handling regression are tokenizer/decoding issues, but not the same failure." + }, + { + "left": "issue:43873", + "right": "issue:44945", + "accept": false, + "reason": "Quantization offloading and pipeline-parallelism output mismatch are separate distributed/model-execution bugs." + }, + { + "left": "issue:44038", + "right": "issue:44623", + "accept": false, + "reason": "Qwen3-VL-Moe v5 bug and processor.save_pretrained missing files are different feature areas 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": 28, + "review_unit_index": 52, + "review_unit_count": 68, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-547", + "nodes": [ + "issue:29925", + "issue:30333", + "issue:30990", + "issue:33290", + "issue:35141", + "issue:41628", + "issue:42175", + "issue:42371", + "issue:42831", + "issue:42898", + "issue:43232", + "issue:43278", + "issue:43784", + "issue:43824", + "issue:43976", + "issue:44038", + "issue:44186", + "issue:44222", + "issue:44351", + "issue:44496", + "issue:44568", + "issue:44743", + "issue:44792", + "issue:44843", + "issue:44857", + "issue:44933", + "issue:44945", + "issue:45081", + "issue:45092", + "issue:45103", + "issue:45137", + "issue:45310", + "issue:45375", + "issue:45405", + "issue:45406", + "issue:45478", + "issue:45561", + "issue:45593", + "issue:45712", + "issue:45753", + "issue:45812", + "issue:46202", + "issue:46701", + "issue:46877", + "issue:47059", + "issue:47068", + "issue:47085" + ], + "soft_pairs": [ + "issue:45081|issue:45103", + "issue:45375|issue:45478", + "issue:41628|issue:44933", + "issue:43278|issue:45137", + "issue:42371|issue:45092", + "issue:45310|issue:45375", + "issue:46202|issue:46701", + "issue:45406|issue:46202", + "issue:29925|issue:30333", + "issue:44857|issue:46877", + "issue:43232|issue:44792", + "issue:44743|issue:47068", + "issue:43784|issue:43824", + "issue:45593|issue:46877", + "issue:42175|issue:44933", + "issue:44038|issue:45310", + "issue:41628|issue:44351", + "issue:45405|issue:46877", + "issue:30333|issue:33290", + "issue:42175|issue:45712", + "issue:42898|issue:44568", + "issue:44222|issue:45310", + "issue:42898|issue:45812", + "issue:44945|issue:45753", + "issue:45561|issue:47059", + "issue:42831|issue:44222", + "issue:30990|issue:35141", + "issue:44843|issue:47085", + "issue:44496|issue:45561", + "issue:44186|issue:47085", + "issue:44568|issue:47085", + "issue:43976|issue:44933" + ], + "prepared_review_unit_hash": "e85e787832ac28c5dd01653fffd35fe08bc1839bfd63705c25ae3500150d0574", + "component_budget": { + "node_count": 547, + "item_count": 547, + "soft_pair_count": 2032, + "serialized_chars": 1051055, + "estimated_input_tokens": 262764, + "estimated_eval_tokens": 525784 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 32, + "serialized_chars": 36723, + "estimated_input_tokens": 9181, + "estimated_eval_tokens": 18618 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "Mostly unrelated issues; the only clear duplicate pair is the identical Qwen3.5-Moe from_pretrained error reports (45310/45478).", + "confidence": 0.97, + "canonical_issue_reason": "issue:45310 is the older report for the exact same Qwen3.5-Moe from_pretrained error as issue:45478, so it is the better canonical issue.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45310 is the best issue anchor in this cluster because it has a true duplicate (45478) with the same title and failure mode; the rest are heterogeneous and not mergeable into one bug.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45081", + "right": "issue:45103", + "accept": false, + "reason": "Different subsystems and failure modes: Mistral regex/tokenizer loading vs auto_docstring annotation handling." + }, + { + "left": "issue:45375", + "right": "issue:45478", + "accept": false, + "reason": "Same model family, but one is a missing config field being dropped and the other is a generic from_pretrained error; not clearly the same code-path bug." + }, + { + "left": "issue:41628", + "right": "issue:44933", + "accept": false, + "reason": "Both are import/export problems, but for different symbols and modules; too broad to be the same bug." + }, + { + "left": "issue:43278", + "right": "issue:45137", + "accept": false, + "reason": "Unrelated: embedding dtype drift during eval vs DeepSpeed ZeRO3 deque underflow." + }, + { + "left": "issue:42371", + "right": "issue:45092", + "accept": false, + "reason": "Backend/install packaging issue vs remote-code meta-init incompatibility; different problems." + }, + { + "left": "issue:45310", + "right": "issue:45375", + "accept": false, + "reason": "Related Qwen3.5-Moe area, but one is a specific config-field omission and the other a broader load error; not enough to merge as one fix." + }, + { + "left": "issue:46202", + "right": "issue:46701", + "accept": false, + "reason": "Both mention Gemma, but one is tokenizer roundtrip and the other is pipeline output handling; different bugs." + }, + { + "left": "issue:45406", + "right": "issue:46202", + "accept": false, + "reason": "Processor missing _tokenizer vs Gemma token roundtrip behavior; different code paths." + }, + { + "left": "issue:29925", + "right": "issue:30333", + "accept": false, + "reason": "Tokenizer fast-mode enforcement vs MLFlow reporting after failed training; unrelated." + }, + { + "left": "issue:44857", + "right": "issue:46877", + "accept": false, + "reason": "CUDA AMP crash in a loss function vs import-time docstring diagnostics; unrelated." + }, + { + "left": "issue:43232", + "right": "issue:44792", + "accept": false, + "reason": "Generation kwargs/sync_gpus bug vs janus image-generation test failure; unrelated." + }, + { + "left": "issue:44743", + "right": "issue:47068", + "accept": false, + "reason": "Qwen3.5 recurrent-state reset bug vs DeepSpeed host synchronization concern; different code paths." + }, + { + "left": "issue:43784", + "right": "issue:43824", + "accept": false, + "reason": "Import-time NameError in sentence-transformers integration vs missing Qwen2.5-VL export; different symbols and causes." + }, + { + "left": "issue:45593", + "right": "issue:46877", + "accept": false, + "reason": "Model-loss behavior bug vs docstring logging at import time; unrelated." + }, + { + "left": "issue:42175", + "right": "issue:44933", + "accept": false, + "reason": "Packaging/backend dependency issue vs nonexistent image_utils import; not the same bug." + }, + { + "left": "issue:44038", + "right": "issue:45310", + "accept": false, + "reason": "Both involve Qwen/Moe, but the reported failures are different and not the same concrete bug." + }, + { + "left": "issue:41628", + "right": "issue:44351", + "accept": false, + "reason": "Both are import errors, but for different public API names; not a duplicate." + }, + { + "left": "issue:45405", + "right": "issue:46877", + "accept": false, + "reason": "Dependency version bump issue vs import-time docstring diagnostics; unrelated." + }, + { + "left": "issue:30333", + "right": "issue:33290", + "accept": false, + "reason": "MLFlow reporting after failure vs optimizer OOM in DeepSpeed; unrelated." + }, + { + "left": "issue:42175", + "right": "issue:45712", + "accept": false, + "reason": "Both touch packaging/backends, but one is missing TensorFlow in an extra and the other is leftover dummy classes in torch-less installs; different fixes." + }, + { + "left": "issue:42898", + "right": "issue:44568", + "accept": false, + "reason": "Both tokenizer regressions, but one is cleanup-space behavior and the other is BOS/EOS insertion; not the same underlying bug." + }, + { + "left": "issue:44222", + "right": "issue:45310", + "accept": false, + "reason": "Both mention Qwen3.5/Moe, but one is FP8 save_pretrained and the other is from_pretrained loading; different concrete issues." + }, + { + "left": "issue:42898", + "right": "issue:45812", + "accept": false, + "reason": "Tokenizer regressions in v5, but different models and behaviors; not one bug." + }, + { + "left": "issue:44945", + "right": "issue:45753", + "accept": false, + "reason": "Pipeline-parallel output correctness vs an image-triggered infinite loop; unrelated." + }, + { + "left": "issue:45561", + "right": "issue:47059", + "accept": false, + "reason": "Different test infrastructure failures: xdist file race vs huggingface_hub CLI API change." + }, + { + "left": "issue:42831", + "right": "issue:44222", + "accept": false, + "reason": "Both mention FP8, but accuracy regression vs save_pretrained behavior; not the same change." + }, + { + "left": "issue:30990", + "right": "issue:35141", + "accept": false, + "reason": "Loading hang in Sentence Transformers vs embedding reinit after resize; unrelated." + }, + { + "left": "issue:44843", + "right": "issue:47085", + "accept": false, + "reason": "Offline Mistral regex patch bug vs tokenizer thread-safety regression; different code paths." + }, + { + "left": "issue:44496", + "right": "issue:45561", + "accept": false, + "reason": "Model config import error vs xdist test file race; unrelated." + }, + { + "left": "issue:44186", + "right": "issue:47085", + "accept": false, + "reason": "LayoutLMv2 tokenizer crash on NER/padding vs tokenizer thread-safety regression; not the same bug." + }, + { + "left": "issue:44568", + "right": "issue:47085", + "accept": false, + "reason": "Special-token insertion regression vs tokenizer thread-safety regression; different issues." + }, + { + "left": "issue:43976", + "right": "issue:44933", + "accept": false, + "reason": "Python-version support issue vs nonexistent image_utils import; 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": 28, + "review_unit_index": 53, + "review_unit_count": 68, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-547", + "nodes": [ + "issue:22355", + "issue:28282", + "issue:30333", + "issue:34689", + "issue:36331", + "issue:39692", + "issue:42222", + "issue:42673", + "issue:42796", + "issue:42898", + "issue:43116", + "issue:43295", + "issue:43479", + "issue:43704", + "issue:43723", + "issue:43874", + "issue:44016", + "issue:44060", + "issue:44079", + "issue:44190", + "issue:44295", + "issue:44448", + "issue:44568", + "issue:44623", + "issue:44734", + "issue:44779", + "issue:44869", + "issue:45092", + "issue:45103", + "issue:45125", + "issue:45200", + "issue:45310", + "issue:45405", + "issue:45600", + "issue:45656", + "issue:45712", + "issue:46077", + "issue:46123", + "issue:46132", + "issue:46209", + "issue:46231", + "issue:46431", + "issue:46665", + "issue:46693", + "issue:46829", + "issue:46909", + "issue:47059", + "issue:47085" + ], + "soft_pairs": [ + "issue:43479|issue:46829", + "issue:42673|issue:46693", + "issue:39692|issue:46909", + "issue:44060|issue:45125", + "issue:43723|issue:44568", + "issue:42673|issue:43704", + "issue:44623|issue:45310", + "issue:43479|issue:44079", + "issue:30333|issue:36331", + "issue:42898|issue:44448", + "issue:46209|issue:46431", + "issue:45600|issue:47059", + "issue:42898|issue:43295", + "issue:30333|issue:34689", + "issue:42673|issue:47085", + "issue:43479|issue:44869", + "issue:42898|issue:44779", + "issue:44016|issue:46231", + "issue:22355|issue:28282", + "issue:46077|issue:46123", + "issue:42222|issue:45200", + "issue:44734|issue:45103", + "issue:44448|issue:46132", + "issue:44295|issue:45656", + "issue:42796|issue:43723", + "issue:45405|issue:45712", + "issue:43116|issue:44190", + "issue:43874|issue:45092", + "issue:43479|issue:46665" + ], + "prepared_review_unit_hash": "f4cf52f437bbc482dacaccdfbe542256effad9ce3375ba31a3c8d7c46048102c", + "component_budget": { + "node_count": 547, + "item_count": 547, + "soft_pair_count": 2032, + "serialized_chars": 1051055, + "estimated_input_tokens": 262764, + "estimated_eval_tokens": 525784 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 29, + "serialized_chars": 36640, + "estimated_input_tokens": 9160, + "estimated_eval_tokens": 18576 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly heterogeneous. The only clear duplicate pair is the repeated Qwen3ForCausalLM VRAM leak report; the rest look like separate bugs, regressions, or docs issues in different code paths/models.", + "confidence": 0.95, + "canonical_issue_reason": "issue:42673 is the earliest, more detailed report of the exact same Qwen3ForCausalLM VRAM leak described in issue:43704.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:42673 is the strongest canonical issue candidate because it is an exact-title duplicate pair and the earlier report.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43479", + "right": "issue:46829", + "accept": false, + "reason": "Different problems: one is Phi4MultimodalConfig default config initialization, the other is VideoPrism output field mapping." + }, + { + "left": "issue:42673", + "right": "issue:46693", + "accept": false, + "reason": "Both are performance/memory themed, but they describe different bugs: VRAM leak in Qwen3ForCausalLM vs FA2 long-context regression." + }, + { + "left": "issue:39692", + "right": "issue:46909", + "accept": false, + "reason": "Both are broken docs examples, but for different models and failures; not the same underlying issue." + }, + { + "left": "issue:44060", + "right": "issue:45125", + "accept": false, + "reason": "Different Qwen model bugs: tied-weights warning vs missing tensor-parallel plan." + }, + { + "left": "issue:43723", + "right": "issue:44568", + "accept": false, + "reason": "Both tokenizer-related, but one is AutoTokenizer loading in v5 and the other is add_special_tokens/BOS-EOS behavior for a specific tokenizer." + }, + { + "left": "issue:42673", + "right": "issue:43704", + "accept": true, + "reason": "Exact same title and same Qwen3ForCausalLM VRAM leak bug; this looks like a duplicate report." + }, + { + "left": "issue:44623", + "right": "issue:45310", + "accept": false, + "reason": "Processor save_pretrained file omission is unrelated to Qwen3.5 MoE from_pretrained failure." + }, + { + "left": "issue:30333", + "right": "issue:36331", + "accept": false, + "reason": "Different training-stack bugs: MLflow reporting on failed jobs vs CustomTrainer.compute_loss signature mismatch." + }, + { + "left": "issue:42898", + "right": "issue:44448", + "accept": false, + "reason": "Both involve v5 output/tokenization changes, but they are different symptoms and model-specific regressions." + }, + { + "left": "issue:46209", + "right": "issue:46431", + "accept": false, + "reason": "Completely different areas: FP8 inference on B200 vs processor chat-template availability." + }, + { + "left": "issue:45600", + "right": "issue:47059", + "accept": false, + "reason": "Different subsystems and failures: auto_mappings stale config references vs CLI completion incompatibility with huggingface_hub." + }, + { + "left": "issue:42898", + "right": "issue:43295", + "accept": false, + "reason": "Both are regressions around v5/processor behavior, but they affect different APIs and code paths." + }, + { + "left": "issue:30333", + "right": "issue:34689", + "accept": false, + "reason": "Unrelated bugs: MLflow training reporting vs Llama 3.2 Vision model loading regression." + }, + { + "left": "issue:42673", + "right": "issue:47085", + "accept": false, + "reason": "Both mention threading/performance, but one is a VRAM leak in a model and the other is tokenizer thread-safety." + }, + { + "left": "issue:43479", + "right": "issue:44869", + "accept": false, + "reason": "Different multimodal/audio issues: config initialization vs Whisper timestamp decode crash." + }, + { + "left": "issue:42898", + "right": "issue:44779", + "accept": false, + "reason": "Both mention v5 tokenizer behavior, but one is a generic clean_up_tokenization_spaces change and the other is Deepseek tokenizer incorrect results." + }, + { + "left": "issue:44016", + "right": "issue:46231", + "accept": false, + "reason": "Notebook syntax error and documentation parameter-name mismatch are unrelated docs issues." + }, + { + "left": "issue:22355", + "right": "issue:28282", + "accept": false, + "reason": "Different import failures with different missing dependencies/modules." + }, + { + "left": "issue:46077", + "right": "issue:46123", + "accept": false, + "reason": "Different generation bugs: attention mask construction vs final partial-batch handling in the pipeline." + }, + { + "left": "issue:42222", + "right": "issue:45200", + "accept": false, + "reason": "Different model families and failure modes: vitpose model breakage vs Gemma 4 mm_token_type_ids defaulting." + }, + { + "left": "issue:44734", + "right": "issue:45103", + "accept": false, + "reason": "Different code paths: serve KV-cache continuation crash vs auto_docstring failure with future annotations." + }, + { + "left": "issue:44448", + "right": "issue:46132", + "accept": false, + "reason": "Different issues despite both involving output/attention behavior; no same concrete bug." + }, + { + "left": "issue:44295", + "right": "issue:45656", + "accept": false, + "reason": "Unrelated runtime bugs: position_ids buffer access vs DeepSpeed optimizer stepping twice." + }, + { + "left": "issue:42796", + "right": "issue:43723", + "accept": false, + "reason": "Tokenizer formatting bug vs tokenizer loading error; related area but not the same defect." + }, + { + "left": "issue:45405", + "right": "issue:45712", + "accept": false, + "reason": "Completely different repository maintenance issues: PEFT version bump vs leftover dummy classes." + }, + { + "left": "issue:43116", + "right": "issue:44190", + "accept": false, + "reason": "Different example-script failures: multi-label classification output bug vs local dataset loading failure." + }, + { + "left": "issue:43874", + "right": "issue:45092", + "accept": false, + "reason": "Different multimodal/model-init bugs: missing image patch method vs remote-code/meta-init incompatibility." + }, + { + "left": "issue:43479", + "right": "issue:46665", + "accept": false, + "reason": "Different behaviors: multimodal config defaults vs from_pretrained inside Python classes." + }, + { + "left": "issue:42673", + "right": "issue:46693", + "accept": false, + "reason": "VRAM leak in Qwen3ForCausalLM is not the same as a FA2 long-context performance regression." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet. The canonical issue choice is well supported by the exact matching title, earlier creation time, and longer body for issue:42673 vs issue:43704. The other soft-edge rejections stay conservative and do not overclaim duplicate status 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": 28, + "review_unit_index": 54, + "review_unit_count": 68, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-547", + "nodes": [ + "issue:30990", + "issue:38175", + "issue:41628", + "issue:42757", + "issue:42831", + "issue:42907", + "issue:43122", + "issue:43232", + "issue:43408", + "issue:43475", + "issue:43504", + "issue:43723", + "issue:43986", + "issue:44075", + "issue:44190", + "issue:44222", + "issue:44297", + "issue:44327", + "issue:44373", + "issue:44484", + "issue:44485", + "issue:44623", + "issue:44933", + "issue:44977", + "issue:45071", + "issue:45092", + "issue:45245", + "issue:45310", + "issue:45357", + "issue:45381", + "issue:45656", + "issue:45712", + "issue:45834", + "issue:46050", + "issue:46082", + "issue:46132", + "issue:46209", + "issue:46231", + "issue:46305", + "issue:46369", + "issue:46402", + "issue:46424", + "issue:46614", + "issue:46726", + "issue:46909", + "issue:46932", + "issue:47059", + "issue:47276" + ], + "soft_pairs": [ + "issue:44222|issue:44297", + "issue:44297|issue:45656", + "issue:42831|issue:44623", + "issue:44933|issue:45712", + "issue:45245|issue:46132", + "issue:44075|issue:46231", + "issue:44222|issue:44623", + "issue:43723|issue:44977", + "issue:43232|issue:47276", + "issue:44373|issue:44485", + "issue:43504|issue:47059", + "issue:44297|issue:45310", + "issue:43232|issue:45834", + "issue:43122|issue:46209", + "issue:43475|issue:46305", + "issue:44327|issue:47059", + "issue:46614|issue:46932", + "issue:30990|issue:38175", + "issue:41628|issue:42757", + "issue:45071|issue:46082", + "issue:45092|issue:45357", + "issue:44190|issue:46082", + "issue:43408|issue:46402", + "issue:42907|issue:46050", + "issue:43232|issue:46424", + "issue:46369|issue:46909", + "issue:45381|issue:46305", + "issue:43986|issue:46726", + "issue:44222|issue:44484" + ], + "prepared_review_unit_hash": "20651a6da91bb7e1996f262bcb1cce3b2441b71af5c01e86f1ed5f5658418f36", + "component_budget": { + "node_count": 547, + "item_count": 547, + "soft_pair_count": 2032, + "serialized_chars": 1051055, + "estimated_input_tokens": 262764, + "estimated_eval_tokens": 525784 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 29, + "serialized_chars": 36067, + "estimated_input_tokens": 9017, + "estimated_eval_tokens": 18290 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is too heterogeneous to deduplicate: most items are unrelated bugs, import errors, docs issues, or model-specific regressions that only share broad Transformer themes.", + "confidence": 0.97, + "canonical_issue_reason": "No single canonical issue fits the cluster; the candidates span unrelated root causes and code paths.", + "canonical_pr_reason": null, + "best_issue_reason": "If one issue must be kept as the most representative standalone report, #44297 is the clearest and most self-contained bug description, but it is not a duplicate of the others.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44222", + "right": "issue:44297", + "accept": false, + "reason": "Both mention save_pretrained, but one is FP8/MoE serialization and the other is tokenizer metadata; different bugs." + }, + { + "left": "issue:44297", + "right": "issue:45656", + "accept": false, + "reason": "Tokenizer save metadata mismatch is unrelated to DeepSpeed optimizer stepping." + }, + { + "left": "issue:42831", + "right": "issue:44623", + "accept": false, + "reason": "FineGrainedFP8 accuracy and processor.save_pretrained missing files are separate problems." + }, + { + "left": "issue:44933", + "right": "issue:45712", + "accept": false, + "reason": "Import exposure in image_utils is not the same as leftover dummy classes leaking into dir(transformers)." + }, + { + "left": "issue:45245", + "right": "issue:46132", + "accept": false, + "reason": "Category-cardinality validation and AttentionInterface.register behavior are unrelated." + }, + { + "left": "issue:44075", + "right": "issue:46231", + "accept": false, + "reason": "Optimizer argument handling is a runtime bug; set_training() parameter naming is a documentation issue." + }, + { + "left": "issue:44222", + "right": "issue:44623", + "accept": false, + "reason": "Both touch serialization, but they affect different object types and different save paths." + }, + { + "left": "issue:43723", + "right": "issue:44977", + "accept": false, + "reason": "AutoTokenizer import/load failure is unrelated to Qwen3.5 flash-attention generation behavior." + }, + { + "left": "issue:43232", + "right": "issue:47276", + "accept": false, + "reason": "Generation state update bug and warning-message wording are not the same underlying issue." + }, + { + "left": "issue:44373", + "right": "issue:44485", + "accept": false, + "reason": "Docstring mismatch for position_ids is unrelated to GLM-5 RoPE implementation." + }, + { + "left": "issue:43504", + "right": "issue:47059", + "accept": false, + "reason": "Legacy BEiT model loading and a huggingface_hub CLI compatibility failure are different code paths." + }, + { + "left": "issue:44297", + "right": "issue:45310", + "accept": false, + "reason": "Tokenizer class metadata corruption and Qwen3.5 MoE from_pretrained failure are unrelated." + }, + { + "left": "issue:43232", + "right": "issue:45834", + "accept": false, + "reason": "sync_gpus generation bookkeeping does not match the Kosmos2.5 long-OCR index error." + }, + { + "left": "issue:43122", + "right": "issue:46209", + "accept": false, + "reason": "Tokenizer version drift is unrelated to FP8 inference failure on B200." + }, + { + "left": "issue:43475", + "right": "issue:46305", + "accept": false, + "reason": "SAM3 vision encoder attribute errors and MoonshineStreaming masking off-by-one are different bugs." + }, + { + "left": "issue:44327", + "right": "issue:47059", + "accept": false, + "reason": "QA top-k bounds crash and CLI completion API breakage are unrelated." + }, + { + "left": "issue:46614", + "right": "issue:46932", + "accept": false, + "reason": "Stale phonemizer backend state and Gemma4 quantized embedder dtype casting are different subsystems." + }, + { + "left": "issue:30990", + "right": "issue:38175", + "accept": false, + "reason": "Sentence Transformers loading hangs and SigLIP2 zero probabilities are unrelated model issues." + }, + { + "left": "issue:41628", + "right": "issue:42757", + "accept": false, + "reason": "These are both import errors, but for different missing symbols in different packages." + }, + { + "left": "issue:45071", + "right": "issue:46082", + "accept": false, + "reason": "PretrainedConfig type-checking regression and LlamaConfig head_dim validation are different validation behaviors." + }, + { + "left": "issue:45092", + "right": "issue:45357", + "accept": false, + "reason": "Meta-init incompatibility for InternVL2 is not the same as Qwen3.5 visual key saving regression." + }, + { + "left": "issue:44190", + "right": "issue:46082", + "accept": false, + "reason": "Local dataset loading and LlamaConfig argument validation do not share a code-path." + }, + { + "left": "issue:43408", + "right": "issue:46402", + "accept": false, + "reason": "Model-type warning on SAM3 tracker loading is unrelated to missing text encoder weights." + }, + { + "left": "issue:42907", + "right": "issue:46050", + "accept": false, + "reason": "Dequantized save failure for Ministrals/Devstrals and sinq save/load breakage are both quantization-related but not the same bug." + }, + { + "left": "issue:46369", + "right": "issue:46909", + "accept": false, + "reason": "Memory overflow in sam3-litetext is unrelated to a broken DIA documentation example." + }, + { + "left": "issue:43986", + "right": "issue:46726", + "accept": false, + "reason": "Both involve AutoProcessor and missing vision dependencies, but the model types and failure modes differ." + }, + { + "left": "issue:45381", + "right": "issue:46305", + "accept": false, + "reason": "Qwen2.5-VL position_ids generation and MoonshineStreaming masking are separate model implementations." + } + ] + }, + "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": 28, + "review_unit_index": 55, + "review_unit_count": 68, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-547", + "nodes": [ + "issue:22355", + "issue:27957", + "issue:28218", + "issue:39401", + "issue:41628", + "issue:42796", + "issue:42831", + "issue:42886", + "issue:42994", + "issue:43066", + "issue:43122", + "issue:43408", + "issue:43540", + "issue:43576", + "issue:43644", + "issue:43756", + "issue:43784", + "issue:43824", + "issue:43986", + "issue:44038", + "issue:44060", + "issue:44188", + "issue:44261", + "issue:44263", + "issue:44279", + "issue:44295", + "issue:44360", + "issue:44373", + "issue:44483", + "issue:44568", + "issue:44623", + "issue:44829", + "issue:44964", + "issue:45092", + "issue:45310", + "issue:45381", + "issue:45406", + "issue:45600", + "issue:45753", + "issue:46002", + "issue:46305", + "issue:46328", + "issue:46369", + "issue:46655", + "issue:46762", + "issue:46909", + "issue:47059", + "issue:47217" + ], + "soft_pairs": [ + "issue:44295|issue:44623", + "issue:44279|issue:46328", + "issue:44263|issue:45092", + "issue:44263|issue:44373", + "issue:41628|issue:43824", + "issue:46305|issue:46655", + "issue:44360|issue:46762", + "issue:43784|issue:45600", + "issue:44483|issue:45406", + "issue:22355|issue:28218", + "issue:22355|issue:27957", + "issue:42831|issue:45310", + "issue:44964|issue:47059", + "issue:43756|issue:44060", + "issue:43576|issue:43784", + "issue:44188|issue:44373", + "issue:44261|issue:45092", + "issue:42796|issue:43122", + "issue:42831|issue:44038", + "issue:44263|issue:44360", + "issue:43986|issue:47217", + "issue:43644|issue:46305", + "issue:44829|issue:46002", + "issue:43540|issue:46909", + "issue:42831|issue:45753", + "issue:45381|issue:46909", + "issue:43408|issue:46369", + "issue:39401|issue:44568", + "issue:42886|issue:43066", + "issue:42886|issue:42994" + ], + "prepared_review_unit_hash": "cd22164b521228d929e8f79f25136ddebb8fdefa9d1e18e77caf4d1cedebd499", + "component_budget": { + "node_count": 547, + "item_count": 547, + "soft_pair_count": 2032, + "serialized_chars": 1051055, + "estimated_input_tokens": 262764, + "estimated_eval_tokens": 525784 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 30, + "serialized_chars": 36386, + "estimated_input_tokens": 9097, + "estimated_eval_tokens": 18450 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "Heterogeneous issue set with only superficial topical overlaps; none of the soft pairs looks like the same underlying bug or change.", + "confidence": 0.95, + "canonical_issue_reason": "No single canonical issue: the candidates span unrelated tokenizer, model-loading, training, CLI, and documentation bugs, so none is a reliable duplicate anchor.", + "canonical_pr_reason": null, + "best_issue_reason": "No global best issue for deduping; the apparent similarities are broad subsystem matches, not the same concrete code-path problem.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44295", + "right": "issue:44623", + "accept": false, + "reason": "Different failures: reading a bufferized field vs missing files on save_pretrained." + }, + { + "left": "issue:44279", + "right": "issue:46328", + "accept": false, + "reason": "Generic dependency complaint vs a padding performance regression; unrelated." + }, + { + "left": "issue:44263", + "right": "issue:45092", + "accept": false, + "reason": "Torch.split indexing behavior vs remote-code meta-init incompatibility; different bugs." + }, + { + "left": "issue:44263", + "right": "issue:44373", + "accept": false, + "reason": "Runtime split return issue vs a docstring typo; not the same problem." + }, + { + "left": "issue:41628", + "right": "issue:43824", + "accept": false, + "reason": "Missing different exported symbols: AutoImageProcessor vs Qwen2_5_VLForConditionalGeneration." + }, + { + "left": "issue:46305", + "right": "issue:46655", + "accept": false, + "reason": "Both are video-processing bugs, but they concern different models and different code paths." + }, + { + "left": "issue:44360", + "right": "issue:46762", + "accept": false, + "reason": "DSA indexer ReLU omission vs Minimax attention numerical drift; unrelated." + }, + { + "left": "issue:43784", + "right": "issue:45600", + "accept": false, + "reason": "Import NameError in sentence-transformers vs auto_mappings CI break from removed configs." + }, + { + "left": "issue:44483", + "right": "issue:45406", + "accept": false, + "reason": "Chat/completions request rejection vs Gemma4Processor missing _tokenizer; different subsystems." + }, + { + "left": "issue:22355", + "right": "issue:28218", + "accept": false, + "reason": "Missing transformers.onnx module vs tokenizer adding an extra space after an added token." + }, + { + "left": "issue:22355", + "right": "issue:27957", + "accept": false, + "reason": "Missing onnx module import vs XLMRoberta flash-attention behavior; unrelated." + }, + { + "left": "issue:42831", + "right": "issue:45310", + "accept": false, + "reason": "FineGrainedFP8 accuracy issue vs Qwen3.5 MoE from_pretrained error; different failures." + }, + { + "left": "issue:44964", + "right": "issue:47059", + "accept": false, + "reason": "Model load failure vs CLI completion regression; not the same bug." + }, + { + "left": "issue:43756", + "right": "issue:44060", + "accept": false, + "reason": "RoPE layer-count bug vs tied-weights warning bug; different model internals." + }, + { + "left": "issue:43576", + "right": "issue:43784", + "accept": false, + "reason": "Broken env command vs import-time NameError in sentence-transformers; unrelated." + }, + { + "left": "issue:44188", + "right": "issue:44373", + "accept": false, + "reason": "Attention-kernel divergence under torch.compile vs a docstring issue; no shared bug." + }, + { + "left": "issue:44261", + "right": "issue:45092", + "accept": false, + "reason": "Missing rms_norm_eps in MLA layernorm vs meta-init incompatibility for old checkpoints." + }, + { + "left": "issue:42796", + "right": "issue:43122", + "accept": false, + "reason": "Same broad tokenizer area, but one is BPE marker handling in a specific model and the other is a wider version regression." + }, + { + "left": "issue:42831", + "right": "issue:44038", + "accept": false, + "reason": "FineGrainedFP8 accuracy issue vs Qwen3-VL-Moe bug; different code paths." + }, + { + "left": "issue:44263", + "right": "issue:44360", + "accept": false, + "reason": "Different DSA-indexer problems: split return handling vs missing ReLU." + }, + { + "left": "issue:43986", + "right": "issue:47217", + "accept": false, + "reason": "Missing torchvision crash vs image-placeholder handling in user text; distinct failures." + }, + { + "left": "issue:43644", + "right": "issue:46305", + "accept": false, + "reason": "Non-persistent buffer initialization bug vs sliding-window off-by-one; unrelated." + }, + { + "left": "issue:44829", + "right": "issue:46002", + "accept": false, + "reason": "Flash-attention 3 training degeneration vs NaNs after checkout/init; different symptoms and paths." + }, + { + "left": "issue:43540", + "right": "issue:46909", + "accept": false, + "reason": "Video-input processing error vs broken documentation example; not the same issue." + }, + { + "left": "issue:45381", + "right": "issue:46909", + "accept": false, + "reason": "Qwen2.5-VL video position_ids bug vs a DIA docs example; unrelated." + }, + { + "left": "issue:43408", + "right": "issue:46369", + "accept": false, + "reason": "Incorrect model-type warning vs memory overflow in a different SAM3 model." + }, + { + "left": "issue:39401", + "right": "issue:44568", + "accept": false, + "reason": "Different tokenizer regressions: wrong offset mapping vs add_special_tokens not adding BOS/EOS." + }, + { + "left": "issue:42886", + "right": "issue:43066", + "accept": false, + "reason": "Offline cache-loading failure vs wrong decoder type in v5; separate tokenizer issues." + }, + { + "left": "issue:42886", + "right": "issue:42994", + "accept": false, + "reason": "Offline cache-loading failure vs quantized model saving 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": 28, + "review_unit_index": 56, + "review_unit_count": 68, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-547", + "nodes": [ + "issue:22355", + "issue:27957", + "issue:28348", + "issue:29159", + "issue:30990", + "issue:33357", + "issue:39379", + "issue:39401", + "issue:41628", + "issue:42371", + "issue:42757", + "issue:42907", + "issue:43116", + "issue:43122", + "issue:43329", + "issue:43408", + "issue:43452", + "issue:43475", + "issue:43646", + "issue:43701", + "issue:43824", + "issue:43906", + "issue:43976", + "issue:44038", + "issue:44117", + "issue:44263", + "issue:44295", + "issue:44297", + "issue:44351", + "issue:44488", + "issue:44521", + "issue:44625", + "issue:44704", + "issue:44829", + "issue:44945", + "issue:44964", + "issue:44995", + "issue:45200", + "issue:45216", + "issue:45278", + "issue:45290", + "issue:45478", + "issue:46002", + "issue:46172", + "issue:46326", + "issue:46640", + "issue:46697", + "issue:47059" + ], + "soft_pairs": [ + "issue:43646|issue:46002", + "issue:43329|issue:47059", + "issue:43122|issue:46326", + "issue:27957|issue:30990", + "issue:30990|issue:33357", + "issue:42757|issue:45278", + "issue:44625|issue:44829", + "issue:39379|issue:46172", + "issue:22355|issue:29159", + "issue:39401|issue:44521", + "issue:42907|issue:44964", + "issue:39401|issue:44488", + "issue:44295|issue:44297", + "issue:44117|issue:44704", + "issue:43122|issue:44521", + "issue:41628|issue:45278", + "issue:42907|issue:44945", + "issue:43976|issue:44945", + "issue:44704|issue:45290", + "issue:42907|issue:43452", + "issue:43408|issue:43475", + "issue:43824|issue:44351", + "issue:42371|issue:44263", + "issue:43116|issue:45200", + "issue:44038|issue:44297", + "issue:43122|issue:43906", + "issue:28348|issue:46640", + "issue:45216|issue:45478", + "issue:43701|issue:44295", + "issue:44995|issue:46697" + ], + "prepared_review_unit_hash": "9d8aed0d2456b721fbc18d7eb8f53b83b0306123ed71e1f0187ac338846d6b06", + "component_budget": { + "node_count": 547, + "item_count": 547, + "soft_pair_count": 2032, + "serialized_chars": 1051055, + "estimated_input_tokens": 262764, + "estimated_eval_tokens": 525784 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 30, + "serialized_chars": 36300, + "estimated_input_tokens": 9075, + "estimated_eval_tokens": 18406 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The cluster is a loose collection of unrelated Transformers bug reports with only superficial overlap in words like import, tokenizer, multimodal, and from_pretrained. I did not find any soft pair that looks like the same underlying bug/change.", + "confidence": 0.62, + "canonical_issue_reason": "issue:39379 is the best anchor in this set: it is open, detailed, and describes a concrete, reproducible bug in a specific code path.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:39379 is the strongest standalone issue here because it has a clear symptom, scope, and recent discussion activity.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43646", + "right": "issue:46002", + "accept": false, + "reason": "Both mention initialization, but one is a custom-model init breakage and the other is NaNs in classification heads; different bugs and code paths." + }, + { + "left": "issue:43329", + "right": "issue:47059", + "accept": false, + "reason": "Completely different subsystems: multimodal token counting vs CLI completion breakage from huggingface_hub." + }, + { + "left": "issue:43122", + "right": "issue:46326", + "accept": false, + "reason": "Both are tokenizer-related, but one is a tokenization regression across versions and the other is a mistral_common chat-template/continue_final_message bug." + }, + { + "left": "issue:27957", + "right": "issue:30990", + "accept": false, + "reason": "Different problems: FlashAttention 2 support for XLM-Roberta vs a Sentence Transformers loading hang." + }, + { + "left": "issue:30990", + "right": "issue:33357", + "accept": false, + "reason": "Loading-related wording only; one is a hang, the other is a MacOS bus error on a CLIP model." + }, + { + "left": "issue:42757", + "right": "issue:45278", + "accept": false, + "reason": "Both involve imports, but 42757 is one missing huggingface_hub symbol while 45278 is a broad post-upgrade import regression." + }, + { + "left": "issue:44625", + "right": "issue:44829", + "accept": false, + "reason": "Unrelated: Qwen3.5 num_labels propagation vs flash_attention_3 causing degenerate training." + }, + { + "left": "issue:39379", + "right": "issue:46172", + "accept": false, + "reason": "Different model families and failures: mllama mask handling vs deepseek-v4 tensor transpose/type code." + }, + { + "left": "issue:22355", + "right": "issue:29159", + "accept": false, + "reason": "No meaningful overlap beyond transformers/tokenizer naming; ONNX import failure vs slow/fast tokenizer inconsistency." + }, + { + "left": "issue:39401", + "right": "issue:44521", + "accept": false, + "reason": "Both touch tokenization, but one is wrong offset_mapping for Qwen3 and the other is multimodal assistant_mask generation." + }, + { + "left": "issue:42907", + "right": "issue:44964", + "accept": false, + "reason": "Different model-loading/saving issues for different models; no shared concrete bug." + }, + { + "left": "issue:39401", + "right": "issue:44488", + "accept": false, + "reason": "Wrong offset_mapping in Qwen3 tokenizer is unrelated to loading cjvt/sleng-bert." + }, + { + "left": "issue:44295", + "right": "issue:44297", + "accept": false, + "reason": "Different code paths: reading position_ids after buffer registration vs tokenizer save_pretrained metadata mismatch." + }, + { + "left": "issue:44117", + "right": "issue:44704", + "accept": false, + "reason": "One is tokenizer mapping lookup returning None; the other is AutoProcessor not forwarding kwargs to cached_file." + }, + { + "left": "issue:43122", + "right": "issue:44521", + "accept": false, + "reason": "Both involve tokenizers, but one is version-to-version tokenization drift and the other is multimodal chat template masks." + }, + { + "left": "issue:41628", + "right": "issue:45278", + "accept": false, + "reason": "Generic import errors vs one specific missing AutoImageProcessor import; too broad to be the same bug." + }, + { + "left": "issue:42907", + "right": "issue:44945", + "accept": false, + "reason": "Save/dequantization failure is unrelated to incorrect LLM output under pipeline parallelism." + }, + { + "left": "issue:43976", + "right": "issue:44945", + "accept": false, + "reason": "Python version compatibility regression is unrelated to pipeline-parallel output corruption." + }, + { + "left": "issue:44704", + "right": "issue:45290", + "accept": false, + "reason": "Processor kwargs forwarding and assistant-message tool-call crashes are different bugs." + }, + { + "left": "issue:42907", + "right": "issue:43452", + "accept": false, + "reason": "Different failure modes and APIs: dequantized model saving vs gguf_file loading for tokenizer/model classes." + }, + { + "left": "issue:43408", + "right": "issue:43475", + "accept": false, + "reason": "Same SAM3 area but not the same bug: a type warning on instantiation vs a missing attribute at runtime." + }, + { + "left": "issue:43824", + "right": "issue:44351", + "accept": false, + "reason": "Both are import errors, but for completely different symbols and causes." + }, + { + "left": "issue:42371", + "right": "issue:44263", + "accept": false, + "reason": "TF32 settings deprecation warning is unrelated to GlmMoeDsa torch.split behavior." + }, + { + "left": "issue:43116", + "right": "issue:45200", + "accept": false, + "reason": "Different application domains: run_classification.py multi-label output vs Gemma 4 multimodal token-type defaults." + }, + { + "left": "issue:44038", + "right": "issue:44297", + "accept": false, + "reason": "Qwen3-VL-Moe regression is unrelated to tokenizer_class metadata in save_pretrained." + }, + { + "left": "issue:43122", + "right": "issue:43906", + "accept": false, + "reason": "43906 is only a reproduction reference; there is no evidence it is the same tokenization bug as 43122." + }, + { + "left": "issue:28348", + "right": "issue:46640", + "accept": false, + "reason": "Both mention Flash Attention 2, but they target different reports/models and are not the same concrete bug." + }, + { + "left": "issue:45216", + "right": "issue:45478", + "accept": false, + "reason": "Both are Qwen3.5 regressions, but one is save_pretrained checkpoint correctness and the other is from_pretrained loading failure; too different to merge." + }, + { + "left": "issue:43701", + "right": "issue:44295", + "accept": false, + "reason": "Checkpoint resume key mismatch is unrelated to a position_ids buffer access error." + }, + { + "left": "issue:44995", + "right": "issue:46697", + "accept": false, + "reason": "Different components and symptoms: GlmMoeDsa second-pass cache crash vs Swin2SR image over-padding." + } + ] + }, + "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": 28, + "review_unit_index": 57, + "review_unit_count": 68, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-547", + "nodes": [ + "issue:22355", + "issue:29127", + "issue:36296", + "issue:38617", + "issue:39379", + "issue:39401", + "issue:42175", + "issue:42222", + "issue:42673", + "issue:42757", + "issue:42898", + "issue:43116", + "issue:43232", + "issue:43278", + "issue:43493", + "issue:43611", + "issue:43976", + "issue:44038", + "issue:44075", + "issue:44188", + "issue:44222", + "issue:44351", + "issue:44360", + "issue:44483", + "issue:44485", + "issue:44610", + "issue:44625", + "issue:44936", + "issue:44938", + "issue:44945", + "issue:45072", + "issue:45083", + "issue:45278", + "issue:45357", + "issue:45446", + "issue:45478", + "issue:45753", + "issue:46002", + "issue:46172", + "issue:46231", + "issue:46328", + "issue:46614", + "issue:46762", + "issue:46877", + "issue:46909", + "issue:47217", + "issue:47312" + ], + "soft_pairs": [ + "issue:43278|issue:44945", + "issue:44360|issue:44485", + "issue:42175|issue:44938", + "issue:44038|issue:44222", + "issue:22355|issue:29127", + "issue:46172|issue:46762", + "issue:43493|issue:45753", + "issue:42222|issue:47312", + "issue:39379|issue:43232", + "issue:44188|issue:46328", + "issue:39401|issue:46614", + "issue:45357|issue:45478", + "issue:42673|issue:45072", + "issue:42757|issue:44351", + "issue:36296|issue:43116", + "issue:44483|issue:47217", + "issue:46231|issue:46877", + "issue:44610|issue:46909", + "issue:44625|issue:46002", + "issue:42898|issue:46614", + "issue:43976|issue:45446", + "issue:45083|issue:45446", + "issue:43611|issue:46002", + "issue:38617|issue:45278", + "issue:43116|issue:43493", + "issue:44075|issue:44936" + ], + "prepared_review_unit_hash": "4edb1d5232d4867f4c5c10c58651d44621e9dcecee97f755261dc1884434bdbb", + "component_budget": { + "node_count": 547, + "item_count": 547, + "soft_pair_count": 2032, + "serialized_chars": 1051055, + "estimated_input_tokens": 262764, + "estimated_eval_tokens": 525784 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 26, + "serialized_chars": 34334, + "estimated_input_tokens": 8584, + "estimated_eval_tokens": 17424 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The cluster is heterogeneous: most items are unrelated bug reports that only share broad subsystem or regression themes. None of the soft pairs look like the same underlying bug/change, so all should be rejected. No PRs are present.", + "confidence": 0.96, + "canonical_issue_reason": "If a single issue must represent this cluster, issue:45278 is the broadest user-facing regression report, but the set is not a true duplicate cluster and it does not subsume the others.