diff --git a/analysis/current/analysis-report-hybrid.json b/analysis/current/analysis-report-hybrid.json index 9b0ac83d2c32523ffddf4f1e3ade56980eb94773..88973999af6673b7341a5cb53b996e7103d51f2d 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": "20260519T000033Z", - "generated_at": "2026-05-19T00:06:19Z", + "snapshot_id": "20260519T060042Z", + "generated_at": "2026-05-19T06:11:15Z", "evidence_quality": "full", "llm_enrichment": true, "meta_bugs": [ @@ -1422,87 +1422,6 @@ } ] }, - { - "cluster_id": "cluster-45753-3", - "summary": "Cluster of 1 issues and 2 PRs centered on issue #45753.", - "status": "open", - "confidence": 0.55, - "canonical_issue_number": 45753, - "canonical_pr_number": 46007, - "issue_numbers": [ - 45753 - ], - "pr_numbers": [ - 46007, - 46040 - ], - "evidence_types": [ - "closing_reference" - ], - "pr_comparisons": [ - { - "left_pr_number": 46007, - "right_pr_number": 46040, - "code_similarity": 0.665, - "size_similarity": 0.372, - "file_overlap": 0.5, - "area_overlap": 1.0, - "patch_similarity": 0.601, - "shared_filenames": [ - "docs/source/en/tasks/image_text_to_text.md" - ], - "shared_file_areas": [ - { - "filename": "docs/source/en/tasks/image_text_to_text.md", - "left_ranges": [ - [ - 18, - 24 - ], - [ - 50, - 69 - ], - [ - 310, - 316 - ], - [ - 346, - 358 - ], - [ - 419, - 425 - ] - ], - "right_ranges": [ - [ - 18, - 24 - ], - [ - 50, - 69 - ], - [ - 310, - 316 - ], - [ - 346, - 358 - ], - [ - 419, - 425 - ] - ] - } - ] - } - ] - }, { "cluster_id": "cluster-45081-3", "summary": "Cluster of 1 issues and 2 PRs centered on issue #45081.", @@ -1696,277 +1615,31 @@ ] }, { - "cluster_id": "cluster-44018-2", + "cluster_id": "cluster-46053-2", "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": 46053, "issue_numbers": [], "pr_numbers": [ - 44018, - 44068 + 46053, + 46063 ], "evidence_types": [ "soft_similarity" ], "pr_comparisons": [ { - "left_pr_number": 44018, - "right_pr_number": 44068, - "code_similarity": 0.766, - "size_similarity": 0.939, - "file_overlap": 1.0, - "area_overlap": 0.425, - "patch_similarity": 0.866, - "shared_filenames": [ - "src/transformers/models/gpt_neo/modeling_gpt_neo.py", - "tests/models/gpt_neo/test_modeling_gpt_neo.py" - ], - "shared_file_areas": [ - { - "filename": "src/transformers/models/gpt_neo/modeling_gpt_neo.py", - "left_ranges": [ - [ - 26, - 46 - ], - [ - 138, - 143 - ], - [ - 182, - 187 - ], - [ - 283, - 295 - ], - [ - 327, - 341 - ], - [ - 348, - 354 - ], - [ - 360, - 369 - ], - [ - 399, - 406 - ], - [ - 411, - 419 - ], - [ - 428, - 433 - ], - [ - 472, - 492 - ], - [ - 507, - 513 - ], - [ - 519, - 528 - ], - [ - 541, - 559 - ], - [ - 562, - 567 - ], - [ - 595, - 601 - ], - [ - 607, - 614 - ], - [ - 627, - 643 - ], - [ - 685, - 690 - ], - [ - 708, - 714 - ], - [ - 720, - 727 - ], - [ - 740, - 757 - ], - [ - 761, - 766 - ], - [ - 780, - 786 - ], - [ - 791, - 798 - ], - [ - 807, - 822 - ], - [ - 840, - 845 - ] - ], - "right_ranges": [ - [ - 26, - 31 - ], - [ - 34, - 44 - ], - [ - 136, - 141 - ], - [ - 180, - 185 - ], - [ - 281, - 293 - ], - [ - 325, - 339 - ], - [ - 346, - 352 - ], - [ - 358, - 367 - ], - [ - 397, - 404 - ], - [ - 409, - 417 - ], - [ - 426, - 434 - ], - [ - 463, - 483 - ], - [ - 498, - 504 - ], - [ - 510, - 519 - ], - [ - 532, - 550 - ], - [ - 553, - 564 - ], - [ - 586, - 592 - ], - [ - 598, - 605 - ], - [ - 618, - 634 - ], - [ - 676, - 688 - ], - [ - 699, - 705 - ], - [ - 711, - 718 - ], - [ - 731, - 748 - ], - [ - 752, - 762 - ], - [ - 771, - 777 - ], - [ - 782, - 789 - ], - [ - 798, - 813 - ], - [ - 831, - 836 - ] - ] - }, - { - "filename": "tests/models/gpt_neo/test_modeling_gpt_neo.py", - "left_ranges": [ - [ - 458, - 464 - ] - ], - "right_ranges": [ - [ - 458, - 464 - ] - ] - } - ] + "left_pr_number": 46053, + "right_pr_number": 46063, + "code_similarity": 0.35, + "size_similarity": 1.0, + "file_overlap": 0.0, + "area_overlap": 0.0, + "patch_similarity": 1.0, + "shared_filenames": [], + "shared_file_areas": [] } ] } @@ -2026,15 +1699,6 @@ "target_issue_number": 43979, "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, - "duplicate_pr_numbers": [ - 44018 - ], - "target_issue_number": null, - "reason": "PRs in cluster-44018-2 are treated as duplicates because they share soft_similarity evidence." - }, { "cluster_id": "cluster-45081-3", "canonical_pr_number": 45317, @@ -2063,13 +1727,13 @@ "reason": "PRs in cluster-45647-3 are treated as duplicates because they converge on issue #45647 with closing_reference, shared_issue_target evidence." }, { - "cluster_id": "cluster-45753-3", - "canonical_pr_number": 46007, + "cluster_id": "cluster-46053-2", + "canonical_pr_number": 46053, "duplicate_pr_numbers": [ - 46040 + 46063 ], - "target_issue_number": 45753, - "reason": "PRs in cluster-45753-3 are treated as duplicates because they converge on issue #45753 with closing_reference evidence." + "target_issue_number": null, + "reason": "PRs in cluster-46053-2 are treated as duplicates because they share soft_similarity evidence." } ], "best_issue": { diff --git a/analysis/current/analysis-report-hybrid.llm-reviews.json b/analysis/current/analysis-report-hybrid.llm-reviews.json index b7ec71c20bd1aa9df241880e99d51fa819ee4962..1a2db557e1e7667cd8bdb8f7656bcb75de0b9681 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": "20260519T000033Z", - "generated_at": "2026-05-19T00:06:19Z", + "snapshot_id": "20260519T060042Z", + "generated_at": "2026-05-19T06:11:15Z", "model": "gpt-5.4-mini?service_tier=flex", "reviews": [ { @@ -10,13 +10,13 @@ "component_index": 1, "component_count": 17, "review_unit_index": 1, - "review_unit_count": 47, + "review_unit_count": 48, "status": "reviewed", "reason": null, "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-406", + "cluster_id": "cluster-10000-407", "nodes": [ "issue:24643", "issue:30277", @@ -101,17 +101,17 @@ "issue:39290|issue:45081", "issue:45823|issue:45874", "issue:43425|issue:44292", - "issue:43828|issue:45161", "issue:34928|issue:41720", + "issue:43828|issue:45161", "issue:44918|issue:45161", "issue:43716|issue:45685", "issue:43541|issue:43716", "issue:43828|issue:44292", - "issue:43716|issue:44292", "issue:45507|issue:45685", + "issue:43716|issue:44292", "issue:44292|issue:44918", - "issue:41762|issue:43638", "issue:43039|issue:44918", + "issue:41762|issue:43638", "issue:43827|issue:44512", "issue:43716|issue:44560", "issue:43828|issue:45685", @@ -129,142 +129,142 @@ "issue:43039|issue:44560", "issue:43975|issue:46015", "issue:45812|issue:45920", - "issue:44863|issue:46015", "issue:43866|issue:44863", + "issue:44863|issue:46015", "issue:44292|issue:46015", "issue:43854|issue:43866", "issue:41093|issue:43638" ], - "prepared_review_unit_hash": "21a36277652ca5992aff191e004291f83d91f9e4a315238e1e21dc607dcbaf4e", + "prepared_review_unit_hash": "274f53937a86b73a4709a56e9a524e582d950bbeec77d66b71301d65247a4316", "component_budget": { - "node_count": 406, - "item_count": 406, - "soft_pair_count": 1515, - "serialized_chars": 782188, - "estimated_input_tokens": 195547, - "estimated_eval_tokens": 391350 + "node_count": 407, + "item_count": 407, + "soft_pair_count": 1521, + "serialized_chars": 784896, + "estimated_input_tokens": 196224, + "estimated_eval_tokens": 392704 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 66, - "serialized_chars": 47560, - "estimated_input_tokens": 11890, - "estimated_eval_tokens": 24036 + "serialized_chars": 47561, + "estimated_input_tokens": 11891, + "estimated_eval_tokens": 24038 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "The cluster is mostly heterogeneous, with only a couple of real duplicate-looking families. The clearest duplicate is the DeepSpeed ZeRO-3 Bert index-out-of-bounds pair; the other strong family is the broad AutoTokenizer v5 regression across multiple model families. Most other soft links are just same-subsystem or same-error-shape noise and should be split.", - "confidence": 0.69, - "canonical_issue_reason": "Issue 45920 is the best umbrella issue among the duplicate-like candidates: it describes the broad AutoTokenizer v5 regression affecting multiple model families, which is more representative than the narrower per-model reports.", + "summary": "This cluster is mostly weak text-similarity across unrelated issue reports. The only believable duplicate groups are the ZeRO-3 empty-index loading failures and the AutoTokenizer wrong-ID regression; most other pairs are model-specific errors or unrelated docs/runtime problems.", + "confidence": 0.73, + "canonical_issue_reason": "issue:43596 is the best anchor for the strongest duplicate family: the generic DeepSpeed ZeRO-3 'index 0 is out of bounds' loading failure, which directly overlaps with 43638 and likely 41762.", "canonical_pr_reason": null, - "best_issue_reason": "45920 is the strongest global issue anchor because it generalizes the tokenizer regression across several affected models, making it the best triage target for a merged duplicate set.", + "best_issue_reason": "Most representative issue because it states the shared ZeRO-3 empty-shard/index-out-of-bounds failure in a model-agnostic way and sits at the center of the closest duplicate set.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:44322", "right": "issue:45464", "accept": false, - "reason": "Different failures: missing config field in Qwen3.5 vs streaming chat/completions inference on Qwen3.5-0.8B." + "reason": "Different failures: Qwen3.5 config attribute error vs streaming chat/completions crash." }, { "left": "issue:45237", "right": "issue:45685", "accept": false, - "reason": "Different model/backend bugs: GPT-OSS on AMD GPUs vs an MPS histogram op error in a MoE path." + "reason": "Different subsystems: AMD GPU support failure vs MPS histogram int error." }, { "left": "issue:43716", "right": "issue:45237", "accept": false, - "reason": "Different models and symptoms: Mistral-3 image dtype mismatch vs GPT-OSS GPU backend failure." + "reason": "Different bug classes: dtype mismatch in Mistral-3 vs GPT-OSS failing on AMD GPUs." }, { "left": "issue:43828", "right": "issue:45237", "accept": false, - "reason": "Both are dtype/backend issues, but they hit different models and code paths; not the same bug." + "reason": "Different model/path: autocast dtype mismatch vs AMD GPU runtime failure." }, { "left": "issue:45237", "right": "issue:45507", "accept": false, - "reason": "GPT-OSS AMD GPU failure and GraniteMoEHybrid invalid method are unrelated code-paths." + "reason": "Unrelated failures: AMD GPU incompatibility vs invalid method call in GraniteMoEHybrid." }, { "left": "issue:44292", "right": "issue:45237", "accept": false, - "reason": "Different model families and errors; no shared concrete bug." + "reason": "Different model/runtime problem; Qwen-3 NVFP4 error is not the same as AMD GPU failure." }, { "left": "issue:30277", "right": "issue:35545", "accept": false, - "reason": "DeepSpeed collective mismatch vs ONNX export error are unrelated." + "reason": "Both are DeepSpeed/onnx-adjacent errors, but the concrete failures are unrelated." }, { "left": "issue:35545", "right": "issue:42915", "accept": false, - "reason": "ModernBERT ONNX export and Qwen3Moe FP8 failure are different issues." + "reason": "Different model export paths and different error modes." }, { "left": "issue:35545", "right": "issue:41720", "accept": false, - "reason": "ONNX export vs auto device-map cuda assert are distinct failure modes." + "reason": "ONNX export error vs cudaErrorAssert during auto device mapping are unrelated." }, { "left": "issue:45901", "right": "issue:46015", "accept": false, - "reason": "Table QA runtime crash and outdated RAG docs are unrelated." + "reason": "Table QA crash is unrelated to outdated RAG docs examples." }, { "left": "issue:44509", "right": "issue:44512", "accept": false, - "reason": "Both are v5 docs cleanups, but they concern different removed docs/features and are not the same issue." + "reason": "Both are stale v5 docs, but they concern different removed references and look like separate cleanup items." }, { "left": "issue:35545", "right": "issue:36010", "accept": false, - "reason": "ONNX export error and GenerationMixin import breakage are unrelated." + "reason": "ModernBERT ONNX export and GenerationMixin import error are different code paths." }, { "left": "issue:44805", "right": "issue:45823", "accept": false, - "reason": "Both involve device/mask issues, but one is a mask shape mismatch and the other is a Gemma4 PLE device placement bug." + "reason": "Both mention shape/device issues, but the models and failure modes differ." }, { "left": "issue:43638", "right": "issue:44805", "accept": false, - "reason": "Both are ZeRO-3/shape errors, but the concrete failure messages and affected paths differ." + "reason": "Different error families: zero3 size-0 index error vs generic mask/tensor shape mismatch." }, { "left": "issue:43596", "right": "issue:44805", "accept": false, - "reason": "Same broad area, but not the same concrete bug: Bert ZeRO-3 init index error vs mask-shape mismatch." + "reason": "Zero3 index-out-of-bounds is not the same bug as the mask shape mismatch report." }, { "left": "issue:44805", "right": "issue:45161", "accept": false, - "reason": "Mask shape mismatch and GPT-OSS tensor-parallel issue are different failures." + "reason": "Mask/tensor shape mismatch and GPT-OSS TP failure are unrelated." }, { "left": "issue:44805", "right": "issue:44918", "accept": false, - "reason": "Mask indexing crash and TRL SFT embedding unpacking are not the same bug." + "reason": "Generic mask mismatch is not the same as Qwen3.5 input-embedding unpacking failure." }, { "left": "issue:34634", @@ -276,163 +276,211 @@ "left": "issue:30277", "right": "issue:43638", "accept": false, - "reason": "DeepSpeed collective mismatch and ZeRO-3 Bert index error are different code paths." + "reason": "Different model and different distributed-training failure." }, { "left": "issue:43596", "right": "issue:43638", "accept": true, - "reason": "Same concrete DeepSpeed ZeRO-3 Bert failure: index 0 out of bounds with size 0 during model init/train." + "reason": "Same ZeRO-3 empty-dimension index-out-of-bounds loading failure; only the Bert variant differs." }, { "left": "issue:43039", "right": "issue:45161", "accept": false, - "reason": "Liger Kernel cross_entropy call and GPT-OSS TP failure are unrelated." + "reason": "Liger Kernel cross_entropy issue is unrelated to GPT-OSS TP behavior." }, { "left": "issue:43975", "right": "issue:44457", "accept": false, - "reason": "DeepSeek detokenization bug and LoRA merge/reload inconsistency are different issues." + "reason": "Different problems: deepseek detokenization vs LoRA merge/save mismatch." }, { "left": "issue:44292", "right": "issue:44457", "accept": false, - "reason": "Qwen-3-8B-NVFP4 runtime error is unrelated to LoRA merge/save mismatch." + "reason": "Qwen-3 NVFP4 runtime error and LoRA merge/save mismatch are unrelated." }, { "left": "issue:34928", "right": "issue:44805", "accept": false, - "reason": "Both mention tensor shape problems, but activation checkpointing/FSDP and mask indexing are not the same bug." + "reason": "Activation-checkpointing/FSDP tensor-size recomputation is not the same as the mask shape mismatch." }, { "left": "issue:24643", "right": "issue:30277", "accept": false, - "reason": "DeepSpeed weight-dimension error in training is not the same as collective mismatch on ranks." + "reason": "DeepSpeed weight-dimension error and collective mismatch are different distributed-training bugs." }, { "left": "issue:45859", "right": "issue:45902", "accept": false, - "reason": "Same model component family, but CPU offload incompatibility and uninitialized-memory materialization are different bugs." + "reason": "Both are Qwen3.5 MoE-related, but one is CPU-offload incompatibility and the other is uninitialized-memory after to_empty()." }, { "left": "issue:43638", "right": "issue:45161", "accept": false, - "reason": "ZeRO-3 Bert index error and GPT-OSS TP failure do not share the same concrete code path." + "reason": "Zero3 Bert index-out-of-bounds and GPT-OSS tensor-parallel failure are unrelated." }, { "left": "issue:34928", "right": "issue:36331", "accept": false, - "reason": "Activation-checkpointing shape mismatch and custom trainer API breakage are unrelated." + "reason": "FSDP checkpointing tensor-size mismatch is not the same as CustomTrainer.compute_loss signature breakage." }, { "left": "issue:43596", "right": "issue:45161", "accept": false, - "reason": "Different models and failure types; not duplicate." + "reason": "Zero3 loading bug and GPT-OSS TP issue are different code paths." }, { "left": "issue:43716", "right": "issue:45507", "accept": false, - "reason": "Image-preprocessor dtype mismatch and GraniteMoE invalid method are unrelated." + "reason": "Mistral-3 dtype mismatch is unrelated to GraniteMoEHybrid invalid-method failure." }, { "left": "issue:39290", "right": "issue:45081", "accept": false, - "reason": "Gemma3 sliding-window/vLLM config issue and Mistral regex patch crash are different." + "reason": "Gemma3 sliding-window config error and Mistral tokenizer regex crash are unrelated." }, { "left": "issue:45823", "right": "issue:45874", "accept": false, - "reason": "Device-map forward mismatch and expensive reverse embedding lookup are different Gemma4 problems." + "reason": "Device-map mismatch in Gemma4 PLE is not the same as reverse embedding lookup cost." }, { "left": "issue:43425", "right": "issue:44292", "accept": false, - "reason": "Torch compatibility issue and Qwen-3-8B-NVFP4 runtime error are unrelated." + "reason": "Torch version incompatibility and Qwen-3 NVFP4 runtime error are different issues." }, { - "left": "issue:43828", - "right": "issue:45161", + "left": "issue:34928", + "right": "issue:41720", "accept": false, - "reason": "Autocast dtype mismatch on Phi-tiny-MoE and GPT-OSS TP failure are not the same bug." + "reason": "FSDP activation-checkpointing mismatch and Qwen3 auto device-map cudaErrorAssert are unrelated." }, { - "left": "issue:44918", - "right": "issue:45161", + "left": "issue:43828", + "right": "issue:45685", "accept": false, - "reason": "TRL SFT unpacking failure and GPT-OSS tensor-parallel issue are different code paths." + "reason": "Autocast dtype mismatch and MPS histogram implementation error do not share the same bug." }, { "left": "issue:44560", "right": "issue:45685", "accept": false, - "reason": "Qwen3-vl embedding video StopIteration and MPS MoE histogram error are unrelated." + "reason": "Video StopIteration in Qwen3-vl-embedding is unrelated to the MPS histogram int failure." }, { - "left": "issue:43828", - "right": "issue:45685", + "left": "issue:43039", + "right": "issue:43828", "accept": false, - "reason": "Different models, different backend issues; no shared concrete fix." + "reason": "Liger Kernel cross_entropy and Phi-tiny-MoE autocast mismatch are different problems." }, { - "left": "issue:44560", + "left": "issue:30277", + "right": "issue:36331", + "accept": false, + "reason": "Distributed collectives mismatch and trainer compute_loss signature breakage are unrelated." + }, + { + "left": "issue:45237", "right": "issue:46015", "accept": false, - "reason": "Video embedding StopIteration and outdated RAG examples are unrelated." + "reason": "GPU support failure and outdated RAG docs examples are not the same issue." }, { - "left": "issue:45812", - "right": "issue:45920", + "left": "issue:34928", + "right": "issue:36010", + "accept": false, + "reason": "FSDP checkpointing tensor-size mismatch is unrelated to GenerationMixin import failure." + }, + { + "left": "issue:43039", + "right": "issue:44805", + "accept": false, + "reason": "Liger Kernel cross_entropy call and generic mask/tensor shape mismatch are different bugs." + }, + { + "left": "issue:41762", + "right": "issue:43596", "accept": true, - "reason": "Same underlying AutoTokenizer v5 regression: wrong token IDs across Granite and other model families." + "reason": "Same DeepSpeed ZeRO-3 index-out-of-bounds-on-load failure; only the model name differs." }, { - "left": "issue:44863", + "left": "issue:43827", + "right": "issue:44512", + "accept": false, + "reason": "Both are v5 docs regressions, but they point to different obsolete references and are not clearly one change." + }, + { + "left": "issue:43716", + "right": "issue:44292", + "accept": false, + "reason": "Different models and different failures: dtype mismatch vs NVFP4 runtime error." + }, + { + "left": "issue:43039", + "right": "issue:44560", + "accept": false, + "reason": "Liger Kernel cross_entropy and Qwen3-vl video StopIteration are unrelated." + }, + { + "left": "issue:43975", "right": "issue:46015", "accept": false, - "reason": "NemotronH checkpoint loading and outdated RAG docs are unrelated." + "reason": "Detokenization regression and outdated docs examples do not share the same underlying bug." + }, + { + "left": "issue:45812", + "right": "issue:45920", + "accept": true, + "reason": "Same AutoTokenizer v5 regression producing wrong token IDs across different model families." }, { "left": "issue:43866", "right": "issue:44863", "accept": false, - "reason": "Corrupted checkpoint and checkpoint-loading implementation bug are not the same issue." + "reason": "Checkpoint corruption and NemotronH checkpoint-loading implementation failure are not the same bug." + }, + { + "left": "issue:44863", + "right": "issue:46015", + "accept": false, + "reason": "NemotronH loading failure is unrelated to outdated docs examples." }, { "left": "issue:44292", "right": "issue:46015", "accept": false, - "reason": "Qwen-3-8B-NVFP4 runtime error and docs cleanup are unrelated." + "reason": "Qwen-3 NVFP4 runtime error and docs cleanup are unrelated." }, { "left": "issue:43854", "right": "issue:43866", "accept": false, - "reason": "GLM-4.7 unit-test loading failure and Ovis2 checkpoint corruption are different model-specific issues." + "reason": "Unit-test model loading issue and corrupted checkpoint report are different failure modes." }, { "left": "issue:41093", "right": "issue:43638", "accept": false, - "reason": "Mask-shape mismatch and ZeRO-3 Bert index error are similar only at a high level, not the same bug." + "reason": "Mask/index shape mismatch is unrelated to the ZeRO-3 size-0 index-out-of-bounds bug." } ] }, "evaluator_result": { "accept": true, - "feedback": "The summary is well grounded in the packet: it distinguishes the two real duplicate-like families (DeepSpeed ZeRO-3 Bert index errors and the AutoTokenizer v5 regression) and treats the rest as same-subsystem noise rather than over-merging. The accepted soft-edge pairs are conservative and supported by the issue titles and descriptions." + "feedback": "The summary is grounded in the packet, and the accepted duplicate pairs are conservative: the ZeRO-3 out-of-bounds reports clearly overlap, and the AutoTokenizer wrong-token-ID reports are a plausible single regression. The many false soft-edge verdicts also stay cautious and are supported by the issue titles." }, "evaluator_used": true, "retried": false, @@ -445,15 +493,16 @@ "component_index": 1, "component_count": 17, "review_unit_index": 2, - "review_unit_count": 47, + "review_unit_count": 48, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-406", + "cluster_id": "cluster-10000-407", "nodes": [ "issue:36010", + "issue:39186", "issue:39290", "issue:40990", "issue:41093", @@ -517,8 +566,8 @@ "issue:43541|issue:43828", "issue:44841|issue:45084", "issue:36010|issue:39290", - "issue:45800|issue:45823", "issue:41093|issue:41762", + "issue:45800|issue:45823", "issue:43296|issue:43366", "issue:43572|issue:45070", "issue:43541|issue:45161", @@ -528,288 +577,288 @@ "issue:43366|issue:45464", "issue:45020|issue:45800", "issue:43531|issue:45070", - "issue:43541|issue:44589", "issue:41093|issue:43596", + "issue:43541|issue:44589", "issue:43054|issue:43994", "issue:45542|issue:45800", "issue:45759|issue:45902", + "issue:39186|issue:44918", "issue:43716|issue:44918", - "issue:44918|issue:45685", + "issue:40990|issue:44960", "issue:45632|issue:45698", "issue:43404|issue:45005", "issue:43645|issue:45399", - "issue:40990|issue:44960", "issue:44530|issue:45005", "issue:42915|issue:45399" ], - "prepared_review_unit_hash": "674b48b7a37452b2b77bf067f63a22195c9310b9205f2e62cb2f7703d8468dd4", + "prepared_review_unit_hash": "adf985697e178e3d8fba4d39e6324fe43950695e9dd04528f242736ee2775cd0", "component_budget": { - "node_count": 406, - "item_count": 406, - "soft_pair_count": 1515, - "serialized_chars": 782188, - "estimated_input_tokens": 195547, - "estimated_eval_tokens": 391350 + "node_count": 407, + "item_count": 407, + "soft_pair_count": 1521, + "serialized_chars": 784896, + "estimated_input_tokens": 196224, + "estimated_eval_tokens": 392704 }, "budget": { - "node_count": 47, - "item_count": 47, + "node_count": 48, + "item_count": 48, "soft_pair_count": 39, - "serialized_chars": 38522, - "estimated_input_tokens": 9631, - "estimated_eval_tokens": 19518 + "serialized_chars": 39067, + "estimated_input_tokens": 9767, + "estimated_eval_tokens": 19790 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "Mostly a heterogeneous grab-bag of unrelated Transformers bugs. Two soft pairs look like true duplicates: SigLIP2 bad outputs, and trust_remote_code/custom-module loading collisions. No PRs are present.", - "confidence": 0.56, - "canonical_issue_reason": "issue:45698 is the broadest and most central of the matching custom-module loading reports: it captures the wrong-module/from_pretrained failure mode and is still active/open, making it the best anchor for that subcluster.", + "summary": "The set is mostly heterogeneous: many unrelated transformer/model/runtime regressions are mixed together. Only one soft pair looks like a plausible duplicate around remote-code/custom-module loading and cache/path resolution.", + "confidence": 0.61, + "canonical_issue_reason": "issue:45698 is the broadest and most active report in the closest matching subcluster, and its symptom ('loads wrong custom module after save_pretrained') cleanly covers the shared remote-code loading problem.", "canonical_pr_reason": null, - "best_issue_reason": "issue:45698 is the best overall issue representative because it is the clearest, broadest duplicate-worthy bug in the set and has the strongest ongoing discussion signal. The rest of the items are mostly separate model-specific regressions.", + "best_issue_reason": "issue:45698 has the clearest, most general failure description and the strongest evidence trail (discussion and inbound refs), making it the best representative issue in this mixed set.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:39290", "right": "issue:43531", "accept": false, - "reason": "Both mention sliding-window-related failures, but they affect different models and different error paths (Gemma3 config attribute vs Qwen3-MoE sliding_window behavior)." + "reason": "Both mention sliding-window behavior, but they involve different models, different APIs, and different concrete failures; not the same bug." }, { "left": "issue:43792", "right": "issue:45901", "accept": false, - "reason": "Whisper load/runtime failure and table-question-answering crashes are unrelated subsystems and symptoms." + "reason": "Whisper inference failure and table-question-answering crashes are unrelated code paths and symptoms." }, { "left": "issue:43425", "right": "issue:45070", "accept": false, - "reason": "One is torch version incompatibility; the other is a pydantic/PretrainedConfig regression. Different bugs." + "reason": "Torch-version incompatibility and a pydantic/PretrainedConfig regression are different problems." }, { "left": "issue:43596", "right": "issue:45800", "accept": false, - "reason": "Both are compatibility-style reports, but one is a ZeRO-3/BertModel index error and the other is a torch/transformers version mismatch." + "reason": "A ZeRO-3/BertModel index error is not the same underlying issue as a torch/transformers version incompatibility report." }, { "left": "issue:43975", "right": "issue:45901", "accept": false, - "reason": "Incorrect detokenization and table QA crashes are unrelated." + "reason": "Detokenization bug vs table QA crash are unrelated." }, { "left": "issue:43792", "right": "issue:45070", "accept": false, - "reason": "Whisper failure and PretrainedConfig/pydantic breakage are different issues." + "reason": "Different model/task failure versus a config-schema regression." }, { "left": "issue:45362", "right": "issue:45464", "accept": false, - "reason": "Both involve Qwen3.5, but one is a Transformers chat crash and the other is a vLLM streaming chat/completions failure; not the same concrete bug." + "reason": "Both involve Qwen3.5 chat usage, but the concrete failures and code paths differ enough that they do not look like one bug." }, { "left": "issue:44292", "right": "issue:45901", "accept": false, - "reason": "NVFP4 runtime error and table QA crashes are unrelated." + "reason": "init_empty_weights loading error and table QA crash are unrelated." }, { "left": "issue:39290", "right": "issue:45823", "accept": false, - "reason": "Gemma3 sliding_window_pattern missing and Gemma4 device mismatch are different model bugs." + "reason": "Gemma3 sliding_window attribute error and Gemma4 device-mismatch are different regressions." }, { "left": "issue:43404", "right": "issue:43866", "accept": false, - "reason": "A tied lm_head bug in Mistral3 is unrelated to an Ovis2 checkpoint corruption report." + "reason": "A tied-weight bug in Mistral3 is unrelated to an Ovis2 checkpoint corruption report." }, { "left": "issue:45464", "right": "issue:45685", "accept": false, - "reason": "Streaming inference failure on Qwen3.5 is unrelated to an MPS histogram/op support error in a MoE path." + "reason": "Streaming chat failure and an MPS histogram/int dtype error are different issues." }, { "left": "issue:43541", "right": "issue:45685", "accept": false, - "reason": "Grouped_mm tracing failure and MPS histogram unsupported-int error are different code paths." + "reason": "Grouped_mm tracing failure and an MPS histogram implementation error are unrelated." }, { "left": "issue:43541", "right": "issue:43828", "accept": false, - "reason": "Grouped_mm tracing in Mixtral and autocast dtype mismatch in Phi-tiny-MoE are different bugs." + "reason": "Both mention dtype-related failures, but the model, trigger, and failing op differ; not the same concrete bug." }, { "left": "issue:44841", "right": "issue:45084", "accept": false, - "reason": "Processor failure for Voxtral and a template-node compilation TypeError are unrelated." + "reason": "Processor loading failure and a template-compilation error are unrelated." }, { "left": "issue:36010", "right": "issue:39290", "accept": false, - "reason": "ImportError for GenerationMixin and Gemma3 sliding_window_pattern are different import/config regressions." + "reason": "ImportError for GenerationMixin is unrelated to a sliding_window config error." }, { - "left": "issue:45800", - "right": "issue:45823", + "left": "issue:41093", + "right": "issue:41762", "accept": false, - "reason": "Torch/transformers incompatibility and Gemma4 PLE device mismatch are separate problems." + "reason": "Both are index-related, but one is a mask-shape mismatch and the other is a zero-size tensor load error; different failure modes." }, { - "left": "issue:41093", - "right": "issue:41762", + "left": "issue:45800", + "right": "issue:45823", "accept": false, - "reason": "Both are IndexErrors, but one is a mask-length mismatch and the other is a ZeRO-3 loading out-of-bounds error on a different model path." + "reason": "Torch/transformers incompatibility and a Gemma4 device-map mismatch are distinct problems." }, { "left": "issue:43296", "right": "issue:43366", "accept": false, - "reason": "PaddleOCR-VL loading in vLLM and GGUF gpt-oss support are unrelated requests/bugs." + "reason": "PaddleOCR-VL loading in vLLM and GGUF gpt-oss support are unrelated." }, { "left": "issue:43572", "right": "issue:45070", "accept": false, - "reason": "Missing pad_token_idx in StableLmConfig and pydantic PretrainedConfig breakage are different config regressions." + "reason": "Missing pad_token_idx in StableLmConfig and a PretrainedConfig/pydantic regression are different config issues." }, { "left": "issue:43541", "right": "issue:45161", "accept": false, - "reason": "TorchDynamo grouped_mm tracing failure is not the same as GPT-OSS tensor-parallel not working." + "reason": "Grouped_mm tracing failure is unrelated to GPT-OSS tensor-parallel support." }, { "left": "issue:44387", "right": "issue:45005", "accept": false, - "reason": "Int4 quantization memory growth and tied-weights translation-model issues are unrelated." + "reason": "Int4 OOM/regression and tied-weights translation-model issues are different changes." }, { "left": "issue:43828", "right": "issue:45464", "accept": false, - "reason": "Autocast dtype mismatch in Phi-tiny-MoE and streaming inference failure in Qwen3.5 are different bugs." + "reason": "Autocast dtype mismatch and streaming chat inference failure are different problems." }, { "left": "issue:44291", "right": "issue:45070", "accept": false, - "reason": "init_empty_weights/_is_hf_initialized TypeError and PretrainedConfig pydantic breakage are separate regressions." + "reason": "Unexpected _is_hf_initialized argument during init_empty_weights is not the same issue as the pydantic/PretrainedConfig breakage." }, { "left": "issue:43366", "right": "issue:45464", "accept": false, - "reason": "GGUF gpt-oss support and Qwen3.5 streaming inference failure are unrelated." + "reason": "GGUF architecture support is unrelated to Qwen3.5 streaming chat failures." }, { "left": "issue:45020", "right": "issue:45800", "accept": false, - "reason": "Remote_code breakage and torch/transformers incompatibility are different issue classes." + "reason": "Remote-code breakage and torch-version incompatibility are not the same underlying bug." }, { "left": "issue:43531", "right": "issue:45070", "accept": false, - "reason": "Qwen3-MoE sliding_window behavior and PretrainedConfig pydantic breakage are unrelated." + "reason": "Qwen3-MoE sliding_window behavior and a PretrainedConfig field regression are unrelated." }, { - "left": "issue:43541", - "right": "issue:44589", + "left": "issue:41093", + "right": "issue:43596", "accept": false, - "reason": "Mixtral grouped_mm tracing failure and missing Float8 storage support are different code paths." + "reason": "Different index errors in different loading/training paths; no clear shared root cause." }, { - "left": "issue:41093", - "right": "issue:43596", + "left": "issue:43541", + "right": "issue:44589", "accept": false, - "reason": "Different IndexError failures affecting different models and mechanisms." + "reason": "Grouped_mm tracing failure and missing Float8 storage support are unrelated runtime issues." }, { "left": "issue:43054", "right": "issue:43994", - "accept": true, - "reason": "Both are about SigLIP2 producing bad/nonsensical text-embedding or pipeline outputs, strongly suggesting the same underlying model bug." + "accept": false, + "reason": "Both concern SigLIP2 quality, but one is an embedding-quality complaint and the other is a pipeline/AutoModel nonsensical-results report; not clearly the same concrete bug." }, { "left": "issue:45542", "right": "issue:45800", "accept": false, - "reason": "Undefined TensorFlow backend from tensorboard-only install is unrelated to torch/transformers compatibility." + "reason": "TensorBoard-without-TF backend error is unrelated to torch/transformers compatibility." }, { "left": "issue:45759", "right": "issue:45902", "accept": false, - "reason": "Composite Qwen config unwrapping on from_config and uninitialized-memory rotary embedding are different bugs." + "reason": "Composite config unwrapping and uninitialized-memory rotary embedding issues are different code paths." + }, + { + "left": "issue:39186", + "right": "issue:44918", + "accept": false, + "reason": "FSDP weight-shape error and TRL SFT unpacking failure are unrelated." }, { "left": "issue:43716", "right": "issue:44918", "accept": false, - "reason": "Mistral-3 image preprocessor dtype mismatch and Qwen3.5 embedding unpacking under TRL are unrelated." + "reason": "Mistral-3 image-preprocessor dtype mismatch is unrelated to Qwen3.5 embedding unpacking." }, { - "left": "issue:44918", - "right": "issue:45685", + "left": "issue:40990", + "right": "issue:44960", "accept": false, - "reason": "TRL SFT embedding unpacking failure and MPS histogram unsupported-int error are unrelated." + "reason": "High perplexity on GPT-OSS and a GLM5 issue are not the same bug." }, { "left": "issue:45632", "right": "issue:45698", "accept": true, - "reason": "Both point to the same trust_remote_code/custom-module loading pathology: cache/path resolution leads to the wrong local/custom module being loaded." + "reason": "Both point to the same remote-code/custom-module loading path: a cache/path collision can cause from_pretrained to load the wrong custom module after save_pretrained." }, { "left": "issue:43404", "right": "issue:45005", "accept": false, - "reason": "A Mistral3 tied-weight bug and a broader translation-model tied-weights regression are similar in theme but not the same concrete failure." + "reason": "Mistral3 tied lm_head weights and translation-model tied-weights regressions are related only at a very broad level, not the same concrete bug." }, { "left": "issue:43645", "right": "issue:45399", "accept": false, - "reason": "Notebook custom-model initialization and flash-attn fallback blocking are unrelated." - }, - { - "left": "issue:40990", - "right": "issue:44960", - "accept": false, - "reason": "High perplexity on GPT-OSS and a GLM5 issue are unrelated model-specific reports." + "reason": "Jupyter custom-model initialization breakage and flash-attn fallback checks are unrelated." }, { "left": "issue:44530", "right": "issue:45005", "accept": false, - "reason": "PagedAttention linear_attention crash and tied-weights regression are unrelated." + "reason": "PagedAttentionCache linear_attention crash and tied-weights translation regressions are unrelated." }, { "left": "issue:42915", "right": "issue:45399", "accept": false, - "reason": "Qwen3Moe fine-grained FP8 failure and flash-attn fallback checks are unrelated." + "reason": "Qwen3Moe fine-grained FP8 failure and flash-attn fallback blocking are different issues." } ] }, "evaluator_result": { "accept": true, - "feedback": "The summary is grounded in the packet: it correctly treats the set as mostly heterogeneous, identifies the two plausible duplicate pairs from title-level evidence, and avoids claiming PR content that is not present. The soft-edge rejections are generally conservative, and the two accepted pairs are supported by closely aligned titles about the same model/loader behavior without overreaching beyond the packet." + "feedback": "Grounded overall. The chosen canonical issue is well supported by the packet: issue:45698 is the clearest representative of the remote-code/custom-module loading cluster, and pairing it with issue:45632 is plausible from the titles. The remaining soft-edge rejections are conservative and do not overclaim duplicates." }, "evaluator_used": true, "retried": false, @@ -822,17 +871,16 @@ "component_index": 1, "component_count": 17, "review_unit_index": 3, - "review_unit_count": 47, + "review_unit_count": 48, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-406", + "cluster_id": "cluster-10000-407", "nodes": [ "issue:36331", "issue:38175", - "issue:39186", "issue:39692", "issue:41553", "issue:41628", @@ -843,6 +891,7 @@ "issue:43493", "issue:43643", "issue:43644", + "issue:43782", "issue:43828", "issue:43856", "issue:43866", @@ -866,6 +915,7 @@ "issue:44910", "issue:44918", "issue:44928", + "issue:44960", "issue:45005", "issue:45020", "issue:45507", @@ -881,13 +931,12 @@ "soft_pairs": [ "issue:44360|issue:44512", "issue:43873|issue:45005", - "issue:39186|issue:44918", "issue:44863|issue:45005", "issue:44492|issue:44512", "issue:44918|issue:45507", "issue:43975|issue:44292", - "issue:43950|issue:44534", "issue:44292|issue:45507", + "issue:43950|issue:44534", "issue:39692|issue:43054", "issue:43644|issue:43950", "issue:43828|issue:44928", @@ -896,261 +945,256 @@ "issue:43866|issue:44403", "issue:43950|issue:45902", "issue:43872|issue:44589", + "issue:43054|issue:45701", "issue:38175|issue:43054", "issue:41553|issue:43883", - "issue:43054|issue:45701", "issue:44910|issue:45859", "issue:45663|issue:45902", "issue:42947|issue:44387", "issue:41553|issue:43881", - "issue:44403|issue:44451", "issue:43054|issue:43493", + "issue:44403|issue:44451", "issue:43643|issue:45020", "issue:43975|issue:45520", "issue:44403|issue:44488", "issue:42947|issue:43856", "issue:41762|issue:42915", + "issue:43782|issue:44960", "issue:45685|issue:45823", "issue:43881|issue:43883" ], - "prepared_review_unit_hash": "19fd9710107bf6446db63ce49a674110ddd019c8a9575e0af31ab2f031a49e0d", + "prepared_review_unit_hash": "31a2cb8cbec6d07bd09d251c140ee26889f8176197d807bf92d9afd67d700f13", "component_budget": { - "node_count": 406, - "item_count": 406, - "soft_pair_count": 1515, - "serialized_chars": 782188, - "estimated_input_tokens": 195547, - "estimated_eval_tokens": 391350 + "node_count": 407, + "item_count": 407, + "soft_pair_count": 1521, + "serialized_chars": 784896, + "estimated_input_tokens": 196224, + "estimated_eval_tokens": 392704 }, "budget": { - "node_count": 47, - "item_count": 47, + "node_count": 48, + "item_count": 48, "soft_pair_count": 33, - "serialized_chars": 36660, - "estimated_input_tokens": 9165, - "estimated_eval_tokens": 18586 + "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": "Mostly heterogeneous transformer bug reports, with only a small duplicate subcluster. The only strong soft duplicates are the v5 non-persistent-buffer corruption reports and the SigLIP2 implementation discrepancy reports; the rest are different model-, trainer-, or backend-specific issues.", - "confidence": 0.79, - "canonical_issue_reason": "issue:43644 is the earliest clear report of the v5 non-persistent-buffer corruption regression and is broad enough to represent the duplicate subcluster.", + "summary": "This cluster is mostly a grab bag of unrelated Transformers issues. The only clear duplicate set is the non-persistent-buffer regression in v5: issue 43950, with 44534 and 45902 as close manifestations. No PRs are present.", + "confidence": 0.84, + "canonical_issue_reason": "issue:43950 is the most concrete and root-cause-oriented report of the non-persistent buffer corruption regression in transformers 5.x; the related reports are narrower symptom variants.", "canonical_pr_reason": null, - "best_issue_reason": "issue:43950 is the most specific and actionable statement of the same regression, explicitly naming `from_pretrained()` and the silent buffer corruption.", + "best_issue_reason": "issue:43950 best represents the underlying bug because it states the actual corruption behavior and version scope, making it the strongest canonical issue for the buffer-regression cluster.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:44360", "right": "issue:44512", "accept": false, - "reason": "Unrelated: DSA indexer behavior vs docs mentioning a removed command." + "reason": "Different problems: DSA indexer/ReLU vs docs mentioning a removed command." }, { "left": "issue:43873", "right": "issue:45005", "accept": false, - "reason": "Different problems: quantization/offloading behavior vs tied-weights issues in translation models." - }, - { - "left": "issue:39186", - "right": "issue:44918", - "accept": false, - "reason": "Different code paths: FSDP shape error vs TRL SFT embedding unpacking failure." + "reason": "Quantization/offloading behavior versus tied-weights translation-model handling; not the same bug." }, { "left": "issue:44863", "right": "issue:45005", "accept": false, - "reason": "NemotronH checkpoint loading failure is unrelated to tied-weight handling." + "reason": "Checkpoint loading failure for NemotronH is unrelated to tied-weights issues on translation models." }, { "left": "issue:44492", "right": "issue:44512", "accept": false, - "reason": "A typo in cache strategies is not the same as outdated docs." + "reason": "A typo in cache strategies is not the same as outdated docs for the run command." }, { "left": "issue:44918", "right": "issue:45507", "accept": false, - "reason": "Different model methods and failure modes; not the same underlying bug." + "reason": "Different model/code-path failures: TRL SFT embedding unpacking vs an invalid method call in GraniteMoEHybrid." }, { "left": "issue:43975", "right": "issue:44292", "accept": false, - "reason": "Incorrect detokenization and NVFP4 runtime errors are distinct issues." - }, - { - "left": "issue:43950", - "right": "issue:44534", - "accept": true, - "reason": "Both report the same v5 non-persistent-buffer corruption regression; only the wording differs." + "reason": "Detokenization regression and NVFP4 runtime failure are different symptoms and likely different fixes." }, { "left": "issue:44292", "right": "issue:45507", "accept": false, - "reason": "Different model/runtime failures with no clear shared code-path." + "reason": "NVFP4 load/run failure is unrelated to GraniteMoEHybrid's invalid-method issue." + }, + { + "left": "issue:43950", + "right": "issue:44534", + "accept": true, + "reason": "Both report the same v5 non-persistent-buffer corruption/junk-initialization regression." }, { "left": "issue:39692", "right": "issue:43054", "accept": false, - "reason": "Doc example errors are separate from the reported SigLIP2 text-embedding quality regression." + "reason": "Both are SigLIP2-related, but one is a doc-example failure and the other is an embedding-quality complaint; not the same bug." }, { "left": "issue:43644", "right": "issue:43950", - "accept": true, - "reason": "Same regression: v5/from_pretrained corrupting non-persistent buffers with junk values." + "accept": false, + "reason": "Missing fields from trust_remote_code config loading is a different failure mode than buffer corruption." }, { "left": "issue:43828", "right": "issue:44928", "accept": false, - "reason": "Autocast dtype mismatch and RLHF gradient explosion are different symptoms and likely different root causes." + "reason": "Autocast dtype mismatch and Qwen3.5 packed-sequence/position_ids crash are different code-path problems." }, { "left": "issue:36331", "right": "issue:41762", "accept": false, - "reason": "Trainer API TypeError and ZeRO-3 loading IndexError are unrelated." + "reason": "Trainer compute_loss kwarg incompatibility is unrelated to Gemma3 ZeRO-3 loading errors." }, { "left": "issue:41628", "right": "issue:45800", "accept": false, - "reason": "Import error for AutoImageProcessor is not the same as torch/transformers version incompatibility." + "reason": "AutoImageProcessor import exposure and torch/transformers incompatibility are not the same concrete bug." }, { "left": "issue:43866", "right": "issue:44403", "accept": false, - "reason": "Checkpoint corruption and generic loading noise are not the same underlying bug." + "reason": "Checkpoint corruption is unrelated to generic loading noise." }, { "left": "issue:43950", "right": "issue:45902", - "accept": false, - "reason": "Both involve bad buffer values, but one is silent corruption in `from_pretrained()` and the other is a specific `to_empty(cuda)` materialization issue." + "accept": true, + "reason": "Both concern the same non-persistent-buffer initialization/corruption bug; 45902 is a specific manifestation." }, { "left": "issue:43872", "right": "issue:44589", "accept": false, - "reason": "Different quantization incompatibilities involving different storage/constructor errors." + "reason": "Different quantization/backend failures: bitsandbytes kwarg mismatch vs missing Float8 storage object." + }, + { + "left": "issue:43054", + "right": "issue:45701", + "accept": false, + "reason": "SigLIP2 embedding quality and tokenization changes are unrelated issues." }, { "left": "issue:38175", "right": "issue:43054", "accept": false, - "reason": "Both involve SigLIP2, but zero probabilities and worse embeddings are not clearly the same bug." + "reason": "Both involve SigLIP2, but the reported symptoms differ too much to treat as the same bug." }, { "left": "issue:41553", "right": "issue:43883", "accept": false, - "reason": "Bad tokenizer error messaging and missing `all_tied_weights_keys` are unrelated." - }, - { - "left": "issue:43054", - "right": "issue:45701", - "accept": false, - "reason": "SigLIP2 embedding quality and tokenization changes are different issues." + "reason": "Bad AutoTokenizer error message for Voxtral and Molmo missing tied-weights metadata are unrelated." }, { "left": "issue:44910", "right": "issue:45859", "accept": false, - "reason": "Flash-attention 3D `position_ids` crash and CPU-offload incompatibility are different failure modes." + "reason": "Flash-Attention packed-sequence crash and CPU-offload incompatibility in rotary embedding are different bugs." }, { "left": "issue:45663", "right": "issue:45902", "accept": false, - "reason": "Gemma4 FSDP2 shared-state bug is unrelated to Qwen3.5 MoE rotary embedding memory initialization." + "reason": "Gemma4 FSDP2 KeyError and Qwen3_5Moe non-persistent-buffer junk are unrelated." }, { "left": "issue:42947", "right": "issue:44387", "accept": false, - "reason": "Gradient checkpointing inefficiency and int4 OOM memory growth are different performance/regression reports." + "reason": "Gradient-checkpointing inefficiency under LoRA and int4 reserved-memory OOM are different performance issues." }, { "left": "issue:41553", "right": "issue:43881", "accept": false, - "reason": "Voxtral tokenizer error messaging and glm-4v loading failure are unrelated." + "reason": "Tokenizer-loading error message and glm-4v loading failure are unrelated." }, { - "left": "issue:44403", - "right": "issue:44451", + "left": "issue:43054", + "right": "issue:43493", "accept": false, - "reason": "Generic loading noise is not the same as a specific model failing to load." + "reason": "Both are SigLIP2-related, but one is low embedding quality and the other is HF-vs-JAX discrepancy; not clearly the same bug." }, { "left": "issue:44403", - "right": "issue:44488", + "right": "issue:44451", "accept": false, - "reason": "Same broad theme of loading problems, but not the same bug." - }, - { - "left": "issue:43054", - "right": "issue:43493", - "accept": true, - "reason": "Same SigLIP2 implementation discrepancy/quality regression; one reports the symptom, the other the underlying HF-vs-JAX mismatch." + "reason": "Generic loading noise and inability to load a specific model are not the same issue." }, { "left": "issue:43643", "right": "issue:45020", "accept": false, - "reason": "Missing fields in `AutoConfig.from_pretrained` and broad remote-code breakage are related only at a high level." + "reason": "Remote-code config-field loss and broad remote-code breakage are related at a high level, but not the same concrete bug." }, { "left": "issue:43975", "right": "issue:45520", "accept": false, - "reason": "Detokenization regression and Python 3.13 flash-attn import error are unrelated." + "reason": "Detokenization and a Python 3.13 import KeyError are unrelated." }, { "left": "issue:44403", "right": "issue:44488", "accept": false, - "reason": "Different loading regressions without evidence of the same code-path." + "reason": "Two separate model-loading complaints without evidence of a shared underlying bug." }, { "left": "issue:42947", "right": "issue:43856", "accept": false, - "reason": "PEFT gradient checkpointing and Qwen3 MoE memory usage are distinct training issues." + "reason": "Both mention memory, but one is about checkpointing with LoRA and the other about MoE training memory usage." }, { "left": "issue:41762", "right": "issue:42915", "accept": false, - "reason": "Gemma3 ZeRO-3 load failure and Qwen3Moe FP8 failure are unrelated." + "reason": "Gemma3 ZeRO-3 loading and Qwen3Moe FP8 failures are unrelated." + }, + { + "left": "issue:43782", + "right": "issue:44960", + "accept": false, + "reason": "Qwen3VL weight-only loading error and a generic GLM5 issue are not the same bug." }, { "left": "issue:45685", "right": "issue:45823", "accept": false, - "reason": "MPS histogram kernel limitation and Gemma4 device-map mismatch are different backend/device issues." + "reason": "MPS histogram-not-implemented and Gemma4 PLE device mismatch are different backend/device issues." }, { "left": "issue:43881", "right": "issue:43883", "accept": false, - "reason": "A model load failure and a missing tied-weights attribute are not the same bug." + "reason": "GLM-4V load failure and Molmo missing tied-weights metadata are separate model-specific bugs." } ] }, "evaluator_result": { "accept": true, - "feedback": "Grounded and conservative overall. The accepted soft duplicates are well supported by the packet titles, and the rejected pairs stay cautious on similar-but-not-identical regressions. The summary does not overstate the evidence." + "feedback": "The summary is grounded in the packet: it correctly treats the cluster as mostly unrelated issues and identifies the 43950/44534/45902 non-persistent-buffer regression set. The soft-edge verdicts are generally conservative and do not overstate duplicates or shared root causes. No PR pairs are present to evaluate." }, "evaluator_used": true, "retried": false, @@ -1163,13 +1207,13 @@ "component_index": 1, "component_count": 17, "review_unit_index": 4, - "review_unit_count": 47, + "review_unit_count": 48, "status": "reviewed", "reason": null, "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-406", + "cluster_id": "cluster-10000-407", "nodes": [ "issue:24643", "issue:30064", @@ -1184,7 +1228,6 @@ "issue:43404", "issue:43638", "issue:43742", - "issue:43782", "issue:43792", "issue:43824", "issue:43827", @@ -1206,27 +1249,28 @@ "issue:44805", "issue:44863", "issue:44928", - "issue:44960", "issue:44991", "issue:45020", "issue:45081", "issue:45305", "issue:45313", + "issue:45325", "issue:45356", "issue:45399", "issue:45538", "issue:45588", + "issue:45663", "issue:45823", + "issue:45902", "issue:45923" ], "soft_pairs": [ "issue:42491|issue:44368", - "issue:45020|issue:45823", "issue:43824|issue:43872", + "issue:45020|issue:45823", "issue:44661|issue:45020", "issue:44991|issue:45399", "issue:43828|issue:45823", - "issue:43782|issue:44960", "issue:45081|issue:45399", "issue:43827|issue:44509", "issue:45020|issue:45356", @@ -1234,251 +1278,259 @@ "issue:43742|issue:45399", "issue:42915|issue:45020", "issue:43638|issue:45823", - "issue:43792|issue:44220", "issue:43257|issue:43866", + "issue:43792|issue:44220", "issue:43872|issue:44291", "issue:42915|issue:43872", "issue:43940|issue:45313", "issue:43854|issue:44863", "issue:41553|issue:44991", - "issue:42947|issue:45923", "issue:36331|issue:41093", - "issue:44928|issue:45588", + "issue:42947|issue:45923", "issue:43257|issue:45305", + "issue:44928|issue:45588", "issue:43872|issue:45538", "issue:41093|issue:44805", - "issue:44530|issue:44863", "issue:44479|issue:44560", + "issue:44530|issue:44863", "issue:41553|issue:44488", "issue:24643|issue:30064", - "issue:43366|issue:43828" + "issue:45325|issue:45902", + "issue:43366|issue:43828", + "issue:45663|issue:45823" ], - "prepared_review_unit_hash": "8d8ed68e41d2a34e7bc63761b7ed6205e11df19553bfbdee2cd298bdc94d3cf0", + "prepared_review_unit_hash": "d4f3dde9348ab413dedfc35f0fec6be4c4948b82a7ff810e3c23e51dec82e8e5", "component_budget": { - "node_count": 406, - "item_count": 406, - "soft_pair_count": 1515, - "serialized_chars": 782188, - "estimated_input_tokens": 195547, - "estimated_eval_tokens": 391350 + "node_count": 407, + "item_count": 407, + "soft_pair_count": 1521, + "serialized_chars": 784896, + "estimated_input_tokens": 196224, + "estimated_eval_tokens": 392704 }, "budget": { - "node_count": 47, - "item_count": 47, - "soft_pair_count": 32, - "serialized_chars": 37044, - "estimated_input_tokens": 9261, - "estimated_eval_tokens": 18778 + "node_count": 48, + "item_count": 48, + "soft_pair_count": 33, + "serialized_chars": 38122, + "estimated_input_tokens": 9531, + "estimated_eval_tokens": 19318 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "Most artifacts are unrelated model-/integration-specific bugs. The only clear duplicate pair is the docs regression about removed pipeline tasks in v5. Everything else shares only broad theme-level similarity or the same error string but a different code path.", - "confidence": 0.9, - "canonical_issue_reason": "Issue 44509 is the clearest representative of the only true duplicate pair: it explicitly covers the v5 docs cleanup for removed pipeline tasks and subsumes the earlier, narrower 43827 report.", + "summary": "Most pairs are unrelated, but there are a few clear duplicates around docs cleanup, `_is_hf_initialized`/`init_empty_weights`, Whisper fbank extraction, and a likely shared Qwen video-input regression.", + "confidence": 0.72, + "canonical_issue_reason": "issue:44479 is the broadest high-signal bug report in the set: it names the shared v5.3.0 video-input regression and the affected Qwen families, so it is the best anchor for the video-model duplicate cluster.", "canonical_pr_reason": null, - "best_issue_reason": "Issue 44509 is the best issue to anchor this cluster because it is the most explicit and comprehensive instance of the shared docs regression; the remaining issues are mostly separate bugs.", + "best_issue_reason": "issue:44479 is the strongest representative issue overall because it is explicit about the regression, version, and affected models, making it the most useful triage anchor.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:42491", "right": "issue:44368", "accept": false, - "reason": "Both mention Qwen LoRA/config warnings, but one is an hf4.x/hf5.x compatibility break and the other is a tie_word_embeddings warning; not the same bug." + "reason": "Related Qwen/LoRA wording, but the failures differ: one is a hf4.x\u2192hf5.x compatibility break, the other is a tie_word_embeddings warning." }, { - "left": "issue:45020", - "right": "issue:45823", + "left": "issue:43824", + "right": "issue:43872", "accept": false, - "reason": "Generic remote_code breakage vs a specific Gemma4 device_map forward mismatch; different failure modes and fixes." + "reason": "Different problems: missing `Qwen2_5_VLForConditionalGeneration` import vs bitsandbytes `_is_hf_initialized` constructor incompatibility." }, { - "left": "issue:43824", - "right": "issue:43872", + "left": "issue:45020", + "right": "issue:45823", "accept": false, - "reason": "ImportError for a missing class vs bitsandbytes Int8Params kwarg incompatibility; unrelated code paths." + "reason": "Both are model-loading regressions, but they affect different code paths (`remote_code` vs Gemma4 PLE device placement)." }, { "left": "issue:44661", "right": "issue:45020", "accept": false, - "reason": "Tokenizer mapping name edge case vs broad remote_code regressions; too general to be the same underlying issue." + "reason": "`add-new-model-like` tokenizer mapping bug is unrelated to the broad `remote_code` regression." }, { "left": "issue:44991", "right": "issue:45399", "accept": false, - "reason": "Tokenizer loading failure for one model vs flash-attn fallback gating logic; different subsystems." + "reason": "Different subsystems and symptoms: tokenizer loading for `est-roberta` vs flash-attn fallback gating." }, { "left": "issue:43828", "right": "issue:45823", "accept": false, - "reason": "Autocast dtype mismatch in Phi-tiny-MoE vs device placement mismatch in Gemma4; not the same bug." - }, - { - "left": "issue:43782", - "right": "issue:44960", - "accept": false, - "reason": "Qwen3VL weight_only error vs GLM5 issue; no shared code path or symptom." + "reason": "Different runtime failures: autocast dtype mismatch vs Gemma4 PLE device mismatch." }, { "left": "issue:45081", "right": "issue:45399", "accept": false, - "reason": "Mistral regex patch crash vs flash-attn fallback blocked by checks; unrelated tokenizer vs attention-selection bugs." + "reason": "Tokenizer regex crash is unrelated to flash-attn fallback checks." }, { "left": "issue:43827", "right": "issue:44509", "accept": true, - "reason": "Same docs regression: both report v5 docs still referencing removed pipeline tasks such as summarization/translation/text2text-generation." + "reason": "Same docs cleanup: both say removed v5 pipeline tasks are still referenced in documentation." }, { "left": "issue:45020", "right": "issue:45356", "accept": false, - "reason": "Broad remote_code regressions vs a specific Kimi-K2.5 tokenizer codec/fix_mistral_regex regression; different underlying issues." + "reason": "Different tokenizer/model regressions; no shared code path is evident." }, { "left": "issue:43404", "right": "issue:43950", "accept": false, - "reason": "lm_head tying bug in Mistral3 vs non-persistent buffer corruption during from_pretrained; unrelated model-loading problems." + "reason": "One is a tied-weights bug in Mistral3; the other is a `from_pretrained()` buffer-materialization regression." }, { "left": "issue:43742", "right": "issue:45399", "accept": false, - "reason": "Key error loading one model vs flash-attn fallback checks; different code paths." + "reason": "Different loading failures for different models; no common bug is shown." }, { "left": "issue:42915", "right": "issue:45020", "accept": false, - "reason": "FP8/Qwen3Moe failure vs broad remote_code breakage; the overlap is only at a very high level." + "reason": "Qwen3 MOE + FineGrainedFP8Config failure is separate from the remote_code regression." }, { "left": "issue:43638", "right": "issue:45823", "accept": false, - "reason": "DeepSpeed ZeRO-3 index error on non-pretrained Bert vs Gemma4 PLE device mismatch; not the same bug." - }, - { - "left": "issue:43792", - "right": "issue:44220", - "accept": false, - "reason": "Whisper run failure vs _torch_extract_fbank_features issue; both audio-related but different failing components." + "reason": "Different training/runtime paths: DeepSpeed ZeRO-3 on non-pretrained Bert vs Gemma4 PLE device mismatch." }, { "left": "issue:43257", "right": "issue:43866", "accept": false, - "reason": "Qwen3 MOE weight conversion with accelerate+deepspeed vs Ovis2 checkpoint corruption; different models and causes." + "reason": "Qwen3 MOE weight-conversion issue is unrelated to the Ovis2 checkpoint corruption report." + }, + { + "left": "issue:43792", + "right": "issue:44220", + "accept": true, + "reason": "Both point to the Whisper fbank feature-extraction path; 44220 names the concrete helper behind the model failure." }, { "left": "issue:43872", "right": "issue:44291", - "accept": false, - "reason": "Both mention unexpected _is_hf_initialized, but one is bitsandbytes Int8Params and the other is init_empty_weights/meta loading; similar symptom, different code paths." + "accept": true, + "reason": "Same `_is_hf_initialized` unexpected-argument regression during model loading / `init_empty_weights` materialization." }, { "left": "issue:42915", "right": "issue:43872", "accept": false, - "reason": "Qwen3Moe FP8 failure vs bitsandbytes kwarg incompatibility; no shared underlying bug." + "reason": "Both are loading/training issues, but they concern different model families and different failure modes." }, { "left": "issue:43940", "right": "issue:45313", "accept": false, - "reason": "Qwen3-Next ZeRO-3 missing weights vs Qwen3.5 ZeRO-3 missing language_model weights; related theme, but different model structure and failure." + "reason": "Both mention DeepSpeed and Qwen, but one is ZeRO-3 weight loading and the other is language_model weight loading for Qwen3.5." }, { "left": "issue:43854", "right": "issue:44863", "accept": false, - "reason": "GLM-4.7-Flash unit-test loading issue vs NemotronH checkpoint loading failure; distinct model-specific loader bugs." + "reason": "Different model-loading bugs: GLM-4.7-Flash test failure vs NemotronH checkpoint loading." }, { "left": "issue:41553", "right": "issue:44991", "accept": false, - "reason": "Bad tokenizer error message for Voxtral vs tokenizer loading failure for est-roberta; different models and issues." - }, - { - "left": "issue:42947", - "right": "issue:45923", - "accept": false, - "reason": "Gradient checkpointing ineffective with LoRA vs missing supports_gradient_checkpointing flag; related to checkpointing, but not the same bug or fix." + "reason": "Different tokenizer issues affecting different models; no shared underlying bug is clear." }, { "left": "issue:36331", "right": "issue:41093", "accept": false, - "reason": "Different training-time TypeErrors/IndexErrors with unrelated triggers; no evidence of a shared root cause." + "reason": "Different trainer API breakage vs tensor-mask shape mismatch." }, { - "left": "issue:44928", - "right": "issue:45588", + "left": "issue:42947", + "right": "issue:45923", "accept": false, - "reason": "RLHF NaN/SDPA math-fallback issue vs flash_attention AttributeError on s_aux=None; both attention-related but different failures." + "reason": "Gradient checkpointing behavior on PEFT LoRA is unrelated to a missing `supports_gradient_checkpointing` flag." }, { "left": "issue:43257", "right": "issue:45305", "accept": false, - "reason": "Qwen3 MOE weight-conversion issue vs DeepSpeed gradient averaging with loss kwargs; separate training bugs." + "reason": "Different DeepSpeed-related failures: MOE weight conversion vs gradient averaging with GAS and loss kwargs." + }, + { + "left": "issue:44928", + "right": "issue:45588", + "accept": false, + "reason": "RLHF gradient explosion from Qwen3.5 SDPA/BF16 behavior is unrelated to the flash_attention.py `s_aux=None` crash." }, { "left": "issue:43872", "right": "issue:45538", "accept": false, - "reason": "bitsandbytes _is_hf_initialized incompatibility vs CLIPTokenizer max length constant; unrelated." + "reason": "`model_max_length` on CLIPTokenizer is unrelated to the `_is_hf_initialized` loading regression." }, { "left": "issue:41093", "right": "issue:44805", "accept": false, - "reason": "Same shape-mismatch error wording, but the reported contexts differ and there is no evidence they are the same underlying bug." - }, - { - "left": "issue:44530", - "right": "issue:44863", - "accept": false, - "reason": "PagedAttentionCache linear_attention crash vs NemotronH checkpoint loading; different model/runtime components." + "reason": "Same general error text, but no shared model, repro, or code path is explicit enough to call them duplicates." }, { "left": "issue:44479", "right": "issue:44560", + "accept": true, + "reason": "Likely the same v5.3.0 video-input regression in the Qwen video stack; 44560 is a specific symptom of the broader bug in 44479." + }, + { + "left": "issue:44530", + "right": "issue:44863", "accept": false, - "reason": "Video-input regression for several Qwen models vs Qwen3-VL embedding StopIteration; both video-related but not the same symptom or fix." + "reason": "PagedAttentionCache `linear_attention` crash and NemotronH checkpoint loading are different failures." }, { "left": "issue:41553", "right": "issue:44488", "accept": false, - "reason": "Tokenizer loading error-message issue vs a model that no longer loads; different bug class." + "reason": "Different tokenizer-loading complaints for different models; not the same bug." }, { "left": "issue:24643", "right": "issue:30064", "accept": false, - "reason": "DeepSpeed training RuntimeError vs image processor void segmentation-map failure; unrelated." + "reason": "Training with DeepSpeed `weight must be 2-D` and void segmentation map processing are unrelated." + }, + { + "left": "issue:45325", + "right": "issue:45902", + "accept": false, + "reason": "Both involve rotary/position-related internals, but the bugs are different (`tokens_per_second` scaling vs uninitialized `inv_freq` after materialization)." }, { "left": "issue:43366", "right": "issue:43828", "accept": false, - "reason": "GGUF gpt-oss architecture support request vs Phi-tiny-MoE autocast dtype mismatch; no shared underlying bug." + "reason": "GGUF `gpt-oss` support and Phi-tiny-MoE autocast dtype mismatch are unrelated issues." + }, + { + "left": "issue:45663", + "right": "issue:45823", + "accept": false, + "reason": "Both are Gemma4-related, but one is an FSDP2 `KeyError` in attention and the other is a `device_map=\"auto\"` device mismatch." } ] }, "evaluator_result": { "accept": true, - "feedback": "The cluster summary is well grounded in the packet. The only accepted duplicate pair, issue:43827 \u2194 issue:44509, is directly supported by the titles and is appropriately described as the narrower vs broader docs regression. The other soft-edge rejections are conservative and do not overclaim duplication from the evidence shown." + "feedback": "The cluster summary is mostly conservative and grounded in the packet. The accepted duplicate pairs are well supported by the issue titles, especially the docs cleanup, `_is_hf_initialized`/`init_empty_weights`, Whisper fbank, and the Qwen video regression. The rejected pairs also stay appropriately cautious. No clear overstatement stands out." }, "evaluator_used": true, "retried": false, @@ -1491,13 +1543,13 @@ "component_index": 1, "component_count": 17, "review_unit_index": 5, - "review_unit_count": 47, + "review_unit_count": 48, "status": "reviewed", "reason": null, "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-406", + "cluster_id": "cluster-10000-407", "nodes": [ "issue:36010", "issue:38175", @@ -1519,6 +1571,8 @@ "issue:43708", "issue:43720", "issue:43824", + "issue:43854", + "issue:43931", "issue:43950", "issue:43957", "issue:43994", @@ -1540,31 +1594,26 @@ "issue:45030", "issue:45276", "issue:45313", - "issue:45325", "issue:45357", "issue:45584", - "issue:45663", "issue:45823", - "issue:45834", - "issue:45902" + "issue:45834" ], "soft_pairs": [ - "issue:45325|issue:45902", - "issue:45663|issue:45823", + "issue:44155|issue:45584", "issue:43366|issue:43531", "issue:43950|issue:45834", "issue:43550|issue:44910", + "issue:43824|issue:43957", + "issue:42915|issue:43957", "issue:43645|issue:43646", "issue:43366|issue:44589", "issue:44560|issue:44918", - "issue:42915|issue:43957", - "issue:43824|issue:43957", "issue:42617|issue:43366", "issue:36010|issue:42915", "issue:44661|issue:45823", "issue:38175|issue:43994", "issue:43632|issue:45834", - "issue:44155|issue:45584", "issue:44560|issue:44805", "issue:43638|issue:44661", "issue:43596|issue:44661", @@ -1572,235 +1621,189 @@ "issue:44877|issue:45030", "issue:43317|issue:44756", "issue:38175|issue:39692", + "issue:43644|issue:44534", "issue:42491|issue:43720", "issue:44960|issue:44977", "issue:45313|issue:45357", - "issue:44451|issue:44488", - "issue:43644|issue:44534", "issue:41720|issue:42915", + "issue:44451|issue:44488", + "issue:42915|issue:44756", "issue:42491|issue:45276", - "issue:43708|issue:44075" + "issue:43708|issue:44075", + "issue:43854|issue:43931" ], - "prepared_review_unit_hash": "518d81870beafe858a6e72ac075cbf5a5b0b14a33d5cd03fb1b4a827736dedb0", + "prepared_review_unit_hash": "06fe5128cf1a98f11c54984643f8fa0a7f5c91416c79bf4e3a7da56588199613", "component_budget": { - "node_count": 406, - "item_count": 406, - "soft_pair_count": 1515, - "serialized_chars": 782188, - "estimated_input_tokens": 195547, - "estimated_eval_tokens": 391350 + "node_count": 407, + "item_count": 407, + "soft_pair_count": 1521, + "serialized_chars": 784896, + "estimated_input_tokens": 196224, + "estimated_eval_tokens": 392704 }, "budget": { - "node_count": 48, - "item_count": 48, + "node_count": 47, + "item_count": 47, "soft_pair_count": 31, - "serialized_chars": 36980, - "estimated_input_tokens": 9245, - "estimated_eval_tokens": 18746 + "serialized_chars": 36270, + "estimated_input_tokens": 9068, + "estimated_eval_tokens": 18392 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is dominated by Transformers v5/v5.x regression reports, but the soft links are mostly false positives across different models and failure modes (custom model init, loading, device mapping, attention, config, and training bugs).", - "confidence": 0.86, - "canonical_issue_reason": "Issue 43646 is the broadest, most user-facing representative of the shared Transformers 5.x custom-model initialization regression theme in this set.", + "summary": "Mostly a heterogeneous set of unrelated issues. The only clear duplicate-style pairs are the Transformers v5 custom model init reports, the SigLIP2 bad-output reports, and the non-persistent buffer corruption regression reports. No PRs are present.", + "confidence": 0.78, + "canonical_issue_reason": "issue:43644 is the best canonical issue: it is an early, clearly scoped regression report with broad wording and related inbound attention, making it a good anchor for the duplicate buffer-corruption reports.", "canonical_pr_reason": null, - "best_issue_reason": "Issue 43646 is the best triage anchor because it captures the core regression class without being tied to a narrower symptom or environment-specific repro.", + "best_issue_reason": "issue:43644 is the strongest global issue candidate because it describes a concrete, repeatable Transformers v5 regression in a way that is broad enough to absorb the matching duplicate report.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:45325", - "right": "issue:45902", - "accept": false, - "reason": "Different bugs: one is a Qwen2.5-VL rope/index scaling issue; the other is uninitialized rotary embedding memory after meta-to-empty materialization." - }, - { - "left": "issue:45663", - "right": "issue:45823", + "left": "issue:44155", + "right": "issue:45584", "accept": false, - "reason": "Both are Gemma4-related, but one is an FSDP2 shared_kv_states KeyError and the other is a device_map auto-forward device mismatch." + "reason": "Different problems and models: AudioFlamingo3 batched track leakage vs Whisper empty-transcription generation failure." }, { "left": "issue:43366", "right": "issue:43531", "accept": false, - "reason": "Unrelated functionality: GGUF gpt-oss architecture support vs Qwen3-MoE sliding_window behavior." + "reason": "Unrelated topics: GGUF gpt-oss architecture support vs Qwen3-MoE sliding_window behavior." }, { "left": "issue:43950", "right": "issue:45834", "accept": false, - "reason": "Different failure classes: non-persistent buffer corruption in from_pretrained versus long-OCR index error in Kosmos2.5." + "reason": "Different concrete bugs: non-persistent buffer corruption vs Kosmos2.5 long-OCR index error." }, { "left": "issue:43550", "right": "issue:44910", "accept": false, - "reason": "Both mention attention/compile paths, but the concrete bugs differ: SDPA torch.compile on Bamba vs Flash Attention misreading 3D position_ids on Qwen3.5." + "reason": "Different code paths: torch.compile+SDPA on Bamba vs Flash Attention crash from Qwen3.5 3D position_ids handling." + }, + { + "left": "issue:43824", + "right": "issue:43957", + "accept": false, + "reason": "One is an import/export issue, the other is a meta-device loading regression; not the same bug." + }, + { + "left": "issue:42915", + "right": "issue:43957", + "accept": false, + "reason": "Both are load/runtime failures, but they affect different mechanisms: FineGrainedFP8Config vs torch.device(\"meta\") loading." }, { "left": "issue:43645", "right": "issue:43646", "accept": true, - "reason": "Same underlying regression: both report Transformers 5.0.0 breaking custom model initialization; the notebook wording is just a specific repro environment." + "reason": "Same Transformers v5 custom-model initialization regression; the notebook-specific report is just a narrower manifestation of the general bug." }, { "left": "issue:43366", "right": "issue:44589", "accept": false, - "reason": "Different model-loading/support problems: gpt-oss GGUF architecture support vs missing Float8 storage during loading." + "reason": "GGUF gpt-oss support and missing Float8 storage are unrelated issues." }, { "left": "issue:44560", "right": "issue:44918", "accept": false, - "reason": "Different Qwen3.5-VL issues: video StopIteration in embedding flow versus unpacking embeddings failing in TRL SFT trainer." - }, - { - "left": "issue:42915", - "right": "issue:43957", - "accept": false, - "reason": "Both are model/runtime failures, but one is Qwen3-MoE FineGrainedFP8Config and the other is meta-device loading on some models." - }, - { - "left": "issue:43824", - "right": "issue:43957", - "accept": false, - "reason": "Different problems: missing Qwen2_5_VL import versus meta-device loading failure." + "reason": "Different failures in different stacks: Qwen3-VL video StopIteration vs TRL SFT embedding unpacking." }, { "left": "issue:42617", "right": "issue:43366", "accept": false, - "reason": "3d_parallel.py runtime failure is unrelated to GGUF gpt-oss architecture support." + "reason": "No shared underlying bug; running 3d_parallel.py is unrelated to GGUF model architecture support." }, { "left": "issue:36010", "right": "issue:42915", "accept": false, - "reason": "ImportError for GenerationMixin and Qwen3-MoE FP8 failure are unrelated bugs." + "reason": "ImportError for GenerationMixin and Qwen3Moe FP8 failure are different code paths." }, { "left": "issue:44661", "right": "issue:45823", "accept": false, - "reason": "Tokenizer-mapping/add-new-model-like failure is unrelated to Gemma4 PLE device mismatch." + "reason": "Tokenizer-mapping model-addition failure vs Gemma4 device-mismatch forward bug; not the same issue." }, { "left": "issue:38175", "right": "issue:43994", - "accept": false, - "reason": "Similar model family, but one is unexpected zero probabilities and the other is nonsensical pipeline/AutoModel output." + "accept": true, + "reason": "Same SigLIP2 model regression: one report shows zero probabilities, the other nonsensical AutoModel/pipeline outputs." }, { "left": "issue:43632", - "right": "issue:45834", - "accept": false, - "reason": "Transformers v5 _is_hf_initialized regression is unrelated to Kosmos2.5 long-OCR indexing." - }, - { - "left": "issue:44155", - "right": "issue:45584", - "accept": false, - "reason": "AudioFlamingo3 batch-leak bug is unrelated to Whisper empty-transcription generation after token alignment." - }, - { - "left": "issue:44560", - "right": "issue:44805", - "accept": false, - "reason": "Qwen3-vl video StopIteration and a generic mask/tensor shape IndexError are different bugs." - }, - { - "left": "issue:43638", - "right": "issue:44661", - "accept": false, - "reason": "Both involve initialization/loading, but one is DeepSpeed ZeRO-3 index error for Bert and the other is tokenizer mapping metadata." - }, - { - "left": "issue:43596", - "right": "issue:44661", - "accept": false, - "reason": "DeepSpeed ZeRO-3 BertModel empty-size index error is unrelated to TOKENIZER_MAPPING_NAMES add-new-model-like failure." - }, - { - "left": "issue:44661", - "right": "issue:44805", - "accept": false, - "reason": "Different root causes: tokenizer mapping restriction versus generic tensor-mask shape mismatch." - }, - { - "left": "issue:44877", - "right": "issue:45030", - "accept": false, - "reason": "Both are config-related, but one is strict config blocking granite_speech and the other is glm4v tiny-random validation changes." - }, - { - "left": "issue:43317", - "right": "issue:44756", - "accept": false, - "reason": "Both mention loading/memory, but one is gpu+cpu offload with dequantized model and the other is mmap OOM on Strix Halo." - }, - { - "left": "issue:38175", - "right": "issue:39692", + "right": "issue:44534", "accept": false, - "reason": "Same SigLIP2 family, but one is zero probabilities at inference and the other is documentation example errors plus quantization failure." + "reason": "Both are Transformers v5 regressions, but they concern different bugs: _is_hf_initialized vs non-persistent buffer contents." }, { "left": "issue:42491", "right": "issue:43720", "accept": false, - "reason": "Qwen3_moe LoRA compatibility across hf4.x/hf5.x is a different bug from BitNet packed-weight unpacking during accelerate loading." + "reason": "Qwen3-MoE LoRA hf4.x/hf5.x compatibility and BitNet packed-weight loading are unrelated." }, { "left": "issue:44960", "right": "issue:44977", "accept": false, - "reason": "Different Qwen3.5-related issues: GLM5 placeholder versus flash-attention generation failure." + "reason": "Different models and symptoms: GLM5 issue title is unrelated to Qwen3.5 flash-attention generation failure." }, { "left": "issue:45313", "right": "issue:45357", "accept": false, - "reason": "Both are Qwen3.5, but one is ZeRO-3 loading for language_model weights and the other is save_pretrained writing incorrect visual encoder keys." + "reason": "DeepSpeed ZeRO-3 language_model weight loading and incorrect visual-encoder save_pretrained keys are distinct bugs." + }, + { + "left": "issue:41720", + "right": "issue:42915", + "accept": false, + "reason": "Auto device-mapping cudaErrorAssert on A800 is not the same as the FineGrainedFP8Config failure." }, { "left": "issue:44451", "right": "issue:44488", "accept": false, - "reason": "These are separate load failures for different checkpoints, not one concrete bug." + "reason": "Both are model-loading complaints, but the titles point to different checkpoints and do not establish the same concrete failure mode." }, { "left": "issue:43644", "right": "issue:44534", - "accept": false, - "reason": "Same general regression class, but the later issue is a re-report/variant of non-persistent buffer junk rather than the same exact underlying report from the titles alone." - }, - { - "left": "issue:41720", - "right": "issue:42915", - "accept": false, - "reason": "Both are model/runtime failures, but one is auto device mapping triggering cudaErrorAssert on Qwen3 and the other is Qwen3-MoE FineGrainedFP8Config failure." + "accept": true, + "reason": "Exact same regression: Transformers v5 fills non-persistent buffers with junk." }, { "left": "issue:42491", "right": "issue:45276", "accept": false, - "reason": "LoRA hf4.x/hf5.x incompatibility is unrelated to gemma4 resize_token_embeddings not propagating to tied outputs." + "reason": "Qwen3-MoE LoRA incompatibility is unrelated to gemma4 token-embedding resize behavior." }, { "left": "issue:43708", "right": "issue:44075", "accept": false, - "reason": "Trainer resume/max_steps calculation is unrelated to SGD optimizer arguments being ignored." + "reason": "Trainer checkpoint-resume max_steps bug and optimizer SGD args not being used are different training issues." + }, + { + "left": "issue:43854", + "right": "issue:43931", + "accept": false, + "reason": "Different model-loading failures for different models; no evidence they share the same underlying bug." } ] }, "evaluator_result": { "accept": true, - "feedback": "The summary is grounded in the packet\u2019s titles and stays conservative about the many near-matches. The lone accepted soft edge (43645 \u2194 43646) is well supported by the shared custom-model initialization regression theme, and the other pairwise rejections do not overstate evidence." + "feedback": "The summary is grounded in the packet metadata and stays conservative overall. The rejected soft pairs are reasonably treated as unrelated or insufficiently evidenced, and the three accepted pairs are the strongest duplicate-style matches visible from the titles. No PRs are present." }, "evaluator_used": true, "retried": false, @@ -1813,19 +1816,19 @@ "component_index": 1, "component_count": 17, "review_unit_index": 6, - "review_unit_count": 47, + "review_unit_count": 48, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-406", + "cluster_id": "cluster-10000-407", "nodes": [ "issue:36010", "issue:39404", "issue:39692", + "issue:41720", "issue:42491", - "issue:42915", "issue:42947", "issue:43257", "issue:43335", @@ -1867,272 +1870,277 @@ "issue:45759", "issue:45812", "issue:45823", - "issue:45859" + "issue:45859", + "issue:46050" ], "soft_pairs": [ - "issue:43854|issue:43931", - "issue:42915|issue:44756", "issue:45488|issue:45812", "issue:39692|issue:43994", "issue:43257|issue:43854", - "issue:42491|issue:43931", - "issue:43856|issue:43873", + "issue:44488|issue:44991", "issue:43644|issue:43645", + "issue:43856|issue:43873", + "issue:45362|issue:45406", + "issue:42491|issue:43931", "issue:43856|issue:44387", + "issue:44960|issue:46050", "issue:44910|issue:45588", "issue:42491|issue:45292", - "issue:45362|issue:45406", - "issue:44488|issue:44991", + "issue:44164|issue:44291", "issue:45276|issue:45335", "issue:36010|issue:39404", "issue:43404|issue:43454", - "issue:44164|issue:44291", + "issue:41720|issue:44155", "issue:43425|issue:43957", "issue:44402|issue:44488", "issue:39692|issue:44960", "issue:42947|issue:45704", "issue:45663|issue:45759", + "issue:43873|issue:44387", "issue:43335|issue:45663", + "issue:44291|issue:44756", "issue:45663|issue:45859", "issue:44155|issue:45823", - "issue:43873|issue:44387", - "issue:44291|issue:44756", "issue:44292|issue:44912", - "issue:43854|issue:45216", "issue:44387|issue:44756", + "issue:43854|issue:45216", + "issue:43957|issue:44756", "issue:45276|issue:45292", "issue:45684|issue:45698" ], - "prepared_review_unit_hash": "aed6817b5826ac93eca16463f6b6c13fa7c03163423124a617ee302f6ebe36ea", + "prepared_review_unit_hash": "56ca0842aba2ab28c22bd9ebdd9cbf47694f6c67f8823e94b61bd17959907d98", "component_budget": { - "node_count": 406, - "item_count": 406, - "soft_pair_count": 1515, - "serialized_chars": 782188, - "estimated_input_tokens": 195547, - "estimated_eval_tokens": 391350 + "node_count": 407, + "item_count": 407, + "soft_pair_count": 1521, + "serialized_chars": 784896, + "estimated_input_tokens": 196224, + "estimated_eval_tokens": 392704 }, "budget": { - "node_count": 47, - "item_count": 47, - "soft_pair_count": 32, - "serialized_chars": 36860, - "estimated_input_tokens": 9215, - "estimated_eval_tokens": 18686 + "node_count": 48, + "item_count": 48, + "soft_pair_count": 33, + "serialized_chars": 37754, + "estimated_input_tokens": 9439, + "estimated_eval_tokens": 19134 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is mostly heterogeneous and not a single duplicate set. The only clear near-duplicates are around lm_head weight tying and resize_token_embeddings propagation; the rest are model- or feature-specific regressions that should stay separate.", - "confidence": 0.72, - "canonical_issue_reason": "No single canonical issue fits the whole cluster; 45276 is the best anchor for the resize_token_embeddings/output_embeddings subgroup because it states the broader failure mode most directly.", + "summary": "This cluster is a grab-bag of mostly unrelated Transformers bugs: tokenizer regressions, model loading failures, quantization/offload issues, save/load problems, and architecture-specific resize/tie-weight defects. I did not find any soft pair that clearly shares the same underlying bug/change strongly enough to merge.", + "confidence": 0.87, + "canonical_issue_reason": "Issue 45812 is the strongest representative: it describes a clear, user-facing v4\u2192v5 regression with broad impact across all Granite models and a concrete symptom (wrong token IDs).", "canonical_pr_reason": null, - "best_issue_reason": "45276 is the clearest, most general issue in the only strong duplicate subgroup and is the best triage target among the listed issues.", + "best_issue_reason": "Issue 45812 is the best overall issue candidate because it is broad, clearly scoped, and likely to remain understandable as a standalone regression report.", "best_pr_reason": null, "soft_edge_verdicts": [ - { - "left": "issue:43854", - "right": "issue:43931", - "accept": false, - "reason": "Different models and different failure modes (GLM load issue vs Qwen3-VL shape mismatch)." - }, - { - "left": "issue:42915", - "right": "issue:44756", - "accept": false, - "reason": "Unrelated problems: Qwen3 MoE LoRA compatibility vs mmap/OOM on Strix Halo." - }, { "left": "issue:45488", "right": "issue:45812", "accept": false, - "reason": "Both are tokenizer regressions, but they affect different model families and do not look like the same code-path bug." + "reason": "Both are tokenizer regressions, but they appear to be different bugs on different model families: DeepSeek V3/R1 pre-tokenizer override vs Granite token IDs." }, { "left": "issue:39692", "right": "issue:43994", "accept": false, - "reason": "Same model family, but one is a docs/example error and the other is a runtime inference issue with a different symptom." + "reason": "Both involve SigLIP2, but one is a docs/example mismatch and quantization failure, while the other is a bad inference result for the base model/pipeline." }, { "left": "issue:43257", "right": "issue:43854", "accept": false, - "reason": "Different models and distinct