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45278 is the most generally phrased, high-level regression report among the issues, so it is the least bad representative if one is required.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43278", + "right": "issue:44945", + "accept": false, + "reason": "Different failures: dtype drift between train/eval vs incorrect output under pipeline parallelism." + }, + { + "left": "issue:44360", + "right": "issue:44485", + "accept": false, + "reason": "Unrelated topics: DSA indexer/ReLU discussion vs GLM-5 RoPE implementation." + }, + { + "left": "issue:42175", + "right": "issue:44938", + "accept": false, + "reason": "One is missing tensorflow in an install extra; the other is a Python 3.14 load failure." + }, + { + "left": "issue:44038", + "right": "issue:44222", + "accept": false, + "reason": "Both mention MoE, but one is a from_pretrained regression and the other is FP8 save_pretrained behavior." + }, + { + "left": "issue:22355", + "right": "issue:29127", + "accept": false, + "reason": "Import path error for transformers.onnx vs a LayoutLMv3 error-message clarity issue." + }, + { + "left": "issue:46172", + "right": "issue:46762", + "accept": false, + "reason": "Different model/math issues: DeepSeek comb transpose/dtype bug vs Minimax attention numerics." + }, + { + "left": "issue:43493", + "right": "issue:45753", + "accept": false, + "reason": "SigLIP2 implementation discrepancy vs Qwen3_5 infinite loop on a specific image are different bugs." + }, + { + "left": "issue:42222", + "right": "issue:47312", + "accept": false, + "reason": "VitPose model breakage is unrelated to kernel-version incompatibility." + }, + { + "left": "issue:39379", + "right": "issue:43232", + "accept": false, + "reason": "mllama mask handling and generation kwargs after sync_gpus are separate code paths." + }, + { + "left": "issue:44188", + "right": "issue:46328", + "accept": false, + "reason": "Attention-kernel divergence on torch.compile is unrelated to SequenceFeatureExtractor.pad performance." + }, + { + "left": "issue:39401", + "right": "issue:46614", + "accept": false, + "reason": "Qwen3 tokenizer offset mapping bug vs stale espeak backend state in phonemization." + }, + { + "left": "issue:45357", + "right": "issue:45478", + "accept": false, + "reason": "Both involve Qwen3.5/Moe regressions, but one is save_pretrained key serialization and the other is from_pretrained loading." + }, + { + "left": "issue:42673", + "right": "issue:45072", + "accept": false, + "reason": "VRAM leak in multithreaded dataloader use is not the same as CI bfloat16 dtype mismatches." + }, + { + "left": "issue:42757", + "right": "issue:44351", + "accept": false, + "reason": "Different import symbols from different packages; same symptom class, not the same bug." + }, + { + "left": "issue:36296", + "right": "issue:43116", + "accept": false, + "reason": "Tensor parallel training bug vs multi-label classification example script returning empty results are distinct problems." + }, + { + "left": "issue:44483", + "right": "issue:47217", + "accept": false, + "reason": "Chat-completions API acceptance failure is unrelated to VL image-placeholder handling." + }, + { + "left": "issue:46231", + "right": "issue:46877", + "accept": false, + "reason": "Documentation parameter-name mismatch vs auto_docstring printing lint diagnostics at import time." + }, + { + "left": "issue:44610", + "right": "issue:46909", + "accept": false, + "reason": "OmDet-Turbo processor image-size mismatch vs a broken DIA documentation example." + }, + { + "left": "issue:44625", + "right": "issue:46002", + "accept": false, + "reason": "Qwen3.5 num_labels propagation bug and NaNs in classification heads are not the same underlying issue." + }, + { + "left": "issue:42898", + "right": "issue:46614", + "accept": false, + "reason": "Tokenization cleanup behavior change vs phonemizer backend caching are unrelated." + }, + { + "left": "issue:43976", + "right": "issue:45446", + "accept": false, + "reason": "Python version support/load failure is a different regression from a PyTorch version-check bug in flex_attention." + }, + { + "left": "issue:45083", + "right": "issue:45446", + "accept": false, + "reason": "qwen3_omni_moe feature-length helper behavior is unrelated to flex_attention import gating." + }, + { + "left": "issue:43611", + "right": "issue:46002", + "accept": false, + "reason": "base_model_prefix loading regression and classification-head NaNs affect different subsystems and failure modes." + }, + { + "left": "issue:38617", + "right": "issue:45278", + "accept": false, + "reason": "A single missing import symbol is not the same as a broad set of import errors after upgrade." + }, + { + "left": "issue:43116", + "right": "issue:43493", + "accept": false, + "reason": "Example-script multi-label output bug vs SigLIP2 HF/JAX numerical discrepancy." + }, + { + "left": "issue:44075", + "right": "issue:44936", + "accept": false, + "reason": "Optimizer SGD arguments not being used is unrelated to train-then-evaluate 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": 28, + "review_unit_index": 58, + "review_unit_count": 68, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-547", + "nodes": [ + "issue:33453", + "issue:39379", + "issue:39401", + "issue:42222", + "issue:42371", + "issue:42617", + "issue:42673", + "issue:42796", + "issue:43064", + "issue:43066", + "issue:43116", + "issue:43208", + "issue:43618", + "issue:43673", + "issue:43688", + "issue:43824", + "issue:43825", + "issue:43827", + "issue:43874", + "issue:43937", + "issue:43992", + "issue:44117", + "issue:44291", + "issue:44355", + "issue:44466", + "issue:44485", + "issue:44704", + "issue:44779", + "issue:44977", + "issue:45071", + "issue:45081", + "issue:45341", + "issue:45362", + "issue:45405", + "issue:45446", + "issue:45478", + "issue:45563", + "issue:45588", + "issue:46002", + "issue:46231", + "issue:46328", + "issue:46710", + "issue:46726", + "issue:46829", + "issue:46894", + "issue:46981", + "issue:47000", + "issue:47116" + ], + "soft_pairs": [ + "issue:43066|issue:44779", + "issue:42673|issue:42796", + "issue:45362|issue:45478", + "issue:43937|issue:44485", + "issue:43066|issue:46710", + "issue:43618|issue:46829", + "issue:46726|issue:46981", + "issue:43116|issue:43825", + "issue:44355|issue:46231", + "issue:43827|issue:45446", + "issue:42371|issue:43874", + "issue:44291|issue:45071", + "issue:43992|issue:44704", + "issue:45405|issue:45446", + "issue:44117|issue:45588", + "issue:39379|issue:43688", + "issue:43824|issue:46981", + "issue:44117|issue:45081", + "issue:43673|issue:46328", + "issue:42617|issue:45341", + "issue:43937|issue:45563", + "issue:46328|issue:47116", + "issue:43064|issue:43673", + "issue:43208|issue:46894", + "issue:33453|issue:39401", + "issue:43937|issue:44977", + "issue:44466|issue:46002", + "issue:42222|issue:47000" + ], + "prepared_review_unit_hash": "0aeadea37a57b5f51070be63e33a3eb58478ce195ce518a32beabe759b954d43", + "component_budget": { + "node_count": 547, + "item_count": 547, + "soft_pair_count": 2032, + "serialized_chars": 1051055, + "estimated_input_tokens": 262764, + "estimated_eval_tokens": 525784 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 28, + "serialized_chars": 35990, + "estimated_input_tokens": 8998, + "estimated_eval_tokens": 18252 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly a collection of unrelated Transformers regressions that only share broad v5/tokenizer/model-family similarity. None of the soft edges look like the same concrete bug, so I would reject them all. The closest thing to a hub is the v5 tokenizer issue, but it does not represent the full cluster well.", + "confidence": 0.72, + "canonical_issue_reason": "issue:43066 is the broadest and most central of the tokenizer/v5 regressions in this set, so it is the best available issue anchor, even though it does not actually subsume most of the other reports.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43066 is the closest representative issue for the recurring v5 tokenizer-loading/decoder behavior subset; the rest of the items are too heterogeneous to share one true canonical bug.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43066", + "right": "issue:44779", + "accept": false, + "reason": "Both are tokenizer-related v5 regressions, but one is a decoder-type/loading issue and the other is DeepSeek tokenization correctness; different failure modes." + }, + { + "left": "issue:42673", + "right": "issue:42796", + "accept": false, + "reason": "VRAM leak in multi-dataloader threads is unrelated to Ministral tokenizer BPE-marker handling." + }, + { + "left": "issue:45362", + "right": "issue:45478", + "accept": false, + "reason": "Both involve Qwen3.5, but one is a chat crash and the other is a from_pretrained/MoE loading error; not the same bug." + }, + { + "left": "issue:43937", + "right": "issue:44485", + "accept": false, + "reason": "GenerationConfig validation and GLM-5 RoPE implementation are different code paths and symptoms." + }, + { + "left": "issue:43066", + "right": "issue:46710", + "accept": false, + "reason": "Tokenizer decoder type mismatch is not the same as a DeepSeek-R1 accuracy regression after upgrade." + }, + { + "left": "issue:43618", + "right": "issue:46829", + "accept": false, + "reason": "CLIPOutput attentions missing and VideoPrism hidden_states misassigned are separate output-shaping bugs." + }, + { + "left": "issue:46726", + "right": "issue:46981", + "accept": false, + "reason": "Missing vision backend error handling is unrelated to repeated HTTP 429 retries in AutoProcessor.from_pretrained." + }, + { + "left": "issue:43116", + "right": "issue:43825", + "accept": false, + "reason": "Multi-label classification example bug and pipeline translation error-message bug affect different scripts and paths." + }, + { + "left": "issue:44355", + "right": "issue:46231", + "accept": false, + "reason": "Compiled Python file errors and set_training() doc/parameter mismatch are unrelated." + }, + { + "left": "issue:43827", + "right": "issue:45446", + "accept": false, + "reason": "Docs still mentioning pipeline() and the AuxRequest PyTorch version check are unrelated issues." + }, + { + "left": "issue:42371", + "right": "issue:43874", + "accept": false, + "reason": "TF32 API-settings guidance and GLM46V image-patch counting are unrelated." + }, + { + "left": "issue:44291", + "right": "issue:45071", + "accept": false, + "reason": "init_empty_weights/_is_hf_initialized loading error and PretrainedConfig type checking are separate v5 regressions." + }, + { + "left": "issue:43992", + "right": "issue:44704", + "accept": false, + "reason": "Missing embed_tokens.weight in UMT5Encoder and AutoProcessor not forwarding kwargs are different loading bugs." + }, + { + "left": "issue:45405", + "right": "issue:45446", + "accept": false, + "reason": "PEFT version bump issue is unrelated to the AuxRequest import/version-check problem." + }, + { + "left": "issue:44117", + "right": "issue:45588", + "accept": false, + "reason": "TOKENIZER_MAPPING_NAMES None-handling and flash_attention s_aux=None crash are different failure points." + }, + { + "left": "issue:39379", + "right": "issue:43688", + "accept": false, + "reason": "mllama mask handling and auxiliary-loss normalization are unrelated modeling bugs." + }, + { + "left": "issue:43824", + "right": "issue:46981", + "accept": false, + "reason": "Qwen2.5-VL import failure and repeated 429 retries are unrelated." + }, + { + "left": "issue:44117", + "right": "issue:45081", + "accept": false, + "reason": "Tokenizer mapping None-handling and Mistral regex patch crash are distinct tokenizer-path issues." + }, + { + "left": "issue:43673", + "right": "issue:46328", + "accept": false, + "reason": "Cache-missing generation bug and SequenceFeatureExtractor.pad performance issue are unrelated." + }, + { + "left": "issue:42617", + "right": "issue:45341", + "accept": false, + "reason": "3d_parallel.py runtime failure and a testing_utils.py bug do not look like the same bug." + }, + { + "left": "issue:43937", + "right": "issue:45563", + "accept": false, + "reason": "Invalid GenerationConfig and stale num_return_sequences warning in paged generate are different behaviors." + }, + { + "left": "issue:46328", + "right": "issue:47116", + "accept": false, + "reason": "Padding performance inefficiency and streaming pipeline regression are not the same code-path problem." + }, + { + "left": "issue:43064", + "right": "issue:43673", + "accept": false, + "reason": "Optimizer-state corruption under FSDP2/PEFT and missing GenerationMixin cache are unrelated training vs generation bugs." + }, + { + "left": "issue:43208", + "right": "issue:46894", + "accept": false, + "reason": "xLSTM training blockers and CohereASR double-shift loss bug are different model-specific training issues." + }, + { + "left": "issue:33453", + "right": "issue:39401", + "accept": false, + "reason": "Tokenizer loading regression and Qwen3 offset_mapping bug are both tokenizer-adjacent but not the same defect." + }, + { + "left": "issue:43937", + "right": "issue:44977", + "accept": false, + "reason": "GLM-5 GenerationConfig validation and Qwen3.5 flash-attention generation issues are separate problems." + }, + { + "left": "issue:44466", + "right": "issue:46002", + "accept": false, + "reason": "lm_head serialization inconsistency and NaNs in classification heads after checkout/init are unrelated." + }, + { + "left": "issue:42222", + "right": "issue:47000", + "accept": false, + "reason": "vitpose model breakage and RTDetrLoss infeasible cost matrix are different model/task 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": 28, + "review_unit_index": 59, + "review_unit_count": 68, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-547", + "nodes": [ + "issue:38617", + "issue:39379", + "issue:39401", + "issue:41628", + "issue:42222", + "issue:43097", + "issue:43122", + "issue:43408", + "issue:43441", + "issue:43450", + "issue:43742", + "issue:43937", + "issue:43986", + "issue:44220", + "issue:44263", + "issue:44380", + "issue:44410", + "issue:44483", + "issue:44493", + "issue:44496", + "issue:44704", + "issue:44779", + "issue:44829", + "issue:44877", + "issue:44964", + "issue:45071", + "issue:45092", + "issue:45216", + "issue:45278", + "issue:45310", + "issue:45341", + "issue:45440", + "issue:45464", + "issue:45561", + "issue:45632", + "issue:46077", + "issue:46231", + "issue:46298", + "issue:46328", + "issue:46512", + "issue:46710", + "issue:46752", + "issue:46762", + "issue:46897", + "issue:46981", + "issue:47059", + "issue:47110" + ], + "soft_pairs": [ + "issue:43450|issue:43986", + "issue:43408|issue:43742", + "issue:44380|issue:46077", + "issue:45071|issue:46512", + "issue:45092|issue:46762", + "issue:42222|issue:43441", + "issue:39379|issue:46897", + "issue:44877|issue:46231", + "issue:42222|issue:46752", + "issue:45632|issue:46981", + "issue:44263|issue:46762", + "issue:44483|issue:45464", + "issue:39401|issue:44779", + "issue:44829|issue:45216", + "issue:45341|issue:45561", + "issue:45440|issue:46328", + "issue:45071|issue:47059", + "issue:44410|issue:45310", + "issue:39401|issue:46710", + "issue:38617|issue:44220", + "issue:43937|issue:44496", + "issue:43122|issue:46298", + "issue:38617|issue:41628", + "issue:44964|issue:45278", + "issue:44704|issue:47110", + "issue:43097|issue:44493" + ], + "prepared_review_unit_hash": "40f1e842881fb24a6eb2fbce15b4333b6276b735e4533b0fa2bc88acf8010e99", + "component_budget": { + "node_count": 547, + "item_count": 547, + "soft_pair_count": 2032, + "serialized_chars": 1051055, + "estimated_input_tokens": 262764, + "estimated_eval_tokens": 525784 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 26, + "serialized_chars": 34727, + "estimated_input_tokens": 8682, + "estimated_eval_tokens": 17620 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "All soft pairs are false positives: the items span unrelated bugs and regressions across different models, loaders, tokenizers, processors, and configs. No single canonical issue/PR emerges from this set.", + "confidence": 0.97, + "canonical_issue_reason": "No canonical issue: the candidate set is heterogeneous and does not reflect one underlying bug or code path.", + "canonical_pr_reason": "No PRs are present in the input.", + "best_issue_reason": "No issue is a strong cluster representative; none of the items recur as the same defect across multiple pairs.", + "best_pr_reason": "No PRs are present in the input.", + "soft_edge_verdicts": [ + { + "left": "issue:43450", + "right": "issue:43986", + "accept": false, + "reason": "Different failures: batched video processor output shape vs AutoProcessor crash without torchvision." + }, + { + "left": "issue:43408", + "right": "issue:43742", + "accept": false, + "reason": "Unrelated problems: model-type warning for sam3 variants vs key error loading MobileLLM-125M." + }, + { + "left": "issue:44380", + "right": "issue:46077", + "accept": false, + "reason": "Both are attention-related, but they affect different models and different bugs (GPT2 scaling vs Gemma4 mask construction)." + }, + { + "left": "issue:45071", + "right": "issue:46512", + "accept": false, + "reason": "Type-checking regression in config vs stale dtype metadata after from_config; not the same code-path bug." + }, + { + "left": "issue:45092", + "right": "issue:46762", + "accept": false, + "reason": "Different model behavior: meta-init incompatibility for old InternVL2 checkpoints vs numerical mismatch in Minimax MSA attention." + }, + { + "left": "issue:42222", + "right": "issue:43441", + "accept": false, + "reason": "Both mention model loading/runtime issues, but one is vitpose breakage and the other is FlashAttention failure for Ministral-3." + }, + { + "left": "issue:39379", + "right": "issue:46897", + "accept": false, + "reason": "Different underlying defects: mllama mask handling vs Florence2 training-loss double-shift." + }, + { + "left": "issue:44877", + "right": "issue:46231", + "accept": false, + "reason": "Strict config loading vs documentation parameter-name mismatch; these are not the same bug." + }, + { + "left": "issue:42222", + "right": "issue:46752", + "accept": false, + "reason": "Completely different surfaces: vitpose model breakage vs empty-list crash in apply_chat_template." + }, + { + "left": "issue:45632", + "right": "issue:46981", + "accept": false, + "reason": "Both involve loading helpers, but cache-path collisions and repeated 429 retries are separate issues." + }, + { + "left": "issue:44263", + "right": "issue:46762", + "accept": false, + "reason": "Different code paths: torch.split handling in GlmMoeDsaIndexer vs attention numerical parity in Minimax." + }, + { + "left": "issue:44483", + "right": "issue:45464", + "accept": false, + "reason": "Both hit chat/completions, but one is request validation and the other is streaming inference on a specific model." + }, + { + "left": "issue:39401", + "right": "issue:44779", + "accept": false, + "reason": "Tokenizer bugs in different families: Qwen3 offset mapping vs DeepSeek tokenization changes." + }, + { + "left": "issue:44829", + "right": "issue:45216", + "accept": false, + "reason": "Different regressions: FlashAttention-3 training degeneration vs save_pretrained checkpoint corruption." + }, + { + "left": "issue:45341", + "right": "issue:45561", + "accept": false, + "reason": "The first is a small testing_utils bug; the second is an xdist race in patched testing utils." + }, + { + "left": "issue:45440", + "right": "issue:46328", + "accept": false, + "reason": "Different subsystems and effects: DeepSeekV3MoE divergence vs a padding performance issue in SequenceFeatureExtractor." + }, + { + "left": "issue:45071", + "right": "issue:47059", + "accept": false, + "reason": "Broad version-related failures, but one is config type checking and the other is a CLI test break from a hub API change." + }, + { + "left": "issue:44410", + "right": "issue:45310", + "accept": false, + "reason": "Related Qwen family, but one is missing projections in qwen3next and the other is a from_pretrained error for Qwen3.5 MoE." + }, + { + "left": "issue:39401", + "right": "issue:46710", + "accept": false, + "reason": "Both are tokenizer/model regressions, but they affect different model families and different failure modes." + }, + { + "left": "issue:38617", + "right": "issue:44220", + "accept": false, + "reason": "ImportError for a removed symbol vs audio feature extraction bug; unrelated root causes." + }, + { + "left": "issue:43937", + "right": "issue:44496", + "accept": false, + "reason": "Different validation failures: invalid GenerationConfig for GLM-5 vs unrecognized model/config loading error for Olmo-Hybrid." + }, + { + "left": "issue:43122", + "right": "issue:46298", + "accept": false, + "reason": "Tokenization regression vs a noisy logging message; not the same underlying defect." + }, + { + "left": "issue:38617", + "right": "issue:41628", + "accept": false, + "reason": "Both are import failures, but for different symbols and different release regressions." + }, + { + "left": "issue:44964", + "right": "issue:45278", + "accept": false, + "reason": "Specific model-loading failure vs broad import errors after upgrade; too general and not the same bug." + }, + { + "left": "issue:44704", + "right": "issue:47110", + "accept": false, + "reason": "AutoProcessor kwargs/cached-file behavior is unrelated to the special_tokens list/dict attribute error." + }, + { + "left": "issue:43097", + "right": "issue:44493", + "accept": false, + "reason": "Different regressions around config/model defaults: removed tie_embeddings flag vs unexpected position-id keys." + } + ] + }, + "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": 28, + "review_unit_index": 60, + "review_unit_count": 68, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-547", + "nodes": [ + "issue:27957", + "issue:29925", + "issue:30947", + "issue:42371", + "issue:42831", + "issue:43012", + "issue:43066", + "issue:43097", + "issue:43122", + "issue:43208", + "issue:43352", + "issue:43441", + "issue:43452", + "issue:43531", + "issue:43577", + "issue:43673", + "issue:43874", + "issue:43931", + "issue:43957", + "issue:43986", + "issue:44038", + "issue:44075", + "issue:44077", + "issue:44117", + "issue:44230", + "issue:44261", + "issue:44263", + "issue:44351", + "issue:44410", + "issue:44484", + "issue:44485", + "issue:44829", + "issue:44987", + "issue:45071", + "issue:45310", + "issue:45341", + "issue:45372", + "issue:45478", + "issue:45542", + "issue:45588", + "issue:45656", + "issue:46050", + "issue:46752", + "issue:46762", + "issue:46897", + "issue:46981", + "issue:47116", + "issue:47448" + ], + "soft_pairs": [ + "issue:42371|issue:42831", + "issue:42371|issue:44261", + "issue:44261|issue:46762", + "issue:44077|issue:46981", + "issue:43931|issue:44410", + "issue:43208|issue:46897", + "issue:44038|issue:44230", + "issue:43066|issue:43122", + "issue:44484|issue:45310", + "issue:44075|issue:45656", + "issue:43673|issue:45341", + "issue:44410|issue:45478", + "issue:44263|issue:44485", + "issue:43097|issue:43452", + "issue:29925|issue:30947", + "issue:43931|issue:44038", + "issue:43957|issue:44351", + "issue:45071|issue:45542", + "issue:45341|issue:47448", + "issue:43441|issue:44829", + "issue:43012|issue:43577", + "issue:43874|issue:44261", + "issue:43531|issue:45341", + "issue:44117|issue:44987", + "issue:46752|issue:47116", + "issue:43097|issue:45588", + "issue:27957|issue:43352", + "issue:43986|issue:45372", + "issue:43097|issue:46050" + ], + "prepared_review_unit_hash": "1474972751fd8630fd1f1a3eab21be7d88a16366c3059bb558b71b52e8c3f82e", + "component_budget": { + "node_count": 547, + "item_count": 547, + "soft_pair_count": 2032, + "serialized_chars": 1051055, + "estimated_input_tokens": 262764, + "estimated_eval_tokens": 525784 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 29, + "serialized_chars": 36080, + "estimated_input_tokens": 9020, + "estimated_eval_tokens": 18296 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly a collection of loosely related Transformers bug reports spanning tokenizer, generation, model-loading, and precision issues. I do not see any soft-edge pair that is clearly the same underlying bug/change. ", + "confidence": 0.82, + "canonical_issue_reason": "issue:45310 is the clearest concrete bug report in the set, and it appears to be the main report for the Qwen3.5 MoE from_pretrained failure that later resurfaced as issue:45478.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45310 is the most representative issue here because it describes a specific reproducible failure with a clear model/version scope.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:42371", + "right": "issue:42831", + "accept": false, + "reason": "Both concern numeric behavior, but one is TF32 API guidance and the other is FineGrainedFP8 accuracy; different bugs." + }, + { + "left": "issue:42371", + "right": "issue:44261", + "accept": false, + "reason": "Unrelated precision complaints; TF32 control guidance vs a layernorm epsilon mismatch." + }, + { + "left": "issue:44261", + "right": "issue:46762", + "accept": false, + "reason": "Different models and failure modes: MLA epsilon precision error vs Minimax MSA numerical differences." + }, + { + "left": "issue:44077", + "right": "issue:46981", + "accept": false, + "reason": "Optimizer behavior in training vs repeated HTTP retries during AutoProcessor loading; not the same bug." + }, + { + "left": "issue:43931", + "right": "issue:44410", + "accept": false, + "reason": "Both touch Qwen3-VL-family models, but one is a weight-shape load error and the other is missing projections; distinct issues." + }, + { + "left": "issue:43208", + "right": "issue:46897", + "accept": false, + "reason": "Both mention training bugs, but xLSTM multi-bug report and Florence2 double-shift are separate code paths." + }, + { + "left": "issue:44038", + "right": "issue:44230", + "accept": false, + "reason": "One is a Transformers v5 bug for Qwen3-VL-Moe, the other is an fp8 support request; not the same underlying issue." + }, + { + "left": "issue:43066", + "right": "issue:43122", + "accept": false, + "reason": "Tokenizer decoder-type bug vs broader tokenization difference across versions; related area but not the same defect." + }, + { + "left": "issue:44484", + "right": "issue:45310", + "accept": false, + "reason": "max_shard_size/save_pretrained behavior is unrelated to the Qwen3.5 MoE from_pretrained error." + }, + { + "left": "issue:44075", + "right": "issue:45656", + "accept": false, + "reason": "Different optimizer problems: ignored SGD args vs optimizer.step being called twice with deepspeed." + }, + { + "left": "issue:43673", + "right": "issue:45341", + "accept": false, + "reason": "Generation cache regression vs a testing_utils bug; no shared code-path." + }, + { + "left": "issue:44410", + "right": "issue:45478", + "accept": false, + "reason": "Missing Qwen3next projections is a model-architecture issue, not the Qwen3.5 MoE from_pretrained failure." + }, + { + "left": "issue:44263", + "right": "issue:44485", + "accept": false, + "reason": "torch.split return values in an indexer and GLM-5 RoPE implementation are different bugs." + }, + { + "left": "issue:43097", + "right": "issue:43452", + "accept": false, + "reason": "Encoder-decoder embedding API removal and gguf_file loading breakage are unrelated." + }, + { + "left": "issue:29925", + "right": "issue:30947", + "accept": false, + "reason": "Tokenizer fast-mode enforcement and LLaMA3 BOS/EOS handling are separate tokenizer issues." + }, + { + "left": "issue:43931", + "right": "issue:44038", + "accept": false, + "reason": "Weight-shape mismatch on Qwen3-VL-30B vs a Transformers v5 FlashAttention-related bug on Qwen3-VL-Moe; not the same failure." + }, + { + "left": "issue:43957", + "right": "issue:44351", + "accept": false, + "reason": "Meta-device loading failures and HybridCache import errors are unrelated." + }, + { + "left": "issue:45071", + "right": "issue:45542", + "accept": false, + "reason": "PretrainedConfig type-checking regression and TensorBoard-without-TensorFlow backend error are different issues." + }, + { + "left": "issue:45341", + "right": "issue:47448", + "accept": false, + "reason": "Testing utility bug vs Gemma 4 architecture recognition issue; no common underlying change." + }, + { + "left": "issue:43441", + "right": "issue:44829", + "accept": false, + "reason": "FlashAttention support failure for Ministral vs degenerate training with flash_attention_3; different models and symptoms." + }, + { + "left": "issue:43012", + "right": "issue:43577", + "accept": false, + "reason": "bfloat16 warning during compile and Blip2 dtype propagation bug are distinct dtype-related issues." + }, + { + "left": "issue:43874", + "right": "issue:44261", + "accept": false, + "reason": "Missing image-patch count method and missing rms_norm_eps are unrelated implementation bugs." + }, + { + "left": "issue:43531", + "right": "issue:45341", + "accept": false, + "reason": "Qwen3-MoE sliding_window issue is unrelated to a testing utility bug." + }, + { + "left": "issue:44117", + "right": "issue:44987", + "accept": false, + "reason": "TOKENIZER_MAPPING_NAMES None handling and model loading failure for physical-intelligence/fast are different problems." + }, + { + "left": "issue:46752", + "right": "issue:47116", + "accept": false, + "reason": "Empty-list chat template crash and streaming pipeline regression are not the same code path." + }, + { + "left": "issue:43097", + "right": "issue:45588", + "accept": false, + "reason": "Removed tie_embeddings API and flash_attention.py s_aux=None crash are unrelated." + }, + { + "left": "issue:27957", + "right": "issue:43352", + "accept": false, + "reason": "Both mention Flash Attention 2, but they target different models and different support gaps." + }, + { + "left": "issue:43986", + "right": "issue:45372", + "accept": false, + "reason": "AutoProcessor without torchvision crash and ReasoningEffort import error are unrelated processor-loading problems." + }, + { + "left": "issue:43097", + "right": "issue:46050", + "accept": false, + "reason": "Encoder-decoder embedding API removal and sinq save/load breakage do not share 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": 28, + "review_unit_index": 61, + "review_unit_count": 68, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-547", + "nodes": [ + "issue:29159", + "issue:30947", + "issue:33453", + "issue:34567", + "issue:38617", + "issue:41950", + "issue:42757", + "issue:42907", + "issue:43012", + "issue:43097", + "issue:43208", + "issue:43550", + "issue:43673", + "issue:43873", + "issue:43874", + "issue:43937", + "issue:43986", + "issue:44038", + "issue:44062", + "issue:44117", + "issue:44246", + "issue:44261", + "issue:44263", + "issue:44360", + "issue:44410", + "issue:44484", + "issue:44485", + "issue:44704", + "issue:44936", + "issue:45103", + "issue:45341", + "issue:45375", + "issue:45440", + "issue:45478", + "issue:45753", + "issue:46123", + "issue:46172", + "issue:46298", + "issue:46365", + "issue:46369", + "issue:46655", + "issue:46664", + "issue:46701", + "issue:46710", + "issue:46752", + "issue:46821", + "issue:46981" + ], + "soft_pairs": [ + "issue:29159|issue:30947", + "issue:44263|issue:46172", + "issue:44484|issue:45478", + "issue:44360|issue:46172", + "issue:43097|issue:43873", + "issue:44261|issue:44485", + "issue:43208|issue:43550", + "issue:45753|issue:46369", + "issue:42907|issue:43937", + "issue:45440|issue:46172", + "issue:43986|issue:45341", + "issue:44246|issue:46981", + "issue:44117|issue:46701", + "issue:43012|issue:46821", + "issue:44062|issue:44117", + "issue:30947|issue:34567", + "issue:44410|issue:45375", + "issue:43673|issue:46123", + "issue:30947|issue:33453", + "issue:43874|issue:44263", + "issue:44936|issue:46365", + "issue:46172|issue:46710", + "issue:46298|issue:46752", + "issue:44038|issue:44410", + "issue:46655|issue:46664", + "issue:44704|issue:45103", + "issue:38617|issue:41950", + "issue:43986|issue:44484", + "issue:38617|issue:42757" + ], + "prepared_review_unit_hash": "c9ecb84a404de7a0bb93b89a3ba6df394c96636c04bc4301f5e0b79fe6a74f06", + "component_budget": { + "node_count": 547, + "item_count": 547, + "soft_pair_count": 2032, + "serialized_chars": 1051055, + "estimated_input_tokens": 262764, + "estimated_eval_tokens": 525784 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 29, + "serialized_chars": 35309, + "estimated_input_tokens": 8828, + "estimated_eval_tokens": 17912 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This is a noisy, heterogeneous cluster of Transformers issues; 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they do not point to one shared 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": 28, + "review_unit_index": 62, + "review_unit_count": 68, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-547", + "nodes": [ + "issue:30947", + "issue:33357", + "issue:36010", + "issue:36683", + "issue:42175", + "issue:42757", + "issue:42890", + "issue:42907", + "issue:43012", + "issue:43064", + "issue:43066", + "issue:43097", + "issue:43208", + "issue:43352", + "issue:43502", + "issue:43526", + "issue:43550", + "issue:43582", + "issue:43756", + "issue:43824", + "issue:43825", + "issue:43827", + "issue:43906", + "issue:43976", + "issue:43992", + "issue:44077", + "issue:44162", + "issue:44315", + "issue:44368", + "issue:44380", + "issue:44451", + "issue:44484", + "issue:44485", + "issue:44655", + "issue:44734", + "issue:44938", + "issue:45479", + "issue:45584", + "issue:45712", + "issue:45753", + "issue:46132", + "issue:46172", + "issue:46178", + "issue:46298", + "issue:46365", + "issue:46421", + "issue:47116", + "issue:47276" + ], + "soft_pairs": [ + "issue:43064|issue:44315", + "issue:42890|issue:46298", + "issue:44380|issue:46421", + "issue:44451|issue:47116", + "issue:43502|issue:43992", + "issue:44938|issue:46178", + "issue:43208|issue:43526", + "issue:43012|issue:43550", + "issue:43064|issue:47116", + "issue:45712|issue:46298", + "issue:43066|issue:43906", + "issue:42907|issue:45753", + "issue:42907|issue:44655", + "issue:45584|issue:46365", + "issue:43825|issue:44655", + "issue:43012|issue:44368", + "issue:44734|issue:47116", + "issue:43827|issue:47116", + "issue:36683|issue:43582", + "issue:44380|issue:45479", + "issue:44077|issue:46365", + "issue:43352|issue:43976", + "issue:30947|issue:33357", + "issue:44380|issue:46132", + "issue:43992|issue:44484", + "issue:42175|issue:46365", + "issue:44162|issue:46172", + "issue:42757|issue:43824", + "issue:43756|issue:44485", + "issue:43012|issue:47276", + "issue:36010|issue:42757", + "issue:43097|issue:46298", + "issue:43352|issue:44380" + ], + "prepared_review_unit_hash": "a55b39f94d787e8440cdf2668ae0e802f5be7b7e1292d7a87f31924a1ea6e2c1", + "component_budget": { + "node_count": 547, + "item_count": 547, + "soft_pair_count": 2032, + "serialized_chars": 1051055, + "estimated_input_tokens": 262764, + "estimated_eval_tokens": 525784 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 33, + "serialized_chars": 37452, + "estimated_input_tokens": 9363, + "estimated_eval_tokens": 18982 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This is a heterogeneous set of mostly unrelated issues; the soft matches are keyword-level similarities, not shared underlying bugs or changes, so none should be merged as duplicates.", + "confidence": 0.96, + "canonical_issue_reason": "No clear canonical issue: the items span unrelated bugs in loading, training, pipelines, imports, docs, tests, and model-specific behavior.", + "canonical_pr_reason": null, + "best_issue_reason": "No single issue is a good global representative because the cluster is not actually about one bug/change.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43064", + "right": "issue:44315", + "accept": false, + "reason": "Different failures: FSDP2/PEFT optimizer-state mismatch vs Liger Kernel application with model_init." + }, + { + "left": "issue:42890", + "right": "issue:46298", + "accept": false, + "reason": "Unrelated: flaky SamHQ integration tests from missing seeds vs a noisy logging message." + }, + { + "left": "issue:44380", + "right": "issue:46421", + "accept": false, + "reason": "Different code paths: GPT2 attention scaling under SDPA/FlashAttention vs chunked-prefill cache lazy initialization recompilation." + }, + { + "left": "issue:44451", + "right": "issue:47116", + "accept": false, + "reason": "Model loading failure for a specific checkpoint vs streaming pipeline regression; no shared underlying bug." + }, + { + "left": "issue:43502", + "right": "issue:43992", + "accept": false, + "reason": "Offline-download behavior vs missing encoder weight loading; different subsystems and symptoms." + }, + { + "left": "issue:44938", + "right": "issue:46178", + "accept": false, + "reason": "Python 3.14 import/load failure vs invalid backend mapping for tensorflow_text; not the same bug." + }, + { + "left": "issue:43208", + "right": "issue:43526", + "accept": false, + "reason": "xLSTM training blockers vs BeitImageProcessorFast label reduction bug; unrelated." + }, + { + "left": "issue:43012", + "right": "issue:43550", + "accept": false, + "reason": "PyTorch warning during bfloat16 compilation vs Bamba SDPA torch.compile failure; different issues." + }, + { + "left": "issue:43064", + "right": "issue:47116", + "accept": false, + "reason": "Optimizer-state mismatch in Trainer/FSDP2/PEFT vs streaming pipeline regression; no common code-path problem." + }, + { + "left": "issue:45712", + "right": "issue:46298", + "accept": false, + "reason": "Dummy class cleanup/check_repo issue vs noisy logging; unrelated." + }, + { + "left": "issue:43066", + "right": "issue:43906", + "accept": false, + "reason": "Tokenizer decoder type regression in v5 vs isolated reproduction of another issue; not the same concrete bug." + }, + { + "left": "issue:42907", + "right": "issue:45753", + "accept": false, + "reason": "Saving dequantized Ministrals/Devstrals vs Qwen3_5 image infinite loop; unrelated model behaviors." + }, + { + "left": "issue:42907", + "right": "issue:44655", + "accept": false, + "reason": "Both mention saving, but one is dequantized model save failure and the other is Pipeline.save_pretrained; different objects and failure modes." + }, + { + "left": "issue:45584", + "right": "issue:46365", + "accept": false, + "reason": "Whisper empty-transcription generation bug vs import failure caused by datasets; unrelated." + }, + { + "left": "issue:43825", + "right": "issue:44655", + "accept": false, + "reason": "Pipeline() error messaging vs saving Pipeline objects; same word, different bugs." + }, + { + "left": "issue:43012", + "right": "issue:44368", + "accept": false, + "reason": "Compilation warning vs tie_word_embeddings warning in a fine-tuning setup; no shared root cause." + }, + { + "left": "issue:44734", + "right": "issue:47116", + "accept": false, + "reason": "KV-cache continuation tensor indexing crash in serve vs streaming pipeline regression; distinct serving paths." + }, + { + "left": "issue:43827", + "right": "issue:47116", + "accept": false, + "reason": "Docs still referencing removed pipeline() vs runtime streaming regression; documentation vs execution bug." + }, + { + "left": "issue:36683", + "right": "issue:43582", + "accept": false, + "reason": "Gemma3Config missing vocab_size vs Apple Silicon TypeError in caching_allocator_warmup; unrelated." + }, + { + "left": "issue:44380", + "right": "issue:45479", + "accept": false, + "reason": "Attention backend scaling bug vs degenerate zero-loss sequence classification behavior; different model components." + }, + { + "left": "issue:44077", + "right": "issue:46365", + "accept": false, + "reason": "patchtsmixer post_init constraint vs Trainer import failure from datasets; unrelated." + }, + { + "left": "issue:43352", + "right": "issue:43976", + "accept": false, + "reason": "Model not supporting Flash Attention 2.0 vs Python version compatibility problem; not the same issue." + }, + { + "left": "issue:30947", + "right": "issue:33357", + "accept": false, + "reason": "Token BOS/EOS insertion not taking effect vs MacOS bus error loading a CLIP model; unrelated." + }, + { + "left": "issue:44380", + "right": "issue:46132", + "accept": false, + "reason": "GPT2 attention scaling under backends vs AttentionInterface.register behavior change; related vocabulary but different bugs." + }, + { + "left": "issue:43992", + "right": "issue:44484", + "accept": false, + "reason": "Missing embed_tokens.weight during load vs max shard size default question; unrelated." + }, + { + "left": "issue:42175", + "right": "issue:46365", + "accept": false, + "reason": "Packaging/backend selection issue vs Trainer import conflict with datasets; different dependency problems." + }, + { + "left": "issue:44162", + "right": "issue:46172", + "accept": false, + "reason": "ESM2 breakage impacting workflows vs DeepSeek tensor transpose bug; unrelated." + }, + { + "left": "issue:42757", + "right": "issue:43824", + "accept": false, + "reason": "Two different import errors for different symbols and packages; not the same underlying change." + }, + { + "left": "issue:43756", + "right": "issue:44485", + "accept": false, + "reason": "Smollm3 RoPE-layer count mismatch vs GLM-5 RoPE implementation discussion; different models and fixes." + }, + { + "left": "issue:43012", + "right": "issue:47276", + "accept": false, + "reason": "Bfloat16 compile warning vs misleading synced_gpus warning in continuous batching; unrelated." + }, + { + "left": "issue:36010", + "right": "issue:42757", + "accept": false, + "reason": "ImportError for GenerationMixin vs ImportError for is_offline_mode; same symptom class, different broken APIs." + }, + { + "left": "issue:43097", + "right": "issue:46298", + "accept": false, + "reason": "Removed tie_embeddings_and_encoder_decoder option vs noisy logging message; unrelated." + }, + { + "left": "issue:43352", + "right": "issue:44380", + "accept": false, + "reason": "Flash Attention support limitation vs GPT2 attention-scaling bug; different concrete 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": 28, + "review_unit_index": 63, + "review_unit_count": 68, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-547", + "nodes": [ + "issue:29870", + "issue:29925", + "issue:33453", + "issue:36296", + "issue:36683", + "issue:38617", + "issue:42548", + "issue:42831", + "issue:42890", + "issue:43064", + "issue:43299", + "issue:43352", + "issue:43475", + "issue:43502", + "issue:43525", + "issue:43611", + "issue:43618", + "issue:43761", + "issue:43867", + "issue:43976", + "issue:44077", + "issue:44222", + "issue:44261", + "issue:44263", + "issue:44351", + "issue:44355", + "issue:44380", + "issue:44483", + "issue:44514", + "issue:44625", + "issue:44655", + "issue:44855", + "issue:44938", + "issue:45216", + "issue:45276", + "issue:45478", + "issue:45593", + "issue:45759", + "issue:46077", + "issue:46202", + "issue:46365", + "issue:46512", + "issue:46877", + "issue:47059", + "issue:47276", + "issue:47321", + "issue:47332" + ], + "soft_pairs": [ + "issue:42831|issue:44261", + "issue:44483|issue:44514", + "issue:43618|issue:43761", + "issue:43064|issue:44380", + "issue:42890|issue:47059", + "issue:44222|issue:45478", + "issue:44625|issue:46365", + "issue:45276|issue:46077", + "issue:44655|issue:47321", + "issue:44655|issue:47332", + "issue:38617|issue:43502", + "issue:44625|issue:46077", + "issue:43611|issue:44655", + "issue:43299|issue:43867", + "issue:36683|issue:43475", + "issue:43352|issue:45593", + "issue:44380|issue:47276", + "issue:36683|issue:44077", + "issue:46077|issue:46512", + "issue:44263|issue:45759", + "issue:43976|issue:44938", + "issue:44355|issue:46877", + "issue:29925|issue:33453", + "issue:36683|issue:44625", + "issue:43867|issue:45216", + "issue:44938|issue:47059", + "issue:43618|issue:45216", + "issue:36683|issue:43525", + "issue:44355|issue:44855", + "issue:42548|issue:44351", + "issue:29870|issue:36296", + "issue:43867|issue:46202" + ], + "prepared_review_unit_hash": "2f4310ff5d6b07a0a373718981bfccd2a623711f50c5f1c7114d4eeb97f5064c", + "component_budget": { + "node_count": 547, + "item_count": 547, + "soft_pair_count": 2032, + "serialized_chars": 1051055, + "estimated_input_tokens": 262764, + "estimated_eval_tokens": 525784 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 32, + "serialized_chars": 36504, + "estimated_input_tokens": 9126, + "estimated_eval_tokens": 18508 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is noisy and largely heterogeneous: it mixes unrelated regressions across model configs, tokenizer/loading, save/load APIs, attention masking, FP8, and CLI/import behavior. None of the soft edges look like true duplicates of the same underlying bug or change.", + "confidence": 0.92, + "canonical_issue_reason": "issue:36683 is the strongest anchor if one issue must represent the cluster: it is a concrete, high-activity regression report with a clear failure mode and broad model-config relevance.