loading/conversion failures." + "reason": "Different models and different failure modes: Qwen3 MoE weight conversion under accelerate+deepspeed vs GLM-4.7-Flash loading in tests." }, { - "left": "issue:42491", - "right": "issue:43931", + "left": "issue:44488", + "right": "issue:44991", + "accept": false, + "reason": "Both are tokenizer-loading problems, but they target different models and likely different root causes." + }, + { + "left": "issue:43644", + "right": "issue:43645", "accept": false, - "reason": "Both involve Qwen, but one is LoRA checkpoint compatibility across versions and the other is a model weight-shape load error." + "reason": "Related to Transformers 5.0 model initialization, but one is non-persistent buffer initialization and the other is notebook custom-model initialization." }, { "left": "issue:43856", "right": "issue:43873", "accept": false, - "reason": "Both mention memory/offloading, but the root problems are different." + "reason": "Both mention memory efficiency, but one is Qwen3 MoE training memory usage and the other is quantization/offload behavior." }, { - "left": "issue:43644", - "right": "issue:43645", + "left": "issue:45362", + "right": "issue:45406", + "accept": false, + "reason": "Different product paths and symptoms: Qwen3.5 chat crashes vs Gemma4Processor missing _tokenizer in transformers serve." + }, + { + "left": "issue:42491", + "right": "issue:43931", "accept": false, - "reason": "Different regressions: non-persistent buffer initialization vs notebook custom-model initialization." + "reason": "Both are model-loading regressions, but they concern different Qwen3 variants and different breakage mechanisms." }, { "left": "issue:43856", "right": "issue:44387", "accept": false, - "reason": "Both are memory-related, but one is Qwen3 MoE training memory use and the other is int4 reserved-memory/OOM behavior." + "reason": "Both concern memory, but one is MoE training inefficiency and the other is increased reserved CUDA memory under int4 quantization." + }, + { + "left": "issue:44960", + "right": "issue:46050", + "accept": false, + "reason": "Different models and different issues: GLM5 loading vs a save/load regression for sinq-quantized models." }, { "left": "issue:44910", "right": "issue:45588", "accept": false, - "reason": "Different Flash Attention bugs with different triggers and crashes." + "reason": "Both touch attention code, but the concrete bugs differ: Qwen3.5 position_ids handling vs s_aux=None in sink-less Flash Attention." }, { "left": "issue:42491", "right": "issue:45292", "accept": false, - "reason": "Different issues: LoRA checkpoint incompatibility vs token embedding resize propagation." - }, - { - "left": "issue:45362", - "right": "issue:45406", - "accept": false, - "reason": "Unrelated model/chat crash vs processor attribute error in serve." + "reason": "The former is a Qwen3 MoE hf4.x/hf5.x compatibility problem; the latter is a resize_token_embeddings propagation bug." }, { - "left": "issue:44488", - "right": "issue:44991", + "left": "issue:44164", + "right": "issue:44291", "accept": false, - "reason": "Both are tokenizer loading problems, but for different models and likely different underlying causes." + "reason": "Both relate to loading/saving internals, but extra_state handling and init_empty_weights/_is_hf_initialized are distinct defects." }, { "left": "issue:45276", "right": "issue:45335", - "accept": true, - "reason": "Both report the same resize_token_embeddings propagation bug: resized embeddings do not update the relevant internal/output embeddings." + "accept": false, + "reason": "Same API surface, but different architectures and likely different code paths; not clearly the same concrete bug." }, { "left": "issue:36010", "right": "issue:39404", "accept": false, - "reason": "ImportError for GenerationMixin and Whisper pipeline return_language are unrelated failures." + "reason": "ImportError for GenerationMixin is unrelated to Whisper pipeline return_language behavior." }, { "left": "issue:43404", "right": "issue:43454", - "accept": true, - "reason": "Both describe the same missing lm_head weight-tying problem in multimodal generation models, causing bad text generation." + "accept": false, + "reason": "Both are weight-tying issues, but they involve different model classes and are not clearly one shared defect." }, { - "left": "issue:44164", - "right": "issue:44291", + "left": "issue:41720", + "right": "issue:44155", "accept": false, - "reason": "Different save/load path bugs: extra_state handling vs init_empty_weights argument mismatch." + "reason": "Different subsystems and symptoms: Qwen3 device mapping CUDA assert vs AudioFlamingo3 batched inference leak." }, { "left": "issue:43425", "right": "issue:43957", "accept": false, - "reason": "Torch version incompatibility and meta-device loading failures are different regressions." + "reason": "Torch version incompatibility is a dependency issue; meta-device loading breakage is a separate model-loading bug." }, { "left": "issue:44402", "right": "issue:44488", "accept": false, - "reason": "Tokenizer-vocab mismatch and tokenizer loading failure are different issues." + "reason": "Tokenizer vocab-size mismatch is a model artifact issue, while sleng-bert loading failure is a separate load regression." }, { "left": "issue:39692", "right": "issue:44960", "accept": false, - "reason": "Unrelated SigLIP2 example problems vs a generic GLM5 issue." + "reason": "Completely different models and problem types: SigLIP2 docs example vs GLM5 loading." }, { "left": "issue:42947", "right": "issue:45704", "accept": false, - "reason": "Different subsystems: LoRA gradient checkpointing vs T5/apex RMSNorm memory leak." + "reason": "Gradient checkpointing with LoRA and the apex FusedRMSNorm memory leak are unrelated." }, { "left": "issue:45663", "right": "issue:45759", "accept": false, - "reason": "Different model families and unrelated failures." + "reason": "Different model families and bugs: Gemma-4 FSDP2 attention state vs Qwen multimodal config unwrapping." + }, + { + "left": "issue:43873", + "right": "issue:44387", + "accept": false, + "reason": "Both are quantization/memory related, but offloading failure and int4 reserved-memory OOM are different issues." }, { "left": "issue:43335", "right": "issue:45663", "accept": false, - "reason": "SwitchTransformers sparse-layer construction bug is unrelated to Gemma-4 FSDP2 attention state handling." + "reason": "SwitchTransformers sparse-layer config bug is unrelated to Gemma-4 FSDP2 attention state handling." + }, + { + "left": "issue:44291", + "right": "issue:44756", + "accept": false, + "reason": "init_empty_weights argument handling and mmap-related OOM on Strix Halo are unrelated." }, { "left": "issue:45663", "right": "issue:45859", "accept": false, - "reason": "Different Qwen/Gemma training and offload issues with different code paths." + "reason": "Different models and code paths: Gemma-4 FSDP2 KeyError vs Qwen3 MoE rotary embedding CPU offload incompatibility." }, { "left": "issue:44155", "right": "issue:45823", "accept": false, - "reason": "Different models and different forward-pass/device problems." + "reason": "AudioFlamingo3 batching leak and Gemma4 device mismatch under auto device_map are not the same bug." }, { - "left": "issue:43873", - "right": "issue:44387", + "left": "issue:44292", + "right": "issue:44912", "accept": false, - "reason": "Both involve quantization/memory, but the concrete regressions differ." + "reason": "Different models and quantization formats; one fails loading Qwen-3-8B-NVFP4, the other falls back to bf16 for git-oss-20b MXFP4." }, { - "left": "issue:44291", + "left": "issue:44387", "right": "issue:44756", "accept": false, - "reason": "Different bugs: init_empty_weights signature change vs mmap-related OOM." - }, - { - "left": "issue:44292", - "right": "issue:44912", - "accept": false, - "reason": "Different quantization formats and different load/fallback behavior." + "reason": "Both mention OOM, but one is quantization-induced reserved-memory growth and the other is mmap-related on Strix Halo." }, { "left": "issue:43854", "right": "issue:45216", "accept": false, - "reason": "Different model-loading failures: GLM unit-test load issue vs Qwen3.5 save_pretrained regression." + "reason": "Model-loading failure for GLM-4.7-Flash and Qwen3.5 save_pretrained regression are distinct." }, { - "left": "issue:44387", + "left": "issue:43957", "right": "issue:44756", "accept": false, - "reason": "Both mention memory, but one is int4 CUDA reserved memory and the other is mmap/OOM avoidance." + "reason": "Meta-device loading breakage and mmap/OOM mitigation are unrelated issues." }, { "left": "issue:45276", "right": "issue:45292", "accept": false, - "reason": "Closely related topic, but 45276 is Gemma4-specific and includes additional embed_tokens_per_layer behavior; not clearly the same concrete bug." + "reason": "These are close in symptom, but the titles suggest different scopes and architectures; not enough evidence they share one concrete underlying defect." }, { "left": "issue:45684", "right": "issue:45698", "accept": false, - "reason": "Both involve custom-model save/load, but one is permissions during save_pretrained and the other is wrong module resolution on load." + "reason": "Both involve custom-model save/load workflows, but one is a permissions propagation bug and the other is wrong module resolution on load." } ] }, - "evaluator_result": { - "accept": true, - "feedback": "The summary is grounded in the packet and stays mostly conservative. The accepted soft-edge pairs are plausible same-bug groups, and the rejections are well-justified by the issue titles. The cluster-level takeaway that this is mostly heterogeneous, with only a couple of near-duplicate subgroups, fits 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 }, @@ -2141,21 +2149,22 @@ "component_index": 1, "component_count": 17, "review_unit_index": 7, - "review_unit_count": 47, + "review_unit_count": 48, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-406", + "cluster_id": "cluster-10000-407", "nodes": [ + "issue:36032", "issue:39404", - "issue:41720", "issue:42947", "issue:43257", "issue:43299", "issue:43381", "issue:43425", + "issue:43452", "issue:43596", "issue:43611", "issue:43645", @@ -2163,14 +2172,12 @@ "issue:43708", "issue:43716", "issue:43828", - "issue:43854", "issue:43901", "issue:43906", "issue:43931", "issue:43957", "issue:43994", "issue:44079", - "issue:44155", "issue:44164", "issue:44265", "issue:44402", @@ -2179,6 +2186,7 @@ "issue:44509", "issue:44530", "issue:44589", + "issue:44671", "issue:44683", "issue:44756", "issue:44805", @@ -2188,7 +2196,7 @@ "issue:44912", "issue:44918", "issue:44928", - "issue:44960", + "issue:44991", "issue:45084", "issue:45292", "issue:45335", @@ -2200,271 +2208,271 @@ ], "soft_pairs": [ "issue:43381|issue:44928", - "issue:42947|issue:43381", "issue:44164|issue:44756", + "issue:42947|issue:43381", "issue:44479|issue:44877", - "issue:41720|issue:44155", - "issue:43854|issue:44960", - "issue:45588|issue:45663", "issue:43646|issue:43708", - "issue:43957|issue:44756", + "issue:45588|issue:45663", "issue:45292|issue:45335", - "issue:44402|issue:44451", - "issue:43828|issue:43957", "issue:43645|issue:44164", - "issue:43425|issue:43828", + "issue:43828|issue:43957", + "issue:44402|issue:44451", "issue:43257|issue:44863", + "issue:43425|issue:43828", "issue:44683|issue:45823", "issue:44589|issue:44756", + "issue:39404|issue:45701", "issue:43425|issue:45823", "issue:43906|issue:44530", - "issue:39404|issue:45701", - "issue:43611|issue:43645", "issue:43425|issue:43716", + "issue:43611|issue:43645", "issue:44530|issue:45084", "issue:43901|issue:44509", - "issue:44265|issue:44898", "issue:39404|issue:44912", + "issue:44265|issue:44898", "issue:44479|issue:44805", - "issue:43425|issue:44918", + "issue:43994|issue:44079", "issue:43299|issue:43931", + "issue:43425|issue:44918", + "issue:39404|issue:44671", "issue:44589|issue:45084", - "issue:43994|issue:44079", "issue:43596|issue:44683", - "issue:44164|issue:45759" + "issue:44164|issue:45759", + "issue:36032|issue:43452", + "issue:44671|issue:44991" ], - "prepared_review_unit_hash": "c10e0245e51d19e2852a16fd00b08cf38660371c35b571eb6d209bd84e425588", + "prepared_review_unit_hash": "8596becec0fca2058dfa1daceb6802662b6494af0fec9773f1039f20f5cc4705", "component_budget": { - "node_count": 406, - "item_count": 406, - "soft_pair_count": 1515, - "serialized_chars": 782188, - "estimated_input_tokens": 195547, - "estimated_eval_tokens": 391350 + "node_count": 407, + "item_count": 407, + "soft_pair_count": 1521, + "serialized_chars": 784896, + "estimated_input_tokens": 196224, + "estimated_eval_tokens": 392704 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 33, - "serialized_chars": 37578, - "estimated_input_tokens": 9395, - "estimated_eval_tokens": 19046 + "serialized_chars": 37675, + "estimated_input_tokens": 9419, + "estimated_eval_tokens": 19094 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is mostly a grab bag of Transformers v5-era regressions across model loading, training, and device/dtype behavior. Only one clear duplicate pair stands out: the embedding resize bug affecting output/decoder embeddings.", - "confidence": 0.81, - "canonical_issue_reason": "issue:43646 is the broadest representative of the custom-model initialization regression in this set, and it best captures the general v5 loading/init breakage theme without being as narrow as the more specific reports.", + "summary": "This cluster is mostly a loose collection of unrelated Transformers issues, with one credible duplicate pair around `resize_token_embeddings` not updating tied embeddings. Most other soft edges are broad thematic similarities rather than the same underlying bug.", + "confidence": 0.64, + "canonical_issue_reason": "`issue:43611` is the broadest representative of the recurring v5 model-loading regression theme in this set, even though the cluster is not a tight duplicate group.", "canonical_pr_reason": null, - "best_issue_reason": "issue:43646 is the strongest single issue to keep as the cluster representative: it is general, clearly user-facing, and closest to the recurring v5 custom-model loading/init regressions seen here.", + "best_issue_reason": "`issue:43611` best matches the dominant pattern here: a general Transformers v5 loading breakage that is more central than the highly model-specific reports.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:43381", "right": "issue:44928", "accept": false, - "reason": "Both mention gradient checkpointing, but one is eval-mode support and the other is Qwen3.5 RLHF/3D position_ids causing SDPA/BF16 instability; different failure modes." - }, - { - "left": "issue:42947", - "right": "issue:43381", - "accept": false, - "reason": "PEFT LoRA checkpointing ineffectiveness and eval-mode checkpointing are related only at a high level; the underlying bug and repro are different." + "reason": "Both involve training-related behavior, but one is an eval-mode checkpointing restriction and the other is an RLHF NaN/SDPA fallback issue; different bugs." }, { "left": "issue:44164", "right": "issue:44756", "accept": false, - "reason": "save/from_pretrained extra_state handling is unrelated to Strix Halo mmap OOM behavior." - }, - { - "left": "issue:44479", - "right": "issue:44877", - "accept": false, - "reason": "Video-input regression for Qwen VL models and strict config rejection for granite_speech are different code paths and symptoms." - }, - { - "left": "issue:41720", - "right": "issue:44155", - "accept": false, - "reason": "cudaErrorAssert on Qwen3 auto device mapping is unrelated to AudioFlamingo3 batched inference token/embedding leakage." + "reason": "`extra_state` save/load handling and Strix Halo mmap OOM are unrelated failure modes." }, { - "left": "issue:43854", - "right": "issue:44960", + "left": "issue:42947", + "right": "issue:43381", "accept": false, - "reason": "GLM-4.7 model-loading test failure and a separate GLM5 issue do not look like the same concrete bug." + "reason": "Both mention gradient checkpointing, but one is LoRA effectiveness and the other is eval-mode compatibility; not the same code-path problem." }, { - "left": "issue:45588", - "right": "issue:45663", + "left": "issue:44479", + "right": "issue:44877", "accept": false, - "reason": "flash_attention.py crashing on s_aux=None and Gemma4 FSDP2 shared_kv_states rebuild are different attention/training bugs." + "reason": "Different models and different loading regressions: video input handling vs strict config parsing." }, { "left": "issue:43646", "right": "issue:43708", "accept": false, - "reason": "custom model initialization breakage and Trainer resume/max_steps miscalculation are unrelated regressions." + "reason": "Custom model init in notebooks and Trainer resume/max_steps logic are distinct issues." }, { - "left": "issue:43957", - "right": "issue:44756", + "left": "issue:45588", + "right": "issue:45663", "accept": false, - "reason": "meta-device model loading issues and Strix Halo mmap OOM are different problems." + "reason": "Flash-attention `s_aux=None` crash and Gemma4 FSDP2 `shared_kv_states` rebuilding are separate attention/training bugs." }, { "left": "issue:45292", "right": "issue:45335", "accept": true, - "reason": "Same underlying resize_token_embeddings bug: the resized embeddings are not propagated to the output/decoder embedding weights." + "reason": "Same underlying bug: `resize_token_embeddings` does not propagate to the tied output/decoder embeddings; `45335` is a model-specific reproduction." }, { - "left": "issue:44402", - "right": "issue:44451", + "left": "issue:43645", + "right": "issue:44164", "accept": false, - "reason": "Both are loading failures, but one is about tokenizer vocab bounds and the other is a specific model loading failure; not the same bug." + "reason": "Notebook custom-model initialization and `extra_state` save/load failures are unrelated." }, { "left": "issue:43828", "right": "issue:43957", "accept": false, - "reason": "Dtype mismatch under autocast for Phi-tiny-MoE is not the same as meta-device loading regressions." + "reason": "Both are dtype/device mismatch reports, but they occur in different loading/execution paths and for different models." }, { - "left": "issue:43645", - "right": "issue:44164", + "left": "issue:44402", + "right": "issue:44451", "accept": false, - "reason": "Jupyter custom-model initialization and extra_state save/load failures are distinct issues." + "reason": "A tokenizer vocab-size mismatch is not the same as a model-specific load failure for ScandiBERT." }, { - "left": "issue:43425", - "right": "issue:43828", + "left": "issue:43257", + "right": "issue:44863", "accept": false, - "reason": "Torch 2.10 incompatibility and Phi-tiny-MoE autocast dtype mismatch are too broad and not the same code-path bug." + "reason": "Both concern loading model checkpoints, but they involve different architectures and different root causes." }, { - "left": "issue:43257", - "right": "issue:44863", + "left": "issue:43425", + "right": "issue:43828", "accept": false, - "reason": "Qwen3 MOE conversion with accelerate+deepspeed and NemotronH checkpoint loading are separate model-specific loading issues." + "reason": "Torch version incompatibility is too broad to be the same bug as Phi-tiny-MoE autocast dtype mismatch." }, { "left": "issue:44683", "right": "issue:45823", "accept": false, - "reason": "Compiled flex_attention on torch>=2.9 and Gemma4 PLE device mismatch are different failures." + "reason": "Compiled flex_attention on torch>=2.9 and Gemma4 PLE device mismatch are unrelated." }, { "left": "issue:44589", "right": "issue:44756", "accept": false, - "reason": "Float8 storage lookup failure is unrelated to mmap/OOM behavior." + "reason": "Float8 storage lookup failure and mmap OOM are different symptoms and code paths." + }, + { + "left": "issue:39404", + "right": "issue:45701", + "accept": false, + "reason": "Whisper pipeline `return_language` regression and tokenization changes are not the same underlying defect." }, { "left": "issue:43425", "right": "issue:45823", "accept": false, - "reason": "General Torch incompatibility and Gemma4 device_map forward mismatch are not the same bug." + "reason": "A Torch 2.10 compatibility problem is not the same as a Gemma4 forward device-mismatch bug." }, { "left": "issue:43906", "right": "issue:44530", "accept": false, - "reason": "An isolated reproduction of an earlier issue and a PagedAttentionCache linear_attention crash are not duplicates." + "reason": "An isolated reproduction of another issue and a Qwen3.5 cache crash are not clearly the same bug." }, { - "left": "issue:39404", - "right": "issue:45701", + "left": "issue:43425", + "right": "issue:43716", "accept": false, - "reason": "Whisper return_language pipeline breakage and tokenization changes across versions are different issues." + "reason": "Generic Torch incompatibility is unrelated to Mistral-3 image preprocessor/model dtype mismatch." }, { "left": "issue:43611", "right": "issue:43645", "accept": false, - "reason": "base_model_prefix loading failure and notebook custom-model initialization are related only at a broad v5-regression level, but the reported bug is not the same concrete failure." - }, - { - "left": "issue:43425", - "right": "issue:43716", - "accept": false, - "reason": "Torch 2.10 incompatibility and Mistral-3 image preprocessor dtype mismatch are distinct regressions." + "reason": "Both are v5-related model-loading breakages, but one is about `base_model_prefix` and the other about Jupyter custom model initialization; different causes." }, { "left": "issue:44530", "right": "issue:45084", "accept": false, - "reason": "PagedAttentionCache linear_attention crash and non-template-node compile error do not share a concrete code path." + "reason": "PagedAttentionCache linear_attention failure and template-node compilation error are unrelated." }, { "left": "issue:43901", "right": "issue:44509", "accept": false, - "reason": "Docs mentioning removed pipeline tasks is separate from return_all_scores behavior mismatch." + "reason": "Both are docs problems, but they cover different pipeline APIs and different outdated references." }, { - "left": "issue:44265", - "right": "issue:44898", + "left": "issue:39404", + "right": "issue:44912", "accept": false, - "reason": "torch.export.export failure with torch_compilable_check and Perceiver non-default resolution failure are unrelated." + "reason": "Whisper pipeline language return and MXFP4 quantization fallback are unrelated." }, { - "left": "issue:39404", - "right": "issue:44912", + "left": "issue:44265", + "right": "issue:44898", "accept": false, - "reason": "Whisper pipeline return_language regression and MXFP4 quantization fallback are different problems." + "reason": "`torch.export` with `torch_compilable_check` and Perceiver interpolation behavior are different issues." }, { "left": "issue:44479", "right": "issue:44805", "accept": false, - "reason": "Qwen VL video-input regression and mask-shape IndexError are not the same underlying bug." + "reason": "Video-input regression in Qwen VL models is unrelated to a mask-shape indexing error." }, { - "left": "issue:43425", - "right": "issue:44918", + "left": "issue:43994", + "right": "issue:44079", "accept": false, - "reason": "Torch 2.10 incompatibility and Qwen3.5 embedding unpacking with TRL SFT are different regressions." + "reason": "Nonsensical SigLIP2 outputs and `ModelOutput` key assignment semantics are different bugs." }, { "left": "issue:43299", "right": "issue:43931", "accept": false, - "reason": "Both involve Qwen3-VL loading, but one is a dev-version/MoE loading regression and the other is a specific weight-shape mismatch; not enough evidence they are the same concrete bug." + "reason": "Both are Qwen3-VL loading issues, but one is a v5 dev regression for MOE models and the other is a checkpoint weight-shape mismatch for a specific model." }, { - "left": "issue:44589", - "right": "issue:45084", + "left": "issue:43425", + "right": "issue:44918", "accept": false, - "reason": "Float8 storage lookup failure and non-template-node compilation failure are unrelated." + "reason": "Torch compatibility and TRL SFT embedding unpacking are unrelated." }, { - "left": "issue:43994", - "right": "issue:44079", + "left": "issue:39404", + "right": "issue:44671", + "accept": false, + "reason": "Whisper pipeline language handling and CamemBERT masked-LM predictions are different model-specific regressions." + }, + { + "left": "issue:44589", + "right": "issue:45084", "accept": false, - "reason": "SigLIP2 pipeline nonsense outputs and ModelOutput key assignment with None are not the same issue." + "reason": "Float8 storage deserialization and template compilation failures are unrelated." }, { "left": "issue:43596", "right": "issue:44683", "accept": false, - "reason": "DeepSpeed ZeRO3/BertModel index error and compiled flex_attention torch>=2.9 failure are separate backend issues." + "reason": "Zero3/BertModel indexing failure and compiled flex_attention on torch>=2.9 do not share the same underlying bug." }, { "left": "issue:44164", "right": "issue:45759", "accept": false, - "reason": "extra_state handling in save/from_pretrained and unwrapping text_config for composite Qwen multimodal configs are different loading bugs." + "reason": "`extra_state` persistence and `from_config` unwrapping of `text_config` are different loading paths." + }, + { + "left": "issue:36032", + "right": "issue:43452", + "accept": false, + "reason": "Tokenizer method-name conflict in T5Tokenizer and gguf loading breakage are unrelated." + }, + { + "left": "issue:44671", + "right": "issue:44991", + "accept": false, + "reason": "CamemBERT masked-LM prediction regression and tokenizer loading failure for EMBEDDIA/est-roberta are different issues." } ] }, "evaluator_result": { "accept": true, - "feedback": "The summary stays within the packet: it characterizes the set as broad v5-era regressions and only claims one clear duplicate pair, which is supported by the strongest pair (issue:45292 / issue:45335). The other soft-edge rejections are conservative and do not overclaim duplication from the limited evidence provided." + "feedback": "The cluster summary is grounded in the packet: most items are clearly unrelated regressions, and the one accepted soft edge (issue:45292 / issue:45335) is a plausible duplicate about `resize_token_embeddings` not updating tied embeddings. The remaining soft-edge rejections are conservative and do not overclaim sameness. The choice of issue:43611 as the broad representative of the v5 loading regressions is also defensible from the titles." }, "evaluator_used": true, "retried": false, @@ -2477,13 +2485,13 @@ "component_index": 1, "component_count": 17, "review_unit_index": 8, - "review_unit_count": 47, + "review_unit_count": 48, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-406", + "cluster_id": "cluster-10000-407", "nodes": [ "issue:32090", "issue:34567", @@ -2492,8 +2500,9 @@ "issue:40444", "issue:40990", "issue:42915", + "issue:43262", "issue:43317", - "issue:43404", + "issue:43377", "issue:43421", "issue:43452", "issue:43482", @@ -2513,12 +2522,10 @@ "issue:44220", "issue:44451", "issue:44464", - "issue:44466", "issue:44479", "issue:44488", "issue:44530", "issue:44661", - "issue:44671", "issue:44683", "issue:44737", "issue:44756", @@ -2535,259 +2542,245 @@ "issue:45987" ], "soft_pairs": [ - "issue:36032|issue:43452", - "issue:39404|issue:44671", + "issue:32090|issue:39404", "issue:43856|issue:44756", "issue:44991|issue:45081", - "issue:44671|issue:44991", - "issue:44737|issue:45859", - "issue:32090|issue:39404", "issue:44164|issue:44479", + "issue:44737|issue:45859", + "issue:43582|issue:43632", "issue:44661|issue:44683", "issue:44488|issue:45081", - "issue:43582|issue:43632", + "issue:44488|issue:44987", "issue:43611|issue:43644", "issue:40990|issue:43421", - "issue:43716|issue:45084", "issue:44206|issue:44220", - "issue:44488|issue:44987", + "issue:43716|issue:45084", "issue:43643|issue:44530", + "issue:36032|issue:42915", "issue:34567|issue:40444", "issue:44811|issue:45584", - "issue:36032|issue:42915", - "issue:44464|issue:45987", "issue:43883|issue:44488", "issue:44451|issue:44987", + "issue:44464|issue:45987", "issue:43452|issue:43482", - "issue:43644|issue:43646", "issue:43541|issue:45084", + "issue:43644|issue:43646", "issue:42915|issue:44530", "issue:43317|issue:43482", "issue:44849|issue:45325", "issue:36032|issue:43645", + "issue:44987|issue:44991", "issue:45084|issue:45507", - "issue:43404|issue:44466" + "issue:43262|issue:43377" ], - "prepared_review_unit_hash": "0831cf9e396eb68c7254c0509e4be3f53eb9af375d86bb44412ccb554a7c596e", + "prepared_review_unit_hash": "5c791e2f4460f78f4307a8de0c28555f3c58af07497fb8c7926c414a8b3085f6", "component_budget": { - "node_count": 406, - "item_count": 406, - "soft_pair_count": 1515, - "serialized_chars": 782188, - "estimated_input_tokens": 195547, - "estimated_eval_tokens": 391350 + "node_count": 407, + "item_count": 407, + "soft_pair_count": 1521, + "serialized_chars": 784896, + "estimated_input_tokens": 196224, + "estimated_eval_tokens": 392704 }, "budget": { - "node_count": 48, - "item_count": 48, - "soft_pair_count": 32, - "serialized_chars": 37249, - "estimated_input_tokens": 9313, - "estimated_eval_tokens": 18882 + "node_count": 47, + "item_count": 47, + "soft_pair_count": 30, + "serialized_chars": 36092, + "estimated_input_tokens": 9023, + "estimated_eval_tokens": 18302 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is mostly noisy topical similarity, not true duplication: it spans unrelated bugs across training, tokenizers, Whisper, GGUF loading, model init, caching, and multimodal paths. None of the soft pairs look like the same concrete underlying issue strongly enough to merge.", - "confidence": 0.93, - "canonical_issue_reason": "No single canonical issue is clear because the items are heterogeneous and do not share one concrete failure mode.", + "summary": "The set is heterogeneous: most soft pairs are only superficially similar and should not be merged. The only visible mini-theme is a few Transformers v5 custom-model/init regressions, but even there the titles point to different concrete failures.", + "confidence": 0.17, + "canonical_issue_reason": "No single issue cleanly represents the whole set. If forced, issue 43646 is the broadest of the v5 custom-model initialization regressions, but the cluster is too mixed for a strong canonical choice.", "canonical_pr_reason": null, - "best_issue_reason": "No issue is a good global representative; the cluster does not center on one bug.", + "best_issue_reason": "Issue 43646 is the most generic representative of the small v5 custom-model init subcluster; it is broader than the more specific base_model_prefix / _is_hf_initialized / notebook variants.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:36032", - "right": "issue:43452", - "accept": false, - "reason": "Different tokenizer failures: T5 special-token method conflict vs GGUF loading breakage." - }, - { - "left": "issue:39404", - "right": "issue:44671", + "left": "issue:32090", + "right": "issue:39404", "accept": false, - "reason": "Whisper pipeline language return regression and CamemBERT masked-LM prediction bug are unrelated." + "reason": "Different subsystems and symptoms: Trainer GPU broadcast NoneType vs Whisper pipeline return_language behavior." }, { "left": "issue:43856", "right": "issue:44756", "accept": false, - "reason": "Both mention memory, but one is Qwen3 MoE training inefficiency and the other is mmap OOM on Strix Halo." + "reason": "Both are memory-related, but one is Qwen3 MoE training efficiency and the other is Strix Halo mmap OOM; different root causes." }, { "left": "issue:44991", "right": "issue:45081", "accept": false, - "reason": "Both are tokenizer-loading issues, but one is EMBEDDIA/est-roberta and the other is Mistral regex patch crash; different code paths." + "reason": "Different loading paths: tokenizer load failure for EMBEDDIA/est-roberta vs Mistral regex patch crash." }, { - "left": "issue:44671", - "right": "issue:44991", + "left": "issue:44164", + "right": "issue:44479", "accept": false, - "reason": "CamemBERT masked-LM predictions vs tokenizer loading for est-roberta are different bugs." + "reason": "save/from_pretrained extra_state handling is unrelated to a Qwen video-input regression." }, { "left": "issue:44737", "right": "issue:45859", "accept": false, - "reason": "Both are device-related, but XLNet CPU arange placement and Qwen3.5 MoE CPU-offload incompatibility are distinct." - }, - { - "left": "issue:32090", - "right": "issue:39404", - "accept": false, - "reason": "Trainer GPU broadcast TypeError and Whisper return_language regression are unrelated." + "reason": "Both involve device/offload concerns, but XLNet CPU arange and Qwen3_5Moe CPU-offload are distinct bugs." }, { - "left": "issue:44164", - "right": "issue:44479", + "left": "issue:43582", + "right": "issue:43632", "accept": false, - "reason": "save/from_pretrained extra_state handling is unrelated to the Qwen2.5-VL video-input regression." + "reason": "Apple Silicon allocator warmup TypeError is unrelated to the _is_hf_initialized flag regression." }, { "left": "issue:44661", "right": "issue:44683", "accept": false, - "reason": "Add-new-model-like TOKENIZER_MAPPING_NAMES bug is unrelated to compiled flex_attention on torch 2.9." + "reason": "Tokenizers/model-registration issue vs compiled flex_attention failure; no shared code-path." }, { "left": "issue:44488", "right": "issue:45081", "accept": false, - "reason": "Both affect loading, but different models and symptoms; not the same tokenizer bug." + "reason": "Different issues: one is loading cjvt/sleng-bert, the other is a Mistral tokenizer regex patch crash." }, { - "left": "issue:43582", - "right": "issue:43632", + "left": "issue:44488", + "right": "issue:44987", "accept": false, - "reason": "Apple Silicon allocator warmup TypeError and _is_hf_initialized flag regression are unrelated." + "reason": "Both are load failures, but for different models and different failure modes; not enough to treat as the same bug." }, { "left": "issue:43611", "right": "issue:43644", "accept": false, - "reason": "Both are v5 regressions, but loading with base_model_prefix and junk-filled buffers are different underlying problems." + "reason": "Both are v5 regressions, but base_model_prefix loading and non-persistent buffer initialization are different concrete problems." }, { "left": "issue:40990", "right": "issue:43421", "accept": false, - "reason": "High perplexity on gpt-oss-20b is unrelated to runtime special-token post-processor updates." - }, - { - "left": "issue:43716", - "right": "issue:45084", - "accept": false, - "reason": "Mistral image dtype mismatch and template-node compile error are unrelated." + "reason": "High perplexity on gpt-oss-20b is unrelated to runtime post-processor updates in TokenizersBackend." }, { "left": "issue:44206", "right": "issue:44220", "accept": false, - "reason": "Both involve audio features, but the titles point to different failure sites and causes." + "reason": "Both are audio-feature related, but the unsupported center arg regression is not the same bug as the generic _torch_extract_fbank_features issue." }, { - "left": "issue:44488", - "right": "issue:44987", + "left": "issue:43716", + "right": "issue:45084", "accept": false, - "reason": "Different models and likely different loader regressions; not enough evidence for one bug." + "reason": "Multimodal dtype mismatch vs template compilation TypeError; unrelated failure paths." }, { "left": "issue:43643", "right": "issue:44530", "accept": false, - "reason": "AutoConfig trust_remote_code missing fields and Qwen3.5 linear_attention cache crash are unrelated." + "reason": "AutoConfig trust_remote_code field loss is unrelated to PagedAttentionCache invalid group type on Qwen3.5." + }, + { + "left": "issue:36032", + "right": "issue:42915", + "accept": false, + "reason": "Tokenizer add_special_tokens conflict is unrelated to Qwen3Moe FineGrainedFP8Config loading." }, { "left": "issue:34567", "right": "issue:40444", "accept": false, - "reason": "TrainerState token counter bug and Qwen2.5-VL iterable-dataset failure are different issues." + "reason": "TrainerState token counter bug is unrelated to Qwen2.5-VL iterable multi-image finetuning failure." }, { "left": "issue:44811", "right": "issue:45584", "accept": false, - "reason": "Both Whisper-related, but batch_decode skip_special_tokens handling and empty-transcription generation failure are distinct." - }, - { - "left": "issue:36032", - "right": "issue:42915", - "accept": false, - "reason": "T5 tokenizer loading conflict and Qwen3 MoE FineGrainedFP8 failure are unrelated." - }, - { - "left": "issue:44464", - "right": "issue:45987", - "accept": false, - "reason": "Compiled chunked generation inconsistency and StaticCache seq_length type bug are different code paths." + "reason": "Both are Whisper issues, but batch_decode skip_special_tokens and empty-transcription generation after align_special_tokens are different code paths." }, { "left": "issue:43883", "right": "issue:44488", "accept": false, - "reason": "Molmo tied-weights attribute error and BERT model loading failure are unrelated." + "reason": "Molmo tied-weights attribute error is unrelated to loading cjvt/sleng-bert." }, { "left": "issue:44451", "right": "issue:44987", "accept": false, - "reason": "ScandiBERT loading failure and physical-intelligence/fast loading failure are different model-specific bugs." + "reason": "Different models and different loading regressions; no evidence of the same underlying bug." }, { - "left": "issue:43452", - "right": "issue:43482", + "left": "issue:44464", + "right": "issue:45987", "accept": false, - "reason": "Both mention GGUF loading, but one is a broad AutoTokenizer/AutoModel break and the other is Qwen2.5-GGUF-specific; not clearly the same bug." + "reason": "Chunked generation inconsistency with compiled forward is not the same as StaticCache.get_seq_length returning the wrong type." }, { - "left": "issue:43644", - "right": "issue:43646", + "left": "issue:43452", + "right": "issue:43482", "accept": false, - "reason": "Both are v5 model-initialization regressions, but the symptoms differ and may need separate fixes." + "reason": "Both touch GGUF loading, but one is a broad gguf_file/from_pretrained break and the other is a model-specific Qwen2.5-GGUF failure; too weak to merge confidently." }, { "left": "issue:43541", "right": "issue:45084", "accept": false, - "reason": "Mixtral grouped_mm Dynamo tracing error and template compile error are unrelated." + "reason": "Mixtral grouped_mm tracing error and template-node compilation TypeError are unrelated." + }, + { + "left": "issue:43644", + "right": "issue:43646", + "accept": false, + "reason": "Related v5 regressions, but one is non-persistent buffer junk and the other is generic custom model init; not clearly the same bug." }, { "left": "issue:42915", "right": "issue:44530", "accept": false, - "reason": "Qwen3 MoE FP8 config failure and Qwen3.5 PagedAttentionCache group-type crash are different issues." + "reason": "Qwen3Moe FineGrainedFP8Config failure and Qwen3.5 PagedAttentionCache invalid group type are different failures." }, { "left": "issue:43317", "right": "issue:43482", "accept": false, - "reason": "Dequantized model offload failure and Qwen2.5-GGUF loading failure are different problems." + "reason": "device_map/offload dequantization failure is unrelated to GGUF loading failure." }, { "left": "issue:44849", "right": "issue:45325", "accept": false, - "reason": "Qwen3.5 hidden-state bug and Qwen2.5-VL rope-index scaling bug are unrelated." + "reason": "Different models and behaviors: Qwen3.5 hidden-states bug vs Qwen2.5-VL rope index scaling bug." }, { "left": "issue:36032", "right": "issue:43645", "accept": false, - "reason": "Tokenizer add_special_tokens conflict and custom-model-in-notebook initialization break are unrelated." + "reason": "Tokenizer method-name conflict is unrelated to custom model initialization in notebooks." + }, + { + "left": "issue:44987", + "right": "issue:44991", + "accept": false, + "reason": "Both are transformer version-related load failures, but for different models and likely different tokenizer paths." }, { "left": "issue:45084", "right": "issue:45507", "accept": false, - "reason": "Template-node compile error and GraniteMoEHybrid invalid method call are different failures." + "reason": "Template compilation error and GraniteMoEHybrid invalid method call are not the same underlying issue." }, { - "left": "issue:43404", - "right": "issue:44466", + "left": "issue:43262", + "right": "issue:43377", "accept": false, - "reason": "Mistral3 weight tying bug and lm_head serialization inconsistency are related at a broad level only, but not the same concrete defect." + "reason": "Audio processor chat-template sampling-rate default is unrelated to MIMI batched-vs-single padding-mask outputs." } ] }, @@ -2803,21 +2796,21 @@ "component_index": 1, "component_count": 17, "review_unit_index": 9, - "review_unit_count": 47, + "review_unit_count": 48, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-406", + "cluster_id": "cluster-10000-407", "nodes": [ "issue:36032", + "issue:40444", "issue:40990", "issue:41720", "issue:42175", "issue:42915", "issue:43089", - "issue:43262", "issue:43296", "issue:43322", "issue:43377", @@ -2830,8 +2823,6 @@ "issue:43645", "issue:43646", "issue:43742", - "issue:43792", - "issue:43818", "issue:43819", "issue:43883", "issue:43994", @@ -2841,6 +2832,7 @@ "issue:44291", "issue:44403", "issue:44451", + "issue:44466", "issue:44479", "issue:44534", "issue:44589", @@ -2861,266 +2853,262 @@ "issue:45987" ], "soft_pairs": [ - "issue:43262|issue:43377", + "issue:43404|issue:44466", "issue:43089|issue:45987", "issue:43883|issue:44991", - "issue:44987|issue:44991", "issue:43994|issue:44610", "issue:43646|issue:44534", "issue:43322|issue:43540", + "issue:43645|issue:44534", "issue:44403|issue:45081", "issue:43377|issue:43819", "issue:42915|issue:45084", "issue:44265|issue:44610", - "issue:43645|issue:44534", - "issue:45216|issue:45357", "issue:44451|issue:45081", "issue:44220|issue:44683", + "issue:45216|issue:45357", "issue:44987|issue:45081", - "issue:43404|issue:45127", "issue:42915|issue:44291", + "issue:44062|issue:44987", "issue:43632|issue:44756", + "issue:43404|issue:45127", + "issue:44479|issue:45325", "issue:36032|issue:43742", - "issue:44062|issue:44987", "issue:42915|issue:44589", "issue:43296|issue:43531", + "issue:40444|issue:45325", "issue:43611|issue:44534", "issue:43531|issue:44877", "issue:43425|issue:44403", - "issue:44479|issue:45325", "issue:36032|issue:41720", - "issue:40990|issue:44811", "issue:42175|issue:45542", - "issue:43792|issue:44589", - "issue:43818|issue:45357" + "issue:43632|issue:44534", + "issue:40990|issue:44811" ], - "prepared_review_unit_hash": "93a21172819f006c49311649aadf32eef65832a888e3dfd74c46903784464c58", + "prepared_review_unit_hash": "647291e0816e830bbfd3797eb13cf1a283916637a990dcfdad23a2ad1a6da347", "component_budget": { - "node_count": 406, - "item_count": 406, - "soft_pair_count": 1515, - "serialized_chars": 782188, - "estimated_input_tokens": 195547, - "estimated_eval_tokens": 391350 + "node_count": 407, + "item_count": 407, + "soft_pair_count": 1521, + "serialized_chars": 784896, + "estimated_input_tokens": 196224, + "estimated_eval_tokens": 392704 }, "budget": { - "node_count": 48, - "item_count": 48, - "soft_pair_count": 32, - "serialized_chars": 37253, - "estimated_input_tokens": 9314, - "estimated_eval_tokens": 18884 + "node_count": 47, + "item_count": 47, + "soft_pair_count": 31, + "serialized_chars": 36402, + "estimated_input_tokens": 9101, + "estimated_eval_tokens": 18458 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is mostly heterogeneous bug reports. There is a loose subcluster around Transformers v5 loading/initialization regressions, but the proposed soft pairs are not duplicates of the same concrete bug.", - "confidence": 0.91, - "canonical_issue_reason": "Issue 43646 is the broadest representative of the main Transformers v5 regression theme: it covers custom model initialization failures and is closer to several related loading/init reports than the more model-specific cases.", + "summary": "The cluster is mostly heterogeneous; most pairs are superficial title-level similarities across unrelated bugs. A small duplicate-like subgroup exists around tied-weights/save_pretrained regressions, plus one Qwen VL rope/position-id regression pair.", + "confidence": 0.66, + "canonical_issue_reason": "No single issue explains the whole cluster, but issue 44466 is the best canonical anchor for the clearest duplicate subgroup: tied-weight / lm_head serialization regressions in v5.", "canonical_pr_reason": null, - "best_issue_reason": "43646 is the best issue representative because it captures the central v5 initialization breakage pattern without being tied to a single model or tokenizer.", + "best_issue_reason": "Issue 44466 is the strongest overall representative among the submitted issues because it describes the broadest concrete regression surface in the closest duplicate subgroup.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:43262", - "right": "issue:43377", - "accept": false, - "reason": "Audio chat-template sampling-rate defaulting and MIMI encoder padding-mask behavior are unrelated bug classes." + "left": "issue:43404", + "right": "issue:44466", + "accept": true, + "reason": "Same tied-weights / lm_head serialization regression family in v5: 43404 reports the weight not being tied, while 44466 reports device-dependent lm_head.weight serialization. These could plausibly be fixed together." }, { "left": "issue:43089", "right": "issue:45987", "accept": false, - "reason": "Generation GPU-sync/dispatch overhead is a performance issue; StaticCache returning a tensor instead of int is an API contract bug." + "reason": "Different problems: generation performance overhead vs. an API contract mismatch in StaticCache.get_seq_length(). Same broad area, but not the same bug." }, { "left": "issue:43883", "right": "issue:44991", "accept": false, - "reason": "Missing all_tied_weights_keys on Molmo and tokenizer loading failure for EMBEDDIA/est-roberta are different models and failure paths." - }, - { - "left": "issue:44987", - "right": "issue:44991", - "accept": false, - "reason": "Both are load failures, but one is for physical-intelligence/fast and the other is a tokenizer regression for EMBEDDIA/est-roberta; not the same bug." + "reason": "Unrelated failures: Molmo tied-weights metadata vs. a tokenizer loading regression for EMBEDDIA/est-roberta." }, { "left": "issue:43994", "right": "issue:44610", "accept": false, - "reason": "SigLIP2 nonsensical outputs and OmDet-Turbo processor size mismatch are different models with different root causes." + "reason": "Different model families and code paths: SigLIP2 inference quality vs. OmDet-Turbo processor image-size mismatch." }, { "left": "issue:43646", "right": "issue:44534", "accept": false, - "reason": "Custom model initialization breakage and junk-filled non-persistent buffers are distinct Transformers v5 regressions." + "reason": "Both mention v5 regressions, but one is custom model initialization and the other is non-persistent buffer initialization; not the same underlying bug." }, { "left": "issue:43322", "right": "issue:43540", "accept": false, - "reason": "Llava Next loading segfault and Qwen3OmniMoe video-input ValueError are unrelated multimodal model bugs." + "reason": "Both are multimodal loading/input issues, but one is a Llava Next crash and the other is a Qwen3OmniMoe video-processing ValueError. Too different to merge." + }, + { + "left": "issue:43645", + "right": "issue:44534", + "accept": false, + "reason": "Notebook-defined custom model initialization and junk-filled non-persistent buffers are distinct v5 issues with different failure modes." }, { "left": "issue:44403", "right": "issue:45081", "accept": false, - "reason": "Unnecessary loading noise and a Mistral tokenizer regex crash are not the same underlying issue." + "reason": "Noise on transformer loading is not the same bug as the Mistral regex patch crash; the latter is a specific tokenizer backend attribute error." }, { "left": "issue:43377", "right": "issue:43819", "accept": false, - "reason": "MIMI padding-mask mismatch and Video-LLaVA missing temporal attention/shared weights are different code paths and symptoms." + "reason": "Different encoder/math bugs: batched-vs-single mismatch from missing padding masks versus DAC.from_latents not matching forward due to missing STE." }, { "left": "issue:42915", "right": "issue:45084", "accept": false, - "reason": "Qwen3Moe FineGrainedFP8Config failure and non-template-node compile error are unrelated." + "reason": "Qwen3MoE FP8 configuration failure and a template compilation TypeError are unrelated." }, { "left": "issue:44265", "right": "issue:44610", "accept": false, - "reason": "torch.export with torch_compilable_check and incorrect processor output size are unrelated bugs." - }, - { - "left": "issue:43645", - "right": "issue:44534", - "accept": false, - "reason": "Notebook custom-model initialization failure and non-persistent buffer junk are different regressions." - }, - { - "left": "issue:45216", - "right": "issue:45357", - "accept": false, - "reason": "Both involve Qwen3.5 save_pretrained, but one is overall checkpoint corruption and the other is incorrect visual-encoder key saving; different concrete bugs." + "reason": "torch.export exportability with torch_compilable_check is a different problem from OmDet-Turbo's processor/model resolution mismatch." }, { "left": "issue:44451", "right": "issue:45081", "accept": false, - "reason": "ScandiBERT loading failure and Mistral tokenizer regex patch crash are different model-specific issues." + "reason": "Different loaders and failure modes: ScandiBERT loading regression versus Mistral tokenizer regex patch crash." }, { "left": "issue:44220", "right": "issue:44683", "accept": false, - "reason": "Audio fbank extraction and compiled flex_attention on torch >= 2.9 are unrelated subsystems." + "reason": "Audio feature extraction helper issue and compiled flex_attention failure are unrelated." + }, + { + "left": "issue:45216", + "right": "issue:45357", + "accept": true, + "reason": "Both are Qwen3.5 save_pretrained regressions on the same serialization path; 45357 is a narrower follow-up about incorrect visual encoder keys." }, { "left": "issue:44987", "right": "issue:45081", "accept": false, - "reason": "A model loading regression and a tokenizer regex patch crash are different failure mechanisms." + "reason": "Different model/version failures: loading physical-intelligence/fast under transformers>=5.1.0 versus a Mistral tokenizer regex patch crash." }, { - "left": "issue:43404", - "right": "issue:45127", + "left": "issue:42915", + "right": "issue:44291", "accept": false, - "reason": "lm_head weight tying in Mistral3 and LoRA merge collapse with extended vocab are different problems." + "reason": "Both involve v5-era model loading, but FineGrainedFP8Config and init_empty_weights/_is_hf_initialized are separate code paths and bugs." }, { - "left": "issue:42915", - "right": "issue:44291", + "left": "issue:44062", + "right": "issue:44987", "accept": false, - "reason": "Qwen3Moe FP8 config failure and init_empty_weights/_is_hf_initialized argument handling are not the same bug." + "reason": "Tokenizer AddedToken keyword conflict is unrelated to the physical-intelligence/fast loading regression." }, { "left": "issue:43632", "right": "issue:44756", "accept": false, - "reason": "_is_hf_initialized flag breakage and Strix Halo mmap OOM are unrelated." + "reason": "_is_hf_initialized flag breakage and disabling mmap on Strix Halo are unrelated issues." }, { - "left": "issue:36032", - "right": "issue:43742", + "left": "issue:43404", + "right": "issue:45127", "accept": false, - "reason": "T5Tokenizer add_special_tokens conflict and MobileLLM key error are different tokenizer/model-loading issues." + "reason": "Both mention weight tying, but 45127 is about LoRA merge with extended vocabulary collapsing the model, not the Mistral3 tied-weight regression." }, { - "left": "issue:44062", - "right": "issue:44987", + "left": "issue:44479", + "right": "issue:45325", + "accept": true, + "reason": "Same Qwen VL temporal-position / rope-index regression family in 5.3.0: 44479 is the broader video-input regression, and 45325 is the specific still-image position-id scaling bug." + }, + { + "left": "issue:36032", + "right": "issue:43742", "accept": false, - "reason": "AddedToken keyword collision is a tokenizer-construction bug; physical-intelligence/fast is a model-loading regression." + "reason": "Tokenizer initialization conflict in T5 and a KeyError when loading MobileLLM-125M are different loading bugs." }, { "left": "issue:42915", "right": "issue:44589", "accept": false, - "reason": "Qwen3Moe FP8 config failure and missing Float8 storage are both precision-related only at a very high level; the concrete failure modes differ." + "reason": "Qwen3MoE FP8 config failure is unrelated to the Float8 storage lookup error." }, { "left": "issue:43296", "right": "issue:43531", "accept": false, - "reason": "PaddleOCR-VL loading in vLLM and Qwen3-MoE sliding_window behavior are unrelated." + "reason": "PaddleOCR-VL loading failure and Qwen3-MoE sliding_window behavior are different multimodal/model-config bugs." + }, + { + "left": "issue:40444", + "right": "issue:45325", + "accept": false, + "reason": "IterableDataset multi-image finetuning failure is unrelated to the Qwen2.5-VL rope-index temporal scaling regression." }, { "left": "issue:43611", "right": "issue:44534", "accept": false, - "reason": "base_model_prefix loading breakage and non-persistent buffer junk are different v5 regressions." + "reason": "base_model_prefix loading breakage and non-persistent buffer corruption are distinct transformer v5 regressions." }, { "left": "issue:43531", "right": "issue:44877", "accept": false, - "reason": "Qwen3-MoE sliding_window and strict granite_speech config loading are unrelated." + "reason": "Qwen3-MoE sliding_window behavior and granite_speech strict-config loading are unrelated." }, { "left": "issue:43425", "right": "issue:44403", "accept": false, - "reason": "Torch 2.10 incompatibility and loading noise are not the same bug." - }, - { - "left": "issue:44479", - "right": "issue:45325", - "accept": false, - "reason": "Both touch Qwen vision/video models, but one is a broad video-input regression and the other is a rope-index scaling bug for still images." + "reason": "Torch 2.10 compatibility and transformer-loading noise are not the same issue." }, { "left": "issue:36032", "right": "issue:41720", "accept": false, - "reason": "Tokenizer add_special_tokens conflict and Qwen3 auto device mapping cudaErrorAssert are unrelated." - }, - { - "left": "issue:40990", - "right": "issue:44811", - "accept": false, - "reason": "High perplexity on gpt-oss-20b and Whisper batch_decode skipping special tokens are unrelated issues." + "reason": "T5 tokenizer loading conflict and Qwen3 auto-device-mapping cudaErrorAssert are unrelated." }, { "left": "issue:42175", "right": "issue:45542", "accept": false, - "reason": "Both involve TensorFlow installation/backend handling, but one is about a torch-only extra omitting TF and the other about tensorboard being present without TensorFlow; not the same concrete bug." + "reason": "TensorFlow backend packaging omission and tensorboard-without-TF backend error are related only by backend presence, not the same bug." }, { - "left": "issue:43792", - "right": "issue:44589", + "left": "issue:43632", + "right": "issue:44534", "accept": false, - "reason": "Whisper-large-v2 runtime failure and missing Float8 storage are unrelated." + "reason": "_is_hf_initialized flag regressions and junk-filled non-persistent buffers are separate v5 problems." }, { - "left": "issue:43818", - "right": "issue:45357", + "left": "issue:40990", + "right": "issue:44811", "accept": false, - "reason": "Video-LLaVA temporal-attention/weight-sharing bug and Qwen3.5 save_pretrained visual-key regression are different models and code paths." + "reason": "High perplexity on gpt-oss-20b and Whisper batch_decode skip_special_tokens handling are unrelated." } ] }, - "evaluator_result": null, - "evaluator_used": false, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet: the cluster is heterogeneous overall, and the two accepted soft pairs are at least plausibly in the same bug-fix family based on their titles (tied-weights/serialization and Qwen3.5 save_pretrained / Qwen VL position-id regressions). The rejections are also conservative. No obvious overstatement stands out." + }, + "evaluator_used": true, "retried": false, - "accepted_nontrivial_soft_edge": false, + "accepted_nontrivial_soft_edge": true, "error_kind": null, "error_message": null }, @@ -3129,43 +3117,43 @@ "component_index": 1, "component_count": 17, "review_unit_index": 10, - "review_unit_count": 47, + "review_unit_count": 48, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-406", + "cluster_id": "cluster-10000-407", "nodes": [ "issue:33666", + "issue:35707", "issue:40444", "issue:41553", "issue:41720", "issue:42175", - "issue:42915", "issue:43296", "issue:43317", "issue:43377", "issue:43381", "issue:43421", - "issue:43454", "issue:43482", "issue:43525", "issue:43531", "issue:43582", "issue:43611", "issue:43632", + "issue:43644", "issue:43646", + "issue:43749", "issue:43792", + "issue:43818", "issue:43856", - "issue:43957", "issue:43994", "issue:44079", "issue:44265", "issue:44291", "issue:44403", "issue:44462", - "issue:44466", "issue:44534", "issue:44568", "issue:44589", @@ -3177,255 +3165,248 @@ "issue:45072", "issue:45081", "issue:45325", + "issue:45357", "issue:45381", "issue:45479", "issue:45491", "issue:45538", "issue:45663", "issue:45812", - "issue:45834", "issue:45923" ], "soft_pairs": [ + "issue:44079|issue:45663", + "issue:43792|issue:44589", "issue:44683|issue:45020", + "issue:43818|issue:45357", "issue:43421|issue:44568", "issue:44403|issue:44991", - "issue:43632|issue:44534", - "issue:33666|issue:40444", "issue:41553|issue:43582", - "issue:44079|issue:45663", + "issue:33666|issue:40444", "issue:44462|issue:45812", - "issue:43317|issue:43856", "issue:43482|issue:45538", + "issue:43317|issue:43856", "issue:44829|issue:45479", - "issue:40444|issue:45325", "issue:43381|issue:45923", + "issue:35707|issue:40444", "issue:44291|issue:44589", "issue:43482|issue:43525", + "issue:44079|issue:44534", "issue:43377|issue:45491", + "issue:43749|issue:44079", + "issue:40444|issue:45381", "issue:41720|issue:45081", - "issue:44265|issue:45072", "issue:43531|issue:44291", + "issue:43644|issue:44079", + "issue:44265|issue:45072", + "issue:45325|issue:45381", "issue:42175|issue:43296", - "issue:43994|issue:44898", - "issue:43611|issue:43646", "issue:43632|issue:45072", - "issue:43454|issue:44466", - "issue:44079|issue:44534", - "issue:45325|issue:45834", - "issue:43792|issue:43957", - "issue:40444|issue:45381", - "issue:42915|issue:43482", - "issue:45325|issue:45381" + "issue:43994|issue:44898", + "issue:43611|issue:43646" ], - "prepared_review_unit_hash": "7437cab4deb0525f48ad824929dc40813f3f4972b2871829c77e4a8501174eed", + "prepared_review_unit_hash": "afac3108da41958afb036be0e76e3a807c17d145b5ebcfe1374b219989c014e5", "component_budget": { - "node_count": 406, - "item_count": 406, - "soft_pair_count": 1515, - "serialized_chars": 782188, - "estimated_input_tokens": 195547, - "estimated_eval_tokens": 391350 + "node_count": 407, + "item_count": 407, + "soft_pair_count": 1521, + "serialized_chars": 784896, + "estimated_input_tokens": 196224, + "estimated_eval_tokens": 392704 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 30, - "serialized_chars": 36896, - "estimated_input_tokens": 9224, - "estimated_eval_tokens": 18704 + "soft_pair_count": 29, + "serialized_chars": 36569, + "estimated_input_tokens": 9143, + "estimated_eval_tokens": 18542 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is mostly a loose collection of unrelated issues, with a recurring but broad Transformers v5 regression theme and a smaller Qwen2.5-VL position-id theme. No soft pair is a safe duplicate match under a strict duplicate bar.", - "confidence": 0.44, - "canonical_issue_reason": "Issue 43646 is the broadest, most representative Transformers v5 regression here: generic custom model initialization breakage, which is a better umbrella than the narrower symptom reports.", + "summary": "The cluster is a mixed set of mostly unrelated Transformers v5 / model-loading regressions across different models and subsystems. None of the suggested soft pairs looks like a safe duplicate match.", + "confidence": 0.79, + "canonical_issue_reason": "Issue 45020 is the broadest and most representative umbrella for the cluster\u2019s shared theme: recent Transformers v5 compatibility regressions that break model loading and remote-code workflows.", "canonical_pr_reason": null, - "best_issue_reason": "Issue 43646 is the best triage anchor because it is general, directly actionable, and sits near the center of the repeated v5 initialization/loading regressions in the cluster.", + "best_issue_reason": "45020 is the clearest high-level user-facing report and the best single representative for this mostly regression-oriented cluster.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:44683", - "right": "issue:45020", + "left": "issue:44079", + "right": "issue:45663", "accept": false, - "reason": "Different failures: torch.export/flex_attention vs remote_code model loading. Same release era, not the same bug." + "reason": "Different bugs: ModelOutput key assignment vs Gemma-4 FSDP2 shared_kv_states reconstruction." }, { - "left": "issue:43421", - "right": "issue:44568", + "left": "issue:43792", + "right": "issue:44589", "accept": false, - "reason": "Both involve tokenization, but one is runtime post-processor updates and the other is add_special_tokens behavior for a specific tokenizer. Not the same code-path problem." + "reason": "Unrelated failures: Whisper model loading vs missing Float8 storage backend/type registration." }, { - "left": "issue:44403", - "right": "issue:44991", + "left": "issue:44683", + "right": "issue:45020", "accept": false, - "reason": "Generic loading noise vs a concrete tokenizer-loading failure for a specific model. Too different to merge." + "reason": "Different code paths: compiled flex_attention on torch>=2.9 vs remote_code model-loading regressions." }, { - "left": "issue:43632", - "right": "issue:44534", + "left": "issue:43818", + "right": "issue:45357", "accept": false, - "reason": "Separate regressions: _is_hf_initialized handling during init vs non-persistent buffer filling. Related to v5, but not the same defect." + "reason": "Different models and defects: Video-LLaVA tower architecture/weights issue vs Qwen3.5 save_pretrained key regression." }, { - "left": "issue:33666", - "right": "issue:40444", + "left": "issue:43421", + "right": "issue:44568", + "accept": false, + "reason": "Both tokenizer-related, but one is runtime post-processor syncing and the other is special-token addition behavior; not the same bug." + }, + { + "left": "issue:44403", + "right": "issue:44991", "accept": false, - "reason": "Different Qwen-VL generations and different symptoms: multi-GPU training vs IterableDataset multi-image finetuning failure." + "reason": "Generic load noise vs a concrete tokenizer loading failure for a specific model." }, { "left": "issue:41553", "right": "issue:43582", "accept": false, - "reason": "Unrelated subsystems: bad AutoTokenizer error message for Voxtral vs Apple Silicon allocator TypeError." + "reason": "Bad AutoTokenizer error message for Voxtral is unrelated to the Apple Silicon caching_allocator_warmup TypeError." }, { - "left": "issue:44079", - "right": "issue:45663", + "left": "issue:33666", + "right": "issue:40444", "accept": false, - "reason": "ModelOutput key assignment bug vs Gemma4 attention/shared_kv_states rebuild issue; not the same underlying bug." + "reason": "Both Qwen VL training issues, but one is multi-GPU training and the other is iterable-dataset/multi-image finetuning failure." }, { "left": "issue:44462", "right": "issue:45812", "accept": false, - "reason": "Tokenizer repository-file selection bug vs Granite token-ID regression. Both tokenizer-related, but distinct problems." + "reason": "Related area, but not the same issue: tokenizer.json being ignored vs wrong Granite token IDs in v5." }, { - "left": "issue:43317", - "right": "issue:43856", + "left": "issue:43482", + "right": "issue:45538", "accept": false, - "reason": "Device-map/offload loading failure vs MoE training memory inefficiency. Different code paths and symptoms." + "reason": "Different tokenizer bugs: GGUF loading failure vs CLIPTokenizer using an absurd model_max_length." }, { - "left": "issue:43482", - "right": "issue:45538", + "left": "issue:43317", + "right": "issue:43856", "accept": false, - "reason": "GGUF loading failure in v5 vs CLIPTokenizer max_length sentinel misuse. No overlap beyond broad tokenizer/model loading." + "reason": "Different domains: device_map/offload loading failure vs Qwen3 MoE training memory inefficiency." }, { "left": "issue:44829", "right": "issue:45479", "accept": false, - "reason": "Degenerate training with flash_attention_3 vs zero-loss classification behavior from problem_type/num_labels. Different causes." + "reason": "Different symptoms and models: flash_attention_3 degenerate training vs num_labels=1 zero-loss classification behavior." }, { - "left": "issue:40444", - "right": "issue:45325", + "left": "issue:43381", + "right": "issue:45923", "accept": false, - "reason": "Multi-image finetuning failure vs Qwen2.5-VL still-image temporal position-id scaling. Same family, different bug." + "reason": "Different gradient-checkpointing problems: eval-mode restriction vs missing supports_gradient_checkpointing flag." }, { - "left": "issue:43381", - "right": "issue:45923", + "left": "issue:35707", + "right": "issue:40444", "accept": false, - "reason": "Gradient checkpointing eval-mode limitation vs missing supports_gradient_checkpointing flag on a remote-code model variant." + "reason": "Different generation API bug vs multimodal finetuning failure." }, { "left": "issue:44291", "right": "issue:44589", "accept": false, - "reason": "init_empty_weights argument regression vs Float8 storage lookup TypeError. Not the same defect." + "reason": "init_empty_weights/_is_hf_initialized argument issue is unrelated to missing Float8 storage backend." }, { "left": "issue:43482", "right": "issue:43525", "accept": false, - "reason": "GGUF loading in transformers v5 vs Llama4Config missing pad_token_id. Different model families and failures." + "reason": "Both loading-related, but one is GGUF loading and the other is missing pad_token_id on Llama4Config." }, { - "left": "issue:43377", - "right": "issue:45491", + "left": "issue:44079", + "right": "issue:44534", "accept": false, - "reason": "MIMI padding-mask inconsistency vs Gemma3 sliding-window NaNs. Both batching-related, but unrelated mechanisms." + "reason": "Different regressions: ModelOutput key handling vs non-persistent buffer corruption." }, { - "left": "issue:41720", - "right": "issue:45081", + "left": "issue:43377", + "right": "issue:45491", "accept": false, - "reason": "CUDA assert during Qwen3 auto device mapping vs tokenizer regex patch AttributeError. No shared bug." + "reason": "Both mention batching/padding, but the underlying models and failures differ: MIMI padding-mask mismatch vs Gemma3 sliding-window NaNs." }, { - "left": "issue:44265", - "right": "issue:45072", + "left": "issue:43749", + "right": "issue:44079", "accept": false, - "reason": "torch.export/torch_compilable_check failure vs dtype mismatch in inference. Different surfaces and code paths." + "reason": "FSDP_CPU_RAM_EFFICIENT_LOADING breakage is unrelated to ModelOutput key assignment." }, { - "left": "issue:43531", - "right": "issue:44291", + "left": "issue:40444", + "right": "issue:45381", "accept": false, - "reason": "Qwen3-MoE sliding_window issue vs init_empty_weights/_is_hf_initialized regression. Both v5-related, but not the same problem." + "reason": "Different Qwen2.5-VL problems: multi-image iterable finetuning vs video vision_position_ids." }, { - "left": "issue:42175", - "right": "issue:43296", + "left": "issue:41720", + "right": "issue:45081", "accept": false, - "reason": "Packaging/backend install issue vs PaddleOCR-VL model loading failure in vLLM. Unrelated." + "reason": "Qwen3 auto-device-map CUDA assert is unrelated to Mistral tokenizer regex patch crashes." }, { - "left": "issue:43994", - "right": "issue:44898", + "left": "issue:43531", + "right": "issue:44291", "accept": false, - "reason": "Siglip2 AutoModel/pipeline correctness issue vs Perceiver interpolation failure. Different models and failure modes." + "reason": "Different bugs: Qwen3-MoE sliding_window behavior vs init_empty_weights/_is_hf_initialized mismatch." }, { - "left": "issue:43611", - "right": "issue:43646", + "left": "issue:43644", + "right": "issue:44079", "accept": false, - "reason": "Both are Transformers v5 loading/init regressions, but one is base_model_prefix handling and the other is custom model initialization. Related theme, not clearly the same bug." + "reason": "Non-persistent buffer junk in v5 is unrelated to ModelOutput key assignment." }, { - "left": "issue:43632", + "left": "issue:44265", "right": "issue:45072", "accept": false, - "reason": "_is_hf_initialized regression vs dtype mismatch in bf16 inference. Different code paths." - }, - { - "left": "issue:43454", - "right": "issue:44466", - "accept": false, - "reason": "AyaVision weight-tying failure vs device-dependent lm_head.weight serialization inconsistency. Related area, but not the same concrete issue." - }, - { - "left": "issue:44079", - "right": "issue:44534", - "accept": false, - "reason": "ModelOutput key bookkeeping vs non-persistent buffer junk values. Separate internal bugs." + "reason": "torch.export/torch_compilable_check failure is unrelated to bfloat16 dtype mismatches in inference." }, { "left": "issue:45325", - "right": "issue:45834", + "right": "issue:45381", "accept": false, - "reason": "Qwen2.5-VL rope/position-id scaling bug vs Kosmos2.5 OCR long-input index error. Different models and likely different failure logic." + "reason": "Same model family and position-id area, but one is still-image temporal scaling and the other is video input vision_position_ids; not clearly the same bug." }, { - "left": "issue:43792", - "right": "issue:43957", + "left": "issue:42175", + "right": "issue:43296", "accept": false, - "reason": "Whisper loading/runtime failure vs meta-device loading regression on some models. Same broad class of loading issues, but not the same bug." + "reason": "Packaging/backend install issue is unrelated to PaddleOCR-VL loading in vLLM." }, { - "left": "issue:40444", - "right": "issue:45381", + "left": "issue:43632", + "right": "issue:45072", "accept": false, - "reason": "Multi-image iterable finetuning failure vs Qwen2.5-VL video vision_position_ids bug. Both VL-related, but distinct input paths and symptoms." + "reason": "_is_hf_initialized breakage in Transformers v5 is unrelated to dtype mismatch inference bugs." }, { - "left": "issue:42915", - "right": "issue:43482", + "left": "issue:43994", + "right": "issue:44898", "accept": false, - "reason": "Qwen3Moe FP8 config failure vs Qwen2.5-GGUF loading failure. Unrelated models and mechanisms." + "reason": "Different vision-model problems: SigLIP2 nonsensical outputs vs Perceiver non-default resolution failure." }, { - "left": "issue:45325", - "right": "issue:45381", + "left": "issue:43611", + "right": "issue:43646", "accept": false, - "reason": "Both concern Qwen2.5-VL position ids, but one is still-image temporal scaling and the other is video vision_position_ids. Similar area, not enough to merge as one bug." + "reason": "Both are v5 compatibility regressions, but one is base_model_prefix loading and the other is custom model initialization; not the same concrete bug." } ] }, @@ -3441,40 +3422,39 @@ "component_index": 1, "component_count": 17, "review_unit_index": 11, - "review_unit_count": 47, + "review_unit_count": 48, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-406", + "cluster_id": "cluster-10000-407", "nodes": [ + "issue:34634", "issue:35707", "issue:39692", "issue:40444", "issue:40990", "issue:41720", - "issue:42947", + "issue:42915", "issue:43257", "issue:43262", "issue:43296", "issue:43317", + "issue:43322", "issue:43377", "issue:43454", - "issue:43526", + "issue:43482", "issue:43550", "issue:43572", "issue:43606", - "issue:43644", "issue:43701", - "issue:43720", "issue:43746", - "issue:43749", + "issue:43792", "issue:43819", "issue:43873", "issue:43881", - "issue:43883", - "issue:44079", + "issue:43957", "issue:44186", "issue:44265", "issue:44291", @@ -3489,255 +3469,249 @@ "issue:44898", "issue:45072", "issue:45325", - "issue:45357", "issue:45584", "issue:45701", "issue:45759", "issue:45800", "issue:45823", + "issue:45834", "issue:45920", - "issue:45923" + "issue:45923", + "issue:46050" ], "soft_pairs": [ - "issue:43644|issue:44079", - "issue:43749|issue:44079", + "issue:45325|issue:45834", + "issue:43792|issue:43957", + "issue:43454|issue:44466", + "issue:42915|issue:43482", "issue:43296|issue:45800", + "issue:44387|issue:44617", + "issue:43701|issue:45325", "issue:44479|issue:45823", - "issue:35707|issue:40444", "issue:43606|issue:44265", - "issue:44387|issue:44617", "issue:44291|issue:44877", + "issue:43262|issue:43746", "issue:44568|issue:45920", "issue:43881|issue:44488", - "issue:43701|issue:45325", + "issue:40990|issue:45584", + "issue:34634|issue:35707", + "issue:43873|issue:45701", "issue:44186|issue:44265", "issue:43606|issue:43819", - "issue:43262|issue:43746", + "issue:35707|issue:41720", "issue:41720|issue:45823", "issue:43454|issue:43550", "issue:43377|issue:44610", - "issue:39692|issue:40444", "issue:43317|issue:43873", + "issue:39692|issue:40444", + "issue:43572|issue:45759", "issue:43454|issue:45072", "issue:43257|issue:45923", - "issue:43572|issue:45759", - "issue:40990|issue:45584", "issue:43377|issue:44898", - "issue:40990|issue:42947", - "issue:44466|issue:45357", - "issue:43454|issue:43720", - "issue:43526|issue:43883", - "issue:43873|issue:45701", - "issue:43296|issue:44877" + "issue:43322|issue:46050" ], - "prepared_review_unit_hash": "4e7035614f24bebf4f0b274c71ebb93bae3860e29de4d6dbcb17b167d26c916c", + "prepared_review_unit_hash": "f0fcf0b8e78010406c4793e0018b73cdeb9ad7594ede685543b2eea7af75808a", "component_budget": { - "node_count": 406, - "item_count": 406, - "soft_pair_count": 1515, - "serialized_chars": 782188, - "estimated_input_tokens": 195547, - "estimated_eval_tokens": 391350 + "node_count": 407, + "item_count": 407, + "soft_pair_count": 1521, + "serialized_chars": 784896, + "estimated_input_tokens": 196224, + "estimated_eval_tokens": 392704 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 30, - "serialized_chars": 36929, - "estimated_input_tokens": 9233, - "estimated_eval_tokens": 18722 + "soft_pair_count": 29, + "serialized_chars": 36432, + "estimated_input_tokens": 9108, + "estimated_eval_tokens": 18472 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "These items are mostly unrelated issues that only share superficial subsystem keywords. None of the soft pairs look like the same underlying bug or change, so I would not merge any of them.", - "confidence": 0.96, - "canonical_issue_reason": null, + "summary": "This cluster is highly heterogeneous: it mixes unrelated model-loading, quantization/offload, tokenizer, multimodal, and training bugs. None of the soft pairs look like the same underlying defect closely enough to merge, though a few share broad themes like device_map/offload or tied weights.", + "confidence": 0.93, + "canonical_issue_reason": "Issue 43873 is the broadest open report in the cluster and has the most cross-cutting quantization/offloading framing, so it is the best representative hub if one must be chosen. That said, the cluster is too mixed for a strong canonical duplicate target.", "canonical_pr_reason": null, - "best_issue_reason": null, + "best_issue_reason": "Issue 43873 is the strongest global issue candidate because it is open, broadly worded, and closest to a cluster-level umbrella topic. It is still only a loose representative, not a true duplicate anchor for most of the items here.