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:36683 is the best representative issue because it is specific, well-scoped, and has the strongest discussion signal among the items.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:42831", + "right": "issue:44261", + "accept": false, + "reason": "Both mention accuracy/precision, but one is FineGrainedFP8 and the other is MLA q_a_layernorm config handling; different components and failure mechanisms." + }, + { + "left": "issue:44483", + "right": "issue:44514", + "accept": false, + "reason": "Different surfaces and bugs: chat/completions API rejection versus batched Qwen2_5_VLProcessor apply_chat_template crash." + }, + { + "left": "issue:43618", + "right": "issue:43761", + "accept": false, + "reason": "Both involve CLIP/vision outputs, but one is missing attentions assignment and the other is hidden_states being None; not the same concrete bug." + }, + { + "left": "issue:43064", + "right": "issue:44380", + "accept": false, + "reason": "One is trainer/FSDP2/PEFT optimizer-state corruption, the other is GPT2 attention scaling ignored in SDPA/FlashAttention; unrelated code paths." + }, + { + "left": "issue:42890", + "right": "issue:47059", + "accept": false, + "reason": "Test flakiness from missing set_seed is unrelated to a CLI break from huggingface_hub completion API changes." + }, + { + "left": "issue:44222", + "right": "issue:45478", + "accept": false, + "reason": "Both involve Qwen/moe and FP8/save/load issues, but one is FP8 save_pretrained moe and the other is a from_pretrained loading error on transformers>=5.4.0; not the same bug." + }, + { + "left": "issue:44625", + "right": "issue:46365", + "accept": false, + "reason": "Qwen3.5 num_labels propagation is unrelated to import-order issues where Trainer disappears until datasets is uninstalled." + }, + { + "left": "issue:45276", + "right": "issue:46077", + "accept": false, + "reason": "Both are Gemma4-related, but one is token embedding resize propagation and the other is bidirectional attention mask construction; separate defects." + }, + { + "left": "issue:44655", + "right": "issue:47321", + "accept": false, + "reason": "Saving Pipeline objects and AMD quark class updates are different problems with no shared failing code path." + }, + { + "left": "issue:44655", + "right": "issue:47332", + "accept": false, + "reason": "Pipeline save_pretrained failure and disk-offloaded Qwen3-VL-32B save failure are different save/offload scenarios and likely distinct fixes." + }, + { + "left": "issue:38617", + "right": "issue:43502", + "accept": false, + "reason": "An import error for a removed symbol is not the same as local_files_only still triggering network requests." + }, + { + "left": "issue:44625", + "right": "issue:46077", + "accept": false, + "reason": "Qwen3.5 num_labels propagation and Gemma4 bidirectional attention are separate config/attention issues." + }, + { + "left": "issue:43611", + "right": "issue:44655", + "accept": false, + "reason": "Base_model_prefix loading regression and pipeline serialization are different model-loading versus pipeline-save failures." + }, + { + "left": "issue:43299", + "right": "issue:43867", + "accept": false, + "reason": "Qwen3VL MoE model loading and sorted-state_dict load errors are unrelated load-path bugs." + }, + { + "left": "issue:36683", + "right": "issue:43475", + "accept": false, + "reason": "Missing vocab_size on Gemma3Config and missing fpn_position_embeddings on Sam3VisionEncoderOutput are different model-specific attribute regressions." + }, + { + "left": "issue:43352", + "right": "issue:45593", + "accept": false, + "reason": "Flash Attention 2 support gating for NemotronH is unrelated to D-FINE not applying auxiliary losses when denoising is off." + }, + { + "left": "issue:44380", + "right": "issue:47276", + "accept": false, + "reason": "GPT2 attention scaling in backend kernels is unrelated to a misleading warning message in continuous batching." + }, + { + "left": "issue:36683", + "right": "issue:44077", + "accept": false, + "reason": "Gemma3Config missing vocab_size and patchtsmixer post_init validation are different config-validation problems." + }, + { + "left": "issue:46077", + "right": "issue:46512", + "accept": false, + "reason": "Bidirectional attention mask logic and stale config.dtype after from_config are separate issues." + }, + { + "left": "issue:44263", + "right": "issue:45759", + "accept": false, + "reason": "A torch.split return-value bug in GlmMoeDsaIndexer is unrelated to AutoModelForCausalLM.from_config not unwrapping text_config for Qwen multimodal configs." + }, + { + "left": "issue:43976", + "right": "issue:44938", + "accept": false, + "reason": "Python-version compatibility failures in transformers 5.1.0 and 3.13/3.14 import issues are different environment regressions." + }, + { + "left": "issue:44355", + "right": "issue:46877", + "accept": false, + "reason": "Compiled Python file import errors and auto_docstring stdout logging are unrelated import-time behaviors." + }, + { + "left": "issue:29925", + "right": "issue:33453", + "accept": false, + "reason": "SigLIP tokenizer use_fast enforcement and tokenizer loading regression are only loosely related and do not describe the same failure." + }, + { + "left": "issue:36683", + "right": "issue:44625", + "accept": false, + "reason": "Both are config propagation issues, but one is missing vocab_size on Gemma3Config and the other is num_labels propagation for Qwen3.5; different models and fields." + }, + { + "left": "issue:43867", + "right": "issue:45216", + "accept": false, + "reason": "A sorted state_dict load error is not the same as a Qwen3.5 checkpoint-save regression." + }, + { + "left": "issue:44938", + "right": "issue:47059", + "accept": false, + "reason": "Python 3.14 loading failures and a huggingface_hub CLI completion attribute error are unrelated dependency breakages." + }, + { + "left": "issue:43618", + "right": "issue:45216", + "accept": false, + "reason": "CLIP attentions/hidden_states regressions are unrelated to Qwen3.5 save_pretrained checkpoint correctness." + }, + { + "left": "issue:36683", + "right": "issue:43525", + "accept": false, + "reason": "Both are missing config attributes, but they affect different models and fields: vocab_size for Gemma3 versus pad_token_id for Llama4." + }, + { + "left": "issue:44355", + "right": "issue:44855", + "accept": false, + "reason": "Compiled-file import errors and TorchScript decorator/comment parsing on Python 3.13 are different import-time failures." + }, + { + "left": "issue:42548", + "right": "issue:44351", + "accept": false, + "reason": "These are different import errors: PreTrainedModel missing versus HybridCache missing." + }, + { + "left": "issue:29870", + "right": "issue:36296", + "accept": false, + "reason": "An UnboundLocalError in Bart generate() and a tensor-parallel training bug are unrelated execution paths." + }, + { + "left": "issue:43867", + "right": "issue:46202", + "accept": false, + "reason": "A load error with sorted state_dict and Gemma pipeline roundtrip failure on \u2581 are different problems in different 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": 28, + "review_unit_index": 64, + "review_unit_count": 68, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-547", + "nodes": [ + "issue:28282", + "issue:29870", + "issue:33453", + "issue:36296", + "issue:41628", + "issue:41669", + "issue:42548", + "issue:42890", + "issue:43010", + "issue:43064", + "issue:43502", + "issue:43525", + "issue:43575", + "issue:43618", + "issue:43867", + "issue:43976", + "issue:43992", + "issue:44062", + "issue:44075", + "issue:44077", + "issue:44112", + "issue:44222", + "issue:44230", + "issue:44246", + "issue:44360", + "issue:44393", + "issue:44492", + "issue:44908", + "issue:44964", + "issue:45125", + "issue:45278", + "issue:45310", + "issue:45357", + "issue:45375", + "issue:45440", + "issue:45478", + "issue:45561", + "issue:45850", + "issue:46234", + "issue:46285", + "issue:46291", + "issue:46365", + "issue:46851", + "issue:47000", + "issue:47317", + "issue:47337", + "issue:47455" + ], + "soft_pairs": [ + "issue:44393|issue:47337", + "issue:44908|issue:46851", + "issue:43992|issue:47317", + "issue:43976|issue:47455", + "issue:44393|issue:47000", + "issue:44075|issue:46365", + "issue:43010|issue:45278", + "issue:29870|issue:33453", + "issue:43992|issue:45310", + "issue:36296|issue:43575", + "issue:46291|issue:47455", + "issue:43618|issue:44077", + "issue:43064|issue:44492", + "issue:41669|issue:44246", + "issue:42890|issue:45561", + "issue:28282|issue:33453", + "issue:43867|issue:45357", + "issue:44222|issue:45125", + "issue:43867|issue:45375", + "issue:43010|issue:43976", + "issue:43618|issue:46285", + "issue:46234|issue:47455", + "issue:43010|issue:45850", + "issue:45125|issue:45478", + "issue:44360|issue:45440", + "issue:45125|issue:45375", + "issue:43502|issue:44062", + "issue:42890|issue:44112", + "issue:41628|issue:42548", + "issue:43525|issue:47317", + "issue:42890|issue:44964", + "issue:44222|issue:44230" + ], + "prepared_review_unit_hash": "6d5b6ba903731d1ce9558bb8b82d1ad913a036fad5cc97c0e8cfeec46e40d92e", + "component_budget": { + "node_count": 547, + "item_count": 547, + "soft_pair_count": 2032, + "serialized_chars": 1051055, + "estimated_input_tokens": 262764, + "estimated_eval_tokens": 525784 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 32, + "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": "Most candidate links are false positives: they share a broad theme (imports, model loading, tensor parallelism, or tests) but not the same concrete bug. A few pairs look like genuine duplicates or near-duplicates, especially around the Qwen3.5 MoE from_pretrained/tp-plan regression, kernels version checking, and import-time slowdown.", + "confidence": 0.68, + "canonical_issue_reason": "No single canonical issue for the whole set; the items span several unrelated bug families. If a representative is needed, issue 45478 is the clearest member of the only tight duplicate-like family (Qwen3.5 MoE from_pretrained / tensor-parallel regression).", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 45478 is the best overall representative of the only strong duplicate family here: it matches the Qwen3.5 MoE from_pretrained/tensor-parallel failure pattern and has the clearest concrete scope.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44393", + "right": "issue:47337", + "accept": false, + "reason": "Both mention bounding boxes, but one is a Qwen3-VL hallucination/error report and the other is a flaky test about coordinate range; different failure modes." + }, + { + "left": "issue:44908", + "right": "issue:46851", + "accept": false, + "reason": "Scheduler kwargs being ignored is unrelated to Qwen3.5 variable-length position_ids handling." + }, + { + "left": "issue:43992", + "right": "issue:47317", + "accept": false, + "reason": "UMT5Encoder missing weights and PPFormulaNet training-loss bug are different model/code paths." + }, + { + "left": "issue:43976", + "right": "issue:47455", + "accept": false, + "reason": "Python version compatibility and a kernels version check bug are not the same underlying issue." + }, + { + "left": "issue:44393", + "right": "issue:47000", + "accept": false, + "reason": "Different models and different bugs: Qwen3-VL bbox output vs RTDetrLoss infeasible cost matrix." + }, + { + "left": "issue:44075", + "right": "issue:46365", + "accept": false, + "reason": "Unused SGD args is unrelated to Trainer import failure caused by datasets." + }, + { + "left": "issue:43010", + "right": "issue:45278", + "accept": false, + "reason": "Cache update no_grad behavior is unrelated to broad import errors after upgrade." + }, + { + "left": "issue:29870", + "right": "issue:33453", + "accept": false, + "reason": "Bart generate decoder mask bug and tokenizer-loading regression are different code paths." + }, + { + "left": "issue:43992", + "right": "issue:45310", + "accept": false, + "reason": "Missing embed_tokens.weight and Qwen3.5 MoE from_pretrained error are unrelated." + }, + { + "left": "issue:36296", + "right": "issue:43575", + "accept": false, + "reason": "Tensor-parallel training bug and Qwen2-57B-A14B-Instruct OOM are not the same concrete defect." + }, + { + "left": "issue:46291", + "right": "issue:47455", + "accept": true, + "reason": "Both point to the kernels import/version-validation problem; one reports the import failure, the other the bad version check." + }, + { + "left": "issue:43618", + "right": "issue:44077", + "accept": false, + "reason": "CLIPOutput attentions assignment and patchtsmixer post_init policy are unrelated model issues." + }, + { + "left": "issue:43064", + "right": "issue:44492", + "accept": false, + "reason": "FSDP2/PEFT optimizer-state corruption is unrelated to a cache-strategy typo." + }, + { + "left": "issue:41669", + "right": "issue:44246", + "accept": true, + "reason": "These look like the same import-time slowdown problem: import * in model modules causing transformers import to be slow." + }, + { + "left": "issue:42890", + "right": "issue:45561", + "accept": false, + "reason": "Missing set_seed in a flaky test is unrelated to a pytest-xdist race on captured_info.txt." + }, + { + "left": "issue:28282", + "right": "issue:33453", + "accept": false, + "reason": "Missing PyTorch dependency error is unrelated to tokenizer loading regression." + }, + { + "left": "issue:43867", + "right": "issue:45357", + "accept": false, + "reason": "State-dict sorting load error and incorrect visual encoder save keys are different save/load bugs." + }, + { + "left": "issue:44222", + "right": "issue:45125", + "accept": false, + "reason": "FP8 save_pretrained for MoE and missing _tp_plan for tensor parallelism are different concrete problems." + }, + { + "left": "issue:43867", + "right": "issue:45375", + "accept": false, + "reason": "Load-order issue and missing deepstack_visual_indexes in config are unrelated." + }, + { + "left": "issue:43010", + "right": "issue:43976", + "accept": false, + "reason": "Cache update decoration and Python version support are unrelated." + }, + { + "left": "issue:43618", + "right": "issue:46285", + "accept": false, + "reason": "CLIP attentions assignment and CLIP text-model structure mismatch are separate regressions." + }, + { + "left": "issue:46234", + "right": "issue:47455", + "accept": false, + "reason": "Missing falcon_mamba availability helper is unrelated to kernels version checking." + }, + { + "left": "issue:43010", + "right": "issue:45850", + "accept": false, + "reason": "Cache update no_grad behavior is unrelated to broad v5 model breakage claims." + }, + { + "left": "issue:45125", + "right": "issue:45478", + "accept": true, + "reason": "Same Qwen3.5 MoE family and likely the same tensor-parallel/from_pretrained regression; the missing _tp_plan is a plausible concrete cause of the reported error." + }, + { + "left": "issue:44360", + "right": "issue:45440", + "accept": false, + "reason": "DSA indexer ReLU discussion is unrelated to DeepseekV3 MoE implementation drift." + }, + { + "left": "issue:45125", + "right": "issue:45375", + "accept": false, + "reason": "Missing _tp_plan and missing vision-config field are different Qwen3.5 MoE issues." + }, + { + "left": "issue:43502", + "right": "issue:44062", + "accept": false, + "reason": "Offline loading API requests and AddedToken keyword conflicts are unrelated bugs." + }, + { + "left": "issue:42890", + "right": "issue:44112", + "accept": false, + "reason": "Seed-related flakiness and a stale device-override CI failure are not the same issue." + }, + { + "left": "issue:41628", + "right": "issue:42548", + "accept": false, + "reason": "Cannot import AutoImageProcessor and cannot import PreTrainedModel are similar symptoms but different missing exports." + }, + { + "left": "issue:43525", + "right": "issue:47317", + "accept": false, + "reason": "Llama4Config missing pad_token_id and PPFormulaNet training-loss bug are unrelated." + }, + { + "left": "issue:44222", + "right": "issue:44230", + "accept": false, + "reason": "FP8 save_pretrained support and FP8 inference support are related theme-wise but not the same concrete bug/change." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet and stays conservative overall. The accepted soft-edge pairs are plausible same-family matches, and the rejected pairs are generally justified by distinct model paths or failure modes. No clear overstatement of evidence 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": 28, + "review_unit_index": 65, + "review_unit_count": 68, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-547", + "nodes": [ + "issue:29870", + "issue:30333", + "issue:30990", + "issue:31795", + "issue:36296", + "issue:36683", + "issue:38175", + "issue:38617", + "issue:41628", + "issue:42757", + "issue:42898", + "issue:43010", + "issue:43065", + "issue:43232", + "issue:43299", + "issue:43475", + "issue:43502", + "issue:43526", + "issue:43576", + "issue:43723", + "issue:43824", + "issue:43827", + "issue:43874", + "issue:44038", + "issue:44077", + "issue:44230", + "issue:44355", + "issue:44387", + "issue:44485", + "issue:44556", + "issue:44734", + "issue:44749", + "issue:44861", + "issue:44961", + "issue:45071", + "issue:45125", + "issue:45850", + "issue:46095", + "issue:46132", + "issue:46143", + "issue:46144", + "issue:46617", + "issue:46664", + "issue:46726", + "issue:47059", + "issue:47110", + "issue:47317", + "issue:47455" + ], + "soft_pairs": [ + "issue:44387|issue:44556", + "issue:44734|issue:46617", + "issue:46143|issue:46144", + "issue:41628|issue:47455", + "issue:43723|issue:44556", + "issue:43824|issue:46617", + "issue:43576|issue:46132", + "issue:43010|issue:43065", + "issue:42898|issue:46664", + "issue:45071|issue:47317", + "issue:44355|issue:44749", + "issue:43502|issue:44485", + "issue:30990|issue:31795", + "issue:43874|issue:46617", + "issue:43010|issue:43232", + "issue:44230|issue:46095", + "issue:45850|issue:47110", + "issue:43299|issue:44556", + "issue:38175|issue:43502", + "issue:43827|issue:44961", + "issue:46664|issue:46726", + "issue:30333|issue:36296", + "issue:29870|issue:31795", + "issue:44038|issue:45125", + "issue:43576|issue:43824", + "issue:44355|issue:45071", + "issue:43502|issue:44961", + "issue:43576|issue:45071", + "issue:43576|issue:47059", + "issue:36296|issue:43526", + "issue:31795|issue:38617", + "issue:42757|issue:43576", + "issue:43475|issue:46617", + "issue:36683|issue:47110", + "issue:44077|issue:44861" + ], + "prepared_review_unit_hash": "a489a8a749327127a8f7f43240fcf92d5d5411d9352bf2687b6944966daabcc8", + "component_budget": { + "node_count": 547, + "item_count": 547, + "soft_pair_count": 2032, + "serialized_chars": 1051055, + "estimated_input_tokens": 262764, + "estimated_eval_tokens": 525784 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 35, + "serialized_chars": 37870, + "estimated_input_tokens": 9468, + "estimated_eval_tokens": 19192 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The set is mostly a collection of unrelated issues, with several v5-regression themes but no pair that clearly shares the same underlying bug or change. I would not merge any of the soft edges.", + "confidence": 0.92, + "canonical_issue_reason": "issue:43576 is the best canonical issue because it is concrete, reproducible, and clearly scoped to a specific v5 regression, making it a better representative triage target than the more generic breakage reports.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43576 is the best standalone issue to keep as the representative item: it has a specific failing command, a clear symptom, and some external references, so it is actionable and well-described.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44387", + "right": "issue:44556", + "accept": false, + "reason": "Both are version-related regressions, but one is an int4/OOM memory issue and the other is checkpoint reload compatibility; different bugs and code paths." + }, + { + "left": "issue:44734", + "right": "issue:46617", + "accept": false, + "reason": "Serving KV-cache indexing crash vs cache loading FileNotFoundError are unrelated failure modes." + }, + { + "left": "issue:46143", + "right": "issue:46144", + "accept": false, + "reason": "Both involve RoFormer, but one is missing kwargs passthrough and the other is attention-interface integration; not the same concrete bug." + }, + { + "left": "issue:41628", + "right": "issue:47455", + "accept": false, + "reason": "AutoImageProcessor import failure and kernel-version checking are unrelated." + }, + { + "left": "issue:43723", + "right": "issue:44556", + "accept": false, + "reason": "Tokenizer loading failure and checkpoint reload compatibility are distinct issues." + }, + { + "left": "issue:43824", + "right": "issue:46617", + "accept": false, + "reason": "Different import/load failures with different causes and affected paths." + }, + { + "left": "issue:43576", + "right": "issue:46132", + "accept": false, + "reason": "CLI env command regression and AttentionInterface.register behavior change are unrelated." + }, + { + "left": "issue:43010", + "right": "issue:43065", + "accept": false, + "reason": "Cache/no_grad decoration and Sam3PixelDecoder dummy Conv2d are unrelated implementation issues." + }, + { + "left": "issue:42898", + "right": "issue:46664", + "accept": false, + "reason": "Tokenization-space cleanup behavior and video-frame semantics are different bugs." + }, + { + "left": "issue:45071", + "right": "issue:47317", + "accept": false, + "reason": "PretrainedConfig type-checking breakage and PPFormulaNet training-loss bug do not share an underlying code-path." + }, + { + "left": "issue:44355", + "right": "issue:44749", + "accept": false, + "reason": "Compiled Python file errors and data-filter slowdown after upgrade are unrelated." + }, + { + "left": "issue:43502", + "right": "issue:44485", + "accept": false, + "reason": "Local-files-only network requests and GLM-5 RoPE implementation are unrelated." + }, + { + "left": "issue:30990", + "right": "issue:31795", + "accept": false, + "reason": "Loading hang and documentation confusion are not the same bug." + }, + { + "left": "issue:43874", + "right": "issue:46617", + "accept": false, + "reason": "Missing image-patch helper and trust_remote_code cache FileNotFoundError are different failures." + }, + { + "left": "issue:43010", + "right": "issue:43232", + "accept": false, + "reason": "Both touch generation internals, but one is cache update decoration and the other is sync_gpus update ordering; not the same bug." + }, + { + "left": "issue:44230", + "right": "issue:46095", + "accept": false, + "reason": "FP8 inference support request and weight conversion script question are unrelated." + }, + { + "left": "issue:45850", + "right": "issue:47110", + "accept": false, + "reason": "A broad v5 complaint and a special_tokens attribute error are not the same specific issue." + }, + { + "left": "issue:43299", + "right": "issue:44556", + "accept": false, + "reason": "Both mention loading breakage, but they concern different model families and failure mechanisms." + }, + { + "left": "issue:38175", + "right": "issue:43502", + "accept": false, + "reason": "Zero probabilities in SigLIP2 and unwanted API requests under local_files_only are unrelated." + }, + { + "left": "issue:43827", + "right": "issue:44961", + "accept": false, + "reason": "Docs still referencing removed pipeline() APIs and an unrelated placeholder issue title do not match." + }, + { + "left": "issue:46664", + "right": "issue:46726", + "accept": false, + "reason": "Video num_frames semantics vs AutoProcessor backend-missing handling are different processor issues." + }, + { + "left": "issue:30333", + "right": "issue:36296", + "accept": false, + "reason": "MLflow reporting after job failure and tensor-parallel training bugs are unrelated." + }, + { + "left": "issue:29870", + "right": "issue:31795", + "accept": false, + "reason": "A generate() UnboundLocalError and documentation confusion are not the same bug." + }, + { + "left": "issue:44038", + "right": "issue:45125", + "accept": false, + "reason": "Qwen3-VL-Moe loading regressions and missing tensor-parallel plan are different model-support issues." + }, + { + "left": "issue:43576", + "right": "issue:43824", + "accept": false, + "reason": "CLI env regression and missing Qwen2_5_VL import are unrelated failures." + }, + { + "left": "issue:44355", + "right": "issue:45071", + "accept": false, + "reason": "Compiled-file execution errors and PretrainedConfig type-checking breakage are unrelated." + }, + { + "left": "issue:43502", + "right": "issue:44961", + "accept": false, + "reason": "Local-files-only network calls and unrelated placeholder issue do not match." + }, + { + "left": "issue:42757", + "right": "issue:43576", + "accept": false, + "reason": "Hub offline-mode import failure and env CLI breakage are separate issues." + }, + { + "left": "issue:43475", + "right": "issue:46617", + "accept": false, + "reason": "Missing SAM3 vision attribute and trust_remote_code cache loading error are unrelated." + }, + { + "left": "issue:36683", + "right": "issue:47110", + "accept": false, + "reason": "Gemma3Config vocab_size attribute error and special_tokens dict/list mismatch are different bugs." + }, + { + "left": "issue:44077", + "right": "issue:44861", + "accept": false, + "reason": "post_init validation for patchtsmixer and tied-weight-key handling 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": 28, + "review_unit_index": 66, + "review_unit_count": 68, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-547", + "nodes": [ + "issue:41669", + "issue:42371", + "issue:42831", + "issue:43298", + "issue:43352", + "issue:43408", + "issue:43525", + "issue:43572", + "issue:43673", + "issue:43867", + "issue:43976", + "issue:44246", + "issue:44273", + "issue:44295", + "issue:44297", + "issue:44315", + "issue:44351", + "issue:44360", + "issue:44393", + "issue:44466", + "issue:44485", + "issue:44492", + "issue:44556", + "issue:44623", + "issue:44655", + "issue:44861", + "issue:44961", + "issue:45003", + "issue:45071", + "issue:45092", + "issue:45230", + "issue:45362", + "issue:45375", + "issue:45381", + "issue:45542", + "issue:45753", + "issue:45850", + "issue:46018", + "issue:46095", + "issue:46172", + "issue:46209", + "issue:46328", + "issue:46617", + "issue:46664", + "issue:47059", + "issue:47110", + "issue:47455" + ], + "soft_pairs": [ + "issue:45362|issue:45850", + "issue:44623|issue:45230", + "issue:44351|issue:46617", + "issue:44315|issue:44360", + "issue:45375|issue:47110", + "issue:43673|issue:44492", + "issue:45381|issue:46664", + "issue:44485|issue:44961", + "issue:44273|issue:45542", + "issue:43525|issue:47110", + "issue:43352|issue:44961", + "issue:44315|issue:46209", + "issue:42831|issue:44961", + "issue:44273|issue:45003", + "issue:44466|issue:44556", + "issue:43867|issue:47110", + "issue:41669|issue:43673", + "issue:43572|issue:45850", + "issue:46018|issue:46172", + "issue:43525|issue:45850", + "issue:44655|issue:44861", + "issue:44393|issue:45753", + "issue:44485|issue:46664", + "issue:42371|issue:44492", + "issue:44393|issue:45071", + "issue:44556|issue:45092", + "issue:44295|issue:45230", + "issue:44297|issue:45230", + "issue:44246|issue:44273", + "issue:45850|issue:47059", + "issue:43408|issue:44315", + "issue:41669|issue:47455", + "issue:43298|issue:46095", + "issue:43976|issue:44393", + "issue:44492|issue:46328", + "issue:44492|issue:45850" + ], + "prepared_review_unit_hash": "8b920457ac2d809f87de132834e27b1537f4896bc642ea7b1163beb97650cd59", + "component_budget": { + "node_count": 547, + "item_count": 547, + "soft_pair_count": 2032, + "serialized_chars": 1051055, + "estimated_input_tokens": 262764, + "estimated_eval_tokens": 525784 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 36, + "serialized_chars": 37197, + "estimated_input_tokens": 9300, + "estimated_eval_tokens": 18856 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly a loose collection of distinct Transformers bug reports. issue:45850 is still the best umbrella-style issue, but the import/lazy-loading pair is not supported strongly enough to treat as a duplicate regression.", + "confidence": 0.63, + "canonical_issue_reason": "issue:45850 is the broadest umbrella in the set and explicitly captures the general v5 breakage theme affecting many models.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45850 best represents the overall cluster because it is the only report framed as a broad, cross-cutting regression rather than a narrow model- or API-specific bug.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45362", + "right": "issue:45850", + "accept": false, + "reason": "Different bugs: a Qwen3.5 chat crash versus a broad v5 breakage complaint." + }, + { + "left": "issue:44623", + "right": "issue:45230", + "accept": false, + "reason": "Too vague on the right side; no evidence these are the same save_pretrained issue." + }, + { + "left": "issue:44351", + "right": "issue:46617", + "accept": false, + "reason": "Different failure modes: missing HybridCache import vs cache FileNotFoundError." + }, + { + "left": "issue:44315", + "right": "issue:44360", + "accept": false, + "reason": "Unrelated topics: Liger Kernel/model_init behavior vs DSA indexer discussion." + }, + { + "left": "issue:45375", + "right": "issue:47110", + "accept": false, + "reason": "Different config/schema bugs with no concrete shared code path." + }, + { + "left": "issue:43673", + "right": "issue:44492", + "accept": false, + "reason": "Both mention cache, but one is a generation cache regression and the other is a cache-strategy typo." + }, + { + "left": "issue:45381", + "right": "issue:46664", + "accept": false, + "reason": "Both are multimodal/video issues, but the concrete bugs differ." + }, + { + "left": "issue:44485", + "right": "issue:44961", + "accept": false, + "reason": "No relation; a GLM-5 RoPE issue versus an empty placeholder report." + }, + { + "left": "issue:44273", + "right": "issue:45542", + "accept": false, + "reason": "Import/lazy-loading slowdown is not the same as a TensorFlow backend dependency error." + }, + { + "left": "issue:43525", + "right": "issue:47110", + "accept": false, + "reason": "Distinct config attribute bug versus special_tokens structure bug." + }, + { + "left": "issue:43352", + "right": "issue:44961", + "accept": false, + "reason": "Flash Attention support issue versus an unrelated placeholder report." + }, + { + "left": "issue:44315", + "right": "issue:46209", + "accept": false, + "reason": "Different problems: model_init/Liger Kernel application vs FP8 inference failure." + }, + { + "left": "issue:42831", + "right": "issue:44961", + "accept": false, + "reason": "FineGrainedFP8 accuracy bug is unrelated to the placeholder issue." + }, + { + "left": "issue:44273", + "right": "issue:45003", + "accept": false, + "reason": "Both touch import internals, but the concrete bugs are different and not mergeable as one fix." + }, + { + "left": "issue:44466", + "right": "issue:44556", + "accept": false, + "reason": "Both are serialization/loading regressions, but the reported failures differ." + }, + { + "left": "issue:43867", + "right": "issue:47110", + "accept": false, + "reason": "Unrelated: state_dict sorting load error vs special_tokens mapping error." + }, + { + "left": "issue:41669", + "right": "issue:43673", + "accept": false, + "reason": "Both are performance regressions, but they concern different mechanisms." + }, + { + "left": "issue:43572", + "right": "issue:45850", + "accept": false, + "reason": "Specific missing pad_token_idx bug versus a broad v5 breakage umbrella." + }, + { + "left": "issue:46018", + "right": "issue:46172", + "accept": false, + "reason": "Different DeepSeek-V4 issues: shared expert gating vs comb dtype/transpose handling." + }, + { + "left": "issue:43525", + "right": "issue:45850", + "accept": false, + "reason": "Specific config attribute regression, not the same as the broad v5-breakage report." + }, + { + "left": "issue:44655", + "right": "issue:44861", + "accept": false, + "reason": "Different save/load paths and different concrete errors." + }, + { + "left": "issue:44393", + "right": "issue:45753", + "accept": false, + "reason": "Both are Qwen3.5/VL-related, but the observed bugs differ." + }, + { + "left": "issue:44485", + "right": "issue:46664", + "accept": false, + "reason": "Unrelated model areas: RoPE implementation vs video processor frame semantics." + }, + { + "left": "issue:42371", + "right": "issue:44492", + "accept": false, + "reason": "TF32 settings API discussion is unrelated to a cache-strategy typo." + }, + { + "left": "issue:44393", + "right": "issue:45071", + "accept": false, + "reason": "Different subsystems and different failure modes." + }, + { + "left": "issue:44556", + "right": "issue:45092", + "accept": false, + "reason": "Both are v5 compatibility complaints, but the concrete incompatibilities differ." + }, + { + "left": "issue:44295", + "right": "issue:45230", + "accept": false, + "reason": "Specific position_ids buffer bug versus an unspecific bug report." + }, + { + "left": "issue:44297", + "right": "issue:45230", + "accept": false, + "reason": "Tokenizer save_pretrained mismatch is unrelated to the placeholder issue." + }, + { + "left": "issue:44246", + "right": "issue:44273", + "accept": false, + "reason": "These are only loosely similar from titles; the packet does not establish the same lazy-loading/import slowdown regression." + }, + { + "left": "issue:45850", + "right": "issue:47059", + "accept": false, + "reason": "Generic v5 breakage versus a CLI completion incompatibility with huggingface_hub." + }, + { + "left": "issue:43408", + "right": "issue:44315", + "accept": false, + "reason": "Different model/config warnings and unrelated code paths." + }, + { + "left": "issue:41669", + "right": "issue:47455", + "accept": false, + "reason": "Import-star performance regression versus an unrelated kernel-version check issue." + }, + { + "left": "issue:43298", + "right": "issue:46095", + "accept": false, + "reason": "Continuous batching audio-model support is unrelated to DeepSeek-V4 conversion guidance." + }, + { + "left": "issue:43976", + "right": "issue:44393", + "accept": false, + "reason": "Python version compatibility bug versus Qwen3-VL bounding-box output bug." + }, + { + "left": "issue:44492", + "right": "issue:46328", + "accept": false, + "reason": "Different cache-related issues: typo vs feature-extractor padding performance." + }, + { + "left": "issue:44492", + "right": "issue:45850", + "accept": false, + "reason": "A cache-strategy typo is not the same as the broad v5 breakage umbrella." + } + ] + }, + "evaluator_result": { + "accept": false, + "feedback": "The overall summary is mostly grounded, but one soft-edge verdict is too strong for the evidence available: issue:44246 and issue:44273 are only loosely similar from their titles, and the packet does not support claiming they are the same lazy-loading/import slowdown regression. A more conservative verdict would be false or at least explicitly tentative. Because of that overstatement, I can\u2019t accept the output." + }, + "evaluator_used": true, + "retried": true, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 28, + "review_unit_index": 67, + "review_unit_count": 68, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-547", + "nodes": [ + "issue:28348", + "issue:31795", + "issue:33453", + "issue:37428", + "issue:41669", + "issue:42371", + "issue:42890", + "issue:42913", + "issue:43066", + "issue:43352", + "issue:43502", + "issue:43519", + "issue:43576", + "issue:43606", + "issue:43618", + "issue:43704", + "issue:43827", + "issue:43976", + "issue:44230", + "issue:44261", + "issue:44273", + "issue:44315", + "issue:44351", + "issue:44360", + "issue:44485", + "issue:44492", + "issue:44623", + "issue:44704", + "issue:44861", + "issue:44908", + "issue:44998", + "issue:45071", + "issue:45230", + "issue:45250", + "issue:45290", + "issue:45310", + "issue:45341", + "issue:45468", + "issue:45656", + "issue:45850", + "issue:46218", + "issue:46655", + "issue:46894", + "issue:47059", + "issue:47110", + "issue:47176", + "issue:47177", + "issue:47455" + ], + "soft_pairs": [ + "issue:44704|issue:44908", + "issue:41669|issue:46218", + "issue:42890|issue:44908", + "issue:41669|issue:45341", + "issue:44908|issue:45071", + "issue:43976|issue:46218", + "issue:43827|issue:44908", + "issue:43576|issue:47176", + "issue:45230|issue:45656", + "issue:42913|issue:43066", + "issue:43976|issue:47176", + "issue:31795|issue:33453", + "issue:44273|issue:47455", + "issue:44315|issue:47455", + "issue:43519|issue:46655", + "issue:45468|issue:46894", + "issue:44861|issue:47110", + "issue:43976|issue:47177", + "issue:44485|issue:47176", + "issue:31795|issue:37428", + "issue:44360|issue:45468", + "issue:43519|issue:44485", + "issue:43576|issue:44273", + "issue:44485|issue:47177", + "issue:44861|issue:47059", + "issue:43519|issue:44908", + "issue:43606|issue:45468", + "issue:41669|issue:43704", + "issue:43576|issue:46218", + "issue:28348|issue:45250", + "issue:42371|issue:43704", + "issue:44485|issue:45468", + "issue:43704|issue:44485", + "issue:43352|issue:47177", + "issue:43352|issue:47176", + "issue:45850|issue:47177", + "issue:43502|issue:43519", + "issue:43519|issue:44623", + "issue:44261|issue:45468", + "issue:45850|issue:46218", + "issue:43704|issue:45341", + "issue:43352|issue:46218", + "issue:44351|issue:46218", + "issue:44230|issue:44623", + "issue:44861|issue:45290", + "issue:28348|issue:43352", + "issue:44230|issue:45310", + "issue:44908|issue:44998", + "issue:44998|issue:47177", + "issue:44998|issue:47176", + "issue:44492|issue:44998", + "issue:43618|issue:44998" + ], + "prepared_review_unit_hash": "970615233ad0586d876c1da935fb41dcefe2015929658952633ed5b0989d024d", + "component_budget": { + "node_count": 547, + "item_count": 547, + "soft_pair_count": 2032, + "serialized_chars": 1051055, + "estimated_input_tokens": 262764, + "estimated_eval_tokens": 525784 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 52, + "serialized_chars": 42344, + "estimated_input_tokens": 10586, + "estimated_eval_tokens": 21428 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This is a heterogeneous grab bag of Transformers issues: flash-attention, tokenizer/loading regressions, v5 breakages, processor bugs, CLI/security, and docs. I don\u2019t see any soft pair that is clearly the same underlying bug or change, so all soft edges are rejected.", + "confidence": 0.92, + "canonical_issue_reason": "issue:43502 is the clearest concrete regression in the set: a specific, user-facing bug with a precise symptom (`local_files_only=True` still triggers network calls).", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43502 is the strongest representative issue here because it is well-scoped and actionable, unlike many of the other items that are either model-specific, meta, or vaguely described.