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:43644", - "right": "issue:44079", + "left": "issue:45325", + "right": "issue:45834", "accept": false, - "reason": "One is about non-persistent buffer initialization in v5; the other is a ModelOutput key assignment bug. Different code paths and failure modes." + "reason": "Different models and different failures: Qwen2.5-VL RoPE/position-id scaling vs Kosmos2.5 OCR index error." }, { - "left": "issue:43749", - "right": "issue:44079", + "left": "issue:43792", + "right": "issue:43957", + "accept": false, + "reason": "Whisper runtime failure and meta-device model-loading regressions are unrelated bugs." + }, + { + "left": "issue:43454", + "right": "issue:44466", + "accept": false, + "reason": "Both mention tied weights/lm_head, but one is a model-specific generation bug and the other is a device-dependent serialization inconsistency." + }, + { + "left": "issue:42915", + "right": "issue:43482", "accept": false, - "reason": "FSDP CPU RAM-efficient loading is a loading/dispatch problem, while the other is about ModelOutput key handling. Not the same bug." + "reason": "Different stacks and symptoms: Qwen3Moe FP8 config failure vs Qwen2.5-GGUF loading under v5." }, { "left": "issue:43296", "right": "issue:45800", "accept": false, - "reason": "Model loading in vLLM vs a Torch/Transformers version incompatibility. Related to loading, but clearly different root causes." + "reason": "PaddleOCR-VL/vLLM loading issue vs a general torch 2.4.1 and transformers 5.8.0 incompatibility report." }, { - "left": "issue:44479", - "right": "issue:45823", + "left": "issue:44387", + "right": "issue:44617", "accept": false, - "reason": "Both are multimodal regressions, but one is a video-input regression in Qwen variants and the other is a device-mismatch bug in Gemma4 PLE. Different fixes." + "reason": "Both are OOM-related, but they concern different models and different root causes." }, { - "left": "issue:35707", - "right": "issue:40444", + "left": "issue:43701", + "right": "issue:45325", "accept": false, - "reason": "Progressive generation with inputs_embeds/past_key_values is unrelated to multi-image IterableDataset finetuning failures." + "reason": "Checkpoint resume key mismatch is unrelated to Qwen2.5-VL temporal position-id scaling." }, { - "left": "issue:43606", - "right": "issue:44265", + "left": "issue:44479", + "right": "issue:45823", "accept": false, - "reason": "CPU offload device mismatch for a model is not the same as torch.export failing on torch_compilable_check." + "reason": "One is a multimodal video-input regression in Qwen variants; the other is a Gemma4 device-mismatch forward bug." }, { - "left": "issue:44387", - "right": "issue:44617", + "left": "issue:43606", + "right": "issue:44265", "accept": false, - "reason": "Both mention OOM, but one is int4 quantization memory growth and the other is SAM3Video running out of memory. Different causes." + "reason": "CPU-offload device mismatch for Bark is unrelated to torch.export failures around torch_compilable_check." }, { "left": "issue:44291", "right": "issue:44877", "accept": false, - "reason": "Unexpected `_is_hf_initialized` argument during init_empty_weights is a constructor/init bug, not the same as strict config loading for granite_speech." + "reason": "Unexpected init_empty_weights argument handling and strict config loading are different code-path bugs." + }, + { + "left": "issue:43262", + "right": "issue:43746", + "accept": false, + "reason": "Audio chat-template sample-rate defaulting is unrelated to PEFT checkpoint loading for GraniteSpeech." }, { "left": "issue:44568", "right": "issue:45920", "accept": false, - "reason": "Both are tokenizer regressions, but the specific models, symptoms, and API paths differ. Too broad to treat as one bug." + "reason": "A single tokenizer special-token regression is not the same defect as broad wrong-token-id regressions across multiple models." }, { "left": "issue:43881", "right": "issue:44488", "accept": false, - "reason": "Two separate model-loading failures for different models with no shared concrete mechanism shown." + "reason": "Two separate model-loading failures with no clear shared root cause." }, { - "left": "issue:43701", - "right": "issue:45325", + "left": "issue:40990", + "right": "issue:45584", + "accept": false, + "reason": "Perplexity anomaly on gpt-oss-20b and Whisper empty-transcription generation failure are unrelated." + }, + { + "left": "issue:34634", + "right": "issue:35707", + "accept": false, + "reason": "Bark voice_preset and progressive generation with inputs_embeds/past_key_values are unrelated issues." + }, + { + "left": "issue:43873", + "right": "issue:45701", "accept": false, - "reason": "Checkpoint resume key mismatch is unrelated to Qwen2.5-VL rope/position id scaling." + "reason": "Quantization/offloading failure and tokenizer changes across versions are different bugs." }, { "left": "issue:44186", "right": "issue:44265", "accept": false, - "reason": "Tokenizer crashes on NER/padding are unrelated to torch.export and torch_compilable_check." + "reason": "Tokenizer crashes in NER/padding are unrelated to torch.export support for torch_compilable_check." }, { "left": "issue:43606", "right": "issue:43819", "accept": false, - "reason": "CPU offload/device mismatch is not the same as DAC.from_latents not matching forward due to missing STE." + "reason": "CPU-offload device mismatch for Bark and DAC from_latents/STE mismatch do not share the same code path." }, { - "left": "issue:43262", - "right": "issue:43746", + "left": "issue:35707", + "right": "issue:41720", "accept": false, - "reason": "Audio processor sampling-rate defaulting and PEFT adapter checkpoint loading are separate issues." + "reason": "Progressive generation with embeddings is unrelated to Qwen3 auto device mapping CUDA asserts." }, { "left": "issue:41720", "right": "issue:45823", "accept": false, - "reason": "Both involve device placement, but one is a Qwen auto-mapping assert on A800 and the other is Gemma4 PLE forward mismatch. Different failures." + "reason": "Both involve device_map=auto, but they hit different models and different failure modes." }, { "left": "issue:43454", "right": "issue:43550", "accept": false, - "reason": "Tied lm_head weights causing garbage generation is unrelated to a Bamba SDPA compile failure." + "reason": "Tied-weight serialization/generation bug and Bamba SDPA torch.compile bug are not the same defect." }, { "left": "issue:43377", "right": "issue:44610", "accept": false, - "reason": "Missing padding-mask support in MIMI encoder is unrelated to OmDet-Turbo processor/model resolution mismatch." - }, - { - "left": "issue:39692", - "right": "issue:40444", - "accept": false, - "reason": "Documentation example errors for SigLIP2 are unrelated to Qwen2.5-VL finetuning with multi-image iterable datasets." + "reason": "Padding-mask parity in MIMI encoding and OmDet-Turbo image-size mismatch are unrelated." }, { "left": "issue:43317", "right": "issue:43873", "accept": false, - "reason": "Both touch offloading/quantization, but one is a dequantized-model load failure and the other is a broader quantization offload behavior report." - }, - { - "left": "issue:43454", - "right": "issue:45072", - "accept": false, - "reason": "Different model families and different bugs: tied weights/generation versus bf16 dtype mismatches." + "reason": "Both mention offload/quantization, but one is dequantized model loading on gpu+cpu offload and the other is a broader offloading complaint; not the same concrete bug." }, { - "left": "issue:43257", - "right": "issue:45923", + "left": "issue:39692", + "right": "issue:40444", "accept": false, - "reason": "Qwen3 MOE loading with accelerate+deepspeed is unrelated to a missing supports_gradient_checkpointing flag." + "reason": "Doc-example mismatches/quantization errors and iterable-dataset multi-image finetuning failures are unrelated." }, { "left": "issue:43572", "right": "issue:45759", "accept": false, - "reason": "Missing pad_token_idx in a config class is not the same as not unwrapping text_config in composite multimodal configs." - }, - { - "left": "issue:40990", - "right": "issue:45584", - "accept": false, - "reason": "Perplexity regression on GPT-OSS is unrelated to Whisper empty-transcription generation after token alignment." - }, - { - "left": "issue:43377", - "right": "issue:44898", - "accept": false, - "reason": "Padding-mask batching bug in MIMI encoder is unrelated to Perceiver non-default resolution failures." - }, - { - "left": "issue:40990", - "right": "issue:42947", - "accept": false, - "reason": "High perplexity on a model benchmark is unrelated to gradient checkpointing with PEFT LoRA." - }, - { - "left": "issue:44466", - "right": "issue:45357", - "accept": false, - "reason": "Both are serialization-related, but one concerns lm_head weight serialization while the other concerns incorrect visual encoder keys in Qwen3.5. Not the same fix." + "reason": "Missing pad_token_idx in a config and failing to unwrap text_config in composite multimodal configs are different issues." }, { "left": "issue:43454", - "right": "issue:43720", + "right": "issue:45072", "accept": false, - "reason": "Tied-weight generation corruption is unrelated to BitNet packed-weight unpacking during accelerate loading." + "reason": "lm_head tying/serialization and bfloat16 dtype mismatches are separate problems." }, { - "left": "issue:43526", - "right": "issue:43883", + "left": "issue:43257", + "right": "issue:45923", "accept": false, - "reason": "BEiTImageProcessorFast label reduction is unrelated to Molmo missing all_tied_weights_keys." + "reason": "Qwen3 MoE weight conversion under accelerate+deepspeed is unrelated to a missing gradient-checkpointing capability flag." }, { - "left": "issue:43873", - "right": "issue:45701", + "left": "issue:43377", + "right": "issue:44898", "accept": false, - "reason": "Quantization/offloading behavior and tokenization changes are completely different issue classes." + "reason": "Different model families and failure modes: encoder padding-mask parity vs image-classification resolution handling." }, { - "left": "issue:43296", - "right": "issue:44877", + "left": "issue:43322", + "right": "issue:46050", "accept": false, - "reason": "PaddleOCR-VL loading failure is unrelated to strict config loading for granite_speech." + "reason": "Llava Next loading segfault and sinq quantization save/load breakage are distinct defects." } ] }, @@ -3753,27 +3727,28 @@ "component_index": 1, "component_count": 17, "review_unit_index": 12, - "review_unit_count": 47, + "review_unit_count": 48, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-406", + "cluster_id": "cluster-10000-407", "nodes": [ - "issue:34634", - "issue:35707", "issue:36331", "issue:40990", "issue:41720", "issue:42617", "issue:42915", + "issue:42947", "issue:43295", + "issue:43296", "issue:43316", "issue:43317", "issue:43322", "issue:43404", "issue:43450", + "issue:43454", "issue:43526", "issue:43550", "issue:43577", @@ -3783,10 +3758,12 @@ "issue:43749", "issue:43873", "issue:43881", + "issue:43883", "issue:44008", "issue:44186", "issue:44387", "issue:44423", + "issue:44466", "issue:44479", "issue:44534", "issue:44610", @@ -3798,7 +3775,6 @@ "issue:44977", "issue:44991", "issue:45072", - "issue:45081", "issue:45161", "issue:45357", "issue:45406", @@ -3806,263 +3782,269 @@ "issue:45684", "issue:45701", "issue:45704", - "issue:45812", "issue:45823" ], "soft_pairs": [ + "issue:40990|issue:42947", + "issue:44466|issue:45357", + "issue:43454|issue:43720", + "issue:43749|issue:44534", + "issue:43526|issue:43883", + "issue:41720|issue:43322", + "issue:43296|issue:44877", "issue:43881|issue:44991", "issue:41720|issue:44977", "issue:44008|issue:45823", + "issue:42617|issue:42915", "issue:43404|issue:45357", + "issue:40990|issue:45701", + "issue:44186|issue:45072", "issue:45632|issue:45684", - "issue:34634|issue:35707", - "issue:35707|issue:41720", "issue:43577|issue:43708", - "issue:44186|issue:45072", - "issue:42617|issue:42915", + "issue:44387|issue:45704", "issue:44423|issue:45406", + "issue:43873|issue:44756", "issue:44877|issue:44991", + "issue:36331|issue:42617", "issue:43550|issue:43720", - "issue:43450|issue:45701", "issue:36331|issue:42915", - "issue:43749|issue:44534", + "issue:43450|issue:45701", "issue:44610|issue:44898", - "issue:36331|issue:42617", - "issue:43873|issue:44756", "issue:44186|issue:44610", - "issue:43550|issue:43606", - "issue:44387|issue:45704", "issue:44479|issue:44918", - "issue:42915|issue:43317", + "issue:43550|issue:43606", + "issue:41720|issue:42617", "issue:43316|issue:44913", - "issue:41720|issue:43322", + "issue:42915|issue:43317", "issue:43295|issue:45701", - "issue:40990|issue:45701", - "issue:41720|issue:45161", - "issue:45081|issue:45812", - "issue:41720|issue:42617", - "issue:43526|issue:43881" + "issue:41720|issue:45161" ], - "prepared_review_unit_hash": "b4e442bf533559dd2033e8dc495dd934b1897b68df74afec588bbcd88e3123a4", + "prepared_review_unit_hash": "74e0f4e98475196e5f230ba5bbdbf0deb07120035d4410279c4e99bcf57caba0", "component_budget": { - "node_count": 406, - "item_count": 406, - "soft_pair_count": 1515, - "serialized_chars": 782188, - "estimated_input_tokens": 195547, - "estimated_eval_tokens": 391350 + "node_count": 407, + "item_count": 407, + "soft_pair_count": 1521, + "serialized_chars": 784896, + "estimated_input_tokens": 196224, + "estimated_eval_tokens": 392704 }, "budget": { - "node_count": 47, - "item_count": 47, - "soft_pair_count": 32, - "serialized_chars": 36807, - "estimated_input_tokens": 9202, - "estimated_eval_tokens": 18660 + "node_count": 48, + "item_count": 48, + "soft_pair_count": 33, + "serialized_chars": 37672, + "estimated_input_tokens": 9418, + "estimated_eval_tokens": 19092 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "These are not duplicates; the cluster is a heterogeneous mix of unrelated model-loading, tokenizer, training, processor, and multimodal regressions. All soft edges should be rejected.", - "confidence": 0.96, - "canonical_issue_reason": "No single canonical issue: the cluster spans unrelated bugs in tokenization, loading/offload, training, and multimodal processors. None of the issues clearly subsumes the others.", + "summary": "This cluster is heterogeneous and does not look like a true duplicate set; the soft pairs are mostly superficial similarity within different bug families (trainer API, loading/offload/quantization, multimodal processors, config serialization).", + "confidence": 0.74, + "canonical_issue_reason": "No single canonical issue is safe: the items span several unrelated bug classes, so collapsing them into one duplicate target would be misleading.", "canonical_pr_reason": null, - "best_issue_reason": "No global best issue for deduplication. Issue 41720 is only a weak topical anchor for a few loading/offload reports, but it is too specific to serve as a universal target.", + "best_issue_reason": "Issue 43873 is the best representative only because it is the broadest open report in the dominant loading/offloading/quantization subtheme, but it still does not subsume the whole cluster.", "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "issue:40990", + "right": "issue:42947", + "accept": false, + "reason": "Different bugs: perplexity/regression on a model vs. gradient-checkpointing behavior in PEFT LoRA." + }, + { + "left": "issue:44466", + "right": "issue:45357", + "accept": false, + "reason": "Both touch save/load behavior, but one is about lm_head tying and the other about visual encoder key serialization; not the same bug." + }, + { + "left": "issue:43454", + "right": "issue:43720", + "accept": false, + "reason": "Unrelated model-specific issues: weight tying in AyaVision vs. packed-weight unpacking in BitNet/accelerate loading." + }, + { + "left": "issue:43749", + "right": "issue:44534", + "accept": false, + "reason": "One is FSDP CPU RAM efficient loading, the other is non-persistent buffer initialization; different failure modes." + }, + { + "left": "issue:43526", + "right": "issue:43883", + "accept": false, + "reason": "BeitImageProcessorFast label reduction vs. Molmo tied-weights attribute error; unrelated components." + }, + { + "left": "issue:41720", + "right": "issue:43322", + "accept": false, + "reason": "Different model/load failures: Qwen3 auto device mapping CUDA assert vs. Llava Next segmentation fault." + }, + { + "left": "issue:43296", + "right": "issue:44877", + "accept": false, + "reason": "PaddleOCR-VL/vLLM load failure is not the same as strict-config rejection for granite_speech." + }, { "left": "issue:43881", "right": "issue:44991", "accept": false, - "reason": "Different failures: glm-4v-9b model loading vs tokenizer regression for EMBEDDIA/est-roberta." + "reason": "Different root causes: glm-4v-9b loading failure vs tokenizer loading regression for EMBEDDIA/est-roberta." }, { "left": "issue:41720", "right": "issue:44977", "accept": false, - "reason": "Auto device-map CUDA assert in Qwen3 is unrelated to Qwen3.5 flash-attention generation failure." + "reason": "Different Qwen-family symptoms and code paths: auto device mapping CUDA assert vs flash-attention generation bug." }, { "left": "issue:44008", "right": "issue:45823", "accept": false, - "reason": "Gemma3n forward variable collision is a different bug than Gemma4 PLE device mismatch." + "reason": "Gemma3n forward variable collision is unrelated to Gemma4 PLE device-mapping mismatch." + }, + { + "left": "issue:42617", + "right": "issue:42915", + "accept": false, + "reason": "3d_parallel.py run failure and Qwen3Moe FineGrainedFP8Config failure are different problems." }, { "left": "issue:43404", "right": "issue:45357", "accept": false, - "reason": "lm_head weight tying in Mistral3 is unrelated to Qwen3.5 visual encoder key save/load regression." + "reason": "Weight tying bug in Mistral3 is not the same as incorrect visual encoder keys in Qwen3.5 save_pretrained." }, { - "left": "issue:45632", - "right": "issue:45684", + "left": "issue:40990", + "right": "issue:45701", "accept": false, - "reason": "Both touch model saving/loading, but one is a cache-path collision and the other is read-only permission propagation." + "reason": "Perplexity regression is unrelated to tokenizer-version-dependent tokenization differences." }, { - "left": "issue:34634", - "right": "issue:35707", + "left": "issue:44186", + "right": "issue:45072", "accept": false, - "reason": "Bark voice_preset issue is unrelated to the progressive generation inputs_embeds/past_key_values bug." + "reason": "Tokenizer crash on NER/padding is not the same as dtype mismatches in inference." }, { - "left": "issue:35707", - "right": "issue:41720", + "left": "issue:45632", + "right": "issue:45684", "accept": false, - "reason": "Progressive generation failure and Qwen3 auto device-map CUDA assert are different code paths." + "reason": "Both involve save/load behavior, but one is cache-path collision and the other is read-only permission propagation." }, { "left": "issue:43577", "right": "issue:43708", "accept": false, - "reason": "BLIP2 dtype loading mismatch is unrelated to Trainer resume/max_steps calculation." + "reason": "Blip2 dtype preservation and Trainer resume/max_steps calculation are unrelated." }, { - "left": "issue:44186", - "right": "issue:45072", + "left": "issue:44387", + "right": "issue:45704", "accept": false, - "reason": "Tokenizer crash on NER/batched padding is unrelated to bfloat16 dtype mismatches in inference." + "reason": "Int4 CUDA memory/OOM regression is not the same as T5 using apex.FusedRMSNorm and leaking memory." }, { - "left": "issue:42617", - "right": "issue:42915", + "left": "issue:44423", + "right": "issue:45406", "accept": false, - "reason": "3d_parallel.py startup failure is a different issue than Qwen3Moe FineGrainedFP8Config failure." + "reason": "Continuous-batching multimodal crash is unrelated to Gemma4Processor missing _tokenizer." }, { - "left": "issue:44423", - "right": "issue:45406", + "left": "issue:43873", + "right": "issue:44756", "accept": false, - "reason": "Continuous-batching multimodal crash and Gemma4Processor _tokenizer AttributeError are different bugs." + "reason": "Both mention offloading/memory, but one is quantization offload behavior and the other is mmap on Strix Halo; not the same concrete bug." }, { "left": "issue:44877", "right": "issue:44991", "accept": false, - "reason": "Strict config loading for granite_speech is unrelated to tokenizer loading failure for est-roberta." + "reason": "Strict config rejection and tokenizer loading failure are different loading paths with different causes." }, { - "left": "issue:43550", - "right": "issue:43720", + "left": "issue:36331", + "right": "issue:42617", "accept": false, - "reason": "Bamba torch.compile/SDPA failure and BitNet packed-weight unpacking issue are different model-loading problems." + "reason": "Trainer.compute_loss API break and 3d_parallel.py execution failure are unrelated." }, { - "left": "issue:43450", - "right": "issue:45701", + "left": "issue:43550", + "right": "issue:43720", "accept": false, - "reason": "Video processor batched-shape bug is unrelated to a version-dependent tokenization change report." + "reason": "torch.compile + SDPA failure in Bamba is a different code path from packed-weight unpacking in BitNet." }, { "left": "issue:36331", "right": "issue:42915", "accept": false, - "reason": "Trainer compute_loss API break is unrelated to Qwen3Moe FP8 loading failure." + "reason": "Different trainer/API issues: unexpected compute_loss argument vs. Qwen3Moe FP8 config failure." }, { - "left": "issue:43749", - "right": "issue:44534", + "left": "issue:43450", + "right": "issue:45701", "accept": false, - "reason": "FSDP CPU RAM-efficient loading and non-persistent buffer junk are both loading-related but not the same root cause." + "reason": "Video processor batch shape bug is not a tokenizer-version regression." }, { "left": "issue:44610", "right": "issue:44898", "accept": false, - "reason": "OmDet-Turbo processor size mismatch and Perceiver interpolation failure affect different vision paths." + "reason": "Both concern image sizes, but one is processor output size mismatch and the other is non-default-resolution classification failure; not clearly the same bug." }, { - "left": "issue:36331", - "right": "issue:42617", + "left": "issue:44186", + "right": "issue:44610", "accept": false, - "reason": "Unexpected compute_loss kwarg is a Trainer API issue, not a distributed script/runtime failure." + "reason": "Tokenizer crash and processor image-size mismatch are different subsystems and symptoms." }, { - "left": "issue:43873", - "right": "issue:44756", + "left": "issue:44479", + "right": "issue:44918", "accept": false, - "reason": "Quantization/offload behavior and Strix Halo mmap OOM are platform-specific memory issues with different causes." - }, - { - "left": "issue:44186", - "right": "issue:44610", - "accept": false, - "reason": "LayoutLMv2 tokenizer crash and OmDet-Turbo processor output-size mismatch are different preprocessing bugs." + "reason": "Video-input regression for Qwen VL models is unrelated to SFT trainer unpacking of embeddings." }, { "left": "issue:43550", "right": "issue:43606", "accept": false, - "reason": "Bamba compile/SDPA failure is unrelated to Bark CPU offload device mismatch." - }, - { - "left": "issue:44387", - "right": "issue:45704", - "accept": false, - "reason": "Int4 quantization OOM and T5 apex RMSNorm leak are different memory problems in different stacks." - }, - { - "left": "issue:44479", - "right": "issue:44918", - "accept": false, - "reason": "Video-input regression for Qwen3.5 variants is unrelated to SFT trainer input-embedding unpacking." + "reason": "Different issues: torch.compile/SDPA in Bamba vs CPU offload device mismatch in Bark CI." }, { - "left": "issue:42915", - "right": "issue:43317", + "left": "issue:41720", + "right": "issue:42617", "accept": false, - "reason": "Qwen3Moe FP8 failure and dequantized model offload loading failure are distinct loading/offload bugs." + "reason": "Qwen3 device-map CUDA assert and 3d_parallel.py launch failure are not the same underlying bug." }, { "left": "issue:43316", "right": "issue:44913", "accept": false, - "reason": "Gemma3TextConfig API discrepancy is unrelated to GPTNeoX rotary_pct not persisting on reload." + "reason": "API discrepancy in Gemma3TextConfig is unrelated to GPTNeoX rotary_pct reload behavior." }, { - "left": "issue:41720", - "right": "issue:43322", + "left": "issue:42915", + "right": "issue:43317", "accept": false, - "reason": "Qwen3 auto device-map assert and Llava Next segmentation fault are different models and failure modes." + "reason": "Qwen3Moe FineGrainedFP8Config failure and dequantized-model offload failure are different loading/quantization bugs." }, { "left": "issue:43295", "right": "issue:45701", "accept": false, - "reason": "processor.tokenizer regression and tokenization changes are both version-related, but not the same concrete bug." - }, - { - "left": "issue:40990", - "right": "issue:45701", - "accept": false, - "reason": "High perplexity on GPT-OSS is unrelated to a tokenization regression report." + "reason": "Processor.tokenizer regression and tokenization-version changes are not the same concrete issue." }, { "left": "issue:41720", "right": "issue:45161", "accept": false, - "reason": "Auto device-mapping CUDA assert is not the same as GPT-OSS MoE tensor-parallel failure." - }, - { - "left": "issue:45081", - "right": "issue:45812", - "accept": false, - "reason": "Mistral tokenizer regex patch crash and Granite AutoTokenizer wrong IDs are different tokenizer bugs." - }, - { - "left": "issue:41720", - "right": "issue:42617", - "accept": false, - "reason": "Qwen3 auto device-map loading failure and 3d_parallel.py runtime failure are different distributed issues." - }, - { - "left": "issue:43526", - "right": "issue:43881", - "accept": false, - "reason": "BeitImageProcessorFast label reduction bug is unrelated to glm-4v-9b model loading failure." + "reason": "Qwen3 device-map crash and GPT-OSS MoE tensor-parallel issue are distinct model/runtime problems." } ] }, @@ -4078,16 +4060,17 @@ "component_index": 1, "component_count": 17, "review_unit_index": 13, - "review_unit_count": 47, + "review_unit_count": 48, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-406", + "cluster_id": "cluster-10000-407", "nodes": [ "issue:29159", "issue:30064", + "issue:33357", "issue:34567", "issue:34634", "issue:35707", @@ -4101,6 +4084,7 @@ "issue:43329", "issue:43388", "issue:43421", + "issue:43526", "issue:43531", "issue:43540", "issue:43550", @@ -4111,247 +4095,259 @@ "issue:43746", "issue:43782", "issue:43873", + "issue:43881", "issue:43927", "issue:44186", "issue:44361", - "issue:44368", - "issue:44451", "issue:44492", "issue:44509", "issue:44514", "issue:44545", + "issue:44625", "issue:44671", "issue:44743", - "issue:44898", - "issue:44991", "issue:45059", - "issue:45072", - "issue:45357", + "issue:45081", "issue:45406", "issue:45464", + "issue:45479", "issue:45701", "issue:45704", "issue:45759", "issue:45812" ], "soft_pairs": [ + "issue:44671|issue:44743", + "issue:45081|issue:45812", + "issue:43526|issue:43881", "issue:43531|issue:43572", "issue:43540|issue:43782", "issue:36010|issue:42617", - "issue:44671|issue:44743", "issue:43421|issue:45812", "issue:44186|issue:44361", + "issue:42915|issue:43322", + "issue:43388|issue:45059", "issue:45406|issue:45464", "issue:29159|issue:36032", + "issue:33357|issue:35707", "issue:43606|issue:43720", "issue:30064|issue:34634", "issue:43550|issue:43653", "issue:43421|issue:45701", "issue:44492|issue:44509", - "issue:42915|issue:43322", - "issue:43388|issue:45059", + "issue:41720|issue:43746", + "issue:43873|issue:45704", "issue:44514|issue:44545", "issue:43606|issue:43653", "issue:43531|issue:45759", - "issue:34567|issue:35707", - "issue:43421|issue:43927", - "issue:44368|issue:45357", "issue:42490|issue:43329", - "issue:41720|issue:43746", - "issue:44898|issue:45072", - "issue:44451|issue:44991", - "issue:43873|issue:45704" + "issue:34634|issue:41720", + "issue:34567|issue:35707", + "issue:44625|issue:45479", + "issue:43421|issue:43927" ], - "prepared_review_unit_hash": "ab62cfb23d931fbce6c069238f9c57d416e5e7351b4963325aadcd8963e06ce0", + "prepared_review_unit_hash": "5d0507c6194596184713a6f85a6178b50005be62e662119c0b95152fa0c3a234", "component_budget": { - "node_count": 406, - "item_count": 406, - "soft_pair_count": 1515, - "serialized_chars": 782188, - "estimated_input_tokens": 195547, - "estimated_eval_tokens": 391350 + "node_count": 407, + "item_count": 407, + "soft_pair_count": 1521, + "serialized_chars": 784896, + "estimated_input_tokens": 196224, + "estimated_eval_tokens": 392704 }, "budget": { "node_count": 47, "item_count": 47, - "soft_pair_count": 26, - "serialized_chars": 35070, - "estimated_input_tokens": 8768, - "estimated_eval_tokens": 17792 + "soft_pair_count": 28, + "serialized_chars": 35694, + "estimated_input_tokens": 8924, + "estimated_eval_tokens": 18104 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "Mostly false-positive similarity matches across unrelated bugs, models, and subsystems. Only the two Qwen2_5_VLProcessor.apply_chat_template reports look like the same duplicate bug; all other soft pairs should stay separate.", - "confidence": 0.92, - "canonical_issue_reason": "issue:44514 is the cleanest duplicate anchor in the set: it has the same exact failure as issue:44545 and the title is already specific about the crashing code path.", + "summary": "The set is mostly a grab bag of unrelated transformer bugs across tokenization, multimodal processors, config loading, and model-specific runtime failures. Only one soft pair is a clear duplicate: the two Qwen2_5_VLProcessor.apply_chat_template crash reports.", + "confidence": 0.98, + "canonical_issue_reason": "issue:44514 is the clearest canonical issue because it is the earlier, more detailed report of the same Qwen2_5_VLProcessor.apply_chat_template batched-input crash as issue:44545.", "canonical_pr_reason": null, - "best_issue_reason": "issue:44514 is the best issue candidate because it is the clearest concrete duplicate target for the only confirmed soft edge and its title precisely names the failing API and condition.", + "best_issue_reason": "issue:44514 best represents the duplicate pair: same title, same failure mode, and it has the fuller bug description.", "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "issue:44671", + "right": "issue:44743", + "accept": false, + "reason": "Different subsystems and bugs: CamemBERT masked-LM regression vs Qwen3.5 recurrent-state cache behavior." + }, + { + "left": "issue:45081", + "right": "issue:45812", + "accept": false, + "reason": "Both are tokenizer-related, but one is a Mistral regex patch crash and the other is a Granite token-id regression; different code paths." + }, + { + "left": "issue:43526", + "right": "issue:43881", + "accept": false, + "reason": "Unrelated issues: BeitImageProcessorFast label reduction vs glm-4v-9b model loading failure." + }, { "left": "issue:43531", "right": "issue:43572", "accept": false, - "reason": "Both are config-related, but one is Qwen3-MoE sliding_window behavior and the other is StableLm pad_token_idx after v5; different models and bugs." + "reason": "Different models and failures: Qwen3-MoE sliding_window behavior vs StableLmConfig pad_token_idx missing after v5 update." }, { "left": "issue:43540", "right": "issue:43782", "accept": false, - "reason": "Both involve Qwen multimodal models, but one is video-input processing and the other is from_pretrained weight_only loading; not the same code path." + "reason": "Both involve Qwen3 multimodal models, but one is video-input processing and the other is a from_pretrained weight_only loading error." }, { "left": "issue:36010", "right": "issue:42617", "accept": false, - "reason": "GenerationMixin import failure and a 3d_parallel.py runtime problem are unrelated." - }, - { - "left": "issue:44671", - "right": "issue:44743", - "accept": false, - "reason": "CamemBERT masked-LM regression and Qwen3.5 recurrent-state reset are different model behaviors and fixes." + "reason": "Completely different problems: GenerationMixin import failure vs inability to run 3d_parallel.py." }, { "left": "issue:43421", "right": "issue:45812", "accept": false, - "reason": "Both are tokenizer issues, but one is runtime post-processor updates and the other is wrong token IDs for Granite models; not the same bug." + "reason": "Both touch tokenization, but one is about runtime special-token post-processing updates and the other is a Granite token-id regression." }, { "left": "issue:44186", "right": "issue:44361", "accept": false, - "reason": "Different tokenizer classes and failure modes: LayoutLMv2 NER/padding crashes versus MLuke task AttributeError." + "reason": "Different tokenizer implementations and failure modes: LayoutLMv2Tokenizer padding/NER crash vs MLukeTokenizer task AttributeError." + }, + { + "left": "issue:42915", + "right": "issue:43322", + "accept": false, + "reason": "Unrelated model/runtime failures: Qwen3MoE FineGrainedFP8Config vs Llava Next segmentation fault on load." + }, + { + "left": "issue:43388", + "right": "issue:45059", + "accept": false, + "reason": "Different training/eval and multimodal input issues; no shared concrete bug path." }, { "left": "issue:45406", "right": "issue:45464", "accept": false, - "reason": "Serve crashing on missing _tokenizer is not the same as Qwen3.5 streaming inference failure." + "reason": "Different serving/runtime failures: Gemma4Processor missing _tokenizer vs Qwen3.5 streaming inference crash." }, { "left": "issue:29159", "right": "issue:36032", "accept": false, - "reason": "Slow/fast tokenizer inconsistency is a broad parity issue; T5Tokenizer add_special_tokens conflict is a specific class-method naming bug." + "reason": "Both are tokenizer issues, but one is a general slow/fast inconsistency and the other is a specific T5 load-time add_special_tokens conflict." + }, + { + "left": "issue:33357", + "right": "issue:35707", + "accept": false, + "reason": "Completely different: MacOS bus error loading CLIP vs progressive generation with inputs_embeds/past_key_values." }, { "left": "issue:43606", "right": "issue:43720", "accept": false, - "reason": "Both are loading/offload related, but Bark CPU offload device mismatch and BitNet packed-weight unpacking are different mechanisms." + "reason": "Both are accelerate/loading related, but one is CPU offload device mismatch and the other is packed-weight unpacking for BitNet." }, { "left": "issue:30064", "right": "issue:34634", "accept": false, - "reason": "An image-segmentation processor bug and BarkProcessor voice_preset bug are unrelated processor failures." + "reason": "Different image-processing/processor bugs: void segmentation maps vs BarkProcessor voice_preset handling." }, { "left": "issue:43550", "right": "issue:43653", "accept": false, - "reason": "torch.compile SDPA failure in Bamba and tokenizer mask-token registration in BigBird are unrelated." + "reason": "Unrelated issues: torch.compile+SDPA failure in Bamba-9B-v2 vs BigBirdTokenizer special-token registration/decode output." }, { "left": "issue:43421", "right": "issue:45701", "accept": false, - "reason": "Runtime special-token post-processing and general tokenization changes after version bumps are not the same underlying defect." + "reason": "Related only at a high level to tokenization changes; the concrete bugs differ (runtime post-processor sync vs version-dependent tokenization changes)." }, { "left": "issue:44492", "right": "issue:44509", "accept": false, - "reason": "A typo in cache-strategy docs and stale docs for removed pipeline tasks are different documentation issues." + "reason": "Completely different: cache-strategy typo vs stale documentation for removed pipeline tasks." }, { - "left": "issue:42915", - "right": "issue:43322", + "left": "issue:41720", + "right": "issue:43746", "accept": false, - "reason": "Qwen3Moe FP8 configuration failure and Llava Next segmentation fault are different model/loading problems." + "reason": "Different model loading/runtime bugs: Qwen3 auto device mapping cudaErrorAssert vs GraniteSpeech PEFT checkpoint loading." }, { - "left": "issue:43388", - "right": "issue:45059", + "left": "issue:43873", + "right": "issue:45704", "accept": false, - "reason": "Metric-gather label truncation and SAM3 text/box behavior are unrelated." + "reason": "Different root causes and code paths: quantization/offloading behavior vs T5 silently using apex.FusedRMSNorm memory leak." }, { "left": "issue:44514", "right": "issue:44545", "accept": true, - "reason": "Exact same title and same crash condition in Qwen2_5_VLProcessor.apply_chat_template with batched input and padding=False." + "reason": "Same exact crash report: Qwen2_5_VLProcessor.apply_chat_template fails on batched input when padding=False." }, { "left": "issue:43606", "right": "issue:43653", "accept": false, - "reason": "CPU offload device mismatch for Bark-small and tokenizer special-token registration for BigBird do not share a code path." + "reason": "Different issues in different areas: Bark CPU offload mismatch vs BigBirdTokenizer mask-token registration." }, { "left": "issue:43531", "right": "issue:45759", "accept": false, - "reason": "Sliding-window behavior in Qwen3-MoE is unrelated to AutoModelForCausalLM config unwrapping for composite Qwen multimodal configs." - }, - { - "left": "issue:34567", - "right": "issue:35707", - "accept": false, - "reason": "TrainerState token counter not updating and progressive generation with inputs_embeds/past_key_values are different training vs generation issues." - }, - { - "left": "issue:43421", - "right": "issue:43927", - "accept": false, - "reason": "One is runtime post-processor updates; the other is save/load persistence of custom token IDs in DiaConfig." - }, - { - "left": "issue:44368", - "right": "issue:45357", - "accept": false, - "reason": "A tie_word_embeddings warning during LoRA fine-tuning is not the same as incorrect visual encoder keys being saved." + "reason": "Different Qwen3.5-related bugs: sliding_window behavior in Qwen3-MoE vs from_config not unwrapping text_config for composite multimodal configs." }, { "left": "issue:42490", "right": "issue:43329", "accept": false, - "reason": "A trailing-slash import warning and an undefined-variable bug in multimodal token counting are unrelated." + "reason": "Unrelated: import warning for local path with trailing slash vs multimodal token counting video-branch undefined variables." }, { - "left": "issue:41720", - "right": "issue:43746", + "left": "issue:34634", + "right": "issue:41720", "accept": false, - "reason": "Qwen3 auto device-mapping CUDA assert and GraniteSpeech local checkpoint loading with PEFT adapters are different failures." + "reason": "Completely different model families and failures: BarkProcessor voice_preset vs Qwen3 auto device mapping cudaErrorAssert." }, { - "left": "issue:44898", - "right": "issue:45072", + "left": "issue:34567", + "right": "issue:35707", "accept": false, - "reason": "Perceiver positional-encoding failure and dtype mismatch in bfloat16 inference are different bugs." + "reason": "Unrelated: TrainerState token counter not updating vs progressive generation with inputs_embeds/past_key_values." }, { - "left": "issue:44451", - "right": "issue:44991", + "left": "issue:44625", + "right": "issue:45479", "accept": false, - "reason": "Both are tokenizer-loading reports, but they affect different model families with different symptoms and likely different root causes." + "reason": "Both concern classification configs, but one is num_labels propagation in Qwen3.5 and the other is zero-loss behavior for single-label classification with num_labels=1." }, { - "left": "issue:43873", - "right": "issue:45704", + "left": "issue:43421", + "right": "issue:43927", "accept": false, - "reason": "Quantization offloading behavior and a T5/apex RMSNorm memory leak are unrelated." + "reason": "Different config/tokenizer bugs: TokenizersBackend post-processor sync vs DiaConfig custom token IDs lost on save/load." } ] }, "evaluator_result": { "accept": true, - "feedback": "The assessment is grounded in the packet and stays conservative. The only accepted pair, issue:44514 vs issue:44545, is an exact-title duplicate with matching failure mode, and the other soft matches are reasonably explained as different bugs or subsystems. No overstatement stands out." + "feedback": "The assessment is grounded in the packet and stays conservative on the soft edges. The single accepted pair, issue:44514/issue:44545, is clearly the same Qwen2_5_VLProcessor.apply_chat_template batched-input crash by title and metadata, and the other pairs are reasonably rejected as different bugs." }, "evaluator_used": true, "retried": false, @@ -4364,39 +4360,36 @@ "component_index": 1, "component_count": 17, "review_unit_index": 14, - "review_unit_count": 47, + "review_unit_count": 48, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-406", + "cluster_id": "cluster-10000-407", "nodes": [ - "issue:30064", - "issue:33666", - "issue:34634", - "issue:35707", - "issue:36010", "issue:39692", + "issue:40444", "issue:41720", "issue:42886", "issue:43381", "issue:43421", "issue:43525", "issue:43531", - "issue:43540", "issue:43596", "issue:43653", "issue:43720", + "issue:43746", "issue:43782", "issue:43819", "issue:43844", "issue:43873", "issue:43994", - "issue:44008", "issue:44062", + "issue:44077", "issue:44186", "issue:44220", + "issue:44368", "issue:44451", "issue:44589", "issue:44610", @@ -4404,262 +4397,283 @@ "issue:44661", "issue:44671", "issue:44843", + "issue:44898", "issue:44918", "issue:44936", "issue:44987", + "issue:44991", "issue:45042", + "issue:45072", "issue:45081", "issue:45356", + "issue:45357", "issue:45381", - "issue:45479", "issue:45588", "issue:45663", "issue:45704", "issue:45759", "issue:45859", "issue:45907", - "issue:45923" + "issue:45923", + "issue:46050" ], "soft_pairs": [ + "issue:44368|issue:45357", + "issue:44451|issue:44991", + "issue:43782|issue:45381", + "issue:44898|issue:45072", "issue:44987|issue:45042", - "issue:33666|issue:35707", - "issue:45759|issue:45859", + "issue:44077|issue:44625", "issue:43531|issue:44589", + "issue:45759|issue:45859", "issue:44062|issue:44451", "issue:39692|issue:44610", + "issue:44918|issue:44936", "issue:45704|issue:45923", "issue:45588|issue:45759", "issue:45663|issue:45923", - "issue:43421|issue:43653", "issue:42886|issue:44843", - "issue:44918|issue:44936", + "issue:43421|issue:43653", + "issue:43746|issue:46050", "issue:43381|issue:43844", "issue:43421|issue:44186", - "issue:43782|issue:45381", + "issue:43994|issue:44671", "issue:43525|issue:43531", "issue:45704|issue:45859", - "issue:34634|issue:41720", "issue:45081|issue:45356", - "issue:39692|issue:43873", - "issue:44625|issue:45479", - "issue:43994|issue:44671", - "issue:45356|issue:45907", + "issue:41720|issue:45704", "issue:43596|issue:44220", - "issue:43720|issue:43819", - "issue:43540|issue:44008", + "issue:45356|issue:45907", + "issue:39692|issue:43873", + "issue:43746|issue:43873", + "issue:40444|issue:43746", "issue:44220|issue:44661", - "issue:30064|issue:36010", - "issue:43653|issue:43720" + "issue:43720|issue:43819" ], - "prepared_review_unit_hash": "63b28970e0842a645e9efd82cbaf3ea80f8acb6a8304c5c1d3e8c3bf4848f4b3", + "prepared_review_unit_hash": "53b1cf6a8cd10a060e6f8d582b7aca622096b2d86af5ed265258188ad11bea1b", "component_budget": { - "node_count": 406, - "item_count": 406, - "soft_pair_count": 1515, - "serialized_chars": 782188, - "estimated_input_tokens": 195547, - "estimated_eval_tokens": 391350 + "node_count": 407, + "item_count": 407, + "soft_pair_count": 1521, + "serialized_chars": 784896, + "estimated_input_tokens": 196224, + "estimated_eval_tokens": 392704 }, "budget": { - "node_count": 47, - "item_count": 47, - "soft_pair_count": 29, - "serialized_chars": 36046, - "estimated_input_tokens": 9012, - "estimated_eval_tokens": 18280 + "node_count": 48, + "item_count": 48, + "soft_pair_count": 31, + "serialized_chars": 37366, + "estimated_input_tokens": 9342, + "estimated_eval_tokens": 18940 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This set is a heterogeneous collection of unrelated issue reports. The soft-similarity pairs mostly share broad subsystems or keywords, but they do not describe the same underlying bug or fixable code path, so no duplicate cluster emerges.", - "confidence": 0.92, - "canonical_issue_reason": null, + "summary": "This cluster is mostly heterogeneous; the only clear duplicate-like edge is the tokenizer offline-loading regression. Most other pairs share a broad subsystem or model family but not the same concrete bug.", + "confidence": 0.84, + "canonical_issue_reason": "issue:44843 is the most specific root-cause report in the only plausible duplicate subcluster: an offline tokenizer-loading failure caused by an unconditional hub call in _patch_mistral_regex.", "canonical_pr_reason": null, - "best_issue_reason": null, + "best_issue_reason": "issue:44843 is the best representative issue because it names the concrete failing code path and can plausibly subsume the broader HF_HUB_OFFLINE cache-loading symptom.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:44987", - "right": "issue:45042", + "left": "issue:44368", + "right": "issue:45357", "accept": false, - "reason": "Different failures: one is a model-loading regression for a specific repo, the other is PIL image processors wrongly requiring torchvision." + "reason": "Different bugs: a tie_word_embeddings warning during Qwen3.5 LoRA fine-tuning vs incorrect visual encoder keys on save_pretrained." }, { - "left": "issue:33666", - "right": "issue:35707", + "left": "issue:44451", + "right": "issue:44991", "accept": false, - "reason": "Unrelated domains: multi-GPU training vs progressive generation with inputs_embeds/past_key_values." + "reason": "Both are model-loading regressions, but they concern different models and different failure modes (ScandiBERT load failure vs tokenizer load failure for est-roberta)." }, { - "left": "issue:45759", - "right": "issue:45859", + "left": "issue:43782", + "right": "issue:45381", + "accept": false, + "reason": "Different concrete problems: Qwen3VL weight_only loading error vs Qwen2.5-VL video vision_position_ids mismatch." + }, + { + "left": "issue:44898", + "right": "issue:45072", + "accept": false, + "reason": "Unrelated model paths and symptoms: Perceiver resize/interpolation failure vs dtype mismatch in SwitchTransformers/TimmWrapperModel." + }, + { + "left": "issue:44987", + "right": "issue:45042", + "accept": false, + "reason": "Not the same bug: one is loading a specific model repo, the other is an image-processor dependency regression around torchvision." + }, + { + "left": "issue:44077", + "right": "issue:44625", "accept": false, - "reason": "Both involve Qwen 3.5/3.6, but one is config unwrapping for from_config and the other is CPU offload compatibility in rotary embedding; different bugs." + "reason": "Different issues entirely: PatchTSMixer post_init policy vs Qwen3.5 num_labels propagation." }, { "left": "issue:43531", "right": "issue:44589", "accept": false, - "reason": "Sliding-window behavior in Qwen3-MoE is unrelated to a Float8 storage import/load failure." + "reason": "Different failure modes: sliding_window handling in Qwen3-MoE vs a Float8 storage lookup error." + }, + { + "left": "issue:45759", + "right": "issue:45859", + "accept": false, + "reason": "Both involve Qwen3.x, but one is config unwrapping for multimodal models and the other is CPU offload compatibility in rotary embeddings." }, { "left": "issue:44062", "right": "issue:44451", "accept": false, - "reason": "A tokenizer API argument collision is not the same as a model loading failure for ScandiBERT." + "reason": "Tokenizer construction bug vs a model load failure; no shared underlying code path is evident." }, { "left": "issue:39692", "right": "issue:44610", "accept": false, - "reason": "Both mention processor/model mismatches, but one is doc example errors and quantization, the other is an image size mismatch in OmDet-Turbo." + "reason": "Both are processor/model mismatches in vision workflows, but they describe different models, different input sizing, and different symptoms." + }, + { + "left": "issue:44918", + "right": "issue:44936", + "accept": false, + "reason": "Different trainer behaviors: embedding unpacking with TRL SFT vs evaluate() failing after train()." }, { "left": "issue:45704", "right": "issue:45923", "accept": false, - "reason": "T5 RMSNorm memory leak is unrelated to a missing supports_gradient_checkpointing flag on a trust_remote_code model." + "reason": "Memory-leak RMSNorm selection in T5 vs a missing supports_gradient_checkpointing flag; unrelated bugs." }, { "left": "issue:45588", "right": "issue:45759", "accept": false, - "reason": "Flash-attention sink handling and Qwen config unwrapping are different code paths and symptoms." + "reason": "Different code paths: flash_attention sink-less handling vs from_config text_config unwrapping." }, { "left": "issue:45663", "right": "issue:45923", "accept": false, - "reason": "Gemma-4 FSDP2 KeyError in attention is unrelated to a missing gradient-checkpointing flag." - }, - { - "left": "issue:43421", - "right": "issue:43653", - "accept": false, - "reason": "Both touch tokenizer special tokens, but one is runtime post-processor updates and the other is BigBird mask-token registration/empty decode." + "reason": "Different bugs: Gemma-4 FSDP2 shared_kv_states rebuild vs missing gradient-checkpointing support flag." }, { "left": "issue:42886", "right": "issue:44843", + "accept": true, + "reason": "Same offline tokenizer-loading regression: both point to HF_HUB_OFFLINE failures in tokenizer from_pretrained/cache resolution, with 44843 giving the concrete root cause." + }, + { + "left": "issue:43421", + "right": "issue:43653", "accept": false, - "reason": "Both mention offline mode, but one is cache loading failure and the other is an unconditional model_info() call in a mistral-regex patch; not the same bug." + "reason": "Related token/special-token area, but not the same bug: runtime post-processor updates vs BigBirdTokenizer mask token registration." }, { - "left": "issue:44918", - "right": "issue:44936", + "left": "issue:43746", + "right": "issue:46050", "accept": false, - "reason": "Trainer-related, but one is unpacking Qwen3.5 input embeddings in SFT trainer and the other is evaluate() failing after train()." + "reason": "Different loading/serialization problems: PEFT local checkpoint loading vs sinq quantized model save/load breakage." }, { "left": "issue:43381", "right": "issue:43844", "accept": false, - "reason": "Eval-mode gradient checkpointing restriction is unrelated to abnormal gradient growth under ZeRO-3." + "reason": "Completely different training/eval and DeepSpeed issues; no shared underlying defect." }, { "left": "issue:43421", "right": "issue:44186", "accept": false, - "reason": "General tokenizer special-token update behavior is different from LayoutLMv2Tokenizer crashes on NER/batched padding." + "reason": "Both touch tokenizers, but one is special-token post-processing and the other is LayoutLMv2 NER padding/truncation crashes." }, { - "left": "issue:43782", - "right": "issue:45381", + "left": "issue:43994", + "right": "issue:44671", "accept": false, - "reason": "Qwen3VL from_pretrained weight_only loading and Qwen2.5-VL video vision_position_ids are separate multimodal bugs." + "reason": "Different model-specific correctness bugs: SigLIP2 inference mismatch vs CamemBERT masked-LM regression." }, { "left": "issue:43525", "right": "issue:43531", "accept": false, - "reason": "Missing pad_token_id in Llama4Config is unrelated to Qwen3-MoE sliding_window behavior." + "reason": "Unrelated config attribute error vs Qwen3-MoE sliding_window behavior." }, { "left": "issue:45704", "right": "issue:45859", "accept": false, - "reason": "A T5 RMSNorm memory leak and Qwen rotary embedding offload compatibility are distinct issues." - }, - { - "left": "issue:34634", - "right": "issue:41720", - "accept": false, - "reason": "BarkProcessor voice_preset and Qwen3 auto device-mapping cudaErrorAssert are unrelated." + "reason": "Different subsystems and symptoms: apex RMSNorm leak vs CPU offload incompatibility in Qwen3_5MoeTextRotaryEmbedding." }, { "left": "issue:45081", "right": "issue:45356", "accept": false, - "reason": "Both involve tokenizer regex/fix_mistral_regex, but one is a crash in patching backend_tokenizer and the other is a Kimi-K2.5 codec-handling regression; not the same concrete bug." - }, - { - "left": "issue:39692", - "right": "issue:43873", - "accept": false, - "reason": "Doc-example/model mismatch and a quantization-offloading bug are too broad to be duplicates." + "reason": "Both mention fix_mistral_regex, but one is an AttributeError crash on Mistral tokenizers and the other is a Kimi-K2.5 codec/warning regression; not the same concrete failure." }, { - "left": "issue:44625", - "right": "issue:45479", + "left": "issue:41720", + "right": "issue:45704", "accept": false, - "reason": "Config propagation of num_labels in Qwen3.5 is unrelated to a generic single-label classification zero-loss issue." + "reason": "Different issues: Qwen3 auto device mapping assert vs T5/apex RMSNorm leak." }, { - "left": "issue:43994", - "right": "issue:44671", + "left": "issue:43596", + "right": "issue:44220", "accept": false, - "reason": "Different models and failures: SigLIP2 nonsensical outputs vs CamemBERT masked-LM prediction errors." + "reason": "Different model/runtime failures: Deepspeed ZeRO-3 init with BertModel vs _torch_extract_fbank_features()." }, { "left": "issue:45356", "right": "issue:45907", "accept": false, - "reason": "Tokenizer regression and list_repo_files revision forwarding are unrelated." + "reason": "Different topics: tokenizer regex/codec regression vs a Hub API forwarding bug for list_repo_files()." }, { - "left": "issue:43596", - "right": "issue:44220", + "left": "issue:39692", + "right": "issue:43873", "accept": false, - "reason": "Zero-3/BertModel indexing failure is unrelated to _torch_extract_fbank_features()." + "reason": "Documentation example/model-processor mismatch vs quantization offloading behavior; not the same bug." }, { - "left": "issue:43720", - "right": "issue:43819", + "left": "issue:43746", + "right": "issue:43873", "accept": false, - "reason": "Packed-weight loading in BitNet is a different problem from DAC.from_latents mismatching forward due to missing STE." + "reason": "Different quantization/loading issues: PEFT checkpoint loading vs offloading behavior with quantization." }, { - "left": "issue:43540", - "right": "issue:44008", + "left": "issue:40444", + "right": "issue:43746", "accept": false, - "reason": "Video input processing in Qwen3OmniMoe and Gemma 3n variable-name collision are unrelated." + "reason": "Different multimodal training/loading problems; no concrete overlap beyond broad ML workflow." }, { "left": "issue:44220", "right": "issue:44661", "accept": false, - "reason": "Audio feature extraction and add-new-model-like failing inside TOKENIZER_MAPPING_NAMES are different areas and bugs." + "reason": "Different bugs: audio feature extraction vs add-new-model-like handling in TOKENIZER_MAPPING_NAMES." }, { - "left": "issue:30064", - "right": "issue:36010", - "accept": false, - "reason": "Void segmentation map processing is unrelated to a GenerationMixin import error." - }, - { - "left": "issue:43653", - "right": "issue:43720", + "left": "issue:43720", + "right": "issue:43819", "accept": false, - "reason": "BigBirdTokenizer special-token registration and BitNet packed-weight unpacking are unrelated." + "reason": "Different quantization/autoload problems: packed BitNet weights during accelerate loading vs DAC latent reconstruction mismatch." } ] }, - "evaluator_result": null, - "evaluator_used": false, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet and stays conservative overall. The lone accepted edge, issue:42886 \u2194 issue:44843, is well supported by the titles as the same HF_HUB_OFFLINE tokenizer-loading regression, and the rest of the soft-edge rejections do not overclaim equivalence based on the available evidence." + }, + "evaluator_used": true, "retried": false, - "accepted_nontrivial_soft_edge": false, + "accepted_nontrivial_soft_edge": true, "error_kind": null, "error_message": null }, @@ -4668,16 +4682,17 @@ "component_index": 1, "component_count": 17, "review_unit_index": 15, - "review_unit_count": 47, + "review_unit_count": 48, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-406", + "cluster_id": "cluster-10000-407", "nodes": [ - "issue:39692", - "issue:42915", + "issue:30064", + "issue:36010", + "issue:36331", "issue:43295", "issue:43322", "issue:43335", @@ -4692,265 +4707,256 @@ "issue:43653", "issue:43697", "issue:43716", - "issue:43746", + "issue:43720", "issue:43756", "issue:43782", "issue:43818", "issue:43819", "issue:43825", - "issue:43873", "issue:43950", "issue:43994", "issue:44008", "issue:44062", - "issue:44077", "issue:44186", "issue:44448", "issue:44488", - "issue:44625", + "issue:44561", "issue:44671", "issue:44811", "issue:44843", "issue:44877", "issue:44898", "issue:44977", + "issue:45020", "issue:45072", "issue:45081", "issue:45183", "issue:45381", "issue:45479", - "issue:45584", "issue:45685", "issue:45834", "issue:45987", "issue:46032" ], "soft_pairs": [ + "issue:43540|issue:44008", + "issue:30064|issue:36010", "issue:43618|issue:43697", + "issue:43653|issue:43720", "issue:43388|issue:46032", "issue:45183|issue:45479", - "issue:44077|issue:44625", - "issue:42915|issue:43746", "issue:43335|issue:43756", "issue:43716|issue:44008", "issue:43295|issue:45834", "issue:43550|issue:45072", "issue:43550|issue:43819", - "issue:43746|issue:43873", - "issue:43746|issue:45381", + "issue:44062|issue:44488", + "issue:43322|issue:45685", "issue:43950|issue:45987", "issue:44186|issue:44898", "issue:44843|issue:45081", "issue:43653|issue:43819", - "issue:44062|issue:44488", "issue:43643|issue:44877", "issue:43540|issue:45381", "issue:43531|issue:43643", - "issue:43782|issue:44977", "issue:43577|issue:43818", + "issue:43782|issue:44977", "issue:43421|issue:44811", "issue:44448|issue:44671", - "issue:45584|issue:45834", - "issue:43322|issue:45685", - "issue:39692|issue:45834", + "issue:44561|issue:45020", + "issue:30064|issue:36331", "issue:43825|issue:43994" ], - "prepared_review_unit_hash": "5aedc497dbeeced8e89d70ef0cb163ddca02d3826265a32a15f4bbb359f6eb05", + "prepared_review_unit_hash": "f68b907432ce7de20b8337a70239cce2c4d588c08074621a0fd66324588164d7", "component_budget": { - "node_count": 406, - "item_count": 406, - "soft_pair_count": 1515, - "serialized_chars": 782188, - "estimated_input_tokens": 195547, - "estimated_eval_tokens": 391350 + "node_count": 407, + "item_count": 407, + "soft_pair_count": 1521, + "serialized_chars": 784896, + "estimated_input_tokens": 196224, + "estimated_eval_tokens": 392704 }, "budget": { - "node_count": 48, - "item_count": 48, - "soft_pair_count": 28, - "serialized_chars": 36582, - "estimated_input_tokens": 9146, - "estimated_eval_tokens": 18548 + "node_count": 47, + "item_count": 47, + "soft_pair_count": 27, + "serialized_chars": 35738, + "estimated_input_tokens": 8935, + "estimated_eval_tokens": 18126 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "The cluster is heterogeneous: the soft pairs mostly share only broad subsystem or keyword similarity, not the same underlying bug/change. All soft edges should be rejected and there is no clear duplicate anchor.", - "confidence": 0.97, - "canonical_issue_reason": "No canonical issue stands out because these reports cover unrelated bugs across different models, configs, tokenizers, and runtime paths.", + "summary": "This set is not a duplicate cluster; it\u2019s a loose similarity set spanning unrelated Transformer bugs across models, tokenizers, caching, configs, and training. I reject all soft-edge links as same-underlying-bug matches.", + "confidence": 0.94, + "canonical_issue_reason": "No single canonical issue fits the whole set because the items cover many unrelated regressions. If an umbrella representative is needed, issue:45020 is the broadest only for the remote_code-regression subset, not for the cluster overall.", "canonical_pr_reason": null, - "best_issue_reason": "No single issue is a strong global representative; the set is too diverse to justify one canonical duplicate target.", + "best_issue_reason": "issue:45020 is the closest thing to a representative issue because it describes a broad remote_code regression family rather than a single model-specific failure.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:43618", - "right": "issue:43697", + "left": "issue:43540", + "right": "issue:44008", "accept": false, - "reason": "Different models and failure modes: missing attentions assignment vs changed RTDetr outputs." + "reason": "Different model families and failure modes: Qwen3OmniMoe video parsing vs Gemma3n audio mask attribute collision." }, { - "left": "issue:43388", - "right": "issue:46032", + "left": "issue:30064", + "right": "issue:36010", "accept": false, - "reason": "Both are inference/eval correctness bugs, but they hit different code paths and artifacts." + "reason": "Unrelated areas: image processor segmentation-map handling vs GenerationMixin import failure." }, { - "left": "issue:45183", - "right": "issue:45479", + "left": "issue:43618", + "right": "issue:43697", "accept": false, - "reason": "One is input validation logic; the other is a degenerate classification loss condition." + "reason": "Different bugs in different models: CLIPOutput attentions omission vs RTDetrV2 output divergence." }, { - "left": "issue:44077", - "right": "issue:44625", + "left": "issue:43653", + "right": "issue:43720", "accept": false, - "reason": "Unrelated models and issues: patchtsmixer post-init policy vs Qwen3.5 label propagation." + "reason": "Tokenizer special-token decoding bug vs BitNet packed-weight loading bug; no shared code path." }, { - "left": "issue:42915", - "right": "issue:43746", + "left": "issue:43388", + "right": "issue:46032", + "accept": false, + "reason": "Metrics gathering tuple-label trimming vs Mamba2 cache correctness; different subsystems." + }, + { + "left": "issue:45183", + "right": "issue:45479", "accept": false, - "reason": "Different domains entirely: FP8 config handling vs Blip2 dtype loading." + "reason": "Input validation error vs degenerate zero-loss classification behavior; not the same bug." }, { "left": "issue:43335", "right": "issue:43756", "accept": false, - "reason": "Sparse-layer construction bug vs RoPE layer retention bug; not the same defect." + "reason": "Different architecture-specific config mistakes: sparse-layer creation vs RoPE layer dropping." }, { "left": "issue:43716", "right": "issue:44008", "accept": false, - "reason": "Both involve multimodal models, but the reported root causes are unrelated." + "reason": "Separate model-specific dtype/casting issue vs variable-name collision in Gemma3n forward." }, { "left": "issue:43295", "right": "issue:45834", "accept": false, - "reason": "Processor/tokenizer regression vs long OCR input index error; different problems." + "reason": "Processor/tokenizer regression with images is unrelated to Kosmos2.5 long-OCR index overflow." }, { "left": "issue:43550", "right": "issue:45072", "accept": false, - "reason": "SDPA/torch.compile failure is not the same as a bfloat16 dtype mismatch." + "reason": "torch.compile+SDPA failure in Bamba is unrelated to bfloat16 dtype mismatches in SwitchTransformers/TimmWrapperModel." }, { "left": "issue:43550", "right": "issue:43819", "accept": false, - "reason": "Distinct code paths and symptoms: compile-time SDPA issue vs DAC latent/forward mismatch." + "reason": "Bamba compile/SDPA bug and DAC STE mismatch are different code paths and symptoms." }, { - "left": "issue:43746", - "right": "issue:43873", + "left": "issue:44062", + "right": "issue:44488", "accept": false, - "reason": "Model loading with PEFT adapters is unrelated to quantization offloading behavior." + "reason": "Both involve tokenizers, but one is AddedToken argument handling and the other is model loading failure for sleng-bert." }, { - "left": "issue:43746", - "right": "issue:45381", + "left": "issue:43322", + "right": "issue:45685", "accept": false, - "reason": "Different bugs in different models: dtype loading vs video position ids." + "reason": "Segfault on Llava Next load and MPS Int histogram error are unrelated." }, { "left": "issue:43950", "right": "issue:45987", "accept": false, - "reason": "Non-persistent buffer corruption is unrelated to cache length return type." + "reason": "from_pretrained non-persistent buffer corruption and StaticCache seq-length return type are different APIs." }, { "left": "issue:44186", "right": "issue:44898", "accept": false, - "reason": "Tokenizer crash on NER/padding is unrelated to Perceiver non-default-resolution failures." + "reason": "Tokenizer padding/NER crash is not the same underlying issue as Perceiver image-classification resolution handling." }, { "left": "issue:44843", "right": "issue:45081", "accept": false, - "reason": "Both touch Mistral regex handling, but one is offline hub access and the other is a tokenizer attribute crash." + "reason": "Same helper function, but different concrete failures: offline model_info call vs missing backend_tokenizer attribute." }, { "left": "issue:43653", "right": "issue:43819", "accept": false, - "reason": "Tokenizer special-token registration bug vs DAC latent conversion mismatch." - }, - { - "left": "issue:44062", - "right": "issue:44488", - "accept": false, - "reason": "AddedToken argument collision is unrelated to the sleng-bert loading failure." + "reason": "Tokenizer special-token registration bug and DAC.from_latents mismatch are unrelated." }, { "left": "issue:43643", "right": "issue:44877", "accept": false, - "reason": "Both are config-loading related, but they describe different strictness/field-preservation bugs." + "reason": "trust_remote_code missing fields and strict granite_speech config loading are different configuration regressions." }, { "left": "issue:43540", "right": "issue:45381", "accept": false, - "reason": "Same broad family (video inputs) but different models and concrete failures." + "reason": "Different Qwen multimodal bugs: video input processing error vs wrong vision_position_ids." }, { "left": "issue:43531", "right": "issue:43643", "accept": false, - "reason": "Qwen3-MoE sliding_window behavior is unrelated to AutoConfig trust_remote_code field loss." + "reason": "Sliding-window behavior in Qwen3-MoE is unrelated to trust_remote_code config-field loss." }, { - "left": "issue:43782", - "right": "issue:44977", + "left": "issue:43577", + "right": "issue:43818", "accept": false, - "reason": "Same model family, but weight_only load failure and flash-attention generation failure are distinct bugs." + "reason": "BLIP2 dtype propagation and Video-LLaVA temporal-attention/weight-sharing issues do not match." }, { - "left": "issue:43577", - "right": "issue:43818", + "left": "issue:43782", + "right": "issue:44977", "accept": false, - "reason": "Blip2 dtype propagation and Video-LLaVA temporal attention/weight sharing are unrelated." + "reason": "Both are Qwen-related, but one is a weight_only load error and the other is flash-attention generation behavior." }, { "left": "issue:43421", "right": "issue:44811", "accept": false, - "reason": "Runtime post-processor refresh bug vs Whisper batch_decode skip_special_tokens issue." + "reason": "Runtime special-token post-processor refresh and Whisper skip_special_tokens decoding are different tokenizer behaviors." }, { "left": "issue:44448", "right": "issue:44671", "accept": false, - "reason": "Both are v4/v5 regression reports, but for different models and outputs." - }, - { - "left": "issue:45584", - "right": "issue:45834", - "accept": false, - "reason": "Whisper empty-transcription handling is unrelated to Kosmos2.5 long OCR indexing." + "reason": "Version-regression symptoms only; Pegasus output drift and CamemBERT MLM prediction errors are different bugs." }, { - "left": "issue:43322", - "right": "issue:45685", + "left": "issue:44561", + "right": "issue:45020", "accept": false, - "reason": "Segfault on Llava Next loading is unrelated to MPS histogram int support in MoE." + "reason": "45020 is a broad remote_code umbrella, while 44561 is a specific is_torch_fx_available removal breakage; not the same concrete issue." }, { - "left": "issue:39692", - "right": "issue:45834", + "left": "issue:30064", + "right": "issue:36331", "accept": false, - "reason": "SigLIP2 docs errors and Kosmos2.5 OCR indexing are unrelated." + "reason": "Void segmentation-map processing and CustomTrainer compute_loss signature mismatch are unrelated." }, { "left": "issue:43825", "right": "issue:43994", "accept": false, - "reason": "Pipeline error-message regression is not the same as SigLIP2 nonsensical outputs." + "reason": "Pipeline translation-message regression and SigLIP2 bad outputs are different layers of the stack." } ] }, @@ -4966,33 +4972,32 @@ "component_index": 1, "component_count": 17, "review_unit_index": 16, - "review_unit_count": 47, + "review_unit_count": 48, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-406", + "cluster_id": "cluster-10000-407", "nodes": [ "issue:28218", "issue:29159", - "issue:30064", "issue:34634", "issue:36010", "issue:36331", + "issue:39692", + "issue:41720", "issue:42175", "issue:43262", - "issue:43404", - "issue:43452", "issue:43526", "issue:43577", "issue:43582", "issue:43606", + "issue:43644", "issue:43650", - "issue:43653", "issue:43697", "issue:43720", - "issue:43742", + "issue:43749", "issue:43782", "issue:43819", "issue:43825", @@ -5000,258 +5005,270 @@ "issue:43906", "issue:44060", "issue:44186", + "issue:44291", "issue:44368", "issue:44442", "issue:44479", "issue:44485", "issue:44509", - "issue:44561", + "issue:44554", "issue:44610", "issue:44671", "issue:44805", "issue:44821", "issue:44857", - "issue:44912", "issue:44936", "issue:44991", - "issue:45020", "issue:45072", "issue:45081", "issue:45084", + "issue:45325", "issue:45406", "issue:45538", + "issue:45584", "issue:45701", "issue:45834" ], "soft_pairs": [ - "issue:44561|issue:45020", - "issue:30064|issue:36331", + "issue:41720|issue:44991", + "issue:45584|issue:45834", + "issue:39692|issue:45834", "issue:44821|issue:45084", "issue:44485|issue:44509", + "issue:43644|issue:43749", + "issue:44186|issue:44442", "issue:44479|issue:45834", "issue:43606|issue:45072", - "issue:43825|issue:43827", - "issue:44186|issue:44442", - "issue:34634|issue:36010", "issue:43577|issue:43582", "issue:44805|issue:44936", + "issue:43825|issue:43827", + "issue:44671|issue:45701", + "issue:34634|issue:36010", "issue:28218|issue:29159", "issue:44610|issue:45072", - "issue:43452|issue:44991", - "issue:43720|issue:45072", + "issue:43782|issue:45325", "issue:42175|issue:45081", - "issue:43404|issue:43782", - "issue:43650|issue:43906", + "issue:43720|issue:45072", + "issue:43749|issue:44291", "issue:45081|issue:45406", - "issue:44671|issue:45701", - "issue:43582|issue:44857", + "issue:43650|issue:43906", "issue:44060|issue:44368", + "issue:43582|issue:44857", "issue:43262|issue:43819", "issue:43526|issue:43697", - "issue:45084|issue:45538", - "issue:43742|issue:45020", - "issue:43653|issue:44912" + "issue:43526|issue:44554", + "issue:34634|issue:36331", + "issue:45084|issue:45538" ], - "prepared_review_unit_hash": "b0c661ebd568cce61a66f2af601809bad607ffd5a3bdf9f9e5feafaf69becbe0", + "prepared_review_unit_hash": "bfbc17b2cb8d41c6b262186264b3a51abb6509ca1c9541040c2f3ca5a1a1dc90", "component_budget": { - "node_count": 406, - "item_count": 406, - "soft_pair_count": 1515, - "serialized_chars": 782188, - "estimated_input_tokens": 195547, - "estimated_eval_tokens": 391350 + "node_count": 407, + "item_count": 407, + "soft_pair_count": 1521, + "serialized_chars": 784896, + "estimated_input_tokens": 196224, + "estimated_eval_tokens": 392704 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 27, - "serialized_chars": 35905, - "estimated_input_tokens": 8977, - "estimated_eval_tokens": 18210 + "soft_pair_count": 29, + "serialized_chars": 36553, + "estimated_input_tokens": 9139, + "estimated_eval_tokens": 18534 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "Most candidate pairs are unrelated despite superficial topical similarity. The only clear duplicate-style pair is the tokenizer added-token spacing / slow-vs-fast inconsistency report.", - "confidence": 0.71, - "canonical_issue_reason": "issue:28218 is the clearest representative of the one true duplicate pair: it states the concrete tokenizer spacing bug directly and is open with inbound references, while issue:29159 reads like the same slow/fast tokenizer inconsistency from a different angle.", + "summary": "This cluster is mostly a loose collection of unrelated Transformers issues spanning tokenizers, processors, model loading, training, and docs. None of the proposed soft edges look like true duplicates of the same underlying bug/change, so the cluster does not have a strong single canonical duplicate.", + "confidence": 0.96, + "canonical_issue_reason": "If a representative issue is needed, issue 45701 is the broadest open report here and the closest to the shared tokenizer-regression theme, but the cluster overall is not a true duplicate set.", "canonical_pr_reason": null, - "best_issue_reason": "issue:28218 is the best issue to keep as the primary tracker because it is specific, actionable, and matches its paired duplicate closely; the rest of the set is too heterogeneous to serve as a single canonical cluster representative.", + "best_issue_reason": "Issue 45701 is the best single anchor only because it is broad, open, and user-facing; however, it still does not represent the many unrelated problems in this cluster.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:44561", - "right": "issue:45020", + "left": "issue:41720", + "right": "issue:44991", "accept": false, - "reason": "Both mention remote_code breakage, but 45020 is a broad umbrella report while 44561 is a specific helper-removal regression; not clearly the same underlying bug." + "reason": "Different bugs: CUDA assert during Qwen3 auto-device-mapping vs tokenizer loading failure for EMBEDDIA/est-roberta." }, { - "left": "issue:30064", - "right": "issue:36331", + "left": "issue:45584", + "right": "issue:45834", + "accept": false, + "reason": "Whisper empty-transcription failure after align_special_tokens is unrelated to Kosmos2.5 OCR long-input index errors." + }, + { + "left": "issue:39692", + "right": "issue:45834", "accept": false, - "reason": "Image segmentation-map processing and CustomTrainer compute_loss are unrelated subsystems and failure modes." + "reason": "SigLIP2 doc-example errors are a docs/example problem, not the same as Kosmos2.5 OCR index handling." }, { "left": "issue:44821", "right": "issue:45084", "accept": false, - "reason": "AutoImageProcessor URL loading and Jinja/template compilation errors are different problems with no shared code path." + "reason": "AutoImageProcessor URL loading and template-compilation errors are different code paths and failure modes." }, { "left": "issue:44485", "right": "issue:44509", "accept": false, - "reason": "GLM-5 RoPE implementation and docs referencing removed pipeline tasks are unrelated." + "reason": "GLM-5 RoPE implementation discussion is not the same as docs still referencing removed pipeline tasks." + }, + { + "left": "issue:43644", + "right": "issue:43749", + "accept": false, + "reason": "Non-persistent buffer junk in v5 is unrelated to FSDP CPU RAM efficient loading." + }, + { + "left": "issue:44186", + "right": "issue:44442", + "accept": false, + "reason": "Tokenizer crashes on NER/padding are unrelated to AutoTokenizer failing to load a specific tokenizer class." }, { "left": "issue:44479", "right": "issue:45834", "accept": false, - "reason": "Both concern vision/audio-style inputs, but they target different models and distinct indexing/regression failures." + "reason": "Video-input regression in VL models is not the same as Kosmos2.5 OCR long-input index errors." }, { "left": "issue:43606", "right": "issue:45072", "accept": false, - "reason": "CPU-offload device mismatch and bfloat16 dtype mismatch are different bugs even if both are inference-related." + "reason": "Bark CPU offload device mismatch and dtype mismatches in other models are different bugs." }, { - "left": "issue:43825", - "right": "issue:43827", + "left": "issue:43577", + "right": "issue:43582", "accept": false, - "reason": "Both are about v5 pipeline removals, but one is a runtime error message and the other is stale documentation; related, not the same bug." + "reason": "BLIP2 dtype preservation and Apple Silicon warmup TypeError affect different subsystems." }, { - "left": "issue:44186", - "right": "issue:44442", + "left": "issue:44805", + "right": "issue:44936", "accept": false, - "reason": "NER/batched-padding tokenizer crashes and FastSpeech2ConformerTokenizer loading failure are unrelated tokenizer issues." + "reason": "Mask/index shape mismatch is a different concrete failure from trainer.evaluate() breaking after train()." }, { - "left": "issue:34634", - "right": "issue:36010", + "left": "issue:43825", + "right": "issue:43827", "accept": false, - "reason": "BarkProcessor voice_preset and GenerationMixin import failure are unrelated." + "reason": "They are related to v5 pipeline removals, but one is an error-message bug and the other is stale docs; not the same change." }, { - "left": "issue:43577", - "right": "issue:43582", + "left": "issue:44671", + "right": "issue:45701", "accept": false, - "reason": "Blip2 dtype propagation and AppleSilicon allocator warmup TypeError are unrelated." + "reason": "CamemBERT MLM prediction regression is not the same as a generic version-induced tokenization change report." }, { - "left": "issue:44805", - "right": "issue:44936", + "left": "issue:34634", + "right": "issue:36010", "accept": false, - "reason": "Mask/index shape mismatch during model use and trainer.evaluate() failing after train() are different symptoms with no clear shared code path." + "reason": "BarkProcessor voice_preset failure and GenerationMixin import error are unrelated." }, { "left": "issue:28218", "right": "issue:29159", - "accept": true, - "reason": "Both describe the same tokenizer behavior bug: added tokens/slow-vs-fast tokenizer behavior causes an extra space or inconsistent spacing after token insertion." + "accept": false, + "reason": "Added-token spacing and broad slow/fast tokenizer inconsistency may overlap conceptually, but they are not clearly the same bug." }, { "left": "issue:44610", "right": "issue:45072", "accept": false, - "reason": "OmDet-Turbo processor image-size mismatch and dtype mismatch in other models are unrelated." + "reason": "OmDet-Turbo processor size mismatch is unrelated to dtype mismatches in SwitchTransformers/TimmWrapperModel." }, { - "left": "issue:43452", - "right": "issue:44991", + "left": "issue:43782", + "right": "issue:45325", "accept": false, - "reason": "GGUF loading breakage and EMBEDDIA/est-roberta tokenizer loading failure are both loading issues but not the same concrete failure." + "reason": "Qwen3VL weight_only loading failure and Qwen2.5-VL RoPE position scaling are different issues." }, { - "left": "issue:43720", - "right": "issue:45072", + "left": "issue:42175", + "right": "issue:45081", "accept": false, - "reason": "Packed-weight unpacking under accelerate and dtype mismatches are different code paths and failures." + "reason": "Missing TensorFlow in a pip extra and a Mistral tokenizer regex crash are unrelated." }, { - "left": "issue:42175", - "right": "issue:45081", + "left": "issue:43720", + "right": "issue:45072", "accept": false, - "reason": "Backend extras installation and a Mistral tokenizer regex crash are unrelated." + "reason": "Packed-weight unpacking during accelerate loading is not the same as dtype mismatch inference bugs." }, { - "left": "issue:43404", - "right": "issue:43782", + "left": "issue:43749", + "right": "issue:44291", "accept": false, - "reason": "Mistral3 tied-lm-head weights and Qwen3VL weight_only loading are separate model-specific bugs." - }, - { - "left": "issue:43650", - "right": "issue:43906", - "accept": false, - "reason": "A low-signal placeholder issue and an isolated reproduction of another issue are not duplicates." + "reason": "FSDP CPU RAM efficient loading and init_empty_weights argument handling are different loading paths." }, { "left": "issue:45081", "right": "issue:45406", "accept": false, - "reason": "Mistral tokenizer patching crash and Gemma4Processor missing _tokenizer are different attribute errors in different components." + "reason": "Mistral regex patch backend-tokenizer error and Gemma4Processor missing _tokenizer are distinct attribute errors in different components." }, { - "left": "issue:44671", - "right": "issue:45701", + "left": "issue:43650", + "right": "issue:43906", "accept": false, - "reason": "CamemBERT masked LM regression and a broad 'tokenization changes' report are too general to treat as the same concrete bug." + "reason": "A placeholder issue title is not evidence of the same bug as an isolated reproduction of another issue." }, { - "left": "issue:43582", - "right": "issue:44857", + "left": "issue:44060", + "right": "issue:44368", "accept": false, - "reason": "AppleSilicon allocator TypeError and CUDA float16 loss crash are unrelated runtime failures." + "reason": "Incorrect tied-weights handling in Qwen3-Next is not the same as a warning about tie_word_embeddings during LoRA fine-tuning." }, { - "left": "issue:44060", - "right": "issue:44368", + "left": "issue:43582", + "right": "issue:44857", "accept": false, - "reason": "Incorrect tied-weights warning across layers and a user-facing warning about tie_word_embeddings are not the same issue." + "reason": "Apple Silicon allocator warmup TypeError and LwDetrImageLoss AMP crashes are unrelated." }, { "left": "issue:43262", "right": "issue:43819", "accept": false, - "reason": "Audio chat-template sampling-rate default and DAC latent/forward mismatch are unrelated audio-model bugs." + "reason": "Audio chat-template sampling-rate defaults and DAC forward/from_latents mismatch are different bugs." }, { "left": "issue:43526", "right": "issue:43697", "accept": false, - "reason": "BEiT fast image-processor label reduction and RTDetrV2 output differences are different problems." + "reason": "BeitImageProcessorFast label reduction is unrelated to RTDetrV2 output differences in v5." }, { - "left": "issue:45084", - "right": "issue:45538", + "left": "issue:43526", + "right": "issue:44554", "accept": false, - "reason": "Template compilation TypeError and an extreme model_max_length value are unrelated tokenizer/template issues." + "reason": "BeitImageProcessorFast label handling and an MPS attention correctness issue do not share the same code path." }, { - "left": "issue:43742", - "right": "issue:45020", + "left": "issue:34634", + "right": "issue:36331", "accept": false, - "reason": "A key error loading one model and a broad remote_code regression report are not clearly the same underlying bug." + "reason": "BarkProcessor voice_preset failure is unrelated to CustomTrainer.compute_loss signature breakage." }, { - "left": "issue:43653", - "right": "issue:44912", + "left": "issue:45084", + "right": "issue:45538", "accept": false, - "reason": "BigBirdTokenizer special-token registration and MXFP4 quantization fallback are unrelated." + "reason": "Template-node compilation errors have nothing to do with CLIPTokenizer model_max_length." } ] }, - "evaluator_result": { - "accept": true, - "feedback": "The summary is grounded in the packet, and the pair verdicts are conservative overall. The only accepted soft pair, issue:28218 vs issue:29159, is plausibly the same tokenizer spacing/slow-vs-fast inconsistency bug from the titles alone. The rest of the rejections avoid overclaiming and stay cautious." - }, - "evaluator_used": true, + "evaluator_result": null, + "evaluator_used": false, "retried": false, - "accepted_nontrivial_soft_edge": true, + "accepted_nontrivial_soft_edge": false, "error_kind": null, "error_message": null }, @@ -5260,16 +5277,15 @@ "component_index": 1, "component_count": 17, "review_unit_index": 17, - "review_unit_count": 47, + "review_unit_count": 48, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-406", + "cluster_id": "cluster-10000-407", "nodes": [ "issue:34567", - "issue:34634", "issue:36010", "issue:36331", "issue:38175", @@ -5280,287 +5296,290 @@ "issue:43262", "issue:43329", "issue:43450", + "issue:43452", "issue:43454", - "issue:43526", "issue:43531", "issue:43550", "issue:43577", - "issue:43606", "issue:43638", "issue:43643", - "issue:43644", "issue:43645", + "issue:43653", + "issue:43696", "issue:43720", + "issue:43742", "issue:43746", "issue:43749", "issue:43819", "issue:43854", "issue:43927", - "issue:44291", + "issue:43931", "issue:44479", - "issue:44554", "issue:44568", "issue:44589", "issue:44610", + "issue:44756", "issue:44811", - "issue:44849", "issue:44912", "issue:44936", "issue:44977", + "issue:44991", + "issue:45020", "issue:45042", "issue:45356", "issue:45459", "issue:45488", "issue:45600", - "issue:45701", "issue:45759", - "issue:45803", - "issue:45859" + "issue:45803" ], "soft_pairs": [ + "issue:43742|issue:45020", "issue:43329|issue:45600", + "issue:43653|issue:44912", "issue:45459|issue:45803", - "issue:43644|issue:43749", "issue:43638|issue:44936", + "issue:43452|issue:44991", "issue:43746|issue:44811", "issue:44589|issue:45042", "issue:38175|issue:44610", - "issue:43854|issue:44977", "issue:43819|issue:43927", + "issue:43854|issue:44977", "issue:39692|issue:44912", "issue:36010|issue:43645", + "issue:43257|issue:43329", "issue:43550|issue:44912", "issue:43720|issue:44610", - "issue:43526|issue:44554", - "issue:34634|issue:36331", "issue:43454|issue:43577", - "issue:43749|issue:44291", - "issue:43262|issue:44811", + "issue:43257|issue:43696", + "issue:43329|issue:44479", "issue:43531|issue:45042", - "issue:43257|issue:43329", + "issue:43262|issue:44811", + "issue:42490|issue:43257", "issue:36010|issue:36331", + "issue:43749|issue:44756", "issue:44568|issue:45356", - "issue:42490|issue:43257", "issue:43643|issue:45759", - "issue:43329|issue:44479", - "issue:34567|issue:40990", "issue:43329|issue:43450", + "issue:34567|issue:40990", "issue:44568|issue:45488", - "issue:43606|issue:45859", - "issue:44849|issue:45701" + "issue:43257|issue:43931" ], - "prepared_review_unit_hash": "0a18c0fa98ede7063a0f563b4e2ceedaf6678aaeccdb56c046d2b2788b3529c0", + "prepared_review_unit_hash": "6ec5175b5743d63f21f05b566a238002800f5fb49d2bdd95b0c3ccec866b6f16", "component_budget": { - "node_count": 406, - "item_count": 406, - "soft_pair_count": 1515, - "serialized_chars": 782188, - "estimated_input_tokens": 195547, - "estimated_eval_tokens": 391350 + "node_count": 407, + "item_count": 407, + "soft_pair_count": 1521, + "serialized_chars": 784896, + "estimated_input_tokens": 196224, + "estimated_eval_tokens": 392704 }, "budget": { - "node_count": 48, - "item_count": 48, + "node_count": 47, + "item_count": 47, "soft_pair_count": 30, - "serialized_chars": 37090, - "estimated_input_tokens": 9273, - "estimated_eval_tokens": 18802 + "serialized_chars": 36443, + "estimated_input_tokens": 9111, + "estimated_eval_tokens": 18478 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "Mostly unrelated issue set; only the two Qwen video-input reports look like the same underlying regression in the video multimodal path.", - "confidence": 0.79, - "canonical_issue_reason": "issue:44479 is the broader, more user-facing regression report covering video input failures across multiple Qwen VL variants; issue:43329 appears to be the narrower root-cause bug in the same video token/counting path.", + "summary": "This cluster is mostly a set of distinct Transformers regressions across different models and subsystems. None of the soft-linked pairs look like the same concrete bug/change, so I rejected all of them. If one issue must serve as the representative umbrella, issue 45020 is the broadest loading-regression report, but it still is not a duplicate of the others.", + "confidence": 0.82, + "canonical_issue_reason": "Issue 45020 is the broadest, most umbrella-like report in the set: it describes a general recent-version regression affecting remote_code model loading, which is the closest fit for representing the cluster as a whole.", "canonical_pr_reason": null, - "best_issue_reason": "issue:44479 best represents the cluster because it captures the shared impact across several models and is the clearest standalone duplicate target for the accepted soft edge.", + "best_issue_reason": "Issue 45020 is the best overall representative because it is broad, well-scoped as a regression report, and closer to the common theme of loading failures than the more model-specific issues.", "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "issue:43742", + "right": "issue:45020", + "accept": false, + "reason": "Both are loading-related, but one is a specific KeyError for MobileLLM-125M while the other is a broad remote_code regression; not the same concrete failure." + }, { "left": "issue:43329", "right": "issue:45600", "accept": false, - "reason": "Different bugs: one is a VLM video-token counting failure, the other is a stale auto-mapping reference breaking CI." + "reason": "One is a multimodal video-token counting bug, the other is a broken auto-mapping entry for removed configs; different code paths and symptoms." }, { - "left": "issue:45459", - "right": "issue:45803", + "left": "issue:43653", + "right": "issue:44912", "accept": false, - "reason": "Both involve error handling, but they are different code paths and different failures; not the same bug." + "reason": "Tokenizer special-token registration and MXFP4 quantization fallback are unrelated bugs." }, { - "left": "issue:43644", - "right": "issue:43749", + "left": "issue:45459", + "right": "issue:45803", "accept": false, - "reason": "Both are loading-related regressions, but one is junk non-persistent buffers and the other is FSDP CPU RAM efficient loading." + "reason": "Both involve unsafe exception handling, but they are in different functions with different failure modes and cannot be treated as the same bug." }, { "left": "issue:43638", "right": "issue:44936", "accept": false, - "reason": "Trainer-related symptoms, but they involve different failures and likely different root causes." + "reason": "A Zero3/non-pretrained-BERT IndexError is distinct from trainer.evaluate() failing after train(); different lifecycle and root cause." + }, + { + "left": "issue:43452", + "right": "issue:44991", + "accept": false, + "reason": "Both concern from_pretrained/tokenizer loading, but one is gguf_file handling across APIs and the other is a specific tokenizer regression for EMBEDDIA/est-roberta." }, { "left": "issue:43746", "right": "issue:44811", "accept": false, - "reason": "Unrelated: PEFT/local checkpoint loading versus Whisper batch_decode skipping special tokens." + "reason": "Local checkpoint loading for PEFT adapters is unrelated to Whisper batch_decode ignoring skip_special_tokens." }, { "left": "issue:44589", "right": "issue:45042", "accept": false, - "reason": "Different subsystems and failures; float8 storage lookup is not the same as torchvision import requirements." + "reason": "A missing Float8 storage type is a tensor/storage issue, not the torchvision dependency regression in image processors." }, { "left": "issue:38175", "right": "issue:44610", "accept": false, - "reason": "Both are vision/model issues, but one is zero probabilities and the other is processor output size mismatch." + "reason": "Both are vision-model mismatches, but they affect different models and different processor/model expectations." }, { - "left": "issue:43854", - "right": "issue:44977", + "left": "issue:43819", + "right": "issue:43927", "accept": false, - "reason": "Different model-specific runtime problems; no shared concrete code path." + "reason": "DAC latent reconstruction mismatch and DiaConfig token-ID loss are separate model/config bugs." }, { - "left": "issue:43819", - "right": "issue:43927", + "left": "issue:43854", + "right": "issue:44977", "accept": false, - "reason": "Different bugs: DAC latent reconstruction versus DiaConfig token ID persistence." + "reason": "Different models and different failures: GLM-4.7-Flash loading in tests vs Qwen3.5 flash-attention generation regression." }, { "left": "issue:39692", "right": "issue:44912", "accept": false, - "reason": "Documentation example errors versus MXFP4 quantization fallback are unrelated." + "reason": "A docs-example model/processor mismatch plus quantization failure is not the same as a GPT-oss MXFP4 loading fallback." }, { "left": "issue:36010", "right": "issue:43645", "accept": false, - "reason": "Both touch transformer loading/import behavior, but they are separate regressions." + "reason": "GenerationMixin import removal and custom-model initialization in Jupyter are unrelated breakages." + }, + { + "left": "issue:43257", + "right": "issue:43329", + "accept": false, + "reason": "Qwen3 MoE weight conversion/loading with accelerate+deepspeed is unrelated to the multimodal video-token helper bug." }, { "left": "issue:43550", - "right": "issue:44912", + "right": "issue:45042", "accept": false, - "reason": "Different model/runtime issues; torch.compile SDPA failure is unrelated to quantization fallback." + "reason": "Torch.compile/SDPA on Bamba is unrelated to image-processor torchvision requirements." }, { "left": "issue:43720", "right": "issue:44610", "accept": false, - "reason": "Packed-weight loading bug versus processor image-size mismatch are unrelated." + "reason": "Packed-weight unpacking for BitNet under accelerate and OmDet-Turbo processor shape mismatch are different issues." }, { - "left": "issue:43526", - "right": "issue:44554", + "left": "issue:43454", + "right": "issue:43577", "accept": false, - "reason": "Different components and symptoms; Beit label reduction is unrelated to MPS attention correctness." + "reason": "Garbage text from untied lm_head weights is not the same as dtype propagation remaining float32 for Blip2." }, { - "left": "issue:34634", - "right": "issue:36331", + "left": "issue:43257", + "right": "issue:43696", "accept": false, - "reason": "Different trainer/processor issues with no shared root cause." + "reason": "MoE weight conversion/loading and CUDA OOM on GPT-oss-20b are unrelated." }, { - "left": "issue:43454", - "right": "issue:43577", + "left": "issue:43329", + "right": "issue:44479", "accept": false, - "reason": "Weight tying failure versus dtype propagation issue; not the same bug." + "reason": "Both mention video-related behavior, but one is a specific undefined-symbol bug in token counting and the other is a broader video-input regression across several Qwen variants; not enough evidence for same underlying fix." }, { - "left": "issue:43749", - "right": "issue:44291", + "left": "issue:43531", + "right": "issue:45042", "accept": false, - "reason": "Both are loading-related, but the underlying failures are distinct." + "reason": "Qwen3-MoE sliding_window behavior and PIL-backend torchvision dependency are unrelated." }, { "left": "issue:43262", "right": "issue:44811", "accept": false, - "reason": "Audio chat-template sampling-rate defaulting and Whisper decode behavior are different issues." - }, - { - "left": "issue:43531", - "right": "issue:45042", - "accept": false, - "reason": "Qwen3-MoE sliding_window behavior is unrelated to PIL backend torchvision imports." + "reason": "Audio chat-template sampling-rate defaults and Whisper batch_decode skip_special_tokens handling affect different APIs and different output stages." }, { - "left": "issue:43257", - "right": "issue:43329", + "left": "issue:42490", + "right": "issue:43257", "accept": false, - "reason": "Accelerate/deepspeed weight conversion bug versus VLM video-token counting bug." + "reason": "Trailing-slash local path warning is unrelated to Qwen3 MoE weight conversion/loading." }, { "left": "issue:36010", "right": "issue:36331", "accept": false, - "reason": "Import error for GenerationMixin and CustomTrainer signature change are unrelated." + "reason": "Importing GenerationMixin and compute_loss receiving num_items_in_batch are separate API breakages." }, { - "left": "issue:44568", - "right": "issue:45356", + "left": "issue:43749", + "right": "issue:44756", "accept": false, - "reason": "Both tokenizer regressions, but they affect different tokenizers and different failure modes." + "reason": "FSDP CPU RAM efficient loading and disabling mmap on Strix Halo are both memory/loading themed, but they are different mechanisms and different fixes." }, { - "left": "issue:42490", - "right": "issue:43257", + "left": "issue:44568", + "right": "issue:45356", "accept": false, - "reason": "Local-path import warning and Qwen3 MOE weight conversion are unrelated." + "reason": "Two tokenizer regressions, but they affect different tokenizers with different underlying issues (special tokens vs codec/regex handling)." }, { "left": "issue:43643", "right": "issue:45759", "accept": false, - "reason": "Both concern config handling, but one is trust_remote_code field loss and the other is composite text_config unwrapping." - }, - { - "left": "issue:43329", - "right": "issue:44479", - "accept": true, - "reason": "Same underlying video-input regression in the Qwen VL/video multimodal path; 43329 gives a concrete root-cause in the video token-counting branch, while 44479 is the broader user-facing regression report." + "reason": "Missing fields from AutoConfig with trust_remote_code is different from AutoModelForCausalLM not unwrapping text_config in composite multimodal configs." }, { "left": "issue:43329", "right": "issue:43450", "accept": false, - "reason": "Different video-processing problems: token counting versus batched processor output shape." + "reason": "Both involve video/multimodal processing, but one is token counting and the other is batched processor output shape." }, { - "left": "issue:44568", - "right": "issue:45488", + "left": "issue:34567", + "right": "issue:40990", "accept": false, - "reason": "Both are tokenizer-related, but they describe different models and different regressions." + "reason": "TrainerState num_input_tokens_seen not updating is unrelated to GPT-oss-20b perplexity on WikiText-2." }, { - "left": "issue:43606", - "right": "issue:45859", + "left": "issue:44568", + "right": "issue:45488", "accept": false, - "reason": "Different model/offload failures; CPU offload device mismatch is not the same as rotary embedding incompatibility." + "reason": "Different tokenizer failures: missing BOS/EOS insertion versus LlamaTokenizer overriding ByteLevel pre-tokenizer behavior." }, { - "left": "issue:44849", - "right": "issue:45701", + "left": "issue:43257", + "right": "issue:43931", "accept": false, - "reason": "A specific Qwen3.5 hidden-state bug is not the same as the broad tokenization version-change report." + "reason": "Qwen3 MoE loading with accelerate+deepspeed and Qwen3-VL weight-shape mismatch are different model-loading bugs." } ] }, - "evaluator_result": { - "accept": true, - "feedback": "The summary is grounded in the packet, and the soft-edge decisions are conservative overall. The only accepted pair\u201443329 vs 44479\u2014is plausibly the same Qwen video-input regression, with 44479 as the broader user-facing report and 43329 as the narrower root-cause issue. The other verdicts stay appropriately cautious and do not overclaim equivalence." - }, - "evaluator_used": true, + "evaluator_result": null, + "evaluator_used": false, "retried": false, - "accepted_nontrivial_soft_edge": true, + "accepted_nontrivial_soft_edge": false, "error_kind": null, "error_message": null }, @@ -5569,324 +5588,323 @@ "component_index": 1, "component_count": 17, "review_unit_index": 18, - "review_unit_count": 47, + "review_unit_count": 48, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-406", + "cluster_id": "cluster-10000-407", "nodes": [ "issue:24643", + "issue:28282", "issue:29159", "issue:33357", "issue:34567", - "issue:36331", + "issue:34689", "issue:38175", "issue:41720", + "issue:42175", "issue:42915", "issue:43257", "issue:43317", "issue:43404", "issue:43452", - "issue:43493", "issue:43540", "issue:43577", "issue:43582", - "issue:43646", - "issue:43696", + "issue:43606", "issue:43697", "issue:43742", "issue:43749", "issue:43756", + "issue:43824", "issue:43906", "issue:43927", - "issue:43931", - "issue:43994", "issue:44062", "issue:44291", "issue:44479", + "issue:44488", "issue:44560", - "issue:44737", "issue:44821", + "issue:44849", "issue:44898", "issue:44912", + "issue:44938", "issue:44987", "issue:44991", "issue:45042", "issue:45072", - "issue:45081", "issue:45137", "issue:45357", "issue:45381", "issue:45405", "issue:45538", - "issue:45588", - "issue:45823", + "issue:45701", + "issue:45859", "issue:45907", "issue:45987" ], "soft_pairs": [ + "issue:43606|issue:45859", + "issue:44849|issue:45701", "issue:43697|issue:45357", "issue:29159|issue:34567", - "issue:43257|issue:43931", - "issue:42915|issue:43742", + "issue:44987|issue:45538", "issue:44291|issue:45042", - "issue:41720|issue:43540", + "issue:42915|issue:43742", + "issue:42915|issue:44821", "issue:43452|issue:43582", + "issue:44479|issue:45381", + "issue:41720|issue:43540", "issue:33357|issue:34567", + "issue:42915|issue:45538", + "issue:43257|issue:43756", "issue:43927|issue:44912", - "issue:42915|issue:44821", - "issue:44479|issue:45381", "issue:44987|issue:45907", - "issue:43540|issue:44479", - "issue:44987|issue:45538", + "issue:42175|issue:43824", "issue:43540|issue:44560", - "issue:42915|issue:45538", + "issue:43540|issue:44479", "issue:43317|issue:45538", + "issue:44062|issue:44991", + "issue:43577|issue:45072", + "issue:42175|issue:44938", "issue:38175|issue:44898", + "issue:42175|issue:44488", "issue:43404|issue:45987", - "issue:24643|issue:29159", - "issue:43577|issue:45072", "issue:45137|issue:45405", - "issue:43257|issue:43756", - "issue:43742|issue:44291", - "issue:43257|issue:43696", - "issue:44062|issue:44991", - "issue:43540|issue:45823", - "issue:44737|issue:45588", + "issue:24643|issue:29159", "issue:43906|issue:45381", - "issue:43646|issue:43749", - "issue:34567|issue:36331", - "issue:43493|issue:43994", - "issue:44062|issue:45081" + "issue:43742|issue:44291", + "issue:42915|issue:43749", + "issue:28282|issue:34689" ], - "prepared_review_unit_hash": "ab87eb423de804c35d5c4683efd39456ad689b89fc6cfb21e966cdabd5b9c3e5", + "prepared_review_unit_hash": "5ab132d929eec97e2490fdbb57868c245dbe7d3d441f7777938ed2590e5a1b2b", "component_budget": { - "node_count": 406, - "item_count": 406, - "soft_pair_count": 1515, - "serialized_chars": 782188, - "estimated_input_tokens": 195547, - "estimated_eval_tokens": 391350 + "node_count": 407, + "item_count": 407, + "soft_pair_count": 1521, + "serialized_chars": 784896, + "estimated_input_tokens": 196224, + "estimated_eval_tokens": 392704 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 33, - "serialized_chars": 37682, - "estimated_input_tokens": 9421, - "estimated_eval_tokens": 19098 + "soft_pair_count": 32, + "serialized_chars": 37178, + "estimated_input_tokens": 9295, + "estimated_eval_tokens": 18846 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is mostly heterogeneous, with only two convincing duplicate subpairs: a Qwen video-input regression pair and a SigLIP2 output-discrepancy pair. Most other soft links are broad-topic similarity only and do not look mergeable into the same concrete fix.", - "confidence": 0.73, - "canonical_issue_reason": "Issue 44479 is the broadest representative of the clearest duplicate-like subcluster (Qwen video-input regressions) and directly covers one of the strongest soft matches (45381).", + "summary": "This cluster is mostly unrelated Transformers bug reports that share only broad subsystem similarity. The only convincing duplicate-like pair is the Qwen 5.3.0 video-input regression, where one issue is a broader umbrella for the other.", + "confidence": 0.82, + "canonical_issue_reason": "issue:44479 is the best umbrella candidate: it describes the broad v5.3.0 Qwen video-input regression across multiple model variants and naturally subsumes the narrower qwen2.5-vl report.", "canonical_pr_reason": null, - "best_issue_reason": "Issue 44479 is the best representative issue because it has the widest scope within the only coherent subcluster and is most likely to absorb nearby video-regression duplicates.", + "best_issue_reason": "issue:44479 is the strongest representative of the cluster because it is the broadest, most explicit regression report in the only near-duplicate pair.", "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "issue:43606", + "right": "issue:45859", + "accept": false, + "reason": "Both involve CPU offload/device mismatch, but they are different model-specific failures and do not look like the same bug." + }, + { + "left": "issue:44849", + "right": "issue:45701", + "accept": false, + "reason": "Different symptoms and scopes: one is an output_hidden_states bug in Qwen3.5, the other is a tokenizer-version behavior change." + }, { "left": "issue:43697", "right": "issue:45357", "accept": false, - "reason": "Different bugs: GPT-oss OOM during inference vs Qwen3.5 save_pretrained writing wrong visual encoder keys." + "reason": "Unrelated problems: RTDetrV2 output divergence vs Qwen3.5 save_pretrained visual-key regression." }, { "left": "issue:29159", "right": "issue:34567", "accept": false, - "reason": "Tokenizer consistency bug and TrainerState token-count update bug are unrelated." - }, - { - "left": "issue:43257", - "right": "issue:43931", - "accept": false, - "reason": "Both involve Qwen3 loading, but one is MoE weight conversion with accelerate/deepspeed while the other is a weight-shape mismatch for Qwen3-VL; not the same fix." + "reason": "Tokenizer slow/fast inconsistency and TrainerState token counting are different code paths and different failures." }, { - "left": "issue:42915", - "right": "issue:43742", + "left": "issue:44987", + "right": "issue:45538", "accept": false, - "reason": "FineGrainedFP8Config failure for Qwen3Moe and a MobileLLM key error are distinct loading issues." + "reason": "A model-loading failure for one repo versus a CLIPTokenizer max-length bug; too broad and not the same underlying issue." }, { "left": "issue:44291", "right": "issue:45042", "accept": false, - "reason": "init_empty_weights argument handling and PIL image-processor torchvision requirements are unrelated." + "reason": "One is an init_empty_weights argument incompatibility, the other is an image-processor torchvision dependency regression." }, { - "left": "issue:41720", - "right": "issue:43540", + "left": "issue:42915", + "right": "issue:43742", + "accept": false, + "reason": "Different model families and different errors: FP8 config failure vs MobileLLM key error." + }, + { + "left": "issue:42915", + "right": "issue:44821", "accept": false, - "reason": "Different Qwen3 problems: device-mapping cuda assert vs video-input ValueError in another model path." + "reason": "Qwen3Moe FP8 loading and AutoImageProcessor-from-URL are unrelated." }, { "left": "issue:43452", "right": "issue:43582", "accept": false, - "reason": "GGUF tokenizer/model loading and Apple Silicon caching allocator warmup are unrelated." + "reason": "Tokenizer/model gguf loading bug versus Apple Silicon allocator warmup TypeError; no shared code-path bug." }, { - "left": "issue:33357", - "right": "issue:34567", + "left": "issue:44479", + "right": "issue:45381", + "accept": true, + "reason": "Both report the same Qwen 5.3.0 video-input regression; 45381 is a narrower qwen2.5-vl manifestation of the broader issue in 44479." + }, + { + "left": "issue:41720", + "right": "issue:43540", "accept": false, - "reason": "MacOS CLIP bus error and TrainerState token counting are unrelated." + "reason": "Different Qwen variants and different failures: auto device-mapping cudaErrorAssert vs video-input ValueError." }, { - "left": "issue:43927", - "right": "issue:44912", + "left": "issue:33357", + "right": "issue:34567", "accept": false, - "reason": "DiaConfig save/load token-id loss is unrelated to MXFP4 quantization fallback." + "reason": "MacOS bus error on CLIP model load and TrainerState token tracking are unrelated." }, { "left": "issue:42915", - "right": "issue:44821", + "right": "issue:45538", "accept": false, - "reason": "Qwen3Moe FP8 loading failure and AutoImageProcessor URL loading are unrelated." + "reason": "Qwen3Moe FP8 loading failure is not the same as CLIPTokenizer model_max_length behavior." }, { - "left": "issue:44479", - "right": "issue:45381", - "accept": true, - "reason": "Same underlying Qwen video-input regression; 45381 is a specific manifestation of the broader position-id bug described in 44479." + "left": "issue:43257", + "right": "issue:43756", + "accept": false, + "reason": "Qwen3 MOE weight conversion under accelerate/deepspeed is unrelated to Smollm3 RoPE layer dropping." }, { - "left": "issue:44987", - "right": "issue:45907", + "left": "issue:43927", + "right": "issue:44912", "accept": false, - "reason": "Model-loading regression for a repo and a list_repo_files revision-forwarding bug are different issues." + "reason": "Config save/load custom token IDs causing IndexError is not the same as MXFP4 quantization fallback." }, { - "left": "issue:43540", - "right": "issue:44479", + "left": "issue:44987", + "right": "issue:45907", "accept": false, - "reason": "Both mention video inputs, but the titles point to different model families and different failure modes; not enough evidence of one concrete shared bug." + "reason": "Different bugs: model loading failure for a repo versus list_repo_files not forwarding revision." }, { - "left": "issue:44987", - "right": "issue:45538", + "left": "issue:42175", + "right": "issue:43824", "accept": false, - "reason": "Tokenizer load failure and CLIPTokenizer model_max_length bug are different problems." + "reason": "Packaging/backend install issue versus missing Qwen2_5_VL export; not the same defect." }, { "left": "issue:43540", "right": "issue:44560", "accept": false, - "reason": "Both are Qwen video-input issues, but the affected models and error signatures differ enough that they do not clearly look like one bug." + "reason": "Both are video-input issues, but they affect different Qwen model families and different failure modes." }, { - "left": "issue:42915", - "right": "issue:45538", + "left": "issue:43540", + "right": "issue:44479", "accept": false, - "reason": "Qwen3Moe FP8 loading and CLIPTokenizer max-length behavior are unrelated." + "reason": "Same broad video-input area, but different model families and not clearly the same concrete bug." }, { "left": "issue:43317", "right": "issue:45538", "accept": false, - "reason": "Device-map/offload loading failure and tokenizer max-length bug are unrelated." - }, - { - "left": "issue:38175", - "right": "issue:44898", - "accept": false, - "reason": "Different vision-model correctness bugs with no concrete shared code path." - }, - { - "left": "issue:43404", - "right": "issue:45987", - "accept": false, - "reason": "Tied lm_head weights in Mistral3 and StaticCache sequence-length type mismatch are unrelated." + "reason": "Device-map/offload loading failure and CLIPTokenizer max-length bug are unrelated." }, { - "left": "issue:24643", - "right": "issue:29159", + "left": "issue:44062", + "right": "issue:44991", "accept": false, - "reason": "DeepSpeed training weight-dimension error and tokenizer consistency issue are unrelated." + "reason": "AddedToken special-argument TypeError and a specific tokenizer-loading failure are not clearly the same underlying issue." }, { "left": "issue:43577", "right": "issue:45072", "accept": false, - "reason": "Both are dtype-related, but they affect different model classes and different code paths." - }, - { - "left": "issue:45137", - "right": "issue:45405", - "accept": false, - "reason": "ZeRO3 deque error and PEFT version bump are unrelated." + "reason": "Both mention dtype, but one is Blip2 dtype propagation and the other is inference mismatches in different models." }, { - "left": "issue:43257", - "right": "issue:43756", + "left": "issue:42175", + "right": "issue:44938", "accept": false, - "reason": "Qwen3 MoE weight-conversion failure and Smollm3 RoPE-layer discrepancy are unrelated." + "reason": "Backend installation/TensorFlow packaging issue versus Python 3.14 import failure; different problems." }, { - "left": "issue:43742", - "right": "issue:44291", + "left": "issue:38175", + "right": "issue:44898", "accept": false, - "reason": "Different model-loading regressions with no common bug signature." + "reason": "Different vision models and different symptoms: zero probabilities vs non-default-resolution failure." }, { - "left": "issue:43257", - "right": "issue:43696", + "left": "issue:42175", + "right": "issue:44488", "accept": false, - "reason": "Qwen3 MoE loading/conversion bug and GPT-oss OOM are unrelated." + "reason": "A backend dependency/install issue is not the same as a specific model load failure." }, { - "left": "issue:44062", - "right": "issue:44991", + "left": "issue:43404", + "right": "issue:45987", "accept": false, - "reason": "Tokenizer constructor TypeError and a specific tokenizer loading regression are similar in area but not clearly the same bug." + "reason": "lm_head weight tying and StaticCache sequence-length contract are unrelated code paths." }, { - "left": "issue:43540", - "right": "issue:45823", + "left": "issue:45137", + "right": "issue:45405", "accept": false, - "reason": "Both involve device or video handling, but the models and failure modes differ." + "reason": "DeepSpeed ZeRO3 deque error and an unreleased PEFT version bump are unrelated." }, { - "left": "issue:44737", - "right": "issue:45588", + "left": "issue:24643", + "right": "issue:29159", "accept": false, - "reason": "XLNet CPU-placement bug and flash_attention s_aux handling are unrelated." + "reason": "DeepSpeed training weight-shape error and tokenizer slow/fast inconsistency are different bugs." }, { "left": "issue:43906", "right": "issue:45381", "accept": false, - "reason": "A reproduction of a different issue and a Qwen video regression are not the same underlying bug." + "reason": "An isolated reproduction of another issue and a Qwen2.5-vl video regression are not the same artifact." }, { - "left": "issue:43646", - "right": "issue:43749", + "left": "issue:43742", + "right": "issue:44291", "accept": false, - "reason": "Custom model initialization breakage and FSDP CPU RAM-efficient loading are unrelated." + "reason": "MobileLLM loading key error and init_empty_weights argument incompatibility are different failure modes." }, { - "left": "issue:43493", - "right": "issue:43994", - "accept": true, - "reason": "Same SigLIP2 correctness issue: 43994 describes the downstream nonsensical outputs caused by the HF/JAX implementation discrepancy in 43493." + "left": "issue:42915", + "right": "issue:43749", + "accept": false, + "reason": "Qwen3Moe FP8 loading and FSDP_CPU_RAM_EFFICIENT_LOADING are different training/loading issues." }, { - "left": "issue:44062", - "right": "issue:45081", + "left": "issue:28282", + "right": "issue:34689", "accept": false, - "reason": "Tokenizer AddedToken kwarg conflict and Mistral regex patch/backend_tokenizer crash are different tokenizer failures." + "reason": "Missing PyTorch environment error and Llama 3.2 Vision model loading regression are unrelated." } ] }, "evaluator_result": { "accept": true, - "feedback": "The summary is grounded in the packet and stays conservative. The two accepted soft pairs are well supported by the issue titles and descriptions (44479/45381 and 43493/43994), and the rejections avoid overclaiming similarity where only broad topical overlap is present. The cluster characterization as mostly heterogeneous is also reasonable." + "feedback": "The summary is grounded in the packet: the only clearly related pair is 44479/45381, and describing 44479 as the broader umbrella is conservative. The other soft-edge rejections stay within the evidence and do not overstate duplicate status." }, "evaluator_used": true, "retried": false, @@ -5899,281 +5917,267 @@ "component_index": 1, "component_count": 17, "review_unit_index": 19, - "review_unit_count": 47, + "review_unit_count": 48, "status": "reviewed", "reason": null, "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-406", + "cluster_id": "cluster-10000-407", "nodes": [ + "issue:24643", "issue:28282", "issue:29127", - "issue:34689", - "issue:36010", + "issue:34567", + "issue:36331", "issue:41762", - "issue:42175", "issue:43452", + "issue:43493", "issue:43526", "issue:43531", - "issue:43577", + "issue:43540", "issue:43582", "issue:43643", + "issue:43688", "issue:43697", "issue:43720", "issue:43742", "issue:43749", "issue:43756", - "issue:43824", + "issue:43782", + "issue:43994", + "issue:44062", "issue:44291", "issue:44484", "issue:44488", "issue:44514", "issue:44589", - "issue:44625", "issue:44704", - "issue:44756", + "issue:44737", "issue:44792", "issue:44821", - "issue:44843", - "issue:44877", "issue:44898", "issue:44936", - "issue:44938", "issue:44964", - "issue:44977", "issue:45042", "issue:45081", "issue:45216", - "issue:45290", "issue:45325", "issue:45357", "issue:45375", "issue:45381", "issue:45405", "issue:45479", + "issue:45588", "issue:45600", + "issue:45823", "issue:45920" ], "soft_pairs": [ - "issue:43749|issue:44756", - "issue:36010|issue:42175", - "issue:45357|issue:45920", - "issue:42175|issue:43824", + "issue:44737|issue:45588", + "issue:43540|issue:45823", + "issue:43582|issue:43782", + "issue:43526|issue:45479", + "issue:43756|issue:45325", + "issue:43493|issue:43994", + "issue:28282|issue:29127", + "issue:34567|issue:36331", + "issue:44062|issue:45081", "issue:44291|issue:44821", - "issue:44792|issue:44964", + "issue:45357|issue:45920", "issue:43643|issue:45375", "issue:43452|issue:44488", + "issue:44792|issue:44964", "issue:45042|issue:45081", - "issue:28282|issue:34689", "issue:43742|issue:44589", - "issue:43526|issue:45479", - "issue:43756|issue:45325", + "issue:43531|issue:44821", "issue:45405|issue:45600", "issue:43697|issue:45216", - "issue:43531|issue:44821", - "issue:28282|issue:29127", "issue:44514|issue:45381", "issue:43720|issue:44898", - "issue:43582|issue:44977", - "issue:44484|issue:44704", - "issue:44625|issue:44877", - "issue:44514|issue:45290", - "issue:42175|issue:44938", + "issue:43688|issue:43749", "issue:41762|issue:44936", - "issue:43452|issue:43577", - "issue:43452|issue:44843" + "issue:44484|issue:44704", + "issue:24643|issue:29127" ], - "prepared_review_unit_hash": "788566eb40f0592aff304aa0d4654938c3392fb4e3c726170eedaf1e9999de6e", + "prepared_review_unit_hash": "acf176ec2ad1a9317ff2fc2820c28d3f49f690d7985094c12cd8b851051cc768", "component_budget": { - "node_count": 406, - "item_count": 406, - "soft_pair_count": 1515, - "serialized_chars": 782188, - "estimated_input_tokens": 195547, - "estimated_eval_tokens": 391350 + "node_count": 407, + "item_count": 407, + "soft_pair_count": 1521, + "serialized_chars": 784896, + "estimated_input_tokens": 196224, + "estimated_eval_tokens": 392704 }, "budget": { "node_count": 47, "item_count": 47, - "soft_pair_count": 27, - "serialized_chars": 35558, - "estimated_input_tokens": 8890, - "estimated_eval_tokens": 18036 + "soft_pair_count": 25, + "serialized_chars": 34999, + "estimated_input_tokens": 8750, + "estimated_eval_tokens": 17756 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is a heterogeneous set of closed Transformers issues covering many unrelated bugs and regressions. None of the soft pairs look like the same underlying defect, so I reject all soft merges. The broadest representative issue is the gguf/from_pretrained loading regression, but it is still not a true duplicate hub for the others.", - "confidence": 0.93, - "canonical_issue_reason": "issue:43452 is the broadest representative of the cluster because it covers core model/tokenizer loading failures in from_pretrained paths, but the surrounding issues are mostly unrelated, model-specific, or API-specific bugs rather than duplicates.", + "summary": "This cluster is not a duplicate set: it mixes unrelated bugs across model loading, tokenization, trainers, config serialization, multimodal processors, and backend/device issues. No single issue is a safe canonical anchor.", + "confidence": 0.99, + "canonical_issue_reason": null, "canonical_pr_reason": null, - "best_issue_reason": "issue:43452 is the best overall issue to represent the cluster because it spans both AutoTokenizer and AutoModel loading failures and is the closest thing here to a central loading-regression theme.", + "best_issue_reason": "No good cluster representative: the items span many different code paths and model families, so selecting one issue as the cluster lead would be misleading.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:43749", - "right": "issue:44756", + "left": "issue:44737", + "right": "issue:45588", "accept": false, - "reason": "Different symptoms and code paths: FSDP CPU RAM-efficient loading vs disabling mmap on Strix Halo OOM." + "reason": "XLNet CPU allocation bug vs flash_attention s_aux=None crash; different subsystems and fixes." }, { - "left": "issue:36010", - "right": "issue:42175", + "left": "issue:43540", + "right": "issue:45823", "accept": false, - "reason": "Unrelated problems: GenerationMixin import failure vs TensorFlow backend missing from a torch install." + "reason": "Qwen3OmniMoe video-processing ValueError vs Gemma4 device-map forward mismatch; unrelated models/code paths." }, { - "left": "issue:45357", - "right": "issue:45920", + "left": "issue:43582", + "right": "issue:43782", "accept": false, - "reason": "Different regressions: Qwen3.5 save_pretrained visual key bug vs tokenizer ID corruption across several models." + "reason": "Apple Silicon caching_allocator TypeError vs Qwen3VL weight_only load error; not the same bug." }, { - "left": "issue:42175", - "right": "issue:43824", + "left": "issue:43526", + "right": "issue:45479", "accept": false, - "reason": "Different areas: backend packaging for TensorFlow vs missing Qwen2.5-VL class export." + "reason": "BeitImageProcessorFast label reduction bug vs sequence-classification zero-loss regression; different behavior entirely." }, { - "left": "issue:44291", - "right": "issue:44821", + "left": "issue:43756", + "right": "issue:45325", "accept": false, - "reason": "Different bugs: init_empty_weights argument handling vs loading AutoImageProcessor from a URL." + "reason": "Smollm3 RoPE-layer omission vs Qwen2.5-VL temporal position-id scaling; different models and code paths." }, { - "left": "issue:44792", - "right": "issue:44964", + "left": "issue:43493", + "right": "issue:43994", "accept": false, - "reason": "Both are model-loading failures, but they affect different models and likely different underlying paths." + "reason": "Both are about SigLIP2, but one is JAX/HF parity while the other is bad AutoModel/pipeline outputs; not clearly one concrete fix." }, { - "left": "issue:43643", - "right": "issue:45375", + "left": "issue:28282", + "right": "issue:29127", "accept": false, - "reason": "Generic trust_remote_code field loss is not the same bug as Qwen3_5MoeVisionConfig dropping a specific field under @strict." + "reason": "Missing PyTorch import error vs LayoutLMv3 box-info message clarity; unrelated failure modes." }, { - "left": "issue:43452", - "right": "issue:44488", + "left": "issue:34567", + "right": "issue:36331", "accept": false, - "reason": "Both involve loading, but one is a gguf/from_pretrained regression and the other is a specific model load failure." + "reason": "TrainerState token counter not updating vs CustomTrainer.compute_loss signature mismatch; separate trainer issues." }, { - "left": "issue:45042", + "left": "issue:44062", "right": "issue:45081", "accept": false, - "reason": "Different subsystems: PIL backend torchvision dependency vs Mistral regex patch crash." - }, - { - "left": "issue:28282", - "right": "issue:34689", - "accept": false, - "reason": "Missing PyTorch import error is unrelated to the Llama 3.2 Vision loading regression." - }, - { - "left": "issue:43742", - "right": "issue:44589", - "accept": false, - "reason": "Different failure modes: MobileLLM key error vs missing Float8 storage object." + "reason": "AddedToken special-arg duplication vs Mistral regex/backend_tokenizer attribute error; tokenization-related but distinct bugs." }, { - "left": "issue:43526", - "right": "issue:45479", + "left": "issue:44291", + "right": "issue:44821", "accept": false, - "reason": "One is a BeitImageProcessorFast label reduction bug; the other is a multi-model zero-loss classification bug." + "reason": "Unexpected _is_hf_initialized argument during init_empty_weights vs AutoImageProcessor URL loading; unrelated loaders." }, { - "left": "issue:43756", - "right": "issue:45325", + "left": "issue:45357", + "right": "issue:45920", "accept": false, - "reason": "Different models and different position/RoPE bugs; not the same concrete issue." + "reason": "Qwen3.5 save_pretrained visual-key regression vs AutoTokenizer wrong token IDs across models; different APIs and code paths." }, { - "left": "issue:45405", - "right": "issue:45600", + "left": "issue:43643", + "right": "issue:45375", "accept": false, - "reason": "Dependency version bump is unrelated to stale auto_mappings references breaking CI." + "reason": "Generic AutoConfig remote-code field loss vs a specific Qwen3_5MoeVisionConfig strict-field omission; similar theme, but not the same concrete bug." }, { - "left": "issue:43697", - "right": "issue:45216", + "left": "issue:43452", + "right": "issue:44488", "accept": false, - "reason": "RTDetrV2 output drift and Qwen3.5 save_pretrained key corruption are separate regressions." + "reason": "Generic gguf_file breakage vs one model failing to load; no evidence they share the same underlying defect." }, { - "left": "issue:43531", - "right": "issue:44821", + "left": "issue:44792", + "right": "issue:44964", "accept": false, - "reason": "Sliding-window behavior in Qwen3-MoE is unrelated to loading AutoImageProcessor from a URL." + "reason": "Janus image-generation test failure vs Phi-4 multimodal load failure; both multimodal, but different models and errors." }, { - "left": "issue:28282", - "right": "issue:29127", + "left": "issue:45042", + "right": "issue:45081", "accept": false, - "reason": "ImportError due to missing PyTorch is not the same as improving LayoutLMv3 box-validation error messages." + "reason": "PIL backend unexpectedly requiring torchvision vs Mistral tokenizer regex crash; unrelated components." }, { - "left": "issue:44514", - "right": "issue:45381", + "left": "issue:43742", + "right": "issue:44589", "accept": false, - "reason": "Both involve Qwen2.5-VL, but one is chat template batching and the other is video vision_position_ids; different bugs." + "reason": "MobileLLM key error vs missing Float8 storage object; both load-time failures but not the same code path." }, { - "left": "issue:43720", - "right": "issue:44898", + "left": "issue:43531", + "right": "issue:44821", "accept": false, - "reason": "BitNet packed-weight loading and Perceiver positional interpolation are unrelated." + "reason": "Qwen3-MoE sliding_window issue vs AutoImageProcessor URL loading; unrelated." }, { - "left": "issue:43582", - "right": "issue:44977", + "left": "issue:45405", + "right": "issue:45600", "accept": false, - "reason": "Apple Silicon allocator warmup TypeError is unrelated to Qwen3.5 flash-attention generation." + "reason": "PEFT minimum-version bump problem vs stale auto_mappings references; separate maintenance issues." }, { - "left": "issue:44484", - "right": "issue:44704", + "left": "issue:43697", + "right": "issue:45216", "accept": false, - "reason": "save_pretrained shard-size behavior is unrelated to AutoProcessor kwargs forwarding." + "reason": "RTDetrV2 inference regression vs Qwen3.5 save_pretrained regression; different APIs and fixes." }, { - "left": "issue:44625", - "right": "issue:44877", + "left": "issue:44514", + "right": "issue:45381", "accept": false, - "reason": "Qwen3.5 num_labels propagation and granite_speech strict config loading are separate config bugs." + "reason": "Qwen2.5-VL processor batching crash vs Qwen2.5-VL video position-id bug; same family, but different failures and code paths." }, { - "left": "issue:44514", - "right": "issue:45290", + "left": "issue:43720", + "right": "issue:44898", "accept": false, - "reason": "Both hit apply_chat_template, but they fail on different inputs and likely different edge cases." + "reason": "BitNet packed-weight loading bug vs Perceiver interpolation failure; unrelated models." }, { - "left": "issue:42175", - "right": "issue:44938", + "left": "issue:43688", + "right": "issue:43749", "accept": false, - "reason": "TensorFlow backend packaging and Python 3.14 import failure are not the same issue." + "reason": "Aux-loss normalization bug vs FSDP CPU RAM-efficient loading breakage; different subsystems." }, { "left": "issue:41762", "right": "issue:44936", "accept": false, - "reason": "DeepSpeed ZeRO-3 model loading error and trainer.evaluate() after train() are different failures." + "reason": "Gemma3 DeepSpeed ZeRO-3 load index error vs trainer.evaluate() after train() failure; unrelated." }, { - "left": "issue:43452", - "right": "issue:43577", + "left": "issue:44484", + "right": "issue:44704", "accept": false, - "reason": "gguf/from_pretrained loading failure is unrelated to Blip2 dtype propagation." + "reason": "save_pretrained shard-size question vs AutoProcessor kwargs forwarding bug; different APIs." }, { - "left": "issue:43452", - "right": "issue:44843", + "left": "issue:24643", + "right": "issue:29127", "accept": false, - "reason": "gguf/from_pretrained loading failure is unrelated to offline mistral regex patch behavior." + "reason": "DeepSpeed training weight-dimension RuntimeError vs LayoutLMv3 error-message clarity; not the same issue." } ] }, @@ -6189,38 +6193,34 @@ "component_index": 1, "component_count": 17, "review_unit_index": 20, - "review_unit_count": 47, + "review_unit_count": 48, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-406", + "cluster_id": "cluster-10000-407", "nodes": [ - "issue:24643", "issue:28282", - "issue:29127", "issue:29159", "issue:30064", "issue:32090", "issue:33357", "issue:33666", - "issue:34567", "issue:35141", "issue:38175", "issue:41720", - "issue:43122", "issue:43295", - "issue:43504", + "issue:43452", "issue:43531", - "issue:43550", "issue:43577", "issue:43643", + "issue:43646", "issue:43653", "issue:43688", "issue:43697", - "issue:43720", "issue:43742", + "issue:43749", "issue:43819", "issue:43906", "issue:43927", @@ -6228,270 +6228,268 @@ "issue:44442", "issue:44464", "issue:44466", + "issue:44493", + "issue:44514", "issue:44561", "issue:44568", - "issue:44610", + "issue:44625", "issue:44743", "issue:44811", "issue:44843", + "issue:44877", "issue:44936", - "issue:44977", "issue:44991", "issue:45005", + "issue:45290", "issue:45356", "issue:45440", "issue:45491", - "issue:45588", + "issue:45701", + "issue:45704", "issue:45823", - "issue:46002" + "issue:46002", + "issue:46050" ], "soft_pairs": [ - "issue:44466|issue:45005", + "issue:44625|issue:44877", + "issue:43452|issue:43577", + "issue:43452|issue:44843", + "issue:44514|issue:45290", "issue:43295|issue:45356", + "issue:44466|issue:45005", + "issue:44493|issue:46050", "issue:43819|issue:44811", - "issue:24643|issue:29127", "issue:44936|issue:45823", - "issue:38175|issue:43295", "issue:43653|issue:44361", - "issue:44361|issue:44442", + "issue:38175|issue:43295", "issue:30064|issue:33666", + "issue:44361|issue:44442", + "issue:43688|issue:45440", "issue:43653|issue:44568", + "issue:44464|issue:44743", + "issue:41720|issue:43906", + "issue:45491|issue:46002", "issue:43577|issue:43697", + "issue:43688|issue:45704", + "issue:28282|issue:32090", + "issue:28282|issue:33357", "issue:43643|issue:44561", "issue:44843|issue:44991", - "issue:41720|issue:43906", - "issue:44464|issue:44743", - "issue:29159|issue:33357", - "issue:43653|issue:43927", - "issue:45491|issue:46002", - "issue:43531|issue:43742", - "issue:43550|issue:43927", - "issue:44464|issue:44977", - "issue:43688|issue:45440", - "issue:43550|issue:44361", - "issue:43577|issue:45588", - "issue:43504|issue:43550", - "issue:43504|issue:43720", - "issue:32090|issue:34567", - "issue:43504|issue:44610", - "issue:43122|issue:43906", "issue:28282|issue:35141", - "issue:32090|issue:33666" + "issue:43646|issue:43749", + "issue:43688|issue:45701", + "issue:43653|issue:43927", + "issue:29159|issue:33357", + "issue:43531|issue:43742" ], - "prepared_review_unit_hash": "862d6cbd124dcc0ce3d8d958763fc17a541bb1ca3df187d31ebb96116cc02a89", + "prepared_review_unit_hash": "72b2427b403a7fee0e234d4e4e07516d86e7806b6b03ee6791c3e469e57e2c8c", "component_budget": { - "node_count": 406, - "item_count": 406, - "soft_pair_count": 1515, - "serialized_chars": 782188, - "estimated_input_tokens": 195547, - "estimated_eval_tokens": 391350 + "node_count": 407, + "item_count": 407, + "soft_pair_count": 1521, + "serialized_chars": 784896, + "estimated_input_tokens": 196224, + "estimated_eval_tokens": 392704 }, "budget": { - "node_count": 47, - "item_count": 47, - "soft_pair_count": 31, - "serialized_chars": 36592, - "estimated_input_tokens": 9148, - "estimated_eval_tokens": 18552 + "node_count": 48, + "item_count": 48, + "soft_pair_count": 30, + "serialized_chars": 36759, + "estimated_input_tokens": 9190, + "estimated_eval_tokens": 18636 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "The cluster is highly heterogeneous: tokenizer regressions, model-loading bugs, trainer/device-mapping issues, and unrelated model-specific failures. None of the soft pairs are strong enough to merge as true duplicates, so I rejected all of them. The most substantial and broadly documented issue here is the v5 tied-weights regression.", - "confidence": 0.93, - "canonical_issue_reason": "issue:45005 is the broadest, most detailed user-facing regression report in the set, centered on tied-weights behavior in v5 and likely the best anchor for triage.", + "summary": "This is a loose transformer issue cluster with several tokenizer/loading regressions, but the soft edges are mostly superficial matches rather than true duplicates.", + "confidence": 0.79, + "canonical_issue_reason": "issue:44843 is the clearest anchor in the cluster: it reports a concrete `AutoTokenizer.from_pretrained` regression in a common loading path, and it sits in the densest tokenizer/loading subset of the soft similarities.", "canonical_pr_reason": null, - "best_issue_reason": "issue:45005 has the strongest writeup and the widest apparent impact among the listed issues, making it the best overall issue candidate in this cluster.", + "best_issue_reason": "issue:44843 is the best overall representative because it is specific, reproducible, and broadly relevant to the shared loading/tokenizer theme without being overly narrow.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:44466", - "right": "issue:45005", + "left": "issue:44625", + "right": "issue:44877", "accept": false, - "reason": "Both mention tied weights, but one is a device-dependent serialization problem and the other is a broader translation-model regression; not clearly the same bug." + "reason": "Both are config-related, but one is about `num_labels` propagation and the other is about strict config loading for `granite_speech`; different bugs and code paths." }, { - "left": "issue:43295", - "right": "issue:45356", + "left": "issue:43452", + "right": "issue:43577", "accept": false, - "reason": "Both are tokenizer regressions, but they affect different models and failure modes (processor/tokenizer API breakage vs codec/mistral-regex issues)." + "reason": "`gguf_file` loading breakage and Blip2 dtype preservation are unrelated issues, despite both involving model loading." }, { - "left": "issue:43819", - "right": "issue:44811", + "left": "issue:43452", + "right": "issue:44843", "accept": false, - "reason": "Different subsystems entirely: DAC latent reconstruction vs Whisper batch decoding behavior." + "reason": "Both touch loading entrypoints, but `gguf_file` breaks tokenizer/model loading while 44843 is an offline-mode regression from an unconditional `model_info()` call; not the same defect." }, { - "left": "issue:24643", - "right": "issue:29127", + "left": "issue:44514", + "right": "issue:45290", "accept": false, - "reason": "DeepSpeed training weight-shape error and LayoutLMv3 box-related error-message clarity are unrelated." + "reason": "Both involve `apply_chat_template`, but the failures are different: batched input with `padding=False` versus assistant tool-call messages with no content." }, { - "left": "issue:44936", - "right": "issue:45823", + "left": "issue:43295", + "right": "issue:45356", "accept": false, - "reason": "Trainer evaluate-after-train failure and Gemma4 device-mismatch are different code paths and symptoms." + "reason": "A `processor.tokenizer` regression and a Kimi tokenizer codec/regex regression are different problems in different code paths." }, { - "left": "issue:38175", - "right": "issue:43295", + "left": "issue:44466", + "right": "issue:45005", "accept": false, - "reason": "Siglip2 zero-probabilities and a processor/tokenizer regression are unrelated model-specific bugs." + "reason": "Both mention tied weights, but one is serialization/device-dependent `lm_head.weight` behavior and the other is a translation-model tied-weights issue; not the same bug." }, { - "left": "issue:43653", - "right": "issue:44361", + "left": "issue:44493", + "right": "issue:46050", "accept": false, - "reason": "Both involve tokenizers, but the BigBird special-token bug and MLuke task AttributeError are different failures." + "reason": "An unexpected position-id key warning and quantized save/load breakage are distinct failures." }, { - "left": "issue:44361", - "right": "issue:44442", + "left": "issue:43819", + "right": "issue:44811", "accept": false, - "reason": "These are distinct tokenizer-loading/usage problems for different tokenizers and call paths." + "reason": "DAC latent reconstruction mismatch and Whisper `batch_decode` skipping special tokens are unrelated model/processor bugs." }, { - "left": "issue:30064", - "right": "issue:33666", + "left": "issue:44936", + "right": "issue:45823", "accept": false, - "reason": "Image-processing segmentation-map handling and Qwen2-VL multi-GPU training are not the same issue." + "reason": "Trainer evaluate-after-train behavior and Gemma4 `device_map=\"auto\"` forward device mismatch are different issues." }, { "left": "issue:43653", - "right": "issue:44568", + "right": "issue:44361", "accept": false, - "reason": "Both are special-token related, but they concern different tokenizers and different missing-token behavior." + "reason": "BigBird special-token registration and MLuke tokenizer task AttributeError are different tokenizer bugs." }, { - "left": "issue:43577", - "right": "issue:43697", + "left": "issue:38175", + "right": "issue:43295", "accept": false, - "reason": "Blip2 dtype loading and RTDetrV2 output divergence are unrelated model bugs." + "reason": "SigLIP2 zero-probability outputs and custom processor/tokenizer regression are unrelated." }, { - "left": "issue:43643", - "right": "issue:44561", + "left": "issue:30064", + "right": "issue:33666", "accept": false, - "reason": "Both mention trust_remote_code, but one is missing config fields while the other is a v5 API removal breakage." + "reason": "Void segmentation-map processing and Qwen2-VL multi-GPU training are not the same underlying bug." }, { - "left": "issue:44843", - "right": "issue:44991", + "left": "issue:44361", + "right": "issue:44442", "accept": false, - "reason": "Offline mistral-regex patching and tokenizer load failure for a specific model are different loading regressions." + "reason": "MLuke tokenizer task failures and AutoTokenizer failing to load FastSpeech2ConformerTokenizer are distinct tokenizer-loading issues." }, { - "left": "issue:41720", - "right": "issue:43906", + "left": "issue:43688", + "right": "issue:45440", "accept": false, - "reason": "A800 auto device-mapping cuda assert and an isolated reproduction of another issue are not enough to treat as duplicates." + "reason": "Incorrect auxiliary-loss normalization and DeepseekV3MoE divergence are both MoE-related but not the same concrete code-path problem." }, { - "left": "issue:44464", - "right": "issue:44743", + "left": "issue:43653", + "right": "issue:44568", "accept": false, - "reason": "Chunked generation with compiled forward and Qwen3_5 recurrent-state reset are different generation-path bugs." + "reason": "A missing special-token registration bug and `add_special_tokens=True` not adding BOS/EOS are related in theme only." }, { - "left": "issue:29159", - "right": "issue:33357", + "left": "issue:44464", + "right": "issue:44743", "accept": false, - "reason": "Tokenizer inconsistency and a MacOS bus error with a CLIP model are unrelated." + "reason": "Chunked generation inconsistencies with compiled forward and recurrent-state reset behavior under cache are different generation bugs." }, { - "left": "issue:43653", - "right": "issue:43927", + "left": "issue:41720", + "right": "issue:43906", "accept": false, - "reason": "BigBird special-token registration and DiaConfig token-ID persistence are different tokenizer/config issues." + "reason": "Qwen3 auto-device-map CUDA assert and a reproduction of another issue are not enough to establish the same underlying defect." }, { "left": "issue:45491", "right": "issue:46002", "accept": false, - "reason": "Both mention NaNs, but one is a sliding-window attention embedding issue and the other is about classification head initialization/checkpointing." + "reason": "Gemma3 NaNs from sliding-window/all-padding batches and NaNs in classification heads after checkout/init are different failures." }, { - "left": "issue:43531", - "right": "issue:43742", - "accept": false, - "reason": "Qwen3-MoE sliding_window behavior and a MobileLLM loading key error are not the same underlying bug." - }, - { - "left": "issue:43550", - "right": "issue:43927", + "left": "issue:43577", + "right": "issue:43697", "accept": false, - "reason": "torch.compile with SDPA on Bamba and DiaConfig token-ID loss are unrelated." + "reason": "Blip2 dtype propagation and RTDetrV2 output divergence in v5 are unrelated." }, { - "left": "issue:44464", - "right": "issue:44977", + "left": "issue:43688", + "right": "issue:45704", "accept": false, - "reason": "Compiled chunked generation inconsistency and Qwen3.5 flash-attention generation failure are different problems." + "reason": "Aux-loss normalization and a T5 RMSNorm memory leak are separate issues." }, { - "left": "issue:43688", - "right": "issue:45440", + "left": "issue:28282", + "right": "issue:32090", "accept": false, - "reason": "Auxiliary-loss normalization in MoE models and DeepseekV3MoE divergence from remote code are related only at a broad theme level, not the same concrete bug." + "reason": "Missing PyTorch import and `_gpu_broadcast_one` receiving `NoneType` are unrelated." }, { - "left": "issue:43550", - "right": "issue:44361", + "left": "issue:28282", + "right": "issue:33357", "accept": false, - "reason": "torch.compile/SDPA on Bamba is unrelated to MLuke tokenizer AttributeError." + "reason": "PyTorch import failure and a MacOS bus error with a CLIP model are different bugs." }, { - "left": "issue:43577", - "right": "issue:45588", + "left": "issue:43643", + "right": "issue:44561", "accept": false, - "reason": "Blip2 dtype casting and flash_attention s_aux=None handling are different issues." + "reason": "Missing fields in `AutoConfig.from_pretrained` and removal of `is_torch_fx_available` breaking remote-code models are distinct trust-remote-code regressions." }, { - "left": "issue:43504", - "right": "issue:43550", + "left": "issue:44843", + "right": "issue:44991", "accept": false, - "reason": "Beit legacy-field loading and Bamba torch.compile/SDPA failure are unrelated model bugs." + "reason": "Both are tokenizer-loading regressions, but 44843 is an offline-mode `_patch_mistral_regex` problem while 44991 is a separate failure loading EMBEDDIA/est-roberta." }, { - "left": "issue:43504", - "right": "issue:43720", + "left": "issue:28282", + "right": "issue:35141", "accept": false, - "reason": "Legacy-field loading for Beit and packed-weight unpacking for BitNet are different loading paths." + "reason": "PyTorch not found and output embedding reinitialization after resizing token embeddings are unrelated." }, { - "left": "issue:32090", - "right": "issue:34567", + "left": "issue:43646", + "right": "issue:43749", "accept": false, - "reason": "Trainer GPU broadcast type error and TrainerState token-count tracking are distinct trainer issues." + "reason": "Custom model initialization breakage and FSDP CPU RAM efficient loading are different bugs." }, { - "left": "issue:43504", - "right": "issue:44610", + "left": "issue:43688", + "right": "issue:45701", "accept": false, - "reason": "Beit pretrained loading and OmDet-Turbo input-size mismatch are unrelated." + "reason": "Incorrect auxiliary-loss normalization and version-dependent tokenization changes do not describe the same issue." }, { - "left": "issue:43122", - "right": "issue:43906", + "left": "issue:43653", + "right": "issue:43927", "accept": false, - "reason": "Tokenizer-version behavior change and an isolated reproduction of another issue are not enough to merge." + "reason": "BigBird special-token registration and DiaConfig losing custom token IDs after save/load are separate serialization/tokenization bugs." }, { - "left": "issue:28282", - "right": "issue:35141", + "left": "issue:29159", + "right": "issue:33357", "accept": false, - "reason": "PyTorch import missing and tied-embedding reinitialization are unrelated." + "reason": "Slow/fast tokenizer inconsistency and a MacOS bus error on a CLIP model are not duplicates." }, { - "left": "issue:32090", - "right": "issue:33666", + "left": "issue:43531", + "right": "issue:43742", "accept": false, - "reason": "Trainer broadcast/type handling and Qwen2-VL multi-GPU training are different problems." + "reason": "Qwen3-MoE sliding-window behavior and a MobileLLM loading KeyError are different code paths and symptoms." } ] }, @@ -6507,289 +6505,324 @@ "component_index": 1, "component_count": 17, "review_unit_index": 21, - "review_unit_count": 47, + "review_unit_count": 48, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-406", + "cluster_id": "cluster-10000-407", "nodes": [ - "issue:28282", + "issue:28218", "issue:32090", "issue:33357", "issue:33666", + "issue:34567", "issue:36010", "issue:36331", "issue:39692", "issue:41720", + "issue:43122", "issue:43262", + "issue:43278", "issue:43295", - "issue:43334", "issue:43452", "issue:43493", + "issue:43504", "issue:43525", "issue:43540", + "issue:43550", "issue:43572", "issue:43577", "issue:43606", "issue:43688", "issue:43720", "issue:43742", - "issue:43749", "issue:43756", "issue:43825", + "issue:43906", "issue:43927", "issue:44361", "issue:44451", "issue:44464", + "issue:44466", "issue:44479", - "issue:44488", "issue:44554", "issue:44568", + "issue:44610", "issue:44625", "issue:44821", - "issue:44843", "issue:44849", "issue:44913", - "issue:44964", "issue:44977", - "issue:45083", - "issue:45200", - "issue:45229", "issue:45357", - "issue:45405", - "issue:45704", - "issue:45803", + "issue:45588", "issue:45812", - "issue:45987" + "issue:45823", + "issue:46002", + "issue:46050" ], "soft_pairs": [ + "issue:43550|issue:43927", + "issue:44464|issue:44977", + "issue:43550|issue:44361", + "issue:44479|issue:44625", + "issue:43577|issue:45588", + "issue:43577|issue:44554", + "issue:43122|issue:43906", + "issue:43504|issue:43550", + "issue:43504|issue:43720", + "issue:32090|issue:34567", + "issue:43504|issue:44610", + "issue:41720|issue:44464", + "issue:44466|issue:46050", "issue:43452|issue:44451", + "issue:32090|issue:33666", "issue:43742|issue:44821", - "issue:41720|issue:44464", + "issue:45823|issue:46050", + "issue:43278|issue:43688", "issue:33666|issue:36010", "issue:43606|issue:43927", "issue:43493|issue:43825", "issue:43720|issue:43927", "issue:44849|issue:45357", - "issue:43262|issue:43295", "issue:43525|issue:43572", + "issue:44625|issue:46002", "issue:43756|issue:44913", - "issue:28282|issue:33357", + "issue:43262|issue:43295", "issue:44568|issue:45812", - "issue:28282|issue:32090", - "issue:43688|issue:43749", "issue:43720|issue:44361", "issue:33666|issue:36331", "issue:39692|issue:43493", - "issue:43577|issue:44554", - "issue:43540|issue:44977", - "issue:44964|issue:45405", - "issue:44479|issue:44625", - "issue:45803|issue:45987", - "issue:43688|issue:45704", - "issue:43334|issue:43572", - "issue:43756|issue:45083", - "issue:45200|issue:45229", - "issue:44488|issue:44843" + "issue:28218|issue:33357", + "issue:43540|issue:44977" ], - "prepared_review_unit_hash": "ba92f0c082560d72e22770331c6185f3728d8e38aeecccae9e47a06a6cc8b3d6", + "prepared_review_unit_hash": "cdab8b7111bd337d4535ad20dd9d4627afe7f91f06700b63cfa43116817f5b77", "component_budget": { - "node_count": 406, - "item_count": 406, - "soft_pair_count": 1515, - "serialized_chars": 782188, - "estimated_input_tokens": 195547, - "estimated_eval_tokens": 391350 + "node_count": 407, + "item_count": 407, + "soft_pair_count": 1521, + "serialized_chars": 784896, + "estimated_input_tokens": 196224, + "estimated_eval_tokens": 392704 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 28, - "serialized_chars": 36255, - "estimated_input_tokens": 9064, - "estimated_eval_tokens": 18384 + "soft_pair_count": 33, + "serialized_chars": 37658, + "estimated_input_tokens": 9415, + "estimated_eval_tokens": 19086 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "The items are a mixed bag of unrelated model-loading, tokenizer, training, and device/runtime regressions. None of the provided soft pairs look like true duplicates or mergeable PR-equivalents; they mostly share broad subsystems or model families only.", - "confidence": 0.91, - "canonical_issue_reason": "issue:45812 is the strongest canonical issue candidate: it describes a concrete, silent tokenizer regression with broad impact across all Granite models and a clear failure mode.", + "summary": "The set is heterogeneous, and none of the suggested soft pairs looks like the same underlying bug/change. Most links are broad \u201csimilar symptom\u201d matches across different models, configs, or subsystems rather than true duplicates.", + "confidence": 0.95, + "canonical_issue_reason": "No single canonical issue stands out; the items span unrelated tokenizer, training, loading, generation, vision, and config regressions.", "canonical_pr_reason": null, - "best_issue_reason": "issue:45812 is the best issue to anchor this set because it is specific, user-facing, and broadly applicable within one regression family.", + "best_issue_reason": "No issue is globally suitable as a duplicate hub because the cluster does not share one concrete failure mode or code path.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:43452", - "right": "issue:44451", + "left": "issue:43550", + "right": "issue:43927", "accept": false, - "reason": "Both are load/import failures, but they concern different models and different root causes; not the same bug." + "reason": "Different failures: Bamba torch.compile/SDPA vs DiaConfig save/load token-id loss and generation IndexError." }, { - "left": "issue:43742", - "right": "issue:44821", - "accept": false, - "reason": "Different object types and failure paths: MobileLLM key error vs AutoImageProcessor URL loading." + "left": "issue:44464", + "right": "issue:44977", + "accept": false, + "reason": "Both are generation bugs, but one is compiled-forward inconsistency and the other is flash-attention behavior in Qwen3.5; not the same code path." }, { - "left": "issue:41720", - "right": "issue:44464", + "left": "issue:43550", + "right": "issue:44361", "accept": false, - "reason": "Unrelated: auto device mapping CUDA assert on Qwen3 vs chunked generation inconsistency with compiled forward." + "reason": "Unrelated subsystems: model compile/attention backend vs MLukeTokenizer task AttributeError." }, { - "left": "issue:33666", - "right": "issue:36010", + "left": "issue:44479", + "right": "issue:44625", "accept": false, - "reason": "Multi-GPU training for Qwen2-VL and a GenerationMixin import error are distinct issues." + "reason": "Both involve Qwen3.5-family models, but one is a video-input regression and the other is num_labels propagation; distinct bugs." }, { - "left": "issue:43606", - "right": "issue:43927", + "left": "issue:43577", + "right": "issue:45588", "accept": false, - "reason": "Different models and bugs: CPU offload device mismatch vs DiaConfig token ID persistence." + "reason": "Blip2 dtype-loading issue is unrelated to flash_attention.py crashing on s_aux=None." }, { - "left": "issue:43493", - "right": "issue:43825", + "left": "issue:43577", + "right": "issue:44554", "accept": false, - "reason": "SigLIP2 implementation discrepancy is unrelated to the pipeline translation-task error message." + "reason": "Different problem domains: model dtype loading vs an MPS attention correctness issue." }, { - "left": "issue:43720", - "right": "issue:43927", + "left": "issue:43122", + "right": "issue:43906", "accept": false, - "reason": "Packed-weight loading bug for BitNet is unrelated to DiaConfig save/load token ID loss." + "reason": "43906 is only an isolated reproduction of another issue; there is no evidence it is the same tokenization regression as 43122." }, { - "left": "issue:44849", - "right": "issue:45357", + "left": "issue:43504", + "right": "issue:43550", "accept": false, - "reason": "Both mention Qwen3.5, but one is output_hidden_states behavior and the other is save_pretrained key serialization; different bugs." + "reason": "Beit pretrained-loading legacy-field bug is unrelated to Bamba torch.compile/SDPA failure." }, { - "left": "issue:43262", - "right": "issue:43295", + "left": "issue:43504", + "right": "issue:43720", "accept": false, - "reason": "Audio chat-template sample-rate defaulting and processor/tokenizer image-handling regression are separate changes." + "reason": "Both are loading-related, but one is a Beit legacy-field load bug and the other is BitNet packed-weight unpacking during accelerate loading." }, { - "left": "issue:43525", - "right": "issue:43572", + "left": "issue:32090", + "right": "issue:34567", "accept": false, - "reason": "Similar symptom class, but different configs/models and different missing fields; not a single underlying bug." + "reason": "Trainer broadcast TypeError and TrainerState token-count tracking are separate trainer bugs." }, { - "left": "issue:43756", - "right": "issue:44913", + "left": "issue:43504", + "right": "issue:44610", "accept": false, - "reason": "Smollm3 RoPE-layer loss and GPTNeoX rotary_pct reload regression are unrelated config/model behavior issues." + "reason": "Pretrained-model legacy field loading vs OmDet-Turbo processor/model input-size mismatch." }, { - "left": "issue:28282", - "right": "issue:33357", + "left": "issue:41720", + "right": "issue:44464", "accept": false, - "reason": "PyTorch missing import error and MacOS bus error on a CLIP model have no shared root cause." + "reason": "Different failure modes: device-map cudaErrorAssert on Qwen3 vs chunked-generation inconsistency under compiled forward." }, { - "left": "issue:44568", - "right": "issue:45812", + "left": "issue:44466", + "right": "issue:46050", "accept": false, - "reason": "Both are tokenizer regressions, but they affect different tokenizers/models and distinct tokenization behavior." + "reason": "Both concern save/load behavior, but one is lm_head serialization tied to device and the other is quantized Sinq model reload breakage." }, { - "left": "issue:28282", - "right": "issue:32090", + "left": "issue:43452", + "right": "issue:44451", "accept": false, - "reason": "Completely different failures: dependency import error vs Trainer broadcast TypeError." + "reason": "AutoTokenizer/AutoModel gguf_file regression is not the same as a model-specific ScandiBERT load failure." }, { - "left": "issue:43688", - "right": "issue:43749", + "left": "issue:32090", + "right": "issue:33666", "accept": false, - "reason": "Aux-loss normalization and FSDP CPU RAM efficient loading are different training bugs." + "reason": "Trainer broadcast NoneType error and Qwen2-VL multi-GPU training are unrelated." }, { - "left": "issue:43720", - "right": "issue:44361", + "left": "issue:43742", + "right": "issue:44821", "accept": false, - "reason": "BitNet packed-weight loading and MLukeTokenizer task AttributeError are unrelated." + "reason": "MobileLLM key error on load is unrelated to AutoImageProcessor URL loading." }, { - "left": "issue:33666", - "right": "issue:36331", + "left": "issue:45823", + "right": "issue:46050", "accept": false, - "reason": "Different trainer/multi-GPU bug versus a custom compute_loss signature mismatch." + "reason": "Gemma4 device-map forward mismatch is a different bug from Sinq quantized save/load corruption." }, { - "left": "issue:39692", - "right": "issue:43493", + "left": "issue:43278", + "right": "issue:43688", "accept": false, - "reason": "Docs/example errors are not the same as an implementation discrepancy in SigLIP2." + "reason": "Embedding dtype drift during eval is unrelated to auxiliary-loss normalization in OLMoE/GPT Oss." }, { - "left": "issue:43577", - "right": "issue:44554", + "left": "issue:33666", + "right": "issue:36010", "accept": false, - "reason": "Blip2 dtype loading bug and MPS attention correctness issue affect different code paths and models." + "reason": "Multi-GPU training issue and GenerationMixin import error are completely different failures." }, { - "left": "issue:43540", - "right": "issue:44977", + "left": "issue:43606", + "right": "issue:43927", "accept": false, - "reason": "Qwen3OmniMoe video-processing ValueError is distinct from Qwen3.5 flash-attention generation failure." + "reason": "CPU offload device mismatch in bark-small is unrelated to DiaConfig token-id persistence." }, { - "left": "issue:44964", - "right": "issue:45405", + "left": "issue:43493", + "right": "issue:43825", "accept": false, - "reason": "Model-loading failure for Phi-4 multimodal is unrelated to the PEFT version bump issue." + "reason": "SigLIP2 JAX-vs-HF discrepancy is not the same as pipeline() advertising unsupported translation tasks." }, { - "left": "issue:44479", - "right": "issue:44625", + "left": "issue:43720", + "right": "issue:43927", "accept": false, - "reason": "Both are Qwen3.5-related, but one is a video-input regression across several models and the other is num_labels propagation." + "reason": "Packed-weight loading bug in BitNet is unrelated to DiaConfig save/load token-ID loss." }, { - "left": "issue:45803", - "right": "issue:45987", + "left": "issue:44849", + "right": "issue:45357", "accept": false, - "reason": "A broad exception-swallowing bug in FuyuBatchFeature is unrelated to StaticCache.get_seq_length return type." + "reason": "Both are Qwen3.5-related, but output_hidden_states behavior and visual-encoder save_pretrained keys are distinct bugs." }, { - "left": "issue:43688", - "right": "issue:45704", + "left": "issue:43525", + "right": "issue:43572", "accept": false, - "reason": "Different model families and failure modes: aux-loss normalization vs apex RMSNorm memory leak." + "reason": "Similar symptom class, but Llama4 pad_token_id and StableLm pad_token_idx are model-specific config issues, not the same bug." }, { - "left": "issue:43334", - "right": "issue:43572", + "left": "issue:44625", + "right": "issue:46002", "accept": false, - "reason": "Both involve missing token-id-like fields, but they are different configs, fields, and model families." + "reason": "num_labels propagation bug and NaNs in classification heads are not the same failure mode." }, { "left": "issue:43756", - "right": "issue:45083", + "right": "issue:44913", "accept": false, - "reason": "Both mention qwen3_omni_moe, but they target different helper/behavior bugs and are not the same defect." + "reason": "Smollm3 RoPE-layer mismatch and GPTNeoX rotary_pct reload regression affect different configs and code paths." }, { - "left": "issue:45200", - "right": "issue:45229", + "left": "issue:43262", + "right": "issue:43295", "accept": false, - "reason": "Text-only token-type defaulting and multi-GPU inference OOM are unrelated." + "reason": "Audio chat-template sampling-rate defaulting and processor.tokenizer/image passing regression are different processor bugs." }, { - "left": "issue:44488", - "right": "issue:44843", + "left": "issue:44568", + "right": "issue:45812", + "accept": false, + "reason": "Both are tokenizer regressions in v5, but they affect different models and different tokenization behaviors." + }, + { + "left": "issue:43720", + "right": "issue:44361", + "accept": false, + "reason": "BitNet accelerate-loading bug is unrelated to MLukeTokenizer AttributeError on tasks." + }, + { + "left": "issue:33666", + "right": "issue:36331", + "accept": false, + "reason": "Qwen2-VL multi-GPU training issue and CustomTrainer compute_loss signature mismatch are separate trainer problems." + }, + { + "left": "issue:39692", + "right": "issue:43493", + "accept": false, + "reason": "SigLIP2 documentation errors are not the same as the underlying SigLIP2 implementation discrepancy." + }, + { + "left": "issue:28218", + "right": "issue:33357", + "accept": false, + "reason": "Tokenizer extra-space behavior and macOS CLIP bus error are unrelated." + }, + { + "left": "issue:43540", + "right": "issue:44977", "accept": false, - "reason": "Both involve loading behavior, but one is a model-specific load failure and the other is HF_HUB_OFFLINE regression from an unconditional hub call." + "reason": "Qwen3OmniMoe video-input ValueError and Qwen3.5 flash-attention generation failure are different bugs." } ] }, @@ -6805,20 +6838,16 @@ "component_index": 1, "component_count": 17, "review_unit_index": 22, - "review_unit_count": 47, + "review_unit_count": 48, "status": "reviewed", "reason": null, "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-406", + "cluster_id": "cluster-10000-407", "nodes": [ - "issue:28218", - "issue:29942", - "issue:30333", "issue:33357", "issue:33666", - "issue:34567", "issue:39692", "issue:43257", "issue:43278", @@ -6832,7 +6861,8 @@ "issue:43606", "issue:43646", "issue:43653", - "issue:43688", + "issue:43701", + "issue:43756", "issue:43824", "issue:43844", "issue:43873", @@ -6844,250 +6874,259 @@ "issue:44423", "issue:44464", "issue:44466", + "issue:44488", "issue:44493", - "issue:44521", - "issue:44554", "issue:44589", - "issue:44625", "issue:44734", "issue:44792", + "issue:44843", "issue:44964", + "issue:45083", + "issue:45200", "issue:45229", - "issue:45290", "issue:45405", - "issue:45446", "issue:45520", "issue:45584", - "issue:45701", + "issue:45588", "issue:45759", - "issue:45823" + "issue:45803", + "issue:45823", + "issue:45987", + "issue:46050" ], "soft_pairs": [ "issue:43493|issue:43844", + "issue:44964|issue:45405", + "issue:45803|issue:45987", + "issue:43278|issue:43844", + "issue:43334|issue:43572", + "issue:43756|issue:45083", + "issue:43257|issue:43299", + "issue:44488|issue:44843", + "issue:45200|issue:45229", "issue:43334|issue:45759", "issue:39692|issue:43295", - "issue:43257|issue:43299", - "issue:43646|issue:44466", - "issue:45229|issue:45823", "issue:43824|issue:44589", + "issue:43646|issue:44466", "issue:43504|issue:43606", - "issue:43278|issue:43844", + "issue:45229|issue:45823", "issue:43572|issue:44291", "issue:44589|issue:45520", - "issue:33357|issue:33666", "issue:43927|issue:44361", - "issue:43688|issue:45701", + "issue:33357|issue:33666", "issue:43504|issue:43653", "issue:44423|issue:44734", "issue:43606|issue:44112", + "issue:44464|issue:45584", "issue:43575|issue:45405", - "issue:44792|issue:45405", - "issue:44625|issue:45759", - "issue:44521|issue:45290", "issue:43994|issue:44493", - "issue:44464|issue:45584", - "issue:29942|issue:30333", - "issue:43844|issue:44964", - "issue:28218|issue:34567", - "issue:44554|issue:45446", - "issue:43688|issue:43873" + "issue:44792|issue:45405", + "issue:43278|issue:43701", + "issue:45588|issue:46050", + "issue:43873|issue:46050" ], - "prepared_review_unit_hash": "788cf5b23f5e0dfd07909da9cfb2e6303703487a303361059a078bdbe7da8528", + "prepared_review_unit_hash": "c2fd7d8b147189e769e828188dab04922c7ca3e96f041f69c34773586a04ba74", "component_budget": { - "node_count": 406, - "item_count": 406, - "soft_pair_count": 1515, - "serialized_chars": 782188, - "estimated_input_tokens": 195547, - "estimated_eval_tokens": 391350 + "node_count": 407, + "item_count": 407, + "soft_pair_count": 1521, + "serialized_chars": 784896, + "estimated_input_tokens": 196224, + "estimated_eval_tokens": 392704 }, "budget": { - "node_count": 48, - "item_count": 48, - "soft_pair_count": 28, - "serialized_chars": 36115, - "estimated_input_tokens": 9029, - "estimated_eval_tokens": 18314 + "node_count": 47, + "item_count": 47, + "soft_pair_count": 29, + "serialized_chars": 36056, + "estimated_input_tokens": 9014, + "estimated_eval_tokens": 18284 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is a broad topic bucket, not a duplicate set: the items cover unrelated regressions in tokenization, multimodal loading, training, serving, CI, and model-specific config/device issues. The soft-linked pairs are mostly superficial similarity matches and should not be merged.", - "confidence": 0.97, - "canonical_issue_reason": "No single canonical issue cleanly represents the cluster; the reports are too heterogeneous. If forced, issue:45701 is the broadest/version-regression-themed item, but it is not an umbrella duplicate for the rest.", + "summary": "Mostly unrelated issues: a mix of model-loading regressions, config/serialization bugs, quantization/offload failures, serving crashes, and a few docs/tests. None of the soft pairs look like true duplicates of the same underlying bug/change.", + "confidence": 0.88, + "canonical_issue_reason": "issue:43646 is the broadest umbrella report here (v5 custom model initialization regression) and the best anchor for nearby loading/init complaints.", "canonical_pr_reason": null, - "best_issue_reason": "Issue:45701 is the closest broad representative because it speaks to version-dependent tokenization behavior, but it still only covers one narrow slice of the cluster and should not be used as a canonical duplicate target for the others.", + "best_issue_reason": "issue:43646 is the strongest standalone triage candidate: broad, high-signal, and closest to a root API regression among these issues.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:43493", "right": "issue:43844", "accept": false, - "reason": "Different bugs: SigLIP2 implementation discrepancy vs. gradient blow-up under HfDeepSpeedConfig/ZeRO-3." + "reason": "Different models and failure modes: SigLIP2 implementation mismatch vs ZeRO-3 gradient blow-up." + }, + { + "left": "issue:44964", + "right": "issue:45405", + "accept": false, + "reason": "One is a Phi-4 multimodal load failure; the other is a released-version dependency bump problem." + }, + { + "left": "issue:45803", + "right": "issue:45987", + "accept": false, + "reason": "Unrelated code paths: Fuyu tensor conversion exception handling vs StaticCache return type contract." + }, + { + "left": "issue:43278", + "right": "issue:43844", + "accept": false, + "reason": "BF16/FP32 evaluation dtype drift is not the same bug as the ZeRO-3 gradient increase report." }, { "left": "issue:43334", - "right": "issue:45759", + "right": "issue:43572", "accept": false, - "reason": "Both involve Qwen multimodal configs, but one is a missing pad_token_id load failure and the other is from_config text_config unwrapping; different code paths." + "reason": "Both are missing config fields after v5 changes, but they affect different models and different attributes." }, { - "left": "issue:39692", - "right": "issue:43295", + "left": "issue:43756", + "right": "issue:45083", "accept": false, - "reason": "Docs/example errors in SigLIP2 versus a regression in custom model code accessing processor.tokenizer and image inputs." + "reason": "Smollm3 RoPE layer mismatch and qwen3_omni_moe feature-length helper behavior are unrelated." }, { "left": "issue:43257", "right": "issue:43299", "accept": false, - "reason": "Both are Qwen3 MoE-related, but one is weights conversion with accelerate+deepspeed and the other is model loading in dev; not the same failure." + "reason": "Same family name, but different loading failures and different pathways; not clearly one duplicate bug." }, { - "left": "issue:43646", - "right": "issue:44466", + "left": "issue:44488", + "right": "issue:44843", "accept": false, - "reason": "Custom model initialization regression and lm_head.weight serialization inconsistency are different problems." + "reason": "A specific model load failure vs an offline-mode tokenizer patch regression are distinct issues." }, { - "left": "issue:45229", - "right": "issue:45823", + "left": "issue:45200", + "right": "issue:45229", + "accept": false, + "reason": "Text-only token defaults and multi-GPU CUDA OOM are separate Gemma4 problems." + }, + { + "left": "issue:43334", + "right": "issue:45759", + "accept": false, + "reason": "Both involve Qwen multimodal config handling, but one is a missing pad_token_id and the other is text_config unwrapping." + }, + { + "left": "issue:39692", + "right": "issue:43295", "accept": false, - "reason": "Gemma4 OOM in multi-GPU inference is distinct from a device mismatch during forward with device_map=auto." + "reason": "Docs/example mistakes are not the same as a runtime regression in custom model code." }, { "left": "issue:43824", "right": "issue:44589", "accept": false, - "reason": "ImportError for Qwen2_5_VL class and missing Float8 storage are unrelated." + "reason": "Importing a missing class and a missing storage backend are unrelated failures." + }, + { + "left": "issue:43646", + "right": "issue:44466", + "accept": false, + "reason": "Custom model initialization regression and device-dependent lm_head serialization are different code paths." }, { "left": "issue:43504", "right": "issue:43606", "accept": false, - "reason": "BEiT legacy-field loading issue and Bark-small CPU offload device mismatch are unrelated model-specific bugs." + "reason": "Legacy-field load failure in BEiT is unrelated to Bark CPU offload device mismatch." }, { - "left": "issue:43278", - "right": "issue:43844", + "left": "issue:45229", + "right": "issue:45823", "accept": false, - "reason": "Embedding dtype drift in eval is not the same as the ZeRO-3 gradient abnormality." + "reason": "Same model family, but OOM during inference and a forward device mismatch are not the same bug." }, { "left": "issue:43572", "right": "issue:44291", "accept": false, - "reason": "Both are 5.0-era init regressions, but one is StableLmConfig field handling and the other is unexpected _is_hf_initialized argument handling." + "reason": "Both are v5 loading regressions, but one is a missing config field and the other is an init_empty_weights argument mismatch." }, { "left": "issue:44589", "right": "issue:45520", "accept": false, - "reason": "Different import/runtime failures: Float8 storage lookup versus flash_attn KeyError on Python 3.13." - }, - { - "left": "issue:33357", - "right": "issue:33666", - "accept": false, - "reason": "CLIP bus error on macOS and Qwen2-VL multi-GPU training are unrelated." + "reason": "Float8 storage lookup failure and flash_attn import KeyError on Python 3.13 are unrelated." }, { "left": "issue:43927", "right": "issue:44361", "accept": false, - "reason": "DiaConfig save/load token ID loss and MLukeTokenizer task AttributeError are different tokenization/config bugs." + "reason": "DiaConfig token-ID persistence and MLukeTokenizer task errors do not share a concrete failure path." }, { - "left": "issue:43688", - "right": "issue:45701", + "left": "issue:33357", + "right": "issue:33666", "accept": false, - "reason": "Auxiliary loss normalization in MoE models is unrelated to a general tokenization version-change report." + "reason": "MacOS bus error in CLIP is unrelated to Qwen2-VL multi-GPU training." }, { "left": "issue:43504", "right": "issue:43653", "accept": false, - "reason": "BEiT pretrained loading and BigBirdTokenizer special-token registration are unrelated." + "reason": "BEiT legacy-field loading and BigBirdTokenizer special-token registration are different tokenizer/model bugs." }, { "left": "issue:44423", "right": "issue:44734", "accept": false, - "reason": "Both are serving crashes, but one is multimodal continuous-batching tensor handling and the other is KV-cache continuation indexing." + "reason": "Both are serving crashes, but they fail in different parts of the runtime with different root causes." }, { "left": "issue:43606", "right": "issue:44112", "accept": false, - "reason": "Bark-small CPU offload mismatch and a stale GraniteSpeech CI test are not the same bug." + "reason": "A real CPU-offload device mismatch is not the same as a stale CI test in GraniteSpeech." }, { - "left": "issue:43575", - "right": "issue:45405", + "left": "issue:44464", + "right": "issue:45584", "accept": false, - "reason": "Qwen2 tp OOM and a PEFT version pin problem are unrelated." + "reason": "Chunked-generation compiled-forward inconsistency and Whisper empty-transcription handling are unrelated." }, { - "left": "issue:44792", + "left": "issue:43575", "right": "issue:45405", "accept": false, - "reason": "Janus test failure and PEFT version bump are unrelated." + "reason": "Tensor-parallel OOM and an unreleased PEFT version pin are completely different problems." }, { - "left": "issue:44625", - "right": "issue:45759", + "left": "issue:43994", + "right": "issue:44493", "accept": false, - "reason": "num_labels propagation in Qwen3.5 is not the same as unwrapping text_config for composite Qwen multimodal configs." + "reason": "SigLIP2 bad outputs and unexpected position-id keys are different model/config regressions." }, { - "left": "issue:44521", - "right": "issue:45290", + "left": "issue:44792", + "right": "issue:45405", "accept": false, - "reason": "Both touch apply_chat_template, but one is all-zero assistant masks and the other is a crash on tool-call assistant messages with no content." + "reason": "A failing janus generation test is unrelated to the PEFT version bump issue." }, { - "left": "issue:43994", - "right": "issue:44493", - "accept": false, - "reason": "SigLIP2 nonsense outputs and unexpected position-id keys are different bugs." - }, - { - "left": "issue:44464", - "right": "issue:45584", - "accept": false, - "reason": "Compiled-forward chunked generation inconsistency and Whisper empty-transcription failure are unrelated." - }, - { - "left": "issue:29942", - "right": "issue:30333", - "accept": false, - "reason": "Flash Attention 2 test failures and MLFlow reporting after training failure are unrelated." - }, - { - "left": "issue:43844", - "right": "issue:44964", - "accept": false, - "reason": "ZeRO-3 gradient abnormality and Phi-4 multimodal load failure are different issues." - }, - { - "left": "issue:28218", - "right": "issue:34567", + "left": "issue:43278", + "right": "issue:43701", "accept": false, - "reason": "Tokenizer extra-space bug and TrainerState token counter update bug are unrelated." + "reason": "Evaluation dtype drift and resume_from_checkpoint key mismatch are different bugs." }, { - "left": "issue:44554", - "right": "issue:45446", + "left": "issue:45588", + "right": "issue:46050", "accept": false, - "reason": "MPS attention correctness and a flex_attention import version check are different code paths." + "reason": "Flash-attention sink-less-model crash and quantized save/load breakage have different failure surfaces." }, { - "left": "issue:43688", - "right": "issue:43873", + "left": "issue:43873", + "right": "issue:46050", "accept": false, - "reason": "MoE auxiliary-loss normalization and quantization/offloading behavior are unrelated." + "reason": "Quantized offloading not working and sinq save/load corruption are related only by quantization, not by the same bug." } ] }, @@ -7103,327 +7142,285 @@ "component_index": 1, "component_count": 17, "review_unit_index": 23, - "review_unit_count": 47, + "review_unit_count": 48, "status": "reviewed", "reason": null, "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-406", + "cluster_id": "cluster-10000-407", "nodes": [ "issue:15354", "issue:28218", "issue:29159", + "issue:29942", + "issue:30333", "issue:32090", - "issue:33357", + "issue:34567", "issue:37428", "issue:38175", "issue:42490", - "issue:42915", "issue:43232", - "issue:43278", "issue:43295", "issue:43334", "issue:43450", "issue:43493", "issue:43525", "issue:43540", - "issue:43550", "issue:43572", - "issue:43653", + "issue:43582", "issue:43696", "issue:43701", "issue:43824", "issue:43844", - "issue:43873", "issue:43957", "issue:43975", - "issue:44112", "issue:44315", - "issue:44442", "issue:44466", - "issue:44514", "issue:44521", "issue:44554", "issue:44610", "issue:44849", "issue:44898", + "issue:44936", + "issue:44964", + "issue:44977", "issue:44987", "issue:45072", "issue:45084", "issue:45127", "issue:45198", "issue:45200", + "issue:45290", "issue:45325", "issue:45356", "issue:45412", + "issue:45446", "issue:45520", "issue:45823" ], "soft_pairs": [ + "issue:29942|issue:30333", + "issue:42490|issue:43696", + "issue:44521|issue:45290", + "issue:43844|issue:44964", + "issue:44554|issue:45446", + "issue:28218|issue:34567", "issue:43540|issue:45200", "issue:45084|issue:45520", "issue:29159|issue:32090", + "issue:43582|issue:44977", "issue:15354|issue:38175", + "issue:37428|issue:43957", + "issue:43232|issue:44849", "issue:45200|issue:45823", "issue:45072|issue:45198", - "issue:43232|issue:44849", - "issue:43278|issue:43701", "issue:44315|issue:44849", - "issue:43295|issue:44610", - "issue:28218|issue:33357", + "issue:43493|issue:43701", "issue:44554|issue:45356", + "issue:43295|issue:44610", "issue:44898|issue:45412", - "issue:44466|issue:45127", - "issue:43493|issue:43701", "issue:43572|issue:44987", - "issue:45200|issue:45325", + "issue:37428|issue:43824", + "issue:44466|issue:45127", "issue:43572|issue:43957", - "issue:37428|issue:43957", + "issue:45200|issue:45325", + "issue:43844|issue:44936", "issue:43295|issue:43450", - "issue:43550|issue:43844", - "issue:43295|issue:43873", "issue:43334|issue:43525", - "issue:43824|issue:43975", - "issue:42490|issue:43696", - "issue:38175|issue:45412", - "issue:44514|issue:44521", - "issue:38175|issue:43493", - "issue:42915|issue:43824", - "issue:37428|issue:43824", - "issue:44442|issue:45198", - "issue:43653|issue:44112" + "issue:43824|issue:43975" ], - "prepared_review_unit_hash": "6c27938e8cef748625cc8fb82e3e0e12c4fb710fbd1499682692fd6eab0fd18d", + "prepared_review_unit_hash": "ed1a432b369bf387c3740b1d213e0e9ed58be6239f1c2b492a965badd0d7d97f", "component_budget": { - "node_count": 406, - "item_count": 406, - "soft_pair_count": 1515, - "serialized_chars": 782188, - "estimated_input_tokens": 195547, - "estimated_eval_tokens": 391350 + "node_count": 407, + "item_count": 407, + "soft_pair_count": 1521, + "serialized_chars": 784896, + "estimated_input_tokens": 196224, + "estimated_eval_tokens": 392704 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 32, - "serialized_chars": 37456, - "estimated_input_tokens": 9364, - "estimated_eval_tokens": 18984 + "soft_pair_count": 29, + "serialized_chars": 36531, + "estimated_input_tokens": 9133, + "estimated_eval_tokens": 18522 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is highly heterogeneous: most items are unrelated bug reports across different models, tokenizers, loading paths, and runtime features. I only found one plausible duplicate-style pair with the same concrete regression: missing `pad_token_id` on config objects for different models.", - "confidence": 0.91, - "canonical_issue_reason": null, + "summary": "These soft pairs are mostly broad thematic similarities rather than true duplicates. The issues span unrelated bugs across tokenizers, generation, model loading, multimodal processors, and trainer internals, so none of the candidate edges should be merged.", + "confidence": 0.88, + "canonical_issue_reason": "No clear canonical duplicate exists because the set is heterogeneous; if forced to pick an anchor, issue 44521 is the broadest/open representative, but it does not match the others.", "canonical_pr_reason": null, - "best_issue_reason": "issue:43334 is the strongest anchor because it describes a concrete, reusable regression (`pad_token_id` missing on a config object) and has a close counterpart in issue:43525.", + "best_issue_reason": "Issue 44521 has the strongest discussion/inbound-reference signal and the most general title, making it the best cluster representative if one is needed.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:43540", - "right": "issue:45200", - "accept": false, - "reason": "Both are multimodal/model-input issues, but one is a video-processing error in Qwen3OmniMoe and the other is a Gemma4 text-only fine-tuning mask default; different code paths and symptoms." - }, - { - "left": "issue:45084", - "right": "issue:45520", - "accept": false, - "reason": "Unrelated failures: compile/template-node error versus a Python 3.13 flash-attn import KeyError." - }, - { - "left": "issue:29159", - "right": "issue:32090", - "accept": false, - "reason": "Tokenizer slow/fast inconsistency and Trainer `_gpu_broadcast_one` NoneType error are unrelated." - }, - { - "left": "issue:15354", - "right": "issue:38175", + "left": "issue:29942", + "right": "issue:30333", "accept": false, - "reason": "TorchScript GeneratorExp export failure is unrelated to SigLIP2 zero-probability behavior." + "reason": "Flash Attention 2 test failures and MLFlow job-reporting are unrelated subsystems and failure modes." }, { - "left": "issue:45200", - "right": "issue:45823", + "left": "issue:42490", + "right": "issue:43696", "accept": false, - "reason": "Same model family, but one is missing `mm_token_type_ids` defaulting and the other is a device mismatch in forward; not the same bug." + "reason": "A local-path import warning and a CUDA out-of-memory error are completely different problems." }, { - "left": "issue:45072", - "right": "issue:45198", + "left": "issue:44521", + "right": "issue:45290", "accept": false, - "reason": "Different problems: bfloat16 dtype mismatches versus save_pretrained/tokenization failure for Wav2Vec2." + "reason": "Both involve apply_chat_template, but one is zero assistant masks for multimodal inputs while the other is a crash on tool-call assistant messages; different bugs." }, { - "left": "issue:43232", - "right": "issue:44849", + "left": "issue:43844", + "right": "issue:44964", "accept": false, - "reason": "Generation kwargs update after sync_gpus is unrelated to a Qwen3.5 hidden-states bug." + "reason": "ZeRO-3 gradient growth and a Phi-4 model-loading failure are not the same code-path issue." }, { - "left": "issue:43278", - "right": "issue:43701", + "left": "issue:44554", + "right": "issue:45446", "accept": false, - "reason": "Training/eval dtype change for embeddings does not match a resume_from_checkpoint key mismatch." + "reason": "MPS attention correctness and a PyTorch version-check import issue in flex_attention are unrelated." }, { - "left": "issue:44315", - "right": "issue:44849", + "left": "issue:28218", + "right": "issue:34567", "accept": false, - "reason": "Liger Kernel application with model_init is unrelated to Qwen3.5 output_hidden_states behavior." + "reason": "Tokenizer spacing after added tokens and TrainerState token-count updates are different behaviors." }, { - "left": "issue:43295", - "right": "issue:44610", + "left": "issue:43540", + "right": "issue:45200", "accept": false, - "reason": "Both touch processors, but one is a processor/tokenizer API regression and the other is an input-size mismatch for OmDet-Turbo; different bugs." + "reason": "Qwen3Omni video processing and Gemma4 text-only fine-tuning token-type defaults are different model/processor bugs." }, { - "left": "issue:28218", - "right": "issue:33357", + "left": "issue:45084", + "right": "issue:45520", "accept": false, - "reason": "Tokenizer added-space behavior and MacOS bus error in CLIP are unrelated." + "reason": "Non-template-node compilation failure and a flash_attn import key error are different import/compile paths." }, { - "left": "issue:44554", - "right": "issue:45356", + "left": "issue:29159", + "right": "issue:32090", "accept": false, - "reason": "MPS attention correctness issue is unrelated to Kimi-K2.5 tokenizer codec/regression behavior." + "reason": "Slow/fast tokenizer inconsistency and a Trainer NoneType broadcast error are unrelated." }, { - "left": "issue:44898", - "right": "issue:45412", + "left": "issue:43582", + "right": "issue:44977", "accept": false, - "reason": "Perceiver interpolation failure and RT-DETR memory release issue are different categories of bugs." + "reason": "Apple Silicon allocator warmup TypeError and Qwen3.5 flash-attention generation issues are not the same bug." }, { - "left": "issue:44466", - "right": "issue:45127", + "left": "issue:15354", + "right": "issue:38175", "accept": false, - "reason": "Serialization inconsistency for tied lm_head weights is not the same as LoRA merge collapse with extended vocabulary." + "reason": "torch.jit.script export with GeneratorExp and SigLIP2 zero probabilities are unrelated." }, { - "left": "issue:43493", - "right": "issue:43701", + "left": "issue:37428", + "right": "issue:43957", "accept": false, - "reason": "SigLIP2 implementation discrepancy is unrelated to checkpoint resume key mismatch." + "reason": "A missing flash-support import and meta-device model loading breakage are different failures." }, { - "left": "issue:43572", - "right": "issue:44987", + "left": "issue:43232", + "right": "issue:44849", "accept": false, - "reason": "Both mention loading/model config issues, but one is missing `pad_token_idx` in StableLmConfig and the other is a broad load failure for a specific model; not enough to unify." + "reason": "Generation kwargs after sync_gpus and a Qwen3.5 hidden-states bug are different generation paths." }, { "left": "issue:45200", - "right": "issue:45325", + "right": "issue:45823", "accept": false, - "reason": "Gemma4 text-only fine-tuning mask default and Qwen2.5-VL rope-index scaling are unrelated." + "reason": "Both are Gemma4-related, but one is mm_token_type_ids defaults and the other is a device-map forward mismatch; not the same concrete fix." }, { - "left": "issue:43572", - "right": "issue:43957", + "left": "issue:45072", + "right": "issue:45198", "accept": false, - "reason": "Missing config field versus meta-device model loading breakage are different failures." + "reason": "bfloat16 dtype mismatches and Wav2Vec2 save/tokenization failures are unrelated." }, { - "left": "issue:37428", - "right": "issue:43957", + "left": "issue:44315", + "right": "issue:44849", "accept": false, - "reason": "Flash-attn import-name failure and meta-device loading regression are unrelated." + "reason": "Liger Kernel application with model_init and a Qwen3.5 hidden-states bug do not share the same root cause." }, { - "left": "issue:43295", - "right": "issue:43450", + "left": "issue:43493", + "right": "issue:43701", "accept": false, - "reason": "Processor/tokenizer regression and batched video-shape bug are different issues." + "reason": "SigLIP2 HF/JAX discrepancy and resume_from_checkpoint key mismatch are distinct issues." }, { - "left": "issue:43550", - "right": "issue:43844", + "left": "issue:44554", + "right": "issue:45356", "accept": false, - "reason": "torch.compile+SDPA failure in Bamba is unrelated to ZeRO-3 gradient growth." + "reason": "Attention correctness on MPS and Kimi-K2.5 tokenizer codec/regex regression are unrelated." }, { "left": "issue:43295", - "right": "issue:43873", - "accept": false, - "reason": "Processor/tokenizer regression is unrelated to quantization/offloading behavior." - }, - { - "left": "issue:43334", - "right": "issue:43525", - "accept": true, - "reason": "Both report the same concrete regression: `pad_token_id` is missing on model config objects during loading, affecting different model classes but the same underlying code path." - }, - { - "left": "issue:43824", - "right": "issue:43975", - "accept": false, - "reason": "ImportError for a Qwen2.5-VL class and a DeepSeek tokenizer detokenization regression are unrelated." - }, - { - "left": "issue:42490", - "right": "issue:43696", + "right": "issue:44610", "accept": false, - "reason": "Local path import warning and CUDA OOM are unrelated." + "reason": "Processor.tokenizer access regression and OmDet-Turbo image-size mismatch are different processor bugs." }, { - "left": "issue:38175", + "left": "issue:44898", "right": "issue:45412", "accept": false, - "reason": "SigLIP2 zero probabilities and RT-DETR memory leak are unrelated." + "reason": "Perceiver interpolation failure and RT-DETR memory release behavior are unrelated." }, { - "left": "issue:44514", - "right": "issue:44521", + "left": "issue:43572", + "right": "issue:44987", "accept": false, - "reason": "Both involve `apply_chat_template`, but one is a batched-input crash with `padding=False` and the other is all-zero assistant masks; related area, but not clearly the same bug." + "reason": "Missing pad_token_idx in StableLmConfig and a transformers>=5.1.0 loading failure are not the same code path." }, { - "left": "issue:38175", - "right": "issue:43493", + "left": "issue:37428", + "right": "issue:43824", "accept": false, - "reason": "SigLIP2 zero probabilities and SigLIP2 HF-vs-JAX discrepancy are related to the same model family but describe different issues and likely different fixes." + "reason": "These are different ImportErrors for different missing symbols." }, { - "left": "issue:42915", - "right": "issue:43824", + "left": "issue:44466", + "right": "issue:45127", "accept": false, - "reason": "FineGrainedFP8Config failure for Qwen3Moe is unrelated to a Qwen2.5-VL import error." + "reason": "lm_head.weight serialization inconsistency and LoRA merge collapse with extended vocab are not the same underlying bug." }, { - "left": "issue:37428", - "right": "issue:43824", + "left": "issue:43295", + "right": "issue:43450", "accept": false, - "reason": "Flash-attention import symbol error and Qwen2.5-VL class import error are distinct import problems." + "reason": "A processor.tokenizer regression and batched video output shape are different processor issues." }, { - "left": "issue:44442", - "right": "issue:45198", + "left": "issue:43334", + "right": "issue:43525", "accept": false, - "reason": "AutoTokenizer failing for FastSpeech2ConformerTokenizer and Wav2Vec2 save/tokenization failure are different tokenizer-specific bugs." + "reason": "Both mention missing pad_token_id, but they affect different model configs and load paths; too broad to merge as one bug." }, { - "left": "issue:43653", - "right": "issue:44112", + "left": "issue:43824", + "right": "issue:43975", "accept": false, - "reason": "BigBirdTokenizer special-token registration issue is unrelated to a GraniteSpeech CI device override test failure." + "reason": "Importing a Qwen2.5-VL class and DeepSeek detokenization in v5 are unrelated problems." } ] }, - "evaluator_result": { - "accept": true, - "feedback": "The summary is well grounded in the packet, and the only accepted soft-edge pair is supported by the shared `pad_token_id`-missing config error pattern. The remaining soft-edge rejections are conservative and do not overclaim duplication based on the titles alone." - }, - "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 }, @@ -7432,322 +7429,296 @@ "component_index": 1, "component_count": 17, "review_unit_index": 24, - "review_unit_count": 47, + "review_unit_count": 48, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-406", + "cluster_id": "cluster-10000-407", "nodes": [ + "issue:28218", + "issue:35141", "issue:37428", - "issue:39692", + "issue:38175", "issue:42490", + "issue:42915", "issue:43262", "issue:43278", + "issue:43295", "issue:43335", "issue:43388", "issue:43425", "issue:43450", "issue:43493", - "issue:43504", "issue:43526", "issue:43550", "issue:43575", "issue:43606", - "issue:43611", "issue:43653", "issue:43819", + "issue:43824", "issue:43825", "issue:43827", "issue:43856", + "issue:43873", "issue:43901", - "issue:43931", "issue:44112", "issue:44206", - "issue:44351", - "issue:44360", + "issue:44442", "issue:44448", - "issue:44493", - "issue:44561", + "issue:44514", + "issue:44521", "issue:44610", "issue:44743", "issue:44792", - "issue:44855", "issue:44857", "issue:45083", "issue:45127", + "issue:45198", "issue:45200", "issue:45245", "issue:45290", - "issue:45310", "issue:45381", - "issue:45478", + "issue:45412", "issue:45563", "issue:45584", "issue:45588", - "issue:45593", - "issue:45823" + "issue:45593" ], "soft_pairs": [ - "issue:43278|issue:43856", - "issue:43450|issue:43575", - "issue:43827|issue:43901", - "issue:42490|issue:43493", - "issue:43819|issue:45083", - "issue:43262|issue:43450", - "issue:43819|issue:44112", - "issue:44610|issue:44857", - "issue:45127|issue:45245", + "issue:44792|issue:45563", + "issue:43295|issue:43873", + "issue:43388|issue:43526", + "issue:42915|issue:43824", + "issue:38175|issue:45412", + "issue:38175|issue:43493", + "issue:44514|issue:44521", + "issue:44442|issue:45198", + "issue:43653|issue:44112", + "issue:28218|issue:35141", + "issue:42490|issue:43493", + "issue:43278|issue:43856", + "issue:43827|issue:43901", + "issue:43450|issue:43575", "issue:44206|issue:45584", + "issue:43819|issue:45083", + "issue:43819|issue:44112", + "issue:43262|issue:43450", + "issue:44610|issue:44857", + "issue:45127|issue:45245", "issue:37428|issue:43425", - "issue:45290|issue:45381", - "issue:44792|issue:45563", "issue:43335|issue:43550", "issue:43606|issue:45083", + "issue:45290|issue:45381", "issue:44857|issue:45593", "issue:44448|issue:44743", - "issue:45200|issue:45588", "issue:43278|issue:43825", - "issue:37428|issue:44351", - "issue:44206|issue:45823", - "issue:43611|issue:43931", - "issue:44360|issue:44561", - "issue:43335|issue:43653", - "issue:39692|issue:43526", - "issue:43819|issue:44493", - "issue:43550|issue:44112", - "issue:43388|issue:43526", - "issue:43335|issue:43504", - "issue:44855|issue:45083", - "issue:45310|issue:45478", - "issue:43335|issue:45083", - "issue:39692|issue:44493" + "issue:45200|issue:45588" ], - "prepared_review_unit_hash": "5d66608672f0418bd8940df1b2ee5b3a75222640c29fccf749ac32d294d2fb38", + "prepared_review_unit_hash": "09930fcb7c973ab055fc3349085bb885fad422ed5130ec954baad5cff389ca57", "component_budget": { - "node_count": 406, - "item_count": 406, - "soft_pair_count": 1515, - "serialized_chars": 782188, - "estimated_input_tokens": 195547, - "estimated_eval_tokens": 391350 + "node_count": 407, + "item_count": 407, + "soft_pair_count": 1521, + "serialized_chars": 784896, + "estimated_input_tokens": 196224, + "estimated_eval_tokens": 392704 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 33, - "serialized_chars": 37729, - "estimated_input_tokens": 9433, - "estimated_eval_tokens": 19122 + "soft_pair_count": 28, + "serialized_chars": 36251, + "estimated_input_tokens": 9063, + "estimated_eval_tokens": 18382 }, "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 and regressions. The only clear duplicate pair is the two identical Qwen3.5 MoE from_pretrained reports; the rest are merely thematically similar, not the same underlying issue.", - "confidence": 0.74, - "canonical_issue_reason": "issue:45310 is the best canonical issue because it has an exact duplicate in issue:45478 with the same title and apparent root problem.", + "summary": "This cluster is a heterogeneous mix of unrelated issue reports (tokenizer, multimodal chat, quantization/offload, model-specific regressions, docs, and infrastructure). I do not see a single duplicate set or mergeable PR pair, so all soft edges should be rejected.", + "confidence": 0.98, + "canonical_issue_reason": "No canonical issue: the items span many unrelated bugs and regressions, so no single issue represents the cluster.", "canonical_pr_reason": null, - "best_issue_reason": "issue:45310 is the strongest issue to anchor the cluster: it is a concrete, well-scoped bug report and the only one with a clear duplicate match.", + "best_issue_reason": "No best issue: there is no clear duplicate center or umbrella bug across these reports.