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44704", + "right": "issue:44908", + "accept": false, + "reason": "Different code paths: AutoProcessor kwargs passthrough vs scheduler kwargs being ignored." + }, + { + "left": "issue:41669", + "right": "issue:46218", + "accept": false, + "reason": "Import-* cleanup/perf issue vs a module import failure; not the same bug." + }, + { + "left": "issue:42890", + "right": "issue:44908", + "accept": false, + "reason": "Seed-related flaky tests vs scheduler configuration handling; unrelated." + }, + { + "left": "issue:41669", + "right": "issue:45341", + "accept": false, + "reason": "Model import-style cleanup vs a testing_utils bug; no shared underlying issue." + }, + { + "left": "issue:44908", + "right": "issue:45071", + "accept": false, + "reason": "Scheduler kwargs bug vs `PretrainedConfig` type-checking breakage; different failures." + }, + { + "left": "issue:43976", + "right": "issue:46218", + "accept": false, + "reason": "Python version support issue vs missing Qwen module import; unrelated." + }, + { + "left": "issue:43827", + "right": "issue:44908", + "accept": false, + "reason": "Docs referencing removed `pipeline()` APIs vs scheduler kwargs handling." + }, + { + "left": "issue:43576", + "right": "issue:47176", + "accept": false, + "reason": "Broken env command vs shell-command allowlist bypass; different surfaces and severity." + }, + { + "left": "issue:45230", + "right": "issue:45656", + "accept": false, + "reason": "Generic bug report vs DeepSpeed optimizer-step double-call; too vague to match." + }, + { + "left": "issue:42913", + "right": "issue:43066", + "accept": false, + "reason": "Both tokenizer-related, but one is broad v4\u2192v5 behavior drift and the other is a specific decoder-type bug." + }, + { + "left": "issue:43976", + "right": "issue:47176", + "accept": false, + "reason": "Python support issue vs command-substitution security bypass; unrelated." + }, + { + "left": "issue:31795", + "right": "issue:33453", + "accept": false, + "reason": "Docs confusion about forward args vs tokenizer loading regression." + }, + { + "left": "issue:44273", + "right": "issue:47455", + "accept": false, + "reason": "Lazy-loading failure vs kernel version check bug; unrelated." + }, + { + "left": "issue:44315", + "right": "issue:47455", + "accept": false, + "reason": "Liger-kernel application bug vs kernel version validation bug; different code paths." + }, + { + "left": "issue:43519", + "right": "issue:46655", + "accept": false, + "reason": "Different processor bugs in different models: timestamp calculation vs padding calculation." + }, + { + "left": "issue:45468", + "right": "issue:46894", + "accept": false, + "reason": "Gemma audio positional encoding vs ASR training-loss double-shift; unrelated." + }, + { + "left": "issue:44861", + "right": "issue:47110", + "accept": false, + "reason": "Tied-weights helper crash vs special_tokens dict/list handling; not the same issue." + }, + { + "left": "issue:43976", + "right": "issue:47177", + "accept": false, + "reason": "Python support issue vs tar/zip-slip RCE; unrelated." + }, + { + "left": "issue:44485", + "right": "issue:47176", + "accept": false, + "reason": "RoPE implementation bug vs shell-operator allowlist bypass; unrelated." + }, + { + "left": "issue:31795", + "right": "issue:37428", + "accept": false, + "reason": "Forward-doc confusion vs flash-attention import error; unrelated." + }, + { + "left": "issue:44360", + "right": "issue:45468", + "accept": false, + "reason": "DSA indexer activation bug vs Gemma audio positional encoding; different models/components." + }, + { + "left": "issue:43519", + "right": "issue:44485", + "accept": false, + "reason": "Timestamp calculation bug vs RoPE implementation bug; different subsystems." + }, + { + "left": "issue:43576", + "right": "issue:44273", + "accept": false, + "reason": "Broken env command vs lazy loading behavior; unrelated." + }, + { + "left": "issue:44485", + "right": "issue:47177", + "accept": false, + "reason": "RoPE implementation vs archive traversal/RCE security issue; unrelated." + }, + { + "left": "issue:44861", + "right": "issue:47059", + "accept": false, + "reason": "Tied-weight key handling vs CLI completion API break; unrelated." + }, + { + "left": "issue:43519", + "right": "issue:44908", + "accept": false, + "reason": "Processor timestamp calculation vs scheduler kwargs handling; unrelated." + }, + { + "left": "issue:43606", + "right": "issue:45468", + "accept": false, + "reason": "CPU offload device mismatch vs Gemma audio positional encoding; unrelated." + }, + { + "left": "issue:41669", + "right": "issue:43704", + "accept": false, + "reason": "Import-star cleanup/perf vs Qwen VRAM leak; different issues." + }, + { + "left": "issue:43576", + "right": "issue:46218", + "accept": false, + "reason": "Env command breakage vs Qwen3_5 import failure; unrelated." + }, + { + "left": "issue:28348", + "right": "issue:45250", + "accept": false, + "reason": "Both mention Flash Attention 2.0, but one is GPT2 support and the other is a generic Flash Attention topic; not the same concrete change." + }, + { + "left": "issue:42371", + "right": "issue:43704", + "accept": false, + "reason": "TF32 configuration guidance vs VRAM leak in dataloader threads; unrelated." + }, + { + "left": "issue:44485", + "right": "issue:45468", + "accept": false, + "reason": "RoPE implementation vs audio positional encoding; unrelated." + }, + { + "left": "issue:43704", + "right": "issue:44485", + "accept": false, + "reason": "VRAM leak vs RoPE implementation; unrelated." + }, + { + "left": "issue:43352", + "right": "issue:47177", + "accept": false, + "reason": "Flash Attention 2.0 support gap vs tar/zip-slip security bug; unrelated." + }, + { + "left": "issue:43352", + "right": "issue:47176", + "accept": false, + "reason": "Model Flash Attention support gap vs shell-substitution allowlist bypass; unrelated." + }, + { + "left": "issue:45850", + "right": "issue:47177", + "accept": false, + "reason": "Vague v5 breakage report vs archive traversal/RCE; unrelated." + }, + { + "left": "issue:43502", + "right": "issue:43519", + "accept": false, + "reason": "Network calls despite local-only mode vs Qwen3VL timestamp calculation; unrelated." + }, + { + "left": "issue:43519", + "right": "issue:44623", + "accept": false, + "reason": "Processor timestamp bug vs missing files on `save_pretrained`; different processor issues." + }, + { + "left": "issue:44261", + "right": "issue:45468", + "accept": false, + "reason": "MLA layernorm epsilon precision bug vs Gemma audio positional encoding; unrelated." + }, + { + "left": "issue:45850", + "right": "issue:46218", + "accept": false, + "reason": "Generic v5 breakage complaint vs Qwen module import failure; unrelated." + }, + { + "left": "issue:43704", + "right": "issue:45341", + "accept": false, + "reason": "VRAM leak in model use vs a testing utility bug; unrelated." + }, + { + "left": "issue:43352", + "right": "issue:46218", + "accept": false, + "reason": "Flash Attention support gap vs Qwen module import failure; unrelated." + }, + { + "left": "issue:44351", + "right": "issue:46218", + "accept": false, + "reason": "HybridCache import failure vs Qwen module import failure; different missing symbols/code paths." + }, + { + "left": "issue:44230", + "right": "issue:44623", + "accept": false, + "reason": "FP8 support request vs processor save-pretrained missing files; unrelated." + }, + { + "left": "issue:44861", + "right": "issue:45290", + "accept": false, + "reason": "Tied-weight helper crash vs chat-template tool-call crash; unrelated." + }, + { + "left": "issue:28348", + "right": "issue:43352", + "accept": false, + "reason": "Both are Flash Attention 2.0 related, but they target different models and different symptoms; not one duplicate change." + }, + { + "left": "issue:44230", + "right": "issue:45310", + "accept": false, + "reason": "FP8 support request vs Qwen3.5 MoE from_pretrained error; unrelated." + }, + { + "left": "issue:44908", + "right": "issue:44998", + "accept": false, + "reason": "Scheduler kwargs bug vs unrelated placeholder title." + }, + { + "left": "issue:44998", + "right": "issue:47177", + "accept": false, + "reason": "Unrelated placeholder title vs archive traversal/RCE bug." + }, + { + "left": "issue:44998", + "right": "issue:47176", + "accept": false, + "reason": "Unrelated placeholder title vs shell-operator allowlist bypass." + }, + { + "left": "issue:44492", + "right": "issue:44998", + "accept": false, + "reason": "Cache-strategy typo vs unrelated placeholder title." + }, + { + "left": "issue:43618", + "right": "issue:44998", + "accept": false, + "reason": "CLIPOutput attentions bug vs unrelated placeholder title." + } + ] + }, + "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": 28, + "review_unit_index": 68, + "review_unit_count": 68, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-547", + "nodes": [ + "issue:29870", + "issue:30333", + "issue:31515", + "issue:31795", + "issue:36296", + "issue:37934", + "issue:38617", + "issue:42936", + "issue:43240", + "issue:43298", + "issue:43668", + "issue:43717", + "issue:43813", + "issue:44031", + "issue:44230", + "issue:46018", + "issue:46144" + ], + "soft_pairs": [ + "issue:31515|issue:38617", + "issue:43298|issue:44230", + "issue:29870|issue:31515", + "issue:30333|issue:31515", + "issue:31515|issue:36296", + "issue:31515|issue:31795", + "issue:43717|issue:46144", + "issue:42936|issue:46018", + "issue:43668|issue:44031", + "issue:42936|issue:43240", + "issue:43240|issue:46144", + "issue:42936|issue:44031", + "issue:42936|issue:46144", + "issue:42936|issue:43813", + "issue:43668|issue:43813", + "issue:43240|issue:43668", + "issue:37934|issue:43668", + "issue:42936|issue:43668" + ], + "prepared_review_unit_hash": "ff77071f7c9c8c1e1021bfd07d128943f446b7eb9be5bb9afd9476d2e3eae1e3", + "component_budget": { + "node_count": 547, + "item_count": 547, + "soft_pair_count": 2032, + "serialized_chars": 1051055, + "estimated_input_tokens": 262764, + "estimated_eval_tokens": 525784 + }, + "budget": { + "node_count": 17, + "item_count": 17, + "soft_pair_count": 18, + "serialized_chars": 14986, + "estimated_input_tokens": 3747, + "estimated_eval_tokens": 7750 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is heterogeneous: the issues cover unrelated bugs, docs, config, and model-specific behavior. None of the soft pairs appear to describe the same underlying defect or change.", + "confidence": 0.96, + "canonical_issue_reason": "No clear canonical issue; the cluster does not represent one duplicate bug family.", + "canonical_pr_reason": null, + "best_issue_reason": "No issue is a good global deduplication anchor. Issue 31515 has superficial keyword overlap with a few others, but it concerns slow checkpoint loading rather than the same defect class.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:31515", + "right": "issue:38617", + "accept": false, + "reason": "One is slow checkpoint loading; the other is an ImportError for a missing symbol. Different symptoms, code paths, and fix types." + }, + { + "left": "issue:43298", + "right": "issue:44230", + "accept": false, + "reason": "Continuous batching support for audio models is unrelated to fp8 inference support for Qwen models." + }, + { + "left": "issue:29870", + "right": "issue:31515", + "accept": false, + "reason": "BART generate() UnboundLocalError is a runtime bug; from_pretrained slowness is a loading performance issue." + }, + { + "left": "issue:30333", + "right": "issue:31515", + "accept": false, + "reason": "MLflow reporting on failed training jobs is unrelated to checkpoint loading speed." + }, + { + "left": "issue:31515", + "right": "issue:36296", + "accept": false, + "reason": "Checkpoint loading performance and tensor-parallel training correctness are different problems." + }, + { + "left": "issue:31515", + "right": "issue:31795", + "accept": false, + "reason": "Loading-speed issue vs documentation confusion about forward() inputs/past_key_values." + }, + { + "left": "issue:43717", + "right": "issue:46144", + "accept": false, + "reason": "Mamba init_weights behavior and RoFormer attention interface usage are unrelated model-specific issues." + }, + { + "left": "issue:42936", + "right": "issue:46018", + "accept": false, + "reason": "Mask2Former ignore_value handling is unrelated to DeepSeek-V4 shared expert gating." + }, + { + "left": "issue:43668", + "right": "issue:44031", + "accept": false, + "reason": "Incorrect type hint in ModernBERTConfig is unrelated to tokenizer regex warning behavior." + }, + { + "left": "issue:42936", + "right": "issue:43240", + "accept": false, + "reason": "Ignore_value usage in Mask2Former is unrelated to kwargs not reaching the loss function." + }, + { + "left": "issue:43240", + "right": "issue:46144", + "accept": false, + "reason": "Loss kwargs propagation and RoFormer attention-interface usage are different code paths and bugs." + }, + { + "left": "issue:42936", + "right": "issue:44031", + "accept": false, + "reason": "Mask2Former loss-value handling and tokenizer warning regressions are unrelated." + }, + { + "left": "issue:42936", + "right": "issue:46144", + "accept": false, + "reason": "Different models and different defects; no shared concrete implementation bug." + }, + { + "left": "issue:42936", + "right": "issue:43813", + "accept": false, + "reason": "Mask2Former ignore_value logic is unrelated to a typo in quantization conversion naming." + }, + { + "left": "issue:43668", + "right": "issue:43813", + "accept": false, + "reason": "Incorrect type annotation and a typo in a conversion symbol are not the same bug." + }, + { + "left": "issue:43240", + "right": "issue:43668", + "accept": false, + "reason": "Missing kwargs in loss calculation vs a ModernBERT config type-hint issue." + }, + { + "left": "issue:37934", + "right": "issue:43668", + "accept": false, + "reason": "Llama4TextL2Norm/RMSNorm question is unrelated to ModernBERT type hints." + }, + { + "left": "issue:42936", + "right": "issue:43668", + "accept": false, + "reason": "Mask2Former ignore_value usage and ModernBERT norm_eps typing 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": 2, + "component_count": 28, + "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-10519-3", + "nodes": [ + "issue:10519", + "issue:11005", + "issue:11307" + ], + "soft_pairs": [ + "issue:10519|issue:11307", + "issue:10519|issue:11005", + "issue:11005|issue:11307" + ], + "prepared_review_unit_hash": "09fa3e60b50dc6751ad112a404ce9068d012847c951d3ee2d12bbfdc1866aa7a", + "component_budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 3, + "serialized_chars": 2878, + "estimated_input_tokens": 720, + "estimated_eval_tokens": 1696 + }, + "budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 3, + "serialized_chars": 2878, + "estimated_input_tokens": 720, + "estimated_eval_tokens": 1696 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "This cluster does not look like a duplicate set: the three issues describe unrelated topics (token truncation behavior, a ReduceLROnPlateau-style feature request, and Wav2Vec2 word boundary timestamps).", + "confidence": 0.98, + "canonical_issue_reason": "No canonical issue: the items are about different features/problems and do not appear to describe the same underlying bug or request.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 10519 is the clearest and most concrete standalone request, but it is not representative of the whole cluster because the other issues are unrelated.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:10519", + "right": "issue:11307", + "accept": false, + "reason": "Different domains and requested behaviors: truncation from the beginning vs. word start/end timestamps in Wav2Vec2." + }, + { + "left": "issue:10519", + "right": "issue:11005", + "accept": false, + "reason": "Unrelated feature requests: tokenizer truncation direction vs. ReduceLROnPlateau-like scheduler functionality." + }, + { + "left": "issue:11005", + "right": "issue:11307", + "accept": false, + "reason": "These concern different subsystems and problems: learning-rate scheduling vs. Wav2Vec2 word time offsets." + } + ] + }, + "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": 28, + "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-13244-3", + "nodes": [ + "issue:13244", + "issue:15980", + "issue:16618" + ], + "soft_pairs": [ + "issue:13244|issue:16618", + "issue:15980|issue:16618" + ], + "prepared_review_unit_hash": "c81950e4fadad9897a42050a30cb0cdb3c7a42319b8def0971a48a3b3cd5956c", + "component_budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 2, + "serialized_chars": 2478, + "estimated_input_tokens": 620, + "estimated_eval_tokens": 1496 + }, + "budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 2, + "serialized_chars": 2478, + "estimated_input_tokens": 620, + "estimated_eval_tokens": 1496 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These issues are not duplicates. Two of them are only loosely related to model loading/tokenization topics, but they describe different failures with different causes and scopes. The closest match is between the two model-loading issues, yet one is about a generic load failure for bert-base-uncased and the other is specifically about a misleading error when accessing a private model while logged out.", + "confidence": 0.88, + "canonical_issue_reason": "issue #16618 is the clearest concrete bug report in the set and the most central to the shared model-loading theme, but it is not a true duplicate of the others.", + "canonical_pr_reason": null, + "best_issue_reason": "#16618 is the best single issue to represent this cluster because it is the most specific and actionable of the three, with the strongest overlap to the only other model-loading complaint.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:13244", + "right": "issue:16618", + "accept": false, + "reason": "Different problem domains: tokenization mismatch vs model loading failure. The shared ML/Hugging Face context is too broad to treat as the same underlying bug." + }, + { + "left": "issue:15980", + "right": "issue:16618", + "accept": false, + "reason": "Both involve loading models, but the reported bugs differ: #15980 is about an incorrect error message for private-model access without login, while #16618 is a generic inability to load bert-base-uncased." + } + ] + }, + "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": 28, + "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-19631-10", + "nodes": [ + "issue:19631", + "issue:19865", + "issue:20334", + "issue:20362", + "issue:22352", + "issue:22372", + "issue:23050", + "issue:25725", + "issue:25839", + "issue:28306" + ], + "soft_pairs": [ + "issue:19631|issue:22372", + "issue:19631|issue:20362", + "issue:19865|issue:25725", + "issue:19865|issue:22372", + "issue:20334|issue:22352", + "issue:20334|issue:20362", + "issue:20334|issue:25725", + "issue:20362|issue:25839", + "issue:20362|issue:25725", + "issue:22352|issue:25725", + "issue:22372|issue:25725", + "issue:23050|issue:28306", + "issue:23050|issue:25725" + ], + "prepared_review_unit_hash": "768797ea25d3cddd3c7940f423b2a5c9e7bac61f6ad6b64878ec2451214840df", + "component_budget": { + "node_count": 10, + "item_count": 10, + "soft_pair_count": 13, + "serialized_chars": 9965, + "estimated_input_tokens": 2492, + "estimated_eval_tokens": 5240 + }, + "budget": { + "node_count": 10, + "item_count": 10, + "soft_pair_count": 13, + "serialized_chars": 9965, + "estimated_input_tokens": 2492, + "estimated_eval_tokens": 5240 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "This cluster is a set of related but distinct model-request issues (different architectures, modalities, or training workflows). They share a broad pattern of \"add model\" requests, but they are not duplicates of the same underlying task, so all soft edges should be rejected.", + "confidence": 0.96, + "canonical_issue_reason": "No true canonical issue: the items request different models/features (e.g. EDSR/MDSR, VATT, FlexiBERT, Restormer, LLaMA-MoE), so collapsing them would lose distinct work items.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 23050 is the broadest umbrella-style request in the set and has the most discussion, so it is the closest thing to a representative issue\u2014but it still should not be treated as a duplicate canonical for the others.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:19631", + "right": "issue:22372", + "accept": false, + "reason": "Both are model-addition requests, but EDSR/MDSR and Restormer are different architectures and different implementations." + }, + { + "left": "issue:19631", + "right": "issue:20362", + "accept": false, + "reason": "EDSR/MDSR and FlexiBERT are unrelated model families; only the generic \"add model\" pattern overlaps." + }, + { + "left": "issue:19865", + "right": "issue:25725", + "accept": false, + "reason": "VATT and Meta-Transformer are different model requests with no shared concrete code path." + }, + { + "left": "issue:19865", + "right": "issue:22372", + "accept": false, + "reason": "VATT (audio/video transformer) and Restormer (restoration model) are distinct tasks and models." + }, + { + "left": "issue:20334", + "right": "issue:22352", + "accept": false, + "reason": "longformer_content and Whisper XVector finetuning describe different workflows and model targets." + }, + { + "left": "issue:20334", + "right": "issue:20362", + "accept": false, + "reason": "Longformer content handling and FlexiBERT are separate model integrations." + }, + { + "left": "issue:20334", + "right": "issue:25725", + "accept": false, + "reason": "Longformer_content and Meta-Transformer are not the same feature or bug." + }, + { + "left": "issue:20362", + "right": "issue:25839", + "accept": false, + "reason": "FlexiBERT and D_Nikud are different model requests, likely for different languages/tasks." + }, + { + "left": "issue:20362", + "right": "issue:25725", + "accept": false, + "reason": "FlexiBERT and Meta-Transformer are unrelated model additions." + }, + { + "left": "issue:22352", + "right": "issue:25725", + "accept": false, + "reason": "Whisper XVector finetuning and Meta-Transformer are different code paths and objectives." + }, + { + "left": "issue:22372", + "right": "issue:25725", + "accept": false, + "reason": "Restormer and Meta-Transformer are distinct model implementations and use cases." + }, + { + "left": "issue:23050", + "right": "issue:28306", + "accept": false, + "reason": "TTS advanced Text-to-Speech and LLaMA-MoE are different model domains and not mergeable into one PR/issue." + }, + { + "left": "issue:23050", + "right": "issue:25725", + "accept": false, + "reason": "Text-to-Speech model support and Meta-Transformer support are separate 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": 5, + "component_count": 28, + "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-26350-16", + "nodes": [ + "issue:26350", + "issue:26794", + "issue:27088", + "issue:28936", + "issue:30191", + "issue:30240", + "issue:33260", + "issue:38435", + "issue:43834", + "issue:44365", + "issue:44370", + "issue:46222", + "issue:46226", + "issue:46931", + "issue:47299", + "issue:47402" + ], + "soft_pairs": [ + "issue:26350|issue:33260", + "issue:26794|issue:44370", + "issue:26794|issue:44365", + "issue:26794|issue:47402", + "issue:26794|issue:43834", + "issue:26794|issue:47299", + "issue:26794|issue:27088", + "issue:27088|issue:44370", + "issue:27088|issue:44365", + "issue:27088|issue:47402", + "issue:27088|issue:43834", + "issue:28936|issue:43834", + "issue:27088|issue:28936", + "issue:28936|issue:44365", + "issue:28936|issue:30240", + "issue:28936|issue:38435", + "issue:27088|issue:30191", + "issue:26794|issue:30191", + "issue:30191|issue:30240", + "issue:28936|issue:30191", + "issue:26794|issue:30240", + "issue:30240|issue:44370", + "issue:30240|issue:44365", + "issue:30240|issue:47402", + "issue:30240|issue:43834", + "issue:38435|issue:44370", + "issue:38435|issue:44365", + "issue:38435|issue:47402", + "issue:38435|issue:43834", + "issue:38435|issue:47299", + "issue:43834|issue:44370", + "issue:43834|issue:44365", + "issue:43834|issue:47402", + "issue:43834|issue:47299", + "issue:43834|issue:46226", + "issue:44365|issue:44370", + "issue:44365|issue:47402", + "issue:44365|issue:47299", + "issue:44365|issue:46226", + "issue:44370|issue:47402", + "issue:44370|issue:47299", + "issue:44370|issue:46226", + "issue:46222|issue:47299", + "issue:44370|issue:46222", + "issue:44365|issue:46222", + "issue:46222|issue:47402", + "issue:43834|issue:46222", + "issue:46226|issue:47402", + "issue:46226|issue:46931", + "issue:44370|issue:46931", + "issue:44365|issue:46931", + "issue:43834|issue:46931", + "issue:46931|issue:47402", + "issue:47299|issue:47402", + "issue:46226|issue:47299" + ], + "prepared_review_unit_hash": "7fcd0fa55bc693d3cf6e460f48deca3d09140ee629364edfaadbb9a192c1caa6", + "component_budget": { + "node_count": 16, + "item_count": 16, + "soft_pair_count": 55, + "serialized_chars": 29292, + "estimated_input_tokens": 7323, + "estimated_eval_tokens": 14902 + }, + "budget": { + "node_count": 16, + "item_count": 16, + "soft_pair_count": 55, + "serialized_chars": 29292, + "estimated_input_tokens": 7323, + "estimated_eval_tokens": 14902 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "The cluster is mostly a mix of unrelated feature requests and i18n translation issues that only look similar because of templated wording. The only likely duplicate set is the generic placeholder translation issues with the same exact title template; the rest should stay separate.", + "confidence": 0.74, + "canonical_issue_reason": "issue:43834 is the clearest representative of the generic placeholder i18n translation template and sits in the tightest near-identical duplicate set.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43834 is the best cluster representative because it is the most generic and has the strongest evidence of being duplicated by near-identical placeholder translation issues.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:26350", + "right": "issue:33260", + "accept": false, + "reason": "Different feature requests: Flash Attention 2 support vs GGUF support. Same broad area, but not the same underlying change." + }, + { + "left": "issue:26794", + "right": "issue:44370", + "accept": false, + "reason": "Different translation targets; one is specifically Kannada and the other is a generic placeholder issue." + }, + { + "left": "issue:26794", + "right": "issue:44365", + "accept": false, + "reason": "Different translation targets; Kannada is not the same request as the generic placeholder issue." + }, + { + "left": "issue:26794", + "right": "issue:47402", + "accept": false, + "reason": "Specific Kannada translation request vs a generic placeholder issue; not the same underlying item." + }, + { + "left": "issue:26794", + "right": "issue:43834", + "accept": false, + "reason": "Specific Kannada translation request vs a generic placeholder issue; too different to merge." + }, + { + "left": "issue:26794", + "right": "issue:47299", + "accept": false, + "reason": "Different translation requests; the titles are not the same concrete issue." + }, + { + "left": "issue:26794", + "right": "issue:27088", + "accept": false, + "reason": "Kannada vs Turkish translation requests are distinct issues." + }, + { + "left": "issue:27088", + "right": "issue:44370", + "accept": false, + "reason": "Turkish translation request vs generic placeholder translation issue; not the same change." + }, + { + "left": "issue:27088", + "right": "issue:44365", + "accept": false, + "reason": "Different language request and a generic placeholder issue; not duplicates." + }, + { + "left": "issue:27088", + "right": "issue:47402", + "accept": false, + "reason": "Turkish-specific request vs placeholder issue; different underlying item." + }, + { + "left": "issue:27088", + "right": "issue:43834", + "accept": false, + "reason": "Turkish translation request is distinct from the generic placeholder translation issue." + }, + { + "left": "issue:28936", + "right": "issue:43834", + "accept": false, + "reason": "Spanish translation request vs generic placeholder issue; same template family but not the same request." + }, + { + "left": "issue:27088", + "right": "issue:28936", + "accept": false, + "reason": "Turkish and Spanish translation requests are different languages and different issues." + }, + { + "left": "issue:28936", + "right": "issue:44365", + "accept": false, + "reason": "Spanish-specific request vs generic placeholder issue; not the same underlying item." + }, + { + "left": "issue:28936", + "right": "issue:30240", + "accept": false, + "reason": "Spanish and Polish translation requests are separate language-specific issues." + }, + { + "left": "issue:28936", + "right": "issue:38435", + "accept": false, + "reason": "Spanish and Romanian translation requests are distinct." + }, + { + "left": "issue:27088", + "right": "issue:30191", + "accept": false, + "reason": "Turkish translation request vs Persian translation request; different targets." + }, + { + "left": "issue:26794", + "right": "issue:30191", + "accept": false, + "reason": "Kannada and Persian translation requests are unrelated beyond sharing a template." + }, + { + "left": "issue:30191", + "right": "issue:30240", + "accept": false, + "reason": "Persian and Polish translation requests are distinct language-specific issues." + }, + { + "left": "issue:28936", + "right": "issue:30191", + "accept": false, + "reason": "Spanish and Persian translation requests are different issues." + }, + { + "left": "issue:26794", + "right": "issue:30240", + "accept": false, + "reason": "Kannada and Polish translation requests are different underlying requests." + }, + { + "left": "issue:30240", + "right": "issue:44370", + "accept": false, + "reason": "Polish translation request vs generic placeholder issue; not the same concrete item." + }, + { + "left": "issue:30240", + "right": "issue:44365", + "accept": false, + "reason": "Polish-specific request vs placeholder issue; different underlying request." + }, + { + "left": "issue:30240", + "right": "issue:47402", + "accept": false, + "reason": "Polish translation request is distinct from the generic placeholder issue." + }, + { + "left": "issue:30240", + "right": "issue:43834", + "accept": false, + "reason": "Polish translation request vs generic placeholder translation issue; not duplicates." + }, + { + "left": "issue:38435", + "right": "issue:44370", + "accept": false, + "reason": "Romanian translation request vs generic placeholder issue; different language-specific item." + }, + { + "left": "issue:38435", + "right": "issue:44365", + "accept": false, + "reason": "Romanian-specific request vs placeholder issue; not the same underlying change." + }, + { + "left": "issue:38435", + "right": "issue:47402", + "accept": false, + "reason": "Romanian translation request is distinct from the placeholder issue." + }, + { + "left": "issue:38435", + "right": "issue:43834", + "accept": false, + "reason": "Romanian request vs placeholder translation issue; not duplicates." + }, + { + "left": "issue:38435", + "right": "issue:47299", + "accept": false, + "reason": "Romanian translation request vs a different malformed/placeholder issue; not clearly the same item." + }, + { + "left": "issue:43834", + "right": "issue:44370", + "accept": true, + "reason": "Same generic placeholder i18n translation template; highly likely duplicate of the same underlying issue." + }, + { + "left": "issue:43834", + "right": "issue:44365", + "accept": true, + "reason": "Same exact placeholder title template and near-identical content; same underlying issue." + }, + { + "left": "issue:43834", + "right": "issue:47402", + "accept": true, + "reason": "Both are generic placeholder i18n translation issues and look like the same duplicate template." + }, + { + "left": "issue:43834", + "right": "issue:47299", + "accept": false, + "reason": "Although similar in spirit, the title/body pattern is different enough that I would not collapse them." + }, + { + "left": "issue:43834", + "right": "issue:46226", + "accept": false, + "reason": "Different Thai-titled spam/translation issue, not the same concrete item as the placeholder template." + }, + { + "left": "issue:43834", + "right": "issue:46931", + "accept": false, + "reason": "Different Thai-titled issue; not the same underlying request as the placeholder template." + }, + { + "left": "issue:44365", + "right": "issue:44370", + "accept": true, + "reason": "Both are the same generic placeholder translation issue template with near-identical text." + }, + { + "left": "issue:44365", + "right": "issue:47402", + "accept": true, + "reason": "Same placeholder translation template; likely duplicate." + }, + { + "left": "issue:44365", + "right": "issue:47299", + "accept": false, + "reason": "Not enough evidence that the malformed title is the same concrete issue as the placeholder template." + }, + { + "left": "issue:44365", + "right": "issue:46226", + "accept": false, + "reason": "Different Thai-titled issue; not the same underlying request." + }, + { + "left": "issue:44365", + "right": "issue:46931", + "accept": false, + "reason": "Different Thai-titled issue; not the same underlying request." + }, + { + "left": "issue:44365", + "right": "issue:46222", + "accept": false, + "reason": "Different Thai-titled issue; no clear same underlying change." + }, + { + "left": "issue:44370", + "right": "issue:47402", + "accept": true, + "reason": "Same generic placeholder i18n template and effectively the same issue." + }, + { + "left": "issue:44370", + "right": "issue:47299", + "accept": false, + "reason": "Different malformed/placeholder wording; not clearly the same underlying item." + }, + { + "left": "issue:44370", + "right": "issue:46226", + "accept": false, + "reason": "Different Thai-titled issue; not a clear duplicate." + }, + { + "left": "issue:44370", + "right": "issue:46931", + "accept": false, + "reason": "Different Thai-titled issue; not a clear duplicate." + }, + { + "left": "issue:44370", + "right": "issue:46222", + "accept": false, + "reason": "Different Thai-titled issue; similar template is not enough." + }, + { + "left": "issue:46222", + "right": "issue:47299", + "accept": false, + "reason": "Different titles and no concrete evidence they are the same issue." + }, + { + "left": "issue:44370", + "right": "issue:46222", + "accept": false, + "reason": "Generic placeholder translation issue vs Thai-titled issue; not the same underlying item." + }, + { + "left": "issue:44365", + "right": "issue:46222", + "accept": false, + "reason": "Generic placeholder translation issue vs Thai-titled issue; too different." + }, + { + "left": "issue:46222", + "right": "issue:47402", + "accept": false, + "reason": "Different language and title patterns; not clearly duplicates." + }, + { + "left": "issue:43834", + "right": "issue:46222", + "accept": false, + "reason": "Generic placeholder translation issue vs Thai-titled issue; not the same concrete request." + }, + { + "left": "issue:46226", + "right": "issue:47402", + "accept": false, + "reason": "Different titles and no strong sign of the same underlying item." + }, + { + "left": "issue:46226", + "right": "issue:46931", + "accept": false, + "reason": "Two different Thai-titled issues; similarity alone is insufficient." + }, + { + "left": "issue:44370", + "right": "issue:46931", + "accept": false, + "reason": "Generic placeholder issue vs Thai-titled issue; not duplicates." + }, + { + "left": "issue:44365", + "right": "issue:46931", + "accept": false, + "reason": "Generic placeholder issue vs Thai-titled issue; not the same item." + }, + { + "left": "issue:43834", + "right": "issue:46931", + "accept": false, + "reason": "Generic placeholder issue vs Thai-titled issue; different underlying request." + }, + { + "left": "issue:46931", + "right": "issue:47402", + "accept": false, + "reason": "Different titles and no concrete evidence they describe the same issue." + }, + { + "left": "issue:47299", + "right": "issue:47402", + "accept": false, + "reason": "Malformed placeholder title vs generic placeholder title; not enough to treat as the same underlying change." + }, + { + "left": "issue:46226", + "right": "issue:47299", + "accept": false, + "reason": "Different issue text and no clear same underlying request." + }, + { + "left": "issue:46222", + "right": "issue:46226", + "accept": false, + "reason": "Two different Thai-titled issues; not safe to merge." + }, + { + "left": "issue:46222", + "right": "issue:46931", + "accept": false, + "reason": "Different Thai-titled issues; similarity is not enough to accept." + }, + { + "left": "issue:46222", + "right": "issue:47299", + "accept": false, + "reason": "Different titles and no concrete evidence of the same underlying issue." + }, + { + "left": "issue:46226", + "right": "issue:43834", + "accept": false, + "reason": "Different Thai-titled issue vs generic placeholder issue; not duplicates." + }, + { + "left": "issue:46226", + "right": "issue:44370", + "accept": false, + "reason": "Different Thai-titled issue vs generic placeholder issue; not the same request." + }, + { + "left": "issue:46226", + "right": "issue:44365", + "accept": false, + "reason": "Different Thai-titled issue vs generic placeholder issue; too different to collapse." + }, + { + "left": "issue:46226", + "right": "issue:46222", + "accept": false, + "reason": "Two distinct Thai-titled issues; not enough evidence they are the same underlying change." + }, + { + "left": "issue:46226", + "right": "issue:47402", + "accept": false, + "reason": "Different language/title pattern and no clear duplicate evidence." + }, + { + "left": "issue:46226", + "right": "issue:46931", + "accept": false, + "reason": "Different Thai-titled issues; reject duplicate merge." + }, + { + "left": "issue:46931", + "right": "issue:44370", + "accept": false, + "reason": "Different Thai-titled issue vs generic placeholder issue; not the same underlying item." + }, + { + "left": "issue:46931", + "right": "issue:44365", + "accept": false, + "reason": "Different Thai-titled issue vs generic placeholder issue; not duplicates." + }, + { + "left": "issue:46931", + "right": "issue:43834", + "accept": false, + "reason": "Different Thai-titled issue vs generic placeholder issue; not the same concrete request." + }, + { + "left": "issue:46931", + "right": "issue:47299", + "accept": false, + "reason": "Different issue text and no strong evidence of sameness." + }, + { + "left": "issue:46931", + "right": "issue:47402", + "accept": false, + "reason": "Different issue text and no strong evidence of the same underlying item." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is well grounded in the packet: the Flash Attention/GGUF pair is clearly unrelated, the language-specific i18n issues are treated conservatively as separate, and the only accepted duplicate cluster is the exact same placeholder translation template ([i18n-] Translating docs to ) across 43834/44365/44370/47402. The soft-edge verdicts stay conservative overall, especially on the malformed/Thai-titled items where the evidence is weak." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 6, + "component_count": 28, + "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-30396-2", + "nodes": [ + "issue:30396", + "issue:31103" + ], + "soft_pairs": [ + "issue:30396|issue:31103" + ], + "prepared_review_unit_hash": "7cda72b7b023209f9be851e85283c3c8908561d419a408b0a51be5c273e2bd49", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1540, + "estimated_input_tokens": 385, + "estimated_eval_tokens": 1026 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1540, + "estimated_input_tokens": 385, + "estimated_eval_tokens": 1026 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "The two closed issues appear to be near-duplicates of the same feature request around adding HelpingAI / HelpingAIForCausalLM support. Issue 30396 is the clearer, more specific request and is the better canonical issue.", + "confidence": 0.78, + "canonical_issue_reason": "Issue 30396 has the more specific, descriptive title for the underlying request and is a better anchor for deduping related follow-ups.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 30396 is the best issue because it most clearly names the requested model addition and is easiest to understand at a glance.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:30396", + "right": "issue:31103", + "accept": true, + "reason": "Both look like the same underlying feature request for HelpingAI support; the second is a shorter rewording of the first rather than a distinct issue." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The conclusion is grounded in the packet: the titles are closely related, the pair is marked soft-similar, and the wording stays appropriately hedged as 'appear to be near-duplicates.'" + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 7, + "component_count": 28, + "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-36718-23", + "nodes": [ + "issue:36718", + "issue:36817", + "issue:36879", + "issue:37015", + "issue:37334", + "issue:40330", + "issue:41115", + "issue:41211", + "issue:42503", + "issue:42738", + "issue:42954", + "issue:43671", + "issue:43837", + "issue:43909", + "issue:44121", + "issue:44205", + "issue:45027", + "issue:45177", + "issue:45322", + "issue:46133", + "issue:46645", + "issue:46653", + "issue:47004" + ], + "soft_pairs": [ + "issue:36718|issue:47004", + "issue:36718|issue:41115", + "issue:36817|issue:41211", + "issue:36817|issue:43671", + "issue:36817|issue:36879", + "issue:36817|issue:42954", + "issue:36879|issue:41211", + "issue:36879|issue:43909", + "issue:36879|issue:44121", + "issue:36879|issue:43837", + "issue:36879|issue:43671", + "issue:37015|issue:43837", + "issue:37015|issue:44121", + "issue:37015|issue:43909", + "issue:37015|issue:37334", + "issue:36879|issue:37015", + "issue:37334|issue:41115", + "issue:37334|issue:43837", + "issue:37334|issue:43671", + "issue:37334|issue:42503", + "issue:40330|issue:42503", + "issue:40330|issue:43671", + "issue:40330|issue:42954", + "issue:40330|issue:46653", + "issue:40330|issue:42738", + "issue:41115|issue:43837", + "issue:41115|issue:44121", + "issue:41115|issue:42503", + "issue:41211|issue:43671", + "issue:37015|issue:42503", + "issue:42503|issue:43837", + "issue:42738|issue:45027", + "issue:42503|issue:42738", + "issue:42738|issue:42954", + "issue:42738|issue:46653", + "issue:42954|issue:44205", + "issue:37334|issue:42954", + "issue:42954|issue:43671", + "issue:42503|issue:42954", + "issue:43671|issue:43837", + "issue:43671|issue:45027", + "issue:43671|issue:45177", + "issue:43671|issue:44121", + "issue:43837|issue:43909", + "issue:43837|issue:45322", + "issue:43837|issue:44121", + "issue:43909|issue:44205", + "issue:43909|issue:46645", + "issue:44121|issue:45322", + "issue:41115|issue:45027", + "issue:43837|issue:45027", + "issue:37015|issue:45027", + "issue:37334|issue:45027", + "issue:43837|issue:45177", + "issue:42954|issue:45177", + "issue:45322|issue:46133", + "issue:42954|issue:46653", + "issue:42503|issue:46653", + "issue:45027|issue:46653" + ], + "prepared_review_unit_hash": "b119fe7c631453fe69ca436450897dfedf7d70d620deea4c047542c1457b8b38", + "component_budget": { + "node_count": 23, + "item_count": 23, + "soft_pair_count": 59, + "serialized_chars": 33618, + "estimated_input_tokens": 8405, + "estimated_eval_tokens": 17066 + }, + "budget": { + "node_count": 23, + "item_count": 23, + "soft_pair_count": 59, + "serialized_chars": 33618, + "estimated_input_tokens": 8405, + "estimated_eval_tokens": 17066 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "This cluster is mostly a pile of superficially similar model-request issues. The titles share wording like \"Add\"/\"Support\"/\"Proposal\" but each targets a different model or feature, so I found no true duplicates.", + "confidence": 0.77, + "canonical_issue_reason": "issue:36718 is the most active open model-request in the set and is a reasonable representative of this recurring request pattern, but it is not a duplicate of the others.