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:43278", - "right": "issue:43856", - "accept": false, - "reason": "Different problems: dtype regression in evaluation vs MoE training memory usage." - }, - { - "left": "issue:43450", - "right": "issue:43575", - "accept": false, - "reason": "Batched video shape bug is unrelated to Qwen2.5 tensor-parallel OOM." - }, - { - "left": "issue:43827", - "right": "issue:43901", + "left": "issue:44792", + "right": "issue:45563", "accept": false, - "reason": "Both are docs-related, but they cover different API deprecations and outputs." + "reason": "Both mention generation-related behavior, but one is a janus image-generation test failure and the other is a stale warning about num_return_sequences; different code paths and symptoms." }, { - "left": "issue:42490", - "right": "issue:43493", + "left": "issue:43295", + "right": "issue:43873", "accept": false, - "reason": "Local-path import warning and SigLIP2 implementation mismatch are unrelated." + "reason": "One is a processor.tokenizer regression, the other is quantization/offload behavior; no shared underlying bug." }, { - "left": "issue:43819", - "right": "issue:45083", + "left": "issue:43388", + "right": "issue:43526", "accept": false, - "reason": "Different model/code paths: DAC latent consistency vs Qwen3 Omni feature-length helper behavior." + "reason": "Both involve labels, but one is a distributed metrics batching bug and the other is BeitImageProcessorFast reduce_labels behavior; different components." }, { - "left": "issue:43262", - "right": "issue:43450", + "left": "issue:42915", + "right": "issue:43824", "accept": false, - "reason": "Audio chat-template sampling-rate default vs batched video processor shape bug are unrelated." + "reason": "Qwen3Moe FP8 failure and Qwen2_5_VL import error are unrelated issues." }, { - "left": "issue:43819", - "right": "issue:44112", + "left": "issue:38175", + "right": "issue:45412", "accept": false, - "reason": "DAC latent mismatch and GraniteSpeech stale device override test do not share the same bug." + "reason": "SigLIP2 zero probabilities and RT-DETR memory cleanup are completely different bugs." }, { - "left": "issue:44610", - "right": "issue:44857", + "left": "issue:38175", + "right": "issue:43493", "accept": false, - "reason": "Processor input-size mismatch and AMP crash in a loss function are different failures." + "reason": "Both concern SigLIP2, but one reports zero probabilities while the other is a broader HF-vs-JAX discrepancy; not enough to treat as the same concrete bug." }, { - "left": "issue:45127", - "right": "issue:45245", + "left": "issue:44514", + "right": "issue:44521", "accept": false, - "reason": "LoRA merge collapse and category-count limit are unrelated issues." + "reason": "Both touch apply_chat_template for multimodal inputs, but one crashes on batched padding=False input and the other yields all-zero assistant masks; different failure modes." }, { - "left": "issue:44206", - "right": "issue:45584", + "left": "issue:44442", + "right": "issue:45198", "accept": false, - "reason": "Feature extractor center-arg regression and Whisper empty transcription failure are different code paths." + "reason": "Different tokenizer/model pathways: AutoTokenizer loading FastSpeech2ConformerTokenizer vs Wav2Vec2 save_pretrained/tokenization failure." }, { - "left": "issue:37428", - "right": "issue:43425", + "left": "issue:43653", + "right": "issue:44112", "accept": false, - "reason": "ImportError for a removed helper is not the same as a Torch 2.10 compatibility issue." + "reason": "BigBirdTokenizer special-token registration and a GraniteSpeech CI device-override test are unrelated." }, { - "left": "issue:45290", - "right": "issue:45381", + "left": "issue:28218", + "right": "issue:35141", "accept": false, - "reason": "Chat-template tool-call crash and video vision_position_ids bug are unrelated." + "reason": "Tokenizer spacing after added tokens and embedding reinitialization after resize are unrelated bugs." }, { - "left": "issue:44792", - "right": "issue:45563", + "left": "issue:42490", + "right": "issue:43493", "accept": false, - "reason": "Janus image-generation test failure and stale generate warning are not the same bug." + "reason": "A local-path import warning and a SigLIP2 implementation discrepancy do not share the same code-path problem." }, { - "left": "issue:43335", - "right": "issue:43550", + "left": "issue:43278", + "right": "issue:43856", "accept": false, - "reason": "Sparse-layer config bug and torch.compile/SDPA failure are unrelated." + "reason": "Embedding dtype drift during evaluate and Qwen3 MoE memory usage are different training/runtime issues." }, { - "left": "issue:43606", - "right": "issue:45083", + "left": "issue:43827", + "right": "issue:43901", "accept": false, - "reason": "CPU offload device mismatch and output-length helper behavior are different problems." + "reason": "Both are docs/API regressions around pipelines, but they cover different documented behaviors and different tasks." }, { - "left": "issue:44857", - "right": "issue:45593", + "left": "issue:43450", + "right": "issue:43575", "accept": false, - "reason": "AMP crash in LwDetrImageLoss is not the same as D-FINE missing auxiliary losses." + "reason": "Incorrect video batch shape and TP-induced OOM are unrelated." }, { - "left": "issue:44448", - "right": "issue:44743", + "left": "issue:44206", + "right": "issue:45584", "accept": false, - "reason": "Different-output regression for Pegasus and recurrent-state reset in qwen3_5 are unrelated." + "reason": "LasrFeatureExtractor center-arg crash and Whisper empty-transcription failure after align_special_tokens are distinct bugs." }, { - "left": "issue:45200", - "right": "issue:45588", + "left": "issue:43819", + "right": "issue:45083", "accept": false, - "reason": "Gemma4 token-type defaulting and flash_attention auxiliary-state crash are different bugs." + "reason": "DAC.from_latents mismatch and qwen3_omni_moe feature-length helper behavior are unrelated." }, { - "left": "issue:43278", - "right": "issue:43825", + "left": "issue:43819", + "right": "issue:44112", "accept": false, - "reason": "Embedding dtype regression and stale pipeline error-message wording are unrelated." + "reason": "A DAC consistency issue and a GraniteSpeech CI test issue are unrelated." }, { - "left": "issue:37428", - "right": "issue:44351", + "left": "issue:43262", + "right": "issue:43450", "accept": false, - "reason": "Both are import errors, but for different missing symbols and likely different fixes." + "reason": "Audio chat-template sampling-rate default and video batch-shape handling are different processor bugs." }, { - "left": "issue:44206", - "right": "issue:45823", + "left": "issue:44610", + "right": "issue:44857", "accept": false, - "reason": "Both mention device mismatch, but they affect different models and mechanisms." + "reason": "OmDet-Turbo input sizing and LwDetrImageLoss AMP/CUDA crash are not the same underlying defect." }, { - "left": "issue:43611", - "right": "issue:43931", + "left": "issue:45127", + "right": "issue:45245", "accept": false, - "reason": "Base-model-prefix loading breakage and Qwen3-VL shape mismatch are distinct model-loading failures." + "reason": "LoRA/vocabulary collapse with tied embeddings and a category-cardinality runtime error are unrelated." }, { - "left": "issue:44360", - "right": "issue:44561", + "left": "issue:37428", + "right": "issue:43425", "accept": false, - "reason": "DSA indexer ReLU discussion is unrelated to removal of is_torch_fx_available." + "reason": "A missing flash-attention import symbol and Torch 2.10 compatibility are different dependency issues." }, { "left": "issue:43335", - "right": "issue:43653", + "right": "issue:43550", "accept": false, - "reason": "SwitchTransformers sparse-layer config and BigBirdTokenizer special-token registration are unrelated." + "reason": "SwitchTransformers sparse-layer config bug and Bamba torch.compile/SDPA failure are unrelated model/runtime problems." }, { - "left": "issue:39692", - "right": "issue:43526", + "left": "issue:43606", + "right": "issue:45083", "accept": false, - "reason": "SigLIP2 docs example errors and BeitImageProcessorFast reduce_labels bug are unrelated." + "reason": "CPU-offload device mismatch and qwen3_omni_moe feature-length behavior are unrelated." }, { - "left": "issue:43819", - "right": "issue:44493", + "left": "issue:45290", + "right": "issue:45381", "accept": false, - "reason": "DAC latent mismatch and unexpected position-id keys are different issues." + "reason": "Tool-call chat template crash and Qwen2.5-VL vision_position_ids issue are both multimodal, but not the same bug or code path." }, { - "left": "issue:43550", - "right": "issue:44112", + "left": "issue:44857", + "right": "issue:45593", "accept": false, - "reason": "SDPA/torch.compile failure and stale GraniteSpeech device override test are unrelated." + "reason": "Different detection training bugs: AMP/CUDA loss crash vs missing auxiliary losses when denoising is off." }, { - "left": "issue:43388", - "right": "issue:43526", + "left": "issue:44448", + "right": "issue:44743", "accept": false, - "reason": "gather_for_metrics label truncation is unrelated to BeitImageProcessorFast reduce_labels behavior." + "reason": "Pegasus v4/v5 output differences and qwen3_5 recurrent-state reset are unrelated model behaviors." }, { - "left": "issue:43335", - "right": "issue:43504", + "left": "issue:43278", + "right": "issue:43825", "accept": false, - "reason": "Sparse layer creation bug and Beit pretrained preset loading bug are different problems." + "reason": "Embedding dtype drift and a pipeline error-message regression are unrelated." }, { - "left": "issue:44855", - "right": "issue:45083", + "left": "issue:45200", + "right": "issue:45588", "accept": false, - "reason": "Python 3.13 import/parsing failure is unrelated to Qwen3 Omni feature-length helper behavior." - }, - { - "left": "issue:45310", - "right": "issue:45478", - "accept": true, - "reason": "Exact duplicate reports with the same title and same Qwen3.5 MoE from_pretrained error." + "reason": "Gemma 4 token-type-id defaults and flash_attention s_aux=None crashes are different subsystems and bugs." } ] }, - "evaluator_result": { - "accept": true, - "feedback": "The cluster summary is grounded in the packet: the Qwen3.5 MoE from_pretrained issues are the only clearly matching duplicate pair, and the remaining soft-edge rejections are conservative given the titles and available metadata. No overstatement of evidence stands out." - }, - "evaluator_used": true, + "evaluator_result": null, + "evaluator_used": false, "retried": false, - "accepted_nontrivial_soft_edge": true, + "accepted_nontrivial_soft_edge": false, "error_kind": null, "error_message": null }, @@ -7756,337 +7727,340 @@ "component_index": 1, "component_count": 17, "review_unit_index": 25, - "review_unit_count": 47, + "review_unit_count": 48, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-406", + "cluster_id": "cluster-10000-407", "nodes": [ - "issue:28218", "issue:29127", "issue:29942", "issue:32090", "issue:34689", "issue:35141", - "issue:36010", "issue:37428", "issue:38175", + "issue:39692", "issue:40444", "issue:42490", "issue:43335", - "issue:43412", + "issue:43504", "issue:43526", "issue:43550", - "issue:43575", "issue:43606", + "issue:43611", + "issue:43653", "issue:43701", "issue:43720", + "issue:43723", + "issue:43819", "issue:43854", - "issue:43927", + "issue:43931", "issue:44112", + "issue:44206", "issue:44292", + "issue:44351", + "issue:44360", "issue:44448", "issue:44462", "issue:44493", + "issue:44554", "issue:44561", - "issue:44568", "issue:44779", + "issue:44855", "issue:44857", "issue:44977", - "issue:45042", "issue:45072", "issue:45083", - "issue:45198", "issue:45229", - "issue:45372", - "issue:45459", - "issue:45491", + "issue:45310", + "issue:45478", "issue:45520", - "issue:45563", "issue:45588", "issue:45593", - "issue:45698", - "issue:45712", - "issue:45803", + "issue:45823", "issue:45859" ], "soft_pairs": [ - "issue:45588|issue:45859", + "issue:37428|issue:44351", + "issue:44206|issue:45823", "issue:29942|issue:32090", + "issue:43611|issue:43931", + "issue:44360|issue:44561", + "issue:43335|issue:43653", + "issue:39692|issue:43526", + "issue:43550|issue:44112", + "issue:43335|issue:43504", + "issue:45310|issue:45478", + "issue:43819|issue:44493", + "issue:43335|issue:45083", + "issue:44855|issue:45083", + "issue:45588|issue:45859", + "issue:29127|issue:32090", + "issue:39692|issue:44493", + "issue:44292|issue:45520", "issue:43335|issue:45072", - "issue:38175|issue:44493", "issue:43720|issue:44112", - "issue:44448|issue:44779", "issue:43335|issue:45593", - "issue:44292|issue:45520", - "issue:28218|issue:35141", + "issue:44448|issue:44779", + "issue:38175|issue:44493", "issue:44977|issue:45229", "issue:42490|issue:43854", "issue:44462|issue:44561", "issue:44561|issue:44779", + "issue:40444|issue:43526", "issue:43606|issue:44857", + "issue:34689|issue:35141", + "issue:43723|issue:44554", "issue:44448|issue:44977", "issue:44857|issue:45072", - "issue:43927|issue:45698", "issue:43701|issue:45083", - "issue:43550|issue:45083", - "issue:34689|issue:35141", - "issue:29127|issue:32090", - "issue:40444|issue:43526", - "issue:44568|issue:45491", - "issue:45372|issue:45588", - "issue:44977|issue:45563", - "issue:43412|issue:45588", - "issue:45198|issue:45803", - "issue:45459|issue:45712", - "issue:44493|issue:45042", - "issue:36010|issue:37428", - "issue:29942|issue:35141", - "issue:42490|issue:43575", - "issue:44857|issue:45588", - "issue:45372|issue:45459" + "issue:43550|issue:45083" ], - "prepared_review_unit_hash": "77d34fdea8fb174c48d7ae56bfd1b77a79d30125c1d2728a067ed212f4b1cb94", + "prepared_review_unit_hash": "3b6647dc662f67c01e1a5b19e61afdb99766a4873d78be1d9a84d53c6de7ecee", "component_budget": { - "node_count": 406, - "item_count": 406, - "soft_pair_count": 1515, - "serialized_chars": 782188, - "estimated_input_tokens": 195547, - "estimated_eval_tokens": 391350 + "node_count": 407, + "item_count": 407, + "soft_pair_count": 1521, + "serialized_chars": 784896, + "estimated_input_tokens": 196224, + "estimated_eval_tokens": 392704 }, "budget": { "node_count": 47, "item_count": 47, "soft_pair_count": 34, - "serialized_chars": 37456, - "estimated_input_tokens": 9364, - "estimated_eval_tokens": 18984 + "serialized_chars": 37266, + "estimated_input_tokens": 9317, + "estimated_eval_tokens": 18890 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "The cluster is highly heterogeneous and does not contain a true duplicate core; the soft links mostly connect superficially similar regression reports across unrelated subsystems. No PRs were provided.", + "summary": "This set is mostly heterogeneous regression reports across unrelated models/subsystems. I only found one clear duplicate-style pair: the two nearly identical Qwen3.5 MoE `from_pretrained` errors (45310/45478).", "confidence": 0.95, - "canonical_issue_reason": "No single canonical issue fits the cluster well because the reports span tokenizer, model loading, training, export, and CI failures. If one representative is needed, issue 44462 is the cleanest self-contained regression report.", + "canonical_issue_reason": "Issue 45310 is the best canonical representative because it is the earlier, slightly more referenced report for the same Qwen3.5 MoE `from_pretrained` regression that also appears in 45478.", "canonical_pr_reason": null, - "best_issue_reason": "Issue 44462 is the most broadly understandable and actionable representative of the set: a concrete, reproducible loading regression with clear user impact.", + "best_issue_reason": "45310 is the strongest issue candidate overall since it most clearly matches another item as a true duplicate and has the cleaner, earlier report context.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:45588", - "right": "issue:45859", + "left": "issue:37428", + "right": "issue:44351", + "accept": false, + "reason": "Both are import-related, but they fail on different missing symbols (`_flash_supports_window_size` vs `HybridCache`) and appear to be unrelated breakages." + }, + { + "left": "issue:44206", + "right": "issue:45823", "accept": false, - "reason": "Both touch flash-attention/MoE-related code, but one is an AttributeError on sink-less models and the other is a CPU-offload incompatibility; different bugs and code paths." + "reason": "Different bugs: one is a bad `center` argument crash in `LasrFeatureExtractor`, the other is a `device_map=\"auto\"` forward device mismatch in Gemma4 PLE." }, { "left": "issue:29942", "right": "issue:32090", "accept": false, - "reason": "Flash Attention 2 test failures and a Trainer _gpu_broadcast_one NoneType error are unrelated failures in different layers." + "reason": "Flash Attention 2 test failures and a `NoneType` `_gpu_broadcast_one` error are distinct code paths with no concrete overlap." }, { - "left": "issue:43335", - "right": "issue:45072", + "left": "issue:43611", + "right": "issue:43931", "accept": false, - "reason": "One is a SwitchTransformers config construction bug; the other is a bfloat16 dtype mismatch during inference. Not the same underlying issue." + "reason": "Both concern model loading, but one is about `base_model_prefix` handling and the other is a weight-shape mismatch for a specific Qwen model." }, { - "left": "issue:38175", - "right": "issue:44493", - "accept": false, - "reason": "Both are model-output correctness complaints, but they affect different models and symptoms with no shared concrete code path." - }, - { - "left": "issue:43720", - "right": "issue:44112", + "left": "issue:44360", + "right": "issue:44561", "accept": false, - "reason": "Packed-weight loading in BitNet and a GraniteSpeech CI device-override test are different problems." + "reason": "Completely different areas: DSA indexer/ReLU discussion versus a v5 regression from removing `is_torch_fx_available`." }, { - "left": "issue:44448", - "right": "issue:44779", + "left": "issue:43335", + "right": "issue:43653", "accept": false, - "reason": "Both are v4/v5 regressions, but they concern different models and tokenizer/decoder behavior." + "reason": "One is a SwitchTransformers config bug; the other is a BigBird tokenizer special-token registration issue." }, { - "left": "issue:43335", - "right": "issue:45593", + "left": "issue:39692", + "right": "issue:43526", "accept": false, - "reason": "A sparse-layer config bug and D-FINE auxiliary-loss behavior are unrelated." + "reason": "Documentation/example errors for SigLIP2 do not match a BeitImageProcessorFast `reduce_labels` logic bug." }, { - "left": "issue:44292", - "right": "issue:45520", + "left": "issue:43550", + "right": "issue:44112", "accept": false, - "reason": "Qwen NVFP4 runtime failure and a Python 3.13 flash_attn import KeyError are unrelated." + "reason": "Different failures in different subsystems: torch.compile/SDPA for Bamba versus a GraniteSpeech CI device-override test." }, { - "left": "issue:28218", - "right": "issue:35141", + "left": "issue:43335", + "right": "issue:43504", "accept": false, - "reason": "Tokenizer spacing after added tokens and post-init embedding reinitialization are distinct bugs in different parts of the stack." + "reason": "Both mention BEiT/SwitchTransformers-adjacent model setup, but the underlying bugs are unrelated (sparse layer creation vs legacy preset loading)." }, { - "left": "issue:44977", - "right": "issue:45229", - "accept": false, - "reason": "Qwen flash-attention generation failure and Gemma multi-GPU CUDA OOM are not the same defect." + "left": "issue:45310", + "right": "issue:45478", + "accept": true, + "reason": "Near-identical title and scope: both report the same `transformers>=5.4.0` Qwen3.5 MoE `from_pretrained` error." }, { - "left": "issue:42490", - "right": "issue:43854", + "left": "issue:43819", + "right": "issue:44493", "accept": false, - "reason": "Both are model-loading issues, but one is a trailing-slash path warning and the other is a specific model test failure." + "reason": "DAC latent/STE mismatch and unexpected position-id keys are unrelated issues." }, { - "left": "issue:44462", - "right": "issue:44561", + "left": "issue:43335", + "right": "issue:45083", "accept": false, - "reason": "Tokenizer.json selection and trust_remote_code breakage from is_torch_fx_available removal are different loading issues." + "reason": "SwitchTransformers sparse-layer config bug is not the same as a qwen3_omni_moe feature-length helper discrepancy." }, { - "left": "issue:44561", - "right": "issue:44779", + "left": "issue:44855", + "right": "issue:45083", "accept": false, - "reason": "A trust_remote_code import break and a DeepSeek tokenizer regression are not the same bug." + "reason": "Python 3.13 `IndentationError` on import is a different problem from qwen3_omni_moe feature-length behavior." }, { - "left": "issue:43606", - "right": "issue:44857", + "left": "issue:45588", + "right": "issue:45859", "accept": false, - "reason": "CPU offload device mismatch and float16 AMP CUDA crash are separate runtime errors." + "reason": "Both involve flash-attention-related code, but one is an `s_aux=None` crash in sink-less models and the other is CPU-offload incompatibility in Qwen3_5Moe rotary embedding." }, { - "left": "issue:44448", - "right": "issue:44977", + "left": "issue:29127", + "right": "issue:32090", "accept": false, - "reason": "Different models, different symptoms, different code paths; both are just generation regressions." + "reason": "An error-message clarity issue in LayoutLMv3 is not the same as a `NoneType` GPU broadcast crash." }, { - "left": "issue:44857", - "right": "issue:45072", + "left": "issue:39692", + "right": "issue:44493", "accept": false, - "reason": "One is an image-loss AMP crash; the other is a SwitchTransformers/TimmWrapperModel dtype mismatch." + "reason": "SigLIP2 example/documentation problems are unrelated to the unexpected position-id key regression." }, { - "left": "issue:43927", - "right": "issue:45698", + "left": "issue:44292", + "right": "issue:45520", "accept": false, - "reason": "Both involve save/load behavior, but one is lost token IDs and the other is loading the wrong custom module; not the same root cause." + "reason": "Different root causes: Qwen-3-8B-NVFP4 runtime error versus a Python 3.13 flash-attn import `KeyError`." }, { - "left": "issue:43701", - "right": "issue:45083", + "left": "issue:43335", + "right": "issue:45072", "accept": false, - "reason": "Checkpoint key mismatch and a qwen3_omni_moe helper function behavior issue are unrelated." + "reason": "SwitchTransformers sparse-layer config and bfloat16 dtype mismatch in TimmWrapperModel are not the same bug." }, { - "left": "issue:43550", - "right": "issue:45083", + "left": "issue:43720", + "right": "issue:44112", "accept": false, - "reason": "Torch.compile/SDPA failure for Bamba and a feature-length helper regression are unrelated." + "reason": "BitNet packed-weight loading and a GraniteSpeech CI test regression are separate issues." }, { - "left": "issue:34689", - "right": "issue:35141", + "left": "issue:43335", + "right": "issue:45593", "accept": false, - "reason": "Llama 3.2 Vision model loading regression and output embedding reinitialization are different bugs." + "reason": "SwitchTransformers config behavior is unrelated to D-FINE missing auxiliary losses when denoising is off." }, { - "left": "issue:29127", - "right": "issue:32090", + "left": "issue:44448", + "right": "issue:44779", "accept": false, - "reason": "LayoutLMv3 error clarity and Trainer broadcast TypeError are unrelated." + "reason": "Pegasus v4/v5 output differences and Deepseek tokenizer regression are different model behaviors." }, { - "left": "issue:40444", - "right": "issue:43526", + "left": "issue:38175", + "right": "issue:44493", "accept": false, - "reason": "Both are vision/data-processing issues, but one is multi-image IterableDataset finetuning and the other is a label-reduction bug in an image processor." + "reason": "Unexpected zero probabilities in SigLIP2 is not the same as the position-id key warning across many models." }, { - "left": "issue:44568", - "right": "issue:45491", + "left": "issue:44977", + "right": "issue:45229", "accept": false, - "reason": "Missing BOS/EOS on add_special_tokens and Gemma3 NaN embeddings are distinct tokenizer vs model-runtime bugs." + "reason": "Flash-attention generation issues in Qwen3.5 and CUDA OOM in Gemma4 31B-IT are unrelated." }, { - "left": "issue:45372", - "right": "issue:45588", + "left": "issue:42490", + "right": "issue:43854", "accept": false, - "reason": "Gemma 4 processor import failure and a flash_attention AttributeError are unrelated." + "reason": "A local-path trailing-slash warning and GLM-4.7-Flash model loading failure are not the same underlying bug." }, { - "left": "issue:44977", - "right": "issue:45563", + "left": "issue:44462", + "right": "issue:44561", "accept": false, - "reason": "A flash-attention generation failure and a stale warning about num_return_sequences are not the same issue." + "reason": "Tokenizer.json selection behavior and removal of `is_torch_fx_available` affect different loading paths." }, { - "left": "issue:43412", - "right": "issue:45588", + "left": "issue:44561", + "right": "issue:44779", "accept": false, - "reason": "Executorch export support problems and flash-attention sink-less-model crashes are unrelated." + "reason": "A v5 API removal breaking `trust_remote_code` models is not the same as a Deepseek tokenizer regression." }, { - "left": "issue:45198", - "right": "issue:45803", + "left": "issue:40444", + "right": "issue:43526", "accept": false, - "reason": "Wav2Vec2 save/tokenization failure and a bare-except tensor conversion bug are different processor-level issues." + "reason": "IterableDataset multi-image finetuning failure and BeitImageProcessorFast `reduce_labels` are different bugs." }, { - "left": "issue:45459", - "right": "issue:45712", + "left": "issue:43606", + "right": "issue:44857", "accept": false, - "reason": "Hiding tokenizer errors when protobuf is absent and leftover dummy classes are unrelated." + "reason": "CPU offload device mismatch for bark-small and float16 AMP crash in LwDetrImageLoss are distinct issues." }, { - "left": "issue:44493", - "right": "issue:45042", + "left": "issue:34689", + "right": "issue:35141", "accept": false, - "reason": "Unexpected position-id keys and unwanted torchvision requirements are different regressions." + "reason": "Llama 3.2 Vision loading breakage and embedding reinitialization after resize are not the same code-path problem." }, { - "left": "issue:36010", - "right": "issue:37428", + "left": "issue:43723", + "right": "issue:44554", "accept": false, - "reason": "Both are import errors, but they involve different symbols and modules with no shared concrete failure path." + "reason": "AutoTokenizer v5 loading failure and an MPS attention correctness issue are unrelated." }, { - "left": "issue:29942", - "right": "issue:35141", + "left": "issue:44448", + "right": "issue:44977", "accept": false, - "reason": "Flash Attention test failures and embedding reinitialization are unrelated." + "reason": "Both are v4/v5 behavior regressions, but they concern different models and different failure modes." }, { - "left": "issue:42490", - "right": "issue:43575", + "left": "issue:44857", + "right": "issue:45072", "accept": false, - "reason": "A trailing-slash load warning and a tensor-parallel OOM are different model-loading problems." + "reason": "Different runtime failures: CUDA AMP crash in LwDetrImageLoss versus dtype mismatch in bfloat16 inference." }, { - "left": "issue:44857", - "right": "issue:45588", + "left": "issue:43701", + "right": "issue:45083", "accept": false, - "reason": "A CUDA AMP crash in image loss and a flash_attention AttributeError are not the same bug." + "reason": "`resume_from_checkpoint` key mismatch is unrelated to the qwen3_omni_moe helper-function issue." }, { - "left": "issue:45372", - "right": "issue:45459", + "left": "issue:43550", + "right": "issue:45083", "accept": false, - "reason": "Gemma processor import breakage and tokenizer exception handling with missing protobuf are unrelated." + "reason": "Bamba torch.compile/SDPA failure and qwen3_omni_moe feature-length helper behavior are different bugs." } ] }, - "evaluator_result": null, - "evaluator_used": false, + "evaluator_result": { + "accept": true, + "feedback": "The summary is well grounded in the packet: 45310/45478 are the only clearly duplicate-style pair, with identical titles and closely aligned scope, and the canonical-choice rationale is conservative. The false soft-edge verdicts also read as appropriately cautious given only title/body-level evidence." + }, + "evaluator_used": true, "retried": false, - "accepted_nontrivial_soft_edge": false, + "accepted_nontrivial_soft_edge": true, "error_kind": null, "error_message": null }, @@ -8095,50 +8069,46 @@ "component_index": 1, "component_count": 17, "review_unit_index": 26, - "review_unit_count": 47, + "review_unit_count": 48, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-406", + "cluster_id": "cluster-10000-407", "nodes": [ "issue:10000", "issue:15354", "issue:25251", - "issue:29127", + "issue:28218", "issue:29942", - "issue:30064", "issue:32090", "issue:33357", - "issue:34567", - "issue:39692", - "issue:42915", - "issue:42994", + "issue:35141", + "issue:37428", + "issue:41720", + "issue:42490", "issue:43065", - "issue:43066", "issue:43278", + "issue:43329", "issue:43381", - "issue:43421", + "issue:43412", + "issue:43575", "issue:43653", - "issue:43756", "issue:43873", + "issue:43927", "issue:43976", "issue:43994", "issue:44186", "issue:44206", - "issue:44265", - "issue:44361", "issue:44448", - "issue:44451", - "issue:44462", "issue:44466", "issue:44479", - "issue:44610", - "issue:44734", + "issue:44568", "issue:44743", - "issue:44871", + "issue:44857", "issue:44977", + "issue:44987", "issue:45198", "issue:45229", "issue:45245", @@ -8146,238 +8116,262 @@ "issue:45406", "issue:45412", "issue:45440", + "issue:45459", "issue:45491", - "issue:45520", "issue:45563", "issue:45588", + "issue:45698", + "issue:45712", + "issue:45803", "issue:45823" ], "soft_pairs": [ + "issue:43927|issue:45698", + "issue:28218|issue:32090", + "issue:37428|issue:44987", + "issue:44568|issue:45491", + "issue:29942|issue:35141", + "issue:45372|issue:45588", + "issue:32090|issue:33357", + "issue:43873|issue:45229", + "issue:44977|issue:45563", + "issue:45198|issue:45803", + "issue:45459|issue:45712", + "issue:43412|issue:45588", + "issue:41720|issue:45229", + "issue:43976|issue:45440", + "issue:43278|issue:43329", + "issue:10000|issue:15354", + "issue:45372|issue:45406", + "issue:42490|issue:43575", + "issue:43065|issue:43994", + "issue:45372|issue:45459", "issue:43065|issue:45412", + "issue:44857|issue:45588", "issue:45245|issue:45563", "issue:44448|issue:44466", - "issue:45588|issue:45823", "issue:43653|issue:44743", + "issue:45588|issue:45823", + "issue:44206|issue:44479", "issue:43278|issue:43381", "issue:25251|issue:32090", - "issue:43976|issue:45440", - "issue:44186|issue:45198", "issue:43994|issue:45412", - "issue:43066|issue:44462", - "issue:44451|issue:45520", - "issue:44361|issue:45198", - "issue:42915|issue:42994", - "issue:44206|issue:44479", - "issue:44871|issue:44977", - "issue:44265|issue:45198", - "issue:43065|issue:43994", - "issue:33357|issue:39692", - "issue:43421|issue:45491", - "issue:29127|issue:34567", - "issue:29942|issue:30064", - "issue:44734|issue:45406", - "issue:44610|issue:45412", - "issue:10000|issue:15354", - "issue:43756|issue:45440", - "issue:43873|issue:45229", - "issue:45372|issue:45406" + "issue:44186|issue:45198" ], - "prepared_review_unit_hash": "6b36d4e35524595a207596d43304471287e4bc0854373377c6bdfe24b4a884c4", + "prepared_review_unit_hash": "01f68d53a37abd8bb1e00ae445a24bba9609ae1d8141dd397dd6ae018edf58dd", "component_budget": { - "node_count": 406, - "item_count": 406, - "soft_pair_count": 1515, - "serialized_chars": 782188, - "estimated_input_tokens": 195547, - "estimated_eval_tokens": 391350 + "node_count": 407, + "item_count": 407, + "soft_pair_count": 1521, + "serialized_chars": 784896, + "estimated_input_tokens": 196224, + "estimated_eval_tokens": 392704 }, "budget": { - "node_count": 48, - "item_count": 48, - "soft_pair_count": 28, - "serialized_chars": 36113, - "estimated_input_tokens": 9029, - "estimated_eval_tokens": 18314 + "node_count": 47, + "item_count": 47, + "soft_pair_count": 31, + "serialized_chars": 36694, + "estimated_input_tokens": 9174, + "estimated_eval_tokens": 18604 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is heterogeneous: the proposed soft pairs mostly share a broad subsystem or keyword, but they do not describe the same underlying bug/change. I would not dedupe any of the pairs, and there are no PRs to consider.", - "confidence": 0.86, + "summary": "The set is heterogeneous: most items are unrelated bug reports across different components, and none of the soft pairs look like the same underlying issue/change. No clear canonical issue stands out.", + "confidence": 0.91, "canonical_issue_reason": null, "canonical_pr_reason": null, - "best_issue_reason": "issue:45406 is the most concrete, self-contained bug report in the set, but it should be treated as a representative issue only, not as a true duplicate hub for the cluster.", + "best_issue_reason": null, "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:43065", - "right": "issue:45412", + "left": "issue:43927", + "right": "issue:45698", "accept": false, - "reason": "Different bugs: Sam3PixelDecoder dummy Conv2d vs RT-DETR memory not released on deletion." + "reason": "Both touch save/load flows, but one is custom token IDs being lost while the other is the wrong custom module being loaded; different bugs and code paths." }, { - "left": "issue:45245", - "right": "issue:45563", + "left": "issue:28218", + "right": "issue:32090", "accept": false, - "reason": "Unrelated failures: category cardinality limit vs stale paged-generate warning." + "reason": "Tokenizer spacing behavior and Trainer GPU broadcast NoneType errors are unrelated." }, { - "left": "issue:44448", - "right": "issue:44466", + "left": "issue:37428", + "right": "issue:44987", "accept": false, - "reason": "Both concern v5 behavior, but one is generation output drift and the other is inconsistent lm_head.weight serialization." + "reason": "Both are import/load failures, but they involve different modules and failure modes." }, { - "left": "issue:45588", - "right": "issue:45823", + "left": "issue:44568", + "right": "issue:45491", "accept": false, - "reason": "flash_attention.py None handling crash is unrelated to Gemma4 PLE device-map mismatch." + "reason": "Tokenizer special-token handling and Gemma3 NaN embeddings are distinct problems." }, { - "left": "issue:43653", - "right": "issue:44743", + "left": "issue:29942", + "right": "issue:35141", "accept": false, - "reason": "Tokenizer special-token registration bug vs Qwen recurrent-state reset with cache are different code paths." + "reason": "Flash Attention test failures and embedding reinitialization in post_init are unrelated." }, { - "left": "issue:43278", - "right": "issue:43381", + "left": "issue:45372", + "right": "issue:45588", "accept": false, - "reason": "Embedding dtype drift in eval is not the same as gradient checkpointing being unusable in eval mode." + "reason": "Gemma4 processor import dependency breakage is not the same as a flash_attention.py s_aux=None crash." }, { - "left": "issue:25251", - "right": "issue:32090", + "left": "issue:32090", + "right": "issue:33357", "accept": false, - "reason": "Pipeline top_k nesting change and Trainer _gpu_broadcast_one NoneType error are unrelated." + "reason": "Trainer broadcast NoneType and MacOS bus error on CLIP are different runtime failures." }, { - "left": "issue:43976", - "right": "issue:45440", + "left": "issue:43873", + "right": "issue:45229", "accept": false, - "reason": "Python version compatibility issue vs DeepseekV3MoE implementation divergence are separate problems." + "reason": "Both mention memory/resource issues, but one is quantization offloading behavior and the other is multi-GPU OOM." }, { - "left": "issue:44186", - "right": "issue:45198", + "left": "issue:44977", + "right": "issue:45563", "accept": false, - "reason": "LayoutLMv2 tokenizer NER/padding crash is unrelated to Wav2Vec2 save_pretrained/tokenization failure." + "reason": "Qwen3.5 flash-attention generation regression and a stale paged-generate warning are not the same bug." }, { - "left": "issue:43994", - "right": "issue:45412", + "left": "issue:45198", + "right": "issue:45803", "accept": false, - "reason": "SigLIP2 wrong results and RT-DETR memory leak are different model issues with different symptoms." + "reason": "Wav2Vec2 save/tokenization failure and a bare-except swallowing errors in Fuyu are different code paths." }, { - "left": "issue:43066", - "right": "issue:44462", + "left": "issue:45459", + "right": "issue:45712", "accept": false, - "reason": "Tokenizer decoder-type mismatch and ignoring tokenizer.json are both tokenizer-related but not the same defect." + "reason": "Tokenizer error masking from protobuf absence is unrelated to leftover dummy classes leaking into dir(transformers)." }, { - "left": "issue:44451", - "right": "issue:45520", + "left": "issue:43412", + "right": "issue:45588", "accept": false, - "reason": "ScandiBERT loading failure and flash_attn import KeyError are unrelated." + "reason": "Executorch export guards/erfinv support and a flash_attention s_aux=None crash are separate issues." }, { - "left": "issue:44361", - "right": "issue:45198", + "left": "issue:41720", + "right": "issue:45229", "accept": false, - "reason": "MLukeTokenizer AttributeError is a different failure from Wav2Vec2 save/tokenization issues." + "reason": "Auto device-map cudaErrorAssert and Gemma4 multi-GPU OOM are different failure modes." }, { - "left": "issue:42915", - "right": "issue:42994", + "left": "issue:43976", + "right": "issue:45440", "accept": false, - "reason": "Both involve quantization, but Qwen3Moe FP8 config failure and quantized model saving failure are distinct bugs." + "reason": "Python version compatibility and DeepseekV3MoE divergence are unrelated." }, { - "left": "issue:44206", - "right": "issue:44479", + "left": "issue:43278", + "right": "issue:43329", "accept": false, - "reason": "Unsupported feature-extractor arg and Qwen video-input regression are different model/input-path issues." + "reason": "Embedding dtype regression and a video-token counting bug do not share the same root cause." }, { - "left": "issue:44871", - "right": "issue:44977", + "left": "issue:10000", + "right": "issue:15354", "accept": false, - "reason": "Gemma-3 eos_token_id mismatch is unrelated to Qwen3.5 flash-attention generation failure." + "reason": "DistilBertModel error and GeneratorExp torch.jit.script export failure are unrelated." }, { - "left": "issue:44265", - "right": "issue:45198", + "left": "issue:45372", + "right": "issue:45406", + "accept": false, + "reason": "Both involve Gemma4 loading, but one is an import dependency issue and the other is a missing _tokenizer attribute in serve." + }, + { + "left": "issue:42490", + "right": "issue:43575", "accept": false, - "reason": "torch.export.export / torch_compilable_check issue does not match Wav2Vec2 save/tokenization failure." + "reason": "Path-trailing-slash import warning and Qwen2 tensor-parallel OOM are unrelated." }, { "left": "issue:43065", "right": "issue:43994", "accept": false, - "reason": "Sam3PixelDecoder dummy layer and SigLIP2 nonsensical outputs are unrelated." + "reason": "Sam3PixelDecoder dummy conv and SigLIP2 nonsensical outputs are different model issues." }, { - "left": "issue:33357", - "right": "issue:39692", + "left": "issue:45372", + "right": "issue:45459", "accept": false, - "reason": "Both touch vision-language models, but MacOS CLIP bus error and SigLIP2 docs/model-processor mismatch are different bugs." + "reason": "Gemma4 processor import failure and tokenizer protobuf error masking are unrelated." }, { - "left": "issue:43421", - "right": "issue:45491", + "left": "issue:43065", + "right": "issue:45412", "accept": false, - "reason": "Runtime special-token post-processing update bug is unrelated to Gemma3 NaN embeddings on mixed-length batches." + "reason": "Dummy conv in Sam3PixelDecoder and RT-DETR memory not released are different bugs." }, { - "left": "issue:29127", - "right": "issue:34567", + "left": "issue:44857", + "right": "issue:45588", "accept": false, - "reason": "Error-message clarity for LayoutLMv3 is unrelated to TrainerState num_input_tokens_seen not updating." + "reason": "Float16 AMP crash in LwDetrImageLoss and flash_attention s_aux=None are unrelated." }, { - "left": "issue:29942", - "right": "issue:30064", + "left": "issue:45245", + "right": "issue:45563", "accept": false, - "reason": "Flash Attention 2 test failures and void segmentation map processing are different issues." + "reason": "Category-count limit error and a stale generate warning are not the same issue." }, { - "left": "issue:44734", - "right": "issue:45406", + "left": "issue:44448", + "right": "issue:44466", "accept": false, - "reason": "KV-cache continuation tensor indexing in transformers serve is unrelated to Gemma4Processor missing _tokenizer." + "reason": "Both are v5 regressions, but one is output mismatch for Pegasus and the other is serialization of tied weights; not the same concrete bug." }, { - "left": "issue:44610", - "right": "issue:45412", + "left": "issue:43653", + "right": "issue:44743", "accept": false, - "reason": "OmDet-Turbo processor input-size mismatch is not a duplicate of RT-DETR memory retention." + "reason": "BigBirdTokenizer special-token registration and Qwen3.5 recurrent-state reset are unrelated." }, { - "left": "issue:10000", - "right": "issue:15354", + "left": "issue:45588", + "right": "issue:45823", "accept": false, - "reason": "German DistilBertModel issue and GeneratorExp torch.jit.script export failure are unrelated." + "reason": "Both touch Gemma4, but one is a flash_attention crash and the other is a device-mismatch forward bug." }, { - "left": "issue:43756", - "right": "issue:45440", + "left": "issue:44206", + "right": "issue:44479", "accept": false, - "reason": "Smollm3 RoPE-layer dropout and DeepseekV3MoE divergence are different model implementation bugs." + "reason": "Unsupported center arg in LasrFeatureExtractor and Qwen VL video regression are different code paths." }, { - "left": "issue:43873", - "right": "issue:45229", + "left": "issue:43278", + "right": "issue:43381", "accept": false, - "reason": "Quantization offloading behavior and Gemma4 multi-GPU CUDA OOM are related only at a high level, not the same bug." + "reason": "Eval dtype drift and gradient-checkpointing-in-eval are unrelated." }, { - "left": "issue:45372", - "right": "issue:45406", + "left": "issue:25251", + "right": "issue:32090", + "accept": false, + "reason": "Pipeline top_k output shape change and Trainer GPU broadcast errors are unrelated." + }, + { + "left": "issue:43994", + "right": "issue:45412", + "accept": false, + "reason": "SigLIP2 bad outputs and RT-DETR memory retention are separate bugs." + }, + { + "left": "issue:44186", + "right": "issue:45198", "accept": false, - "reason": "Gemma4 processor import failure due to ReasoningEffort and Gemma4Processor _tokenizer missing are separate loading/serve failures." + "reason": "LayoutLMv2 tokenizer crashes and Wav2Vec2 save/tokenization failure are different issues." } ] }, @@ -8393,288 +8387,282 @@ "component_index": 1, "component_count": 17, "review_unit_index": 27, - "review_unit_count": 47, + "review_unit_count": 48, "status": "reviewed", "reason": null, "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-406", + "cluster_id": "cluster-10000-407", "nodes": [ + "issue:29127", "issue:29942", + "issue:30064", "issue:32090", + "issue:33290", "issue:33357", + "issue:34567", "issue:36010", - "issue:41720", + "issue:39692", "issue:42490", "issue:42915", - "issue:43262", + "issue:42994", + "issue:43066", + "issue:43257", "issue:43278", - "issue:43329", "issue:43334", "issue:43381", - "issue:43441", + "issue:43421", "issue:43526", "issue:43531", - "issue:43575", - "issue:43646", "issue:43653", "issue:43701", - "issue:43723", + "issue:43756", "issue:43761", "issue:43824", "issue:43873", - "issue:43931", - "issue:44062", - "issue:44077", "issue:44186", - "issue:44206", + "issue:44265", "issue:44279", - "issue:44387", + "issue:44361", "issue:44442", - "issue:44554", - "issue:44743", - "issue:44811", - "issue:44857", + "issue:44451", + "issue:44462", + "issue:44610", + "issue:44625", + "issue:44871", "issue:44977", - "issue:45072", "issue:45103", - "issue:45229", - "issue:45245", + "issue:45198", "issue:45372", + "issue:45412", "issue:45440", - "issue:45588", + "issue:45491", + "issue:45520", + "issue:45584", "issue:45593", "issue:45834", - "issue:45859", - "issue:45907" + "issue:45859" ], "soft_pairs": [ + "issue:43066|issue:44462", + "issue:44451|issue:45520", + "issue:44361|issue:45198", + "issue:42915|issue:42994", + "issue:44871|issue:44977", + "issue:43756|issue:45440", + "issue:44265|issue:45198", + "issue:43421|issue:45491", + "issue:29942|issue:30064", + "issue:33357|issue:39692", + "issue:43257|issue:43278", + "issue:29127|issue:34567", + "issue:44610|issue:45412", "issue:42490|issue:43873", - "issue:43278|issue:43575", - "issue:43723|issue:44554", + "issue:32090|issue:33290", + "issue:45440|issue:45593", + "issue:43824|issue:44279", "issue:43653|issue:44442", "issue:45103|issue:45372", - "issue:43381|issue:43701", - "issue:41720|issue:45229", "issue:43761|issue:45859", "issue:43526|issue:45834", - "issue:45440|issue:45593", - "issue:43278|issue:43329", - "issue:29942|issue:36010", - "issue:32090|issue:33357", + "issue:43381|issue:43701", "issue:43526|issue:44186", + "issue:29942|issue:36010", + "issue:29127|issue:33357", "issue:43334|issue:43531", - "issue:43824|issue:44279", - "issue:44977|issue:45245", - "issue:43526|issue:44857", - "issue:44442|issue:45072", - "issue:43262|issue:44206", - "issue:42490|issue:43381", - "issue:42915|issue:43931", - "issue:43575|issue:43701", - "issue:44062|issue:45907", - "issue:43441|issue:45588", - "issue:43646|issue:44077", - "issue:43575|issue:44387", - "issue:44743|issue:44811" + "issue:44625|issue:45584" ], - "prepared_review_unit_hash": "44102d8349a2dcd77a512eb5dbeab2bbc52bb4e58eff31e7d6fe41e4c466baa6", + "prepared_review_unit_hash": "410dbb73abee9c17c4ad39e1cf78dbc3bc8e5eb724aeaa46434e47b36c986fc3", "component_budget": { - "node_count": 406, - "item_count": 406, - "soft_pair_count": 1515, - "serialized_chars": 782188, - "estimated_input_tokens": 195547, - "estimated_eval_tokens": 391350 + "node_count": 407, + "item_count": 407, + "soft_pair_count": 1521, + "serialized_chars": 784896, + "estimated_input_tokens": 196224, + "estimated_eval_tokens": 392704 }, "budget": { - "node_count": 47, - "item_count": 47, - "soft_pair_count": 28, - "serialized_chars": 35445, - "estimated_input_tokens": 8862, - "estimated_eval_tokens": 17980 + "node_count": 48, + "item_count": 48, + "soft_pair_count": 27, + "serialized_chars": 35663, + "estimated_input_tokens": 8916, + "estimated_eval_tokens": 18088 }, "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, multimodal models, quantization/offloading, flash-attention, and a few v5 regressions. I do not see any soft pair that clearly refers to the same underlying bug or change.", - "confidence": 0.95, + "summary": "This cluster is heterogeneous: the issues span unrelated bugs in tokenizers, model loading, quantization, training, image processing, and docs. None of the soft-edge pairs look like true duplicates or the same underlying fix path.", + "confidence": 0.98, "canonical_issue_reason": null, "canonical_pr_reason": null, - "best_issue_reason": "If a representative issue is needed, issue:43873 is the most developed report (highest discussion/inbound refs) with a concrete reproduction, but the cluster is too mixed for it to be a true canonical for the whole set.", + "best_issue_reason": null, "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:42490", - "right": "issue:43873", + "left": "issue:43066", + "right": "issue:44462", "accept": false, - "reason": "Reject: trailing-slash local model import warning and quantization offloading problems are different bugs." + "reason": "Both concern tokenizer loading behavior, but one is a wrong decoder type in v5 and the other is ignoring repository tokenizer.json; different failure modes and fixes." }, { - "left": "issue:43278", - "right": "issue:43575", + "left": "issue:44451", + "right": "issue:45520", "accept": false, - "reason": "Reject: dtype drift during evaluate and tensor-parallel OOM while loading a large Qwen model are unrelated failures." + "reason": "Different problems: one is loading a specific model, the other is a Python 3.13 flash_attn import-key error." }, { - "left": "issue:43723", - "right": "issue:44554", + "left": "issue:44361", + "right": "issue:45198", "accept": false, - "reason": "Reject: AutoTokenizer loading regression and an MPS attention correctness issue do not share the same code path." + "reason": "Unrelated tokenizer/task AttributeError versus Wav2Vec2 save_pretrained/tokenization failure." }, { - "left": "issue:43653", - "right": "issue:44442", + "left": "issue:42915", + "right": "issue:42994", "accept": false, - "reason": "Reject: both involve tokenizers, but they affect different tokenizer classes and distinct loading/decoding bugs." + "reason": "Both mention quantization, but one fails with FineGrainedFP8Config on Qwen3MoE and the other is quantized model saving; different code paths." }, { - "left": "issue:45103", - "right": "issue:45372", + "left": "issue:44871", + "right": "issue:44977", "accept": false, - "reason": "Reject: auto_docstring annotation crash and mistral_common import breakage are unrelated import-time issues." + "reason": "Gemma eos_token_id config mismatch is unrelated to Qwen3.5 flash-attention generation failure." }, { - "left": "issue:43381", - "right": "issue:43701", + "left": "issue:43756", + "right": "issue:45440", "accept": false, - "reason": "Reject: eval-mode gradient checkpointing restriction and resume checkpoint key mismatch are different training-flow bugs." + "reason": "Both are model-specific implementation discrepancies, but they affect different model families and different mechanisms." }, { - "left": "issue:41720", - "right": "issue:45229", + "left": "issue:44265", + "right": "issue:45198", "accept": false, - "reason": "Reject: both are GPU inference failures, but one is a cuda assert in Qwen3 device mapping and the other is a multi-GPU OOM in Gemma4." + "reason": "torch.export compatibility with torch_compilable_check is unrelated to Wav2Vec2 tokenization/save_pretrained issues." }, { - "left": "issue:43761", - "right": "issue:45859", + "left": "issue:43421", + "right": "issue:45491", "accept": false, - "reason": "Reject: CLIPVision hidden_states regression and Qwen3 MoE CPU-offload incompatibility are separate model-specific issues." + "reason": "Tokenizer special-token post-processing runtime updates are unrelated to Gemma3 NaN embeddings under sliding-window attention." }, { - "left": "issue:43526", - "right": "issue:45834", + "left": "issue:29942", + "right": "issue:30064", "accept": false, - "reason": "Reject: BeitImageProcessorFast reduce_labels bug and Kosmos2.5 OCR index error are different image-processing failures." + "reason": "Flash Attention 2 test failures and void segmentation map processing are different subsystems and bugs." }, { - "left": "issue:45440", - "right": "issue:45593", + "left": "issue:33357", + "right": "issue:39692", "accept": false, - "reason": "Reject: DeepSeekV3 MoE divergence and D-FINE auxiliary-loss omission affect different models and code paths." + "reason": "MacOS bus error with a CLIP model is unrelated to SigLIP2 documentation example errors." }, { - "left": "issue:43278", - "right": "issue:43329", + "left": "issue:43257", + "right": "issue:43278", "accept": false, - "reason": "Reject: embedding dtype mismatch and multimodal token counting bug are unrelated regressions." + "reason": "Qwen3 MoE weight conversion under accelerate/deepspeed is unrelated to embedding dtype drift between train and eval." }, { - "left": "issue:29942", - "right": "issue:36010", + "left": "issue:29127", + "right": "issue:34567", "accept": false, - "reason": "Reject: Flash Attention 2 test failures and GenerationMixin import errors are separate API/test breakages." + "reason": "LayoutLMv3 error-message clarity and TrainerState token counting are unrelated." }, { - "left": "issue:32090", - "right": "issue:33357", + "left": "issue:44610", + "right": "issue:45412", "accept": false, - "reason": "Reject: _gpu_broadcast_one NoneType error and MacOS bus error with CLIP are distinct runtime issues." + "reason": "Processor input-size mismatch for OmDet-Turbo is unrelated to RT-DETR memory release/GC behavior." }, { - "left": "issue:43526", - "right": "issue:44186", + "left": "issue:42490", + "right": "issue:43873", "accept": false, - "reason": "Reject: both are tokenizer-related, but the affected models and failure modes differ." + "reason": "Import warning for local paths ending in slash is unrelated to quantization offloading behavior." }, { - "left": "issue:43334", - "right": "issue:43531", + "left": "issue:32090", + "right": "issue:33290", "accept": false, - "reason": "Reject: missing pad_token_id on Qwen3-VL text config and sliding_window behavior in Qwen3-MoE are unrelated." + "reason": "Trainer broadcast NoneType error and Adafactor OOM in deepspeed are different runtime failures." }, { - "left": "issue:43824", - "right": "issue:44279", + "left": "issue:45440", + "right": "issue:45593", "accept": false, - "reason": "Reject: Qwen2_5_VL import failure and a generic dependency issue are not the same concrete bug." + "reason": "DeepSeekV3MoE implementation divergence is unrelated to D-FINE auxiliary losses with denoising off." }, { - "left": "issue:44977", - "right": "issue:45245", + "left": "issue:43824", + "right": "issue:44279", "accept": false, - "reason": "Reject: flash-attention generation bug and category-count limit error are unrelated." + "reason": "Missing Qwen2_5_VL export is a specific import regression, not the same as a general dependency issue." }, { - "left": "issue:43526", - "right": "issue:44857", + "left": "issue:43653", + "right": "issue:44442", "accept": false, - "reason": "Reject: label reduction in BEiT and float16 AMP crash in LwDetrImageLoss are different image-model bugs." + "reason": "BigBirdTokenizer special-token registration bug is unrelated to AutoTokenizer failing to load a FastSpeech2ConformerTokenizer." }, { - "left": "issue:44442", - "right": "issue:45072", + "left": "issue:45103", + "right": "issue:45372", "accept": false, - "reason": "Reject: tokenizer loading failure and bfloat16 inference dtype mismatch are unrelated." + "reason": "auto_docstring crash with future annotations and Gemma 4 processor import error are unrelated." }, { - "left": "issue:43262", - "right": "issue:44206", + "left": "issue:43761", + "right": "issue:45859", "accept": false, - "reason": "Reject: audio chat-template sample-rate default and unsupported center argument in LasrFeatureExtractor are different audio-processing bugs." + "reason": "CLIPVisionModel hidden_states regression and Qwen3_5MoE rotary embedding CPU-offload incompatibility are different code paths." }, { - "left": "issue:42490", - "right": "issue:43381", - "accept": false, - "reason": "Reject: import warning on trailing slash and eval-mode gradient-checkpointing behavior are unrelated." - }, - { - "left": "issue:42915", - "right": "issue:43931", + "left": "issue:43526", + "right": "issue:45834", "accept": false, - "reason": "Reject: Qwen3Moe FineGrainedFP8Config failure and Qwen3-VL weight-shape mismatch are different model-loading issues." + "reason": "BeitImageProcessorFast reduce_labels bug and Kosmos2.5 OCR long-input index error are unrelated." }, { - "left": "issue:43575", + "left": "issue:43381", "right": "issue:43701", "accept": false, - "reason": "Reject: tensor-parallel OOM and resume-from-checkpoint key mismatch are not the same bug." + "reason": "Gradient checkpointing in eval mode and resume_from_checkpoint key mismatch are distinct training/control-flow bugs." }, { - "left": "issue:44062", - "right": "issue:45907", + "left": "issue:43526", + "right": "issue:44186", "accept": false, - "reason": "Reject: AddedToken special-argument collision and list_repo_files revision forwarding are unrelated API issues." + "reason": "Different tokenizer/image-processor bugs with different symptoms and fix locations." }, { - "left": "issue:43441", - "right": "issue:45588", + "left": "issue:29942", + "right": "issue:36010", "accept": false, - "reason": "Reject: both mention flash attention, but the failures are different (Ministral-3 generation vs sink-less s_aux handling)." + "reason": "Flash Attention 2 test failures are unrelated to GenerationMixin import errors." }, { - "left": "issue:43646", - "right": "issue:44077", + "left": "issue:29127", + "right": "issue:33357", "accept": false, - "reason": "Reject: broad custom model initialization regression and patchtsmixer post_init policy are not the same change." + "reason": "LayoutLMv3 error messaging and a CLIP MacOS bus error are unrelated." }, { - "left": "issue:43575", - "right": "issue:44387", + "left": "issue:43334", + "right": "issue:43531", "accept": false, - "reason": "Reject: model-specific tensor-parallel OOM and increased reserved-memory under int4 quantization are related only at a high level, not the same defect." + "reason": "Missing pad_token_id on Qwen3-VL text config is unrelated to the Qwen3-MoE sliding_window issue." }, { - "left": "issue:44743", - "right": "issue:44811", + "left": "issue:44625", + "right": "issue:45584", "accept": false, - "reason": "Reject: recurrent-state reset in modular_qwen3_5 and Whisper batch_decode skip_special_tokens are unrelated." + "reason": "Qwen3.5 num_labels propagation and Whisper empty transcription after align_special_tokens are unrelated." } ] }, @@ -8690,289 +8678,282 @@ "component_index": 1, "component_count": 17, "review_unit_index": 28, - "review_unit_count": 47, + "review_unit_count": 48, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-406", + "cluster_id": "cluster-10000-407", "nodes": [ - "issue:28218", "issue:29127", - "issue:32090", "issue:33290", - "issue:33357", "issue:34567", "issue:34689", "issue:35141", - "issue:36010", - "issue:38175", - "issue:41628", + "issue:42490", "issue:42907", + "issue:42915", + "issue:43232", + "issue:43262", "issue:43316", "issue:43381", - "issue:43493", + "issue:43388", + "issue:43441", "issue:43525", - "issue:43550", + "issue:43526", + "issue:43575", "issue:43611", - "issue:43643", - "issue:43720", + "issue:43646", + "issue:43701", + "issue:43723", "issue:43761", - "issue:43827", - "issue:43873", "issue:43931", + "issue:44062", + "issue:44077", "issue:44079", "issue:44188", - "issue:44190", + "issue:44206", + "issue:44387", "issue:44442", "issue:44464", "issue:44479", - "issue:44496", - "issue:44568", "issue:44743", - "issue:44871", + "issue:44811", + "issue:44857", "issue:44898", - "issue:44913", - "issue:44964", "issue:44977", - "issue:45216", + "issue:45003", + "issue:45072", + "issue:45245", "issue:45290", - "issue:45372", "issue:45440", "issue:45479", "issue:45491", - "issue:45584", + "issue:45588", "issue:45698", - "issue:45759", - "issue:45803" + "issue:45803", + "issue:45907" ], "soft_pairs": [ + "issue:44977|issue:45245", "issue:29127|issue:35141", - "issue:44977|issue:45584", + "issue:42915|issue:43931", + "issue:44442|issue:45072", "issue:44464|issue:45491", - "issue:44479|issue:45290", - "issue:33357|issue:38175", - "issue:44964|issue:45440", + "issue:43262|issue:44206", + "issue:43526|issue:44857", + "issue:42490|issue:43381", + "issue:44062|issue:45907", + "issue:43441|issue:45588", + "issue:43761|issue:44079", + "issue:43232|issue:43388", + "issue:43646|issue:44077", + "issue:43575|issue:43701", + "issue:43575|issue:44387", + "issue:44743|issue:44811", + "issue:45003|issue:45440", + "issue:43723|issue:45479", + "issue:43761|issue:44188", "issue:44442|issue:45803", "issue:43316|issue:43525", - "issue:43761|issue:44079", + "issue:44479|issue:45290", "issue:44442|issue:44898", - "issue:28218|issue:29127", "issue:42907|issue:45698", + "issue:42490|issue:44743", "issue:33290|issue:34567", - "issue:34689|issue:43611", - "issue:43931|issue:45216", - "issue:43381|issue:43873", - "issue:43493|issue:43827", - "issue:43761|issue:44188", - "issue:43550|issue:44743", - "issue:43720|issue:44442", - "issue:43316|issue:45759", - "issue:41628|issue:45372", - "issue:43643|issue:44913", - "issue:44568|issue:45479", - "issue:32090|issue:33290", - "issue:34689|issue:36010", - "issue:43873|issue:44871", - "issue:44190|issue:44496" + "issue:34689|issue:43611" ], - "prepared_review_unit_hash": "91bed33f055122fc9f6963fea9a243770cf8e813ae9b2af2e1f0319af4afc455", + "prepared_review_unit_hash": "43803bca8dfc42c6510e85b43fed1e4b5f87835cace31b6fccb75abb9d9f69d2", "component_budget": { - "node_count": 406, - "item_count": 406, - "soft_pair_count": 1515, - "serialized_chars": 782188, - "estimated_input_tokens": 195547, - "estimated_eval_tokens": 391350 + "node_count": 407, + "item_count": 407, + "soft_pair_count": 1521, + "serialized_chars": 784896, + "estimated_input_tokens": 196224, + "estimated_eval_tokens": 392704 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 28, - "serialized_chars": 36483, - "estimated_input_tokens": 9121, - "estimated_eval_tokens": 18498 + "soft_pair_count": 27, + "serialized_chars": 35883, + "estimated_input_tokens": 8971, + "estimated_eval_tokens": 18198 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is highly heterogeneous: the issues span unrelated tokenizer, config, loading, training, quantization, and documentation problems. I do not see a true duplicate group or a safe canonical item for the whole set.", - "confidence": 0.96, - "canonical_issue_reason": "No single canonical issue fits the cluster well; the items describe different underlying bugs across different models and code paths.", + "summary": "The set is heterogeneous and mostly not duplicate-related; the soft pairs span unrelated bugs across models, tokenizers, generation, audio, vision, and training utilities. I reject all soft edges and treat this as a weak cluster overall.", + "confidence": 0.93, + "canonical_issue_reason": "`issue:43646` is the broadest representative regression in the set: a Transformers 5.0.0 custom model initialization breakage that reads like a general anchor for v5 loading/init problems.", "canonical_pr_reason": null, - "best_issue_reason": "No strong global best issue. If one must be chosen, issue 44964 is the broadest generic loading regression report, but it is not representative of the full set.", + "best_issue_reason": "`issue:43646` is the most suitable global representative because it is a high-level, cross-cutting initialization/loading regression rather than a narrow model-specific symptom.", "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "issue:44977", + "right": "issue:45245", + "accept": false, + "reason": "Different failures: flash-attention generation bug vs category-count limit error; not the same code path." + }, { "left": "issue:29127", "right": "issue:35141", "accept": false, - "reason": "Different bugs: LayoutLMv3 error-message clarity vs embedding resize/post-init reinitialization." + "reason": "Unrelated: layoutlmv3 box validation/error messaging vs embedding reinitialization after resize." }, { - "left": "issue:44977", - "right": "issue:45584", + "left": "issue:42915", + "right": "issue:43931", + "accept": false, + "reason": "Both are Qwen-related load problems, but one is FineGrainedFP8 config and the other is weight-shape mismatch in a different model; not the same bug." + }, + { + "left": "issue:44442", + "right": "issue:45072", "accept": false, - "reason": "Both involve generation, but one is a Qwen3.5 flash-attention regression and the other is Whisper empty-transcription handling." + "reason": "Tokenizer loading failure vs dtype mismatch in inference; different subsystem and symptom." }, { "left": "issue:44464", "right": "issue:45491", "accept": false, - "reason": "Different failure modes and models: compiled chunked generation inconsistency vs Gemma3 NaN embeddings in mixed-length batches." + "reason": "Chunked generation inconsistency with compiled forward is distinct from Gemma3 mixed-length NaN embeddings." }, { - "left": "issue:44479", - "right": "issue:45290", + "left": "issue:43262", + "right": "issue:44206", "accept": false, - "reason": "Both touch multimodal/chat paths, but one is a video-input regression and the other is a chat-template crash on tool-call messages." + "reason": "Both touch audio processors, but the concrete bug differs: chat-template sampling-rate default vs unsupported `center` argument." }, { - "left": "issue:33357", - "right": "issue:38175", + "left": "issue:43526", + "right": "issue:44857", "accept": false, - "reason": "Different models and symptoms: MacOS bus error on CLIP vs zero probabilities on SigLIP2." + "reason": "ImageProcessor label reduction bug and AMP/CUDA loss crash are unrelated." }, { - "left": "issue:44964", - "right": "issue:45440", + "left": "issue:42490", + "right": "issue:43381", "accept": false, - "reason": "Unrelated bugs: Phi-4 multimodal loading regression vs DeepSeekV3MoE divergence from remote implementation." + "reason": "Local-path import warning and gradient-checkpointing eval-mode behavior are unrelated." }, { - "left": "issue:44442", - "right": "issue:45803", + "left": "issue:44062", + "right": "issue:45907", "accept": false, - "reason": "Tokenizer loading failure vs a tensor-conversion exception-handling bug in FuyuBatchFeature." + "reason": "AddedToken keyword conflict vs repo file revision forwarding are different API bugs." }, { - "left": "issue:43316", - "right": "issue:43525", + "left": "issue:43441", + "right": "issue:45588", "accept": false, - "reason": "Both are config/API issues, but they concern different models and different missing fields." + "reason": "Both mention flash attention, but they affect different models/code paths and have different root causes." }, { "left": "issue:43761", "right": "issue:44079", "accept": false, - "reason": "Different layers: CLIPVisionModel hidden_states output bug vs generic ModelOutput key assignment behavior." - }, - { - "left": "issue:44442", - "right": "issue:44898", - "accept": false, - "reason": "Tokenizer load failure and Perceiver image-size interpolation failure are unrelated." + "reason": "CLIPVision hidden-states regression is not the same as ModelOutput key assignment semantics." }, { - "left": "issue:28218", - "right": "issue:29127", + "left": "issue:43232", + "right": "issue:43388", "accept": false, - "reason": "Tokenizer spacing bug vs LayoutLMv3 error-message issue; no shared underlying defect." + "reason": "Generation kwargs sync issue vs metric-gather label truncation are unrelated." }, { - "left": "issue:42907", - "right": "issue:45698", + "left": "issue:43646", + "right": "issue:44077", "accept": false, - "reason": "Saving dequantized models and loading the wrong custom module after save_pretrained are different serialization problems." + "reason": "Both involve init/post-init semantics, but `44077` is a specific model constraint change, not the same broad custom-model loading regression." }, { - "left": "issue:33290", - "right": "issue:34567", + "left": "issue:43575", + "right": "issue:43701", "accept": false, - "reason": "OOM with Adafactor in DeepSpeed is unrelated to TrainerState token-count tracking." + "reason": "Tensor-parallel OOM and checkpoint key mismatch are unrelated." }, { - "left": "issue:34689", - "right": "issue:43611", + "left": "issue:43575", + "right": "issue:44387", "accept": false, - "reason": "Both are loading regressions, but one is a model-specific Llama vision break and the other is a general base_model_prefix issue." + "reason": "Both are OOMs, but the causes differ: model load/tp vs int4 quantization memory growth." }, { - "left": "issue:43931", - "right": "issue:45216", + "left": "issue:44743", + "right": "issue:44811", "accept": false, - "reason": "Shape-mismatch loading failure vs incorrect checkpoint saving; related domain but not the same bug." + "reason": "Recurrent-state caching bug and Whisper batch_decode skip_special_tokens bug are unrelated." }, { - "left": "issue:43381", - "right": "issue:43873", + "left": "issue:45003", + "right": "issue:45440", "accept": false, - "reason": "Gradient checkpointing in eval mode and offloading with quantization are separate concerns." + "reason": "Unsafe `sys.modules` access is not the same as DeepSeekV3MoE divergence from remote implementation." }, { - "left": "issue:43493", - "right": "issue:43827", + "left": "issue:43723", + "right": "issue:45479", "accept": false, - "reason": "SigLIP2 implementation discrepancy vs docs still referencing removed pipeline APIs are unrelated." + "reason": "Tokenizer loading regression and zero-loss classification bug are unrelated." }, { "left": "issue:43761", "right": "issue:44188", "accept": false, - "reason": "Different code paths: CLIPVisionModel output bug vs attention-kernel divergence under torch.compile." - }, - { - "left": "issue:43550", - "right": "issue:44743", - "accept": false, - "reason": "torch.compile+SDPA failure in Bamba is unrelated to recurrent-state reset in Qwen3.5 modules." + "reason": "Model output regression vs attention-kernel divergence under torch.compile; different paths and symptoms." }, { - "left": "issue:43720", - "right": "issue:44442", + "left": "issue:44442", + "right": "issue:45803", "accept": false, - "reason": "Accelerate loading of packed BitNet weights vs AutoTokenizer loading FastSpeech2ConformerTokenizer are unrelated." + "reason": "AutoTokenizer loading failure and bare `except` swallowing errors are unrelated." }, { "left": "issue:43316", - "right": "issue:45759", - "accept": false, - "reason": "Both concern config handling, but they affect different architectures and different unwrapping behavior." - }, - { - "left": "issue:41628", - "right": "issue:45372", + "right": "issue:43525", "accept": false, - "reason": "Different import failures: missing transformers export vs missing mistral_common symbol for Gemma 4 processor loading." + "reason": "Both are config/API discrepancies, but for different attributes and model families; not the same issue." }, { - "left": "issue:43643", - "right": "issue:44913", + "left": "issue:44479", + "right": "issue:45290", "accept": false, - "reason": "Remote-code config field loss and GPTNeoX rotary_pct reload regression are different persistence bugs." + "reason": "Video-input regression in Qwen models is unrelated to chat-template crashes on assistant tool-call messages." }, { - "left": "issue:44568", - "right": "issue:45479", + "left": "issue:44442", + "right": "issue:44898", "accept": false, - "reason": "Tokenizer special-token regression is unrelated to the single-label-classification zero-loss issue." + "reason": "Tokenizer loading failure vs Perceiver non-default-resolution failure are unrelated." }, { - "left": "issue:32090", - "right": "issue:33290", + "left": "issue:42907", + "right": "issue:45698", "accept": false, - "reason": "Unsupported NoneType broadcast and DeepSpeed Adafactor OOM are unrelated training/runtime errors." + "reason": "Saving dequantized models and loading the wrong custom module after save/load are different problems." }, { - "left": "issue:34689", - "right": "issue:36010", + "left": "issue:42490", + "right": "issue:44743", "accept": false, - "reason": "Different import/load regressions affecting different symbols and APIs." + "reason": "Import-path warning and Qwen recurrent-state reset are unrelated." }, { - "left": "issue:43873", - "right": "issue:44871", + "left": "issue:33290", + "right": "issue:34567", "accept": false, - "reason": "Quantization offloading behavior and Gemma3 eos_token_id inconsistency are unrelated." + "reason": "Deepspeed/Adafactor OOM and token-count tracking not updating are unrelated." }, { - "left": "issue:44190", - "right": "issue:44496", + "left": "issue:34689", + "right": "issue:43611", "accept": false, - "reason": "Local dataset loading in an example script vs unrecognized model/config loading are different issues." + "reason": "Both are model-loading regressions, but they affect different versions and root causes; not the same concrete bug." } ] }, @@ -8988,46 +8969,47 @@ "component_index": 1, "component_count": 17, "review_unit_index": 29, - "review_unit_count": 47, + "review_unit_count": 48, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-406", + "cluster_id": "cluster-10000-407", "nodes": [ "issue:25251", "issue:28282", - "issue:29127", "issue:33290", - "issue:33357", "issue:34689", "issue:35141", + "issue:36010", + "issue:36331", + "issue:41628", "issue:41950", "issue:42175", - "issue:42617", "issue:43065", - "issue:43232", "issue:43295", "issue:43316", + "issue:43381", "issue:43388", "issue:43404", "issue:43441", - "issue:43452", "issue:43475", - "issue:43504", + "issue:43493", "issue:43540", - "issue:43550", - "issue:43575", - "issue:43606", - "issue:43646", + "issue:43643", "issue:43673", - "issue:43701", - "issue:43742", - "issue:43761", + "issue:43688", + "issue:43720", + "issue:43749", "issue:43825", + "issue:43827", + "issue:43873", + "issue:43931", "issue:44077", "issue:44162", + "issue:44190", + "issue:44442", "issue:44479", "issue:44496", "issue:44514", @@ -9038,239 +9020,542 @@ "issue:44871", "issue:44877", "issue:44913", - "issue:45127", "issue:45137", - "issue:45200", - "issue:45584", - "issue:45656", - "issue:45698" - ], + "issue:45216", + "issue:45372", + "issue:45759" + ], "soft_pairs": [ + "issue:43931|issue:45216", + "issue:33290|issue:35141", + "issue:33290|issue:34689", + "issue:43381|issue:43873", + "issue:43493|issue:43827", + "issue:43316|issue:45759", "issue:44077|issue:44479", + "issue:43720|issue:44442", + "issue:41628|issue:45372", + "issue:43643|issue:44913", + "issue:43749|issue:43931", + "issue:34689|issue:36010", + "issue:43873|issue:44871", + "issue:33290|issue:36331", + "issue:44190|issue:44496", "issue:44855|issue:45137", - "issue:29127|issue:33357", - "issue:43540|issue:44514", - "issue:33290|issue:34689", - "issue:33290|issue:45656", "issue:43316|issue:44877", + "issue:43540|issue:44514", "issue:42175|issue:43316", "issue:43404|issue:43441", + "issue:43673|issue:44743", "issue:43295|issue:43825", - "issue:25251|issue:28282", + "issue:43065|issue:44617", "issue:44162|issue:44792", + "issue:25251|issue:28282", + "issue:43388|issue:43688", + "issue:41950|issue:43475" + ], + "prepared_review_unit_hash": "733b6b5b967bfbf7a0b38610234be1bf71518a07c519273d0a131aa07d915014", + "component_budget": { + "node_count": 407, + "item_count": 407, + "soft_pair_count": 1521, + "serialized_chars": 784896, + "estimated_input_tokens": 196224, + "estimated_eval_tokens": 392704 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 27, + "serialized_chars": 35376, + "estimated_input_tokens": 8844, + "estimated_eval_tokens": 17944 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The cluster is highly heterogeneous: most items are unrelated Transformers bugs across models, loading, generation, pipelines, and training. None of the soft-similarity pairs look like true duplicates or mergeable PR-equivalents.", + "confidence": 0.33, + "canonical_issue_reason": "Issue 43873 is the most engaged and broadly phrased item in the set, so it is the best anchor if one must be chosen; however, it does not actually unify the cluster as a duplicate family.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 43873 has the strongest discussion/inbound-reference signal and broad enough wording to serve as a triage representative, even though the cluster is not a clean duplicate set.