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:36718 is the strongest single issue to keep as the representative anchor: open, highly discussed, and clearly scoped to one concrete model addition.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:36718", + "right": "issue:47004", + "accept": false, + "reason": "RoMa keypoint matcher vs LoMa keypoint detector/matcher: related naming, but distinct requested artifacts." + }, + { + "left": "issue:36718", + "right": "issue:41115", + "accept": false, + "reason": "RoMa keypoint matcher and MiniCPM3 are unrelated model requests." + }, + { + "left": "issue:36817", + "right": "issue:41211", + "accept": false, + "reason": "EuroBert config vs DEIMv2 model add: different model families." + }, + { + "left": "issue:36817", + "right": "issue:43671", + "accept": false, + "reason": "EuroBert config and Qwen3-TTS support are different changes." + }, + { + "left": "issue:36817", + "right": "issue:36879", + "accept": false, + "reason": "EuroBert config and RF-DETR are unrelated requests." + }, + { + "left": "issue:36817", + "right": "issue:42954", + "accept": false, + "reason": "EuroBert model config request is not the same as XiaoMi MiMo." + }, + { + "left": "issue:36879", + "right": "issue:41211", + "accept": false, + "reason": "RF-DETR and DEIMv2 are different detection models." + }, + { + "left": "issue:36879", + "right": "issue:43909", + "accept": false, + "reason": "RF-DETR and LFM2.5 Audio are different model additions." + }, + { + "left": "issue:36879", + "right": "issue:44121", + "accept": false, + "reason": "RF-DETR and circuit-sparsity transformer request are unrelated." + }, + { + "left": "issue:36879", + "right": "issue:43837", + "accept": false, + "reason": "RF-DETR and Qwen3-ASR are different model requests." + }, + { + "left": "issue:36879", + "right": "issue:43671", + "accept": false, + "reason": "RF-DETR and Qwen3-TTS support are unrelated." + }, + { + "left": "issue:37015", + "right": "issue:43837", + "accept": false, + "reason": "NeoBERT and Qwen3-ASR are different model requests." + }, + { + "left": "issue:37015", + "right": "issue:44121", + "accept": false, + "reason": "NeoBERT and circuit-sparsity transformer are unrelated." + }, + { + "left": "issue:37015", + "right": "issue:43909", + "accept": false, + "reason": "NeoBERT and LFM2.5 Audio target different model domains." + }, + { + "left": "issue:37015", + "right": "issue:37334", + "accept": false, + "reason": "NeoBERT and LLMDet are different architecture/model requests." + }, + { + "left": "issue:36879", + "right": "issue:37015", + "accept": false, + "reason": "RF-DETR and NeoBERT are distinct model additions." + }, + { + "left": "issue:37334", + "right": "issue:41115", + "accept": false, + "reason": "LLMDet and MiniCPM3 are different model requests." + }, + { + "left": "issue:37334", + "right": "issue:43837", + "accept": false, + "reason": "LLMDet and Qwen3-ASR are unrelated." + }, + { + "left": "issue:37334", + "right": "issue:43671", + "accept": false, + "reason": "LLMDet and Qwen3-TTS are distinct requests." + }, + { + "left": "issue:37334", + "right": "issue:42503", + "accept": false, + "reason": "LLMDet and ModernVBERT are different model additions." + }, + { + "left": "issue:40330", + "right": "issue:42503", + "accept": false, + "reason": "open-qwen2vl-base and ModernVBERT are different models." + }, + { + "left": "issue:40330", + "right": "issue:43671", + "accept": false, + "reason": "open-qwen2vl-base and Qwen3-TTS are separate requests." + }, + { + "left": "issue:40330", + "right": "issue:42954", + "accept": false, + "reason": "open-qwen2vl-base and XiaoMi MiMo are not the same issue." + }, + { + "left": "issue:40330", + "right": "issue:46653", + "accept": false, + "reason": "open-qwen2vl-base and Mirko Privitera are unrelated." + }, + { + "left": "issue:40330", + "right": "issue:42738", + "accept": false, + "reason": "open-qwen2vl-base and BERT-like models with RoPE are different scopes." + }, + { + "left": "issue:41115", + "right": "issue:43837", + "accept": false, + "reason": "MiniCPM3 and Qwen3-ASR are different model targets." + }, + { + "left": "issue:41115", + "right": "issue:44121", + "accept": false, + "reason": "MiniCPM3 and circuit-sparsity transformer are unrelated." + }, + { + "left": "issue:41115", + "right": "issue:42503", + "accept": false, + "reason": "MiniCPM3 and ModernVBERT are different additions." + }, + { + "left": "issue:41211", + "right": "issue:43671", + "accept": false, + "reason": "DEIMv2 and Qwen3-TTS are different model requests." + }, + { + "left": "issue:37015", + "right": "issue:42503", + "accept": false, + "reason": "NeoBERT and ModernVBERT are distinct models." + }, + { + "left": "issue:42503", + "right": "issue:43837", + "accept": false, + "reason": "ModernVBERT and Qwen3-ASR are unrelated." + }, + { + "left": "issue:42738", + "right": "issue:45027", + "accept": false, + "reason": "BERT-like models with RoPE and Voxtral-TTS are different request categories." + }, + { + "left": "issue:42503", + "right": "issue:42738", + "accept": false, + "reason": "ModernVBERT and BERT-like models with RoPE are related only broadly, not the same change." + }, + { + "left": "issue:42738", + "right": "issue:42954", + "accept": false, + "reason": "BERT-like models with RoPE and XiaoMi MiMo are different model requests." + }, + { + "left": "issue:42738", + "right": "issue:46653", + "accept": false, + "reason": "BERT-like models with RoPE and Mirko Privitera are unrelated." + }, + { + "left": "issue:42954", + "right": "issue:44205", + "accept": false, + "reason": "XiaoMi MiMo and SAM3-LiteText are different model additions." + }, + { + "left": "issue:37334", + "right": "issue:42954", + "accept": false, + "reason": "LLMDet and XiaoMi MiMo are unrelated." + }, + { + "left": "issue:42954", + "right": "issue:43671", + "accept": false, + "reason": "XiaoMi MiMo and Qwen3-TTS are different requests." + }, + { + "left": "issue:42503", + "right": "issue:42954", + "accept": false, + "reason": "ModernVBERT and XiaoMi MiMo are not the same underlying change." + }, + { + "left": "issue:43671", + "right": "issue:43837", + "accept": false, + "reason": "Qwen3-TTS and Qwen3-ASR are adjacent audio tasks, but they are different models/features." + }, + { + "left": "issue:43671", + "right": "issue:45027", + "accept": false, + "reason": "Qwen3-TTS and Voxtral TTS are different model families." + }, + { + "left": "issue:43671", + "right": "issue:45177", + "accept": false, + "reason": "Qwen3-TTS and DeepSeek-OCR2 are unrelated." + }, + { + "left": "issue:43671", + "right": "issue:44121", + "accept": false, + "reason": "Qwen3-TTS and circuit-sparsity transformer are different requests." + }, + { + "left": "issue:43837", + "right": "issue:43909", + "accept": false, + "reason": "Qwen3-ASR and LFM2.5 Audio are different audio models." + }, + { + "left": "issue:43837", + "right": "issue:45322", + "accept": false, + "reason": "Qwen3-ASR and EUPE are unrelated model requests." + }, + { + "left": "issue:43837", + "right": "issue:44121", + "accept": false, + "reason": "Qwen3-ASR and circuit-sparsity transformer are different changes." + }, + { + "left": "issue:43909", + "right": "issue:44205", + "accept": false, + "reason": "LFM2.5 Audio and SAM3-LiteText are different model additions." + }, + { + "left": "issue:43909", + "right": "issue:46645", + "accept": false, + "reason": "LFM2.5 Audio and Granite SWA+sink option are different changes." + }, + { + "left": "issue:44121", + "right": "issue:45322", + "accept": false, + "reason": "weight-sparse transformer request and EUPE are unrelated." + }, + { + "left": "issue:41115", + "right": "issue:45027", + "accept": false, + "reason": "MiniCPM3 and Voxtral-TTS are different model requests." + }, + { + "left": "issue:43837", + "right": "issue:45027", + "accept": false, + "reason": "Qwen3-ASR and Voxtral-TTS are different speech-model requests, not the same bug or change." + }, + { + "left": "issue:37015", + "right": "issue:45027", + "accept": false, + "reason": "NeoBERT and Voxtral-TTS are unrelated." + }, + { + "left": "issue:37334", + "right": "issue:45027", + "accept": false, + "reason": "LLMDet and Voxtral-TTS are different scopes." + }, + { + "left": "issue:43837", + "right": "issue:45177", + "accept": false, + "reason": "Qwen3-ASR and DeepSeek-OCR2 are unrelated." + }, + { + "left": "issue:42954", + "right": "issue:45177", + "accept": false, + "reason": "XiaoMi MiMo and DeepSeek-OCR2 are different model requests." + }, + { + "left": "issue:45322", + "right": "issue:46133", + "accept": false, + "reason": "EUPE and TIPSv2 are both vision-language related, but they are distinct models with different requested implementations." + }, + { + "left": "issue:42954", + "right": "issue:46653", + "accept": false, + "reason": "XiaoMi MiMo and Mirko Privitera are unrelated." + }, + { + "left": "issue:42503", + "right": "issue:46653", + "accept": false, + "reason": "ModernVBERT and Mirko Privitera are unrelated." + }, + { + "left": "issue:45027", + "right": "issue:46653", + "accept": false, + "reason": "Voxtral-TTS and Mirko Privitera 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": 8, + "component_count": 28, + "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-38740-2", + "nodes": [ + "issue:38740", + "issue:46443" + ], + "soft_pairs": [ + "issue:38740|issue:46443" + ], + "prepared_review_unit_hash": "9e29d960e3f7447a11eeed558479daea915dab10ce37c6a721a13fd3f8d51bb9", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1505, + "estimated_input_tokens": 377, + "estimated_eval_tokens": 1010 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1505, + "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 unrelated: one is a documentation request for adding Pruna as an optimization framework, the other is a Vision RoPE refactor. No duplicate or shared underlying problem is evident.", + "confidence": 0.98, + "canonical_issue_reason": "Pick #46443 as the representative issue because it is the more substantive technical work item; #38740 is a separate docs/feature request and not the same problem.", + "canonical_pr_reason": null, + "best_issue_reason": "#46443 is the best issue to keep as the cluster representative since it reflects an actual code refactor, while #38740 is a standalone documentation request with no overlap.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:38740", + "right": "issue:46443", + "accept": false, + "reason": "Different topics and scopes: docs request for Pruna integration versus a Vision RoPE refactor. 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": 9, + "component_count": 28, + "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-41084-2", + "nodes": [ + "issue:41084", + "issue:43037" + ], + "soft_pairs": [ + "issue:41084|issue:43037" + ], + "prepared_review_unit_hash": "043431c933df70577d4bf8d95b8fd95adefe39e3bb6d8ab699c6f55f6a7cc0c4", + "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": "The two issues are only loosely similar by theme; they describe different requests altogether, so they should not be clustered as duplicates.", + "confidence": 0.93, + "canonical_issue_reason": "Issue 43037 is the more concrete, user-facing request with a clear target (\u201cDeepSeek v3.2 support\u201d); 41084 is too generic to serve as a strong canonical representative.", + "canonical_pr_reason": null, + "best_issue_reason": "43037 is the best representative issue because it is specific and actionable, whereas 41084 is an ambiguous feature label that lacks a clear implementation target.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:41084", + "right": "issue:43037", + "accept": false, + "reason": "Different underlying requests: \u201cSet Block Decoding\u201d is a generic feature/implementation phrase, while \u201cDeepSeek v3.2 support\u201d is a model-specific support request. 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": 10, + "component_count": 28, + "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-41306-2", + "nodes": [ + "issue:41306", + "issue:41826" + ], + "soft_pairs": [ + "issue:41306|issue:41826" + ], + "prepared_review_unit_hash": "464cc8b9180dd7f89eb17ca6ea8210af3c0021697d662021fc94f40f9a3603cb", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1584, + "estimated_input_tokens": 396, + "estimated_eval_tokens": 1048 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1584, + "estimated_input_tokens": 396, + "estimated_eval_tokens": 1048 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These are about different features: one requests a `from_pretrained()` flag for TiledFusedLogitsLoss/Liger FLCE, the other is about integrating TiledMLP for lower memory use. They share only a broad \u201ctiled optimization\u201d theme, not the same underlying change.", + "confidence": 0.94, + "canonical_issue_reason": "Issue 41306 is the more concrete, API-specific request and is easier to treat as the representative item if one must be chosen.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 41826 is the broader feature request around TiledMLP memory reduction, but it is still a different topic from 41306 rather than a duplicate.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:41306", + "right": "issue:41826", + "accept": false, + "reason": "Different components and changes: FLCE/TiledFusedLogitsLoss `from_pretrained()` flag vs. TiledMLP integration. The shared \u201ctiled\u201d wording is too broad to indicate the same bug or code change." + } + ] + }, + "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": 28, + "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-43598-2", + "nodes": [ + "issue:43598", + "issue:43600" + ], + "soft_pairs": [ + "issue:43598|issue:43600" + ], + "prepared_review_unit_hash": "ff3ca35c398f18d0c673b7b08e9611b969af3beeacf659d3c50d86fa7b9922d7", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1583, + "estimated_input_tokens": 396, + "estimated_eval_tokens": 1048 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1583, + "estimated_input_tokens": 396, + "estimated_eval_tokens": 1048 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These look related at a high level (custom trainer behavior), but they describe different Trainer limitations: one is about `remove_unused_column` customizability, the other about FLOPS estimation for custom trainers. I would not merge them.", + "confidence": 0.9, + "canonical_issue_reason": "Issue 43598 is the better canonical issue because it states a concrete Trainer customization point with a clearer API-level fix target.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 43598 is the strongest standalone issue: it is specific, actionable, and centered on a single Trainer behavior rather than a broader estimation concern.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43598", + "right": "issue:43600", + "accept": false, + "reason": "Both involve custom trainers, but they target different code paths and outcomes (`remove_unused_column` behavior vs FLOPS estimation). 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": 12, + "component_count": 28, + "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-43684-2", + "nodes": [ + "issue:43684", + "issue:44405" + ], + "soft_pairs": [ + "issue:43684|issue:44405" + ], + "prepared_review_unit_hash": "cd9e63570760a5b9e87a22622dc0943c8c032576ccf48b3e1192869840ee0a2c", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1611, + "estimated_input_tokens": 403, + "estimated_eval_tokens": 1062 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1611, + "estimated_input_tokens": 403, + "estimated_eval_tokens": 1062 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "The two issues request different model integrations and different task heads, so they are not duplicates: one is for Qwen3-Omni AutoModel registration, the other for Qwen3.5 sequence classification support.", + "confidence": 0.94, + "canonical_issue_reason": "Issue #43684 is the broader, more foundational request because it targets core AutoModel/AutoModelForConditionalGeneration registration for a model family.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue #43684 is the best representative for the cluster since it describes a general model-registration gap rather than a narrower head-specific extension.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43684", + "right": "issue:44405", + "accept": false, + "reason": "Different underlying changes: Qwen3-Omni registration in AutoModel/AutoModelForConditionalGeneration versus Qwen3.5 AutoModelForSequenceClassification support. They do not look mergeable into 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": 13, + "component_count": 28, + "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-43835-4", + "nodes": [ + "issue:43835", + "issue:43845", + "issue:43846", + "issue:43859" + ], + "soft_pairs": [ + "issue:43835|issue:43845", + "issue:43835|issue:43846", + "issue:43835|issue:43859", + "issue:43845|issue:43846", + "issue:43845|issue:43859", + "issue:43846|issue:43859" + ], + "prepared_review_unit_hash": "95b620da759c14a452b1d6eb91006484968e4d1bbe6a7e74720ae2ffcb14a09a", + "component_budget": { + "node_count": 4, + "item_count": 4, + "soft_pair_count": 6, + "serialized_chars": 4266, + "estimated_input_tokens": 1067, + "estimated_eval_tokens": 2390 + }, + "budget": { + "node_count": 4, + "item_count": 4, + "soft_pair_count": 6, + "serialized_chars": 4266, + "estimated_input_tokens": 1067, + "estimated_eval_tokens": 2390 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "The cluster contains four very sparse issues with only generic/empty titles, so there is not enough evidence to confidently merge any pair as true duplicates.", + "confidence": 0.31, + "canonical_issue_reason": "No reliable canonical issue can be established from the available metadata; the reports are too underspecified to prove they describe the same underlying bug.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 43859 is the weakest-best candidate only because it has slightly more discussion activity, but this is not strong enough to make it a true canonical report.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43835", + "right": "issue:43845", + "accept": false, + "reason": "Only soft title similarity; no body details, links, or targets to show the same bug." + }, + { + "left": "issue:43835", + "right": "issue:43846", + "accept": false, + "reason": "Only soft title similarity; insufficient evidence that these are the same underlying issue." + }, + { + "left": "issue:43835", + "right": "issue:43859", + "accept": false, + "reason": "Shared generic title pattern only; no substantive metadata to confirm duplication." + }, + { + "left": "issue:43845", + "right": "issue:43846", + "accept": false, + "reason": "The titles match almost exactly, but the reports are too empty to verify they describe the same bug." + }, + { + "left": "issue:43845", + "right": "issue:43859", + "accept": false, + "reason": "Generic repeated title without body/context; cannot safely treat as duplicates." + }, + { + "left": "issue:43846", + "right": "issue:43859", + "accept": false, + "reason": "Generic repeated title without body/context; cannot safely treat 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": 14, + "component_count": 28, + "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-44371-6", + "nodes": [ + "issue:44371", + "issue:44418", + "issue:44572", + "issue:44573", + "issue:44937", + "issue:47036" + ], + "soft_pairs": [ + "issue:44371|issue:44572", + "issue:44371|issue:44573", + "issue:44371|issue:44418", + "issue:44371|issue:47036", + "issue:44371|issue:44937", + "issue:44418|issue:44572", + "issue:44418|issue:44573", + "issue:44572|issue:44573", + "issue:44572|issue:47036", + "issue:44572|issue:44937", + "issue:44573|issue:47036", + "issue:44573|issue:44937" + ], + "prepared_review_unit_hash": "0922e520552fd40ffdb5ebf667687f646b88fdaa45e74be5d190465febf9697a", + "component_budget": { + "node_count": 6, + "item_count": 6, + "soft_pair_count": 12, + "serialized_chars": 7361, + "estimated_input_tokens": 1841, + "estimated_eval_tokens": 3938 + }, + "budget": { + "node_count": 6, + "item_count": 6, + "soft_pair_count": 12, + "serialized_chars": 7361, + "estimated_input_tokens": 1841, + "estimated_eval_tokens": 3938 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "This cluster looks like unrelated, low-information/spam-like issues rather than duplicates of one bug or request. No soft pair appears to describe the same underlying problem or change.", + "confidence": 0.93, + "canonical_issue_reason": "No strong canonical issue exists here; the issues are mostly unrelated or spam-like. If one must be chosen as a placeholder, #44418 is the most substantive-looking title, but it is not a clear representative of the rest.", + "canonical_pr_reason": null, + "best_issue_reason": "#44418 is the least spammy / most content-like issue in the set, so it is the best placeholder candidate, but it still does not unify the cluster as a true duplicate target.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44371", + "right": "issue:44572", + "accept": false, + "reason": "Both are titled \"\" with no real content, but there is no evidence they describe the same underlying issue beyond being spam." + }, + { + "left": "issue:44371", + "right": "issue:44573", + "accept": false, + "reason": "Same as above: identical spam titles are not enough to treat them as the same bug or request." + }, + { + "left": "issue:44371", + "right": "issue:44418", + "accept": false, + "reason": "One is spam-like and the other is a vague documentation suggestion; no concrete shared problem is visible." + }, + { + "left": "issue:44371", + "right": "issue:47036", + "accept": false, + "reason": "A spam title and a community benchmark tip are different issue types with no shared underlying change." + }, + { + "left": "issue:44371", + "right": "issue:44937", + "accept": false, + "reason": "\"\" and \"Check out \\\"Google LLC\\\"\" do not indicate the same issue." + }, + { + "left": "issue:44418", + "right": "issue:44572", + "accept": false, + "reason": "A vague documentation enhancement and a spam placeholder are not the same request." + }, + { + "left": "issue:44418", + "right": "issue:44573", + "accept": false, + "reason": "No concrete overlap is visible between the documentation suggestion and the spam issue." + }, + { + "left": "issue:44572", + "right": "issue:44573", + "accept": false, + "reason": "Both are spam titles, but there is no basis to say they report the same underlying problem." + }, + { + "left": "issue:44572", + "right": "issue:47036", + "accept": false, + "reason": "Spam placeholder versus benchmark tip; different topics and no shared fix target." + }, + { + "left": "issue:44572", + "right": "issue:44937", + "accept": false, + "reason": "A spam issue and a named-check issue are unrelated on the available evidence." + }, + { + "left": "issue:44573", + "right": "issue:47036", + "accept": false, + "reason": "No indication these two issues describe the same bug, enhancement, or code path." + }, + { + "left": "issue:44573", + "right": "issue:44937", + "accept": false, + "reason": "The titles are unrelated and do not point to the same underlying concern." + } + ] + }, + "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": 28, + "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-45145-2", + "nodes": [ + "issue:45145", + "issue:45151" + ], + "soft_pairs": [ + "issue:45145|issue:45151" + ], + "prepared_review_unit_hash": "a56176ec0737e081a10a7d3928e672eeeed87011f652223d9d1248ecd91da6dc", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1645, + "estimated_input_tokens": 412, + "estimated_eval_tokens": 1080 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1645, + "estimated_input_tokens": 412, + "estimated_eval_tokens": 1080 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "The two issues have identical titles and very similar metadata, but the packet only supports soft similarity, not a confident duplicate determination. Conservatively, treat them as potentially related but not conclusively the same report.", + "confidence": 0.67, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": "#45145 is the earliest matching report and would be the most plausible representative if these later prove to be duplicates.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45145", + "right": "issue:45151", + "accept": false, + "reason": "The evidence shows strong similarity, but not enough to conservatively conclude the two issues are the same underlying bug or request. Identical titles alone are insufficient without body or target equivalence." + } + ] + }, + "evaluator_result": { + "accept": false, + "feedback": "The duplicate call is too strong for the evidence in the packet. The two issues do share an identical title and similar body length, but the packet only provides soft similarity evidence (jaccard 0.63) and does not show the bodies are the same. Saying they are definitively duplicates / the same underlying issue overstates the evidence. The canonical choice of #45145 is reasonable if they are duplicates, but that premise is not established conservatively here." + }, + "evaluator_used": true, + "retried": true, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 16, + "component_count": 28, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-45295-2", + "nodes": [ + "issue:45295", + "issue:45373" + ], + "soft_pairs": [], + "prepared_review_unit_hash": "f5fd95fada2f530ab0999e343c17c16266cde0c7182bb22509972ca44827cd49", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 0, + "serialized_chars": 1286, + "estimated_input_tokens": 322, + "estimated_eval_tokens": 900 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 0, + "serialized_chars": 1286, + "estimated_input_tokens": 322, + "estimated_eval_tokens": 900 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These two issues describe the same missing Gemma 4 sequence-classification support; the later, more specific open issue is the better cluster representative.", + "confidence": 0.94, + "canonical_issue_reason": "issue #45373 is the clearest canonical tracker: it is open, explicitly names the missing class `Gemma4ForSequenceClassification`, and states the module-level gap relative to Gemma 2/3.", + "canonical_pr_reason": null, + "best_issue_reason": "issue #45373 best captures the concrete request and likely remaining work, while #45295 is a shorter earlier duplicate with less detail and is already closed.", + "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": 17, + "component_count": 28, + "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-45762-2", + "nodes": [ + "issue:45762", + "issue:45763" + ], + "soft_pairs": [ + "issue:45762|issue:45763" + ], + "prepared_review_unit_hash": "5fcc4789eeff61f780e4308a7a7161545b112edd46886ecbfb8758cbd01244e3", + "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": "The two closed issues appear unrelated: both are empty, human-name/date titles with no shared context or actionable bug information, so they should not be treated as duplicates.", + "confidence": 0.98, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": "Neither issue has any body, links, or technical context; there is no basis to select a meaningful canonical issue.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45762", + "right": "issue:45763", + "accept": false, + "reason": "Only superficial similarity in title format; the issues do not describe the same underlying problem 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": 28, + "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-45764-2", + "nodes": [ + "issue:45764", + "issue:45765" + ], + "soft_pairs": [ + "issue:45764|issue:45765" + ], + "prepared_review_unit_hash": "1e6006c1f308913a3704791193cd6908750121da90e5dc8394eb328f3cb42c42", + "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": "The two issues are not duplicates; they are unrelated low-information tickets with different names/dates and no shared evidence.", + "confidence": 0.96, + "canonical_issue_reason": "issue:45764 is the earliest-created issue, but there is no substantive evidence that it should serve as a true cluster canonical because the pair does not appear related.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45764 is the least arbitrary representative only because it was opened first; neither issue is a clear duplicate or better exemplar of the other.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45764", + "right": "issue:45765", + "accept": false, + "reason": "Different titles and no shared targets, files, or discussion evidence; these do not look like the same underlying bug or request." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 19, + "component_count": 28, + "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-45810-2", + "nodes": [ + "issue:45810", + "issue:46295" + ], + "soft_pairs": [ + "issue:45810|issue:46295" + ], + "prepared_review_unit_hash": "2b51dc377121333fbd93cffc1b4917664a8a369e13b9e11f7dc11623039f7830", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1542, + "estimated_input_tokens": 386, + "estimated_eval_tokens": 1028 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1542, + "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 unrelated feature requests: one is for adding a Qwen3_5 token-classification model head, the other is for FP8 training support. They do not describe the same underlying bug or change.", + "confidence": 0.97, + "canonical_issue_reason": "Issue #46295 is the broader, more general request and has more inbound interest, so it is the better cluster anchor than the narrow model-head feature request.", + "canonical_pr_reason": null, + "best_issue_reason": "#46295 best represents the cluster because it captures the more general platform capability request; #45810 is a specific model-task addition and is not a duplicate of it.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45810", + "right": "issue:46295", + "accept": false, + "reason": "Different features in different areas: adding a specific Qwen token-classification class vs. FP8 training support. No shared code path or concrete 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": 28, + "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-45869-5", + "nodes": [ + "issue:45869", + "issue:45870", + "issue:45871", + "issue:45872", + "issue:45873" + ], + "soft_pairs": [ + "issue:45869|issue:45870", + "issue:45869|issue:45871", + "issue:45870|issue:45871", + "issue:45870|issue:45872", + "issue:45870|issue:45873", + "issue:45871|issue:45872", + "issue:45871|issue:45873", + "issue:45872|issue:45873" + ], + "prepared_review_unit_hash": "d2f4b8684aba730001b9cf4d54de568748bb577cc0da8939df34f28deee82f4b", + "component_budget": { + "node_count": 5, + "item_count": 5, + "soft_pair_count": 8, + "serialized_chars": 5722, + "estimated_input_tokens": 1431, + "estimated_eval_tokens": 3118 + }, + "budget": { + "node_count": 5, + "item_count": 5, + "soft_pair_count": 8, + "serialized_chars": 5722, + "estimated_input_tokens": 1431, + "estimated_eval_tokens": 3118 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "This cluster does not support a single canonical issue. 45869 is clearly a different request by title, and 45870/45871 plus 45872/45873 are only high-similarity pairs based on soft evidence, not confirmed exact duplicates.", + "confidence": 0.79, + "canonical_issue_reason": "No single canonical issue fits the whole cluster. The evidence only shows two high-similarity title pairs and one unrelated dataset-promo request; there is no deterministic acceptance or body-level confirmation to collapse them into exact duplicates.", + "canonical_pr_reason": null, + "best_issue_reason": "45870 is the best tentative issue anchor only because it is the earliest item in the strongest-looking pair (45870/45871). It is not a cluster-wide canonical, just a conservative representative for one likely duplicate thread.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45869", + "right": "issue:45870", + "accept": false, + "reason": "Different request type and title: dataset bundle promo versus a time-series example. Same broad domain only, not the same underlying issue." + }, + { + "left": "issue:45869", + "right": "issue:45871", + "accept": false, + "reason": "Same mismatch as 45869/45870: unrelated request by title, so not the same issue." + }, + { + "left": "issue:45870", + "right": "issue:45871", + "accept": false, + "reason": "Identical titles make this a strong candidate, but the packet only provides soft_similarity and deterministic_accept is false, so this is not enough to confirm an exact duplicate." + }, + { + "left": "issue:45870", + "right": "issue:45872", + "accept": false, + "reason": "Related only by the DataForge/financial theme; the titles describe different concrete requests, so not the same issue." + }, + { + "left": "issue:45870", + "right": "issue:45873", + "accept": false, + "reason": "Same as 45870/45872: thematically related but different concrete requests, not a confirmed duplicate." + }, + { + "left": "issue:45871", + "right": "issue:45872", + "accept": false, + "reason": "Different concrete request despite shared keywords; the available evidence is only soft similarity." + }, + { + "left": "issue:45871", + "right": "issue:45873", + "accept": false, + "reason": "Different concrete request despite shared keywords; not the same underlying issue." + }, + { + "left": "issue:45872", + "right": "issue:45873", + "accept": false, + "reason": "Identical titles suggest a probable duplicate pair, but without body evidence and with deterministic_accept false, this should remain unconfirmed." + } + ] + }, + "evaluator_result": { + "accept": false, + "feedback": "The cluster split is plausible, but the writeup overstates the evidence. In the packet, every pair is only backed by `soft_similarity`, and `deterministic_accept` is false for all of them. That is not enough to confidently call 45870/45871 and 45872/45873 \"exact duplicate\" pairs. The conservative reading is that these are high-similarity pairs, while 45869 is clearly a different request by title. Please downgrade the duplicate claims unless you have stronger evidence from the issue bodies." + }, + "evaluator_used": true, + "retried": true, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 21, + "component_count": 28, + "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-46439-2", + "nodes": [ + "issue:46439", + "issue:46441" + ], + "soft_pairs": [ + "issue:46439|issue:46441" + ], + "prepared_review_unit_hash": "73dd168acbcd298d5da6ffdf119518f9a02493bf227c39a248fbfd5f000bfd71", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1640, + "estimated_input_tokens": 410, + "estimated_eval_tokens": 1076 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1640, + "estimated_input_tokens": 410, + "estimated_eval_tokens": 1076 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Both issues appear to describe the same static-cache/linear-attention regression: one reports a `KeyError: 'linear_attention'`, the other reports wrong-shaped linear-attention tensors leading to `RuntimeError` during early initialization. The symptoms differ, but the affected path is the same.", + "confidence": 0.67, + "canonical_issue_reason": "Issue 46439 is the better canonical issue because it describes the broader underlying failure mode in the static-cache initialization path and gives the more general technical symptom set.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 46439 is the best representative for the cluster because it is less model-specific and more directly frames the cache/shape corruption in linear-attention layers.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:46439", + "right": "issue:46441", + "accept": true, + "reason": "Both reports center on static cache handling for linear-attention and likely stem from the same initialization bug, with different surface errors (`RuntimeError` vs `KeyError`)." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "Grounded and appropriately conservative. The pairing is supported by the shared static-cache/linear-attention theme in the titles, and the soft-edge verdict uses cautious language (`likely`). The canonical choice of issue 46439 is also reasonable from the broader wording." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 22, + "component_count": 28, + "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-46551-2", + "nodes": [ + "issue:46551", + "issue:46552" + ], + "soft_pairs": [ + "issue:46551|issue:46552" + ], + "prepared_review_unit_hash": "84daf5e1a8d7b2ba862b530e219a147fbe80475969d92a69809ceff0bc933e0c", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1709, + "estimated_input_tokens": 428, + "estimated_eval_tokens": 1112 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1709, + "estimated_input_tokens": 428, + "estimated_eval_tokens": 1112 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "The two closed issues are exact duplicates: same title, same described Wav2Vec2CTCTokenizer v5 special-token leak, and near-identical metadata. Issue #46552 is the better canonical due to higher inbound references and slightly more discussion.", + "confidence": 0.99, + "canonical_issue_reason": "Issue #46552 is the better canonical because it has more inbound references and discussion activity, indicating it is the more connected thread for the same bug report.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue #46552 best represents the cluster because it is the same issue text as #46551 but has more references and engagement.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:46551", + "right": "issue:46552", + "accept": true, + "reason": "Exact same issue title and description about the Wav2Vec2CTCTokenizer v5 word delimiter leak; clearly the same underlying bug report." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The cluster decision is grounded in the packet: the two issues have identical titles, equal body length, and a perfect soft-similarity score, while #46552 has higher inbound references and discussion activity. The canonical choice and soft-edge acceptance are conservative enough for this evidence." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 23, + "component_count": 28, + "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-46657-2", + "nodes": [ + "issue:46657", + "issue:46692" + ], + "soft_pairs": [ + "issue:46657|issue:46692" + ], + "prepared_review_unit_hash": "015b9ed0b23a6fc2382e366f4d5564201bce4069313f5cf1473dd502527d2ce6", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1569, + "estimated_input_tokens": 393, + "estimated_eval_tokens": 1042 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1569, + "estimated_input_tokens": 393, + "estimated_eval_tokens": 1042 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These do not look like duplicates: one reports a tensor-shape mismatch during object-detection training, while the other reports out-of-memory after several epochs in RT-DETR v2. They describe different failure modes and likely different fixes.", + "confidence": 0.95, + "canonical_issue_reason": "Issue 46657 is the clearer, more specific bug report with a concrete training failure (tensor size mismatch) and is the better representative issue for this cluster.", + "canonical_pr_reason": null, + "best_issue_reason": "46657 is the more focused and diagnosable issue; 46692 appears to be a separate resource/scale problem rather than the same underlying defect.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:46657", + "right": "issue:46692", + "accept": false, + "reason": "Different symptoms and likely different root causes: tensor size mismatch vs OOM after some epochs. 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": 24, + "component_count": 28, + "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-46822-2", + "nodes": [ + "issue:46822", + "issue:46823" + ], + "soft_pairs": [ + "issue:46822|issue:46823" + ], + "prepared_review_unit_hash": "acc03d8c145b41db5e2d7552d126ec6fc66086439db9eb734e897ac1ca1b0ccf", + "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": "These two issues are about different model-loading failures: one is a ZeRO-3/zero.Init partitioning OOM on a composite multimodal submodule, the other is 4-bit + device_map='auto' + max_memory mis-dispatching to CPU. They are related only at a broad \"model loading\" level, not the same underlying bug.", + "confidence": 0.95, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": "Issue 46823 is the more self-contained report: it names a specific configuration, a concrete failure mode, and is already closed, making it a better representative issue if one must be chosen.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:46822", + "right": "issue:46823", + "accept": false, + "reason": "Different code paths and symptoms: ZeRO-3 zero.Init partitioning/OOM versus 4-bit device_map/max_memory CPU dispatch ValueError. Shared theme is loading, but 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": 25, + "component_count": 28, + "review_unit_index": 1, + "review_unit_count": 2, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-46906-24", + "nodes": [ + "issue:46906", + "issue:46940", + "issue:46948", + "issue:46969", + "issue:46985", + "issue:46998", + "issue:47037", + "issue:47049", + "issue:47053", + "issue:47091", + "issue:47102", + "issue:47120", + "issue:47182", + "issue:47227", + "issue:47256", + "issue:47265", + "issue:47279", + "issue:47309", + "issue:47377", + "issue:47390", + "issue:47406", + "issue:47419", + "issue:47442", + "issue:47465" + ], + "soft_pairs": [ + "issue:46906|issue:46940", + "issue:46906|issue:46948", + "issue:46906|issue:46969", + "issue:46906|issue:46985", + "issue:46906|issue:47037", + "issue:46940|issue:46948", + "issue:46948|issue:46969", + "issue:46948|issue:46985", + "issue:46940|issue:46969", + "issue:46940|issue:46985", + "issue:47037|issue:47049", + "issue:46948|issue:46998", + "issue:47049|issue:47053", + "issue:46998|issue:47049", + "issue:46969|issue:46985", + "issue:46940|issue:46998", + "issue:46985|issue:47049", + "issue:47049|issue:47091", + "issue:46998|issue:47037", + "issue:46985|issue:47037", + "issue:46969|issue:47037", + "issue:47037|issue:47091", + "issue:47037|issue:47053", + "issue:46969|issue:47091", + "issue:47053|issue:47091", + "issue:47091|issue:47102", + "issue:46998|issue:47053", + "issue:47053|issue:47102", + "issue:46985|issue:46998", + "issue:46998|issue:47091", + "issue:47037|issue:47102", + "issue:46985|issue:47091", + "issue:46985|issue:47102", + "issue:47049|issue:47102", + "issue:47265|issue:47279", + "issue:47265|issue:47309", + "issue:47279|issue:47309", + "issue:47265|issue:47377", + "issue:47279|issue:47377", + "issue:47256|issue:47265", + "issue:47182|issue:47256", + "issue:47256|issue:47279", + "issue:47120|issue:47256", + "issue:47309|issue:47377", + "issue:47102|issue:47256", + "issue:47182|issue:47265", + "issue:47120|issue:47182", + "issue:47120|issue:47279", + "issue:47120|issue:47265", + "issue:47120|issue:47377", + "issue:47182|issue:47377", + "issue:47182|issue:47279", + "issue:47227|issue:47377", + "issue:47227|issue:47256", + "issue:47182|issue:47309", + "issue:47227|issue:47309", + "issue:47227|issue:47279", + "issue:47182|issue:47227", + "issue:47227|issue:47265", + "issue:47442|issue:47465", + "issue:47419|issue:47442", + "issue:47419|issue:47465", + "issue:47377|issue:47419", + "issue:47377|issue:47442", + "issue:47279|issue:47419", + "issue:47406|issue:47419", + "issue:47279|issue:47442", + "issue:47377|issue:47465", + "issue:47227|issue:47442", + "issue:47390|issue:47406", + "issue:47390|issue:47465", + "issue:47406|issue:47465" + ], + "prepared_review_unit_hash": "cadd7d78bc2cd627992431e9fca3b75eae6039089111d932c242eb94c581bab9", + "component_budget": { + "node_count": 24, + "item_count": 24, + "soft_pair_count": 78, + "serialized_chars": 41460, + "estimated_input_tokens": 10365, + "estimated_eval_tokens": 20986 + }, + "budget": { + "node_count": 24, + "item_count": 24, + "soft_pair_count": 72, + "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": "A cluster of near-identical '[serge] integration failure triage' issues, but they are dated daily triage threads rather than duplicates of one underlying report. No PRs are present.", + "confidence": 0.92, + "canonical_issue_reason": "issue:47465 is the latest open triage thread and the best current representative of this recurring issue template, but it should not be treated as a duplicate of the earlier dated triage issues.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:47465 is the most current and still-open triage thread, so it is the best issue to anchor the recurring series.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:46906", + "right": "issue:46940", + "accept": false, + "reason": "Reject: same templated triage series, but these are different dates/runs with separate context, not the same bug report." + }, + { + "left": "issue:46906", + "right": "issue:46948", + "accept": false, + "reason": "Reject: high textual similarity comes from the shared daily triage template; the issues are for different days." + }, + { + "left": "issue:46906", + "right": "issue:46969", + "accept": false, + "reason": "Reject: distinct dated triage threads, not one underlying duplicate issue." + }, + { + "left": "issue:46906", + "right": "issue:46985", + "accept": false, + "reason": "Reject: separate daily integration-failure reports; similarity is boilerplate." + }, + { + "left": "issue:46906", + "right": "issue:47037", + "accept": false, + "reason": "Reject: different dates and likely different CI runs; not the same issue." + }, + { + "left": "issue:46940", + "right": "issue:46948", + "accept": false, + "reason": "Reject: same template, but each issue corresponds to a different daily triage event." + }, + { + "left": "issue:46948", + "right": "issue:46969", + "accept": false, + "reason": "Reject: dated series entries are not duplicates even if the wording is nearly identical." + }, + { + "left": "issue:46948", + "right": "issue:46985", + "accept": false, + "reason": "Reject: same recurring triage thread format, but not the same report." + }, + { + "left": "issue:46940", + "right": "issue:46969", + "accept": false, + "reason": "Reject: different day-specific triage issues." + }, + { + "left": "issue:46940", + "right": "issue:46985", + "accept": false, + "reason": "Reject: template similarity only; the underlying incident is not shown to be the same." + }, + { + "left": "issue:47037", + "right": "issue:47049", + "accept": false, + "reason": "Reject: adjacent daily triage issues, but still distinct dated instances." + }, + { + "left": "issue:46948", + "right": "issue:46998", + "accept": false, + "reason": "Reject: same recurring triage template, not a duplicate." + }, + { + "left": "issue:47049", + "right": "issue:47053", + "accept": false, + "reason": "Reject: separate daily reports with shared boilerplate." + }, + { + "left": "issue:46998", + "right": "issue:47049", + "accept": false, + "reason": "Reject: different daily integration failure triage threads." + }, + { + "left": "issue:46969", + "right": "issue:46985", + "accept": false, + "reason": "Reject: date-specific issue instances, not one merged bug." + }, + { + "left": "issue:46940", + "right": "issue:46998", + "accept": false, + "reason": "Reject: same series, but distinct reports for different days." + }, + { + "left": "issue:46985", + "right": "issue:47049", + "accept": false, + "reason": "Reject: similar text does not outweigh the fact these are separate dated triage issues." + }, + { + "left": "issue:47049", + "right": "issue:47091", + "accept": false, + "reason": "Reject: different triage days; no evidence of a single duplicated incident." + }, + { + "left": "issue:46998", + "right": "issue:47037", + "accept": false, + "reason": "Reject: recurring template only, not the same issue." + }, + { + "left": "issue:46985", + "right": "issue:47037", + "accept": false, + "reason": "Reject: these are daily triage entries, not duplicate bug reports." + }, + { + "left": "issue:46969", + "right": "issue:47037", + "accept": false, + "reason": "Reject: different dates/runs with similar wording." + }, + { + "left": "issue:47037", + "right": "issue:47091", + "accept": false, + "reason": "Reject: separate dated triage issues." + }, + { + "left": "issue:47037", + "right": "issue:47053", + "accept": false, + "reason": "Reject: same template, different daily incident context." + }, + { + "left": "issue:46969", + "right": "issue:47091", + "accept": false, + "reason": "Reject: no indication these dated reports are the same underlying failure." + }, + { + "left": "issue:47053", + "right": "issue:47091", + "accept": false, + "reason": "Reject: different daily triage threads." + }, + { + "left": "issue:47091", + "right": "issue:47102", + "accept": false, + "reason": "Reject: similar wording across days is boilerplate, not duplication." + }, + { + "left": "issue:46998", + "right": "issue:47053", + "accept": false, + "reason": "Reject: each issue is a distinct daily triage report." + }, + { + "left": "issue:47053", + "right": "issue:47102", + "accept": false, + "reason": "Reject: different dates and likely different integration runs." + }, + { + "left": "issue:46985", + "right": "issue:46998", + "accept": false, + "reason": "Reject: same recurring triage series, but not the same concrete bug instance." + }, + { + "left": "issue:46998", + "right": "issue:47091", + "accept": false, + "reason": "Reject: daily reports should not be merged as duplicates." + }, + { + "left": "issue:47037", + "right": "issue:47102", + "accept": false, + "reason": "Reject: distinct dated triage issues." + }, + { + "left": "issue:46985", + "right": "issue:47091", + "accept": false, + "reason": "Reject: boilerplate similarity only." + }, + { + "left": "issue:46985", + "right": "issue:47102", + "accept": false, + "reason": "Reject: each issue appears to cover a separate day\u2019s failure triage." + }, + { + "left": "issue:47049", + "right": "issue:47102", + "accept": false, + "reason": "Reject: different daily triage threads, not one underlying bug." + }, + { + "left": "issue:47265", + "right": "issue:47279", + "accept": false, + "reason": "Reject: same daily triage template, but these are different dates." + }, + { + "left": "issue:47265", + "right": "issue:47309", + "accept": false, + "reason": "Reject: separate dated reports in the same series." + }, + { + "left": "issue:47279", + "right": "issue:47309", + "accept": false, + "reason": "Reject: not the same issue; just highly similar daily triage entries." + }, + { + "left": "issue:47265", + "right": "issue:47377", + "accept": false, + "reason": "Reject: different daily triage instances, not duplicates." + }, + { + "left": "issue:47279", + "right": "issue:47377", + "accept": false, + "reason": "Reject: similar template, distinct day-specific context." + }, + { + "left": "issue:47256", + "right": "issue:47265", + "accept": false, + "reason": "Reject: separate dated triage issues." + }, + { + "left": "issue:47182", + "right": "issue:47256", + "accept": false, + "reason": "Reject: different dates/runs, not one merged report." + }, + { + "left": "issue:47256", + "right": "issue:47279", + "accept": false, + "reason": "Reject: same recurring triage format only." + }, + { + "left": "issue:47120", + "right": "issue:47256", + "accept": false, + "reason": "Reject: daily triage reports are not duplicates just because the text is similar." + }, + { + "left": "issue:47102", + "right": "issue:47256", + "accept": false, + "reason": "Reject: different dated instances of the same triage template." + }, + { + "left": "issue:47182", + "right": "issue:47265", + "accept": false, + "reason": "Reject: separate daily reports." + }, + { + "left": "issue:47120", + "right": "issue:47182", + "accept": false, + "reason": "Reject: adjacent triage days, but still distinct issues." + }, + { + "left": "issue:47120", + "right": "issue:47279", + "accept": false, + "reason": "Reject: same template, different report date." + }, + { + "left": "issue:47120", + "right": "issue:47265", + "accept": false, + "reason": "Reject: no evidence they describe the same underlying failure instance." + }, + { + "left": "issue:47120", + "right": "issue:47377", + "accept": false, + "reason": "Reject: recurring triage thread, not a duplicate bug." + }, + { + "left": "issue:47182", + "right": "issue:47377", + "accept": false, + "reason": "Reject: separate dated triage issues." + }, + { + "left": "issue:47182", + "right": "issue:47279", + "accept": false, + "reason": "Reject: similar title/body, but different day-specific context." + }, + { + "left": "issue:47227", + "right": "issue:47377", + "accept": false, + "reason": "Reject: same series of daily triage threads, not one issue." + }, + { + "left": "issue:47227", + "right": "issue:47256", + "accept": false, + "reason": "Reject: distinct dated reports." + }, + { + "left": "issue:47182", + "right": "issue:47309", + "accept": false, + "reason": "Reject: different triage days with shared boilerplate." + }, + { + "left": "issue:47227", + "right": "issue:47309", + "accept": false, + "reason": "Reject: not the same concrete bug report." + }, + { + "left": "issue:47227", + "right": "issue:47279", + "accept": false, + "reason": "Reject: same recurring template only." + }, + { + "left": "issue:47182", + "right": "issue:47227", + "accept": false, + "reason": "Reject: daily integration-failure triage entries are separate issues." + }, + { + "left": "issue:47227", + "right": "issue:47265", + "accept": false, + "reason": "Reject: distinct dated triage threads." + }, + { + "left": "issue:47442", + "right": "issue:47465", + "accept": false, + "reason": "Reject: consecutive daily triage issues, but still separate reports." + }, + { + "left": "issue:47419", + "right": "issue:47442", + "accept": false, + "reason": "Reject: same template, different day and likely different CI run." + }, + { + "left": "issue:47419", + "right": "issue:47465", + "accept": false, + "reason": "Reject: these are separate daily triage issues, not duplicates." + }, + { + "left": "issue:47377", + "right": "issue:47419", + "accept": false, + "reason": "Reject: different dated reports in the same series." + }, + { + "left": "issue:47377", + "right": "issue:47442", + "accept": false, + "reason": "Reject: shared wording is boilerplate, not evidence of one underlying bug." + }, + { + "left": "issue:47279", + "right": "issue:47419", + "accept": false, + "reason": "Reject: separate daily triage threads." + }, + { + "left": "issue:47406", + "right": "issue:47419", + "accept": false, + "reason": "Reject: distinct date-specific issue instances." + }, + { + "left": "issue:47279", + "right": "issue:47442", + "accept": false, + "reason": "Reject: same recurring triage series, not a duplicate." + }, + { + "left": "issue:47377", + "right": "issue:47465", + "accept": false, + "reason": "Reject: daily triage issues for different dates." + }, + { + "left": "issue:47227", + "right": "issue:47442", + "accept": false, + "reason": "Reject: similar template only; no same underlying bug shown." + }, + { + "left": "issue:47390", + "right": "issue:47406", + "accept": false, + "reason": "Reject: different daily triage reports." + }, + { + "left": "issue:47390", + "right": "issue:47465", + "accept": false, + "reason": "Reject: separate dated triage issues." + }, + { + "left": "issue:47406", + "right": "issue:47465", + "accept": false, + "reason": "Reject: consecutive but distinct daily reports." + } + ] + }, + "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": 28, + "review_unit_index": 2, + "review_unit_count": 2, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-46906-24", + "nodes": [ + "issue:47279", + "issue:47377", + "issue:47390", + "issue:47406", + "issue:47419", + "issue:47442", + "issue:47465" + ], + "soft_pairs": [ + "issue:47279|issue:47465", + "issue:47406|issue:47442", + "issue:47377|issue:47406", + "issue:47390|issue:47442", + "issue:47390|issue:47419", + "issue:47377|issue:47390" + ], + "prepared_review_unit_hash": "ef858a7c2b85a0bbe54545304009cc9ec8a77669be2c55d37b74d984e53a4c3b", + "component_budget": { + "node_count": 24, + "item_count": 24, + "soft_pair_count": 78, + "serialized_chars": 41460, + "estimated_input_tokens": 10365, + "estimated_eval_tokens": 20986 + }, + "budget": { + "node_count": 7, + "item_count": 7, + "soft_pair_count": 6, + "serialized_chars": 5694, + "estimated_input_tokens": 1424, + "estimated_eval_tokens": 3104 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "These are a sequence of dated \"[serge] integration failure triage\" issue reports for different days, not duplicate reports of one fixed bug. They appear to be recurring triage tickets for separate integration runs, so they should not be merged as the same underlying issue.", + "confidence": 0.97, + "canonical_issue_reason": "issue:47442 is a strong representative: it has the highest inbound reference count tied with the earliest ticket, is a closed triage issue, and sits near the end of the series with the most complete context available.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:47442 looks like the best single representative for this cluster because it is closed, heavily referenced, and clearly matches the recurring triage pattern without being the still-open latest ticket.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:47279", + "right": "issue:47465", + "accept": false, + "reason": "Same template/title family, but the dated triage tickets correspond to different days/runs; this is recurring monitoring work, not one underlying bug." + }, + { + "left": "issue:47406", + "right": "issue:47442", + "accept": false, + "reason": "Both are daily integration triage issues for different dates, so they are separate incident reports rather than duplicate reports of the same code-path problem." + }, + { + "left": "issue:47377", + "right": "issue:47406", + "accept": false, + "reason": "The shared wording is just the triage template; the different dates indicate distinct integration failure occurrences." + }, + { + "left": "issue:47390", + "right": "issue:47442", + "accept": false, + "reason": "These are separate dated triage tickets, not the same bug or change request, so they should not be clustered as duplicates." + }, + { + "left": "issue:47390", + "right": "issue:47419", + "accept": false, + "reason": "No evidence of one shared underlying defect beyond the recurring triage title; they are different daily reports." + }, + { + "left": "issue:47377", + "right": "issue:47390", + "accept": false, + "reason": "They look like sequential integration triage logs for different days, not duplicate bug filings." + } + ] + }, + "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": 28, + "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-46983-2", + "nodes": [ + "issue:46983", + "issue:46984" + ], + "soft_pairs": [ + "issue:46983|issue:46984" + ], + "prepared_review_unit_hash": "a5147544fd000238654b2ec0d4260c1e2be47485c113915c146a660d9a201fa4", + "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 two closed issues appear to be duplicates: same title, same apparent feature request, and very high text similarity. Either could serve as the canonical issue, but 46984 has slightly more discussion activity.", + "confidence": 0.98, + "canonical_issue_reason": "Issue 46984 is the better canonical candidate only because it has more discussion activity, suggesting it may have carried the main conversation for the duplicate report.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 46984 is a good global best issue because it is indistinguishable in topic from 46983 and has a bit more engagement.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:46983", + "right": "issue:46984", + "accept": true, + "reason": "Same title and same feature request with very high similarity; they look like duplicate reports of the same underlying request for RWKV7 support." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet: both issues share the same title, have very high text similarity, and 46984 has more discussion activity (2 vs 0). The duplicate-style soft-edge verdict is conservative and supported by the available evidence." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 27, + "component_count": 28, + "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-47007-2", + "nodes": [ + "issue:47007", + "issue:47015" + ], + "soft_pairs": [ + "issue:47007|issue:47015" + ], + "prepared_review_unit_hash": "5b13da074f74e59efcf5f622651c1351583b35f77adc4aa8ad229d853e76400d", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1626, + "estimated_input_tokens": 407, + "estimated_eval_tokens": 1070 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1626, + "estimated_input_tokens": 407, + "estimated_eval_tokens": 1070 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "The two issues are topically similar AI/cybersecurity concept posts, but they do not describe the same concrete bug or change, and there are no code targets or shared implementation details to support duplication.", + "confidence": 0.91, + "canonical_issue_reason": "No clear canonical issue: both are broad, idea-level discussions about AI-driven vulnerability discovery rather than the same actionable problem.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 47015 is slightly more representative of the shared theme because its title directly states the AI vulnerability-discovery concept, but it is still not a strong duplicate anchor.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:47007", + "right": "issue:47015", + "accept": false, + "reason": "They share a broad subject area (AI-assisted vulnerability discovery) but not a concrete underlying bug, target, or implementation; this looks like topical similarity rather than duplication." + } + ] + }, + "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": 28, + "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-47138-2", + "nodes": [ + "issue:47138", + "issue:47139" + ], + "soft_pairs": [ + "issue:47138|issue:47139" + ], + "prepared_review_unit_hash": "50b0e64c2198be1b618f392eda94e46c051ae5995088af5a0ba2bd0b216a00ca", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1589, + "estimated_input_tokens": 398, + "estimated_eval_tokens": 1052 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1589, + "estimated_input_tokens": 398, + "estimated_eval_tokens": 1052 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These two open issues are highly similar and likely duplicative: they share the exact title and identical body length, but the evidence is still soft and deterministic acceptance is false, so this should remain a cautious likely-duplicate call rather than a firm canonical merge.", + "confidence": 0.71, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": "#47138 is the better representative only by being slightly earlier and equally detailed, but the evidence is not strong enough to treat it as the definitive canonical issue.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:47138", + "right": "issue:47139", + "accept": false, + "reason": "The reports look very similar and probably overlap, but the available evidence is only soft_similarity with deterministic_accept=false; that is not enough to confidently accept them as the same underlying issue." + } + ] + }, + "evaluator_result": { + "accept": false, + "feedback": "The packet supports strong similarity, but not a firm duplicate/canonical determination. Both issues have the same title and matching body length, yet the evidence is only soft_similarity and deterministic_accept is false. The analyst overstates by calling them identical reports / same underlying bug and by assigning very high confidence. A more conservative verdict would note likely duplication but stop short of definitive acceptance." + }, + "evaluator_used": true, + "retried": true, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 1, + "component_count": 31, + "review_unit_index": 1, + "review_unit_count": 6, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-40546-103", + "nodes": [ + "pull_request:43251", + "pull_request:43254", + "pull_request:44775", + "pull_request:46266", + "pull_request:46381", + "pull_request:46413", + "pull_request:46836", + "pull_request:46957", + "pull_request:47077", + "pull_request:47078", + "pull_request:47082", + "pull_request:47108", + "pull_request:47122", + "pull_request:47123", + "pull_request:47124", + "pull_request:47166", + "pull_request:47173", + "pull_request:47202", + "pull_request:47204", + "pull_request:47212", + "pull_request:47216", + "pull_request:47224", + "pull_request:47243", + "pull_request:47268", + "pull_request:47275", + "pull_request:47280", + "pull_request:47281", + "pull_request:47282", + "pull_request:47284", + "pull_request:47291", + "pull_request:47292", + "pull_request:47294", + "pull_request:47301", + "pull_request:47310", + "pull_request:47360", + "pull_request:47365", + "pull_request:47374", + "pull_request:47380", + "pull_request:47384", + "pull_request:47386", + "pull_request:47441", + "pull_request:47443", + "pull_request:47444", + "pull_request:47445", + "pull_request:47457", + "pull_request:47462", + "pull_request:47466", + "pull_request:47474" + ], + "soft_pairs": [ + "pull_request:43251|pull_request:43254", + "pull_request:47282|pull_request:47310", + "pull_request:47124|pull_request:47282", + "pull_request:47280|pull_request:47282", + "pull_request:47282|pull_request:47444", + "pull_request:47123|pull_request:47281", + "pull_request:47124|pull_request:47380", + "pull_request:47445|pull_request:47466", + "pull_request:47310|pull_request:47466", + "pull_request:47122|pull_request:47224", + "pull_request:47443|pull_request:47466", + "pull_request:47122|pull_request:47280", + "pull_request:47281|pull_request:47466", + "pull_request:47124|pull_request:47445", + "pull_request:47282|pull_request:47445", + "pull_request:47124|pull_request:47443", + "pull_request:47281|pull_request:47445", + "pull_request:47268|pull_request:47284", + "pull_request:47173|pull_request:47284", + "pull_request:47202|pull_request:47204", + "pull_request:47204|pull_request:47374", + "pull_request:46266|pull_request:47365", + "pull_request:47284|pull_request:47292", + "pull_request:47108|pull_request:47202", + "pull_request:47077|pull_request:47078", + "pull_request:47224|pull_request:47457", + "pull_request:46413|pull_request:47216", + "pull_request:47204|pull_request:47243", + "pull_request:47202|pull_request:47360", + "pull_request:47108|pull_request:47360", + "pull_request:47292|pull_request:47457", + "pull_request:47441|pull_request:47457", + "pull_request:46957|pull_request:47365", + "pull_request:46266|pull_request:46957", + "pull_request:47077|pull_request:47212", + "pull_request:47082|pull_request:47365", + "pull_request:47173|pull_request:47457", + "pull_request:47301|pull_request:47360", + "pull_request:46413|pull_request:46957", + "pull_request:47275|pull_request:47360", + "pull_request:44775|pull_request:47275", + "pull_request:47294|pull_request:47360", + "pull_request:47301|pull_request:47462", + "pull_request:46957|pull_request:47216", + "pull_request:46381|pull_request:47457", + "pull_request:46836|pull_request:47462", + "pull_request:47166|pull_request:47173", + "pull_request:47291|pull_request:47384", + "pull_request:47216|pull_request:47275", + "pull_request:47077|pull_request:47275", + "pull_request:47386|pull_request:47474", + "pull_request:47275|pull_request:47301", + "pull_request:47216|pull_request:47384" + ], + "prepared_review_unit_hash": "5b080265f4db94e428670d22877ae1d05261c7a967581c571c1bca27a0325a0c", + "component_budget": { + "node_count": 103, + "item_count": 103, + "soft_pair_count": 296, + "serialized_chars": 361826, + "estimated_input_tokens": 90457, + "estimated_eval_tokens": 181170 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 53, + "serialized_chars": 130605, + "estimated_input_tokens": 32652, + "estimated_eval_tokens": 65560 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "Mostly a mixed set of unrelated PRs. The only clear duplicate is the fixed_cross_entropy kwargs pair; I also treat two test-stabilization pairs (MiniMax-M3-VL load_error and Mamba2 OOM) as likely duplicates, while the rest are separate changes.", + "confidence": 0.66, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 43254 is the clearest canonical duplicate candidate: it targets the shared 43240 cross-entropy kwargs fix with the narrowest, cleanest patch.", + "best_issue_reason": null, + "best_pr_reason": "PR 43254 is the best representative overall because it is the most clearly scoped duplicate resolution and directly matches the shared issue target.", + "soft_edge_verdicts": [ + { + "left": "pull_request:43251", + "right": "pull_request:43254", + "accept": true, + "reason": "Same fixed_cross_entropy kwargs fix in the same file for the same issue; these could be merged into one PR." + }, + { + "left": "pull_request:47282", + "right": "pull_request:47310", + "accept": false, + "reason": "Different problems: 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"pull_request:47275", + "accept": false, + "reason": "Japanese docs wording/translation changes vs a new model addition are unrelated." + }, + { + "left": "pull_request:47386", + "right": "pull_request:47474", + "accept": false, + "reason": "Chat input sanitization and GitHub utility refactoring are unrelated." + }, + { + "left": "pull_request:47275", + "right": "pull_request:47301", + "accept": false, + "reason": "New model docs/addition vs MTP docs support are separate efforts." + }, + { + "left": "pull_request:47216", + "right": "pull_request:47384", + "accept": false, + "reason": "Compressed-tensors fp8 and heterogeneous Gemma 4 config are unrelated changes." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 1, + "component_count": 31, + "review_unit_index": 2, + "review_unit_count": 6, + "status": 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"accept": true, + "reason": "Same file, same stale phonemizer_lang state bug, and the diff fixes the same lines in Wav2Vec2PhonemeCTCTokenizer." + }, + { + "left": "pull_request:47123", + "right": "pull_request:47280", + "accept": true, + "reason": "Same Minimax-M3-VL integration-test load_error/offload-folder workaround; 47280 is just a cleaned-up version of the same fix." + }, + { + "left": "pull_request:47266", + "right": "pull_request:47443", + "accept": true, + "reason": "Same DeepSeekV3.2 integration-test load_error/offload-folder workaround in the same test file; 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": 1, + "component_count": 31, + "review_unit_index": 5, + "review_unit_count": 6, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + 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+ "summary": "This cluster is mostly heterogeneous: model additions, exporter work, docs, and many model-specific test fixes. The only clear duplicate pair is the two Mamba2 OOM integration-test PRs; most other soft links are just broad similarity, not the same concrete bug or change.", + "confidence": 0.62, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 43451 is the most complete standalone feature PR in the set, with broad code, processor, auto-mapping, docs, and tests coverage, so it is a reasonable representative anchor among otherwise unrelated PRs.", + "best_issue_reason": null, + "best_pr_reason": "PR 43451 is the strongest representative PR overall: it is substantial, well-scoped, and complete compared with the many narrower bugfix/test/docs PRs around it.", + "soft_edge_verdicts": [ + { + "left": "pull_request:47282", + "right": "pull_request:47380", + "accept": true, + "reason": "Same model family and same failure mode (Mamba2 OOM) in the same integration-test path; these look like the same fix." + }, + { + "left": "pull_request:47123", + "right": "pull_request:47443", + "accept": false, + "reason": "Different models and different fixes; both mention load/other failures, but they are not the same concrete bug." + }, + { + "left": "pull_request:47123", + "right": "pull_request:47266", + "accept": false, + "reason": "Both are load_error test fixes, but for different model suites and separate code paths." + }, + { + "left": "pull_request:47266", + "right": "pull_request:47280", + "accept": false, + "reason": "Different models and separate integration-test failures; similar symptom only." + }, + { + "left": "pull_request:47280", + "right": "pull_request:47443", + "accept": false, + "reason": "Unrelated model test fixes; the shared failure wording is too generic to be a duplicate." + }, + { + "left": "pull_request:47124", + "right": "pull_request:47310", + "accept": false, + "reason": "Different models and different output-mismatch fixes; no shared code path." + }, + { + "left": "pull_request:47280", + "right": "pull_request:47380", + "accept": false, + "reason": "Different model suites; same broad OOM/load-failure theme is not enough." + }, + { + "left": "pull_request:47443", + "right": "pull_request:47445", + "accept": false, + "reason": "They touch overlapping generated model files, but the actual changes are about different bugs and subsystems." + }, + { + "left": "pull_request:47280", + "right": "pull_request:47310", + "accept": false, + "reason": "Different models and distinct test regressions." + }, + { + "left": "pull_request:47380", + "right": "pull_request:47444", + "accept": false, + "reason": "Mamba2 OOM vs MPT load_error are separate failures." + }, + { + "left": "pull_request:47122", + "right": "pull_request:47281", + "accept": false, + "reason": "Different models; one is an edgetam test cleanup, the other a glm46v runtime fix." + }, + { + "left": "pull_request:47266", + "right": "pull_request:47444", + "accept": false, + "reason": "Separate model-specific test failures; no evidence of a shared underlying bug." + }, + { + "left": "pull_request:47280", + "right": "pull_request:47445", + "accept": false, + "reason": "Different model test failures; not the same change." + }, + { + "left": "pull_request:47281", + "right": "pull_request:47443", + "accept": false, + "reason": "GLM46V fix and DeepSeekV3.2/related model changes are not the same concrete issue." + }, + { + "left": "pull_request:47444", + "right": "pull_request:47445", + "accept": false, + "reason": "Both are broad test-fix PRs, but they target different root causes and code paths." + }, + { + "left": "pull_request:47122", + "right": "pull_request:47123", + "accept": false, + "reason": "Different models and unrelated integration-test issues." + }, + { + "left": "pull_request:47266", + "right": "pull_request:47445", + "accept": false, + "reason": "Separate model-specific fixes; no shared bug." + }, + { + "left": "pull_request:47280", + "right": "pull_request:47444", + "accept": false, + "reason": "Different model failures and different fix scope." + }, + { + "left": "pull_request:47123", + "right": "pull_request:47444", + "accept": false, + "reason": "Different models and different load-related failures." + }, + { + "left": "pull_request:47281", + "right": "pull_request:47443", + "accept": false, + "reason": "Same broad test-fix genre, but not the same underlying bug or change." + }, + { + "left": "pull_request:47173", + "right": "pull_request:47292", + "accept": false, + "reason": "Both are XPU expectation updates, but for different models and test suites." + }, + { + "left": "pull_request:46912", + "right": "pull_request:47175", + "accept": false, + "reason": "Unrelated test-expected-value updates; one is RoPE coverage, the other OLMO3 CI." + }, + { + "left": "pull_request:47301", + "right": "pull_request:47304", + "accept": false, + "reason": "Docs-only changes for different topics." + }, + { + "left": "pull_request:47216", + "right": "pull_request:47301", + "accept": false, + "reason": "Compressed-tensors quantization docs/code vs MTP docs are unrelated." + }, + { + "left": "pull_request:47077", + "right": "pull_request:47304", + "accept": false, + "reason": "Different docs changes in different locales and topics." + }, + { + "left": "pull_request:46658", + "right": "pull_request:46836", + "accept": false, + "reason": "Both add model support, but for unrelated models and implementations." + }, + { + "left": "pull_request:47163", + "right": "pull_request:47166", + "accept": false, + "reason": "Paged-attention XPU tests vs quantization test adjustments are unrelated." + }, + { + "left": "pull_request:47210", + "right": "pull_request:47301", + "accept": false, + "reason": "Sdpa packed-attention runtime work vs docs for MTP are unrelated." + }, + { + "left": "pull_request:47003", + "right": "pull_request:47243", + "accept": false, + "reason": "Different exporter backends and different code paths; not mergeable as one duplicate." + }, + { + "left": "pull_request:46509", + "right": "pull_request:47143", + "accept": false, + "reason": "Different model additions with no shared underlying bug or feature." + }, + { + "left": "pull_request:45157", + "right": "pull_request:46836", + "accept": false, + "reason": "Unrelated model support PRs." + }, + { + "left": "pull_request:47163", + "right": "pull_request:47292", + "accept": false, + "reason": "Different XPU-related test fixes for different models." + }, + { + "left": "pull_request:47291", + "right": "pull_request:47322", + "accept": false, + "reason": "One is a deprecation warning change, the other is a Quark version/config update." + }, + { + "left": "pull_request:46836", + "right": "pull_request:47387", + "accept": false, + "reason": "Unlimited OCR model support vs one-to-many conversion infrastructure are unrelated." + }, + { + "left": "pull_request:45157", + "right": "pull_request:46509", + "accept": false, + "reason": "Different new-model support PRs." + }, + { + "left": "pull_request:47301", + "right": "pull_request:47336", + "accept": false, + "reason": "Docs PR vs model offloading save fix; unrelated." + }, + { + "left": "pull_request:47304", + "right": "pull_request:47367", + "accept": false, + "reason": "Docs cleanup vs pipeline device-placement behavior change." + }, + { + "left": "pull_request:46509", + "right": "pull_request:47387", + "accept": false, + "reason": "Model support vs conversion infrastructure are unrelated." + }, + { + "left": "pull_request:47175", + "right": "pull_request:47298", + "accept": false, + "reason": "OLMO3 CI expectation updates vs MI450 image-decoder fallback fixes are unrelated." + }, + { + "left": "pull_request:47163", + "right": "pull_request:47210", + "accept": false, + "reason": "XPU paging tests vs packed-SDPA runtime changes are different issues." + }, + { + "left": "pull_request:47294", + "right": "pull_request:47298", + "accept": false, + "reason": "Kernel hook work vs MI450 image loading fixes are unrelated." + }, + { + "left": "pull_request:46658", + "right": "pull_request:47387", + "accept": false, + "reason": "Step3.7 model support vs one-to-many conversion plumbing are not the same change." + }, + { + "left": "pull_request:47143", + "right": "pull_request:47163", + "accept": false, + "reason": "NeuCodec model support vs XPU paged-attention tests are unrelated." + }, + { + "left": "pull_request:46658", + "right": "pull_request:47143", + "accept": false, + "reason": "Different model additions and no shared bug." + }, + { + "left": "pull_request:47143", + "right": "pull_request:47387", + "accept": false, + "reason": "NeuCodec support PR vs conversion infrastructure are unrelated." + }, + { + "left": "pull_request:47143", + "right": "pull_request:47322", + "accept": false, + "reason": "Model support vs Quark config changes are unrelated." + }, + { + "left": "pull_request:45157", + "right": "pull_request:47143", + "accept": false, + "reason": "Different model-support PRs with no shared concrete issue." + }, + { + "left": "pull_request:47301", + "right": "pull_request:47367", + "accept": false, + "reason": "MTP docs vs pipeline device-placement behavior are unrelated." + }, + { + "left": "pull_request:43451", + "right": "pull_request:47291", + "accept": false, + "reason": "Molmo2 model addition vs generation-config deprecation; different scopes." + }, + { + "left": "pull_request:46912", + "right": "pull_request:47452", + "accept": false, + "reason": "RoPE test coverage vs broad mamba-standardization changes are unrelated." + }, + { + "left": "pull_request:47306", + "right": "pull_request:47367", + "accept": false, + "reason": "Neuron experiment scripts vs pipeline docs/behavior change are unrelated." + }, + { + "left": "pull_request:40546", + "right": "pull_request:43451", + "accept": false, + "reason": "Both add models, but they are different model integrations and not duplicates." + }, + { + "left": "pull_request:43451", + "right": "pull_request:47143", + "accept": false, + "reason": "Different model support PRs." + }, + { + "left": "pull_request:43451", + "right": "pull_request:46509", + "accept": false, + "reason": "Different model support PRs." + }, + { + "left": "pull_request:43451", + "right": "pull_request:47096", + "accept": false, + "reason": "Molmo2 support and exportable Kimi are unrelated features." + }, + { + "left": "pull_request:43451", + "right": "pull_request:47003", + "accept": false, + "reason": "Model support vs OpenVINO exporter are unrelated." + }, + { + "left": "pull_request:47003", + "right": "pull_request:47096", + "accept": false, + "reason": "OpenVINO exporter work vs Kimi exportability fixes are different backend/model changes." + }, + { + "left": "pull_request:43451", + "right": "pull_request:47322", + "accept": false, + "reason": "Model addition vs Quark config changes are unrelated." + }, + { + "left": "pull_request:43451", + "right": "pull_request:47460", + "accept": false, + "reason": "Model addition vs MLA KV-expansion refactor are unrelated." + }, + { + "left": "pull_request:47096", + "right": "pull_request:47460", + "accept": false, + "reason": "Kimi exportability fixes vs DeepSeek MLA refactor are unrelated code paths." + }, + { + "left": "pull_request:43451", + "right": "pull_request:47306", + "accept": false, + "reason": "Model addition vs Neuron experiments are unrelated." + }, + { + "left": "pull_request:43451", + "right": "pull_request:45273", + "accept": false, + "reason": "Molmo2 support and liger VRAM/OOM fix 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": 31, + "review_unit_index": 6, + "review_unit_count": 6, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-40546-103", + "nodes": [ + "pull_request:47003", + "pull_request:47096", + "pull_request:47143", + "pull_request:47163", + "pull_request:47387", + "pull_request:47460" + ], + "soft_pairs": [ + "pull_request:47003|pull_request:47460", + "pull_request:47096|pull_request:47387", + "pull_request:47003|pull_request:47387", + "pull_request:47096|pull_request:47143", + "pull_request:47096|pull_request:47163" + ], + "prepared_review_unit_hash": "34933689601abb1bb5f10018664be36ec74935dcf67080f7af1a7ec0742e87e2", + "component_budget": { + "node_count": 103, + "item_count": 103, + "soft_pair_count": 296, + "serialized_chars": 361826, + "estimated_input_tokens": 90457, + "estimated_eval_tokens": 181170 + }, + "budget": { + "node_count": 6, + "item_count": 6, + "soft_pair_count": 5, + "serialized_chars": 15910, + "estimated_input_tokens": 3978, + "estimated_eval_tokens": 8212 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The cluster is heterogeneous: exporter support, model-exportability fixes, a new NeuCodec model, XPU paged-attention test coverage, core loading one-to-many conversion support, and an MLA KV-expansion refactor. None of the soft pairs look like true duplicates.", + "confidence": 0.98, + "canonical_issue_reason": null, + "canonical_pr_reason": "No canonical PR: these changes target different subsystems and code paths, so there is no single underlying fix/change to normalize on.", + "best_issue_reason": null, + "best_pr_reason": "No single PR is a good representative duplicate target; if forced, PR 47003 is the broadest feature change, but it is not the same change as the others.", + "soft_edge_verdicts": [ + { + "left": "pull_request:47003", + "right": "pull_request:47460", + "accept": false, + "reason": "OpenVINO exporter work and MLA KV-expansion refactor are unrelated code paths and features." + }, + { + "left": "pull_request:47096", + "right": "pull_request:47387", + "accept": false, + "reason": "Exportability fixes for Kimi and one-to-many source-key conversion support touch different abstractions and solve different problems." + }, + { + "left": "pull_request:47003", + "right": "pull_request:47387", + "accept": false, + "reason": "A new exporter implementation is not the same change as core model-loading conversion semantics." + }, + { + "left": "pull_request:47096", + "right": "pull_request:47143", + "accept": false, + "reason": "Kimi export support and adding NeuCodec model support are separate model-enablement efforts." + }, + { + "left": "pull_request:47096", + "right": "pull_request:47163", + "accept": false, + "reason": "Model export changes and XPU paged-attention test additions are not the same underlying bug or 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": 2, + "component_count": 31, + "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-40755-2", + "nodes": [ + "pull_request:40755", + "pull_request:41224" + ], + "soft_pairs": [ + "pull_request:40755|pull_request:41224" + ], + "prepared_review_unit_hash": "39b34d0b15763128f091380e53cf1731b337a6b71cc8d7c823e57527fc9aa08d", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4674, + "estimated_input_tokens": 1169, + "estimated_eval_tokens": 2594 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4674, + "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 unrelated feature additions in different model families: TimesFM covariate forecasting vs. DINOv3 image-classification support. They should not be clustered as duplicates.", + "confidence": 0.99, + "canonical_issue_reason": null, + "canonical_pr_reason": "No canonical PR: the changes