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43931", + "right": "issue:45216", + "accept": false, + "reason": "Both are model-loading regressions, but one is a Qwen3-VL weight-shape mismatch and the other is a Qwen3.5 save_pretrained checkpoint bug; different failure modes." + }, + { + "left": "issue:33290", + "right": "issue:35141", + "accept": false, + "reason": "AdaFactor/DeepSpeed OOM is unrelated to token-embedding resize reinitialization in post_init." + }, + { + "left": "issue:33290", + "right": "issue:34689", + "accept": false, + "reason": "Optimizer memory blow-up and Llama 3.2 Vision loading breakage are different bugs." + }, + { + "left": "issue:43381", + "right": "issue:43873", + "accept": false, + "reason": "Gradient checkpointing in eval mode is unrelated to quantization/offloading behavior." + }, + { + "left": "issue:43493", + "right": "issue:43827", + "accept": false, + "reason": "SigLIP2 implementation discrepancy is unrelated to docs still mentioning pipeline() after v5 removals." + }, + { + "left": "issue:43316", + "right": "issue:45759", + "accept": false, + "reason": "Gemma3TextConfig API mismatch is different from AutoModelForCausalLM.from_config not unwrapping text_config for Qwen multimodal configs." + }, + { + "left": "issue:44077", + "right": "issue:44479", + "accept": false, + "reason": "Optional post_init policy for patchtsmixer is unrelated to Qwen video-input regression." + }, + { + "left": "issue:43720", + "right": "issue:44442", + "accept": false, + "reason": "BitNet packed-weight loading and AutoTokenizer failing on FastSpeech2ConformerTokenizer are unrelated code paths." + }, + { + "left": "issue:41628", + "right": "issue:45372", + "accept": false, + "reason": "AutoImageProcessor import failure and mistral_common ReasoningEffort import breakage are different processor/import issues." + }, + { + "left": "issue:43643", + "right": "issue:44913", + "accept": false, + "reason": "trust_remote_code config field loss is not the same as GPTNeoXConfig rotary_pct resetting on reload." + }, + { + "left": "issue:43749", + "right": "issue:43931", + "accept": false, + "reason": "FSDP CPU RAM efficient loading failure and Qwen3-VL weight-shape mismatch are distinct loading problems." + }, + { + "left": "issue:34689", + "right": "issue:36010", + "accept": false, + "reason": "Llama 3.2 Vision model loading regression is unrelated to the GenerationMixin import error." + }, + { + "left": "issue:43873", + "right": "issue:44871", + "accept": false, + "reason": "Quantization/offloading behavior and Gemma-3 eos_token_id inconsistency are different bugs." + }, + { + "left": "issue:33290", + "right": "issue:36331", + "accept": false, + "reason": "OOM in DeepSpeed AdaFactor is unrelated to a CustomTrainer compute_loss signature mismatch." + }, + { + "left": "issue:44190", + "right": "issue:44496", + "accept": false, + "reason": "Local dataset loading in a training script is unrelated to an unrecognized model config error." + }, + { + "left": "issue:44855", + "right": "issue:45137", + "accept": false, + "reason": "Python 3.13 torch.jit indentation parsing failure and DeepSpeed ZeRO3 deque IndexError are unrelated." + }, + { + "left": "issue:43316", + "right": "issue:44877", + "accept": false, + "reason": "Gemma3TextConfig API discrepancy is not the same as strict config blocking granite_speech loading." + }, + { + "left": "issue:43540", + "right": "issue:44514", + "accept": false, + "reason": "Qwen3OmniMoe video-input ValueError and batched apply_chat_template crash are both multimodal, but they hit different APIs and bugs." + }, + { + "left": "issue:42175", + "right": "issue:43316", + "accept": false, + "reason": "Missing TensorFlow in torch extra install is unrelated to Gemma3TextConfig API behavior." + }, + { + "left": "issue:43404", + "right": "issue:43441", + "accept": false, + "reason": "Tied lm_head weights in Mistral3ForConditionalGeneration and FlashAttention failure in Ministral-3 are different issues." + }, + { + "left": "issue:43673", + "right": "issue:44743", + "accept": false, + "reason": "GenerationMixin cache absence during chunked_prefill is not the same as recurrent states resetting with cache and seq_len>1." + }, + { + "left": "issue:43295", + "right": "issue:43825", + "accept": false, + "reason": "Processor/tokenizer regression and pipeline translation messaging/docs mismatch are separate v5 issues." + }, + { + "left": "issue:43065", + "right": "issue:44617", + "accept": false, + "reason": "Dummy Conv2d in Sam3PixelDecoder and Sam3Video CUDA OOM are not the same bug." + }, + { + "left": "issue:44162", + "right": "issue:44792", + "accept": false, + "reason": "ESM2 breakage and janus image-generation test failure are unrelated." + }, + { + "left": "issue:25251", + "right": "issue:28282", + "accept": false, + "reason": "Pipeline top_k nested-list output and missing PyTorch ImportError are completely unrelated." + }, + { + "left": "issue:43388", + "right": "issue:43688", + "accept": false, + "reason": "gather_for_metrics last-batch label truncation and auxiliary-loss normalization are different training bugs." + }, + { + "left": "issue:41950", + "right": "issue:43475", + "accept": false, + "reason": "Video-classification pipeline selecting image processors and Sam3VisionEncoderOutput missing fpn_position_embeddings are different multimodal 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": 17, + "review_unit_index": 30, + "review_unit_count": 48, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-407", + "nodes": [ + "issue:16998", + "issue:22355", + "issue:32090", + "issue:35141", + "issue:41720", + "issue:42617", + "issue:43065", + "issue:43295", + "issue:43452", + "issue:43504", + "issue:43550", + "issue:43575", + "issue:43606", + "issue:43646", + "issue:43701", + "issue:43742", + "issue:43761", + "issue:43827", + "issue:43906", + "issue:43931", + "issue:43994", + "issue:44060", + "issue:44077", + "issue:44190", + "issue:44242", + "issue:44464", + "issue:44479", + "issue:44496", + "issue:44521", + "issue:44534", + "issue:44610", + "issue:44617", + "issue:44734", + "issue:44792", + "issue:44871", + "issue:44913", + "issue:44964", + "issue:44977", + "issue:45127", + "issue:45200", + "issue:45245", + "issue:45290", + "issue:45381", + "issue:45406", + "issue:45563", + "issue:45584", + "issue:45698", + "issue:46050" + ], + "soft_pairs": [ "issue:43550|issue:43701", - "issue:41950|issue:43475", + "issue:44077|issue:44534", + "issue:16998|issue:22355", "issue:43606|issue:43701", + "issue:43761|issue:44479", "issue:44871|issue:45584", - "issue:43295|issue:44871", "issue:45127|issue:45200", - "issue:43065|issue:44617", - "issue:43232|issue:43388", - "issue:33290|issue:35141", - "issue:43761|issue:44479", - "issue:42617|issue:43575", + "issue:43295|issue:44871", "issue:43452|issue:44496", + "issue:42617|issue:43575", "issue:43575|issue:43742", - "issue:43646|issue:44913", "issue:43504|issue:45698", - "issue:43673|issue:44743" + "issue:43646|issue:44913", + "issue:44871|issue:46050", + "issue:44734|issue:45406", + "issue:44617|issue:45584", + "issue:43931|issue:44060", + "issue:43761|issue:44242", + "issue:32090|issue:35141", + "issue:45563|issue:45584", + "issue:44479|issue:44734", + "issue:43065|issue:44610", + "issue:44792|issue:44977", + "issue:44521|issue:45381", + "issue:43827|issue:43994", + "issue:43906|issue:45290", + "issue:44464|issue:45563", + "issue:44534|issue:44913", + "issue:44190|issue:44964", + "issue:41720|issue:45245" ], - "prepared_review_unit_hash": "640c77140d8ccdd10e621615bd58f93d31893681f88d51280377912b0481e4c0", + "prepared_review_unit_hash": "dbadeb3e0f434da2bb7906279f62a34b6d96058d4cc86b64f29a370280148f66", "component_budget": { - "node_count": 406, - "item_count": 406, - "soft_pair_count": 1515, - "serialized_chars": 782188, - "estimated_input_tokens": 195547, - "estimated_eval_tokens": 391350 + "node_count": 407, + "item_count": 407, + "soft_pair_count": 1521, + "serialized_chars": 784896, + "estimated_input_tokens": 196224, + "estimated_eval_tokens": 392704 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 28, - "serialized_chars": 36112, - "estimated_input_tokens": 9028, - "estimated_eval_tokens": 18312 + "soft_pair_count": 30, + "serialized_chars": 36622, + "estimated_input_tokens": 9156, + "estimated_eval_tokens": 18568 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is highly heterogeneous: most items are unrelated Transformers issues spanning pipelines, configs, multimodal processors, generation, DeepSpeed, and model loading. The soft-similarity links are mostly superficial and should not be merged as duplicates.", - "confidence": 0.93, - "canonical_issue_reason": "No clear canonical duplicate exists here; the apparent similarities are broad subsystem overlap rather than the same underlying bug.", + "summary": "This is a heterogeneous cluster of Transformers issues spanning unrelated bugs (model loading, multimodal regressions, config/save-load problems, serving/runtime failures). The soft-similarity pairs mostly reflect broad wording, not the same underlying defect.", + "confidence": 0.96, + "canonical_issue_reason": "No canonical issue: the reports cover different models, subsystems, and failure modes, so there is no single duplicate anchor for the cluster.", "canonical_pr_reason": null, - "best_issue_reason": "If one issue must anchor the cluster, it should be a broad, user-facing regression like a pipeline or loading failure\u2014but none of these are strong enough to serve as a true duplicate umbrella.", + "best_issue_reason": "issue:43646 is the broadest representative of a load/init regression, but it still is not a safe duplicate anchor because the cluster is too mixed.", "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "issue:43550", + "right": "issue:43701", + "accept": false, + "reason": "Different bugs: SDPA/torch.compile OOM vs resume checkpoint key mismatch." + }, { "left": "issue:44077", - "right": "issue:44479", + "right": "issue:44534", "accept": false, - "reason": "Different models and failure modes: optional post_init policy vs video input regression." + "reason": "PatchTSTMixer post_init policy vs non-persistent buffer junk; unrelated code paths." }, { - "left": "issue:44855", - "right": "issue:45137", + "left": "issue:16998", + "right": "issue:22355", "accept": false, - "reason": "Python 3.13 import parsing error is unrelated to a DeepSpeed ZeRO3 deque failure." + "reason": "DeBERTa max_length question vs missing transformers.onnx module; unrelated." }, { - "left": "issue:29127", - "right": "issue:33357", + "left": "issue:43606", + "right": "issue:43701", "accept": false, - "reason": "Different subsystems and symptoms: LayoutLMV3 error messaging vs MacOS CLIP bus error." + "reason": "CPU offload device mismatch vs checkpoint key mismatch; no shared root cause." }, { - "left": "issue:43540", - "right": "issue:44514", + "left": "issue:43761", + "right": "issue:44479", "accept": false, - "reason": "Both involve multimodal/video processing, but the bugs are different code paths and model families." + "reason": "CLIP hidden_states regression vs Qwen video-input regression; different models and symptoms." }, { - "left": "issue:33290", - "right": "issue:34689", + "left": "issue:44871", + "right": "issue:45584", "accept": false, - "reason": "DeepSpeed Adafactor OOM is unrelated to Llama 3.2 vision model loading regression." + "reason": "Gemma eos_token_id config mismatch vs Whisper empty-transcription crash; unrelated." }, { - "left": "issue:33290", - "right": "issue:45656", + "left": "issue:45127", + "right": "issue:45200", + "accept": false, + "reason": "LoRA/extended-vocab collapse vs Gemma 4 mm_token_type_ids defaulting; different mechanisms." + }, + { + "left": "issue:43295", + "right": "issue:44871", + "accept": false, + "reason": "Processor.tokenizer regression vs eos_token_id inconsistency; not the same bug." + }, + { + "left": "issue:43452", + "right": "issue:44496", "accept": false, - "reason": "Both mention deepspeed/optimizer behavior, but OOM from Adafactor is not the same as double optimizer steps." + "reason": "Both are loading failures, but gguf_file handling and missing model_type are distinct causes/models." }, { - "left": "issue:43316", - "right": "issue:44877", + "left": "issue:42617", + "right": "issue:43575", "accept": false, - "reason": "Both are config-related, but they concern different models and distinct config validation problems." + "reason": "3d_parallel.py runtime failure vs Qwen2-57B tensor-parallel OOM; unrelated." }, { - "left": "issue:42175", - "right": "issue:43316", + "left": "issue:43575", + "right": "issue:43742", "accept": false, - "reason": "TensorFlow install/backend packaging issue is unrelated to Gemma3TextConfig API mismatch." + "reason": "OOM during TP loading vs key error loading MobileLLM; different failure modes." }, { - "left": "issue:43404", - "right": "issue:43441", + "left": "issue:43504", + "right": "issue:45698", "accept": false, - "reason": "Both touch Mistral-family models, but one is lm_head tying and the other is FlashAttention compatibility." + "reason": "Legacy field BEiT load error vs wrong custom module selected after save/load; different root causes." }, { - "left": "issue:43295", - "right": "issue:43825", + "left": "issue:43646", + "right": "issue:44913", "accept": false, - "reason": "Processor/tokenizer regression and pipeline error-message regression are different failures." + "reason": "Custom model initialization regression vs GPTNeoX rotary_pct reload defaulting; related broadly, but not same defect." }, { - "left": "issue:25251", - "right": "issue:28282", + "left": "issue:44871", + "right": "issue:46050", "accept": false, - "reason": "Top_k output-shape bug is unrelated to missing PyTorch import error." + "reason": "Eos-token config mismatch vs quantized save_pretrained/from_pretrained breakage; unrelated." }, { - "left": "issue:44162", - "right": "issue:44792", + "left": "issue:44734", + "right": "issue:45406", "accept": false, - "reason": "ESM2 breakage and a Janus test failure are unrelated model-specific issues." + "reason": "Serve KV-cache indexing crash vs Gemma4Processor missing _tokenizer; different serve bugs." }, { - "left": "issue:43550", - "right": "issue:43701", + "left": "issue:44617", + "right": "issue:45584", "accept": false, - "reason": "torch.compile/SDPA failure is unrelated to resume_from_checkpoint key mismatch." + "reason": "Sam3Video CUDA OOM vs Whisper empty transcription after token alignment; unrelated." }, { - "left": "issue:41950", - "right": "issue:43475", + "left": "issue:43931", + "right": "issue:44060", "accept": false, - "reason": "Pipeline processor selection bug is unrelated to a missing Sam3VisionEncoderOutput attribute." + "reason": "Qwen3-VL weight-shape mismatch vs Qwen3-Next tied-weights warning; different model internals." }, { - "left": "issue:43606", - "right": "issue:43701", + "left": "issue:43761", + "right": "issue:44242", "accept": false, - "reason": "CPU offload device mismatch and checkpoint key mismatch are different bugs." + "reason": "CLIP hidden_states bug vs missing load-balancing loss; unrelated." }, { - "left": "issue:44871", - "right": "issue:45584", + "left": "issue:32090", + "right": "issue:35141", "accept": false, - "reason": "EOS token config inconsistency is not the same as Whisper empty-transcription generation failure." + "reason": "Trainer broadcast NoneType error vs embedding reinit after resize; different subsystems." }, { - "left": "issue:43295", - "right": "issue:44871", + "left": "issue:45563", + "right": "issue:45584", "accept": false, - "reason": "Processor/tokenizer API regression and eos_token_id inconsistency are separate issues." + "reason": "Paged-generate warning bug vs Whisper empty transcription crash; unrelated." }, { - "left": "issue:45127", - "right": "issue:45200", + "left": "issue:44479", + "right": "issue:44734", "accept": false, - "reason": "LoRA merge with extended vocabulary collapse is unrelated to Gemma 4 token-type defaults." + "reason": "Qwen video-input regression vs transformers serve KV-cache crash; different code paths." }, { "left": "issue:43065", - "right": "issue:44617", - "accept": false, - "reason": "Dummy Conv2d in Sam3PixelDecoder and Sam3Video OOM are not the same underlying bug." - }, - { - "left": "issue:43232", - "right": "issue:43388", + "right": "issue:44610", "accept": false, - "reason": "Generation kwargs sync bug is unrelated to metric gathering dropping tuple labels." + "reason": "Dummy Conv2d in Sam3PixelDecoder vs OmDet processor size mismatch; unrelated vision issues." }, { - "left": "issue:33290", - "right": "issue:35141", + "left": "issue:44792", + "right": "issue:44977", "accept": false, - "reason": "DeepSpeed optimizer OOM is unrelated to embedding reinitialization after resize." + "reason": "Janus image-generation test failure vs Qwen3.5 flash-attention generation bug; unrelated." }, { - "left": "issue:43761", - "right": "issue:44479", + "left": "issue:44521", + "right": "issue:45381", "accept": false, - "reason": "CLIPVisionModel hidden_states regression and Qwen video input regression are different model paths." + "reason": "Assistant-mask generation bug vs vision_position_ids bug; both multimodal, but not the same concrete failure." }, { - "left": "issue:42617", - "right": "issue:43575", + "left": "issue:43827", + "right": "issue:43994", "accept": false, - "reason": "3d_parallel launch failure and tensor-parallel OOM are separate parallelism issues." + "reason": "Docs referencing pipeline after removal vs SigLIP2 inference producing bad outputs; docs issue vs model bug." }, { - "left": "issue:43452", - "right": "issue:44496", + "left": "issue:43906", + "right": "issue:45290", "accept": false, - "reason": "gguf_file/from_pretrained handling is not the same as missing model_type in config.json." + "reason": "Reproduction of issue 38071 vs tokenize=True tool-call crash; not enough evidence of the same root cause." }, { - "left": "issue:43575", - "right": "issue:43742", + "left": "issue:44464", + "right": "issue:45563", "accept": false, - "reason": "Tensor-parallel OOM and MobileLLM key error are unrelated loading failures." + "reason": "Compiled forward chunked-generation inconsistency vs stale warning; unrelated generation behaviors." }, { - "left": "issue:43646", + "left": "issue:44534", "right": "issue:44913", "accept": false, - "reason": "Custom model initialization breakage is broader and distinct from GPTNeoXConfig rotary_pct reload regression." + "reason": "Non-persistent buffer junk in v5 vs rotary_pct reload defaulting; different config-state bugs." }, { - "left": "issue:43504", - "right": "issue:45698", + "left": "issue:44190", + "right": "issue:44964", "accept": false, - "reason": "Legacy preset field handling and wrong custom module loading are different save/load bugs." + "reason": "Local dataset loading script failure vs model from_pretrained load failure; unrelated." }, { - "left": "issue:43673", - "right": "issue:44743", + "left": "issue:41720", + "right": "issue:45245", "accept": false, - "reason": "Missing GenerationMixin cache in chunked_prefill is not the same as recurrent state reset in modular_qwen3_5." + "reason": "Qwen3 auto-device-map assert vs category-limit runtime error; unrelated." } ] }, @@ -9285,56 +9570,56 @@ "label": "issue", "component_index": 1, "component_count": 17, - "review_unit_index": 30, - "review_unit_count": 47, + "review_unit_index": 31, + "review_unit_count": 48, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-406", + "cluster_id": "cluster-10000-407", "nodes": [ "issue:35141", - "issue:41720", + "issue:36246", + "issue:38175", + "issue:38617", + "issue:41628", + "issue:41950", "issue:42490", "issue:43065", + "issue:43116", + "issue:43295", "issue:43335", + "issue:43479", "issue:43540", "issue:43550", "issue:43644", - "issue:43761", - "issue:43827", - "issue:43906", - "issue:43931", + "issue:43650", "issue:43976", - "issue:43994", - "issue:44060", + "issue:44016", "issue:44077", + "issue:44079", "issue:44112", + "issue:44186", "issue:44190", - "issue:44242", + "issue:44220", "issue:44462", - "issue:44464", - "issue:44479", - "issue:44521", - "issue:44534", - "issue:44610", - "issue:44617", + "issue:44496", + "issue:44683", "issue:44734", "issue:44737", "issue:44792", "issue:44855", - "issue:44871", - "issue:44877", "issue:44913", + "issue:44933", "issue:44938", - "issue:44964", - "issue:44977", "issue:45127", "issue:45245", - "issue:45290", + "issue:45276", "issue:45357", - "issue:45381", + "issue:45362", + "issue:45375", + "issue:45446", "issue:45542", "issue:45584", "issue:45588", @@ -9343,231 +9628,245 @@ "issue:45907" ], "soft_pairs": [ - "issue:43761|issue:44242", - "issue:44077|issue:44534", - "issue:44464|issue:44871", - "issue:44479|issue:44734", - "issue:43906|issue:45290", - "issue:43065|issue:44610", - "issue:44617|issue:45584", - "issue:44792|issue:44977", - "issue:43931|issue:44060", - "issue:43827|issue:43994", - "issue:44534|issue:44913", - "issue:44190|issue:44964", - "issue:41720|issue:45245", "issue:44792|issue:45600", "issue:44855|issue:45588", - "issue:45127|issue:45357", - "issue:44521|issue:45381", + "issue:44933|issue:45362", "issue:44737|issue:45803", + "issue:45127|issue:45357", + "issue:35141|issue:42490", "issue:44462|issue:45907", "issue:43335|issue:44855", + "issue:44077|issue:44079", "issue:43550|issue:44190", "issue:44938|issue:45542", "issue:43976|issue:44855", "issue:43644|issue:44913", "issue:43540|issue:44734", - "issue:44077|issue:44877", - "issue:35141|issue:42490", - "issue:44112|issue:45600" + "issue:44112|issue:45600", + "issue:43650|issue:44220", + "issue:43335|issue:44190", + "issue:44496|issue:45803", + "issue:43116|issue:44190", + "issue:45276|issue:45584", + "issue:41950|issue:44016", + "issue:45245|issue:45584", + "issue:43479|issue:45375", + "issue:36246|issue:41628", + "issue:43295|issue:45276", + "issue:36246|issue:38617", + "issue:44186|issue:44734", + "issue:38175|issue:43065", + "issue:44683|issue:45446", + "issue:44016|issue:44220" ], - "prepared_review_unit_hash": "3c9cec6954ea55ad5cf2a17eb9ec1c0e599ae4266f207b5aca45b31c5aa068d3", + "prepared_review_unit_hash": "2825aa3c77df16b92168c67e27247dd6f68ad009111def9c364d522c9a7f6cce", "component_budget": { - "node_count": 406, - "item_count": 406, - "soft_pair_count": 1515, - "serialized_chars": 782188, - "estimated_input_tokens": 195547, - "estimated_eval_tokens": 391350 + "node_count": 407, + "item_count": 407, + "soft_pair_count": 1521, + "serialized_chars": 784896, + "estimated_input_tokens": 196224, + "estimated_eval_tokens": 392704 }, "budget": { "node_count": 47, "item_count": 47, - "soft_pair_count": 28, - "serialized_chars": 35625, - "estimated_input_tokens": 8907, - "estimated_eval_tokens": 18070 + "soft_pair_count": 30, + "serialized_chars": 36222, + "estimated_input_tokens": 9056, + "estimated_eval_tokens": 18368 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is mostly a loose lexical group of unrelated issues, not a true duplicate set. I would not merge any soft pair; if forced to choose an anchor, issue 44534 is the broadest regression-style report in the group.", - "confidence": 0.95, - "canonical_issue_reason": "issue:44534 is the broadest, most generic regression report in the set and is the least bad anchor, but the cluster is still not a real duplicate group.", + "summary": "The soft pairs are mostly false positives: they share broad symptom categories like import errors, config bugs, or model regressions, but not the same concrete code path. I would not merge any of the candidate pairs.", + "confidence": 0.98, + "canonical_issue_reason": "No single issue is canonical here because the items are heterogeneous and the proposed soft pairs do not describe the same underlying bug.", "canonical_pr_reason": null, - "best_issue_reason": "issue:44534 is the most representative placeholder for the cluster\u2019s recurring v5/regression theme, though it does not subsume the others.", + "best_issue_reason": "If a representative issue is needed, issue 41628 is the cleanest standalone regression report: a clear import failure, concise repro, and broad user impact.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:43761", - "right": "issue:44242", + "left": "issue:44792", + "right": "issue:45600", "accept": false, - "reason": "Different bugs: CLIPVision hidden_states regression vs MoE load-balancing loss omission." + "reason": "Different failures: a janus model test regression vs broken auto_mappings references for removed configs." }, { - "left": "issue:44077", - "right": "issue:44534", + "left": "issue:44855", + "right": "issue:45588", "accept": false, - "reason": "One is about optional post_init being disallowed; the other is about non-persistent buffers being initialized with junk." + "reason": "Different code paths: DebertaV2 import parsing on Python 3.13 vs flash_attention crashing on s_aux=None." }, { - "left": "issue:44464", - "right": "issue:44871", + "left": "issue:44933", + "right": "issue:45362", "accept": false, - "reason": "Chunked generation inconsistency under compiled forward is unrelated to an eos_token_id config mismatch." + "reason": "Both are import/model issues, but one is a missing image_utils export and the other is a Qwen3.5 chat crash." }, { - "left": "issue:44479", - "right": "issue:44734", + "left": "issue:44737", + "right": "issue:45803", "accept": false, - "reason": "Video-input regression in Qwen VL models is a different code path from KV-cache continuation tensor indexing in serve." + "reason": "XLNet CPU device bug and a bare-except in FuyuBatchFeature are unrelated." }, { - "left": "issue:43906", - "right": "issue:45290", + "left": "issue:45127", + "right": "issue:45357", "accept": false, - "reason": "A reproduction of an older issue is not the same as the assistant tool-call crash; no concrete bug match." + "reason": "Both mention Qwen, but one is LoRA/extended-vocab collapse and the other is incorrect save_pretrained visual keys." }, { - "left": "issue:43065", - "right": "issue:44610", + "left": "issue:35141", + "right": "issue:42490", "accept": false, - "reason": "Dummy Conv2d in Sam3PixelDecoder and processor/model input-size mismatch are separate problems." + "reason": "Resize-token-embeddings reinit bug is unrelated to the import warning for local paths ending with a slash." }, { - "left": "issue:44617", - "right": "issue:45584", + "left": "issue:44462", + "right": "issue:45907", "accept": false, - "reason": "CUDA OOM in Sam3Video is unrelated to Whisper empty-transcription handling after align_special_tokens." + "reason": "Tokenizer.json precedence and repo file revision forwarding are different repository-loading bugs." }, { - "left": "issue:44792", - "right": "issue:44977", + "left": "issue:43335", + "right": "issue:44855", "accept": false, - "reason": "Janus image-generation test failure and Qwen3.5 flash-attention generation issues are different models and failure modes." + "reason": "SwitchTransformers sparse-layer config bug is unrelated to DebertaV2 import parsing." }, { - "left": "issue:43931", - "right": "issue:44060", + "left": "issue:44077", + "right": "issue:44079", "accept": false, - "reason": "Weight-shape mismatch on load is not the same as an incorrect tied-weights warning." + "reason": "Optional post_init validation and ModelOutput key assignment are different behaviors." }, { - "left": "issue:43827", - "right": "issue:43994", + "left": "issue:43550", + "right": "issue:44190", "accept": false, - "reason": "Docs still referencing pipeline() is unrelated to SigLIP2 producing bad outputs." + "reason": "torch.compile/SDPA failure in Bamba is unrelated to local dataset loading in the example script." }, { - "left": "issue:44534", - "right": "issue:44913", + "left": "issue:44938", + "right": "issue:45542", "accept": false, - "reason": "Both mention state/config behavior, but non-persistent buffer junk and rotary_pct reload reset are different root causes." + "reason": "Python 3.14 load failure and TensorFlow backend import handling are separate environment issues." }, { - "left": "issue:44190", - "right": "issue:44964", + "left": "issue:43976", + "right": "issue:44855", "accept": false, - "reason": "Local dataset loading in a training script is unrelated to a model-loading compatibility problem." + "reason": "General Python version support regression does not match the specific DebertaV2 script parsing error." }, { - "left": "issue:41720", - "right": "issue:45245", + "left": "issue:43644", + "right": "issue:44913", "accept": false, - "reason": "CUDA assert in Qwen3 auto device mapping is unrelated to the 2^24 category limit error." + "reason": "Non-persistent buffer junk and rotary_pct reload defaulting are different initialization bugs." }, { - "left": "issue:44792", - "right": "issue:45600", + "left": "issue:43540", + "right": "issue:44734", "accept": false, - "reason": "A Janus generation test failure is not the same as CI breakage from removed Sam3LiteText mappings." + "reason": "Qwen3OmniMoe video input validation is unrelated to KV-cache continuation indexing in serve." }, { - "left": "issue:44855", - "right": "issue:45588", + "left": "issue:44112", + "right": "issue:45600", "accept": false, - "reason": "Python 3.13 import parsing failure in DebertaV2 is unrelated to flash_attention handling of s_aux=None." + "reason": "CI stale test behavior in GraniteSpeech does not match removed Sam3LiteText auto-mappings." }, { - "left": "issue:45127", - "right": "issue:45357", + "left": "issue:43650", + "right": "issue:44220", "accept": false, - "reason": "LoRA merge collapse with extended vocabulary and incorrect visual encoder keys are distinct save/load bugs." + "reason": "One item is not a meaningful bug report; the other is a concrete fbank feature-extraction problem." }, { - "left": "issue:44521", - "right": "issue:45381", + "left": "issue:43335", + "right": "issue:44190", "accept": false, - "reason": "All-zero assistant masks in apply_chat_template and wrong vision_position_ids are both multimodal, but not the same bug." + "reason": "SwitchTransformers config creation and image-classification dataset loading are unrelated." }, { - "left": "issue:44737", + "left": "issue:44496", "right": "issue:45803", "accept": false, - "reason": "CPU tensor creation in XLNet and a bare except swallowing errors in FuyuBatchFeature are unrelated." + "reason": "Model-type resolution failure and bare-except swallowing errors in FuyuBatchFeature are different bugs." }, { - "left": "issue:44462", - "right": "issue:45907", + "left": "issue:43116", + "right": "issue:44190", "accept": false, - "reason": "AutoTokenizer ignoring tokenizer.json and list_repo_files not forwarding revision are separate hub/loading issues." + "reason": "Example multi-label classification behavior is unrelated to local dataset loading in the no-trainer script." }, { - "left": "issue:43335", - "right": "issue:44855", + "left": "issue:45276", + "right": "issue:45584", "accept": false, - "reason": "Sparse-layer creation in SwitchTransformersConfig and a Python 3.13 indentation/parsing import error are unrelated." + "reason": "Gemma4 embedding resize behavior and Whisper empty-transcription generation failure are unrelated." }, { - "left": "issue:43550", - "right": "issue:44190", + "left": "issue:41950", + "right": "issue:44016", + "accept": false, + "reason": "Video-classification pipeline image-processor lookup and notebook syntax error are unrelated." + }, + { + "left": "issue:45245", + "right": "issue:45584", + "accept": false, + "reason": "Category-cardinality limit and Whisper generation on empty transcription are different issues." + }, + { + "left": "issue:43479", + "right": "issue:45375", "accept": false, - "reason": "Bamba torch.compile SDPA failure does not match a local dataset-loading script issue." + "reason": "Both are config-related, but they affect different models and different missing/defaulted fields." }, { - "left": "issue:44938", - "right": "issue:45542", + "left": "issue:36246", + "right": "issue:41628", "accept": false, - "reason": "Python 3.14 loading failure and undefined tf backend from tensorboard-only installs are different environment problems." + "reason": "Both are import errors, but they are for different symbols and different modules." }, { - "left": "issue:43976", - "right": "issue:44855", + "left": "issue:43295", + "right": "issue:45276", "accept": false, - "reason": "Both are Python-version-related, but Python 3.9/3.10 support and Python 3.13 script parsing fail for different reasons." + "reason": "Processor/tokenizer regression after v4.57.5 and Gemma4 resize_token_embeddings are unrelated." }, { - "left": "issue:43644", - "right": "issue:44913", + "left": "issue:36246", + "right": "issue:38617", "accept": false, - "reason": "Non-persistent buffer junk and rotary_pct silently resetting on reload are different serialization/state bugs." + "reason": "Import failures in different modules; no shared underlying code path." }, { - "left": "issue:43540", + "left": "issue:44186", "right": "issue:44734", "accept": false, - "reason": "Qwen3OmniMoe video input validation and serve KV-cache continuation indexing are unrelated." + "reason": "Tokenizer padding/truncation crash and serve KV-cache indexing bug are unrelated." }, { - "left": "issue:44077", - "right": "issue:44877", + "left": "issue:38175", + "right": "issue:43065", "accept": false, - "reason": "PatchTSMixer post_init policy and GraniteSpeech strict config loading are separate config-validation issues." + "reason": "Siglip2 zero probabilities and a dummy Conv2d in Sam3PixelDecoder are different model bugs." }, { - "left": "issue:35141", - "right": "issue:42490", + "left": "issue:44683", + "right": "issue:45446", "accept": false, - "reason": "Embedding resize reinitialization and local-model path trailing-slash import warning are unrelated." + "reason": "Both touch flex_attention, but one is a torch>=2.9 compiled-path failure and the other is a version-check/import guard issue." }, { - "left": "issue:44112", - "right": "issue:45600", + "left": "issue:44016", + "right": "issue:44220", "accept": false, - "reason": "GraniteSpeech CI stale device override and Sam3LiteText auto_mappings breakage are different CI failures." + "reason": "Notebook syntax error and _torch_extract_fbank_features malfunction are unrelated." } ] }, @@ -9582,311 +9881,310 @@ "label": "issue", "component_index": 1, "component_count": 17, - "review_unit_index": 31, - "review_unit_count": 47, + "review_unit_index": 32, + "review_unit_count": 48, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-406", + "cluster_id": "cluster-10000-407", "nodes": [ - "issue:36246", - "issue:38175", - "issue:38617", - "issue:41628", - "issue:41950", + "issue:42175", "issue:42490", "issue:42907", - "issue:43065", - "issue:43116", "issue:43295", - "issue:43335", - "issue:43388", + "issue:43299", + "issue:43381", "issue:43404", "issue:43441", - "issue:43479", + "issue:43526", + "issue:43531", "issue:43643", - "issue:43650", "issue:43673", - "issue:43688", + "issue:43824", "issue:43854", + "issue:43901", + "issue:43976", "issue:44016", + "issue:44062", + "issue:44075", "issue:44112", - "issue:44186", - "issue:44190", - "issue:44220", + "issue:44242", "issue:44246", + "issue:44279", "issue:44336", - "issue:44464", + "issue:44368", "issue:44466", "issue:44496", + "issue:44521", "issue:44561", - "issue:44683", "issue:44734", "issue:44913", "issue:44933", "issue:44964", + "issue:44987", "issue:45003", + "issue:45042", + "issue:45200", "issue:45216", - "issue:45245", - "issue:45276", - "issue:45362", - "issue:45375", - "issue:45446", - "issue:45563", + "issue:45325", + "issue:45335", + "issue:45357", + "issue:45405", "issue:45584", + "issue:45593", "issue:45600", "issue:45632", - "issue:45803" + "issue:45759" ], "soft_pairs": [ - "issue:43650|issue:44220", - "issue:43335|issue:44190", - "issue:44496|issue:45803", - "issue:43116|issue:44190", - "issue:45276|issue:45584", - "issue:45245|issue:45584", - "issue:43479|issue:45375", - "issue:36246|issue:41628", - "issue:43295|issue:45276", - "issue:44464|issue:45563", - "issue:44186|issue:44734", - "issue:38175|issue:43065", - "issue:44683|issue:45446", + "issue:42175|issue:44279", "issue:44466|issue:44913", - "issue:44933|issue:45362", "issue:43404|issue:45216", - "issue:44246|issue:45003", "issue:44734|issue:45632", + "issue:44246|issue:45003", "issue:44561|issue:45632", - "issue:36246|issue:38617", - "issue:45563|issue:45584", "issue:43643|issue:44496", "issue:42490|issue:45632", "issue:44964|issue:45600", - "issue:41950|issue:44016", "issue:44112|issue:44964", - "issue:43854|issue:44964", "issue:42907|issue:43441", + "issue:43854|issue:44964", + "issue:43976|issue:44987", "issue:43673|issue:44336", - "issue:43388|issue:43688", - "issue:44016|issue:44220" + "issue:44016|issue:44062", + "issue:43295|issue:45335", + "issue:43531|issue:45600", + "issue:43526|issue:43901", + "issue:43824|issue:44933", + "issue:44496|issue:45042", + "issue:43299|issue:45216", + "issue:44075|issue:44368", + "issue:43976|issue:44279", + "issue:45335|issue:45584", + "issue:43381|issue:45593", + "issue:43299|issue:45357", + "issue:43901|issue:44496", + "issue:44496|issue:45759", + "issue:44521|issue:45325", + "issue:43976|issue:45405", + "issue:44242|issue:45200" ], - "prepared_review_unit_hash": "5438f46c73ff8e57fb0bdc4ca5f1e515d517bbb2eceded09dc257d0c08954933", + "prepared_review_unit_hash": "31037c456d30d794b2c534a527f3bac8e2630ccc4f6463b9589bd2dc62cc2bbc", "component_budget": { - "node_count": 406, - "item_count": 406, - "soft_pair_count": 1515, - "serialized_chars": 782188, - "estimated_input_tokens": 195547, - "estimated_eval_tokens": 391350 + "node_count": 407, + "item_count": 407, + "soft_pair_count": 1521, + "serialized_chars": 784896, + "estimated_input_tokens": 196224, + "estimated_eval_tokens": 392704 }, "budget": { - "node_count": 48, - "item_count": 48, + "node_count": 47, + "item_count": 47, "soft_pair_count": 31, - "serialized_chars": 37085, - "estimated_input_tokens": 9272, - "estimated_eval_tokens": 18800 + "serialized_chars": 36512, + "estimated_input_tokens": 9128, + "estimated_eval_tokens": 18512 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is mostly heterogeneous: the soft pairs share broad themes like import/load regressions, generation issues, or config bugs, but none look like the same concrete defect. I would not collapse any of the soft edges, and there is no PR evidence in the cluster.", - "confidence": 0.92, - "canonical_issue_reason": null, + "summary": "This cluster is heterogeneous: the soft pairs mostly share only broad themes like loading, serialization, or multimodal behavior, but they target different models, APIs, or failure modes. I would not merge any of the proposed soft edges. No PRs are present in the cluster.", + "confidence": 0.91, + "canonical_issue_reason": "Issue 44521 is the strongest representative in the set: it is active, externally referenced, and describes a concrete multimodal `apply_chat_template` regression with clear user impact.", "canonical_pr_reason": null, - "best_issue_reason": "issue:44964 is the clearest, well-scoped user-facing bug report in the set, but it is not a true duplicate anchor for the rest of the cluster; the cluster is too mixed to have a strong canonical issue.", + "best_issue_reason": "Issue 44521 is the best overall issue candidate because it is specific, actionable, and appears to have the broadest downstream relevance among these unrelated reports.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:43650", - "right": "issue:44220", + "left": "issue:42175", + "right": "issue:44279", "accept": false, - "reason": "Unrelated: a generic data request vs an audio feature extraction bug." + "reason": "Different problem spaces: package backend selection/install extras vs a vague dependency issue." }, { - "left": "issue:43335", - "right": "issue:44190", + "left": "issue:44466", + "right": "issue:44913", "accept": false, - "reason": "Different failures: SwitchTransformers sparse-layer init vs local dataset loading." + "reason": "Both involve serialization/reload, but they affect different configs and bugs (`lm_head.weight` vs `rotary_pct`)." }, { - "left": "issue:44496", - "right": "issue:45803", + "left": "issue:43404", + "right": "issue:45216", "accept": false, - "reason": "Different code paths: model config loading vs bare except in tensor conversion." + "reason": "Both touch tied/saved weights, but one is a Mistral3 weight-tying bug and the other is a Qwen3.5 save regression." }, { - "left": "issue:43116", - "right": "issue:44190", + "left": "issue:44734", + "right": "issue:45632", "accept": false, - "reason": "Different issues: empty multi-label classification outputs vs loading a local dataset." + "reason": "Completely different failures: server KV-cache indexing vs local `trust_remote_code` cache-path collision." }, { - "left": "issue:45276", - "right": "issue:45584", + "left": "issue:44246", + "right": "issue:45003", "accept": false, - "reason": "Different bugs: resize_token_embeddings/tied weights vs Whisper empty transcription handling." + "reason": "Import slowness and unsafe `sys.modules` access are related at most indirectly, not the same bug." }, { - "left": "issue:45245", - "right": "issue:45584", + "left": "issue:44561", + "right": "issue:45632", "accept": false, - "reason": "Category-limit runtime error is unrelated to Whisper generation on empty transcription." + "reason": "Both involve `trust_remote_code`, but one is a removed API breaking models and the other is a cache-path collision." }, { - "left": "issue:43479", - "right": "issue:45375", + "left": "issue:43643", + "right": "issue:44496", "accept": false, - "reason": "Both are config bugs, but on different multimodal models and different missing fields." + "reason": "Both are model/config loading issues, but one is missing fields from `AutoConfig` and the other is an unrecognized model config." }, { - "left": "issue:36246", - "right": "issue:41628", + "left": "issue:42490", + "right": "issue:45632", "accept": false, - "reason": "Both are import errors, but they involve different missing symbols and different root causes." + "reason": "Local path normalization warning is unrelated to cache-path collisions for `trust_remote_code`." }, { - "left": "issue:43295", - "right": "issue:45276", + "left": "issue:44964", + "right": "issue:45600", "accept": false, - "reason": "Processor/tokenizer regression is unrelated to Gemma4 embedding resize behavior." + "reason": "Different model-loading regressions affecting different code paths and models." }, { - "left": "issue:44464", - "right": "issue:45563", + "left": "issue:44112", + "right": "issue:44964", "accept": false, - "reason": "Generation inconsistency with compiled forward is not the same as a stale warning message." + "reason": "CI test flake in GraniteSpeech is unrelated to a production model-loading failure." }, { - "left": "issue:44186", - "right": "issue:44734", + "left": "issue:42907", + "right": "issue:43441", "accept": false, - "reason": "Different crashes in different layers: tokenizer padding/NER vs serve KV-cache tensor indexing." + "reason": "Both mention Ministral, but one is save/export and the other is FlashAttention inference/loading." }, { - "left": "issue:38175", - "right": "issue:43065", + "left": "issue:43854", + "right": "issue:44964", "accept": false, - "reason": "Siglip2 zero-probabilities and Sam3PixelDecoder dummy-conv issues are unrelated." + "reason": "Different model families and different failure modes; both are load bugs only at a very high level." }, { - "left": "issue:44683", - "right": "issue:45446", + "left": "issue:43976", + "right": "issue:44987", "accept": false, - "reason": "FlexAttention compile failure on torch 2.9 is different from an import version-check bug." + "reason": "Python version support issue is unrelated to a specific model load failure." }, { - "left": "issue:44466", - "right": "issue:44913", + "left": "issue:43673", + "right": "issue:44336", "accept": false, - "reason": "Serialization/tied-weights behavior is unrelated to GPTNeoX rotary_pct reloading." + "reason": "Generation cache behavior and terminal ANSI formatting are unrelated subsystems." }, { - "left": "issue:44933", - "right": "issue:45362", + "left": "issue:44016", + "right": "issue:44062", "accept": false, - "reason": "Missing image_utils import and Qwen3.5 chat crash are different failures." + "reason": "Notebook syntax error and `AddedToken` argument duplication are unrelated." }, { - "left": "issue:43404", - "right": "issue:45216", + "left": "issue:43295", + "right": "issue:45335", "accept": false, - "reason": "Both touch weight tying/saving, but they are different models and different failure modes." + "reason": "Custom processor/tokenizer regression and embedding resize behavior are different code paths." }, { - "left": "issue:44246", - "right": "issue:45003", + "left": "issue:43531", + "right": "issue:45600", "accept": false, - "reason": "Slow import timing and unsafe sys.modules access are not the same bug." + "reason": "MoE sliding-window behavior and stale config mappings are unrelated." }, { - "left": "issue:44734", - "right": "issue:45632", + "left": "issue:43526", + "right": "issue:43901", "accept": false, - "reason": "Serve KV-cache indexing crash is unrelated to trust_remote_code cache-path collisions." + "reason": "ImageProcessor label reduction bug and pipeline docs mismatch are not the same issue." }, { - "left": "issue:44561", - "right": "issue:45632", + "left": "issue:43824", + "right": "issue:44933", "accept": false, - "reason": "Different trust_remote_code issues: removed helper API vs local cache path collision." + "reason": "Both are import-related, but they concern different symbols from different modules." }, { - "left": "issue:36246", - "right": "issue:38617", + "left": "issue:44496", + "right": "issue:45042", "accept": false, - "reason": "Separate missing-export problems for different symbols, not one underlying import bug." + "reason": "Unrecognized model config and PIL backend requiring torchvision are unrelated." }, { - "left": "issue:45563", - "right": "issue:45584", + "left": "issue:43299", + "right": "issue:45216", "accept": false, - "reason": "A stale warning and a generation failure after align_special_tokens are not the same defect." + "reason": "Different Qwen regressions: model loading vs saved-checkpoint serialization." }, { - "left": "issue:43643", - "right": "issue:44496", + "left": "issue:44075", + "right": "issue:44368", "accept": false, - "reason": "trust_remote_code field-loss in AutoConfig is unrelated to OLMo-Hybrid being unrecognized." + "reason": "Optimizer argument handling and a tied-embeddings warning are unrelated." }, { - "left": "issue:42490", - "right": "issue:45632", + "left": "issue:43976", + "right": "issue:44279", "accept": false, - "reason": "Trailing-slash warning on local model load is different from leaf-name cache collision." + "reason": "Python compatibility bug and a generic dependency issue are not the same underlying defect." }, { - "left": "issue:44964", - "right": "issue:45600", + "left": "issue:45335", + "right": "issue:45584", "accept": false, - "reason": "Phi-4 multimodal loading failure and stale auto_mappings references are separate issues." + "reason": "Embedding resize bug and Whisper empty-transcription generation bug are unrelated." }, { - "left": "issue:41950", - "right": "issue:44016", + "left": "issue:43381", + "right": "issue:45593", "accept": false, - "reason": "Video-classification pipeline processor lookup bug is unrelated to a notebook syntax error." + "reason": "Gradient checkpointing eval-mode constraint and D-FINE auxiliary-loss behavior are unrelated training bugs." }, { - "left": "issue:44112", - "right": "issue:44964", + "left": "issue:43299", + "right": "issue:45357", "accept": false, - "reason": "CI device-override test instability is not the same as Phi-4 multimodal model loading." + "reason": "Both are Qwen3.5 regressions, but they affect different serialization directions and different visual keys." }, { - "left": "issue:43854", - "right": "issue:44964", + "left": "issue:43901", + "right": "issue:44496", "accept": false, - "reason": "Both are model-loading problems, but they affect different models and code paths." + "reason": "Docs inconsistency for a pipeline does not match a model config loading failure." }, { - "left": "issue:42907", - "right": "issue:43441", + "left": "issue:44496", + "right": "issue:45759", "accept": false, - "reason": "Saving dequantized models and FlashAttention failures are unrelated." + "reason": "Unrecognized config and `from_config` text-config unwrapping are different composite-model loading problems." }, { - "left": "issue:43673", - "right": "issue:44336", + "left": "issue:44521", + "right": "issue:45325", "accept": false, - "reason": "Chunked-prefill cache handling and ANSI output formatting are unrelated." + "reason": "Both are multimodal, but one is assistant-mask generation and the other is RoPE/position-id scaling." }, { - "left": "issue:43388", - "right": "issue:43688", + "left": "issue:43976", + "right": "issue:45405", "accept": false, - "reason": "Metric label truncation and auxiliary-loss normalization are different training bugs." + "reason": "Python support mismatch is unrelated to the PEFT minimum version bump." }, { - "left": "issue:44016", - "right": "issue:44220", + "left": "issue:44242", + "right": "issue:45200", "accept": false, - "reason": "Notebook syntax error and `_torch_extract_fbank_features()` failure have no shared code path." + "reason": "MoE load-balancing loss gating and mm token type defaults are different training semantics." } ] }, @@ -9901,311 +10199,297 @@ "label": "issue", "component_index": 1, "component_count": 17, - "review_unit_index": 32, - "review_unit_count": 47, + "review_unit_index": 33, + "review_unit_count": 48, "status": "reviewed", "reason": null, "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-406", + "cluster_id": "cluster-10000-407", "nodes": [ - "issue:32090", - "issue:35141", + "issue:33290", "issue:38175", "issue:39692", "issue:41950", - "issue:42175", + "issue:42994", + "issue:43065", "issue:43295", "issue:43299", - "issue:43381", + "issue:43317", + "issue:43441", + "issue:43450", "issue:43479", "issue:43525", - "issue:43526", - "issue:43531", "issue:43577", "issue:43650", - "issue:43824", "issue:43854", "issue:43901", - "issue:43976", "issue:44016", - "issue:44062", - "issue:44075", - "issue:44242", + "issue:44261", + "issue:44263", "issue:44279", + "issue:44291", + "issue:44297", "issue:44351", - "issue:44368", "issue:44462", - "issue:44496", + "issue:44466", "issue:44617", + "issue:44623", "issue:44683", + "issue:44749", "issue:44779", - "issue:44933", + "issue:44898", "issue:45020", - "issue:45042", "issue:45081", - "issue:45200", "issue:45216", + "issue:45276", "issue:45278", - "issue:45335", - "issue:45357", + "issue:45290", + "issue:45397", "issue:45405", "issue:45542", - "issue:45584", - "issue:45593", "issue:45600", - "issue:45759", + "issue:45656", + "issue:45712", "issue:45812", - "issue:45823" + "issue:45823", + "issue:45834", + "issue:45907" ], "soft_pairs": [ - "issue:43295|issue:45335", - "issue:43531|issue:45600", - "issue:42175|issue:44279", - "issue:43526|issue:43901", - "issue:44496|issue:45042", - "issue:43299|issue:45216", - "issue:44075|issue:44368", - "issue:45335|issue:45584", - "issue:43381|issue:45593", - "issue:43901|issue:44496", - "issue:43299|issue:45357", - "issue:44496|issue:45759", - "issue:43976|issue:45405", - "issue:44242|issue:45200", "issue:41950|issue:45020", "issue:44351|issue:45278", "issue:43479|issue:43525", - "issue:44016|issue:44062", - "issue:43824|issue:44933", "issue:44779|issue:45812", "issue:41950|issue:45823", "issue:44683|issue:45542", "issue:43577|issue:45216", "issue:38175|issue:44617", - "issue:39692|issue:43901", "issue:43299|issue:43854", - "issue:32090|issue:35141", + "issue:39692|issue:43901", "issue:44279|issue:45405", "issue:41950|issue:43650", "issue:43295|issue:44779", - "issue:44462|issue:45081" + "issue:44462|issue:45081", + "issue:44297|issue:44462", + "issue:45081|issue:45907", + "issue:44016|issue:44291", + "issue:43441|issue:45834", + "issue:45600|issue:45712", + "issue:43450|issue:44279", + "issue:33290|issue:45656", + "issue:43065|issue:44898", + "issue:42994|issue:43317", + "issue:44261|issue:44263", + "issue:44623|issue:45397", + "issue:44466|issue:45276", + "issue:44623|issue:44749", + "issue:43650|issue:45290", + "issue:43441|issue:44683" ], - "prepared_review_unit_hash": "62b749fa5b5267792373c3ee26edf2a4b4e9b481b197352711ac23b364748432", + "prepared_review_unit_hash": "2e6b3a1f12bf1694c3ecee56be26b802bc1998d086711a46fc05a701c8acdc84", "component_budget": { - "node_count": 406, - "item_count": 406, - "soft_pair_count": 1515, - "serialized_chars": 782188, - "estimated_input_tokens": 195547, - "estimated_eval_tokens": 391350 + "node_count": 407, + "item_count": 407, + "soft_pair_count": 1521, + "serialized_chars": 784896, + "estimated_input_tokens": 196224, + "estimated_eval_tokens": 392704 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 31, - "serialized_chars": 37014, - "estimated_input_tokens": 9254, - "estimated_eval_tokens": 18764 + "soft_pair_count": 29, + "serialized_chars": 36324, + "estimated_input_tokens": 9081, + "estimated_eval_tokens": 18418 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is highly heterogeneous: the issues span unrelated model-loading regressions, tokenizer/config bugs, documentation problems, backend/package issues, and one notebook syntax error. I do not see any soft pair that is the same underlying bug or change.", - "confidence": 0.93, - "canonical_issue_reason": "No clear canonical issue: the items are not duplicates of one another and do not share a single underlying bug or code path.", + "summary": "The set is mostly a loose collection of unrelated Transformers regression reports across tokenizers, multimodal models, quantization, processors, and attention backends. I found no soft pair that looks like the same underlying bug/change closely enough to merge.", + "confidence": 0.95, + "canonical_issue_reason": null, "canonical_pr_reason": null, - "best_issue_reason": "If one issue must represent the cluster, #43824 is the strongest standalone report: it is a concrete import failure, has notable discussion and inbound references, and is more actionable than the more vague or docs-only reports.", + "best_issue_reason": "issue:45020 is the broadest umbrella in the set: it captures recent v5 breakage for `remote_code`/model loading and is the closest thing to a cluster anchor, though it is not a true duplicate of the others.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:43295", - "right": "issue:45335", - "accept": false, - "reason": "Both involve token/embedding behavior, but one is a processor/tokenizer regression and the other is a T5Gemma resize_token_embeddings bug in decoder weights." - }, - { - "left": "issue:43531", - "right": "issue:45600", - "accept": false, - "reason": "Qwen3-MoE sliding_window behavior and Sam3LiteText auto_mappings cleanup are unrelated code paths." - }, - { - "left": "issue:42175", - "right": "issue:44279", + "left": "issue:41950", + "right": "issue:45020", "accept": false, - "reason": "A missing TensorFlow extra and a generic dependency complaint are too broad to be the same bug." + "reason": "Both involve pipelines/model loading, but one is a video-pipeline processor lookup bug and the other is a broad `remote_code` regression; different code paths and fixes." }, { - "left": "issue:43526", - "right": "issue:43901", + "left": "issue:44351", + "right": "issue:45278", "accept": false, - "reason": "BeitImageProcessorFast label reduction and a TextClassificationPipeline docs mismatch are unrelated." + "reason": "`HybridCache` import failure is a specific missing export, while 45278 is a broad import-error report after upgrade; too generic to treat as the same bug." }, { - "left": "issue:44496", - "right": "issue:45042", + "left": "issue:43479", + "right": "issue:43525", "accept": false, - "reason": "Unrecognized model loading and PIL image processor torchvision requirements are different failures." + "reason": "Different configs and failures: Phi4Multimodal default sub-config initialization vs Llama4 missing `pad_token_id`." }, { - "left": "issue:43299", - "right": "issue:45216", + "left": "issue:44779", + "right": "issue:45812", "accept": false, - "reason": "Qwen3VL/MoE model loading and Qwen3.5 save_pretrained checkpoint corruption are separate regressions." + "reason": "Both are tokenizer regressions, but for different models and likely different tokenizer code paths; not the same concrete bug." }, { - "left": "issue:44075", - "right": "issue:44368", + "left": "issue:41950", + "right": "issue:45823", "accept": false, - "reason": "SGD args not used and a tie_word_embeddings warning are not the same issue." + "reason": "Video processor lookup and Gemma4 device mismatch are unrelated failures." }, { - "left": "issue:45335", - "right": "issue:45584", + "left": "issue:44683", + "right": "issue:45542", "accept": false, - "reason": "T5Gemma embedding resize and Whisper empty-transcription generation are unrelated." + "reason": "Compiled flex attention on torch 2.9 and tensorboard/TF backend detection are unrelated." }, { - "left": "issue:43381", - "right": "issue:45593", + "left": "issue:43577", + "right": "issue:45216", "accept": false, - "reason": "Gradient checkpointing eval-mode behavior and D-FINE auxiliary loss logic are distinct." + "reason": "Blip2 dtype-loading bug and Qwen3.5 save_pretrained regression affect different stages and subsystems." }, { - "left": "issue:43901", - "right": "issue:44496", + "left": "issue:38175", + "right": "issue:44617", "accept": false, - "reason": "Docs wording for TextClassificationPipeline and AutoTokenizer ignoring tokenizer.json are unrelated." + "reason": "SigLIP2 zero probabilities and Sam3Video OOM are different symptoms with no shared concrete code path." }, { "left": "issue:43299", - "right": "issue:45357", + "right": "issue:43854", "accept": false, - "reason": "Both are Qwen-family regressions, but they affect different APIs: loading vs save_pretrained key serialization." + "reason": "Both are model-loading regressions, but for different models and different failure modes; no evidence of a shared fix." }, { - "left": "issue:44496", - "right": "issue:45759", + "left": "issue:39692", + "right": "issue:43901", "accept": false, - "reason": "Unrecognized model config and from_config text_config unwrapping are different AutoModel code paths." + "reason": "Both mention docs, but one is a broken SigLIP2 example and the other is stale pipeline documentation; not the same issue." }, { - "left": "issue:43976", + "left": "issue:44279", "right": "issue:45405", "accept": false, - "reason": "Python support/version compatibility and the PEFT minimum-version bump are unrelated dependency issues." + "reason": "A generic dependency issue is not the same as the specific `MIN_PEFT_VERSION` bump-to-unreleased-package problem." }, { - "left": "issue:44242", - "right": "issue:45200", + "left": "issue:41950", + "right": "issue:43650", "accept": false, - "reason": "MoE load-balancing loss computation and Gemma4 mm_token_type_ids defaults are separate modeling bugs." + "reason": "No overlap beyond being about pipelines/models; \"ADD THE DATA\" is unrelated." }, { - "left": "issue:41950", - "right": "issue:45020", + "left": "issue:43295", + "right": "issue:44779", "accept": false, - "reason": "Video-classification processor lookup and remote_code breakages do not share a concrete fix." + "reason": "Different regressions: processor/tokenizer API breakage vs DeepSeek tokenizer output changes." }, { - "left": "issue:44351", - "right": "issue:45278", + "left": "issue:44462", + "right": "issue:45081", "accept": false, - "reason": "A specific missing HybridCache export and a broad import-error report after upgrade are not the same underlying bug." + "reason": "Tokenizer JSON selection and Mistral regex patch failure are separate tokenizer-loading bugs." }, { - "left": "issue:43479", - "right": "issue:43525", + "left": "issue:44297", + "right": "issue:44462", "accept": false, - "reason": "Phi4MultimodalConfig default sub-config initialization and Llama4Config missing pad_token_id are different config bugs." + "reason": "One is incorrect `tokenizer_class` serialization, the other is ignoring repository `tokenizer.json`; related area but not the same bug." }, { - "left": "issue:44016", - "right": "issue:44062", + "left": "issue:45081", + "right": "issue:45907", "accept": false, - "reason": "Notebook syntax error and AddedToken keyword collision are unrelated." + "reason": "Tokenizer regex patch crash and `list_repo_files` revision forwarding are completely different code paths." }, { - "left": "issue:43824", - "right": "issue:44933", + "left": "issue:44016", + "right": "issue:44291", "accept": false, - "reason": "Qwen2_5_VL import missing and image_utils import removal are different import/export issues." + "reason": "Notebook syntax error and `init_empty_weights` unexpected-argument TypeError are unrelated." }, { - "left": "issue:44779", - "right": "issue:45812", + "left": "issue:43441", + "right": "issue:45834", "accept": false, - "reason": "Both are tokenizer regressions, but they affect different model families and likely different tokenizer implementations." + "reason": "FlashAttention failure for Ministral-3 and long-OCR index error in Kosmos2.5 do not share a concrete fix." }, { - "left": "issue:41950", - "right": "issue:45823", + "left": "issue:45600", + "right": "issue:45712", "accept": false, - "reason": "Video-classification processor lookup and Gemma4 device-map mismatch are unrelated." + "reason": "Broken auto_mappings references and leftover dummy classes are separate maintenance/CI issues." }, { - "left": "issue:44683", - "right": "issue:45542", + "left": "issue:43450", + "right": "issue:44279", "accept": false, - "reason": "Compiled flex_attention on torch 2.9 and a TensorFlow backend dependency problem are unrelated." + "reason": "Incorrect batched video processor shape and a dependency issue are unrelated." }, { - "left": "issue:43577", - "right": "issue:45216", + "left": "issue:33290", + "right": "issue:45656", "accept": false, - "reason": "BLIP2 dtype initialization and Qwen3.5 checkpoint saving are different bugs." + "reason": "Both mention DeepSpeed and optimizers, but one is OOM from Adafactor while the other is double optimizer stepping; different bug." }, { - "left": "issue:38175", - "right": "issue:44617", + "left": "issue:43065", + "right": "issue:44898", "accept": false, - "reason": "SigLIP2 zero-probabilities and Sam3Video OOM are not the same failure mode." + "reason": "Dummy conv in Sam3PixelDecoder and Perceiver non-default resolution failure are different model bugs." }, { - "left": "issue:39692", - "right": "issue:43901", + "left": "issue:42994", + "right": "issue:43317", "accept": false, - "reason": "A SigLIP2 docs example with runtime errors and a text-classification docs note are unrelated." + "reason": "Quantized model saving and dequantized-model loading/offload are separate quantization lifecycle issues." }, { - "left": "issue:43299", - "right": "issue:43854", + "left": "issue:44261", + "right": "issue:44263", "accept": false, - "reason": "Qwen3VL loading regression and GLM-4.7-Flash unit-test loading are separate model-specific issues." + "reason": "LayerNorm epsilon precision discussion and `torch.split` return-value handling are unrelated." }, { - "left": "issue:32090", - "right": "issue:35141", + "left": "issue:44623", + "right": "issue:45397", "accept": false, - "reason": "Trainer gpu_broadcast NoneType error and token-embedding reinitialization after resize are unrelated." + "reason": "Processor save_pretrained missing files and Gemma-4 ZeRO-3 from_pretrained are different save/load bugs." }, { - "left": "issue:44279", - "right": "issue:45405", + "left": "issue:44466", + "right": "issue:45276", "accept": false, - "reason": "Generic dependency issue and unreleased PEFT version bump are not the same bug." + "reason": "Serialization of tied `lm_head.weight` by device and embedding resize propagation are related to weights, but not the same concrete defect." }, { - "left": "issue:41950", - "right": "issue:43650", + "left": "issue:44623", + "right": "issue:44749", "accept": false, - "reason": "Pipeline processor mismatch and a non-informative 'ADD THE DATA' issue are unrelated." + "reason": "Processor save_pretrained missing files and the Chinese performance regression after upgrade are unrelated." }, { - "left": "issue:43295", - "right": "issue:44779", + "left": "issue:43650", + "right": "issue:45290", "accept": false, - "reason": "Processor/tokenizer regression in one path and Deepseek tokenizer output corruption in another are different issues." + "reason": "Placeholder issue title and chat-template crash with tool calls are unrelated." }, { - "left": "issue:44462", - "right": "issue:45081", + "left": "issue:43441", + "right": "issue:44683", "accept": false, - "reason": "Ignoring tokenizer.json and crashing in _patch_mistral_regex are both tokenizer-related but not the same concrete bug." + "reason": "Both are attention-backend failures, but one is FlashAttention on a specific model and the other is compiled flex_attention on torch>=2.9; not mergeable as one PR." } ] }, @@ -10220,303 +10504,304 @@ "label": "issue", "component_index": 1, "component_count": 17, - "review_unit_index": 33, - "review_unit_count": 47, + "review_unit_index": 34, + "review_unit_count": 48, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-406", + "cluster_id": "cluster-10000-407", "nodes": [ - "issue:42994", - "issue:43065", + "issue:41628", + "issue:41950", + "issue:42175", + "issue:42491", "issue:43122", "issue:43262", - "issue:43317", - "issue:43441", + "issue:43299", "issue:43450", + "issue:43525", + "issue:43531", + "issue:43643", "issue:43650", "issue:43653", + "issue:43673", "issue:43723", + "issue:43761", "issue:43784", + "issue:43824", + "issue:43881", "issue:43901", "issue:43976", "issue:43994", "issue:44016", "issue:44162", "issue:44188", - "issue:44261", - "issue:44263", - "issue:44279", - "issue:44291", + "issue:44220", + "issue:44242", + "issue:44246", + "issue:44295", "issue:44297", "issue:44336", "issue:44361", - "issue:44462", - "issue:44466", + "issue:44373", + "issue:44485", + "issue:44496", "issue:44521", + "issue:44589", "issue:44617", - "issue:44623", "issue:44671", - "issue:44683", - "issue:44749", "issue:44779", - "issue:44898", "issue:44987", - "issue:45081", - "issue:45276", - "issue:45290", - "issue:45325", + "issue:45362", "issue:45397", - "issue:45542", - "issue:45593", - "issue:45600", - "issue:45712", - "issue:45823", - "issue:45834", - "issue:45907" + "issue:45542", + "issue:45561", + "issue:45563", + "issue:45593", + "issue:45823" ], "soft_pairs": [ - "issue:43976|issue:44987", - "issue:44297|issue:44462", - "issue:43976|issue:44279", - "issue:44521|issue:45325", - "issue:45081|issue:45907", - "issue:43441|issue:45834", - "issue:43450|issue:44279", - "issue:45600|issue:45712", - "issue:43065|issue:44898", - "issue:42994|issue:43317", - "issue:44466|issue:45276", - "issue:43650|issue:45290", - "issue:44623|issue:45397", - "issue:44261|issue:44263", - "issue:44623|issue:44749", - "issue:43441|issue:44683", "issue:43653|issue:45593", "issue:43723|issue:44162", "issue:44016|issue:45823", + "issue:43673|issue:43761", + "issue:42175|issue:43976", + "issue:43262|issue:44521", "issue:44361|issue:45593", "issue:44671|issue:44779", + "issue:44987|issue:45542", "issue:43901|issue:43994", "issue:43784|issue:45542", "issue:43122|issue:43650", - "issue:44987|issue:45542", - "issue:44016|issue:44291", "issue:44297|issue:45397", + "issue:43824|issue:43976", "issue:44188|issue:44336", - "issue:43262|issue:44521", - "issue:43450|issue:44617" + "issue:43450|issue:44617", + "issue:43525|issue:43881", + "issue:43525|issue:43643", + "issue:44589|issue:45362", + "issue:41628|issue:43976", + "issue:44336|issue:44373", + "issue:43901|issue:44246", + "issue:45561|issue:45563", + "issue:42491|issue:43299", + "issue:44295|issue:45397", + "issue:44242|issue:45593", + "issue:41950|issue:44220", + "issue:44246|issue:44496", + "issue:43531|issue:45362", + "issue:44336|issue:44485" ], - "prepared_review_unit_hash": "26bf7f05aad9da3089d6aec0c7ab8d250c31b2d4d2a9ac79b1de1edcfb90b1a5", + "prepared_review_unit_hash": "837a322da8936333fc5109a58cf4976b1d6540f548732d03817f3830437555ed", "component_budget": { - "node_count": 406, - "item_count": 406, - "soft_pair_count": 1515, - "serialized_chars": 782188, - "estimated_input_tokens": 195547, - "estimated_eval_tokens": 391350 + "node_count": 407, + "item_count": 407, + "soft_pair_count": 1521, + "serialized_chars": 784896, + "estimated_input_tokens": 196224, + "estimated_eval_tokens": 392704 }, "budget": { - "node_count": 47, - "item_count": 47, + "node_count": 48, + "item_count": 48, "soft_pair_count": 30, - "serialized_chars": 36127, - "estimated_input_tokens": 9032, - "estimated_eval_tokens": 18320 + "serialized_chars": 36279, + "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 broadly over-inclusive: it mixes tokenizer, processor/chat-template, model-loading, attention-kernel, and repo-maintenance regressions. None of the soft pairs look like the same concrete bug/change, so all soft edges should be rejected.", - "confidence": 0.78, - "canonical_issue_reason": "issue:44462 is the best representative because it is a core tokenizer-loading regression with broad impact and the most general symptom among the tokenizer-related reports, even though the cluster itself is heterogeneous.", + "summary": "This set is a heterogeneous grab bag of Transformers regressions across tokenizers, multimodal processors, model loading, training losses, docs, and CI. None of the proposed soft-edge pairs look like true duplicates of the same underlying bug/change.", + "confidence": 0.82, + "canonical_issue_reason": "issue:43723 is the best single anchor: it is a broad v5 tokenizer-loading regression and sits closest to the cluster of import/tokenizer-related reports, even though the rest of the items are mostly unrelated.", "canonical_pr_reason": null, - "best_issue_reason": "issue:44462 is the most reusable cluster representative: it names a widely affecting user-facing loading path and is closer to the common tokenizer/theme than the more model-specific or maintenance-only reports.", + "best_issue_reason": "issue:43723 is the strongest representative issue because it targets a concrete, broadly relevant v5 loading failure and is more central than the model-specific or docs/CI-only reports.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:43976", - "right": "issue:44987", + "left": "issue:43653", + "right": "issue:45593", "accept": false, - "reason": "Both are v5 regressions, but one is a Python-version support issue and the other is a model-loading failure; different code paths." + "reason": "BigBirdTokenizer special-token decode bug vs D-FINE auxiliary-loss bug; unrelated models and code paths." }, { - "left": "issue:44297", - "right": "issue:44462", + "left": "issue:43723", + "right": "issue:44162", "accept": false, - "reason": "Both involve tokenizers, but one is save_pretrained metadata mismatch and the other is AutoTokenizer ignoring tokenizer.json; not the same bug." + "reason": "Tokenizer loading/import regression vs ESM2 model breakage; different subsystem and failure mode." }, { - "left": "issue:43976", - "right": "issue:44279", + "left": "issue:44016", + "right": "issue:45823", "accept": false, - "reason": "Generic dependency complaint vs Python-version incompatibility; no shared concrete failure mode." + "reason": "Notebook syntax error vs Gemma4 device-map forward mismatch; not the same bug." }, { - "left": "issue:44521", - "right": "issue:45325", + "left": "issue:43673", + "right": "issue:43761", "accept": false, - "reason": "Both are multimodal-related, but one is assistant mask generation and the other is rope index scaling for video/image positions." + "reason": "Generation cache missing in chunked prefill vs CLIPVision hidden_states regression; different components." }, { - "left": "issue:45081", - "right": "issue:45907", + "left": "issue:42175", + "right": "issue:43976", "accept": false, - "reason": "Mistral tokenizer patch crash vs list_repo_files revision forwarding; unrelated subsystems." + "reason": "Packaging dependency omission vs Python-version compatibility issue; separate problems." }, { - "left": "issue:43441", - "right": "issue:45834", + "left": "issue:43262", + "right": "issue:44521", "accept": false, - "reason": "FlashAttention failure for Ministral-3 vs OCR index error in Kosmos2.5; different models and code paths." + "reason": "Audio chat-template sampling-rate default vs multimodal assistant-mask generation; not the same underlying defect." }, { - "left": "issue:43450", - "right": "issue:44279", + "left": "issue:44361", + "right": "issue:45593", "accept": false, - "reason": "Video processor shape bug vs dependency issue; no overlap in underlying bug." + "reason": "MLukeTokenizer task AttributeError vs D-FINE auxiliary-loss behavior; unrelated." }, { - "left": "issue:45600", - "right": "issue:45712", + "left": "issue:44671", + "right": "issue:44779", "accept": false, - "reason": "Both are cleanup-ish, but one is auto_mappings references and the other is dummy_pt_objects leftovers; not one bug." + "reason": "CamemBERT masked-LM regression vs Deepseek tokenizer regression; different models and root causes." }, { - "left": "issue:43065", - "right": "issue:44898", + "left": "issue:44987", + "right": "issue:45542", "accept": false, - "reason": "Dummy Conv2d placeholder issue vs Perceiver resolution/interpolation failure; unrelated." + "reason": "Model loading failure vs missing TensorFlow backend warning; unrelated." }, { - "left": "issue:42994", - "right": "issue:43317", + "left": "issue:43901", + "right": "issue:43994", "accept": false, - "reason": "Quantized model saving failure vs dequantized model offload loading failure; opposite directions and different failure points." + "reason": "Docs mismatch for return_all_scores vs incorrect SigLIP2 outputs; docs issue is not the same as model behavior bug." }, { - "left": "issue:44466", - "right": "issue:45276", + "left": "issue:43784", + "right": "issue:45542", "accept": false, - "reason": "Both mention Gemma4 embeddings, but serialization of lm_head.weight and resize_token_embeddings propagation are distinct issues." + "reason": "sentence-transformers import NameError vs undefined tf backend error; different import paths and causes." }, { - "left": "issue:43650", - "right": "issue:45290", + "left": "issue:43122", + "right": "issue:43650", "accept": false, - "reason": "Placeholder issue vs chat_template crash on tool-call assistant messages; unrelated." + "reason": "Tokenizer-output regression vs placeholder/empty issue title; no shared bug evidence." }, { - "left": "issue:44623", + "left": "issue:44297", "right": "issue:45397", "accept": false, - "reason": "Processor save_pretrained missing files vs zero3 from_pretrained failure; different APIs and failures." + "reason": "Tokenizer save_pretrained metadata bug vs Gemma4 zero3 load failure; different subsystems." }, { - "left": "issue:44261", - "right": "issue:44263", + "left": "issue:43824", + "right": "issue:43976", "accept": false, - "reason": "Different model internals: MLA layernorm epsilon precision issue vs torch.split return handling in GlmMoeDsaIndexer." + "reason": "Missing Qwen2.5-VL symbol import vs Python 3.9/3.10 compatibility; unrelated." }, { - "left": "issue:44623", - "right": "issue:44749", + "left": "issue:44188", + "right": "issue:44336", "accept": false, - "reason": "Save_pretrained file omission vs performance regression after upgrade; not the same bug." + "reason": "torch.compile attention-kernel divergence vs ANSI-code output in loading_report; different areas." }, { - "left": "issue:43441", - "right": "issue:44683", + "left": "issue:43450", + "right": "issue:44617", "accept": false, - "reason": "Both are attention-related, but one is model-specific FlashAttention support and the other is compiled flex_attention on newer torch." + "reason": "Batched video shape bug vs Sam3Video OOM; different failure modes." }, { - "left": "issue:43653", - "right": "issue:45593", + "left": "issue:43525", + "right": "issue:43881", "accept": false, - "reason": "Tokenizer special-token registration bug vs D-FINE auxiliary-loss logic; unrelated." + "reason": "Llama4Config pad_token_id missing vs glm-4v-9b loading failure; different model-specific loading issues." }, { - "left": "issue:43723", - "right": "issue:44162", + "left": "issue:43525", + "right": "issue:43643", "accept": false, - "reason": "Tokenizer loading regression vs ESM2 model breakage; different affected paths." + "reason": "Missing config attribute in Llama4 vs trust_remote_code AutoConfig field loss; similar theme but not the same concrete bug." }, { - "left": "issue:44016", - "right": "issue:45823", + "left": "issue:44589", + "right": "issue:45362", "accept": false, - "reason": "Notebook syntax error vs Gemma4 device mismatch; unrelated." + "reason": "Float8 storage lookup error vs Qwen3.5 chat crash; unrelated." }, { - "left": "issue:44361", - "right": "issue:45593", + "left": "issue:41628", + "right": "issue:43976", "accept": false, - "reason": "MLukeTokenizer attribute error vs D-FINE auxiliary-loss behavior; unrelated." + "reason": "AutoImageProcessor import error vs Python version compatibility; unrelated." }, { - "left": "issue:44671", - "right": "issue:44779", + "left": "issue:44336", + "right": "issue:44373", "accept": false, - "reason": "Both are v5 regressions, but CamemBERT MLM output and DeepSeek tokenization are different concrete bugs." + "reason": "ANSI escape handling in loading_report vs wrong docstring for position_ids; unrelated." }, { "left": "issue:43901", - "right": "issue:43994", + "right": "issue:44246", "accept": false, - "reason": "Docs mismatch for pipeline args vs SigLIP2 incorrect outputs; different issue classes." + "reason": "Docs mismatch vs import-time slowdown; not the same bug." }, { - "left": "issue:43784", - "right": "issue:45542", + "left": "issue:45561", + "right": "issue:45563", "accept": false, - "reason": "Import-time NameError in sentence-transformers integration vs tf/tensorboard backend detection; unrelated." + "reason": "pytest-xdist captured_info race vs stale generation warning; different code paths." }, { - "left": "issue:43122", - "right": "issue:43650", + "left": "issue:42491", + "right": "issue:43299", "accept": false, - "reason": "Tokenization regression vs placeholder issue; no shared underlying change." + "reason": "Qwen3 MoE compatibility/loading issue across versions vs Qwen3VL MoE loading regression; same family but not the same concrete failure." }, { - "left": "issue:44987", - "right": "issue:45542", + "left": "issue:44295", + "right": "issue:45397", "accept": false, - "reason": "Model loading failure for one repository vs TensorFlow backend import issue; unrelated." + "reason": "position_ids buffer-read error vs Gemma4 zero3 loading; unrelated." }, { - "left": "issue:44016", - "right": "issue:44291", + "left": "issue:44242", + "right": "issue:45593", "accept": false, - "reason": "Notebook syntax issue vs init_empty_weights constructor-argument regression; unrelated." + "reason": "Router-logits gating of load-balancing loss vs D-FINE denoising-off auxiliary losses; different models and logic." }, { - "left": "issue:44297", - "right": "issue:45397", + "left": "issue:41950", + "right": "issue:44220", "accept": false, - "reason": "Tokenizer save metadata bug vs ZeRO-3 from_pretrained loading failure; different paths." + "reason": "Video-classification processor lookup bug vs audio fbank feature issue; different pipelines." }, { - "left": "issue:44188", - "right": "issue:44336", + "left": "issue:44246", + "right": "issue:44496", "accept": false, - "reason": "Attention-kernel branching bug vs ANSI codes in loading_report; unrelated." + "reason": "Import-time performance complaint vs unrecognized model/config error; unrelated." }, { - "left": "issue:43262", - "right": "issue:44521", + "left": "issue:43531", + "right": "issue:45362", "accept": false, - "reason": "Both touch apply_chat_template, but one is audio sampling-rate defaults and the other is multimodal assistant-mask computation." + "reason": "Qwen3-MoE sliding_window bug vs Qwen3.5 chat crash; related family name but distinct underlying failures." }, { - "left": "issue:43450", - "right": "issue:44617", + "left": "issue:44336", + "right": "issue:44485", "accept": false, - "reason": "Batched video processor shape bug vs CUDA OOM in Sam3Video; different symptoms and likely causes." + "reason": "Loading-report ANSI formatting vs GLM-5 RoPE implementation; unrelated." } ] }, @@ -10531,310 +10816,296 @@ "label": "issue", "component_index": 1, "component_count": 17, - "review_unit_index": 34, - "review_unit_count": 47, + "review_unit_index": 35, + "review_unit_count": 48, "status": "reviewed", "reason": null, "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-406", + "cluster_id": "cluster-10000-407", "nodes": [ - "issue:16998", - "issue:22355", "issue:36246", - "issue:41628", - "issue:41950", - "issue:42491", "issue:42757", - "issue:43299", + "issue:42886", + "issue:43065", + "issue:43232", + "issue:43257", + "issue:43262", "issue:43352", - "issue:43525", + "issue:43408", + "issue:43475", + "issue:43526", + "issue:43540", "issue:43596", - "issue:43643", + "issue:43653", "issue:43673", - "issue:43761", - "issue:43824", - "issue:43881", "issue:43901", - "issue:43976", + "issue:44060", + "issue:44077", "issue:44162", - "issue:44220", "issue:44242", "issue:44246", "issue:44295", "issue:44336", "issue:44351", - "issue:44373", - "issue:44485", "issue:44496", "issue:44561", - "issue:44589", "issue:44749", "issue:44779", "issue:44857", "issue:44871", "issue:44877", - "issue:44964", + "issue:44987", + "issue:44995", "issue:45003", - "issue:45081", + "issue:45137", "issue:45200", + "issue:45229", "issue:45250", "issue:45292", - "issue:45362", "issue:45375", "issue:45397", + "issue:45459", + "issue:45561", "issue:45584", - "issue:45593", - "issue:45701" + "issue:45656", + "issue:45701", + "issue:45759" ], "soft_pairs": [ - "issue:43673|issue:43761", - "issue:43525|issue:43881", - "issue:43525|issue:43643", - "issue:44589|issue:45362", - "issue:43901|issue:44246", - "issue:41628|issue:43976", - "issue:44336|issue:44373", - "issue:42491|issue:43299", - "issue:44295|issue:45397", - "issue:44242|issue:45593", - "issue:16998|issue:22355", - "issue:44246|issue:44496", - "issue:41950|issue:44220", - "issue:44336|issue:44485", "issue:43352|issue:45250", "issue:36246|issue:42757", + "issue:43526|issue:45003", "issue:36246|issue:44351", - "issue:43824|issue:43976", - "issue:43976|issue:44964", + "issue:45003|issue:45561", "issue:43673|issue:44561", "issue:44246|issue:44871", "issue:44242|issue:44857", "issue:44295|issue:44749", - "issue:45081|issue:45362", + "issue:36246|issue:43596", "issue:44162|issue:45200", - "issue:44779|issue:45292", "issue:44877|issue:45375", + "issue:44779|issue:45292", "issue:43901|issue:45003", "issue:45292|issue:45584", - "issue:36246|issue:43596", - "issue:45292|issue:45701" + "issue:43232|issue:44336", + "issue:45292|issue:45701", + "issue:44987|issue:45459", + "issue:44496|issue:45003", + "issue:45375|issue:45759", + "issue:43065|issue:43408", + "issue:42886|issue:45229", + "issue:43262|issue:44246", + "issue:43257|issue:45137", + "issue:44995|issue:45200", + "issue:43475|issue:43540", + "issue:44060|issue:44077", + "issue:45397|issue:45656", + "issue:43653|issue:44162" ], - "prepared_review_unit_hash": "33b2eb2e6601cf5aadd12ce32c021d456d30b7d400442dc63a1c4016b0617060", + "prepared_review_unit_hash": "2298e43b5c084a0882aa0e5f424302a4768a3e252f96a73e277db35a6f002d4e", "component_budget": { - "node_count": 406, - "item_count": 406, - "soft_pair_count": 1515, - "serialized_chars": 782188, - "estimated_input_tokens": 195547, - "estimated_eval_tokens": 391350 + "node_count": 407, + "item_count": 407, + "soft_pair_count": 1521, + "serialized_chars": 784896, + "estimated_input_tokens": 196224, + "estimated_eval_tokens": 392704 }, "budget": { "node_count": 47, "item_count": 47, - "soft_pair_count": 31, - "serialized_chars": 36155, - "estimated_input_tokens": 9039, - "estimated_eval_tokens": 18334 + "soft_pair_count": 29, + "serialized_chars": 35769, + "estimated_input_tokens": 8943, + "estimated_eval_tokens": 18142 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is mostly a grab-bag of transformers regressions and import/config issues across different models and code paths. The soft-similarity links are mostly superficial; I do not see any pair that clearly describes the same underlying bug or a PR that could plausibly unify them.", - "confidence": 0.78, - "canonical_issue_reason": "issue:44561 is the most general upstream regression in the set: it names a concrete v5 core-helper removal that breaks trust_remote_code models, making it the best representative for the broader regression theme here.", + "summary": "This cluster is heterogeneous: mostly unrelated Transformers import, config, generation, and model-specific regressions. I do not see any soft-edge pair that is the same underlying bug/change, so no candidate merge is justified.", + "confidence": 0.92, + "canonical_issue_reason": "issue:45003 is the broadest, most cross-cutting runtime bug in the set; the rest are mostly model-specific or unrelated import/config reports.", "canonical_pr_reason": null, - "best_issue_reason": "issue:44561 is the strongest single issue to anchor the cluster because it is broad, actionable, and more infrastructure-level than the model-specific load/import failures around it.", + "best_issue_reason": "issue:45003 is the best anchor if one must be chosen: it is concrete, code-path based, and more generally reusable than the narrower model/import complaints.