target different code paths, models, and user-facing capabilities, so they are not duplicate fixes or merge candidates.", + "best_issue_reason": null, + "best_pr_reason": "No single best PR for this cluster; neither PR is a better representative of the other because they address separate features.", + "soft_edge_verdicts": [ + { + "left": "pull_request:40755", + "right": "pull_request:41224", + "accept": false, + "reason": "Different models and purposes: TimesFM forecasting with covariates versus DINOv3 image classification support. No shared concrete bug/change to merge together." + } + ] + }, + "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": 31, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-41356-2", + "nodes": [ + "pull_request:41356", + "pull_request:44339" + ], + "soft_pairs": [ + "pull_request:41356|pull_request:44339" + ], + "prepared_review_unit_hash": "aead1308c167b0bae6ff11bf9358340baa5e76f816618383418b505a10a9cd01", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 6050, + "estimated_input_tokens": 1513, + "estimated_eval_tokens": 3282 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 6050, + "estimated_input_tokens": 1513, + "estimated_eval_tokens": 3282 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Two DEIMv2 pull requests target the same model family, but they are not the same change: PR 41356 is an early/basic model + image processor add, while PR 44339 is a much broader follow-up that adds loss code, auto-mappings, conversion tooling, modular files, and more integration work.", + "confidence": 0.91, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 44339 is the more complete and representative DEIMv2 implementation; PR 41356 looks like an earlier partial version of the same model bring-up.", + "best_issue_reason": null, + "best_pr_reason": "PR 44339 is the strongest single artifact for the cluster because it subsumes the basic model work and includes the broader integration needed for a full Transformers addition.", + "soft_edge_verdicts": [ + { + "left": "pull_request:41356", + "right": "pull_request:44339", + "accept": false, + "reason": "Same model area, but not the same concrete change: 44339 expands the implementation substantially and adds new code paths beyond the basic PR 41356. They look like related iterations, 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": 4, + "component_count": 31, + "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-42975-2", + "nodes": [ + "pull_request:42975", + "pull_request:42976" + ], + "soft_pairs": [ + "pull_request:42975|pull_request:42976" + ], + "prepared_review_unit_hash": "2a67664b450327aa8da63bfd70e4ba8a99f43441656005c60012a088e40439e1", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 5935, + "estimated_input_tokens": 1484, + "estimated_eval_tokens": 3224 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 5935, + "estimated_input_tokens": 1484, + "estimated_eval_tokens": 3224 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Both PRs are broad GitHub Actions maintenance upgrades, but they target different action families and fix different compatibility/version issues. They are related, not duplicates.", + "confidence": 0.9, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 42975 is the more representative umbrella change: it updates several core actions for Node 24 compatibility across many workflows. PR 42976 is a narrower version-bump PR focused mainly on Docker build actions and a few related workflow updates.", + "best_issue_reason": null, + "best_pr_reason": "PR 42975 is the best single representative of the cluster because it covers the broader GitHub Actions upgrade theme and touches more workflows and action types.", + "soft_edge_verdicts": [ + { + "left": "pull_request:42975", + "right": "pull_request:42976", + "accept": false, + "reason": "Do not merge: both are workflow maintenance PRs, but they upgrade different actions and address different concrete changes (Node 24 compatibility vs latest-version bumps for build-push-action and related workflows). They do not appear to fix the same underlying bug or 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": 5, + "component_count": 31, + "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-42978-4", + "nodes": [ + "pull_request:42978", + "pull_request:43448", + "pull_request:45490", + "pull_request:46562" + ], + "soft_pairs": [ + "pull_request:42978|pull_request:43448", + "pull_request:42978|pull_request:45490", + "pull_request:43448|pull_request:45490", + "pull_request:45490|pull_request:46562" + ], + "prepared_review_unit_hash": "bd04576883e4ef48ef41560eb94cb3a537bae8b13e4bd5ebc57e2a27b457d406", + "component_budget": { + "node_count": 4, + "item_count": 4, + "soft_pair_count": 4, + "serialized_chars": 13046, + "estimated_input_tokens": 3262, + "estimated_eval_tokens": 6780 + }, + "budget": { + "node_count": 4, + "item_count": 4, + "soft_pair_count": 4, + "serialized_chars": 13046, + "estimated_input_tokens": 3262, + "estimated_eval_tokens": 6780 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These PRs are all separate model-addition efforts that overlap only in shared boilerplate/docs/auto-registration files. They do not appear to fix the same underlying bug or add the same model, so they should not be clustered 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": "pull_request:42978", + "right": "pull_request:43448", + "accept": false, + "reason": "Different model additions (ViT NEPA vs Molmo); overlap is only in shared docs/auto wiring, not the same code change." + }, + { + "left": "pull_request:42978", + "right": "pull_request:45490", + "accept": false, + "reason": "Distinct model families and code paths; shared filenames are generic registration/docs, not evidence of the same PR." + }, + { + "left": "pull_request:43448", + "right": "pull_request:45490", + "accept": false, + "reason": "Molmo and CTSM are unrelated model integrations with only boilerplate overlap." + }, + { + "left": "pull_request:45490", + "right": "pull_request:46562", + "accept": false, + "reason": "CTSM and Step3p7 are different model additions; they touch shared model registry files 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": 6, + "component_count": 31, + "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-43291-7", + "nodes": [ + "pull_request:43291", + "pull_request:43665", + "pull_request:44815", + "pull_request:46380", + "pull_request:46539", + "pull_request:46886", + "pull_request:46922" + ], + "soft_pairs": [ + "pull_request:43291|pull_request:43665", + "pull_request:43291|pull_request:44815", + "pull_request:43291|pull_request:46380", + "pull_request:43291|pull_request:46922", + "pull_request:43665|pull_request:46539", + "pull_request:43665|pull_request:44815", + "pull_request:43665|pull_request:46380", + "pull_request:43665|pull_request:46922", + "pull_request:44815|pull_request:46539", + "pull_request:44815|pull_request:46380", + "pull_request:44815|pull_request:46922", + "pull_request:46380|pull_request:46539", + "pull_request:46380|pull_request:46922", + "pull_request:46539|pull_request:46922", + "pull_request:46886|pull_request:46922" + ], + "prepared_review_unit_hash": "0799cfb6e54b386c18d22eef5d4f1dc6563cb73e7169d1fc858b0347815dae9e", + "component_budget": { + "node_count": 7, + "item_count": 7, + "soft_pair_count": 15, + "serialized_chars": 19604, + "estimated_input_tokens": 4901, + "estimated_eval_tokens": 10058 + }, + "budget": { + "node_count": 7, + "item_count": 7, + "soft_pair_count": 15, + "serialized_chars": 19604, + "estimated_input_tokens": 4901, + "estimated_eval_tokens": 10058 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Most items are unrelated test-only or subsystem-specific PRs. The only strong duplicate-style overlap is the YOLOS pair, which targets the same device-mismatch issue and same file with complementary fixes.", + "confidence": 0.91, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 46922 is the best representative: it directly fixes the YOLOS runtime device mismatch in the forward path and also includes the model-splitting safeguard; PR 46886 is a narrower related patch on the same issue target.", + "best_issue_reason": null, + "best_pr_reason": "PR 46922 is the strongest standalone fix in the cluster because it addresses the concrete bug path, not just test noise or a partial safeguard.", + "soft_edge_verdicts": [ + { + "left": "pull_request:43291", + "right": "pull_request:43665", + "accept": false, + "reason": "Both are unrelated test-fix PRs in different models (Whisper vs CLIP/ViT); they do not fix the same underlying bug or change." + }, + { + "left": "pull_request:43291", + "right": "pull_request:44815", + "accept": false, + "reason": "Whisper test cleanup and FP8 dequant fix are unrelated code paths and issues." + }, + { + "left": "pull_request:43291", + "right": "pull_request:46380", + "accept": false, + "reason": "Whisper tests versus generation watermarking/validation changes are different problems." + }, + { + "left": "pull_request:43291", + "right": "pull_request:46922", + "accept": false, + "reason": "Whisper test adjustments and YOLOS device-mismatch fixes are unrelated." + }, + { + "left": "pull_request:43665", + "right": "pull_request:46539", + "accept": false, + "reason": "CLIP/ViT test edits and Phimoe CI environment changes are not the same bug/change." + }, + { + "left": "pull_request:43665", + "right": "pull_request:44815", + "accept": false, + "reason": "These touch different model tests and an FP8 loading/kernel path; no shared concrete fix." + }, + { + "left": "pull_request:43665", + "right": "pull_request:46380", + "accept": false, + "reason": "Test scaffolding changes for CLIP/ViT do not match the generation watermarking fix." + }, + { + "left": "pull_request:43665", + "right": "pull_request:46922", + "accept": false, + "reason": "The CLIP/ViT test-only PR is unrelated to the YOLOS runtime device fix." + }, + { + "left": "pull_request:44815", + "right": "pull_request:46539", + "accept": false, + "reason": "FP8 quantization/dequantization changes are unrelated to Phimoe CI memory/device-map setup." + }, + { + "left": "pull_request:44815", + "right": "pull_request:46380", + "accept": false, + "reason": "Different concrete fixes: FP8 kernel/loading behavior versus generation watermarking validation." + }, + { + "left": "pull_request:44815", + "right": "pull_request:46922", + "accept": false, + "reason": "FP8 dequant fixes and YOLOS device handling are separate code paths and bugs." + }, + { + "left": "pull_request:46380", + "right": "pull_request:46539", + "accept": false, + "reason": "Generation watermarking validation and Phimoe integration-test CI changes are unrelated." + }, + { + "left": "pull_request:46380", + "right": "pull_request:46922", + "accept": false, + "reason": "Watermarking-config validation and YOLOS device mismatch are different underlying issues." + }, + { + "left": "pull_request:46539", + "right": "pull_request:46922", + "accept": false, + "reason": "CI memory limits for Phimoe integration tests do not overlap with YOLOS model device placement fixes." + }, + { + "left": "pull_request:46886", + "right": "pull_request:46922", + "accept": true, + "reason": "Both target the same YOLOS device-mismatch issue on the same model file and issue target, and the changes are complementary enough to plausibly be merged into one PR." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary stays grounded in the packet, and the only accepted soft edge (46886/46922) is supported by the shared issue target and shared YOLOS file. The rejected pairs are conservatively treated as unrelated, which matches the diffs." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 7, + "component_count": 31, + "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-43488-3", + "nodes": [ + "pull_request:43488", + "pull_request:43532", + "pull_request:46747" + ], + "soft_pairs": [ + "pull_request:43488|pull_request:46747", + "pull_request:43488|pull_request:43532", + "pull_request:43532|pull_request:46747" + ], + "prepared_review_unit_hash": "811587727ef492ccdaecc9a19d9185bcc08875cc0edfd63cc9858bd85b79af92", + "component_budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 3, + "serialized_chars": 6349, + "estimated_input_tokens": 1588, + "estimated_eval_tokens": 3432 + }, + "budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 3, + "serialized_chars": 6349, + "estimated_input_tokens": 1588, + "estimated_eval_tokens": 3432 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Three open '[don't merge]' PRs that are only loosely similar at the repo-bot/workflow level, but they change different code paths and should not be clustered as duplicates.", + "confidence": 0.89, + "canonical_issue_reason": null, + "canonical_pr_reason": "No canonical PR: 43488 is a setup/versioning tweak, 43532 rewrites several CI/commenting workflows plus a test, and 46747 changes the security-gate workflow trigger; they are separate changes.", + "best_issue_reason": null, + "best_pr_reason": "PR 43532 is the broadest representative of the cluster because it touches the most files and workflow machinery, but it is not a duplicate of the others.", + "soft_edge_verdicts": [ + { + "left": "pull_request:43488", + "right": "pull_request:46747", + "accept": false, + "reason": "Different changes: 43488 modifies setup/dependency metadata and a test fixture, while 46747 only switches a security-gate workflow trigger. Same broad repo area, not the same fix." + }, + { + "left": "pull_request:43488", + "right": "pull_request:43532", + "accept": false, + "reason": "43488 is about setup.py/versioning and test deps; 43532 is a CI/commenting workflow refactor with testing-utils changes. No shared concrete bug or mergeable single PR target." + }, + { + "left": "pull_request:43532", + "right": "pull_request:46747", + "accept": false, + "reason": "Both touch GitHub Actions, but 43532 rewrites self-comment/self-scheduled/slack-report workflows and a test, while 46747 only changes pr-ci-security-gate.yml. Different 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": 8, + "component_count": 31, + "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-43612-2", + "nodes": [ + "pull_request:43612", + "pull_request:43613" + ], + "soft_pairs": [ + "pull_request:43612|pull_request:43613" + ], + "prepared_review_unit_hash": "c8bfafa09e09f3776634d026dca9fc993fa594cce08d26d1163e4cdb9b25fdea", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 6081, + "estimated_input_tokens": 1521, + "estimated_eval_tokens": 3298 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 6081, + "estimated_input_tokens": 1521, + "estimated_eval_tokens": 3298 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These are related but distinct feature PRs: one adds a Promptable Concept Segmentation pipeline, the other a Promptable Visual Segmentation pipeline. They share docs/plumbing patterns, but they target different pipelines, models, and test surfaces, so they should not be merged as duplicates.", + "confidence": 0.95, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": null, + "best_pr_reason": "PR 43613 is the broader, more comprehensive feature addition and is the better representative of the cluster, but it is still not a duplicate of 43612.", + "soft_edge_verdicts": [ + { + "left": "pull_request:43612", + "right": "pull_request:43613", + "accept": false, + "reason": "Different concrete changes: concept segmentation vs visual segmentation. Shared docs and pipeline scaffolding are too broad to treat as the same underlying bug/change, and they would not plausibly be merged into one PR without altering 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": 9, + "component_count": 31, + "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-43651-2", + "nodes": [ + "pull_request:43651", + "pull_request:43663" + ], + "soft_pairs": [ + "pull_request:43651|pull_request:43663" + ], + "prepared_review_unit_hash": "3cbd9c6add74f11df804b26e5269e70d89c366a7586d2ba8e96d8532031ca912", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4293, + "estimated_input_tokens": 1074, + "estimated_eval_tokens": 2404 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4293, + "estimated_input_tokens": 1074, + "estimated_eval_tokens": 2404 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Two open PRs touch `src/transformers/trainer.py`, but they address different Trainer extension points: gradient-accumulation loss scaling vs. signature-column filtering. They are not duplicates or mergeable into one change.", + "confidence": 0.98, + "canonical_issue_reason": null, + "canonical_pr_reason": "No single canonical PR: these are distinct Trainer changes with different code paths and goals.", + "best_issue_reason": null, + "best_pr_reason": "PR #43651 is the better representative standalone change because it fixes a concrete training-step loss-scaling behavior with a focused code change.", + "soft_edge_verdicts": [ + { + "left": "pull_request:43651", + "right": "pull_request:43663", + "accept": false, + "reason": "Both touch `trainer.py`, but one changes loss scaling in `training_step` and the other refactors signature-column filtering. They do not fix the same underlying 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": 10, + "component_count": 31, + "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-43656-2", + "nodes": [ + "pull_request:43656", + "pull_request:43842" + ], + "soft_pairs": [ + "pull_request:43656|pull_request:43842" + ], + "prepared_review_unit_hash": "2680bf75e7142c51bb1b04662d41a72629df684846e7876a989cad0332fe0ac6", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 3663, + "estimated_input_tokens": 916, + "estimated_eval_tokens": 2088 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 3663, + "estimated_input_tokens": 916, + "estimated_eval_tokens": 2088 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Both PRs touch the same CLI file and both address annotation-related NameError issues, but they fix different failure modes: one changes module annotation behavior broadly with `from __future__ import annotations`, while the other specifically guards `TypeAdapter` behind `TYPE_CHECKING` when pydantic is absent. They are related, but not the same underlying bug/change.", + "confidence": 0.87, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR #43842 is the more focused fix: it directly addresses the `TypeAdapter` NameError when pydantic is not installed and uses a minimal type-only import change.", + "best_issue_reason": null, + "best_pr_reason": "PR #43842 is the best representative of the cluster because its scope is narrower and its bug target is explicit; PR #43656 appears to address a broader annotation/runtime typing cleanup rather than the same concrete failure.", + "soft_edge_verdicts": [ + { + "left": "pull_request:43656", + "right": "pull_request:43842", + "accept": false, + "reason": "Related by file and theme, but not the same concrete bug: #43656 broadens annotation handling with `__future__`/typing changes, while #43842 specifically fixes `TypeAdapter` import evaluation when pydantic is missing." + } + ] + }, + "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": 31, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-43779-2", + "nodes": [ + "pull_request:43779", + "pull_request:43816" + ], + "soft_pairs": [ + "pull_request:43779|pull_request:43816" + ], + "prepared_review_unit_hash": "e7c674adcc031aa8883109a5dfc678b4407fb20b10764302092e384d031ba83a", + "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 appear to implement the same SwanLab integration change: adding run id/resume support in `integration_utils.py` for issue #43698, with one variant also expanding the docs. They are strong duplicate PR candidates.", + "confidence": 0.94, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR #43816 is the cleaner representative: it carries the same SwanLab id/resume support plus the accompanying documentation updates, making it the more complete version of the shared change.", + "best_issue_reason": null, + "best_pr_reason": "PR #43816 is the best global representative because it appears to include the full feature change and docs for SwanLab run id/resume support, while #43779 is the narrower implementation-focused variant.", + "soft_edge_verdicts": [ + { + "left": "pull_request:43779", + "right": "pull_request:43816", + "accept": true, + "reason": "Same underlying SwanLab callback enhancement for id/resume support in the same file and same issue target; the doc differences do not change the core code-path change, so these are duplicate PRs." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet: both PRs target issue #43698, touch the same file, and the previews indicate the same SwanLab id/resume support with #43816 adding docs. The duplicate/mergeable verdict is conservative enough given the shared target and overlapping code change." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 12, + "component_count": 31, + "review_unit_index": 1, + "review_unit_count": 2, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-43996-28", + "nodes": [ + "pull_request:43996", + "pull_request:43997", + "pull_request:44007", + "pull_request:44010", + "pull_request:44013", + "pull_request:44017", + "pull_request:44018", + "pull_request:44019", + "pull_request:44024", + "pull_request:44044", + "pull_request:44056", + "pull_request:44059", + "pull_request:44066", + "pull_request:44068", + "pull_request:44071", + "pull_request:44072", + "pull_request:44073", + "pull_request:44074", + "pull_request:44076", + "pull_request:44085", + "pull_request:44086", + "pull_request:44098", + "pull_request:44101", + "pull_request:44116", + "pull_request:44129", + "pull_request:44154", + "pull_request:44161", + "pull_request:44722" + ], + "soft_pairs": [ + "pull_request:43996|pull_request:44085", + "pull_request:43996|pull_request:44044", + "pull_request:44066|pull_request:44085", + "pull_request:44007|pull_request:44072", + "pull_request:44072|pull_request:44722", + "pull_request:44066|pull_request:44072", + "pull_request:44013|pull_request:44044", + "pull_request:44066|pull_request:44086", + "pull_request:44066|pull_request:44071", + "pull_request:44018|pull_request:44068", + "pull_request:44018|pull_request:44066", + "pull_request:44066|pull_request:44068", + "pull_request:44019|pull_request:44722", + "pull_request:44019|pull_request:44085", + "pull_request:44086|pull_request:44722", + "pull_request:44018|pull_request:44019", + "pull_request:44019|pull_request:44071", + 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"pull_request:44056|pull_request:44101", + "pull_request:44018|pull_request:44059", + "pull_request:44059|pull_request:44066", + "pull_request:43997|pull_request:44017", + "pull_request:44101|pull_request:44161", + "pull_request:43997|pull_request:44056", + "pull_request:44071|pull_request:44076", + "pull_request:44074|pull_request:44101", + "pull_request:44056|pull_request:44161", + "pull_request:43997|pull_request:44018", + "pull_request:43997|pull_request:44161", + "pull_request:44074|pull_request:44161", + "pull_request:44018|pull_request:44161", + "pull_request:44010|pull_request:44071", + "pull_request:44018|pull_request:44129", + "pull_request:44010|pull_request:44073", + "pull_request:43997|pull_request:44074", + "pull_request:44010|pull_request:44018", + "pull_request:44071|pull_request:44129", + "pull_request:43997|pull_request:44129", + "pull_request:43996|pull_request:44161", + "pull_request:43996|pull_request:44017", + "pull_request:44010|pull_request:44044", + 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"summary": "Mostly independent model-specific output-tracing refactors. The strongest genuine duplicate cluster is GPT-J/CodeGen (44066, 44085, 44722), and the packet also explicitly accepts several smaller issue-linked overlaps elsewhere (for example 43996\u219444007, 43996\u219444129, 44044\u219444129, 44044\u219444154, and 44024\u219444076).", + "confidence": 0.84, + "canonical_issue_reason": null, + "canonical_pr_reason": "44066 is the cleanest anchor for the real duplicate cluster: it is issue-linked, touches the shared GPT-J/CodeGen code paths, and matches 44722 closely.", + "best_issue_reason": null, + "best_pr_reason": "44066 is the strongest overall representative because it sits at the center of the true GPT-J/CodeGen overlap and has the most concrete shared-file evidence.", + "soft_edge_verdicts": [ + { + "left": "pull_request:43996", + "right": "pull_request:44085", + "accept": false, + "reason": "Different model families/code paths; the shared output-tracing theme and issue target are too broad." + }, + { + "left": "pull_request:43996", + "right": "pull_request:44044", + "accept": false, + "reason": "Different backbones and concrete code paths; same tracking issue does not make this a duplicate." + }, + { + "left": "pull_request:44066", + "right": "pull_request:44085", + "accept": false, + "reason": "Same GPT-J family, but the packet does not show the same concrete change set strongly enough to merge as one PR." + }, + { + "left": "pull_request:44007", + "right": "pull_request:44072", + "accept": false, + "reason": "RegNet and EfficientNet are different model paths; only the generic output-tracing refactor overlaps." + }, + { + "left": "pull_request:44072", + "right": "pull_request:44722", + "accept": false, + "reason": "EfficientNet and GPT-J/CodeGen are unrelated concrete changes." + }, + { + "left": "pull_request:44066", + "right": "pull_request:44072", + "accept": false, + "reason": "GPT-J/CodeGen versus EfficientNet is a different code path; same theme only." + }, + { + "left": "pull_request:44013", + "right": "pull_request:44044", + "accept": false, + "reason": "MobileNetV2 and DeBERTa V2 are unrelated model implementations despite the shared issue theme." + }, + { + "left": "pull_request:44066", + "right": "pull_request:44086", + "accept": false, + "reason": "Different model families and code paths; not the same underlying change." + }, + { + "left": "pull_request:44066", + "right": "pull_request:44071", + "accept": false, + "reason": "GPT-J/CodeGen and MPT are different backends; shared decorator style is too broad." + }, + { + "left": "pull_request:44018", + "right": "pull_request:44068", + "accept": false, + "reason": "Same GPT-Neo family, but the packet does not show a single mergeable change." + }, + { + "left": "pull_request:44018", + "right": "pull_request:44066", + "accept": false, + "reason": "GPT-Neo and GPT-J/CodeGen are separate model implementations." + }, + { + "left": "pull_request:44066", + "right": "pull_request:44068", + "accept": false, + "reason": "GPT-J/CodeGen and GPT-Neo are different concrete refactors." + }, + { + "left": "pull_request:44019", + "right": "pull_request:44722", + "accept": false, + "reason": "ResNet and GPT-J/CodeGen are unrelated concrete changes." + }, + { + "left": "pull_request:44019", + "right": "pull_request:44085", + "accept": false, + "reason": "ResNet and GPT-J/CodeGen are different code paths." + }, + { + "left": "pull_request:44086", + "right": "pull_request:44722", + "accept": false, + "reason": "MGP-STR and GPT-J/CodeGen are unrelated model-specific refactors." + }, + { + "left": "pull_request:44018", + "right": "pull_request:44019", + "accept": false, + "reason": "GPT-Neo and ResNet are different model families; the shared issue theme is not enough." + }, + { + "left": "pull_request:44019", + "right": "pull_request:44071", + "accept": false, + "reason": "ResNet and MPT are different model paths." + }, + { + "left": "pull_request:44068", + "right": "pull_request:44116", + "accept": false, + "reason": "GPT-Neo and Flaubert/XLM are separate model-specific changes." + }, + { + "left": "pull_request:44018", + "right": "pull_request:44116", + "accept": false, + "reason": "GPT-Neo and Flaubert/XLM are different implementations; only broad style similarity." + }, + { + "left": "pull_request:44068", + "right": "pull_request:44722", + "accept": false, + "reason": "GPT-Neo and GPT-J/CodeGen are different concrete refactors." + }, + { + "left": "pull_request:44071", + "right": "pull_request:44722", + "accept": false, + "reason": "MPT and GPT-J/CodeGen are different code paths; shared decorator theme is too broad." + }, + { + "left": "pull_request:44018", + "right": "pull_request:44085", + "accept": false, + "reason": "GPT-Neo and GPT-J are distinct model implementations." + }, + { + "left": "pull_request:44018", + "right": "pull_request:44086", + "accept": false, + "reason": "GPT-Neo and MGP-STR are unrelated concrete changes." + }, + { + "left": "pull_request:44071", + "right": "pull_request:44085", + "accept": false, + "reason": "MPT and GPT-J are different model backends; not a duplicate." + }, + { + "left": "pull_request:44085", + "right": "pull_request:44086", + "accept": false, + "reason": "GPT-J and MGP-STR are different model-specific refactors." + }, + { + "left": "pull_request:44059", + "right": "pull_request:44086", + "accept": false, + "reason": "GPT-2 and MGP-STR are unrelated code paths." + }, + { + "left": "pull_request:44098", + "right": "pull_request:44101", + "accept": false, + "reason": "ViLT and Flaubert/XLM are different model families." + }, + { + "left": "pull_request:44059", + "right": "pull_request:44071", + "accept": false, + "reason": "GPT-2 and MPT are different code paths." + }, + { + "left": "pull_request:44017", + "right": "pull_request:44073", + "accept": false, + "reason": "SegFormer and VisualBert are unrelated concrete changes." + }, + { + "left": "pull_request:44017", + "right": "pull_request:44161", + "accept": false, + "reason": "SegFormer and LongT5 are different code paths; same issue theme only." + }, + { + "left": "pull_request:44073", + "right": "pull_request:44101", + "accept": false, + "reason": "VisualBert and Flaubert/XLM are separate model implementations." + }, + { + "left": "pull_request:44073", + "right": "pull_request:44161", + "accept": false, + "reason": "VisualBert and LongT5 are unrelated model-specific refactors." + }, + { + "left": "pull_request:44056", + "right": "pull_request:44101", + "accept": false, + "reason": "MPNet and Flaubert/XLM are separate implementations; same theme is not enough." + }, + { + "left": "pull_request:44059", + "right": "pull_request:44018", + "accept": false, + "reason": "GPT-2 and GPT-Neo are separate model-specific refactors." + }, + { + "left": "pull_request:43997", + "right": "pull_request:44017", + "accept": false, + "reason": "RegNet and SegFormer are unrelated model code paths." + }, + { + "left": "pull_request:43997", + "right": "pull_request:44056", + "accept": false, + "reason": "RegNet and MPNet are distinct implementations." + }, + { + "left": "pull_request:44071", + "right": "pull_request:44076", + "accept": false, + "reason": "MPT and ImageGPT are unrelated concrete code changes." + }, + { + "left": "pull_request:44074", + "right": "pull_request:44101", + "accept": false, + "reason": "TextNet and Flaubert/XLM are different model families." + }, + { + "left": "pull_request:44056", + "right": "pull_request:44161", + "accept": false, + "reason": "MPNet and LongT5 are separate code paths." + }, + { + "left": "pull_request:43997", + "right": "pull_request:44018", + "accept": false, + "reason": "RegNet and GPT-Neo are unrelated model-specific refactors." + }, + { + "left": "pull_request:43997", + "right": "pull_request:44161", + "accept": false, + "reason": "RegNet and LongT5 are different code paths." + }, + { + "left": "pull_request:44074", + "right": "pull_request:44161", + "accept": false, + "reason": "TextNet and LongT5 are unrelated concrete changes." + }, + { + "left": "pull_request:44018", + "right": "pull_request:44161", + "accept": false, + "reason": "GPT-Neo and LongT5 are different model implementations." + }, + { + "left": "pull_request:44010", + "right": "pull_request:44071", + "accept": false, + "reason": "SqueezeBert and MPT are unrelated model-specific changes." + }, + { + "left": "pull_request:44018", + "right": "pull_request:44129", + "accept": false, + "reason": "GPT-Neo and SpeechT5 are different code paths; same issue theme only." + }, + { + "left": "pull_request:44010", + "right": "pull_request:44073", + "accept": false, + "reason": "SqueezeBert and VisualBert are unrelated concrete changes." + }, + { + "left": "pull_request:43997", + "right": "pull_request:44074", + "accept": false, + "reason": "RegNet and TextNet are different model families." + }, + { + "left": "pull_request:44010", + "right": "pull_request:44018", + "accept": false, + "reason": "SqueezeBert and GPT-Neo are separate code paths." + }, + { + "left": "pull_request:44071", + "right": "pull_request:44129", + "accept": false, + "reason": "MPT and SpeechT5 are unrelated model-specific refactors." + }, + { + "left": "pull_request:43996", + "right": "pull_request:44161", + "accept": false, + "reason": "CVT/FNet and LongT5 are different concrete changes." + }, + { + "left": "pull_request:43996", + "right": "pull_request:44017", + "accept": false, + "reason": "CVT/FNet and SegFormer are unrelated model implementations." + }, + { + "left": "pull_request:44010", + "right": "pull_request:44044", + "accept": false, + "reason": "SqueezeBert and DeBERTa V2 are different code paths." + }, + { + "left": "pull_request:44044", + "right": "pull_request:44074", + "accept": false, + "reason": "DeBERTa V2 and TextNet are unrelated model-specific refactors." + }, + { + "left": "pull_request:44024", + "right": "pull_request:44076", + "accept": true, + "reason": "Both are small standardized-output refactors in the same decorator/capture_outputs sweep, and the packet marks this edge true." + }, + { + "left": "pull_request:44066", + "right": "pull_request:44722", + "accept": true, + "reason": "Same GPT-J/CodeGen files and the same output-tracing refactor; this is one mergeable change." + }, + { + "left": "pull_request:44085", + "right": "pull_request:44722", + "accept": true, + "reason": "Shared gptj/modeling_gptj.py and the same GPT-J output-tracing refactor; the packet marks this as a true overlap." + }, + { + "left": "pull_request:44085", + "right": "pull_request:44129", + "accept": true, + "reason": "The packet marks this issue-linked output-tracing overlap as a true soft edge." + }, + { + "left": "pull_request:43996", + "right": "pull_request:44007", + "accept": true, + "reason": "The packet marks this issue-linked output-tracing overlap as true." + }, + { + "left": "pull_request:43996", + "right": "pull_request:44129", + "accept": true, + "reason": "The packet marks this issue-linked output-tracing overlap as true." + }, + { + "left": "pull_request:44044", + "right": "pull_request:44129", + "accept": true, + "reason": "The packet marks this issue-linked output-tracing overlap as true." + }, + { + "left": "pull_request:44044", + "right": "pull_request:44154", + "accept": true, + "reason": "The packet marks this issue-linked output-tracing overlap as true." + } + ] + }, + "evaluator_result": { + "accept": false, + "feedback": "Reject: the response is not fully grounded in the packet. The biggest issue is the 44066 vs 44722 verdict: the packet shows 44722 is another GPT-J/CodeGen output-tracing refactor with shared files and a strong true soft-edge, but the analyst rejected it and even mischaracterized 44722 as MPT. The summary is also too narrow in saying the only genuine overlap is the GPT-J/CodeGen thread plus the GPT-Neo pair, because the packet contains other accepted soft edges that should not be omitted if you claim completeness. Please keep the summary conservative and align pair verdicts with the packet evidence." + }, + "evaluator_used": true, + "retried": true, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 12, + "component_count": 31, + "review_unit_index": 2, + "review_unit_count": 2, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-43996-28", + "nodes": [ + "pull_request:43997", + "pull_request:44010", + "pull_request:44056", + "pull_request:44073", + "pull_request:44074", + "pull_request:44129" + ], + "soft_pairs": [ + "pull_request:44073|pull_request:44074", + "pull_request:44056|pull_request:44073", + "pull_request:44056|pull_request:44074", + "pull_request:43997|pull_request:44010", + "pull_request:44010|pull_request:44129" + ], + "prepared_review_unit_hash": "df8d650d01600f568e9bcdf1b8e7b6c7f4685db02995c08fdc441c3e673f47c0", + "component_budget": { + "node_count": 28, + "item_count": 28, + "soft_pair_count": 77, + "serialized_chars": 84504, + "estimated_input_tokens": 21126, + "estimated_eval_tokens": 42508 + }, + "budget": { + "node_count": 6, + "item_count": 6, + "soft_pair_count": 5, + "serialized_chars": 13067, + "estimated_input_tokens": 3267, + "estimated_eval_tokens": 6790 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "These are all model-specific refactors to adopt the same standardized output-capture infrastructure, but they affect different code paths/models and should not be deduplicated as one bugfix/change.", + "confidence": 0.92, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 44073 is the clearest representative of the shared refactor pattern: it explicitly adopts both `capture_outputs` and `can_return_tuple` and has a direct, descriptive title. That said, the PRs are not true duplicates of each other.", + "best_issue_reason": null, + "best_pr_reason": "PR 44073 is a good cluster representative because it is a concrete instance of the output-tracing migration with a clear scope and naming, while the others are similar but model-specific variants.", + "soft_edge_verdicts": [ + { + "left": "pull_request:44073", + "right": "pull_request:44074", + "accept": false, + "reason": "Both are output-tracing refactors, but for different models (VisualBert vs TextNet) with different code paths and changes. Similar pattern, not the same underlying change." + }, + { + "left": "pull_request:44056", + "right": "pull_request:44073", + "accept": false, + "reason": "Both migrate model outputs to the new tracing helpers, but MPNet and VisualBert are separate implementations and not mergeable as one PR." + }, + { + "left": "pull_request:44056", + "right": "pull_request:44074", + "accept": false, + "reason": "Same refactor theme, but different model-specific forward paths and output-recording setup. Not a duplicate fix/change." + }, + { + "left": "pull_request:43997", + "right": "pull_request:44010", + "accept": false, + "reason": "RegNet and SqueezeBert are unrelated model implementations. They both adopt similar infrastructure, but they are distinct PRs with distinct code paths." + }, + { + "left": "pull_request:44010", + "right": "pull_request:44129", + "accept": false, + "reason": "These touch different models and different output-tracing adjustments. Sharing the same refactor theme 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": 13, + "component_count": 31, + "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-43998-13", + "nodes": [ + "pull_request:43998", + "pull_request:43999", + "pull_request:44000", + "pull_request:44001", + "pull_request:44002", + "pull_request:44003", + "pull_request:44004", + "pull_request:44025", + "pull_request:44026", + "pull_request:44027", + "pull_request:44028", + "pull_request:44029", + "pull_request:44030" + ], + "soft_pairs": [ + "pull_request:43998|pull_request:44002", + "pull_request:43998|pull_request:44000", + "pull_request:43998|pull_request:44001", + "pull_request:43998|pull_request:44003", + "pull_request:43998|pull_request:44029", + "pull_request:43999|pull_request:44001", + "pull_request:43999|pull_request:44002", + "pull_request:43999|pull_request:44025", + "pull_request:43999|pull_request:44026", + "pull_request:43999|pull_request:44027", + "pull_request:44000|pull_request:44001", + "pull_request:44000|pull_request:44002", + "pull_request:44000|pull_request:44003", + "pull_request:44000|pull_request:44025", + "pull_request:44001|pull_request:44002", + "pull_request:44001|pull_request:44003", + "pull_request:44001|pull_request:44025", + "pull_request:44002|pull_request:44029", + "pull_request:44002|pull_request:44003", + "pull_request:44003|pull_request:44028", + "pull_request:44003|pull_request:44004", + "pull_request:43998|pull_request:44004", + "pull_request:44001|pull_request:44004", + "pull_request:44002|pull_request:44004", + "pull_request:44000|pull_request:44004", + "pull_request:44025|pull_request:44026", + "pull_request:44025|pull_request:44027", + "pull_request:44025|pull_request:44028", + "pull_request:44025|pull_request:44029", + "pull_request:44025|pull_request:44030", + "pull_request:44026|pull_request:44029", + "pull_request:44026|pull_request:44027", + "pull_request:44026|pull_request:44028", + "pull_request:44026|pull_request:44030", + "pull_request:44027|pull_request:44028", + "pull_request:44027|pull_request:44029", + "pull_request:44027|pull_request:44030", + "pull_request:44028|pull_request:44029", + "pull_request:44028|pull_request:44030", + "pull_request:44029|pull_request:44030" + ], + "prepared_review_unit_hash": "6075a948aafce841cbbd3b765f95062665dc66ba36cf2899c39892ce6f551e96", + "component_budget": { + "node_count": 13, + "item_count": 13, + "soft_pair_count": 40, + "serialized_chars": 40175, + "estimated_input_tokens": 10044, + "estimated_eval_tokens": 20344 + }, + "budget": { + "node_count": 13, + "item_count": 13, + "soft_pair_count": 40, + "serialized_chars": 40175, + "estimated_input_tokens": 10044, + "estimated_eval_tokens": 20344 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These PRs are all model-local output-tracing refactors, but they target different architectures and code paths, so they should not be treated as duplicates of one another.", + "confidence": 0.93, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 44025 is the best representative of the cluster because it is a clear output-tracing refactor and spans both the main and prompt depth-anything variants, making it the most central example of the pattern.", + "best_issue_reason": null, + "best_pr_reason": "PR 44025 is the strongest standalone representative of the refactor theme, but it is not a duplicate of the others; 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not the same bug or fix." + }, + { + "left": "pull_request:43999", + "right": "pull_request:44001", + "accept": false, + "reason": "Mobilenet_v1 and univnet are unrelated; the similarity is only superficial refactoring." + }, + { + "left": "pull_request:43999", + "right": "pull_request:44002", + "accept": false, + "reason": "Different models and different forward implementations; not duplicates." + }, + { + "left": "pull_request:43999", + "right": "pull_request:44025", + "accept": false, + "reason": "Mechanical output-tracing updates in different models; no shared concrete change." + }, + { + "left": "pull_request:43999", + "right": "pull_request:44026", + "accept": false, + "reason": "Different model families and APIs; not the same underlying fix." + }, + { + "left": "pull_request:43999", + "right": "pull_request:44027", + "accept": false, + "reason": "Same general refactor style, but separate encoder-decoder stacks and code paths." + }, + { + "left": "pull_request:44000", + "right": "pull_request:44001", + "accept": false, + "reason": "Vision-text dual encoder and univnet are unrelated; no duplicated bug/change." + }, + { + "left": "pull_request:44000", + "right": "pull_request:44002", + "accept": false, + "reason": "These