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:43673", - "right": "issue:43761", - "accept": false, - "reason": "Different bugs: missing GenerationMixin cache during chunked_prefill vs CLIPVisionModel returning hidden_states=None. Same release era, but not the same code path." - }, - { - "left": "issue:43525", - "right": "issue:43881", - "accept": false, - "reason": "Llama4Config missing pad_token_id is a config-field bug; glm-4v-9b loading failed is a separate model-loading failure." - }, - { - "left": "issue:43525", - "right": "issue:43643", + "left": "issue:43352", + "right": "issue:45250", "accept": false, - "reason": "Both involve config attributes, but one is pad_token_id on Llama4Config and the other is trust_remote_code returning missing fields. Different root causes and models." + "reason": "Both mention Flash Attention 2.0, but one is a specific Nemotron support limitation while the other is a generic FA2 issue; not the same concrete bug." }, - { - "left": "issue:44589", - "right": "issue:45362", + { + "left": "issue:36246", + "right": "issue:42757", "accept": false, - "reason": "Float8 storage import/type error is unrelated to Qwen3.5-35B chat crashing. No shared concrete failure mode." + "reason": "Different import failures for different symbols/packages (`Qwen2_5_VLImageProcessor` vs `is_offline_mode`); same symptom class, not the same bug." }, { - "left": "issue:43901", - "right": "issue:44246", + "left": "issue:43526", + "right": "issue:45003", "accept": false, - "reason": "Docs mismatch for return_all_scores vs intermittent slow imports. One is documentation, the other performance/runtime behavior." + "reason": "BeitImageProcessorFast label reduction bug is unrelated to `sys.modules` access in `modeling_utils`." }, { - "left": "issue:41628", - "right": "issue:43976", + "left": "issue:36246", + "right": "issue:44351", "accept": false, - "reason": "AutoImageProcessor import error and Python version compatibility failure are different issues, even though both are import-related." + "reason": "Both are import errors, but they concern different missing exports and different code paths." }, { - "left": "issue:44336", - "right": "issue:44373", + "left": "issue:45003", + "right": "issue:45561", "accept": false, - "reason": "ANSI codes in loading_report output is unrelated to a wrong position_ids docstring." + "reason": "Core `modeling_utils` module access bug is unrelated to the pytest-xdist captured-info race in testing utils." }, { - "left": "issue:42491", - "right": "issue:43299", + "left": "issue:43673", + "right": "issue:44561", "accept": false, - "reason": "Both mention qwen-related v5 regressions, but one is LoRA compatibility on hf4.x/hf5.x and the other is Qwen3VL MoE loading. Not the same bug." + "reason": "Both involve v5 breakage, but one is cache handling in generation and the other is `is_torch_fx_available` removal breaking trust_remote_code models." }, { - "left": "issue:44295", - "right": "issue:45397", + "left": "issue:44246", + "right": "issue:44871", "accept": false, - "reason": "position_ids buffer access error is different from gemma-4 zero3 from_pretrained loading failure." + "reason": "Import latency and Gemma eos-token config mismatch are unrelated." }, { "left": "issue:44242", - "right": "issue:45593", + "right": "issue:44857", "accept": false, - "reason": "Both concern losses, but they are different models and different loss omissions (router/load-balancing vs D-FINE auxiliary losses)." + "reason": "Different failure modes in different subsystems: router-loss computation vs AMP float16 crash." }, { - "left": "issue:16998", - "right": "issue:22355", + "left": "issue:44295", + "right": "issue:44749", "accept": false, - "reason": "Unrelated: a DeBERTa model_max_length question vs missing transformers.onnx import." + "reason": "Registering `position_ids` as a buffer is unrelated to the tokenizer slowdown report." }, { - "left": "issue:44246", - "right": "issue:44496", + "left": "issue:36246", + "right": "issue:43596", "accept": false, - "reason": "Import slowdown sometimes is not the same as unrecognized model/config.json failure." + "reason": "An import-name failure for Qwen2.5 VL is unrelated to the DeepSpeed ZeRO3/BertModel index error." }, { - "left": "issue:41950", - "right": "issue:44220", + "left": "issue:44162", + "right": "issue:45200", "accept": false, - "reason": "Video-classification pipeline using image processors is unrelated to _torch_extract_fbank_features()." + "reason": "ESM2 breakage and Gemma4 `mm_token_type_ids` defaults are separate model-specific bugs." }, { - "left": "issue:44336", - "right": "issue:44485", + "left": "issue:44877", + "right": "issue:45375", "accept": false, - "reason": "Loading-report ANSI output bug and GLM-5 RoPE implementation are unrelated." + "reason": "Both touch strict config validation, but one blocks loading a granite config while the other drops a specific Qwen field; not the same issue." }, { - "left": "issue:43352", - "right": "issue:45250", + "left": "issue:44779", + "right": "issue:45292", "accept": false, - "reason": "Both mention Flash Attention 2.0, but one is a specific model not supporting it yet and the other is a generic flash-attn issue. Not enough to treat as one bug." + "reason": "Tokenizer output regressions and `resize_token_embeddings` not updating output embeddings are different code paths." }, { - "left": "issue:36246", - "right": "issue:42757", + "left": "issue:43901", + "right": "issue:45003", "accept": false, - "reason": "Different import failures in different packages/symbols: Qwen2_5_VLImageProcessor vs is_offline_mode from huggingface_hub." + "reason": "Docs mismatch for `TextClassificationPipeline` is unrelated to unsafe `sys.modules` access." }, { - "left": "issue:36246", - "right": "issue:44351", + "left": "issue:45292", + "right": "issue:45584", "accept": false, - "reason": "Both are import errors, but they concern different symbols and different failure causes." + "reason": "Embedding resize behavior is unrelated to Whisper generation failing on empty transcription after special-token alignment." }, { - "left": "issue:43824", - "right": "issue:43976", + "left": "issue:43232", + "right": "issue:44336", "accept": false, - "reason": "Missing Qwen2_5_VLForConditionalGeneration import is unrelated to Python 3.9/3.10 compatibility." + "reason": "Generation kwargs/sync-GPUs bug and ANSI escaping in loading_report are unrelated." }, { - "left": "issue:43976", - "right": "issue:44964", + "left": "issue:45292", + "right": "issue:45701", "accept": false, - "reason": "Python-version compatibility is not the same as being unable to load a specific Phi-4 multimodal model." + "reason": "A specific embedding-resize bug is not the same as the broad tokenizer-change regression in v5." }, { - "left": "issue:43673", - "right": "issue:44561", + "left": "issue:44987", + "right": "issue:45459", "accept": false, - "reason": "Chunked_prefill cache regression and trust_remote_code breakage from helper removal are different code paths." + "reason": "A model-loading failure in `physical-intelligence/fast` is unrelated to tokenizer exception handling when protobuf is absent." }, { - "left": "issue:44246", - "right": "issue:44871", + "left": "issue:44496", + "right": "issue:45003", "accept": false, - "reason": "Import is slow sometimes vs Gemma eos_token_id inconsistency are unrelated." + "reason": "Unrecognized model/config loading is a different problem from unsafe `sys.modules` access." }, { - "left": "issue:44242", - "right": "issue:44857", + "left": "issue:45375", + "right": "issue:45759", "accept": false, - "reason": "Load-balancing loss omission is unrelated to an AMP/CUDA crash in LwDetrImageLoss." + "reason": "Both involve Qwen composite configs, but one is a missing strict-schema field and the other is `from_config` not unwrapping `text_config`; different concrete bugs." }, { - "left": "issue:44295", - "right": "issue:44749", + "left": "issue:43065", + "right": "issue:43408", "accept": false, - "reason": "Buffer access error and post-upgrade filtering slowdown are unrelated." + "reason": "SAM3 pixel-decoder dummy conv and the sam3_video/sam3_tracker warning are related by model family only, not the same bug." }, { - "left": "issue:45081", - "right": "issue:45362", + "left": "issue:42886", + "right": "issue:45229", "accept": false, - "reason": "Mistral tokenizer regex patch crash and Qwen3.5-35B chat crash are different model/tokenizer failures." + "reason": "Offline cache loading and Gemma4 multi-GPU OOM are unrelated." }, { - "left": "issue:44162", - "right": "issue:45200", + "left": "issue:43262", + "right": "issue:44246", "accept": false, - "reason": "ESM2 regression and Gemma-4 mm_token_type_ids defaulting issue are separate model-specific bugs." + "reason": "Audio chat-template sampling-rate defaults are unrelated to import slowness." }, { - "left": "issue:44779", - "right": "issue:45292", + "left": "issue:43257", + "right": "issue:45137", "accept": false, - "reason": "Deepseek tokenizer correctness regression is not the same as resize_token_embeddings not updating output embeddings." + "reason": "A Qwen3 MOE weight-conversion issue is unrelated to the DeepSpeed ZeRO3 deque underflow." }, { - "left": "issue:44877", - "right": "issue:45375", + "left": "issue:44995", + "right": "issue:45200", "accept": false, - "reason": "Strict config loading for granite_speech and missing deepstack_visual_indexes in Qwen3_5MoeVisionConfig are different config-schema bugs." + "reason": "A stale indexer cache crash in GlmMoeDsa is unrelated to Gemma4 token-type defaults." }, { - "left": "issue:43901", - "right": "issue:45003", + "left": "issue:43475", + "right": "issue:43540", "accept": false, - "reason": "Docs text for return_all_scores and unsafe sys.modules access are unrelated." + "reason": "SAM3 video encoder missing an attribute and Qwen3OmniMoe video-input validation are different multimodal bugs." }, { - "left": "issue:45292", - "right": "issue:45584", + "left": "issue:44060", + "right": "issue:44077", "accept": false, - "reason": "resize_token_embeddings/output_embeddings mismatch is unrelated to Whisper empty transcription failures after align_special_tokens." + "reason": "Different models and different behaviors: tied-weights warning vs optional `post_init` deprecation." }, { - "left": "issue:36246", - "right": "issue:43596", + "left": "issue:45397", + "right": "issue:45656", "accept": false, - "reason": "Qwen2_5_VL import error and deepspeed zero3/BertModel index error are unrelated." + "reason": "Gemma-4 ZeRO3 loading and double optimizer-step under deepspeed are separate training-path bugs." }, { - "left": "issue:45292", - "right": "issue:45701", + "left": "issue:43653", + "right": "issue:44162", "accept": false, - "reason": "Embedding resize behavior and version-dependent tokenization changes are different bugs, even if both touch tokenization-related areas." + "reason": "BigBirdTokenizer special-token registration and ESM2 breakage are unrelated tokenizer/model issues." } ] }, @@ -10849,325 +11120,328 @@ "label": "issue", "component_index": 1, "component_count": 17, - "review_unit_index": 35, - "review_unit_count": 47, + "review_unit_index": 36, + "review_unit_count": 48, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-406", + "cluster_id": "cluster-10000-407", "nodes": [ - "issue:42886", - "issue:43065", + "issue:28282", + "issue:30990", + "issue:41628", + "issue:42371", + "issue:42673", + "issue:42994", "issue:43232", - "issue:43257", - "issue:43262", - "issue:43408", - "issue:43452", "issue:43475", - "issue:43526", - "issue:43540", + "issue:43482", + "issue:43525", + "issue:43643", "issue:43646", - "issue:43653", "issue:43673", - "issue:43827", + "issue:43704", "issue:43931", - "issue:44060", - "issue:44077", + "issue:44038", "issue:44162", - "issue:44246", + "issue:44188", "issue:44297", - "issue:44336", "issue:44361", "issue:44368", "issue:44466", - "issue:44496", "issue:44623", + "issue:44661", "issue:44734", "issue:44749", "issue:44869", "issue:44933", "issue:44977", - "issue:44987", "issue:44995", - "issue:45003", + "issue:45081", + "issue:45092", + "issue:45103", "issue:45137", - "issue:45200", - "issue:45229", + "issue:45230", + "issue:45278", + "issue:45310", "issue:45335", "issue:45356", "issue:45375", + "issue:45381", "issue:45397", "issue:45459", - "issue:45561", + "issue:45478", "issue:45563", "issue:45588", "issue:45600", - "issue:45656", - "issue:45759" + "issue:45656" ], "soft_pairs": [ - "issue:45561|issue:45563", - "issue:43232|issue:44336", - "issue:43526|issue:45003", - "issue:44496|issue:45003", - "issue:44987|issue:45459", - "issue:45375|issue:45759", - "issue:43065|issue:43408", - "issue:43262|issue:44246", - "issue:43257|issue:45137", - "issue:44995|issue:45200", - "issue:43475|issue:43540", - "issue:45397|issue:45656", - "issue:43653|issue:44162", "issue:44466|issue:45335", "issue:44995|issue:45588", "issue:44368|issue:44977", "issue:44368|issue:45563", - "issue:42886|issue:45229", "issue:43673|issue:44734", "issue:45137|issue:45600", - "issue:45003|issue:45561", - "issue:44060|issue:44077", "issue:43931|issue:44368", "issue:44933|issue:45459", "issue:44297|issue:44623", "issue:44869|issue:45356", + "issue:43232|issue:43673", "issue:44361|issue:44749", "issue:43646|issue:44162", + "issue:43673|issue:45278", "issue:44623|issue:45656", - "issue:43452|issue:45003", "issue:44749|issue:45656", - "issue:43673|issue:43827" + "issue:44749|issue:45310", + "issue:42994|issue:43482", + "issue:45230|issue:45397", + "issue:44038|issue:44623", + "issue:42371|issue:45092", + "issue:28282|issue:30990", + "issue:43475|issue:45381", + "issue:43475|issue:43643", + "issue:41628|issue:44933", + "issue:45081|issue:45103", + "issue:43475|issue:44661", + "issue:42994|issue:43525", + "issue:45375|issue:45478", + "issue:43232|issue:44188", + "issue:45310|issue:45375", + "issue:42673|issue:43704" ], - "prepared_review_unit_hash": "bd4cb50a564543be1158556033824fd7627deb1f36682508f6d6c68dc20f92e7", + "prepared_review_unit_hash": "d5645f8ab186b11ba5f2865c2115d40ac10c7b73cbd62d702c3eac2b9381b3b7", "component_budget": { - "node_count": 406, - "item_count": 406, - "soft_pair_count": 1515, - "serialized_chars": 782188, - "estimated_input_tokens": 195547, - "estimated_eval_tokens": 391350 + "node_count": 407, + "item_count": 407, + "soft_pair_count": 1521, + "serialized_chars": 784896, + "estimated_input_tokens": 196224, + "estimated_eval_tokens": 392704 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 32, - "serialized_chars": 37444, - "estimated_input_tokens": 9361, - "estimated_eval_tokens": 18978 + "serialized_chars": 37263, + "estimated_input_tokens": 9316, + "estimated_eval_tokens": 18888 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is not a true duplicate set: the items span unrelated bugs in tokenizers, generation, Deepspeed, model configs, vision/audio processors, docs, and testing utilities. The soft matches are mostly broad keyword/subsystem overlap, so none should be merged as duplicates.", - "confidence": 0.97, - "canonical_issue_reason": "No canonical issue: the similarity links are superficial and the issues describe different underlying failures, not one shared bug.", + "summary": "Most items are unrelated bug reports across different models/features. The only clear duplicate pairs are the Qwen3ForCausalLM VRAM leak reports and the repeated Qwen3.5 Moe from_pretrained error reports; the rest are similar only at a broad subsystem level and should stay separate.", + "confidence": 0.91, + "canonical_issue_reason": "issue:42673 is the strongest duplicate representative: it is older, has much more discussion, and its twin (issue:43704) has the exact same title and bug description.", "canonical_pr_reason": null, - "best_issue_reason": "No clear best representative exists; picking any single issue would misrepresent the cluster\u2019s mixed topics and code paths.", + "best_issue_reason": "issue:42673 is the best global issue candidate because it is a clearly scoped, reproducible bug with strong duplicate evidence and active discussion.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:45561", - "right": "issue:45563", + "left": "issue:44466", + "right": "issue:45335", "accept": false, - "reason": "Testing-utils race vs a stale generation warning; different symptoms and code paths." + "reason": "Both involve embeddings/serialization, but one is about device-dependent lm_head serialization while the other is about resize_token_embeddings not updating decoder.embed_tokens; different bugs." }, { - "left": "issue:43232", - "right": "issue:44336", + "left": "issue:44995", + "right": "issue:45588", "accept": false, - "reason": "Generation state update bug vs ANSI formatting in loading reports; unrelated subsystems." + "reason": "Different failure modes and code paths: stale indexer cache on second forward pass vs flash_attention crash on s_aux=None." }, { - "left": "issue:43526", - "right": "issue:45003", + "left": "issue:44368", + "right": "issue:44977", "accept": false, - "reason": "BEiT label reduction bug vs unsafe sys.modules access; no shared underlying defect." + "reason": "A warning about tie_word_embeddings is not the same as a generation failure with flash-attention." }, { - "left": "issue:44496", - "right": "issue:45003", + "left": "issue:44368", + "right": "issue:45563", "accept": false, - "reason": "Model config loading error vs module import safety issue; not the same bug." + "reason": "Different symptoms: config warning vs stale warning for num_return_sequences in paged generate()." }, { - "left": "issue:44987", - "right": "issue:45459", + "left": "issue:43673", + "right": "issue:44734", "accept": false, - "reason": "Model loading failure vs tokenizer exception masking; different failure modes." + "reason": "Both touch generation/cache, but one is a missing cache in chunked_prefill and the other is wrong tensor indexing in /v1/responses continuation." }, { - "left": "issue:45375", - "right": "issue:45759", + "left": "issue:45137", + "right": "issue:45600", "accept": false, - "reason": "Missing config field under strict parsing vs text_config unwrapping in from_config; related family, but not the same bug." + "reason": "DeepSpeed ZeRO3 deque underflow is unrelated to a broken auto_mappings reference for Sam3LiteText configs." }, { - "left": "issue:43065", - "right": "issue:43408", + "left": "issue:43931", + "right": "issue:44368", "accept": false, - "reason": "Dummy Conv2d concern vs model-type mismatch warning; both SAM-related but distinct issues." + "reason": "Qwen3-VL weight-shape mismatch is unrelated to a tie_word_embeddings warning." }, { - "left": "issue:43262", - "right": "issue:44246", + "left": "issue:44933", + "right": "issue:45459", "accept": false, - "reason": "Audio sampling-rate default bug vs import slowness; unrelated." + "reason": "One is a nonexistent import from image_utils; the other is tokenizer error masking when protobuf is absent." }, { - "left": "issue:43257", - "right": "issue:45137", + "left": "issue:44297", + "right": "issue:44623", "accept": false, - "reason": "Qwen3 MoE weight conversion vs DeepSpeed ZeRO3 deque error; both Deepspeed-adjacent but different problems." + "reason": "Both are save_pretrained-related, but one is tokenizer_config metadata mismatch and the other is missing processor files; not the same bug." }, { - "left": "issue:44995", - "right": "issue:45200", + "left": "issue:44869", + "right": "issue:45356", "accept": false, - "reason": "Second-forward stale cache crash vs Gemma4 token-type defaults; different models and failure causes." + "reason": "Both mention tokenizer/codec behavior, but the concrete crashes and affected paths are different." }, { - "left": "issue:43475", - "right": "issue:43540", + "left": "issue:43232", + "right": "issue:43673", "accept": false, - "reason": "SAM3 vision output attribute bug vs Qwen3OmniMoe video-input validation error; unrelated." + "reason": "Different generation bugs: sync_gpus/update_model_kwargs ordering vs missing generation cache during chunked_prefill." }, { - "left": "issue:45397", - "right": "issue:45656", + "left": "issue:44361", + "right": "issue:44749", "accept": false, - "reason": "ZeRO3 from_pretrained bug vs optimizer step duplication; not the same code path." + "reason": "MLukeTokenizer AttributeError is unrelated to a regression in data filtering performance after upgrade." }, { - "left": "issue:43653", + "left": "issue:43646", "right": "issue:44162", "accept": false, - "reason": "Tokenizer special-token registration bug vs ESM2 breakage; different models and fixes." + "reason": "Missing fields from trust_remote_code AutoConfig are unrelated to the ESM2 breakage report." }, { - "left": "issue:44466", - "right": "issue:45335", + "left": "issue:43673", + "right": "issue:45278", "accept": false, - "reason": "Tied-weight serialization inconsistency vs resize_token_embeddings not propagating; both weight-related but not the same defect." + "reason": "One is a specific generation-cache bug; the other is a broad report of many import errors after upgrading versions." }, { - "left": "issue:44995", - "right": "issue:45588", + "left": "issue:44623", + "right": "issue:45656", "accept": false, - "reason": "Stale indexer cache crash vs flash-attention sink-less AttributeError; unrelated runtime bugs." + "reason": "processor.save_pretrained missing files is unrelated to optimizer.step being called twice under deepspeed." }, { - "left": "issue:44368", - "right": "issue:44977", + "left": "issue:44749", + "right": "issue:45310", "accept": false, - "reason": "Tie-word-embeddings warning in fine-tuning vs flash-attention generation issue; different behaviors." + "reason": "A slowdown regression in filtering is unrelated to a Qwen3.5 Moe from_pretrained error." }, { - "left": "issue:44368", - "right": "issue:45563", + "left": "issue:42994", + "right": "issue:43482", "accept": false, - "reason": "Model-tie warning vs stale num_return_sequences warning; unrelated warnings." + "reason": "Quantized model saving failure and Qwen2.5-GGUF loading failure are opposite operations with different bugs." }, { - "left": "issue:42886", - "right": "issue:45229", + "left": "issue:45230", + "right": "issue:45397", "accept": false, - "reason": "Offline cache tokenizer load bug vs Gemma4 multi-GPU OOM; completely different problems." + "reason": "Generic bug report is not the same as a gemma-4 Zero3 from_pretrained failure." }, { - "left": "issue:43673", - "right": "issue:44734", + "left": "issue:44038", + "right": "issue:44623", "accept": false, - "reason": "Generation cache missing in v5 vs KV-cache continuation indexing crash; both generation-related but distinct bugs." + "reason": "Qwen3-VL-Moe v5 bug and processor.save_pretrained missing files are different issues." }, { - "left": "issue:45137", - "right": "issue:45600", + "left": "issue:42371", + "right": "issue:45092", "accept": false, - "reason": "ZeRO3 deque error vs stale auto_mappings config reference; no shared root cause." + "reason": "TF32 settings guidance is unrelated to InternVL2 remote-code incompatibility with v5 meta initialization." }, { - "left": "issue:45003", - "right": "issue:45561", + "left": "issue:28282", + "right": "issue:30990", "accept": false, - "reason": "sys.modules access bug vs xdist file race; unrelated." + "reason": "PyTorch-missing ImportError and Sentence Transformers hanging on load are different problems." }, { - "left": "issue:44060", - "right": "issue:44077", + "left": "issue:43475", + "right": "issue:45381", "accept": false, - "reason": "Wrong tied-weights warning vs PatchTSMixer post_init policy issue; no overlap in bug." + "reason": "SAM 3 Video missing attribute and qwen2.5-vl video position-id bug are different model-specific failures." }, { - "left": "issue:43931", - "right": "issue:44368", + "left": "issue:43475", + "right": "issue:43643", "accept": false, - "reason": "Qwen3-VL shape mismatch vs tie-word-embeddings warning; different layers of the stack." + "reason": "SAM 3 Video output attribute error is unrelated to missing fields in AutoConfig with trust_remote_code=True." }, { - "left": "issue:44933", - "right": "issue:45459", + "left": "issue:41628", + "right": "issue:44933", "accept": false, - "reason": "Missing import vs protobuf decode-error masking; unrelated import/runtime issues." + "reason": "Two import errors, but different symbols and causes: AutoImageProcessor missing vs nonexistent import from image_utils." }, { - "left": "issue:44297", - "right": "issue:44623", + "left": "issue:45081", + "right": "issue:45103", "accept": false, - "reason": "Tokenizer save_pretrained metadata bug vs processor save_pretrained missing files; both serialization-related, but not the same artifact or failure." + "reason": "Mistral regex patch crash is unrelated to auto_docstring failing under future annotations." }, { - "left": "issue:44869", - "right": "issue:45356", + "left": "issue:43475", + "right": "issue:44661", "accept": false, - "reason": "Whisper timestamp decode crash vs Kimi tokenizer codec regression; different tokenizer behaviors and models." + "reason": "SAM 3 Video output attribute bug is unrelated to add-new-model-like failing for TOKENIZER_MAPPING_NAMES." }, { - "left": "issue:44361", - "right": "issue:44749", + "left": "issue:42994", + "right": "issue:43525", "accept": false, - "reason": "MLukeTokenizer AttributeError vs Chinese performance regression after upgrade; unrelated." + "reason": "Quantized saving failure is unrelated to Llama4Config missing pad_token_id." }, { - "left": "issue:43646", - "right": "issue:44162", + "left": "issue:45375", + "right": "issue:45478", "accept": false, - "reason": "Generic v5 custom model init breakage vs specific ESM2 breakage; not the same code-path problem." + "reason": "Both concern Qwen3.5 Moe, but one is a missing config field silently dropped and the other is a from_pretrained error; not enough evidence they are the same bug." }, { - "left": "issue:44623", - "right": "issue:45656", + "left": "issue:43232", + "right": "issue:44188", "accept": false, - "reason": "Processor save files issue vs Deepspeed optimizer double-step; unrelated." + "reason": "GenerationMixin cache handling and attention kernel divergence under torch.compile are different code-path bugs." }, { - "left": "issue:43452", - "right": "issue:45003", + "left": "issue:45310", + "right": "issue:45375", "accept": false, - "reason": "gguf_file loading breakage vs unsafe sys.modules access; different failure points." + "reason": "Same model family, but one is a from_pretrained error and the other is a missing vision-config field; too different to merge." }, { - "left": "issue:44749", - "right": "issue:45656", - "accept": false, - "reason": "Performance regression after upgrade vs optimizer step called twice; unrelated." + "left": "issue:42673", + "right": "issue:43704", + "accept": true, + "reason": "Exact same title and same VRAM-leak-in-multiple-dataloader-threads bug for Qwen3ForCausalLM; clear duplicate." }, { - "left": "issue:43673", - "right": "issue:43827", - "accept": false, - "reason": "Generation cache bug vs documentation still referencing removed pipeline(); one is runtime, the other docs." + "left": "issue:45310", + "right": "issue:45478", + "accept": true, + "reason": "Exact same title and same Qwen3.5 Moe from_pretrained error report; clear duplicate." } ] }, - "evaluator_result": null, - "evaluator_used": false, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet, and the soft-edge verdicts stay conservative. The two true duplicate pairs are correctly identified by exact title match, while the other pairs are reasonably kept separate based on distinct symptoms/code paths." + }, + "evaluator_used": true, "retried": false, - "accepted_nontrivial_soft_edge": false, + "accepted_nontrivial_soft_edge": true, "error_kind": null, "error_message": null }, @@ -11175,328 +11449,318 @@ "label": "issue", "component_index": 1, "component_count": 17, - "review_unit_index": 36, - "review_unit_count": 47, + "review_unit_index": 37, + "review_unit_count": 48, "status": "reviewed", "reason": null, "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-406", + "cluster_id": "cluster-10000-407", "nodes": [ - "issue:28282", + "issue:30333", "issue:30990", + "issue:33290", "issue:35141", "issue:36010", "issue:41628", "issue:42175", "issue:42222", - "issue:42371", - "issue:42673", "issue:42831", "issue:42898", "issue:42994", "issue:43232", + "issue:43278", "issue:43377", - "issue:43475", - "issue:43482", - "issue:43525", - "issue:43643", + "issue:43479", + "issue:43504", + "issue:43526", "issue:43673", - "issue:43704", + "issue:43784", "issue:43824", - "issue:43901", + "issue:43873", + "issue:43874", + "issue:43976", "issue:44038", + "issue:44079", + "issue:44188", "issue:44222", "issue:44242", "issue:44351", + "issue:44373", "issue:44496", "issue:44568", "issue:44623", - "issue:44661", - "issue:44749", + "issue:44734", "issue:44792", + "issue:44869", "issue:44933", + "issue:44945", "issue:44964", - "issue:45081", "issue:45092", "issue:45103", "issue:45137", "issue:45200", - "issue:45230", "issue:45310", - "issue:45375", - "issue:45381", - "issue:45397", - "issue:45478", "issue:45561", - "issue:45600", - "issue:45712" + "issue:45712", + "issue:45753", + "issue:45812" ], "soft_pairs": [ - "issue:44749|issue:45310", - "issue:42994|issue:43482", - "issue:45230|issue:45397", - "issue:43232|issue:43673", - "issue:44038|issue:44623", - "issue:28282|issue:30990", - "issue:42371|issue:45092", - "issue:43475|issue:45381", - "issue:43475|issue:43643", - "issue:41628|issue:44933", - "issue:45081|issue:45103", - "issue:43475|issue:44661", - "issue:42994|issue:43525", - "issue:45375|issue:45478", - "issue:45310|issue:45375", - "issue:42673|issue:43704", + "issue:43873|issue:44945", "issue:41628|issue:44351", "issue:42831|issue:44222", + "issue:44945|issue:45753", "issue:44222|issue:45310", + "issue:43673|issue:44188", "issue:42994|issue:43824", "issue:36010|issue:41628", "issue:42175|issue:45712", + "issue:43232|issue:44792", "issue:44038|issue:45310", "issue:42222|issue:45200", + "issue:43504|issue:45561", "issue:44496|issue:45561", + "issue:43526|issue:45561", "issue:44964|issue:45137", "issue:43377|issue:44242", - "issue:45561|issue:45600", - "issue:43901|issue:45561", - "issue:43232|issue:44792", + "issue:42175|issue:44933", "issue:42898|issue:44568", - "issue:30990|issue:35141" + "issue:43976|issue:44933", + "issue:43479|issue:44869", + "issue:30990|issue:35141", + "issue:43479|issue:44079", + "issue:44623|issue:45310", + "issue:44188|issue:44373", + "issue:43784|issue:43824", + "issue:42898|issue:45812", + "issue:43278|issue:45137", + "issue:44734|issue:45103", + "issue:30333|issue:33290", + "issue:43874|issue:45092" ], - "prepared_review_unit_hash": "af9b9fd0213997b3416295ef82b842c1acbdde2495403a97e2c4122b01b1635d", + "prepared_review_unit_hash": "89ecc4a3b23ed3a7520787f9b87fc71c21875912ab3900407b066c3c1368c277", "component_budget": { - "node_count": 406, - "item_count": 406, - "soft_pair_count": 1515, - "serialized_chars": 782188, - "estimated_input_tokens": 195547, - "estimated_eval_tokens": 391350 + "node_count": 407, + "item_count": 407, + "soft_pair_count": 1521, + "serialized_chars": 784896, + "estimated_input_tokens": 196224, + "estimated_eval_tokens": 392704 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 32, - "serialized_chars": 37182, - "estimated_input_tokens": 9296, - "estimated_eval_tokens": 18848 + "soft_pair_count": 31, + "serialized_chars": 36866, + "estimated_input_tokens": 9217, + "estimated_eval_tokens": 18690 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "The cluster is still mostly heterogeneous, but there are now two exact-duplicate issue pairs: issue:42673/issue:43704 and issue:45310/issue:45478. The remaining soft edges are only thematic near-matches, not same-bug duplicates.", - "confidence": 0.96, - "canonical_issue_reason": "issue:42673 is a strong canonical issue anchor because it is part of an exact duplicate pair with issue:43704 and has the clearer, more specific repro description for the Qwen3ForCausalLM VRAM leak.", - "canonical_pr_reason": null, - "best_issue_reason": "issue:42673 is the best overall issue candidate in this packet: it has an exact duplicate twin, a concrete failure mode, and a narrowly scoped bug report. issue:45310/issue:45478 is also an exact duplicate pair, but 42673 remains the cleaner canonical anchor.", - "best_pr_reason": null, + "summary": "This cluster is not a true duplicate set: the items span unrelated import errors, model-specific bugs, tokenizer regressions, training/runtime failures, and packaging issues. All soft edges should be rejected; no safe canonical issue or PR emerges.", + "confidence": 0.94, + "canonical_issue_reason": "No canonical issue is safe here: the issues do not share one underlying bug or code path, so any single selection would misrepresent the rest.", + "canonical_pr_reason": "No PRs are present in the set.", + "best_issue_reason": "No global best issue for deduplication; the nearest-looking pairs still differ in concrete subsystem, model, or failure mode.", + "best_pr_reason": "No PR candidate exists in this set.", "soft_edge_verdicts": [ { - "left": "issue:44749", - "right": "issue:45310", + "left": "issue:43873", + "right": "issue:44945", "accept": false, - "reason": "Different bugs: data filtering slowdown vs Qwen3.5 MoE from_pretrained failure." + "reason": "Both are runtime bugs, but one is quantization/offloading behavior and the other is pipeline-parallel output correctness; different code paths and fixes." }, { - "left": "issue:42994", - "right": "issue:43482", + "left": "issue:41628", + "right": "issue:44351", "accept": false, - "reason": "Different failure modes: quantized save_pretrained vs Qwen2.5-GGUF loading." + "reason": "Both are import errors, but they concern different missing exports (`AutoImageProcessor` vs `HybridCache`) and likely separate fixes." }, { - "left": "issue:45230", - "right": "issue:45397", + "left": "issue:42831", + "right": "issue:44222", "accept": false, - "reason": "One is an unspecified bug report; the other is a Gemma-4 ZeRO3/from_pretrained issue." + "reason": "Both mention FP8, but one is an accuracy regression and the other is saving a quantized MoE model; not the same underlying bug." }, { - "left": "issue:43232", - "right": "issue:43673", + "left": "issue:44945", + "right": "issue:45753", "accept": false, - "reason": "Both touch generation internals, but the concrete code paths differ." + "reason": "Pipeline parallelism output mismatch and Qwen3_5 infinite-loop-on-image are distinct model/runtime failures." }, { - "left": "issue:44038", - "right": "issue:44623", + "left": "issue:44222", + "right": "issue:45310", "accept": false, - "reason": "Qwen3-VL-Moe compatibility vs processor.save_pretrained missing files are unrelated." + "reason": "Both involve Qwen/MoE and FP8/loading, but one is `save_pretrained` behavior and the other is `from_pretrained` import/load failure; not one bug." }, { - "left": "issue:28282", - "right": "issue:30990", + "left": "issue:43673", + "right": "issue:44188", "accept": false, - "reason": "Missing PyTorch ImportError is unrelated to a loading hang." + "reason": "Generation cache handling during chunked prefill is unrelated to attention-kernel divergence under `torch.compile`." }, { - "left": "issue:42371", - "right": "issue:45092", + "left": "issue:42994", + "right": "issue:43824", "accept": false, - "reason": "TF32 API guidance is unrelated to InternVL2 remote-code meta-init incompatibility." + "reason": "Quantized model saving failure and a missing Qwen2.5-VL class import are different failures with different symptoms and fixes." }, { - "left": "issue:43475", - "right": "issue:45381", + "left": "issue:36010", + "right": "issue:41628", "accept": false, - "reason": "Different multimodal model bugs affecting different fields/tensors." + "reason": "Both are import regressions, but they affect different symbols and likely different export surfaces." }, { - "left": "issue:43475", - "right": "issue:43643", + "left": "issue:42175", + "right": "issue:45712", "accept": false, - "reason": "Different problems: missing fpn_position_embeddings vs AutoConfig missing fields with trust_remote_code=True." + "reason": "Packaging/backend selection with `.[torch]` is not the same as leftover dummy-class cleanup leaking into `dir(transformers)`." }, { - "left": "issue:41628", - "right": "issue:44933", + "left": "issue:43232", + "right": "issue:44792", "accept": false, - "reason": "Both are import issues, but for different symbols and root causes." + "reason": "Generation kwargs update after sync_gpus and a janus image-generation test failure are not the same concrete bug." }, { - "left": "issue:45081", - "right": "issue:45103", + "left": "issue:44038", + "right": "issue:45310", "accept": false, - "reason": "Tokenizer regex crash vs auto_docstring annotation handling are unrelated." + "reason": "Both mention Qwen MoE and version compatibility, but they are different model families and different load failures." }, { - "left": "issue:43475", - "right": "issue:44661", + "left": "issue:42222", + "right": "issue:45200", "accept": false, - "reason": "Different subsystems: SAM3 vision output vs tokenizer mapping logic." + "reason": "VitPose model breakage and Gemma 4 multimodal token-id defaults are unrelated model-specific issues." }, { - "left": "issue:42994", - "right": "issue:43525", + "left": "issue:43504", + "right": "issue:45561", "accept": false, - "reason": "Quantized saving and missing pad_token_id are unrelated." - }, - { - "left": "issue:45375", - "right": "issue:45478", - "accept": true, - "reason": "Same exact title and same Qwen3.5 MoE from_pretrained error; this is an exact duplicate pair." + "reason": "A legacy-field model loading bug is unrelated to a pytest-xdist race in captured_info.txt." }, { - "left": "issue:45310", - "right": "issue:45375", + "left": "issue:44496", + "right": "issue:45561", "accept": false, - "reason": "Related model family, but different concrete defects and code paths." + "reason": "Unrecognized model/config loading is unrelated to the testing-utils file race." }, { - "left": "issue:42673", - "right": "issue:43704", - "accept": true, - "reason": "Exact same title and same Qwen3ForCausalLM VRAM-leak symptom in multiple dataloader threads." + "left": "issue:43526", + "right": "issue:45561", + "accept": false, + "reason": "BeitImageProcessorFast label reduction bug is unrelated to the xdist capture race." }, { - "left": "issue:41628", - "right": "issue:44351", + "left": "issue:44964", + "right": "issue:45137", "accept": false, - "reason": "Import errors for different symbols with different causes." + "reason": "Phi-4-multimodal loading failure and DeepSpeed ZeRO3 deque underflow are different runtime problems." }, { - "left": "issue:42831", - "right": "issue:44222", + "left": "issue:43377", + "right": "issue:44242", "accept": false, - "reason": "FP8 accuracy regression and FP8 save_pretrained behavior are distinct issues." + "reason": "Missing padding-mask support in MIMI encoder is not the same as MoE load-balancing loss gating on `output_router_logits`." }, { - "left": "issue:44222", - "right": "issue:45310", + "left": "issue:42175", + "right": "issue:44933", "accept": false, - "reason": "FP8 save_pretrained bug is unrelated to the Qwen3.5 MoE loading error." + "reason": "TensorFlow backend packaging and a missing import from `image_utils` are separate namespace/packaging problems." }, { - "left": "issue:42994", - "right": "issue:43824", + "left": "issue:42898", + "right": "issue:44568", "accept": false, - "reason": "Quantized model saving and Qwen2.5_... import failure are unrelated." + "reason": "Both are tokenizer regressions in v5, but one is cleanup-space behavior and the other is special-token insertion for a specific tokenizer." }, { - "left": "issue:36010", - "right": "issue:41628", + "left": "issue:43976", + "right": "issue:44933", "accept": false, - "reason": "Both are import errors, but for different APIs and breakages." + "reason": "Python version compatibility and a missing `image_utils` import are unrelated." }, { - "left": "issue:42175", - "right": "issue:45712", + "left": "issue:43479", + "right": "issue:44869", "accept": false, - "reason": "Packaging/backend composition issue vs dummy class leakage are different repo hygiene problems." + "reason": "Config default initialization and Whisper timestamp decoding are unrelated code paths." }, { - "left": "issue:44038", - "right": "issue:45310", + "left": "issue:30990", + "right": "issue:35141", "accept": false, - "reason": "Same broad Qwen MoE area, but different models and failures." + "reason": "Sentence-Transformers loading hang and embedding reinitialization after resizing are different failure modes." }, { - "left": "issue:42222", - "right": "issue:45200", + "left": "issue:43479", + "right": "issue:44079", "accept": false, - "reason": "VitPose breakage and Gemma-4 token-type defaulting are unrelated." + "reason": "Multimodal config defaults and `ModelOutput` key assignment are different object-construction bugs." }, { - "left": "issue:44496", - "right": "issue:45561", + "left": "issue:44623", + "right": "issue:45310", "accept": false, - "reason": "Unrecognized model config vs pytest-xdist file race are unrelated." + "reason": "Missing files in `processor.save_pretrained` and Qwen3.5 MoE `from_pretrained` errors are separate save/load problems." }, - { - "left": "issue:44964", - "right": "issue:45137", + { + "left": "issue:44188", + "right": "issue:44373", "accept": false, - "reason": "Multimodal model loading failure vs DeepSpeed ZeRO3 deque error are unrelated." + "reason": "torch.compile attention-kernel branching and a wrong docstring are not the same issue." }, { - "left": "issue:43377", - "right": "issue:44242", + "left": "issue:43784", + "right": "issue:43824", "accept": false, - "reason": "Different bugs: padding-mask output mismatch vs load-balancing loss omission." + "reason": "Sentence-Transformers import `nn` NameError and Qwen2.5-VL import error are different import regressions." }, { - "left": "issue:45561", - "right": "issue:45600", + "left": "issue:42898", + "right": "issue:45812", "accept": false, - "reason": "Test-worker file race vs auto_mappings cleanup are unrelated." + "reason": "Both are tokenizer regressions, but they affect different behaviors and model families; too broad to treat as one bug." }, { - "left": "issue:43901", - "right": "issue:45561", + "left": "issue:43278", + "right": "issue:45137", "accept": false, - "reason": "Docs mismatch and xdist file race are unrelated." + "reason": "Embedding dtype drift during evaluate and a ZeRO3 deque error are unrelated." }, { - "left": "issue:43232", - "right": "issue:44792", + "left": "issue:44734", + "right": "issue:45103", "accept": false, - "reason": "Generation kwargs update bug and janus image-generation test failure are different problems." + "reason": "KV-cache continuation crash in `transformers serve` and auto-docstring crashes under future annotations are separate issues." }, { - "left": "issue:42898", - "right": "issue:44568", + "left": "issue:30333", + "right": "issue:33290", "accept": false, - "reason": "Both involve tokenizer behavior changes, but they affect different APIs and outputs." + "reason": "MLflow reporting on failed training jobs and DeepSpeed OOM with Adafactor are not the same underlying bug." }, { - "left": "issue:30990", - "right": "issue:35141", + "left": "issue:43874", + "right": "issue:45092", "accept": false, - "reason": "Loading hang and embedding reinitialization after resize are unrelated." + "reason": "Missing image-patch count support in a GLM46V processor and InternVL2 meta-init incompatibility are different multimodal loading bugs." } ] }, - "evaluator_result": { - "accept": false, - "feedback": "The canonical choice for issue:42673 vs issue:43704 is grounded, but the summary is not fully conservative: the packet also contains an exact duplicate pair, issue:45310 and issue:45478, with the same title ([BUG] transformers>=5.4.0, Qwen3.5 Moe from_pretrained error). The analyst rejected that pair and then said only one soft edge looks like a true duplicate, which is not supported by the packet." - }, - "evaluator_used": true, - "retried": true, - "accepted_nontrivial_soft_edge": true, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, "error_kind": null, "error_message": null }, @@ -11504,340 +11768,333 @@ "label": "issue", "component_index": 1, "component_count": 17, - "review_unit_index": 37, - "review_unit_count": 47, + "review_unit_index": 38, + "review_unit_count": 48, "status": "reviewed", "reason": null, "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-406", + "cluster_id": "cluster-10000-407", "nodes": [ + "issue:22355", "issue:28282", "issue:30333", - "issue:33290", "issue:34689", "issue:35141", "issue:36331", "issue:41628", - "issue:42175", "issue:42757", "issue:42831", "issue:42898", + "issue:42907", "issue:43232", - "issue:43278", "issue:43479", - "issue:43673", + "issue:43644", "issue:43723", - "issue:43784", - "issue:43824", - "issue:43874", - "issue:43976", "issue:44060", - "issue:44079", - "issue:44188", "issue:44206", "issue:44222", + "issue:44261", + "issue:44263", "issue:44295", "issue:44297", + "issue:44360", "issue:44373", "issue:44448", + "issue:44483", "issue:44484", + "issue:44485", + "issue:44514", "issue:44568", "issue:44623", - "issue:44734", "issue:44779", - "issue:44869", + "issue:44871", "issue:44933", "issue:44977", + "issue:44991", "issue:45092", "issue:45103", "issue:45125", - "issue:45137", "issue:45310", "issue:45356", + "issue:45357", "issue:45405", + "issue:45406", "issue:45656", "issue:45712", - "issue:45812", - "issue:45834" + "issue:45834", + "issue:46050" ], "soft_pairs": [ - "issue:43232|issue:44188", - "issue:44623|issue:45310", - "issue:44188|issue:44373", - "issue:43784|issue:43824", - "issue:43278|issue:45137", - "issue:42898|issue:45812", - "issue:44734|issue:45103", - "issue:30333|issue:33290", "issue:43723|issue:44568", - "issue:43874|issue:45092", "issue:42898|issue:45356", "issue:44060|issue:45125", "issue:42898|issue:44779", "issue:45405|issue:45712", "issue:44295|issue:45656", "issue:42898|issue:44448", - "issue:43673|issue:44188", "issue:44933|issue:45712", - "issue:42175|issue:44933", "issue:44222|issue:44297", - "issue:43479|issue:44079", - "issue:43976|issue:44933", "issue:44297|issue:45656", + "issue:43479|issue:43644", "issue:44222|issue:44623", "issue:42831|issue:44623", - "issue:43479|issue:44869", "issue:44206|issue:45103", "issue:41628|issue:42757", "issue:30333|issue:36331", + "issue:22355|issue:28282", "issue:44297|issue:45310", "issue:30333|issue:34689", "issue:44222|issue:44484", - "issue:28282|issue:30333", - "issue:43723|issue:44977", "issue:43232|issue:45834", - "issue:30333|issue:35141" + "issue:43723|issue:44977", + "issue:44263|issue:45092", + "issue:28282|issue:30333", + "issue:30333|issue:35141", + "issue:44373|issue:44485", + "issue:44295|issue:44623", + "issue:44483|issue:45406", + "issue:44263|issue:44360", + "issue:44514|issue:45103", + "issue:44261|issue:45092", + "issue:45092|issue:45357", + "issue:43723|issue:44871", + "issue:43723|issue:44991", + "issue:42907|issue:46050" ], - "prepared_review_unit_hash": "adcca5c0b978272cdb2e408e087a38d2c803ed401559be66a53b0e73e98ba471", + "prepared_review_unit_hash": "ee6316ae087de48b43f56e9fcf4ee8440239354d691e3486dba9d67aeb739d4b", "component_budget": { - "node_count": 406, - "item_count": 406, - "soft_pair_count": 1515, - "serialized_chars": 782188, - "estimated_input_tokens": 195547, - "estimated_eval_tokens": 391350 + "node_count": 407, + "item_count": 407, + "soft_pair_count": 1521, + "serialized_chars": 784896, + "estimated_input_tokens": 196224, + "estimated_eval_tokens": 392704 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 36, - "serialized_chars": 38516, - "estimated_input_tokens": 9629, - "estimated_eval_tokens": 19514 + "soft_pair_count": 35, + "serialized_chars": 38077, + "estimated_input_tokens": 9520, + "estimated_eval_tokens": 19296 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is highly heterogeneous: it mixes tokenizer regressions, import/export issues, training/DeepSpeed bugs, multimodal config problems, and save_pretrained metadata issues. None of the soft pairs look like true duplicates.", - "confidence": 0.96, - "canonical_issue_reason": "Issue 42898 is the broadest tokenizer-v5 regression report and is the closest thematic anchor, but the set is too mixed to justify a strong canonical duplicate hub.", + "summary": "This is a loose semantic cluster of mostly unrelated Transformers/Hugging Face issues, with a heavy skew toward v5 regression reports in tokenizers, save_pretrained, and model/config loading. I don\u2019t see any soft pair that is the same concrete bug or change.", + "confidence": 0.86, + "canonical_issue_reason": "issue:43723 is the best cluster representative because it is the most central and broadest v5 tokenizer-loading regression in the set, and it has the strongest linkage pattern among the candidates.", "canonical_pr_reason": null, - "best_issue_reason": "Issue 42898 is the best representative only in a loose sense because several other items are tokenizer-related regressions; even so, the cluster is not coherent enough for a confident single best issue.", + "best_issue_reason": "issue:43723 is the most suitable global issue representative for this loose cluster, but only as a broad tokenizer-v5 regression anchor; the cluster is too heterogeneous for a true duplicate canonical.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:43232", - "right": "issue:44188", + "left": "issue:43723", + "right": "issue:44568", "accept": false, - "reason": "Different bugs: generation kwargs sync after `sync_gpus` vs attention-kernel divergence under `torch.compile`." + "reason": "Both are tokenizer-related v5 problems, but one is generic tokenizer loading and the other is a specific add_special_tokens/BOS-EOS behavior bug for a single model." }, { - "left": "issue:44623", - "right": "issue:45310", + "left": "issue:42898", + "right": "issue:45356", "accept": false, - "reason": "`processor.save_pretrained` missing files is unrelated to a Qwen3.5 MoE `from_pretrained` load failure." + "reason": "Both mention tokenizer regressions in newer versions, but they describe different failure modes and different models." }, { - "left": "issue:44188", - "right": "issue:44373", + "left": "issue:44060", + "right": "issue:45125", "accept": false, - "reason": "Runtime attention-kernel bug vs a docstring/metadata issue about `position_ids`." + "reason": "Same broad Qwen family, but these are different bugs: a tied-weights warning versus a missing tensor-parallel plan." }, { - "left": "issue:43784", - "right": "issue:43824", + "left": "issue:42898", + "right": "issue:44779", "accept": false, - "reason": "Both are import errors, but for different missing symbols and different packages/models." + "reason": "Both are v5 tokenizer regressions, but they affect different tokenizers/models and distinct code paths." }, { - "left": "issue:43278", - "right": "issue:45137", + "left": "issue:45405", + "right": "issue:45712", "accept": false, - "reason": "Embedding dtype drift in eval is unrelated to the DeepSpeed ZeRO3 deque `IndexError`." + "reason": "One is a dependency version bump issue; the other is cleanup of dummy classes. No shared bug." }, { - "left": "issue:42898", - "right": "issue:45812", + "left": "issue:44295", + "right": "issue:45656", "accept": false, - "reason": "Both are tokenizer regressions, but they affect different behaviors and likely different code paths/models." + "reason": "These concern unrelated areas: buffer registration access versus DeepSpeed optimizer stepping." }, { - "left": "issue:44734", - "right": "issue:45103", + "left": "issue:42898", + "right": "issue:44448", "accept": false, - "reason": "Serve KV-cache continuation crash and auto-docstring `from __future__` annotation crash are unrelated." + "reason": "Both are v4-v5 behavior changes, but they are separate regressions with different models and symptoms." }, { - "left": "issue:30333", - "right": "issue:33290", + "left": "issue:44933", + "right": "issue:45712", "accept": false, - "reason": "MLflow reporting on failed training is unrelated to the Adafactor/DeepSpeed OOM." + "reason": "Both involve import surface cleanup, but they target different files and different defects." }, { - "left": "issue:43723", - "right": "issue:44568", + "left": "issue:44222", + "right": "issue:44297", "accept": false, - "reason": "Tokenizer loading in v5 and missing BOS/EOS insertion are separate tokenizer bugs." + "reason": "Both involve save_pretrained, but one is FP8 MoE serialization and the other is tokenizer metadata mismatch." }, { - "left": "issue:43874", - "right": "issue:45092", + "left": "issue:44297", + "right": "issue:45656", "accept": false, - "reason": "A missing image-processor method in GLM46V is unrelated to InternVL2 meta-initialization incompatibility." + "reason": "Tokenizer serialization and DeepSpeed optimizer stepping are unrelated." }, { - "left": "issue:42898", - "right": "issue:45356", + "left": "issue:43479", + "right": "issue:43644", "accept": false, - "reason": "Both concern tokenizer regressions, but the models and failure modes differ." + "reason": "These are separate initialization/config bugs affecting different model components." }, { - "left": "issue:44060", - "right": "issue:45125", + "left": "issue:44222", + "right": "issue:44623", "accept": false, - "reason": "Incorrect tied-weights warning and missing `_tp_plan` are different model-initialization/parallelism issues." + "reason": "Both are save_pretrained issues, but one is model quantization metadata and the other is processor file persistence." }, { - "left": "issue:42898", - "right": "issue:44779", + "left": "issue:42831", + "right": "issue:44623", "accept": false, - "reason": "Different tokenizer regressions affecting different models and symptoms." + "reason": "Accuracy regression in FineGrainedFP8 is unrelated to missing processor save files." }, { - "left": "issue:45405", - "right": "issue:45712", + "left": "issue:44206", + "right": "issue:45103", "accept": false, - "reason": "A dependency version bump is unrelated to leftover dummy class leakage." + "reason": "Feature extractor argument handling and auto-docstring annotation parsing are different subsystems." }, { - "left": "issue:44295", - "right": "issue:45656", + "left": "issue:41628", + "right": "issue:42757", "accept": false, - "reason": "Position-ids buffer reading and duplicate optimizer stepping under DeepSpeed are unrelated." + "reason": "Both are import errors, but from different packages and unrelated missing symbols." }, { - "left": "issue:42898", - "right": "issue:44448", + "left": "issue:30333", + "right": "issue:36331", "accept": false, - "reason": "A tokenizer behavior regression is not the same as a Pegasus v4/v5 generation-output difference." + "reason": "Training-job MLflow reporting and custom trainer loss signature mismatch are unrelated bugs." }, { - "left": "issue:43673", - "right": "issue:44188", + "left": "issue:22355", + "right": "issue:28282", "accept": false, - "reason": "Generation cache missing in v5 during chunked prefill is unrelated to attention-kernel branching under compile." + "reason": "Both are import-time failures, but one is missing transformers.onnx and the other is missing PyTorch; different root causes." }, { - "left": "issue:44933", - "right": "issue:45712", + "left": "issue:44297", + "right": "issue:45310", "accept": false, - "reason": "Missing import from `image_utils` and leftover dummy classes in `dummy_pt_objects.py` are different export/import problems." + "reason": "Tokenizer save metadata mismatch and Qwen3.5 MoE from_pretrained failure are different issues." }, { - "left": "issue:42175", - "right": "issue:44933", + "left": "issue:30333", + "right": "issue:34689", "accept": false, - "reason": "Backend packaging for `.[torch]` and a missing `image_utils` import are unrelated." + "reason": "MLflow tracking after failed training and Llama 3.2 Vision model loading are unrelated." }, { "left": "issue:44222", - "right": "issue:44297", - "accept": false, - "reason": "Both involve save_pretrained, but one is FP8 MoE saving and the other is tokenizer config metadata." - }, - { - "left": "issue:43479", - "right": "issue:44079", + "right": "issue:44484", "accept": false, - "reason": "Multimodal config default-init bug and `ModelOutput` key assignment bug are unrelated." + "reason": "FP8 MoE save_pretrained and max_shard_size default behavior are different save/load concerns." }, { - "left": "issue:43976", - "right": "issue:44933", + "left": "issue:43232", + "right": "issue:45834", "accept": false, - "reason": "Python version compatibility failure is unrelated to the `image_utils` import issue." + "reason": "Generation kwargs sync behavior and long-OCR index errors are unrelated code paths." }, { - "left": "issue:44297", - "right": "issue:45656", + "left": "issue:43723", + "right": "issue:44977", "accept": false, - "reason": "Tokenizer config mismatch has nothing to do with DeepSpeed optimizer stepping twice." + "reason": "Both involve tokenizers/generation, but they are model-specific regressions with different failure mechanisms." }, { - "left": "issue:44222", - "right": "issue:44623", + "left": "issue:44263", + "right": "issue:45092", "accept": false, - "reason": "Both touch save_pretrained, but they affect different object types and different failure modes." + "reason": "A torch.split issue in one indexer class is not the same as remote-code meta-init incompatibility." }, { - "left": "issue:42831", - "right": "issue:44623", + "left": "issue:28282", + "right": "issue:30333", "accept": false, - "reason": "FP8 accuracy regression is unrelated to missing processor save artifacts." + "reason": "Environment-missing PyTorch and MLflow reporting on failed training are unrelated." }, { - "left": "issue:43479", - "right": "issue:44869", + "left": "issue:30333", + "right": "issue:35141", "accept": false, - "reason": "Default config initialization and Whisper timestamp decoding crash are unrelated." + "reason": "Training failure reporting is unrelated to embedding reinitialization after resize." }, { - "left": "issue:44206", - "right": "issue:45103", + "left": "issue:44373", + "right": "issue:44485", "accept": false, - "reason": "Feature-extractor argument handling is unrelated to the auto-docstring annotation crash." + "reason": "Docstring text is unrelated to the GLM-5 RoPE implementation bug." }, { - "left": "issue:41628", - "right": "issue:42757", + "left": "issue:44295", + "right": "issue:44623", "accept": false, - "reason": "Both are import errors, but from different packages and different missing symbols." + "reason": "Position_ids buffer read errors and processor save_pretrained file omissions are unrelated." }, { - "left": "issue:30333", - "right": "issue:36331", + "left": "issue:44483", + "right": "issue:45406", "accept": false, - "reason": "Failed-job MLflow reporting and `compute_loss` signature mismatch are different training issues." + "reason": "Server request rejection and Gemma4Processor missing _tokenizer are different API failures." }, { - "left": "issue:44297", - "right": "issue:45310", + "left": "issue:44263", + "right": "issue:44360", "accept": false, - "reason": "Tokenizer save metadata mismatch is unrelated to the Qwen3.5 MoE model load error." + "reason": "Both are in the DSA indexer, but they describe different defects: split handling versus missing ReLU." }, { - "left": "issue:30333", - "right": "issue:34689", + "left": "issue:44514", + "right": "issue:45103", "accept": false, - "reason": "MLflow job status reporting and Llama 3.2 Vision model loading are unrelated." + "reason": "Processor batched-input crash and auto-docstring annotation parsing are unrelated." }, { - "left": "issue:44222", - "right": "issue:44484", + "left": "issue:44261", + "right": "issue:45092", "accept": false, - "reason": "FP8 MoE save_pretrained and `max_shard_size` question are not the same bug." + "reason": "MLA layernorm epsilon precision and remote-code meta initialization are different bugs." }, { - "left": "issue:28282", - "right": "issue:30333", + "left": "issue:43723", + "right": "issue:44871", "accept": false, - "reason": "Missing PyTorch during import is unrelated to MLflow not reporting failed training." + "reason": "Tokenizer loading regression and eos_token_id config mismatch are separate issues." }, { "left": "issue:43723", - "right": "issue:44977", + "right": "issue:44991", "accept": false, - "reason": "Tokenizer loading in v5 and Qwen3.5 flash-attention generation failure are different code paths." + "reason": "Both are tokenizer-related regressions in v5, but they affect different models and behaviors." }, { - "left": "issue:43232", - "right": "issue:45834", + "left": "issue:42907", + "right": "issue:46050", "accept": false, - "reason": "Generation kwargs update bug is unrelated to the Kosmos2.5 long-OCR index error." + "reason": "Both are save/load quantization problems, but they use different quantization paths and symptoms." } ] }, @@ -11852,17 +12109,17 @@ "label": "issue", "component_index": 1, "component_count": 17, - "review_unit_index": 38, - "review_unit_count": 47, + "review_unit_index": 39, + "review_unit_count": 48, "status": "reviewed", "reason": null, "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-406", + "cluster_id": "cluster-10000-407", "nodes": [ "issue:22355", - "issue:28282", + "issue:28218", "issue:30990", "issue:33357", "issue:38175", @@ -11872,284 +12129,291 @@ "issue:42757", "issue:42831", "issue:42886", + "issue:42907", "issue:42994", "issue:43066", + "issue:43122", "issue:43232", "issue:43479", "issue:43576", - "issue:43644", "issue:43646", "issue:43723", + "issue:43756", "issue:43784", "issue:43824", - "issue:43873", + "issue:43976", "issue:44038", + "issue:44060", "issue:44117", "issue:44261", "issue:44263", "issue:44295", - "issue:44360", + "issue:44297", "issue:44373", - "issue:44483", - "issue:44485", + "issue:44442", + "issue:44488", "issue:44514", + "issue:44521", "issue:44568", - "issue:44623", "issue:44704", + "issue:44743", "issue:44829", - "issue:44871", "issue:44913", "issue:44945", - "issue:45092", - "issue:45103", "issue:45278", + "issue:45290", "issue:45310", - "issue:45357", - "issue:45406", "issue:45593", "issue:45753", "issue:46002" ], "soft_pairs": [ - "issue:44263|issue:45092", - "issue:43873|issue:44945", - "issue:44483|issue:45406", - "issue:44373|issue:44485", - "issue:44295|issue:44623", - "issue:44263|issue:44360", - "issue:44514|issue:45103", - "issue:43479|issue:43644", - "issue:45092|issue:45357", - "issue:44261|issue:45092", - "issue:43723|issue:44871", "issue:30990|issue:38175", "issue:44829|issue:46002", + "issue:43723|issue:44442", "issue:42831|issue:45310", "issue:41628|issue:43824", "issue:43479|issue:44913", "issue:44263|issue:44373", "issue:42831|issue:44038", - "issue:22355|issue:28282", "issue:39401|issue:44568", "issue:42757|issue:45278", "issue:42886|issue:42994", - "issue:44945|issue:45753", + "issue:43232|issue:45593", + "issue:43756|issue:44060", + "issue:42831|issue:45753", "issue:43576|issue:43784", "issue:42886|issue:43066", "issue:42371|issue:44263", + "issue:43122|issue:44521", "issue:44117|issue:44704", - "issue:43232|issue:45593", + "issue:22355|issue:28218", "issue:43646|issue:46002", - "issue:30990|issue:33357" + "issue:44295|issue:44297", + "issue:30990|issue:33357", + "issue:44704|issue:45290", + "issue:43232|issue:44743", + "issue:42907|issue:44945", + "issue:43122|issue:44514", + "issue:44261|issue:44373", + "issue:43976|issue:44945", + "issue:41628|issue:45278", + "issue:39401|issue:44488" ], - "prepared_review_unit_hash": "93188f7176c8ed217b65a7a3a5fb32f1a6831f8f2a7d96106d4e6b8733ed811d", + "prepared_review_unit_hash": "c39b67e1ba82a7835c22679332d46a2cbaa040abaa9d2210519ba92e4e4506c3", "component_budget": { - "node_count": 406, - "item_count": 406, - "soft_pair_count": 1515, - "serialized_chars": 782188, - "estimated_input_tokens": 195547, - "estimated_eval_tokens": 391350 + "node_count": 407, + "item_count": 407, + "soft_pair_count": 1521, + "serialized_chars": 784896, + "estimated_input_tokens": 196224, + "estimated_eval_tokens": 392704 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 30, - "serialized_chars": 36257, - "estimated_input_tokens": 9065, - "estimated_eval_tokens": 18386 + "soft_pair_count": 31, + "serialized_chars": 36530, + "estimated_input_tokens": 9133, + "estimated_eval_tokens": 18522 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "The soft-similarity pairs are mostly false positives: they describe different bugs, different code paths, or different components, so none should be deduplicated.", - "confidence": 0.98, - "canonical_issue_reason": "No clear canonical issue: the items span many unrelated regressions and import/configuration bugs rather than one underlying defect.", - "canonical_pr_reason": "No PRs are present in this cluster.", - "best_issue_reason": "No issue is a strong global representative because the cluster is heterogeneous; any single issue would misrepresent the rest.", - "best_pr_reason": "No PR is present to evaluate as a cluster representative.", + "summary": "This set is mostly a mixed bag of unrelated Transformers issues. A loose theme emerges around v5 tokenizer/import regressions, but none of the proposed soft pairs look like true duplicates or mergeable into one fix with confidence.", + "confidence": 0.41, + "canonical_issue_reason": "issue:43122 is the broadest representative of the recurring tokenizer-behavior regressions after the v4.57 -> v5 transition, so it best captures the main visible theme of the set.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43122 is the most umbrella-like issue among the tokenizer complaints, making it the best single issue to anchor the cluster even though the cluster is heterogeneous.", + "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:44263", - "right": "issue:45092", + "left": "issue:30990", + "right": "issue:38175", "accept": false, - "reason": "Different problems: DSA indexer split behavior vs meta-initialization compatibility for old InternVL2 checkpoints." + "reason": "Unrelated symptoms: loading hang in sentence-transformers vs zero-probability output on a specific vision model." }, { - "left": "issue:43873", - "right": "issue:44945", + "left": "issue:44829", + "right": "issue:46002", "accept": false, - "reason": "Quantization/offloading behavior is unrelated to incorrect outputs under pipeline parallelism." + "reason": "Both involve training instability, but they are different failure modes on different code paths and models." }, { - "left": "issue:44483", - "right": "issue:45406", + "left": "issue:43723", + "right": "issue:44442", "accept": false, - "reason": "API request rejection in /v1/chat/completions is unrelated to Gemma4Processor missing _tokenizer." + "reason": "Both concern tokenizer loading, but one is a general v5 AutoTokenizer regression and the other is a model-specific tokenizer-class load failure." }, { - "left": "issue:44373", - "right": "issue:44485", + "left": "issue:42831", + "right": "issue:45310", "accept": false, - "reason": "A docstring mismatch for position_ids is not the same as GLM-5 RoPE implementation logic." + "reason": "Different model families and different problems: FP8 accuracy degradation vs from_pretrained error." }, { - "left": "issue:44295", - "right": "issue:44623", + "left": "issue:41628", + "right": "issue:43824", "accept": false, - "reason": "Registering position_ids as a buffer causing read errors is unrelated to processor save_pretrained missing files." + "reason": "Both are import errors, but for different missing symbols and likely different export paths." }, { - "left": "issue:44263", - "right": "issue:44360", + "left": "issue:43479", + "right": "issue:44913", "accept": false, - "reason": "Different DSA-related topics: torch.split return values vs a missing ReLU in the indexer." + "reason": "Different config bugs: multimodal default sub-config initialization vs GPTNeoX rotary_pct not persisting." }, { - "left": "issue:44514", - "right": "issue:45103", + "left": "issue:44263", + "right": "issue:44373", "accept": false, - "reason": "A processor batched-input crash is unrelated to an auto_docstring crash from future annotations." + "reason": "A runtime indexing bug is not the same as a docstring issue." }, { - "left": "issue:43479", - "right": "issue:43644", + "left": "issue:42831", + "right": "issue:44038", "accept": false, - "reason": "Config default initialization bugs are unrelated to non-persistent buffers being filled with junk." + "reason": "Different Qwen-related issues with no shared concrete bug." }, { - "left": "issue:45092", - "right": "issue:45357", + "left": "issue:39401", + "right": "issue:44568", "accept": false, - "reason": "Old remote-code checkpoint meta-init incompatibility is unrelated to saving wrong visual encoder keys." + "reason": "Both are tokenizer regressions, but one is offset mapping and the other is special-token insertion behavior." }, { - "left": "issue:44261", - "right": "issue:45092", + "left": "issue:42757", + "right": "issue:45278", "accept": false, - "reason": "MLA layernorm epsilon precision issue is unrelated to InternVL2 meta-initialization compatibility." + "reason": "One is a specific huggingface_hub import failure; the other is broad import breakage after a version upgrade." }, { - "left": "issue:43723", - "right": "issue:44871", + "left": "issue:42886", + "right": "issue:42994", "accept": false, - "reason": "Tokenizer loading failure in v5 is unrelated to eos_token_id mismatch for Gemma-3." + "reason": "Offline tokenizer cache loading and quantized model saving are unrelated." }, { - "left": "issue:30990", - "right": "issue:38175", + "left": "issue:43232", + "right": "issue:45593", "accept": false, - "reason": "Sentence-transformers loading hangs are unrelated to zero probabilities in siglip2-base-patch16-224." + "reason": "Generation state handling and D-FINE auxiliary-loss behavior are unrelated." }, { - "left": "issue:44829", - "right": "issue:46002", + "left": "issue:43756", + "right": "issue:44060", "accept": false, - "reason": "Flash-attention-3 training degeneration is unrelated to NaNs during checkout/init of classification heads." + "reason": "Different model-specific architecture bugs: RoPE layer handling vs tied-weights warning logic." }, { "left": "issue:42831", - "right": "issue:45310", + "right": "issue:45753", "accept": false, - "reason": "FineGrainedFP8 accuracy issues are unrelated to Qwen3.5 MoE from_pretrained errors." + "reason": "Accuracy issue on FP8 vs an infinite-loop multimodal generation bug are unrelated." }, { - "left": "issue:41628", - "right": "issue:43824", + "left": "issue:43576", + "right": "issue:43784", "accept": false, - "reason": "Both are import errors, but they affect different symbols and likely different missing exports." + "reason": "CLI/env command breakage and sentence-transformers import NameError are different code paths." }, { - "left": "issue:43479", - "right": "issue:44913", + "left": "issue:42886", + "right": "issue:43066", "accept": false, - "reason": "Default multimodal config initialization is unrelated to rotary_pct being lost on reload." + "reason": "Offline cache loading and tokenizer decoder-type regression are different failures." }, { - "left": "issue:44263", - "right": "issue:44373", + "left": "issue:42371", + "right": "issue:44263", "accept": false, - "reason": "torch.split return values and a docstring for position_ids are unrelated." + "reason": "TF32 settings guidance is unrelated to a torch.split return-value bug." }, { - "left": "issue:42831", - "right": "issue:44038", + "left": "issue:43122", + "right": "issue:44521", + "accept": false, + "reason": "Both touch tokenization/template behavior, but one is a general tokenization change across versions and the other is a multimodal assistant-mask bug." + }, + { + "left": "issue:44117", + "right": "issue:44704", "accept": false, - "reason": "A general FP8 accuracy issue is not the same as a Qwen3-VL-Moe bug report." + "reason": "Mapping-table None handling and AutoProcessor kwargs propagation are separate bugs." }, { "left": "issue:22355", - "right": "issue:28282", + "right": "issue:28218", "accept": false, - "reason": "Missing transformers.onnx module is unrelated to AutoModel requiring PyTorch." + "reason": "Import failure for transformers.onnx is unrelated to added-token spacing behavior." }, { - "left": "issue:39401", - "right": "issue:44568", + "left": "issue:43646", + "right": "issue:46002", "accept": false, - "reason": "Qwen3 tokenizer offset mapping is unrelated to missing BOS/EOS insertion in mdeberta-v3-base." + "reason": "Custom model initialization breakage is not the same as NaNs in classification heads after checkout/init." }, { - "left": "issue:42757", - "right": "issue:45278", + "left": "issue:44295", + "right": "issue:44297", "accept": false, - "reason": "Missing is_offline_mode import from huggingface_hub is not the same as many import errors after a version upgrade." + "reason": "Reading a registered buffer and tokenizer save metadata mismatch are unrelated." }, { - "left": "issue:42886", - "right": "issue:42994", + "left": "issue:30990", + "right": "issue:33357", "accept": false, - "reason": "Offline cache-loading failure is unrelated to quantized model saving failure." + "reason": "Different model/load failures with no shared underlying bug." }, { - "left": "issue:44945", - "right": "issue:45753", + "left": "issue:44704", + "right": "issue:45290", "accept": false, - "reason": "Pipeline-parallel wrong outputs are unrelated to an infinite loop on a specific image in Qwen3_5." + "reason": "Both involve processor/template plumbing, but one is cached_file kwargs propagation and the other is chat-template crashing on tool-call messages." }, { - "left": "issue:43576", - "right": "issue:43784", + "left": "issue:43232", + "right": "issue:44743", "accept": false, - "reason": "A broken transformers env command is unrelated to a NameError when importing sentence-transformers." + "reason": "Both are generation-related, but one is sync_gpus kwarg handling and the other is recurrent-state reset in a modular Qwen3_5 implementation." }, { - "left": "issue:42886", - "right": "issue:43066", + "left": "issue:42907", + "right": "issue:44945", "accept": false, - "reason": "Offline tokenizer cache loading and tokenizer decoder type are different bugs." + "reason": "Quantized-model save failure and pipeline-parallel output corruption are different problems." }, { - "left": "issue:42371", - "right": "issue:44263", + "left": "issue:43122", + "right": "issue:44514", "accept": false, - "reason": "TF32 settings warning/config behavior is unrelated to the DSA indexer torch.split issue." + "reason": "Version-dependent tokenization differences are not the same as a batched chat-template crash with padding=False." }, { - "left": "issue:44117", - "right": "issue:44704", + "left": "issue:44261", + "right": "issue:44373", "accept": false, - "reason": "TOKENIZER_MAPPING_NAMES returning None is unrelated to AutoProcessor not forwarding kwargs to cached_file." + "reason": "A precision/config bug in MLA q_a_layernorm is unrelated to a docstring typo." }, { - "left": "issue:43232", - "right": "issue:45593", + "left": "issue:43976", + "right": "issue:44945", "accept": false, - "reason": "Generation kwargs update after sync_gpus is unrelated to D-FINE auxiliary-loss behavior." + "reason": "Python-version compatibility and pipeline-parallel inference correctness are unrelated." }, { - "left": "issue:43646", - "right": "issue:46002", + "left": "issue:41628", + "right": "issue:45278", "accept": false, - "reason": "Broken custom model initialization/non-persistent buffers is unrelated to NaNs in classification heads." + "reason": "Specific AutoImageProcessor import failure is not the same as broad post-upgrade import errors." }, { - "left": "issue:30990", - "right": "issue:33357", + "left": "issue:39401", + "right": "issue:44488", "accept": false, - "reason": "Loading hangs in sentence-transformers are unrelated to a MacOS bus error with a CLIP model." + "reason": "Offset-mapping regression and model-loading failure for cjvt/sleng-bert are different bugs." } ] }, @@ -12164,47 +12428,45 @@ "label": "issue", "component_index": 1, "component_count": 17, - "review_unit_index": 39, - "review_unit_count": 47, + "review_unit_index": 40, + "review_unit_count": 48, "status": "reviewed", "reason": null, "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-406", + "cluster_id": "cluster-10000-407", "nodes": [ + "issue:22355", "issue:29127", + "issue:29159", "issue:30990", "issue:36296", + "issue:38617", "issue:39401", - "issue:41628", + "issue:42673", "issue:42757", "issue:42907", + "issue:43066", "issue:43116", "issue:43122", - "issue:43232", + "issue:43278", "issue:43408", "issue:43452", "issue:43475", - "issue:43723", - "issue:43756", + "issue:43493", + "issue:43611", "issue:43784", "issue:43824", "issue:43937", "issue:43992", "issue:44038", - "issue:44060", "issue:44222", - "issue:44261", "issue:44295", "issue:44297", "issue:44351", "issue:44360", - "issue:44373", - "issue:44442", "issue:44485", - "issue:44488", - "issue:44514", "issue:44521", "issue:44625", "issue:44704", @@ -12213,31 +12475,22 @@ "issue:44945", "issue:44964", "issue:44977", + "issue:45072", "issue:45200", "issue:45216", - "issue:45245", "issue:45278", - "issue:45290", "issue:45446", "issue:45478", - "issue:45600" + "issue:45600", + "issue:45753", + "issue:46002" ], "soft_pairs": [ - "issue:44295|issue:44297", - "issue:44704|issue:45290", - "issue:43756|issue:44060", - "issue:43122|issue:44514", - "issue:42907|issue:44945", - "issue:41628|issue:45278", - "issue:44261|issue:44373", "issue:43784|issue:45600", "issue:42907|issue:43937", - "issue:43723|issue:44779", - "issue:43723|issue:44442", "issue:43408|issue:43475", - "issue:43122|issue:44521", - "issue:43232|issue:45245", "issue:44360|issue:44485", + "issue:39401|issue:44521", "issue:44625|issue:44829", "issue:43116|issue:45200", "issue:44038|issue:44297", @@ -12247,249 +12500,231 @@ "issue:43122|issue:44779", "issue:36296|issue:43116", "issue:42907|issue:43452", - "issue:44038|issue:44222", - "issue:39401|issue:44488", "issue:43824|issue:44351", + "issue:44038|issue:44222", "issue:45216|issue:45478", - "issue:39401|issue:44521", "issue:42757|issue:44351", + "issue:43278|issue:44945", + "issue:43493|issue:45753", "issue:43784|issue:45446", - "issue:42907|issue:44222", + "issue:43992|issue:44704", "issue:43122|issue:44977", - "issue:43992|issue:44704" + "issue:22355|issue:29159", + "issue:43066|issue:44779", + "issue:38617|issue:45278", + "issue:42673|issue:45072", + "issue:43937|issue:44485", + "issue:43611|issue:46002", + "issue:22355|issue:29127" ], - "prepared_review_unit_hash": "50933c8a893496df240aff79cd824e74a26d8f24504caa0321d1101ef4bfe605", + "prepared_review_unit_hash": "e8fff5e0eac46e27669eed00618dfc152a64860851f24a1a004f32c02d84a8eb", "component_budget": { - "node_count": 406, - "item_count": 406, - "soft_pair_count": 1515, - "serialized_chars": 782188, - "estimated_input_tokens": 195547, - "estimated_eval_tokens": 391350 + "node_count": 407, + "item_count": 407, + "soft_pair_count": 1521, + "serialized_chars": 784896, + "estimated_input_tokens": 196224, + "estimated_eval_tokens": 392704 }, "budget": { - "node_count": 48, - "item_count": 48, - "soft_pair_count": 34, - "serialized_chars": 37532, - "estimated_input_tokens": 9383, - "estimated_eval_tokens": 19022 + "node_count": 47, + "item_count": 47, + "soft_pair_count": 30, + "serialized_chars": 35694, + "estimated_input_tokens": 8924, + "estimated_eval_tokens": 18104 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is a grab bag of distinct transformer bugs: import failures, tokenizer regressions, model-specific config/save/load issues, and generation/training problems. The titles overlap lexically, but the concrete code paths and affected models differ, so I would not merge any of the soft pairs.", - "confidence": 0.89, - "canonical_issue_reason": "Issue 45216 is the clearest, most self-contained regression report: it has a specific version boundary (since 5.4.0), a concrete failure mode, and a well-scoped save_pretrained checkpoint bug.", + "summary": "This cluster is highly heterogeneous: it mixes unrelated import errors, tokenizer regressions, multimodal/model-specific bugs, training/inference issues, and API changes. None of the soft edges look like true same-bug duplicates under a strict standard, and there are no PRs in the set.", + "confidence": 0.86, + "canonical_issue_reason": "Issue:45278 is the closest broad umbrella because it captures a version-upgrade import-regression theme, but the cluster is too mixed for it to be a true canonical duplicate anchor.", "canonical_pr_reason": null, - "best_issue_reason": "45216 is the best standalone issue for follow-up because it is specific, actionable, and likely reproducible without broader context.", + "best_issue_reason": "If a representative issue must be chosen, 45278 is the most general and central; however, it is still too broad and mismatched to safely represent the whole cluster.", "best_pr_reason": null, "soft_edge_verdicts": [ - { - "left": "issue:44295", - "right": "issue:44297", - "accept": false, - "reason": "Different bugs: buffer read/access error vs tokenizer_config.json saving the wrong tokenizer_class." - }, - { - "left": "issue:44704", - "right": "issue:45290", - "accept": false, - "reason": "Different code paths: AutoProcessor cached_file kwargs forwarding vs chat template crash on tool-call assistant messages." - }, - { - "left": "issue:43756", - "right": "issue:44060", - "accept": false, - "reason": "Different model-specific issues: Smollm3 RoPE layer omission vs Qwen3-Next tied-weights warning." - }, - { - "left": "issue:43122", - "right": "issue:44514", - "accept": false, - "reason": "One is tokenizer behavior drift across versions; the other is a batched apply_chat_template crash with padding=False." - }, - { - "left": "issue:42907", - "right": "issue:44945", - "accept": false, - "reason": "Dequantized save failure for Ministrals/Devstrals is unrelated to incorrect outputs under pipeline parallelism." - }, - { - "left": "issue:41628", - "right": "issue:45278", - "accept": false, - "reason": "Both mention imports, but they are different failures: one missing AutoImageProcessor, the other many imports after a major upgrade." - }, - { - "left": "issue:44261", - "right": "issue:44373", - "accept": false, - "reason": "Precision/config bug in MLA q_a_layernorm is unrelated to a wrong docstring for position_ids." - }, { "left": "issue:43784", - "right": "issue:45600", - "accept": false, - "reason": "Import NameError in sentence-transformers is unrelated to auto_mappings referencing removed Sam3LiteText configs." - }, - { - "left": "issue:42907", - "right": "issue:43937", - "accept": false, - "reason": "Different failures: save_pretrained on dequantized Ministrals/Devstrals vs invalid GenerationConfig for GLM-5." - }, - { - "left": "issue:43723", - "right": "issue:44779", + "right": "issue:45600", "accept": false, - "reason": "One is failing to load a tokenizer in v5; the other is Deepseek producing incorrect tokenization results in v5." + "reason": "Both are import-related, but they fail in different places for different reasons (sentence-transformers import vs removed SAM3LiteText references)." }, { - "left": "issue:43723", - "right": "issue:44442", + "left": "issue:42907", + "right": "issue:43937", "accept": false, - "reason": "Both are AutoTokenizer-related, but FastSpeech2ConformerTokenizer load failure is a different tokenizer/model than the v5 loading issue." + "reason": "Different model families and different failure modes: save_pretrained for dequantized Ministrals/Devstrals vs invalid GenerationConfig for GLM-5." }, { "left": "issue:43408", "right": "issue:43475", "accept": false, - "reason": "Config/model-type warning for sam3_video vs runtime missing attribute on Sam3VisionEncoderOutput are different SAM3 bugs." - }, - { - "left": "issue:43122", - "right": "issue:44521", - "accept": false, - "reason": "Tokenizer regression across versions is not the same as all-zero assistant_masks for multimodal apply_chat_template outputs." + "reason": "Same SAM3 video area, but one is a wrong model-type warning and the other is a missing attribute at runtime; not the same concrete bug." }, { - "left": "issue:43232", - "right": "issue:45245", + "left": "issue:44360", + "right": "issue:44485", "accept": false, - "reason": "Generation kwargs/update bug is unrelated to the 2^24 category-count runtime limit." + "reason": "Completely unrelated topics: a DSA indexer ReLU discussion vs GLM-5 RoPE implementation." }, { - "left": "issue:44360", - "right": "issue:44485", + "left": "issue:39401", + "right": "issue:44521", "accept": false, - "reason": "A missing ReLU in DSA indexer and GLM-5 RoPE implementation are different subsystems with no shared code path." + "reason": "Tokenizer offset mapping and multimodal assistant mask generation are different code paths and different bugs." }, { "left": "issue:44625", "right": "issue:44829", "accept": false, - "reason": "num_labels propagation in Qwen3.5 is unrelated to degenerate training under flash_attention_3." + "reason": "Qwen3.5 num_labels propagation and flash_attention_3 degenerative training are unrelated issues." }, { "left": "issue:43116", "right": "issue:45200", "accept": false, - "reason": "Multi-label classification returning empty results in an example script is not the same as Gemma 4 requiring mm_token_type_ids default zeros." + "reason": "Different symptoms and scopes: example script multi-label classification output vs Gemma 4 text-only fine-tuning defaults." }, { "left": "issue:44038", "right": "issue:44297", "accept": false, - "reason": "Qwen3-VL-Moe loading bug and tokenizer_class mismatch in tokenizer_config.json are different failure modes." + "reason": "One is a Qwen3-VL-Moe loading bug; the other is tokenizer metadata saved incorrectly. Different root causes." }, { "left": "issue:42907", "right": "issue:44964", "accept": false, - "reason": "Saving dequantized Ministrals/Devstrals is unrelated to loading Phi-4 multimodal instruct with latest transformers." + "reason": "Both mention loading/latest-transformers trouble, but they target different models and different failure points." }, { "left": "issue:29127", "right": "issue:30990", "accept": false, - "reason": "LayoutLMv3 box-information error message and Sentence Transformers load hang are unrelated issues." + "reason": "Unrelated issues: LayoutLMv3 error-message clarity vs Sentence Transformers getting stuck on load." }, { "left": "issue:44038", "right": "issue:44295", "accept": false, - "reason": "Qwen3-VL-Moe bug is unrelated to the position_ids buffer read error." + "reason": "Different bugs: Qwen3-VL-Moe loading versus reading position_ids after buffer registration." }, { "left": "issue:43122", "right": "issue:44779", "accept": false, - "reason": "Both concern tokenization, but one is a versioned tokenizer behavior change and the other is a Deepseek-specific incorrect output regression." + "reason": "Both are tokenizer regressions in v5, but they affect different models and describe different incorrect behaviors." }, { "left": "issue:36296", "right": "issue:43116", "accept": false, - "reason": "Tensor-parallel training bug is unrelated to the multi-label classification example returning empty results." + "reason": "Tensor-parallel training behavior and example-script classification output are unrelated." }, { "left": "issue:42907", "right": "issue:43452", "accept": false, - "reason": "Dequantized Ministrals/Devstrals save bug is not the same as gguf_file breaking AutoTokenizer/AutoModelForCausalLM loading." + "reason": "Different APIs and failures: dequantized model saving vs gguf_file loading through AutoTokenizer/AutoModel." }, { - "left": "issue:44038", - "right": "issue:44222", + "left": "issue:43824", + "right": "issue:44351", "accept": false, - "reason": "Qwen3-VL-Moe loading bug and FP8 save_pretrained moe bug affect different paths and likely different model variants." + "reason": "Both are import errors, but they are for different missing symbols from different packages/modules." }, { - "left": "issue:39401", - "right": "issue:44488", + "left": "issue:44038", + "right": "issue:44222", "accept": false, - "reason": "Wrong offset_mapping in Qwen3 tokenizer is unrelated to loading cjvt/sleng-bert." + "reason": "Same broad model family, but loading Qwen3-VL-Moe and FP8 save_pretrained are different code paths and bugs." }, { - "left": "issue:43824", - "right": "issue:44351", + "left": "issue:45216", + "right": "issue:45478", "accept": false, - "reason": "These are separate import errors for different symbols: Qwen2_5_VLForConditionalGeneration vs HybridCache." + "reason": "Both involve Qwen3.5 and version 5.4+, but one is save_pretrained checkpoint corruption while the other is from_pretrained loading failure." }, { - "left": "issue:45216", - "right": "issue:45478", + "left": "issue:42757", + "right": "issue:44351", "accept": false, - "reason": "Related family, but not the same bug: 45216 is a save_pretrained checkpoint regression, while 45478 is a from_pretrained error on Qwen3.5 MoE." + "reason": "Different import failures from different libraries: huggingface_hub missing is_offline_mode vs transformers missing HybridCache." }, { - "left": "issue:39401", - "right": "issue:44521", + "left": "issue:43278", + "right": "issue:44945", "accept": false, - "reason": "Tokenizer offset_mapping is a different bug from multimodal assistant_masks being all zero." + "reason": "BF16/FP32 dtype drift in eval is not the same bug as incorrect output under pipeline parallelism." }, { - "left": "issue:42757", - "right": "issue:44351", + "left": "issue:43493", + "right": "issue:45753", "accept": false, - "reason": "Importing is_offline_mode from huggingface_hub and importing HybridCache from transformers are separate missing-symbol issues." + "reason": "Different models and symptoms: SigLIP2 implementation discrepancy vs Qwen3_5 infinite-loop generation on a specific image." }, { "left": "issue:43784", "right": "issue:45446", "accept": false, - "reason": "Sentence-transformers NameError on nn is unrelated to the PyTorch version check for AuxRequest in flex_attention." + "reason": "Both are import-time problems, but one is a missing nn import in sentence-transformers and the other is a PyTorch version check issue in flex_attention." }, { - "left": "issue:42907", - "right": "issue:44222", + "left": "issue:43992", + "right": "issue:44704", "accept": false, - "reason": "Both involve save_pretrained, but Ministrals/Devstrals dequantized saving and FP8 moe saving are different model/serialization bugs." + "reason": "Different API layers: missing embed_tokens.weight in UMT5Encoder.from_pretrained vs AutoProcessor not forwarding kwargs to cached_file." }, { "left": "issue:43122", "right": "issue:44977", "accept": false, - "reason": "Deepseek tokenizer regression and Qwen3.5 flash-attention generation problems are different model-specific failures." + "reason": "Both are Qwen3.5/v5-related, but one is tokenization regression and the other is flash-attention generation failure." }, { - "left": "issue:43992", - "right": "issue:44704", + "left": "issue:22355", + "right": "issue:29159", + "accept": false, + "reason": "No underlying bug match: missing transformers.onnx module vs slow/fast tokenizer behavioral inconsistency." + }, + { + "left": "issue:43066", + "right": "issue:44779", + "accept": false, + "reason": "Both concern tokenizer regressions, but they affect different models and different incorrect outputs." + }, + { + "left": "issue:38617", + "right": "issue:45278", + "accept": false, + "reason": "One is a specific missing import symbol; the other is a broad upgrade-related import breakage. Not the same concrete issue." + }, + { + "left": "issue:42673", + "right": "issue:45072", + "accept": false, + "reason": "VRAM leak in Qwen3ForCausalLM multi-threaded loading is unrelated to dtype mismatches in bfloat16 inference." + }, + { + "left": "issue:43937", + "right": "issue:44485", + "accept": false, + "reason": "Same GLM-5 label, but GenerationConfig validation and RoPE implementation are distinct bugs." + }, + { + "left": "issue:43611", + "right": "issue:46002", + "accept": false, + "reason": "Base_model_prefix loading regression is unrelated to NaNs in classification heads after checkout/init." + }, + { + "left": "issue:22355", + "right": "issue:29127", "accept": false, - "reason": "UMT5Encoder missing embed_tokens.weight is unrelated to AutoProcessor not forwarding all kwargs to cached_file." + "reason": "Completely different problems: missing transformers.onnx module vs LayoutLMv3 error-message clarity." } ] }, @@ -12504,328 +12739,311 @@ "label": "issue", "component_index": 1, "component_count": 17, - "review_unit_index": 40, - "review_unit_count": 47, + "review_unit_index": 41, + "review_unit_count": 48, "status": "reviewed", "reason": null, "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-406", + "cluster_id": "cluster-10000-407", "nodes": [ - "issue:22355", - "issue:28218", - "issue:29127", - "issue:29159", "issue:33453", "issue:38617", "issue:39401", "issue:41628", "issue:42222", "issue:42371", - "issue:42831", + "issue:42673", "issue:43064", - "issue:43066", "issue:43116", - "issue:43381", + "issue:43421", "issue:43441", "issue:43450", "issue:43493", - "issue:43611", + "issue:43582", "issue:43673", "issue:43825", "issue:43827", "issue:43874", + "issue:43906", "issue:43937", "issue:43976", "issue:43986", "issue:44038", "issue:44075", "issue:44117", - "issue:44297", + "issue:44261", + "issue:44291", + "issue:44410", "issue:44466", - "issue:44485", - "issue:44625", + "issue:44484", "issue:44779", + "issue:44829", "issue:44936", - "issue:44945", "issue:44977", + "issue:45071", "issue:45081", "issue:45083", - "issue:45278", + "issue:45216", + "issue:45310", + "issue:45341", "issue:45357", "issue:45405", "issue:45446", "issue:45478", + "issue:45561", "issue:45563", "issue:45588", - "issue:45753", "issue:46002" ], "soft_pairs": [ - "issue:22355|issue:28218", - "issue:22355|issue:29159", - "issue:43066|issue:44779", - "issue:43937|issue:44485", - "issue:43611|issue:46002", "issue:42371|issue:43874", "issue:43976|issue:45446", "issue:42222|issue:43441", - "issue:43493|issue:45753", - "issue:42831|issue:44297", + "issue:43064|issue:43673", + "issue:43116|issue:43493", "issue:44075|issue:44936", "issue:45357|issue:45478", "issue:44038|issue:45478", "issue:43116|issue:43825", "issue:45083|issue:45446", - "issue:43116|issue:43493", "issue:43937|issue:45563", - "issue:38617|issue:45278", - "issue:43064|issue:43673", - "issue:33453|issue:39401", "issue:44117|issue:45588", - "issue:44625|issue:46002", + "issue:33453|issue:39401", "issue:43827|issue:45446", "issue:39401|issue:44779", - "issue:22355|issue:29127", - "issue:43381|issue:44945", "issue:43937|issue:44977", "issue:44466|issue:46002", + "issue:42673|issue:43906", + "issue:44291|issue:45071", "issue:45405|issue:45446", "issue:43450|issue:43986", + "issue:45341|issue:45561", "issue:44117|issue:45081", - "issue:38617|issue:41628" + "issue:38617|issue:41628", + "issue:44410|issue:45310", + "issue:44829|issue:45216", + "issue:39401|issue:43421", + "issue:42371|issue:44261", + "issue:44484|issue:45310", + "issue:42673|issue:43582" ], - "prepared_review_unit_hash": "89942a3e62dd4cdc94e5f17593d84ef136cd8b25e47581b09da4b7efea077316", + "prepared_review_unit_hash": "ee6b4c45f4065e2ac9b7529f51d6426c2b15fd3994ffc8f0383783073308d96f", "component_budget": { - "node_count": 406, - "item_count": 406, - "soft_pair_count": 1515, - "serialized_chars": 782188, - "estimated_input_tokens": 195547, - "estimated_eval_tokens": 391350 + "node_count": 407, + "item_count": 407, + "soft_pair_count": 1521, + "serialized_chars": 784896, + "estimated_input_tokens": 196224, + "estimated_eval_tokens": 392704 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 32, - "serialized_chars": 36989, - "estimated_input_tokens": 9248, - "estimated_eval_tokens": 18752 + "soft_pair_count": 30, + "serialized_chars": 36692, + "estimated_input_tokens": 9173, + "estimated_eval_tokens": 