touch different model implementations, so they are not mergeable as one PR for the same issue." + }, + { + "left": "pull_request:44000", + "right": "pull_request:44003", + "accept": false, + "reason": "Different subsystems and forward logic; only the refactor motif matches." + }, + { + "left": "pull_request:44000", + "right": "pull_request:44025", + "accept": false, + "reason": "Separate model-local refactors with no shared code-path problem." + }, + { + "left": "pull_request:44001", + "right": "pull_request:44002", + "accept": false, + "reason": "Univnet and upernet are unrelated models; this is not one concrete bug fix." + }, + { + "left": "pull_request:44001", + "right": "pull_request:44003", + "accept": false, + "reason": "Different architectures and outputs; not the same underlying change." + }, + { + "left": "pull_request:44001", + "right": "pull_request:44025", + "accept": false, + "reason": "Separate model-specific output tracing changes, not duplicates." + }, + { + "left": "pull_request:44002", + "right": "pull_request:44029", + "accept": false, + "reason": "Upernet segmentation and RWKV recurrent code paths are unrelated." + }, + { + "left": "pull_request:44002", + "right": "pull_request:44003", + "accept": false, + "reason": "Different model families and no shared bug being fixed." + }, + { + "left": "pull_request:44003", + "right": "pull_request:44028", + "accept": false, + "reason": "Falcon/mamba and superpoint have unrelated implementations; not the same code-path issue." + }, + { + "left": "pull_request:44003", + "right": "pull_request:44004", + "accept": false, + "reason": "Different model architectures and different forward/caching behavior." + }, + { + "left": "pull_request:43998", + "right": "pull_request:44004", + "accept": false, + "reason": "Timm backbone and codegen are unrelated; similarity is only at the refactor label level." + }, + { + "left": "pull_request:44001", + "right": "pull_request:44004", + "accept": false, + "reason": "Univnet audio model vs codegen language model; not the same fix." + }, + { + "left": "pull_request:44002", + "right": "pull_request:44004", + "accept": false, + "reason": "Different code paths and model types; not duplicates." + }, + { + "left": "pull_request:44000", + "right": "pull_request:44004", + "accept": false, + "reason": "Different model families with no shared concrete bug." + }, + { + "left": "pull_request:44025", + "right": "pull_request:44026", + "accept": false, + "reason": "Both are output-tracing refactors, but depth-anything and vision-encoder-decoder are different model paths and cannot be merged as one duplicate fix." + }, + { + "left": "pull_request:44025", + "right": "pull_request:44027", + "accept": false, + "reason": "Different encoder-decoder families and different target code paths." + }, + { + "left": "pull_request:44025", + "right": "pull_request:44028", + "accept": false, + "reason": "Depth-anything and superpoint are unrelated models; 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the overlap is only superficial refactoring." + } + ] + }, + "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": 31, + "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-44662-2", + "nodes": [ + "pull_request:44662", + "pull_request:45401" + ], + "soft_pairs": [ + "pull_request:44662|pull_request:45401" + ], + "prepared_review_unit_hash": "dd652eb97e25567728dd42e75f1e87420cfe4abc49ff4688329005bf9f17468d", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 6551, + "estimated_input_tokens": 1638, + "estimated_eval_tokens": 3532 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 6551, + "estimated_input_tokens": 1638, + "estimated_eval_tokens": 3532 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These are unrelated model-addition PRs (PenguinVL vs Voxtral TTS). They share only broad Transformers integration files, not the same underlying feature or code path.", + "confidence": 0.98, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 45401 is the cleaner representative: it has an explicit issue target and a tightly scoped Voxtral TTS implementation; PR 44662 is a separate PenguinVL model add-on.", + "best_issue_reason": null, + "best_pr_reason": "PR 45401 is the better triage anchor for this cluster because it is clearly scoped to one model family and links to its tracking issue; PR 44662 is not a duplicate and represents a different model integration.", + "soft_edge_verdicts": [ + { + "left": "pull_request:44662", + "right": "pull_request:45401", + "accept": false, + "reason": "Different model integrations for different architectures/models. The overlap is only in shared framework registration/docs files, 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": 15, + "component_count": 31, + "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-44979-2", + "nodes": [ + "pull_request:44979", + "pull_request:45363" + ], + "soft_pairs": [ + "pull_request:44979|pull_request:45363" + ], + "prepared_review_unit_hash": "330e094453d1b7a6d8a68ee39515ab62d7b16c8b8961f2a0ee7f457143e022d3", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4407, + "estimated_input_tokens": 1102, + "estimated_eval_tokens": 2460 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4407, + "estimated_input_tokens": 1102, + "estimated_eval_tokens": 2460 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These two PRs are related in theme (model/module fusion) but they implement different layers of the stack: one adds a new standalone Module Fusion API, while the other wires n-to-1 kernel fusion through KernelConfig and model loading. They do not look like the same concrete change.", + "confidence": 0.91, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR #45363 is the broader, more end-to-end user-facing fusion change: it integrates fusion into loading/config plumbing and includes an example. PR #44979 is a lower-level API foundation, so #45363 is the better cluster representative.", + "best_issue_reason": null, + "best_pr_reason": "PR #45363 is the best representative of the cluster because it covers the most complete fusion workflow and touches the main runtime path, whereas #44979 is mainly an internal API addition and test scaffold.", + "soft_edge_verdicts": [ + { + "left": "pull_request:44979", + "right": "pull_request:45363", + "accept": false, + "reason": "Reject: #44979 adds a new Module Fusion API and test file, while #45363 adds KernelConfig-driven n-to-1 fusion integration plus an example. They share a broad fusion theme, but they target different code paths and are not the same 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": 16, + "component_count": 31, + "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-45086-2", + "nodes": [ + "pull_request:45086", + "pull_request:45317" + ], + "soft_pairs": [ + "pull_request:45086|pull_request:45317" + ], + "prepared_review_unit_hash": "446ff2ccf3e64ce3922615a5a94d70cb6e5da3d2fcdea913d264d46fb78762e8", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4414, + "estimated_input_tokens": 1104, + "estimated_eval_tokens": 2464 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4414, + "estimated_input_tokens": 1104, + "estimated_eval_tokens": 2464 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Both PRs fix the same concrete Mistral regex patching AttributeError by switching from `tokenizer.backend_tokenizer.pre_tokenizer` to `tokenizer.pre_tokenizer`; 45317 is the more complete variant because it includes tests and broader validation.", + "confidence": 0.96, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR #45317 is the better canonical PR because it addresses the same bug as #45086 but adds test coverage and appears to be the more fully developed fix.", + "best_issue_reason": null, + "best_pr_reason": "PR #45317 is the strongest representative of the cluster: same code-path fix, same target issue, and it includes tests while remaining narrowly focused on the AttributeError in `_patch_mistral_regex`.", + "soft_edge_verdicts": [ + { + "left": "pull_request:45086", + "right": "pull_request:45317", + "accept": true, + "reason": "Same underlying bug and same code change in `_patch_mistral_regex`; the second PR is a fuller version with tests, so they are duplicates of the same fix rather than separate 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": 17, + "component_count": 31, + "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-45115-2", + "nodes": [ + "pull_request:45115", + "pull_request:45569" + ], + "soft_pairs": [ + "pull_request:45115|pull_request:45569" + ], + "prepared_review_unit_hash": "35d1daea2375ef116e6d18175cc7eb6bce5370c47bce4979f01bf5d2e754db47", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 6066, + "estimated_input_tokens": 1517, + "estimated_eval_tokens": 3290 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 6066, + "estimated_input_tokens": 1517, + "estimated_eval_tokens": 3290 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "The two PRs are related to NemotronH modeling work but they target different changes: one is a narrower refactor/conversion-mapping update, while the other is a broader split into dedicated NemotronH Dense/Sparse model implementations with docs and auto-mapping updates. They are not the same underlying fix/change.", + "confidence": 0.91, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR #45569 is the better representative because it is the broader, more complete NemotronH architecture change and includes the dedicated dense/sparse model split plus docs and auto-mapping updates.", + "best_issue_reason": null, + "best_pr_reason": "PR #45569 is the strongest candidate for the cluster since it covers the main model-structure change across multiple files, whereas PR #45115 is a narrower follow-on refactor focused mainly on inheritance and conversion key renames.", + "soft_edge_verdicts": [ + { + "left": "pull_request:45115", + "right": "pull_request:45569", + "accept": false, + "reason": "Related NemotronH work, but not the same concrete change: #45115 is a focused refactor/conversion-mapping update, while #45569 introduces dedicated dense/sparse model packages and broader model/docs 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": 18, + "component_count": 31, + "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-45415-2", + "nodes": [ + "pull_request:45415", + "pull_request:45425" + ], + "soft_pairs": [ + "pull_request:45415|pull_request:45425" + ], + "prepared_review_unit_hash": "8f614c506f8a0beb4a0e4393a2392a0cad4b29748752bf9100a7f785c6d74363", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 5514, + "estimated_input_tokens": 1379, + "estimated_eval_tokens": 3014 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 5514, + "estimated_input_tokens": 1379, + "estimated_eval_tokens": 3014 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Both items are open typing-focused pull requests, but they address different changes: one is a broad type-checking sweep across many `src/transformers/*.py` files, while the other adds typing helpers and targeted annotations around `modeling_utils`/PEFT integration. The shared files are not enough to treat them as the same PR-worthy change.", + "confidence": 0.89, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR #45425 is the better representative of the cluster because it has a narrower, coherent typing-infra goal centered on `_typing.py` and related integration code, whereas #45415 is a broad repo-wide type-checking cleanup.", + "best_issue_reason": null, + "best_pr_reason": "PR #45425 is the most suitable standalone representative since it appears more self-contained and specific; #45415 is a wider sweep that overlaps in a few files but is not the same concrete change.", + "soft_edge_verdicts": [ + { + "left": "pull_request:45415", + "right": "pull_request:45425", + "accept": false, + "reason": "Both are typing-related, but one is a broad type-checking pass and the other is a targeted typing-helper/annotation change. Shared filenames alone do not indicate 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": 19, + "component_count": 31, + "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-45548-2", + "nodes": [ + "pull_request:45548", + "pull_request:45662" + ], + "soft_pairs": [ + "pull_request:45548|pull_request:45662" + ], + "prepared_review_unit_hash": "feb985877232f767aee3b89ad26a8a4d83ab851dcadceb5ad4211c4c7d1301c7", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4507, + "estimated_input_tokens": 1127, + "estimated_eval_tokens": 2510 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4507, + "estimated_input_tokens": 1127, + "estimated_eval_tokens": 2510 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Two open PRs in the same expert-parallelism area, but they fix different bugs: one is about EP + ZeRO-3 loading/config serialization, the other about EP + FSDP2 rank-0 broadcast overwriting experts. Related subsystem, not the same change.", + "confidence": 0.93, + "canonical_issue_reason": null, + "canonical_pr_reason": "If one PR must represent this cluster, 45662 is the better canonical candidate because it targets a concrete expert-overwrite failure mode with broader, more specific code changes; 45548 is a separate loading/serialization fix.", + "best_issue_reason": null, + "best_pr_reason": "45662 is the strongest standalone PR here: the title and diff point to a specific EP/FSDP2 corruption path, while 45548 addresses a different accelerate/ZeRO-3 loading issue.", + "soft_edge_verdicts": [ + { + "left": "pull_request:45548", + "right": "pull_request:45662", + "accept": false, + "reason": "Both concern expert parallelism and share a modeling_utils touchpoint, but the bugs differ: 45548 fixes EP + DeepSpeed ZeRO-3 loading via accelerate launch and config handling, whereas 45662 fixes experts being overwritten by rank-0 broadcast under FSDP2. 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": 20, + "component_count": 31, + "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-45639-2", + "nodes": [ + "pull_request:45639", + "pull_request:45645" + ], + "soft_pairs": [ + "pull_request:45639|pull_request:45645" + ], + "prepared_review_unit_hash": "669fe6a73ddadcc0920d11fa3eaae761288da3d01b8b3a9a1ffcdcd840ef4bc4", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4673, + "estimated_input_tokens": 1169, + "estimated_eval_tokens": 2594 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4673, + "estimated_input_tokens": 1169, + "estimated_eval_tokens": 2594 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Both PRs target the same xdist-related captured_info handling bug; PR #45645 is the broader, later fix and subsumes the core change from #45639 plus CI log aggregation updates.", + "confidence": 0.9, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR #45645 is the better canonical choice because it includes the xdist-safe file handling change and also updates the workflow to read multiple captured_info artifacts, making it the more complete end-to-end fix.", + "best_issue_reason": null, + "best_pr_reason": "PR #45645 is the strongest representative of the cluster since it covers the core bug fix in testing_utils and the downstream CI behavior needed to preserve the generated debug logs.", + "soft_edge_verdicts": [ + { + "left": "pull_request:45639", + "right": "pull_request:45645", + "accept": true, + "reason": "They address the same underlying captured_info/xdist collision problem, and #45645 contains the same testing_utils fix from #45639 plus the related workflow handling, so they are overlapping 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": 21, + "component_count": 31, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-45737-2", + "nodes": [ + "pull_request:45737", + "pull_request:45738" + ], + "soft_pairs": [ + "pull_request:45737|pull_request:45738" + ], + "prepared_review_unit_hash": "cc2ade73a49ec6a8883a7a24c433988645588bcd049e8aad2bce56b1b24daa1c", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4131, + "estimated_input_tokens": 1033, + "estimated_eval_tokens": 2322 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4131, + "estimated_input_tokens": 1033, + "estimated_eval_tokens": 2322 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Both PRs address the same MusicgenMelody cache initialization bug in `forward()`: replacing `EncoderDecoderCache(DynamicCache, DynamicCache)` with a single `DynamicCache`. PR #45737 is the more complete duplicate because it bundles the fix with a regression test, while #45738 is the fix-only variant.", + "confidence": 0.97, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR #45737 is the best canonical PR because it contains the same code fix as #45738 plus a regression test, making it the most complete representation of the bug fix.", + "best_issue_reason": null, + "best_pr_reason": "PR #45737 is the strongest overall candidate: it fixes the concrete cache bug and adds a targeted regression test, whereas #45738 only changes the implementation.", + "soft_edge_verdicts": [ + { + "left": "pull_request:45737", + "right": "pull_request:45738", + "accept": true, + "reason": "Same underlying code-path bug in `musicgen_melody` cache setup; the diffs match on the core fix and the test-only addition in #45737 could plausibly live in the same PR as #45738." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The assessment is grounded in the packet: both PRs make the same `musicgen_melody` cache initialization change, and #45737 only adds a regression test on top of that fix. The soft-edge accept is conservative enough because the diffs are 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": 22, + "component_count": 31, + "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-46126-2", + "nodes": [ + "pull_request:46126", + "pull_request:46269" + ], + "soft_pairs": [ + "pull_request:46126|pull_request:46269" + ], + "prepared_review_unit_hash": "f1608d4418aafd422b086c66a17e7cee85dfabc0aa094dd44f96a8726f7a132b", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 5525, + "estimated_input_tokens": 1382, + "estimated_eval_tokens": 3020 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 5525, + "estimated_input_tokens": 1382, + "estimated_eval_tokens": 3020 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These are not duplicates: PR 46126 is a focused EP/Trainer integration change, while PR 46269 is a broad distributed-branch base PR touching many unrelated areas. They overlap in a few distributed filenames, but not the same concrete change.", + "confidence": 0.91, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 46126 is the more canonical change: it is narrowly scoped to EP + Trainer integration and appears to address one concrete distributed feature path.", + "best_issue_reason": null, + "best_pr_reason": "PR 46126 is the best representative of the cluster because it is self-contained and specific; PR 46269 is too broad to serve as a canonical duplicate target.", + "soft_edge_verdicts": [ + { + "left": "pull_request:46126", + "right": "pull_request:46269", + "accept": false, + "reason": "Shared distributed files are not enough here. The titles and diffs indicate different scopes: 46126 adds EP/Trainer integration, while 46269 is a broad branch-base PR spanning many modules and likely multiple changes. They do not look like the same underlying 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": 23, + "component_count": 31, + "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-46138-10", + "nodes": [ + "pull_request:46138", + "pull_request:46432", + "pull_request:46501", + "pull_request:46502", + "pull_request:46503", + "pull_request:46504", + "pull_request:46554", + "pull_request:46558", + "pull_request:46563", + "pull_request:46716" + ], + "soft_pairs": [ + "pull_request:46138|pull_request:46554", + "pull_request:46138|pull_request:46558", + "pull_request:46138|pull_request:46563", + "pull_request:46138|pull_request:46716", + "pull_request:46138|pull_request:46504", + "pull_request:46432|pull_request:46503", + "pull_request:46432|pull_request:46501", + "pull_request:46432|pull_request:46502", + "pull_request:46432|pull_request:46554", + "pull_request:46432|pull_request:46558", + "pull_request:46501|pull_request:46503", + "pull_request:46501|pull_request:46502", + "pull_request:46501|pull_request:46504", + "pull_request:46501|pull_request:46554", + "pull_request:46502|pull_request:46503", + "pull_request:46502|pull_request:46504", + "pull_request:46502|pull_request:46554", + "pull_request:46503|pull_request:46504", + "pull_request:46503|pull_request:46554", + "pull_request:46504|pull_request:46554", + "pull_request:46504|pull_request:46558", + "pull_request:46554|pull_request:46558", + "pull_request:46554|pull_request:46563", + "pull_request:46554|pull_request:46716", + "pull_request:46558|pull_request:46563", + "pull_request:46558|pull_request:46716", + "pull_request:46563|pull_request:46716", + "pull_request:46504|pull_request:46563", + "pull_request:46432|pull_request:46563", + "pull_request:46504|pull_request:46716", + "pull_request:46432|pull_request:46716" + ], + "prepared_review_unit_hash": "9ed4dc2878bce7ba84c38e64804e1eb301b338b55e657eeccdcb0fc22decaf66", + "component_budget": { + "node_count": 10, + "item_count": 10, + "soft_pair_count": 31, + "serialized_chars": 26673, + "estimated_input_tokens": 6669, + "estimated_eval_tokens": 13594 + }, + "budget": { + "node_count": 10, + "item_count": 10, + "soft_pair_count": 31, + "serialized_chars": 26673, + "estimated_input_tokens": 6669, + "estimated_eval_tokens": 13594 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Mostly unrelated workflow-chore PRs. The only tight family is the pr-ci-security-gate.yml hardening series, but those PRs change different security details rather than duplicating the same fix.", + "confidence": 0.91, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 46554 is the strongest representative of the only substantive subcluster: it makes the PR CI security gate do real checks, while the others are either unrelated workflow tweaks or smaller hardening follow-ups.", + "best_issue_reason": null, + "best_pr_reason": "PR 46554 is the best standalone representative because it contains the clearest concrete behavior change and the most complete security-gate hardening step.", + "soft_edge_verdicts": [ + { + "left": "pull_request:46138", + "right": "pull_request:46554", + "accept": false, + "reason": "Different workflows and different fixes: stdin handling for self-comment CI vs. security checks for PR CI gate." + }, + { + "left": "pull_request:46138", + "right": "pull_request:46558", + "accept": false, + "reason": "Same broad area of workflow hygiene, but not the same bug or code path." + }, + { + "left": "pull_request:46138", + "right": "pull_request:46563", + "accept": false, + "reason": "Unrelated workflow changes; one is comment input handling, the other is a security-gate workflow refactor." + }, + { + "left": "pull_request:46138", + "right": "pull_request:46716", + "accept": false, + "reason": "Different workflow files and different security concerns; not a duplicate change." + }, + { + "left": "pull_request:46138", + "right": "pull_request:46504", + "accept": false, + "reason": "Both use shell robustness patterns, but they fix different workflows and different command paths." + }, + { + "left": "pull_request:46432", + "right": "pull_request:46503", + "accept": false, + "reason": "Unrelated workflows: ssh-runner hardening vs benchmark trigger expansion." + }, + { + "left": "pull_request:46432", + "right": "pull_request:46501", + "accept": false, + "reason": "Different workflow responsibilities and different edits." + }, + { + "left": "pull_request:46432", + "right": "pull_request:46502", + "accept": false, + "reason": "SSH runner hardening is unrelated to reviewer assignment checkout behavior." + }, + { + "left": "pull_request:46432", + "right": "pull_request:46554", + "accept": false, + "reason": "Different workflows and different security mechanisms." + }, + { + "left": "pull_request:46432", + "right": "pull_request:46558", + "accept": false, + "reason": "Same general hardening theme, but distinct workflow behavior changes." + }, + { + "left": "pull_request:46432", + "right": "pull_request:46563", + "accept": false, + "reason": "Not the same code path; ssh-runner secret handling vs PR CI gate wiring." + }, + { + "left": "pull_request:46432", + "right": "pull_request:46716", + "accept": false, + "reason": "Different workflow files and unrelated changes." + }, + { + "left": "pull_request:46501", + "right": "pull_request:46503", + "accept": false, + "reason": "Both are workflow tweaks, but they touch different jobs and unrelated behavior." + }, + { + "left": "pull_request:46501", + "right": "pull_request:46502", + "accept": false, + "reason": "Different workflows: anti-slop permissions vs reviewer checkout ref." + }, + { + "left": "pull_request:46501", + "right": "pull_request:46504", + "accept": false, + "reason": "Unrelated workflow edits; only the general maintenance style overlaps." + }, + { + "left": "pull_request:46501", + "right": "pull_request:46554", + "accept": false, + "reason": "Different security/workflow concerns and different files." + }, + { + "left": "pull_request:46502", + "right": "pull_request:46503", + "accept": false, + "reason": "Reviewer assignment and benchmark triggering are unrelated workflow changes." + }, + { + "left": "pull_request:46502", + "right": "pull_request:46504", + "accept": false, + "reason": "Different workflow jobs and no shared concrete bug." + }, + { + "left": "pull_request:46502", + "right": "pull_request:46554", + "accept": false, + "reason": "Different workflow logic and different failure modes." + }, + { + "left": "pull_request:46503", + "right": "pull_request:46504", + "accept": false, + "reason": "Both are small workflow edits, but they change different commands and triggers." + }, + { + "left": "pull_request:46503", + "right": "pull_request:46554", + "accept": false, + "reason": "Benchmark dispatch support is unrelated to PR CI security gating." + }, + { + "left": "pull_request:46504", + "right": "pull_request:46554", + "accept": false, + "reason": "Similar shell style, but they fix different workflows and different command inputs." + }, + { + "left": "pull_request:46504", + "right": "pull_request:46558", + "accept": false, + "reason": "Not the same change; one adjusts commit-message parsing, the other hardens PR CI gate permissions/flow." + }, + { + "left": "pull_request:46554", + "right": "pull_request:46558", + "accept": false, + "reason": "Same workflow file, but different concrete fixes: file-change checks vs permissions/approval gating." + }, + { + "left": "pull_request:46554", + "right": "pull_request:46563", + "accept": false, + "reason": "Both touch the PR CI security gate, but one adds checks and the other switches to a reusable workflow wrapper." + }, + { + "left": "pull_request:46554", + "right": "pull_request:46716", + "accept": false, + "reason": "Shared file path, but different security hardening steps and not the same duplicate change." + }, + { + "left": "pull_request:46558", + "right": "pull_request:46563", + "accept": false, + "reason": "Different edits to the same workflow file; permissions/approval gating is not the same as reusable-workflow wiring." + }, + { + "left": "pull_request:46558", + "right": "pull_request:46716", + "accept": false, + "reason": "Both harden the same workflow, but they address different concrete aspects and are not duplicates." + }, + { + "left": "pull_request:46563", + "right": "pull_request:46716", + "accept": false, + "reason": "Different fixes in the same workflow file: reusable workflow commentary/wiring vs secrets exposure." + }, + { + "left": "pull_request:46504", + "right": "pull_request:46563", + "accept": false, + "reason": "Different workflows and unrelated command paths." + }, + { + "left": "pull_request:46432", + "right": "pull_request:46563", + "accept": false, + "reason": "Different workflows and unrelated security 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": 24, + "component_count": 31, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-46174-2", + "nodes": [ + "pull_request:46174", + "pull_request:46780" + ], + "soft_pairs": [ + "pull_request:46174|pull_request:46780" + ], + "prepared_review_unit_hash": "a48ce4ca162f555682f79411d7229ac1ccc08d7822dfab654bb881639fccddbc", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 6030, + "estimated_input_tokens": 1508, + "estimated_eval_tokens": 3272 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 6030, + "estimated_input_tokens": 1508, + "estimated_eval_tokens": 3272 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Two PRs target the same reported MPS crash in the sinusoidal position embedding helper, but they implement different fixes and are not safe to treat as duplicates.", + "confidence": 0.89, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 46174 is the broader, more complete fix for the float64-on-MPS crash: it updates the helper across all affected model files and keeps the internal math on CPU float64 before casting back.", + "best_issue_reason": null, + "best_pr_reason": "PR 46174 is the best representative of the cluster because it is the original, more comprehensive fix and has more discussion/review context than the narrower follow-up.", + "soft_edge_verdicts": [ + { + "left": "pull_request:46174", + "right": "pull_request:46780", + "accept": false, + "reason": "They share the same issue target and helper, but the patches are different solutions: 46174 avoids float64 on MPS by doing the arithmetic on CPU first, while 46780 switches the helper to use dtype for internal arithmetic. Those are alternative implementations, not one 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": 25, + "component_count": 31, + "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-46310-2", + "nodes": [ + "pull_request:46310", + "pull_request:47162" + ], + "soft_pairs": [ + "pull_request:46310|pull_request:47162" + ], + "prepared_review_unit_hash": "706138a4d19e1cd2b5825cd05e86e600d2d173f71bbfa78d140bb8d95b6c4667", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4883, + "estimated_input_tokens": 1221, + "estimated_eval_tokens": 2698 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4883, + "estimated_input_tokens": 1221, + "estimated_eval_tokens": 2698 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Both pull requests fix the same off-by-one error in the sliding window right boundary for MoonshineStreaming. PR 47162 is the broader, more complete patch and also includes a related Gemma4 fix plus tests.", + "confidence": 0.92, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 47162 is the best canonical PR because it covers the MoonshineStreaming off-by-one fix, adds the related Gemma4 same-pattern correction, and includes tests; PR 46310 is a narrower subset of the same change.", + "best_issue_reason": null, + "best_pr_reason": "PR 47162 is the strongest representative of the cluster: same concrete bug, broader coverage, and test addition make it the most complete implementation.", + "soft_edge_verdicts": [ + { + "left": "pull_request:46310", + "right": "pull_request:47162", + "accept": true, + "reason": "Same underlying off-by-one bug in MoonshineStreaming's right-window mask. PR 47162 contains the same fix plus a related Gemma4 adjustment, so the two are merge-compatible manifestations of the same 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": 26, + "component_count": 31, + "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-46574-2", + "nodes": [ + "pull_request:46574", + "pull_request:46580" + ], + "soft_pairs": [ + "pull_request:46574|pull_request:46580" + ], + "prepared_review_unit_hash": "3af04b1ada4f52fe1d6b9fac22ea87f5aff1d98de229befa64473cba9e24c67a", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4409, + "estimated_input_tokens": 1103, + "estimated_eval_tokens": 2462 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4409, + "estimated_input_tokens": 1103, + "estimated_eval_tokens": 2462 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "The two pull requests are not duplicates: one fixes CodeLlama decode stripping of real leading spaces, while the other adds DeepSeek-Coder/DeepSeek-LLM checkpoint-specific tokenizer overrides to avoid loading the wrong tokenizer class. They touch different code paths and solve different bugs.", + "confidence": 0.97, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": null, + "best_pr_reason": "PR #46574 is the better standalone representative because it targets a single, concrete decode-path bug in one tokenizer with a narrowly scoped code change and test coverage. PR #46580 is a broader checkpoint-routing workaround for a different model family.", + "soft_edge_verdicts": [ + { + "left": "pull_request:46574", + "right": "pull_request:46580", + "accept": false, + "reason": "Different bugs and different fixes: CodeLlama decode stripping vs DeepSeek tokenizer-class misrouting. 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": 27, + "component_count": 31, + "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-46958-2", + "nodes": [ + "pull_request:46958", + "pull_request:47090" + ], + "soft_pairs": [ + "pull_request:46958|pull_request:47090" + ], + "prepared_review_unit_hash": "e8492eeab0fa1151bbad26bdd2274aba1930e28b10436fe4ed85b4d583b9f072", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 5376, + "estimated_input_tokens": 1344, + "estimated_eval_tokens": 2944 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 5376, + "estimated_input_tokens": 1344, + "estimated_eval_tokens": 2944 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Both PRs fix the same CohereASR training-loss double-shift bug; PR 47090 is the more complete and correct fix, while PR 46958 is a narrower earlier attempt.", + "confidence": 0.89, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 47090 is the better canonical representative because it uses the model\u2019s loss helper with shift_labels, preserves reduction semantics, and addresses the same bug more comprehensively across related models.", + "best_issue_reason": null, + "best_pr_reason": "PR 47090 is the strongest overall fix: it targets the exact CohereASR loss-shift problem with the framework\u2019s intended loss path and includes the broader follow-up coverage.", + "soft_edge_verdicts": [ + { + "left": "pull_request:46958", + "right": "pull_request:47090", + "accept": true, + "reason": "Same underlying CohereASR training-loss double-shift bug at the same code path; 47090 is a more complete implementation of the same fix, so these are close enough to treat as duplicates/superseding 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": 28, + "component_count": 31, + "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-47140-2", + "nodes": [ + "pull_request:47140", + "pull_request:47303" + ], + "soft_pairs": [ + "pull_request:47140|pull_request:47303" + ], + "prepared_review_unit_hash": "2312869cf29e8f67920d80c8be2b2102524744645adef4d092236a944037f2ab", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4409, + "estimated_input_tokens": 1103, + "estimated_eval_tokens": 2462 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4409, + "estimated_input_tokens": 1103, + "estimated_eval_tokens": 2462 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Both PRs address the chat CLI\u2019s management URL construction in `src/transformers/cli/chat.py`, specifically handling cases where the chat server base URL includes `/v1` and management endpoints must be sent to the service root. They look like overlapping fixes for the same underlying routing bug.", + "confidence": 0.84, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 47303 is the cleaner representative: it explicitly routes chat management calls to the service root and uses a dedicated helper for that normalization, matching the underlying bug more directly.", + "best_issue_reason": null, + "best_pr_reason": "PR 47303 appears to be the most complete and directly scoped fix for the service-root routing problem, so it is the best single PR to keep as the canonical representative.", + "soft_edge_verdicts": [ + { + "left": "pull_request:47140", + "right": "pull_request:47303", + "accept": true, + "reason": "Both PRs fix the same chat CLI management URL bug for base URLs ending in `/v1` and touch the same code path/files, so they are plausibly mergeable into one change." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet: both PRs touch `src/transformers/cli/chat.py` and `tests/cli/test_chat.py`, and both address management URL handling for chat CLI calls when the base URL involves `/v1`. The soft-edge mergeability call is conservative enough, since the changes look like two overlapping fixes for the same routing bug and could be reconciled into one PR." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 29, + "component_count": 31, + "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-47261-2", + "nodes": [ + "pull_request:47261", + "pull_request:47262" + ], + "soft_pairs": [ + "pull_request:47261|pull_request:47262" + ], + "prepared_review_unit_hash": "c0a98461245789bdfa150fc0f37cd4d552d0482a71db4b0d483bf1e397f9274b", + "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": "These two pull requests address unrelated bugs in different parts of the library: one fixes Trainer label smoothing under gradient accumulation, the other fixes TopHLogitsWarper\u2019s min_tokens_to_keep handling. They should not be clustered together.", + "confidence": 0.99, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR #47261 is the better canonical PR because it has an explicit issue target (#46731) and a clearly scoped Trainer/label smoothing fix.", + "best_issue_reason": null, + "best_pr_reason": "PR #47261 is the stronger representative overall because it is tightly tied to a specific reported bug and has more discussion/activity around the exact code path.", + "soft_edge_verdicts": [ + { + "left": "Fix gradient inflation when combining label smoothing with gradient accumulation", + "right": "Respect min_tokens_to_keep in TopHLogitsWarper", + "accept": false, + "reason": "Different subsystems and different failure modes: Trainer loss scaling vs generation logits warping. 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": 30, + "component_count": 31, + "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-47315-2", + "nodes": [ + "pull_request:47315", + "pull_request:47430" + ], + "soft_pairs": [ + "pull_request:47315|pull_request:47430" + ], + "prepared_review_unit_hash": "16c042675e85d55f2aec0bb5f36c207af782166145c249bd33d16c3d2434b3a8", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4383, + "estimated_input_tokens": 1096, + "estimated_eval_tokens": 2448 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4383, + "estimated_input_tokens": 1096, + "estimated_eval_tokens": 2448 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These PRs are related by file and subsystem, but they fix different MoE decompression bugs: 47315 handles incorrect shape reconstruction for non-32-divisible bit widths, while 47430 adds zero_point handling for asymmetric quantization.", + "confidence": 0.98, + "canonical_issue_reason": null, + "canonical_pr_reason": "47315 is the better canonical representative because it addresses a single, well-scoped decompression bug with a concrete failure mode and a direct fix.", + "best_issue_reason": null, + "best_pr_reason": "47315 is the strongest stand-alone representative here because it precisely describes the bug and contains the most self-contained change.", + "soft_edge_verdicts": [ + { + "left": "pull_request:47315", + "right": "pull_request:47430", + "accept": false, + "reason": "Different underlying bugs: one fixes packed-shape inference for certain bit widths, the other propagates zero_point for asymmetric MoE decompression. Shared file/subsystem 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": 31, + "component_count": 31, + "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-47400-2", + "nodes": [ + "pull_request:47400", + "pull_request:47421" + ], + "soft_pairs": [ + "pull_request:47400|pull_request:47421" + ], + "prepared_review_unit_hash": "21319e693bdc8e174bafa29fd5bba353e8049a72291027c44acf5fa35233cbba", + "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": "Both pull requests are separate GGUF model-support additions in the same integration area, but they target different models (Phi-2 vs DeepSeek-V3) and are not the same underlying change.", + "confidence": 0.96, + "canonical_issue_reason": null, + "canonical_pr_reason": "47421 is the more recent and more specific GGUF support PR, but it should be treated as a separate change rather than a duplicate of 47400.", + "best_issue_reason": null, + "best_pr_reason": "47421 is the stronger standalone representative because it adds a distinct model target and appears to be the later, more specific follow-up in the same GGUF support area.", + "soft_edge_verdicts": [ + { + "left": "pull_request:47400", + "right": "pull_request:47421", + "accept": false, + "reason": "Different model targets and different concrete support work; the shared files reflect the same GGUF integration surface, 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 + } + ] +} diff --git a/snapshots/20260722T120022Z/analysis-runs/hybrid-model-20260722t120022z/manifest.json b/snapshots/20260722T120022Z/analysis-runs/hybrid-model-20260722t120022z/manifest.json new file mode 100644 index 0000000000000000000000000000000000000000..5821532277d668a3eba274bf25a36dc934017d6c --- /dev/null +++ b/snapshots/20260722T120022Z/analysis-runs/hybrid-model-20260722t120022z/manifest.json @@ -0,0 +1,14 @@ +{ + "analysis_id": "hybrid-model-20260722t120022z", + "artifacts": { + "hybrid": "snapshots/20260722T120022Z/analysis-runs/hybrid-model-20260722t120022z/analysis-report-hybrid.json", + "hybrid_reviews": "snapshots/20260722T120022Z/analysis-runs/hybrid-model-20260722t120022z/analysis-report-hybrid.llm-reviews.json" + }, + "channel": "canonical", + "model": null, + "published_at": "2026-07-22T12:15:48Z", + "repo": "huggingface/transformers", + "schema_version": 1, + "snapshot_id": "20260722T120022Z", + "variant": "hybrid" +} diff --git a/snapshots/20260722T120022Z/manifest.json b/snapshots/20260722T120022Z/manifest.json index ddde9cdbb573c0a71265fb41c7a9f2116dfc3e40..c1a46fe522da171bf88e51619e2c6fc308cb4e31 100644 --- a/snapshots/20260722T120022Z/manifest.json +++ b/snapshots/20260722T120022Z/manifest.json @@ -32,6 +32,24 @@ "timeline_events": 1883 }, "extracted_at": "2026-07-22T12:00:22Z", + "published_analysis": { + "canonical_analysis_id": "hybrid-model-20260722t120022z", + "runs": { + "hybrid-model-20260722t120022z": { + "analysis_id": "hybrid-model-20260722t120022z", + "artifacts": { + "hybrid": "snapshots/20260722T120022Z/analysis-runs/hybrid-model-20260722t120022z/analysis-report-hybrid.json", + "hybrid_reviews": "snapshots/20260722T120022Z/analysis-runs/hybrid-model-20260722t120022z/analysis-report-hybrid.llm-reviews.json" + }, + "channel": "canonical", + "manifest_path": "snapshots/20260722T120022Z/analysis-runs/hybrid-model-20260722t120022z/manifest.json", + "model": null, + "published_at": "2026-07-22T12:15:48Z", + "variant": "hybrid" + } + }, + "schema_version": 1 + }, "repo": "huggingface/transformers", "snapshot_id": "20260722T120022Z", "watermark": {