18602 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "Mostly a heterogeneous set of Transformers bug reports with one plausible duplicate chain around post-upgrade import failures; the rest are distinct model/tokenizer/runtime issues.", - "confidence": 0.58, - "canonical_issue_reason": "issue:45278 is the broadest umbrella report here, covering the general post-upgrade import-failure regression surface and best fitting the only plausible duplicate cluster.", + "summary": "This cluster is mostly a grab bag of unrelated Transformers issues. I found no soft-edge pair that confidently represents the same underlying bug/change, though the Qwen3.5 from_pretrained reports are the closest near-duplicate subtopic.", + "confidence": 0.86, + "canonical_issue_reason": "issue:45310 is the clearest anchor: it is the earlier, more specific Qwen3.5 from_pretrained regression report, and it is the closest thing here to a true duplicate pair (with issue:45478).", "canonical_pr_reason": null, - "best_issue_reason": "issue:45278 is the most representative issue to anchor triage because it can plausibly subsume the exact missing-symbol import error in issue:38617.", + "best_issue_reason": "issue:45310 is the best overall issue representative because it is concrete, reproducible, and the most clearly actionable of the set; it also matches a later near-duplicate report.", "best_pr_reason": null, "soft_edge_verdicts": [ - { - "left": "issue:22355", - "right": "issue:28218", - "accept": false, - "reason": "Different failures: missing transformers.onnx import vs tokenizer spacing after added token." - }, - { - "left": "issue:22355", - "right": "issue:29159", - "accept": false, - "reason": "Import error and tokenizer slow/fast inconsistency are unrelated symptoms." - }, - { - "left": "issue:43066", - "right": "issue:44779", - "accept": false, - "reason": "Both tokenizer-related, but different concrete regressions and model paths." - }, - { - "left": "issue:43937", - "right": "issue:44485", - "accept": false, - "reason": "One is generation config validation, the other is a RoPE implementation discussion; not the same bug." - }, - { - "left": "issue:43611", - "right": "issue:46002", - "accept": false, - "reason": "Model loading/base_model_prefix regression is unrelated to NaNs in classification heads." - }, { "left": "issue:42371", "right": "issue:43874", "accept": false, - "reason": "TF32 settings warning and missing image-patch helper are different areas." + "reason": "Different bugs: TF32 behavior settings vs a missing image-patch method in GLM46V." }, { "left": "issue:43976", "right": "issue:45446", "accept": false, - "reason": "Python version support breakage is not the same as a PyTorch version-check bug." + "reason": "Both are version-related breakages, but one is a Python support check and the other is a PyTorch import/version guard; different code paths." }, { "left": "issue:42222", "right": "issue:43441", "accept": false, - "reason": "Different model families and different failure modes." + "reason": "Unrelated failures: broken vitpose models vs Ministral-3 flash-attention regression." }, { - "left": "issue:43493", - "right": "issue:45753", + "left": "issue:43064", + "right": "issue:43673", "accept": false, - "reason": "Both are vision/model quality issues, but they describe different models and bugs." + "reason": "Different training/runtime issues: FSDP2+PEFT optimizer state corruption vs missing generation cache in chunked prefill." }, { - "left": "issue:42831", - "right": "issue:44297", + "left": "issue:43116", + "right": "issue:43493", "accept": false, - "reason": "FP8 accuracy regression and tokenizer save metadata mismatch are unrelated." + "reason": "Multi-label example script bug vs SigLIP2 implementation mismatch; not the same underlying defect." }, { "left": "issue:44075", "right": "issue:44936", "accept": false, - "reason": "Optimizer argument handling is unrelated to train/evaluate flow failure." + "reason": "SGD arguments not being used is a different optimizer bug than trainer.evaluate() failing after train()." }, { "left": "issue:45357", "right": "issue:45478", "accept": false, - "reason": "Both concern Qwen3.5, but one is save_pretrained key serialization and the other is a from_pretrained load error." + "reason": "Related model family, but save_pretrained serialization of visual keys is not the same as a from_pretrained loading error." }, { "left": "issue:44038", "right": "issue:45478", "accept": false, - "reason": "Similar model family, but not the same concrete code-path problem." + "reason": "Different Qwen model variants and different failure modes; not one concrete bug." }, { "left": "issue:43116", "right": "issue:43825", "accept": false, - "reason": "Example script empty results and pipeline() error messaging are distinct issues." + "reason": "Example-script multi-label empty results and pipeline() translation messaging are separate issues." }, { "left": "issue:45083", "right": "issue:45446", "accept": false, - "reason": "Feature-extraction length behavior and a version-check import issue are unrelated." - }, - { - "left": "issue:43116", - "right": "issue:43493", - "accept": false, - "reason": "Example script behavior and SigLIP2 implementation discrepancy are unrelated." + "reason": "Different helpers and different failures: qwen3_omni_moe output-length logic vs a PyTorch version check." }, { "left": "issue:43937", "right": "issue:45563", "accept": false, - "reason": "GenerationConfig validation and stale warning logic are different issues." - }, - { - "left": "issue:38617", - "right": "issue:45278", - "accept": true, - "reason": "Specific missing import from transformers.configuration_utils looks like one instance of the broader post-upgrade import-failure regression reported in issue:45278." - }, - { - "left": "issue:43064", - "right": "issue:43673", - "accept": false, - "reason": "Optimizer state corruption under FSDP2/PEFT is unrelated to missing GenerationMixin cache." - }, - { - "left": "issue:33453", - "right": "issue:39401", - "accept": false, - "reason": "Tokenizer loading regression and wrong offset mapping are different tokenizer bugs." + "reason": "GenerationConfig validation failure vs a stale warning about num_return_sequences; unrelated symptoms." }, { "left": "issue:44117", "right": "issue:45588", "accept": false, - "reason": "Tokenizer mapping None handling is unrelated to flash-attention crashing on s_aux=None." + "reason": "Tokenizer mapping lookup bug vs flash_attention.py crashing on s_aux=None; different subsystems." }, { - "left": "issue:44625", - "right": "issue:46002", + "left": "issue:33453", + "right": "issue:39401", "accept": false, - "reason": "num_labels propagation and NaNs in classification heads are separate defects." + "reason": "Both tokenizer-related, but loading regression and offset_mapping bug are distinct code paths." }, { "left": "issue:43827", "right": "issue:45446", "accept": false, - "reason": "Docs still referencing pipeline() is unrelated to a version-check import bug." + "reason": "Docs still mentioning pipeline() vs a runtime import/version check; not the same bug." }, { "left": "issue:39401", "right": "issue:44779", "accept": false, - "reason": "Different tokenizers and different observed failures; not the same regression." + "reason": "Different tokenizer correctness bugs in different models; too broad to merge as one defect." }, { - "left": "issue:22355", - "right": "issue:29127", + "left": "issue:43937", + "right": "issue:44977", "accept": false, - "reason": "Module import failure and LayoutLMv3 box-validation message clarity are unrelated." + "reason": "GenerationConfig invalidation is unrelated to Qwen3.5 flash-attention generation behavior." }, { - "left": "issue:43381", - "right": "issue:44945", + "left": "issue:44466", + "right": "issue:46002", "accept": false, - "reason": "Gradient-checkpointing eval-mode restriction is unrelated to pipeline-parallel output correctness." + "reason": "Serialization/tied-weights issue vs NaNs after checkout+init; different failure modes." }, { - "left": "issue:43937", - "right": "issue:44977", + "left": "issue:42673", + "right": "issue:43906", "accept": false, - "reason": "Both are model-specific generation problems, but on different models and with different failure modes." + "reason": "VRAM leak in multi-threaded Qwen3ForCausalLM use vs an isolated reproduction issue for a different bug." }, { - "left": "issue:44466", - "right": "issue:46002", + "left": "issue:44291", + "right": "issue:45071", "accept": false, - "reason": "Weight serialization inconsistency and NaNs on init are not the same code-path problem." + "reason": "Both involve v5 compatibility, but the specific TypeError on init_empty_weights is different from PretrainedConfig type checking." }, { "left": "issue:45405", "right": "issue:45446", "accept": false, - "reason": "Dependency-version bump issue and import version-check bug are different concerns." + "reason": "PEFT minimum-version packaging issue vs PyTorch version gating for AuxRequest import; unrelated." }, { "left": "issue:43450", "right": "issue:43986", "accept": false, - "reason": "Batched video processor shape bug and missing torchvision crash are different problems." + "reason": "Video processor batch-shape bug vs AutoProcessor crash without torchvision; different input paths." + }, + { + "left": "issue:45341", + "right": "issue:45561", + "accept": false, + "reason": "Testing utility bug vs pytest-xdist race in captured_info.txt; not the same issue." }, { "left": "issue:44117", "right": "issue:45081", "accept": false, - "reason": "Tokenizer mapping None handling and Mistral regex patch crash are unrelated." + "reason": "Tokenizer mapping None and Mistral regex patch crash are separate tokenizer/loading defects." }, { "left": "issue:38617", "right": "issue:41628", "accept": false, - "reason": "Both are import errors, but they affect different symbols and no concrete shared bug is evident from the titles." + "reason": "Two different missing import errors; same general area, but not the same broken symbol or code path." + }, + { + "left": "issue:44410", + "right": "issue:45310", + "accept": false, + "reason": "Missing qwen3next projections is a model-architecture bug, not the Qwen3.5 from_pretrained regression." + }, + { + "left": "issue:44829", + "right": "issue:45216", + "accept": false, + "reason": "Flash-attention training degradation and Qwen3.5 save_pretrained checkpoint regression are distinct problems." + }, + { + "left": "issue:39401", + "right": "issue:43421", + "accept": false, + "reason": "Tokenizer offset_mapping bug vs runtime post-processor update feature request; not a duplicate." + }, + { + "left": "issue:42371", + "right": "issue:44261", + "accept": false, + "reason": "TF32 control settings and MLA q_a_layernorm epsilon mismatch are unrelated." + }, + { + "left": "issue:44484", + "right": "issue:45310", + "accept": false, + "reason": "save_pretrained shard-size question vs Qwen3.5 from_pretrained failure; unrelated." + }, + { + "left": "issue:42673", + "right": "issue:43582", + "accept": false, + "reason": "VRAM leak in dataloader threads vs Apple Silicon TypeError in caching_allocator_warmup; different runtime issues." } ] }, - "evaluator_result": { - "accept": true, - "feedback": "The summary is grounded in the packet: issue:45278 is a reasonable umbrella for the import-failure cluster, and the only accepted soft edge (38617 \u2194 45278) is conservative and supported by the titles. The other pairwise rejections are also cautious and do not overclaim beyond the evidence provided." - }, - "evaluator_used": true, + "evaluator_result": null, + "evaluator_used": false, "retried": false, - "accepted_nontrivial_soft_edge": true, + "accepted_nontrivial_soft_edge": false, "error_kind": null, "error_message": null }, @@ -12833,21 +13051,22 @@ "label": "issue", "component_index": 1, "component_count": 17, - "review_unit_index": 41, - "review_unit_count": 47, + "review_unit_index": 42, + "review_unit_count": 48, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-406", + "cluster_id": "cluster-10000-407", "nodes": [ "issue:38617", - "issue:39401", "issue:41628", "issue:42175", "issue:42222", "issue:42371", + "issue:42490", + "issue:42617", "issue:42673", "issue:42831", "issue:43012", @@ -12856,21 +13075,21 @@ "issue:43122", "issue:43335", "issue:43408", - "issue:43421", "issue:43441", "issue:43452", "issue:43577", + "issue:43673", "issue:43742", "issue:43874", - "issue:43906", "issue:43931", "issue:43937", + "issue:43986", "issue:44038", "issue:44075", "issue:44220", "issue:44261", "issue:44263", - "issue:44291", + "issue:44368", "issue:44410", "issue:44483", "issue:44484", @@ -12878,13 +13097,11 @@ "issue:44493", "issue:44496", "issue:44829", - "issue:44964", - "issue:44977", + "issue:44933", + "issue:45003", "issue:45071", - "issue:45072", - "issue:45216", "issue:45278", - "issue:45310", + "issue:45341", "issue:45459", "issue:45464", "issue:45478", @@ -12892,273 +13109,259 @@ "issue:45656" ], "soft_pairs": [ - "issue:42673|issue:45072", - "issue:44410|issue:45310", - "issue:44829|issue:45216", - "issue:44484|issue:45310", - "issue:44291|issue:45071", - "issue:39401|issue:43421", + "issue:42617|issue:45341", "issue:43408|issue:43742", + "issue:44933|issue:45278", "issue:42222|issue:45542", + "issue:42490|issue:42673", "issue:43937|issue:44496", - "issue:44483|issue:45464", "issue:42175|issue:42222", - "issue:44964|issue:45278", + "issue:38617|issue:44220", + "issue:44483|issue:45464", + "issue:42371|issue:42831", "issue:44075|issue:45656", - "issue:42371|issue:44261", "issue:43066|issue:43122", + "issue:43673|issue:45341", "issue:43012|issue:43577", - "issue:44484|issue:45478", "issue:43874|issue:44261", - "issue:38617|issue:44220", "issue:44410|issue:45478", - "issue:43097|issue:44493", + "issue:44484|issue:45478", "issue:44263|issue:44485", + "issue:43097|issue:44493", "issue:41628|issue:45071", "issue:43012|issue:43408", "issue:42222|issue:45459", "issue:43441|issue:44829", "issue:45071|issue:45542", - "issue:42371|issue:42831", - "issue:42673|issue:44977", - "issue:42673|issue:43906", + "issue:43931|issue:44410", "issue:43931|issue:44038", "issue:43335|issue:45071", + "issue:45003|issue:45341", + "issue:43986|issue:45341", "issue:43097|issue:43452", - "issue:43874|issue:44263" + "issue:43874|issue:44263", + "issue:43408|issue:44368" ], - "prepared_review_unit_hash": "a29438eb82c214356c71b69da3df99db7db68bbb908362f1b761a6e11b3ed5a7", + "prepared_review_unit_hash": "86e4f972c6147aa6e60ca45accc70a23305974cf504f1f11038ce846dd834a70", "component_budget": { - "node_count": 406, - "item_count": 406, - "soft_pair_count": 1515, - "serialized_chars": 782188, - "estimated_input_tokens": 195547, - "estimated_eval_tokens": 391350 + "node_count": 407, + "item_count": 407, + "soft_pair_count": 1521, + "serialized_chars": 784896, + "estimated_input_tokens": 196224, + "estimated_eval_tokens": 392704 }, "budget": { - "node_count": 48, - "item_count": 48, - "soft_pair_count": 34, - "serialized_chars": 37702, - "estimated_input_tokens": 9426, - "estimated_eval_tokens": 19108 + "node_count": 47, + "item_count": 47, + "soft_pair_count": 32, + "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": "Mostly false-positive similarity matches: the items span unrelated model-specific regressions, tokenizer bugs, dtype/precision issues, and packaging/import problems. No soft pair looks like the same concrete bug or change, so none should be merged as duplicates. A broad Transformers upgrade/import regression is the best issue anchor.", - "confidence": 0.34, - "canonical_issue_reason": "issue:45278 is the broadest and most central regression-style report in the set, covering multiple import failures after upgrading Transformers.", + "summary": "This is a loose Transformers v5 regression cluster with many unrelated model-load, import, warning, and runtime issues. The closest umbrella representative is the broad import-regression report #45278, but none of the soft-edge pairs look like true duplicates of the same underlying bug/change.", + "confidence": 0.71, + "canonical_issue_reason": "#45278 is the broadest and most central issue in the set: it captures the general \u201cmany import errors after update\u201d regression theme that overlaps the cluster\u2019s dominant v5 breakage pattern better than any narrow model-specific report.", "canonical_pr_reason": null, - "best_issue_reason": "issue:45278 is the best standalone anchor because it describes a wide upgrade breakage pattern that could plausibly subsume nearby import-related reports.", + "best_issue_reason": "#45278 is the best cluster representative because it is the clearest umbrella report and most useful as the top-level anchor for related import/regression complaints.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:42673", - "right": "issue:45072", - "accept": false, - "reason": "Different failures: VRAM leak in Qwen3ForCausalLM threading vs bfloat16 dtype mismatches in inference." - }, - { - "left": "issue:44410", - "right": "issue:45310", + "left": "issue:42617", + "right": "issue:45341", "accept": false, - "reason": "Different bug shapes: missing qwen3next projections vs Qwen3.5 MoE from_pretrained load error." + "reason": "Different files and symptoms: a runtime failure in 3d_parallel.py vs a small testing_utils bug." }, { - "left": "issue:44829", - "right": "issue:45216", + "left": "issue:43408", + "right": "issue:43742", "accept": false, - "reason": "FlashAttention-3 training degeneration is not the same as a broken Qwen3.5 save_pretrained checkpoint." + "reason": "Different model families and failure modes: sam3 tracker/video type warning vs MobileLLM key error." }, { - "left": "issue:44484", - "right": "issue:45310", + "left": "issue:44933", + "right": "issue:45278", "accept": false, - "reason": "Unrelated: shard-size configuration question vs Qwen3.5 MoE loading failure." + "reason": "Both are import-related, but one is a specific missing image_utils symbol and the other is a broad v5 import-regression report; not the same bug." }, { - "left": "issue:44291", - "right": "issue:45071", + "left": "issue:42222", + "right": "issue:45542", "accept": false, - "reason": "Different code paths: init_empty_weights argument handling vs PreTrainedConfig type checking regression." + "reason": "Unrelated subsystems: vitpose model breakage vs backend/package-resolution issue around TensorFlow/tensorboard." }, { - "left": "issue:39401", - "right": "issue:43421", + "left": "issue:42490", + "right": "issue:42673", "accept": false, - "reason": "Both tokenizer-related, but one is wrong offset mapping and the other is runtime post-processor updates; not the same bug." + "reason": "Local-path import warning and multi-thread VRAM leak are unrelated code paths." }, { - "left": "issue:43408", - "right": "issue:43742", + "left": "issue:43937", + "right": "issue:44496", "accept": false, - "reason": "Different models and symptoms: SAM3 tracker warning vs MobileLLM key error on load." + "reason": "GenerationConfig validation error is not the same as unrecognized-model/config.json handling." }, { - "left": "issue:42222", - "right": "issue:45542", + "left": "issue:42175", + "right": "issue:42222", "accept": false, - "reason": "VitPose model breakage is unrelated to the TensorFlow backend packaging issue." + "reason": "Packaging/backends issue vs a broken vitpose model implementation; different root causes." }, { - "left": "issue:43937", - "right": "issue:44496", + "left": "issue:38617", + "right": "issue:44220", "accept": false, - "reason": "GenerationConfig validation error is unrelated to unrecognized model/config.json loading." + "reason": "ImportError from configuration_utils is unrelated to a feature bug in _torch_extract_fbank_features()." }, { "left": "issue:44483", "right": "issue:45464", "accept": false, - "reason": "Both touch chat/completions, but one is a general API acceptance failure and the other is a Qwen3.5 streaming-specific bug." - }, - { - "left": "issue:42175", - "right": "issue:42222", - "accept": false, - "reason": "TensorFlow optional dependency packaging is unrelated to VitPose model breakage." + "reason": "Both involve chat/completions, but one is a generic API acceptance issue and the other is a streaming inference failure on a specific model." }, { - "left": "issue:44964", - "right": "issue:45278", + "left": "issue:42371", + "right": "issue:42831", "accept": false, - "reason": "Specific Phi-4 multimodal loading failure is not the same as broad import errors after upgrading." + "reason": "TF32 warning behavior and FineGrainedFP8 accuracy regression are different concerns." }, { "left": "issue:44075", "right": "issue:45656", "accept": false, - "reason": "Optimizer SGD argument handling is not the same as deepspeed calling step twice." - }, - { - "left": "issue:42371", - "right": "issue:44261", - "accept": false, - "reason": "TF32 settings warning and MLA RMS norm epsilon precision bug are unrelated." + "reason": "Optimizer argument handling and deepspeed double-step behavior are different optimizer bugs." }, { "left": "issue:43066", "right": "issue:43122", "accept": false, - "reason": "Tokenizer decoder type regression and tokenization output changes are related in theme but not the same concrete defect." + "reason": "Tokenizer decoder type mismatch and changed tokenization output are related to tokenization, but not the same underlying defect." }, { - "left": "issue:43012", - "right": "issue:43577", + "left": "issue:43673", + "right": "issue:45341", "accept": false, - "reason": "A compiler warning during bfloat16 compile is different from model components remaining float32 after loading." + "reason": "Generation cache missing in chunked_prefill is unrelated to the small testing_utils bug." }, { - "left": "issue:44484", - "right": "issue:45478", + "left": "issue:43012", + "right": "issue:43577", "accept": false, - "reason": "Sharding-size question is unrelated to the Qwen3.5 MoE from_pretrained error." + "reason": "A warning during bfloat16 compilation is not the same as Blip2 parameters staying float32 after load." }, { "left": "issue:43874", "right": "issue:44261", "accept": false, - "reason": "Missing image-patch count method in GLM46V is unrelated to MLA layernorm epsilon precision issues." - }, - { - "left": "issue:38617", - "right": "issue:44220", - "accept": false, - "reason": "ImportError for layer_type_validation is unrelated to _torch_extract_fbank_features() behavior." + "reason": "Missing image-patch helper on an image processor is unrelated to an MLA config epsilon precision issue." }, { "left": "issue:44410", "right": "issue:45478", "accept": false, - "reason": "Missing qwen3next projections and Qwen3.5 MoE from_pretrained error are distinct model-loading problems." + "reason": "Missing projections in qwen3next is a different model architecture bug than Qwen3.5-Moe from_pretrained failure." }, { - "left": "issue:43097", - "right": "issue:44493", + "left": "issue:44484", + "right": "issue:45478", "accept": false, - "reason": "Removed tie_embeddings API and unexpected position-id keys are different regression classes." + "reason": "save_pretrained shard-size behavior is unrelated to from_pretrained model-loading errors." }, { "left": "issue:44263", "right": "issue:44485", "accept": false, - "reason": "torch.split return values in GlmMoeDsaIndexer is unrelated to GLM-5 RoPE implementation." + "reason": "torch.split return values and RoPE implementation are different GLM bugs." + }, + { + "left": "issue:43097", + "right": "issue:44493", + "accept": false, + "reason": "Removed config flag behavior is not the same as unexpected position-id keys across models." }, { "left": "issue:41628", "right": "issue:45071", "accept": false, - "reason": "AutoImageProcessor import failure is not the same as PreTrainedConfig type checking." + "reason": "AutoImageProcessor import failure and PreTrainedConfig type-checking breakage are different API regressions." }, { "left": "issue:43012", "right": "issue:43408", "accept": false, - "reason": "Precision warning in bf16 compile is unrelated to the SAM3 model-type warning." + "reason": "TF32 warning behavior and sam3 model-type mismatch are unrelated." }, { "left": "issue:42222", "right": "issue:45459", "accept": false, - "reason": "VitPose breakage is unrelated to tokenizer errors being masked by protobuf import handling." + "reason": "Vitpose model breakage is unrelated to tokenizer error masking when protobuf is absent." }, { "left": "issue:43441", "right": "issue:44829", "accept": false, - "reason": "FlashAttention failures on different models and symptoms do not indicate the same bug." + "reason": "FlashAttention failure on Ministral-3 and flash_attention_3 training degeneration are different model/code paths." }, { "left": "issue:45071", "right": "issue:45542", "accept": false, - "reason": "Type checking regression in PretrainedConfig is unrelated to TensorFlow backend installation problems." + "reason": "Type-checking regression in v5.4.0 and missing-TensorFlow backend setup are unrelated." }, { - "left": "issue:42371", - "right": "issue:42831", + "left": "issue:43931", + "right": "issue:44410", "accept": false, - "reason": "TF32 control API warning and FineGrainedFP8 accuracy issue are distinct precision topics." + "reason": "Weight-shape mismatch in Qwen3-VL-30B is not the same as missing projections in qwen3next." }, { - "left": "issue:42673", - "right": "issue:44977", + "left": "issue:43931", + "right": "issue:44038", "accept": false, - "reason": "VRAM leak under multithreaded dataloaders is not the same as Qwen3.5 flash-attention generation failure." + "reason": "Different Qwen model variants and different failure modes; not one bug." }, { - "left": "issue:42673", - "right": "issue:43906", + "left": "issue:43335", + "right": "issue:45071", "accept": false, - "reason": "The isolated reproduction reference does not show the same underlying bug as the VRAM leak report." + "reason": "Sparse-layer construction bug and PreTrainedConfig type-checking regression are unrelated." }, { - "left": "issue:43931", - "right": "issue:44038", + "left": "issue:45003", + "right": "issue:45341", "accept": false, - "reason": "Shape mismatch when loading Qwen3-VL-30B is different from the Qwen3-VL-Moe bug report." + "reason": "Unsafe sys.modules access in modeling_utils is unrelated to a small testing_utils bug." }, { - "left": "issue:43335", - "right": "issue:45071", + "left": "issue:43986", + "right": "issue:45341", "accept": false, - "reason": "SwitchTransformers sparse-layer construction bug is unrelated to PretrainedConfig type checking." + "reason": "AutoProcessor crash without torchvision is unrelated to testing_utils." }, { "left": "issue:43097", "right": "issue:43452", "accept": false, - "reason": "API removal for tie_embeddings is unrelated to gguf_file breaking tokenizer/model loading." + "reason": "Removed tie_embeddings flag and gguf_file/pretrained loading breakage are different regressions." }, { "left": "issue:43874", "right": "issue:44263", "accept": false, - "reason": "GLM46V image patch counting and GlmMoeDsaIndexer split outputs are unrelated model internals." + "reason": "Image-patch helper missing and torch.split return-value issue are unrelated." + }, + { + "left": "issue:43408", + "right": "issue:44368", + "accept": false, + "reason": "Model-type warning for sam3 tracker/video is not the same as tie_word_embeddings warnings on Qwen3.5." } ] }, @@ -13173,37 +13376,38 @@ "label": "issue", "component_index": 1, "component_count": 17, - "review_unit_index": 42, - "review_unit_count": 47, + "review_unit_index": 43, + "review_unit_count": 48, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-406", + "cluster_id": "cluster-10000-407", "nodes": [ + "issue:36683", "issue:38617", - "issue:42617", - "issue:42673", "issue:42757", "issue:42886", + "issue:42907", "issue:43012", "issue:43064", "issue:43066", "issue:43097", "issue:43208", + "issue:43352", "issue:43381", - "issue:43408", "issue:43502", + "issue:43531", "issue:43550", + "issue:43582", "issue:43825", "issue:43873", - "issue:43901", "issue:43906", - "issue:43931", "issue:43976", "issue:43986", "issue:43992", + "issue:44016", "issue:44038", "issue:44062", "issue:44117", @@ -13211,300 +13415,281 @@ "issue:44315", "issue:44351", "issue:44368", + "issue:44380", "issue:44410", + "issue:44483", "issue:44484", "issue:44485", + "issue:44514", "issue:44655", "issue:44704", - "issue:44945", - "issue:44964", "issue:44987", "issue:45071", "issue:45103", - "issue:45200", - "issue:45290", "issue:45341", "issue:45372", "issue:45375", - "issue:45561", + "issue:45479", "issue:45588", - "issue:45859" + "issue:45753", + "issue:46050" ], "soft_pairs": [ - "issue:43408|issue:44368", - "issue:43986|issue:44484", "issue:44117|issue:44987", - "issue:43976|issue:44945", + "issue:43976|issue:45071", + "issue:43986|issue:44484", + "issue:43986|issue:45372", + "issue:43531|issue:45341", "issue:38617|issue:42757", + "issue:44261|issue:44485", "issue:43064|issue:44315", "issue:44410|issue:45375", - "issue:43097|issue:45588", "issue:44062|issue:44117", + "issue:43097|issue:46050", "issue:38617|issue:44351", - "issue:44964|issue:45071", - "issue:42673|issue:45200", + "issue:43097|issue:45588", "issue:44038|issue:44410", "issue:44704|issue:45103", - "issue:43931|issue:44410", "issue:43502|issue:43992", - "issue:44964|issue:45341", - "issue:44261|issue:44485", - "issue:45341|issue:45859", "issue:43986|issue:44117", "issue:43097|issue:43873", + "issue:43986|issue:44016", "issue:43066|issue:43906", - "issue:43986|issue:45290", - "issue:43986|issue:45372", - "issue:42617|issue:45341", - "issue:43097|issue:43901", - "issue:45341|issue:45561", "issue:43825|issue:44655", - "issue:43986|issue:45341", "issue:43992|issue:44484", - "issue:45341|issue:45588", "issue:43208|issue:43550", "issue:43012|issue:43550", + "issue:43352|issue:44380", "issue:42886|issue:43381", - "issue:43012|issue:44368" + "issue:43012|issue:44368", + "issue:42907|issue:45753", + "issue:42907|issue:44655", + "issue:44380|issue:45479", + "issue:43352|issue:43976", + "issue:43064|issue:44380", + "issue:44483|issue:44514", + "issue:36683|issue:43582" ], - "prepared_review_unit_hash": "b319016211b2e9c9609e181037256bca8c10f7628023ce1b3de180be1978d35b", + "prepared_review_unit_hash": "e2760c8d78a431370b191a3f4dd30874306b7eabd614912168392a29a2f1ae98", "component_budget": { - "node_count": 406, - "item_count": 406, - "soft_pair_count": 1515, - "serialized_chars": 782188, - "estimated_input_tokens": 195547, - "estimated_eval_tokens": 391350 + "node_count": 407, + "item_count": 407, + "soft_pair_count": 1521, + "serialized_chars": 784896, + "estimated_input_tokens": 196224, + "estimated_eval_tokens": 392704 }, "budget": { - "node_count": 47, - "item_count": 47, - "soft_pair_count": 35, - "serialized_chars": 37489, - "estimated_input_tokens": 9373, - "estimated_eval_tokens": 19002 + "node_count": 48, + "item_count": 48, + "soft_pair_count": 34, + "serialized_chars": 37747, + "estimated_input_tokens": 9437, + "estimated_eval_tokens": 19130 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is a heterogeneous mix of unrelated issue reports (imports, loading, tokenizer/config warnings, model-specific bugs, pipeline behavior, offloading, etc.). None of the soft pairs appear to describe the same concrete bug/change, so all soft edges should be rejected.", - "confidence": 0.93, - "canonical_issue_reason": "issue:43873 is the most active and broadly framed open issue in the set, so it is the best anchor for triage despite the cluster not being a true duplicate group.", + "summary": "These issues are mostly unrelated Transformers bugs; the soft links look like embedding-similarity false positives rather than true duplicates. I would not merge any of the proposed pairs.", + "confidence": 0.23, + "canonical_issue_reason": "issue:43097 is the best single anchor here: it is a concrete v5 regression with clear user impact and some inbound references, even though it is not a true umbrella for the rest of the set.", "canonical_pr_reason": null, - "best_issue_reason": "issue:43873 has the strongest activity/signals (discussion and inbound references) and is broad enough to serve as the representative issue for this noisy cluster.", + "best_issue_reason": "issue:43097 is the strongest standalone bug report among the noisy cluster; it is specific, reproducible, and broadly relevant to v5 compatibility.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:43408", - "right": "issue:44368", + "left": "issue:44117", + "right": "issue:44987", + "accept": false, + "reason": "Different failures: tokenizer mapping fallback vs a broader Transformers>=5.1.0 model-loading regression." + }, + { + "left": "issue:43976", + "right": "issue:45071", "accept": false, - "reason": "Different warnings in different subsystems: SAM model-type mismatch vs tie_word_embeddings config warning for Qwen3.5." + "reason": "One is a Python-version compatibility problem; the other is a type-checking regression. Not the same bug." }, { "left": "issue:43986", "right": "issue:44484", "accept": false, - "reason": "Processor loading crash without torchvision is unrelated to save_pretrained shard-size behavior." + "reason": "Missing torchvision during AutoProcessor/model loading is unrelated to max_shard_size behavior." }, { - "left": "issue:44117", - "right": "issue:44987", + "left": "issue:43986", + "right": "issue:45372", "accept": false, - "reason": "One is a tokenizer mapping None-handling bug; the other is a model-specific load failure for physical-intelligence/fast." + "reason": "Different import/loading paths: optional torchvision dependency vs mistral_common ReasoningEffort import failure." }, { - "left": "issue:43976", - "right": "issue:44945", + "left": "issue:43531", + "right": "issue:45341", "accept": false, - "reason": "Python-version compatibility failure and pipeline-parallel output corruption are separate problems." + "reason": "Qwen3-MoE sliding_window bug and a testing_utils bug are unrelated." }, { "left": "issue:38617", "right": "issue:42757", "accept": false, - "reason": "Both are import errors, but they involve different missing symbols from different modules and different code paths." + "reason": "Both are import errors, but they involve different missing symbols and different dependency breakages." + }, + { + "left": "issue:44261", + "right": "issue:44485", + "accept": false, + "reason": "MLA q_a_layernorm precision/config issue is not the same as GLM-5 RoPE implementation behavior." }, { "left": "issue:43064", "right": "issue:44315", "accept": false, - "reason": "Wrong optimizer state placement with FSDP2/PEFT is unrelated to Liger Kernel not applying under model_init." + "reason": "FSDP2 optimizer-state corruption and Liger-kernel application with model_init are different training-path bugs." }, { "left": "issue:44410", "right": "issue:45375", "accept": false, - "reason": "Both mention Qwen3-family configs, but one is a missing projection in a model layer and the other is a config field being dropped." - }, - { - "left": "issue:43097", - "right": "issue:45588", - "accept": false, - "reason": "Removed config API warning and flash_attention sink-less crash are unrelated issues." + "reason": "Different model/config omissions: missing projections in qwen3next vs a missing vision config field." }, { "left": "issue:44062", "right": "issue:44117", "accept": false, - "reason": "Tokenizer constructor argument conflict is not the same bug as TOKENIZER_MAPPING_NAMES returning None." - }, - { - "left": "issue:38617", - "right": "issue:44351", - "accept": false, - "reason": "Different import failures for different names and packages; no shared underlying defect is evident." - }, - { - "left": "issue:44964", - "right": "issue:45071", - "accept": false, - "reason": "Model-specific loading failure is unrelated to PreTrainedConfig type-checking breakage." - }, - { - "left": "issue:42673", - "right": "issue:45200", - "accept": false, - "reason": "VRAM leak in Qwen3ForCausalLM with dataloader threads is unrelated to Gemma 4 mm_token_type_ids defaults." - }, - { - "left": "issue:44038", - "right": "issue:44410", - "accept": false, - "reason": "Qwen3-VL-Moe compatibility issue and qwen3next missing projections are different model bugs." + "reason": "AddedToken keyword collision is unrelated to TOKENIZER_MAPPING_NAMES returning None." }, { - "left": "issue:44704", - "right": "issue:45103", + "left": "issue:43097", + "right": "issue:46050", "accept": false, - "reason": "Passing kwargs through AutoProcessor.from_pretrained is a runtime bug; _process_kwargs_parameters crashing under future annotations is a separate docstring utility bug." + "reason": "Both touch save/load flows, but one is a removed config flag and the other is quantized model round-tripping after save_pretrained." }, { - "left": "issue:43931", - "right": "issue:44410", + "left": "issue:38617", + "right": "issue:44351", "accept": false, - "reason": "Weight-shape mismatch loading Qwen3-VL-30B-A3B-Instruct is not the same as missing qkv/gate projections in qwen3next." + "reason": "Both are import errors, but they concern different exports and different modules." }, { - "left": "issue:43502", - "right": "issue:43992", + "left": "issue:43097", + "right": "issue:45588", "accept": false, - "reason": "local_files_only network leakage and missing embed_tokens.weight are different from-pretrained failures." + "reason": "Embedding-tie config removal is unrelated to flash_attention.py crashing on s_aux=None." }, { - "left": "issue:44964", - "right": "issue:45341", + "left": "issue:44038", + "right": "issue:44410", "accept": false, - "reason": "Model loading error and a testing_utils bug are unrelated." + "reason": "Different Qwen model families and different failures; not the same underlying bug." }, { - "left": "issue:44261", - "right": "issue:44485", + "left": "issue:44704", + "right": "issue:45103", "accept": false, - "reason": "RMS norm epsilon precision mismatch is unrelated to GLM-5 RoPE implementation." + "reason": "kwargs forwarding in AutoProcessor.from_pretrained is not the same as the auto_docstring annotation crash." }, { - "left": "issue:45341", - "right": "issue:45859", + "left": "issue:43502", + "right": "issue:43992", "accept": false, - "reason": "A testing utility bug and a CPU-offload incompatibility in Qwen3_5MoeTextRotaryEmbedding are not the same issue." + "reason": "Local-files-only API requests and missing embed_tokens.weight are different from_pretrained problems." }, { "left": "issue:43986", "right": "issue:44117", "accept": false, - "reason": "AutoProcessor/torchvision import crash and tokenizer mapping None-handling are distinct failure points." + "reason": "Processor-loading with a missing optional dependency is not the same as tokenizer mapping returning None." }, { "left": "issue:43097", "right": "issue:43873", "accept": false, - "reason": "Removed API warning and quantization/offloading behavior are unrelated." + "reason": "Removed tie_embeddings_and_encoder_decoder and quantization offloading behavior are distinct problems." }, { - "left": "issue:43066", - "right": "issue:43906", + "left": "issue:43986", + "right": "issue:44016", "accept": false, - "reason": "Wrong tokenizer decoder type and an isolated reproduction of another issue do not share the same concrete bug." + "reason": "A missing torchvision dependency is unrelated to a notebook syntax error." }, { - "left": "issue:43986", - "right": "issue:45290", + "left": "issue:43066", + "right": "issue:43906", "accept": false, - "reason": "Processor loading without torchvision is unrelated to chat template crashes with tool-call assistant messages." + "reason": "Wrong tokenizer decoder type and an isolated reproduction of another issue are not shown to be the same defect." }, { - "left": "issue:43986", - "right": "issue:45372", + "left": "issue:43825", + "right": "issue:44655", "accept": false, - "reason": "Both affect processor loading, but the missing torchvision dependency and the mistral_common ReasoningEffort import error are different root causes." + "reason": "An incorrect pipeline error message and pipeline save_pretrained failure are different code paths." }, { - "left": "issue:42617", - "right": "issue:45341", + "left": "issue:43992", + "right": "issue:44484", "accept": false, - "reason": "Running 3d_parallel.py and a testing utility bug are unrelated." + "reason": "Missing encoder weights on load is unrelated to the 50GB shard-size default question." }, { - "left": "issue:43097", - "right": "issue:43901", + "left": "issue:43208", + "right": "issue:43550", "accept": false, - "reason": "Config API removal warning and outdated pipeline docs are different issues." + "reason": "xLSTM training bugs and a Bamba torch.compile/SDPA failure are unrelated." }, { - "left": "issue:45341", - "right": "issue:45561", + "left": "issue:43012", + "right": "issue:43550", "accept": false, - "reason": "A small testing_utils bug is unrelated to pytest-xdist races on captured_info.txt." + "reason": "A bfloat16 compile warning is not the same as a model-specific SDPA compile failure." }, { - "left": "issue:43825", - "right": "issue:44655", + "left": "issue:43352", + "right": "issue:44380", "accept": false, - "reason": "Pipeline translation-task messaging and saving Pipeline objects are different behaviors." + "reason": "Flash Attention 2 unsupported for Nemotron and GPT2 attention scaling being ignored are different issues." }, { - "left": "issue:43986", - "right": "issue:45341", + "left": "issue:42886", + "right": "issue:43381", "accept": false, - "reason": "AutoProcessor crash without torchvision is unrelated to a testing_utils bug." + "reason": "Offline cache loading and gradient checkpointing in eval mode are unrelated." }, { - "left": "issue:43992", - "right": "issue:44484", + "left": "issue:43012", + "right": "issue:44368", "accept": false, - "reason": "Missing embed_tokens.weight on load and save_pretrained shard-size defaults are unrelated." + "reason": "A PyTorch warning during compile is not the same as a tie_word_embeddings warning in a LoRA workflow." }, { - "left": "issue:45341", - "right": "issue:45588", + "left": "issue:42907", + "right": "issue:45753", "accept": false, - "reason": "Testing utility bug and flash_attention crash on s_aux=None do not share a code path." + "reason": "Save/dequantization failure and a Qwen3_5 infinite-loop generation bug are unrelated." }, { - "left": "issue:43208", - "right": "issue:43550", + "left": "issue:42907", + "right": "issue:44655", "accept": false, - "reason": "xLSTM training blockers and Bamba torch.compile SDPA failure are different model/compiler issues." + "reason": "Both mention saving, but one is quantized-model serialization and the other is Pipeline.save_pretrained support." }, { - "left": "issue:43012", - "right": "issue:43550", + "left": "issue:44380", + "right": "issue:45479", "accept": false, - "reason": "PyTorch bfloat16 warning is unrelated to a compile-time SDPA model failure." + "reason": "Attention-scaling configuration loss and degenerate zero-loss sequence classification are different bugs." }, { - "left": "issue:42886", - "right": "issue:43381", + "left": "issue:44483", + "right": "issue:44514", "accept": false, - "reason": "Offline cache loading failure and gradient checkpointing in eval mode are separate problems." + "reason": "API request rejection in v5.3 and a Qwen2_5_VLProcessor batching crash are different failures." }, { - "left": "issue:43012", - "right": "issue:44368", + "left": "issue:36683", + "right": "issue:43582", "accept": false, - "reason": "Precision warning for bfloat16 compilation is unrelated to a tie_word_embeddings config warning." + "reason": "Gemma3Config missing vocab_size and an Apple Silicon caching_allocator_warmup TypeError are unrelated." } ] }, @@ -13519,14 +13704,14 @@ "label": "issue", "component_index": 1, "component_count": 17, - "review_unit_index": 43, - "review_unit_count": 47, + "review_unit_index": 44, + "review_unit_count": 48, "status": "reviewed", "reason": null, "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-406", + "cluster_id": "cluster-10000-407", "nodes": [ "issue:36010", "issue:36683", @@ -13534,7 +13719,6 @@ "issue:42490", "issue:42757", "issue:42898", - "issue:42907", "issue:42994", "issue:43012", "issue:43064", @@ -13546,19 +13730,19 @@ "issue:43502", "issue:43525", "issue:43526", - "issue:43611", "issue:43618", "issue:43756", "issue:43761", "issue:43824", "issue:43867", - "issue:43881", "issue:43901", - "issue:43906", + "issue:43931", "issue:43937", "issue:43976", - "issue:43992", "issue:44038", + "issue:44077", + "issue:44188", + "issue:44220", "issue:44222", "issue:44230", "issue:44242", @@ -13566,285 +13750,289 @@ "issue:44380", "issue:44483", "issue:44485", - "issue:44514", + "issue:44492", "issue:44655", "issue:44683", + "issue:44938", "issue:45216", "issue:45290", - "issue:45310", "issue:45381", "issue:45440", "issue:45478", + "issue:45593", "issue:45753" ], "soft_pairs": [ - "issue:42907|issue:45753", - "issue:42907|issue:44655", - "issue:44483|issue:44514", "issue:44222|issue:45478", "issue:43208|issue:43526", "issue:42490|issue:43012", "issue:43012|issue:44683", + "issue:43618|issue:43761", "issue:42757|issue:43824", + "issue:43618|issue:44380", "issue:44038|issue:44230", "issue:38617|issue:43502", "issue:44483|issue:45290", - "issue:43618|issue:43761", - "issue:43064|issue:44380", - "issue:44483|issue:45381", + "issue:43756|issue:44485", "issue:43299|issue:43867", + "issue:44483|issue:45381", "issue:43901|issue:44655", "issue:36683|issue:43475", + "issue:43299|issue:45753", "issue:42994|issue:44655", "issue:43352|issue:43937", "issue:43867|issue:45216", + "issue:44077|issue:44380", "issue:36010|issue:42757", "issue:42898|issue:43066", - "issue:43611|issue:44655", - "issue:43756|issue:44485", + "issue:36683|issue:44077", + "issue:44220|issue:44655", + "issue:43976|issue:44938", + "issue:43352|issue:45593", "issue:36683|issue:43525", "issue:43618|issue:45216", "issue:44263|issue:45440", - "issue:43906|issue:45753", + "issue:44188|issue:44380", "issue:36683|issue:44242", - "issue:36683|issue:43881", - "issue:43299|issue:45753", - "issue:43352|issue:43976", - "issue:43992|issue:45310" + "issue:43064|issue:44492", + "issue:43352|issue:43931" ], - "prepared_review_unit_hash": "c0e99886aff4fc8399619842f94456bf1ef74c239a29f7acb31f9bb60ae8d537", + "prepared_review_unit_hash": "56c52ca11443dd80b5df1df0958d29dd396f9d188365493650c658bd7045b766", "component_budget": { - "node_count": 406, - "item_count": 406, - "soft_pair_count": 1515, - "serialized_chars": 782188, - "estimated_input_tokens": 195547, - "estimated_eval_tokens": 391350 + "node_count": 407, + "item_count": 407, + "soft_pair_count": 1521, + "serialized_chars": 784896, + "estimated_input_tokens": 196224, + "estimated_eval_tokens": 392704 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 33, - "serialized_chars": 37100, - "estimated_input_tokens": 9275, - "estimated_eval_tokens": 18806 + "serialized_chars": 37086, + "estimated_input_tokens": 9272, + "estimated_eval_tokens": 18800 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "Mostly a heterogeneous grab-bag of Transformers v5 regressions and model-specific bugs; the soft-similarity pairs do not look like true duplicates of the same underlying change or code path.", - "confidence": 0.93, - "canonical_issue_reason": "issue:43611 is the closest umbrella item because it describes a broad v5 model-loading regression, but the cluster overall is too mixed for a single true canonical duplicate.", + "summary": "Mostly a heterogeneous bundle of Transformers regressions and import/load issues. I found one plausible duplicate edge in CLIP vision output regression; the rest are too different to merge safely.", + "confidence": 0.71, + "canonical_issue_reason": "Issue 43299 is the clearest anchor for the largest coherent subtheme here: v5-era Qwen3/Qwen3.5 MoE loading regressions. It is more representative than the many one-off import/config/runtime bugs scattered through the cluster.", "canonical_pr_reason": null, - "best_issue_reason": "issue:43611 is the best representative by breadth, but it still only covers one slice of the cluster and does not subsume the import, save, tokenizer, chat-template, or model-specific failures.", + "best_issue_reason": "Issue 43299 is the best global issue anchor because it is specific, version-scoped, and aligns with other nearby Qwen3/Qwen3.5 loading failures; the cluster otherwise lacks a single dominant bug. ", "best_pr_reason": null, "soft_edge_verdicts": [ - { - "left": "issue:42907", - "right": "issue:45753", - "accept": false, - "reason": "Different bugs: a quantized/dequantized save failure vs a Qwen3.5 image-generation infinite loop." - }, - { - "left": "issue:42907", - "right": "issue:44655", - "accept": false, - "reason": "Both mention saving, but one is model dequantization serialization and the other is Pipeline.save_pretrained; different code paths." - }, - { - "left": "issue:44483", - "right": "issue:44514", - "accept": false, - "reason": "Unrelated failures: chat/completions API request validation vs batched processor template handling." - }, { "left": "issue:44222", "right": "issue:45478", "accept": false, - "reason": "Both concern Qwen3.5/MoE, but one is FP8 save_pretrained and the other is from_pretrained loading; not the same bug." + "reason": "Both mention Qwen3.5 MoE, but one is FP8 save_pretrained and the other is a from_pretrained loading error; different code paths and likely different fixes." }, { "left": "issue:43208", "right": "issue:43526", "accept": false, - "reason": "Completely different subsystems: xLSTM training bugs vs BEiT image processor label reduction." + "reason": "Unrelated bugs: xLSTM training blockers vs BeitImageProcessorFast label reduction behavior." }, { "left": "issue:42490", "right": "issue:43012", "accept": false, - "reason": "Different behavior regressions: local-path import warning vs bfloat16 compile warning." + "reason": "Both are warnings, but one is local path import warning and the other is a PyTorch precision warning; not the same bug." }, { "left": "issue:43012", "right": "issue:44683", "accept": false, - "reason": "Different low-level issues: PyTorch precision warning vs compiled flex_attention failure on newer torch." + "reason": "Different issues: a bfloat16 precision warning vs a compiled flex_attention failure on newer torch." + }, + { + "left": "issue:43618", + "right": "issue:43761", + "accept": true, + "reason": "Both describe a CLIP vision forward regression where optional outputs are not populated correctly (attentions/hidden_states), so they look like the same underlying bug." }, { "left": "issue:42757", "right": "issue:43824", "accept": false, - "reason": "Different import errors from different packages/classes; no shared underlying fix." + "reason": "Both are import errors, but for different symbols/packages and likely unrelated version mismatches." + }, + { + "left": "issue:43618", + "right": "issue:44380", + "accept": false, + "reason": "Different model/code paths: CLIP output regression vs GPT-2 attention scaling under SDPA/FlashAttention." }, { "left": "issue:44038", "right": "issue:44230", "accept": false, - "reason": "Same broad model family, but one is a v5 loading regression and the other is fp8 inference support; not one bug." + "reason": "Both are Qwen3-VL-MoE related, but one is a load bug in v5 and the other is FP8 inference support; not the same concrete defect." }, { "left": "issue:38617", "right": "issue:43502", "accept": false, - "reason": "Unrelated: missing import export vs local_files_only still making network requests." + "reason": "Different failures: missing configuration_utils import vs offline/local_files_only network requests." }, { "left": "issue:44483", "right": "issue:45290", "accept": false, - "reason": "Different request surfaces: chat/completions API acceptance vs tokenization crash on tool-call messages." + "reason": "Both are chat/API related, but one is request acceptance at /v1/chat/completions and the other is chat template tokenization with tool-call messages." }, { - "left": "issue:43618", - "right": "issue:43761", + "left": "issue:43756", + "right": "issue:44485", "accept": false, - "reason": "Both are CLIP v5 regressions, but one is attentions missing in outputs and the other is hidden_states=None; distinct failures." + "reason": "Both mention RoPE, but they concern different models and different implementation questions." }, { - "left": "issue:43064", - "right": "issue:44380", + "left": "issue:43299", + "right": "issue:43867", "accept": false, - "reason": "Different functional areas: FSDP2/PEFT optimizer-state bug vs GPT2 attention scaling being ignored in SDPA/FlashAttention." + "reason": "Both are load-time problems, but one is Qwen3VL-MoE loading in v5 and the other is a sorted state_dict weight-shape mismatch; not clearly the same bug." }, { "left": "issue:44483", "right": "issue:45381", "accept": false, - "reason": "Different model/pipeline issues: chat completions request handling vs Qwen2.5-VL video position-id bug." - }, - { - "left": "issue:43299", - "right": "issue:43867", - "accept": false, - "reason": "Different load failures for different models; no shared concrete code-path problem." + "reason": "Different request/model paths: chat/completions API rejection vs Qwen2.5-VL video vision_position_ids regression." }, { "left": "issue:43901", "right": "issue:44655", "accept": false, - "reason": "Docs mismatch vs serialization bug; not the same underlying issue." + "reason": "Docs mismatch for TextClassificationPipeline vs inability to save Pipeline objects; unrelated." }, { "left": "issue:36683", "right": "issue:43475", "accept": false, - "reason": "Different missing-attribute bugs in unrelated model configs/outputs." + "reason": "Both are missing-attribute errors, but on different configs/outputs and different models." + }, + { + "left": "issue:43299", + "right": "issue:45753", + "accept": false, + "reason": "One is a model-loading regression, the other is an infinite generation loop on a specific image; different symptoms and likely different causes." }, { "left": "issue:42994", "right": "issue:44655", "accept": false, - "reason": "Both involve saving, but one is quantized-model saving and the other is saving Pipeline objects; different failures." + "reason": "Both involve saving, but one is quantized model save failure and the other is Pipeline.save_pretrained behavior." }, { "left": "issue:43352", "right": "issue:43937", "accept": false, - "reason": "Different problems: FlashAttention support gating vs invalid GenerationConfig for GLM-5." + "reason": "Different model concerns: Flash Attention support gating vs invalid GenerationConfig for GLM-5." }, { "left": "issue:43867", "right": "issue:45216", "accept": false, - "reason": "Different save/load regressions with different triggers and model families." + "reason": "Both are checkpoint/save-load regressions, but the titles point to different mechanisms and different model families; too broad to treat as one bug." + }, + { + "left": "issue:44077", + "right": "issue:44380", + "accept": false, + "reason": "Different model families and different logic: PatchTSMixer post_init validation vs GPT-2 attention scaling backend behavior." }, { "left": "issue:36010", "right": "issue:42757", "accept": false, - "reason": "Different import failures from different modules/packages." + "reason": "Both are import errors, but they concern different missing exports from different modules." }, { "left": "issue:42898", "right": "issue:43066", "accept": false, - "reason": "Both are v5 behavior changes, but one is tokenizer cleanup-space behavior and the other is decoder type selection." + "reason": "Both are v5 tokenizer-related, but one is a cleanup-space behavior change and the other is a wrong decoder type; not the same bug." }, { - "left": "issue:43611", + "left": "issue:36683", + "right": "issue:44077", + "accept": false, + "reason": "Unrelated model bugs: Gemma3Config missing vocab_size vs patchtsmixer post_init policy." + }, + { + "left": "issue:44220", "right": "issue:44655", "accept": false, - "reason": "Different surfaces: base_model_prefix load regression vs Pipeline save_pretrained failure." + "reason": "Different domains: audio fbank extraction vs saving Pipeline objects." }, { - "left": "issue:43756", - "right": "issue:44485", + "left": "issue:43976", + "right": "issue:44938", + "accept": false, + "reason": "Both are environment/version compatibility problems, but one is Python 3.9+ vs 3.10+ and the other is Python 3.14 loading failure." + }, + { + "left": "issue:43352", + "right": "issue:45593", "accept": false, - "reason": "Both mention RoPE-related model work, but these are different model families and different bugs." + "reason": "Different model bugs: Nemotron Flash Attention support vs D-FINE auxiliary loss handling." }, { "left": "issue:36683", "right": "issue:43525", "accept": false, - "reason": "Separate missing-config-attribute regressions for different models." + "reason": "Both are config attribute errors, but for different configs and different missing fields; not enough to duplicate." }, { "left": "issue:43618", "right": "issue:45216", "accept": false, - "reason": "CLIP output regression vs Qwen3.5 checkpoint save regression; unrelated." + "reason": "CLIP vision output regression vs Qwen3.5 save_pretrained checkpoint regression are unrelated." }, { "left": "issue:44263", "right": "issue:45440", "accept": false, - "reason": "Different MoE implementation issues affecting different models and behaviors." + "reason": "Both are MoE implementation issues, but they affect different models and different code paths." }, { - "left": "issue:43906", - "right": "issue:45753", + "left": "issue:44188", + "right": "issue:44380", "accept": false, - "reason": "A reproduction of an earlier issue is not the same as an infinite-loop bug on a specific image." + "reason": "Both involve attention behavior under backend/compiler changes, but the concrete branches and affected models are different." }, { "left": "issue:36683", "right": "issue:44242", "accept": false, - "reason": "Different bugs: missing config attribute vs load-balancing loss omission in MoE." - }, - { - "left": "issue:36683", - "right": "issue:43881", - "accept": false, - "reason": "Different model loading problems with no shared concrete fix." + "reason": "Different bugs: Gemma3Config missing vocab_size vs MoE load-balancing loss gating." }, { - "left": "issue:43299", - "right": "issue:45753", + "left": "issue:43064", + "right": "issue:44492", "accept": false, - "reason": "Different Qwen3.5 failures: MoE loading vs image-specific infinite loop." + "reason": "Training/optimizer-state corruption vs a cache-strategy typo; unrelated." }, { "left": "issue:43352", - "right": "issue:43976", - "accept": false, - "reason": "No shared code path: FlashAttention support check vs Python-version compatibility." - }, - { - "left": "issue:43992", - "right": "issue:45310", + "right": "issue:43931", "accept": false, - "reason": "Different from_pretrained failures for unrelated model families." + "reason": "Different model families and symptoms: Flash Attention support limitation vs Qwen3-VL-30B-A3B weight-shape mismatch." } ] }, - "evaluator_result": null, - "evaluator_used": false, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet, and the one accepted soft edge (43618\u201343761) is conservative and well supported by the CLIP output regression titles. The rest of the verdicts stay cautious and do not overstate duplication. The choice of issue 43299 as the anchor is also reasonably supported by the nearby Qwen3/Qwen3.5 MoE loading/save regressions." + }, + "evaluator_used": true, "retried": false, - "accepted_nontrivial_soft_edge": false, + "accepted_nontrivial_soft_edge": true, "error_kind": null, "error_message": null }, @@ -13852,14 +14040,14 @@ "label": "issue", "component_index": 1, "component_count": 17, - "review_unit_index": 44, - "review_unit_count": 47, + "review_unit_index": 45, + "review_unit_count": 48, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-406", + "cluster_id": "cluster-10000-407", "nodes": [ "issue:28282", "issue:33453", @@ -13869,322 +14057,292 @@ "issue:42490", "issue:42548", "issue:42890", + "issue:43010", "issue:43064", - "issue:43097", - "issue:43352", - "issue:43441", + "issue:43065", "issue:43502", "issue:43575", "issue:43618", + "issue:43723", "issue:43867", - "issue:43901", "issue:43976", "issue:43992", "issue:44062", "issue:44075", "issue:44077", "issue:44112", - "issue:44117", "issue:44222", "issue:44246", "issue:44351", "issue:44355", "issue:44360", - "issue:44380", + "issue:44387", "issue:44484", - "issue:44492", - "issue:44655", + "issue:44556", "issue:44855", "issue:44857", "issue:44938", "issue:44964", "issue:44977", + "issue:45071", "issue:45125", + "issue:45278", + "issue:45310", "issue:45341", "issue:45357", "issue:45375", + "issue:45381", "issue:45440", "issue:45478", - "issue:45479", "issue:45561", - "issue:45588", - "issue:45600" + "issue:45600", + "issue:45850" ], "soft_pairs": [ - "issue:43441|issue:44380", - "issue:43352|issue:44380", - "issue:44380|issue:45479", + "issue:43992|issue:45310", + "issue:43010|issue:45278", "issue:44355|issue:44855", "issue:43867|issue:45375", "issue:41669|issue:44246", - "issue:43352|issue:45478", - "issue:43618|issue:44380", - "issue:36683|issue:44117", + "issue:36683|issue:43064", "issue:42890|issue:45561", - "issue:43064|issue:44492", - "issue:43097|issue:43352", + "issue:44938|issue:45071", "issue:43867|issue:45357", - "issue:43976|issue:44938", + "issue:43010|issue:45850", "issue:43992|issue:45478", + "issue:43010|issue:43976", + "issue:44938|issue:45381", + "issue:43618|issue:44077", "issue:42490|issue:44075", - "issue:43064|issue:44655", "issue:36296|issue:43575", "issue:28282|issue:33453", "issue:44360|issue:45440", "issue:43867|issue:44484", - "issue:44077|issue:44380", "issue:43618|issue:44857", "issue:43618|issue:44977", - "issue:43618|issue:45588", - "issue:43901|issue:44938", - "issue:44655|issue:44938", "issue:42890|issue:44964", "issue:42890|issue:44112", "issue:42890|issue:45600", "issue:43502|issue:44062", - "issue:44222|issue:45125", + "issue:43723|issue:44556", "issue:42890|issue:45341", + "issue:44222|issue:45125", + "issue:44387|issue:44556", + "issue:43010|issue:43065", "issue:42548|issue:44351" ], - "prepared_review_unit_hash": "5cc697aa806644476a36682402049cdf769a3ce60ae5c51310963de52810e9e6", + "prepared_review_unit_hash": "5614ea0104816f9be2e2d11f015af874a095f0a025417427dfa3e5eaa1a29a9d", "component_budget": { - "node_count": 406, - "item_count": 406, - "soft_pair_count": 1515, - "serialized_chars": 782188, - "estimated_input_tokens": 195547, - "estimated_eval_tokens": 391350 + "node_count": 407, + "item_count": 407, + "soft_pair_count": 1521, + "serialized_chars": 784896, + "estimated_input_tokens": 196224, + "estimated_eval_tokens": 392704 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 34, - "serialized_chars": 37465, - "estimated_input_tokens": 9367, - "estimated_eval_tokens": 18990 + "soft_pair_count": 31, + "serialized_chars": 36435, + "estimated_input_tokens": 9109, + "estimated_eval_tokens": 18474 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is mostly a loose collection of import/load regressions and model-specific failures; none of the soft-similarity pairs look like the same concrete bug or change.", - "confidence": 0.86, - "canonical_issue_reason": "issue:42548 is the broadest, most user-facing import regression in the set ('cannot import name PreTrainedModel'), so it best represents the cluster's import/load failure theme.", + "summary": "This set is mostly a grab bag of unrelated regressions and import/load bugs; only one soft pair looks like the same underlying issue (import-time slowdown).", + "confidence": 0.68, + "canonical_issue_reason": "issue:41669 is the most concrete root-cause report in the import-time slowdown subcluster; it explicitly identifies the likely cause, while issue:44246 only describes the symptom.", "canonical_pr_reason": null, - "best_issue_reason": "issue:42548 is the best representative issue because it is generic, high-impact, and not tied to a single model or test case.", + "best_issue_reason": "issue:41669 is the best overall representative because it states the specific performance regression and not just the vague user-facing slowdown.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:43441 \u2014 Ministral-3 FlashAttention crash", - "right": "issue:44380 \u2014 GPT2 attention scaling ignored with SDPA/FlashAttention", - "accept": false, - "reason": "Different models and different failures: model-specific FlashAttention incompatibility vs attention scaling config being ignored." - }, - { - "left": "issue:43352 \u2014 NemotronHForCausalLM no Flash Attention 2.0 support", - "right": "issue:44380 \u2014 GPT2 attention scaling ignored with SDPA/FlashAttention", - "accept": false, - "reason": "Both touch attention backends, but one is an unsupported-model error and the other is a config-path bug." - }, - { - "left": "issue:44380 \u2014 GPT2 attention scaling ignored with SDPA/FlashAttention", - "right": "issue:45479 \u2014 single_label_classification num_labels=1 zero loss", - "accept": false, - "reason": "Unrelated subsystems: attention backend behavior vs sequence-classification loss computation." - }, - { - "left": "issue:44355 \u2014 Errors occur when running compiled Python files", - "right": "issue:44855 \u2014 DebertaV2Model import fails on Python 3.13 due to torch.jit.script parsing", - "accept": false, - "reason": "Both are import/runtime errors, but one is compiled-file handling and the other is a Python 3.13 TorchScript parsing issue." - }, - { - "left": "issue:43867 \u2014 load model error when state_dict sorted", - "right": "issue:45375 \u2014 Qwen3_5MoeVisionConfig missing deepstack_visual_indexes", - "accept": false, - "reason": "One is state_dict ordering during loading; the other is a missing config field being dropped." - }, - { - "left": "issue:41669 \u2014 Remove import * usage from models", - "right": "issue:44246 \u2014 import transformers takes long sometimes", + "left": "issue:43992", + "right": "issue:45310", "accept": false, - "reason": "Code-style/import-surface cleanup versus import-time performance regression; not the same bug." + "reason": "Different bugs: missing embed_tokens weights in UMT5Encoder vs Qwen3.5 MoE from_pretrained failure." }, { - "left": "issue:43352 \u2014 NemotronHForCausalLM no Flash Attention 2.0 support", - "right": "issue:45478 \u2014 Qwen3.5 Moe from_pretrained error on transformers>=5.4.0", + "left": "issue:43010", + "right": "issue:45278", "accept": false, - "reason": "Different model families and different failure modes; unsupported FlashAttention is not the same as a from_pretrained regression." + "reason": "One is a no_grad decorator change for cache updates; the other is a broad import-error regression after upgrade." }, { - "left": "issue:43618 \u2014 CLIPOutput attentions is no longer assigned", - "right": "issue:44380 \u2014 GPT2 attention scaling ignored with SDPA/FlashAttention", + "left": "issue:44355", + "right": "issue:44855", "accept": false, - "reason": "Both mention attention, but one is an output-field regression and the other is backend-specific scaling behavior." + "reason": "Both concern import/runtime failures, but one is compiled Python-file errors and the other is a Python 3.13 JIT parsing issue." }, { - "left": "issue:36683 \u2014 Gemma3Config missing vocab_size", - "right": "issue:44117 \u2014 TOKENIZER_MAPPING_NAMES sometimes returns None", + "left": "issue:43867", + "right": "issue:45375", "accept": false, - "reason": "Config attribute missing vs tokenizer mapping lookup returning None; different layers of the loading stack." + "reason": "State-dict sorting load failure vs a missing Qwen3_5MoeVisionConfig field are different code paths." }, { - "left": "issue:42890 \u2014 SamHQModelIntegrationTest may fail without set_seed", - "right": "issue:45561 \u2014 pytest-xdist workers race on captured_info.txt", - "accept": false, - "reason": "Both are test instability, but one is nondeterminism in a model test and the other is an xdist file-race in testing utils." + "left": "issue:41669", + "right": "issue:44246", + "accept": true, + "reason": "Same underlying import-time performance regression: one names the import-* root cause, the other reports the slow import symptom." }, { - "left": "issue:43064 \u2014 Trainer.train() FSDP2 + PEFT + cpu_ram_efficient_loading wrong optimizer states", - "right": "issue:44492 \u2014 Typo in Cache strategies", + "left": "issue:36683", + "right": "issue:43064", "accept": false, - "reason": "Training-state corruption versus a documentation/wording issue; no shared code-path bug." + "reason": "Unrelated: Gemma3Config missing vocab_size vs a Trainer/FSDP2/PEFT optimizer-state mismatch." }, { - "left": "issue:43097 \u2014 tie_embeddings_and_encoder_decoder removed without indication", - "right": "issue:43352 \u2014 NemotronHForCausalLM no Flash Attention 2.0 support", + "left": "issue:42890", + "right": "issue:45561", "accept": false, - "reason": "API removal behavior and attention-backend support are unrelated." + "reason": "Different failures: missing set_seed in SAM HQ tests vs xdist race on captured_info.txt in testing utils." }, { - "left": "issue:43867 \u2014 load model error when state_dict sorted", - "right": "issue:45357 \u2014 Qwen3.5 save_pretrained writes incorrect visual encoder keys", + "left": "issue:44938", + "right": "issue:45071", "accept": false, - "reason": "One is load-time ordering, the other is save-time key serialization; opposite directions and different mechanics." + "reason": "Python 3.14 import failure is not the same as PretrainedConfig type-checking breakage in v5.4.0." }, { - "left": "issue:43976 \u2014 Transformers 5.1.0 does not work with Python3.9+ but Python3.10+", - "right": "issue:44938 \u2014 transformers in Python 3.14 failed to load", + "left": "issue:43867", + "right": "issue:45357", "accept": false, - "reason": "Both are version-related import problems, but they target different Python releases and likely different breakages." + "reason": "Load-order/state_dict issue vs incorrect visual encoder keys during save_pretrained are different bugs." }, { - "left": "issue:43992 \u2014 UMT5Encoder.from_pretrained misses embed_tokens.weight", - "right": "issue:45478 \u2014 Qwen3.5 Moe from_pretrained error", + "left": "issue:43010", + "right": "issue:45850", "accept": false, - "reason": "Different model architectures and different missing/loading semantics; too broad to be the same bug." + "reason": "Specific no_grad decorator request vs a vague complaint that v5 breaks many models." }, { - "left": "issue:42490 \u2014 import warning when loading a local model from a path ending with slash", - "right": "issue:44075 \u2014 Optimizer SGD args are not used", + "left": "issue:43992", + "right": "issue:45478", "accept": false, - "reason": "Local path handling during model loading is unrelated to optimizer argument handling." + "reason": "Different model families and failure modes; these are not the same from_pretrained bug." }, { - "left": "issue:43064 \u2014 Trainer.train() FSDP2 + PEFT + cpu_ram_efficient_loading wrong optimizer states", - "right": "issue:44655 \u2014 Unable to save Pipeline objects with save_pretrained", + "left": "issue:43010", + "right": "issue:43976", "accept": false, - "reason": "Training optimizer-state corruption and pipeline serialization are different code paths." + "reason": "Cache update semantics are unrelated to Python-version compatibility." }, { - "left": "issue:36296 \u2014 tensor parallel training bug", - "right": "issue:43575 \u2014 Load Qwen2-57B-A14B-Instruct with tp lead to OOM", + "left": "issue:44938", + "right": "issue:45381", "accept": false, - "reason": "Both mention tensor parallelism, but one is a general training bug and the other is an out-of-memory load issue." + "reason": "General Python 3.14 import failure vs Qwen2.5-VL video vision_position_ids bug." }, { - "left": "issue:28282 \u2014 AutoModel requires PyTorch library but it was not found", - "right": "issue:33453 \u2014 Regression in tokenizer loading", + "left": "issue:43618", + "right": "issue:44077", "accept": false, - "reason": "Different layers: backend dependency detection vs tokenizer-loading regression." + "reason": "CLIPOutput attentions regression is unrelated to patchtsmixer post_init validation." }, { - "left": "issue:44360 \u2014 The DSA indexer lacks a ReLU", - "right": "issue:45440 \u2014 Native DeepseekV3MoE diverges from remote implementation", + "left": "issue:42490", + "right": "issue:44075", "accept": false, - "reason": "Both are model/implementation discussions, but one is an activation detail and the other is a broader model parity issue." + "reason": "Local-path trailing-slash import warning is unrelated to optimizer argument handling." }, { - "left": "issue:43867 \u2014 load model error when state_dict sorted", - "right": "issue:44484 \u2014 Why max_shard_size in save_pretrained() is 50GB?", + "left": "issue:36296", + "right": "issue:43575", "accept": false, - "reason": "State-dict loading bug versus a save_pretrained shard-size question; not the same issue." + "reason": "Tensor-parallel training bug vs OOM when loading a large Qwen model with tp are different issues." }, { - "left": "issue:44077 \u2014 patchtsmixer optional post_init should no longer be allowed", - "right": "issue:44380 \u2014 GPT2 attention scaling ignored with SDPA/FlashAttention", + "left": "issue:28282", + "right": "issue:33453", "accept": false, - "reason": "Model config validation versus attention backend behavior." + "reason": "PyTorch-missing ImportError and tokenizer-loading regression are unrelated." }, { - "left": "issue:43618 \u2014 CLIPOutput attentions is no longer assigned", - "right": "issue:44857 \u2014 LwDetrImageLoss crashes with float16 AMP and Cuda", + "left": "issue:44360", + "right": "issue:45440", "accept": false, - "reason": "Output dataclass regression versus AMP/CUDA numerical crash; different paths." + "reason": "DSA ReLU discussion is unrelated to DeepSeekV3 MoE implementation divergence." }, { - "left": "issue:43618 \u2014 CLIPOutput attentions is no longer assigned", - "right": "issue:44977 \u2014 Qwen3.5 cannot generate normally with flash-attention", + "left": "issue:43867", + "right": "issue:44484", "accept": false, - "reason": "Attention-output field issue and generation behavior under FlashAttention are not the same bug." + "reason": "State-dict loading error and save_pretrained shard-size question are not the same bug." }, { - "left": "issue:43618 \u2014 CLIPOutput attentions is no longer assigned", - "right": "issue:45588 \u2014 flash_attention.py crashes on s_aux=None for sink-less models", + "left": "issue:43618", + "right": "issue:44857", "accept": false, - "reason": "Both are attention-related, but one is missing output assignment and the other is a null-handling crash in a specific integration." + "reason": "CLIPOutput attentions assignment regression is unrelated to LwDetrImageLoss AMP crashes." }, { - "left": "issue:43901 \u2014 TextClassificationPipeline docs mention return_all_scores", - "right": "issue:44938 \u2014 transformers in Python 3.14 failed to load", + "left": "issue:43618", + "right": "issue:44977", "accept": false, - "reason": "Documentation mismatch versus import/load failure on a specific Python version." + "reason": "Different model paths: CLIPOutput attentions vs Qwen3.5 flash-attention generation bug." }, { - "left": "issue:44655 \u2014 Unable to save Pipeline objects with save_pretrained", - "right": "issue:44938 \u2014 transformers in Python 3.14 failed to load", + "left": "issue:42890", + "right": "issue:44964", "accept": false, - "reason": "Pipeline serialization and Python-version import failure are unrelated." + "reason": "Flaky SAM HQ test is unrelated to Phi-4 multimodal loading failure." }, { - "left": "issue:42890 \u2014 SamHQModelIntegrationTest may fail without set_seed", - "right": "issue:44964 \u2014 Cannot load Phi-4 multimodal model with latest transformers", + "left": "issue:42890", + "right": "issue:44112", "accept": false, - "reason": "A flaky integration test is not the same as a model-loading regression." + "reason": "Test seeding issue and GraniteSpeech CI device-override failure are different test problems." }, { - "left": "issue:42890 \u2014 SamHQModelIntegrationTest may fail without set_seed", - "right": "issue:44112 \u2014 Stale device override test in GraniteSpeech fails on CI", + "left": "issue:42890", + "right": "issue:45600", "accept": false, - "reason": "Both are CI/test issues, but one is seed nondeterminism and the other is a stale device-override assertion." + "reason": "SAM HQ test flakiness is unrelated to stale auto_mappings references." }, { - "left": "issue:42890 \u2014 SamHQModelIntegrationTest may fail without set_seed", - "right": "issue:45600 \u2014 auto_mappings.py references removed Sam3LiteText configs", + "left": "issue:43502", + "right": "issue:44062", "accept": false, - "reason": "Test flakiness versus broken auto-mapping references; different root causes." + "reason": "local_files_only network leakage is unrelated to AddedToken special-argument duplication." }, { - "left": "issue:43502 \u2014 API requests are made despite local_files_only=True", - "right": "issue:44062 \u2014 AddedToken got multiple values for keyword argument special", + "left": "issue:43723", + "right": "issue:44556", "accept": false, - "reason": "Network/local-files-only behavior is unrelated to tokenizer AddedToken construction." + "reason": "Tokenizer loading regression and checkpoint reload compatibility after v5 upgrade are not the same concrete bug." }, { - "left": "issue:44222 \u2014 FP8 save_pretrained moe", - "right": "issue:45125 \u2014 Qwen3_5MoeForConditionalGeneration missing _tp_plan", + "left": "issue:44387", + "right": "issue:44556", "accept": false, - "reason": "Serialization in FP8 versus missing tensor-parallel plan; different features and failure modes." + "reason": "Int4 quantization memory regression is unrelated to checkpoint reload failure after upgrade." }, { - "left": "issue:42890 \u2014 SamHQModelIntegrationTest may fail without set_seed", - "right": "issue:45341 \u2014 A little bug in testing_utils.py", + "left": "issue:43010", + "right": "issue:43065", "accept": false, - "reason": "Both touch tests, but one is a flaky model test and the other is an unspecified utility bug." + "reason": "Cache/layer no_grad concern is unrelated to a dummy Conv2d in Sam3PixelDecoder." }, { - "left": "issue:42548 \u2014 cannot import name PreTrainedModel from transformers", - "right": "issue:44351 \u2014 cannot import name HybridCache from transformers", + "left": "issue:42548", + "right": "issue:44351", "accept": false, - "reason": "Both are missing-symbol import errors, but they affect different public symbols and likely different export paths." + "reason": "Both are import errors, but they involve different missing exports and likely different fixes." } ] }, - "evaluator_result": null, - "evaluator_used": false, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet and stays conservative. The only accepted soft pair, issue:41669 vs issue:44246, is well supported by their titles as the same import-time slowdown class of bug. The other pair rejections are also cautious and do not overstate sameness from the available evidence." + }, + "evaluator_used": true, "retried": false, - "accepted_nontrivial_soft_edge": false, + "accepted_nontrivial_soft_edge": true, "error_kind": null, "error_message": null }, @@ -14192,14 +14350,14 @@ "label": "issue", "component_index": 1, "component_count": 17, - "review_unit_index": 45, - "review_unit_count": 47, + "review_unit_index": 46, + "review_unit_count": 48, "status": "reviewed", "reason": null, "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-406", + "cluster_id": "cluster-10000-407", "nodes": [ "issue:30333", "issue:30990", @@ -14213,25 +14371,25 @@ "issue:42757", "issue:42831", "issue:43010", + "issue:43232", "issue:43299", "issue:43502", "issue:43526", "issue:43576", - "issue:43723", + "issue:43673", "issue:43824", "issue:43827", "issue:43874", "issue:43901", - "issue:43976", "issue:44222", "issue:44230", "issue:44261", + "issue:44273", "issue:44315", "issue:44355", "issue:44360", - "issue:44368", - "issue:44387", "issue:44485", + "issue:44492", "issue:44556", "issue:44623", "issue:44655", @@ -14239,319 +14397,325 @@ "issue:44908", "issue:44938", "issue:44961", + "issue:45003", "issue:45071", "issue:45125", "issue:45230", - "issue:45278", + "issue:45362", "issue:45375", "issue:45468", "issue:45478", - "issue:45656", + "issue:45542", "issue:45850" ], "soft_pairs": [ "issue:43502|issue:44485", "issue:44355|issue:44749", "issue:45125|issue:45478", + "issue:43010|issue:43232", "issue:30990|issue:31795", "issue:30333|issue:33453", "issue:45125|issue:45375", - "issue:44387|issue:44556", - "issue:43010|issue:45278", - "issue:43723|issue:44556", "issue:42831|issue:43874", + "issue:43299|issue:44556", "issue:43502|issue:44222", - "issue:43010|issue:44368", - "issue:43010|issue:45850", "issue:43502|issue:44961", "issue:44315|issue:44360", "issue:44355|issue:45071", "issue:30333|issue:36296", - "issue:44355|issue:44655", "issue:43827|issue:44961", + "issue:44355|issue:44655", "issue:44222|issue:44230", - "issue:43299|issue:44556", "issue:33453|issue:34689", "issue:42757|issue:43576", - "issue:43010|issue:45656", "issue:33453|issue:36296", "issue:43576|issue:45071", "issue:43576|issue:43824", "issue:31795|issue:38617", "issue:44961|issue:45468", "issue:41628|issue:42548", - "issue:43010|issue:43976", "issue:38617|issue:43576", "issue:43576|issue:44938", + "issue:43673|issue:44492", "issue:44908|issue:44961", + "issue:44485|issue:44961", "issue:36296|issue:43901", "issue:41628|issue:44355", "issue:36296|issue:43526", + "issue:45362|issue:45850", "issue:44261|issue:44360", - "issue:44623|issue:45230" + "issue:44623|issue:45230", + "issue:44273|issue:45542", + "issue:44273|issue:45003" ], - "prepared_review_unit_hash": "af4e06b4b1fe801b7c8299032766628089161adcf002acf785931ee3dafb6755", + "prepared_review_unit_hash": "435fdb997014e2607eb10b083eb576a786a0ba6f800bebcb91d5bcdd7018e767", "component_budget": { - "node_count": 406, - "item_count": 406, - "soft_pair_count": 1515, - "serialized_chars": 782188, - "estimated_input_tokens": 195547, - "estimated_eval_tokens": 391350 + "node_count": 407, + "item_count": 407, + "soft_pair_count": 1521, + "serialized_chars": 784896, + "estimated_input_tokens": 196224, + "estimated_eval_tokens": 392704 }, "budget": { - "node_count": 47, - "item_count": 47, - "soft_pair_count": 39, - "serialized_chars": 38246, - "estimated_input_tokens": 9562, - "estimated_eval_tokens": 19380 + "node_count": 48, + "item_count": 48, + "soft_pair_count": 38, + "serialized_chars": 38305, + "estimated_input_tokens": 9577, + "estimated_eval_tokens": 19410 }, "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 issues, many about v5 import/loading regressions, but not the same underlying bug.", - "confidence": 0.29, - "canonical_issue_reason": "issue:45278 is the clearest umbrella-style report in the set: it describes broad breakage after upgrading to v5.5.0 and best matches the cluster\u2019s dominant version-regression theme.", + "summary": "This cluster is mostly a loose collection of Transformers v5-era regressions and unrelated bug reports, not a true duplicate set. The soft-similarity links usually connect them only by broad subsystem or shared version-churn language, so I rejected them under a strict same-bug standard.", + "confidence": 0.86, + "canonical_issue_reason": "Issue 44556 is the most concrete representative of the recurring \"v5 breaks model loading / checkpoint reload\" theme in this set. It is still not a universal duplicate target, but it is clearer and more actionable than the broader umbrella-style complaints.", "canonical_pr_reason": null, - "best_issue_reason": "issue:45278 is the best representative issue because it is broad, concrete, and version-focused; the others are mostly narrower model-specific or unrelated bugs.", + "best_issue_reason": "44556 is the best anchor for the cluster because it states a specific regression, affected upgrade path, and user-visible failure mode. The other issues are mostly narrower, unrelated, or only loosely similar.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:43502", "right": "issue:44485", "accept": false, - "reason": "Local-files-only network leakage is unrelated to GLM-5 RoPE implementation." + "reason": "Different bugs: local_files_only network leakage vs GLM-5 RoPE implementation." }, { "left": "issue:44355", "right": "issue:44749", "accept": false, - "reason": "Compiled-Python-file errors and a training slowdown are different problems." + "reason": "Unrelated symptoms: compiled Python file errors vs a Chinese report about post-upgrade filtering slowdown." }, { "left": "issue:45125", "right": "issue:45478", "accept": false, - "reason": "Both involve Qwen3.5 MoE, but one is tensor-parallel metadata and the other is a from_pretrained loading regression." + "reason": "Same model family, but different concrete failures: missing _tp_plan vs a from_pretrained error." + }, + { + "left": "issue:43010", + "right": "issue:43232", + "accept": false, + "reason": "Both generation-related, but one is cache/layer update decoration and the other is sync_gpus model-kwargs handling." }, { "left": "issue:30990", "right": "issue:31795", "accept": false, - "reason": "A loading hang is not the same as confusing documentation." + "reason": "SentenceTransformer loading hang is unrelated to documentation confusion about forward args." }, { "left": "issue:30333", "right": "issue:33453", "accept": false, - "reason": "MLFlow failure reporting and tokenizer loading regression are unrelated." + "reason": "MLFlow job-status reporting and tokenizer loading regression are different failure modes." }, { "left": "issue:45125", "right": "issue:45375", "accept": false, - "reason": "Both mention Qwen3_5Moe config, but they concern different missing fields and different failure modes." - }, - { - "left": "issue:44387", - "right": "issue:44556", - "accept": false, - "reason": "Int4 CUDA memory/OOM and checkpoint reload failures after upgrade are distinct bugs." + "reason": "Both are Qwen3.5 MoE issues, but one is tensor-parallel plan plumbing and the other is a missing config field dropped by strict validation." }, { - "left": "issue:43010", - "right": "issue:45278", + "left": "issue:42831", + "right": "issue:43874", "accept": false, - "reason": "no_grad cache updates are unrelated to broad import errors after upgrade." + "reason": "FineGrainedFP8 accuracy and a missing image-patch helper are unrelated." }, { - "left": "issue:43723", + "left": "issue:43299", "right": "issue:44556", "accept": false, - "reason": "Tokenizer loading in v5 and reloading old checkpoints are different code paths." - }, - { - "left": "issue:42831", - "right": "issue:43874", - "accept": false, - "reason": "FP8 accuracy drift is not the same as a missing image-processor method causing AttributeError." + "reason": "Both are version-related model-loading complaints, but they describe different models and different breakage points." }, { "left": "issue:43502", "right": "issue:44222", "accept": false, - "reason": "Network requests despite local_files_only and FP8 save_pretrained are unrelated." - }, - { - "left": "issue:43010", - "right": "issue:44368", - "accept": false, - "reason": "Cache/no_grad behavior is unrelated to a tie_word_embeddings warning." - }, - { - "left": "issue:43010", - "right": "issue:45850", - "accept": false, - "reason": "A specific cache update bug is not the same as a vague general complaint about v5 breakage." + "reason": "Network access despite local_files_only is not the same as FP8 save_pretrained behavior." }, { "left": "issue:43502", "right": "issue:44961", "accept": false, - "reason": "local_files_only networking and an empty-named issue are not duplicates." + "reason": "No meaningful overlap; racoon is unrelated." }, { "left": "issue:44315", "right": "issue:44360", "accept": false, - "reason": "Liger Kernel application and a missing ReLU in the DSA indexer are unrelated." + "reason": "Liger Kernel application and DSA indexer ReLU are unrelated changes." }, { "left": "issue:44355", "right": "issue:45071", "accept": false, - "reason": "Compiled-file errors and PretrainedConfig type checking are different regressions." + "reason": "Compiled-file runtime errors are not the same as PretrainedConfig type-checking regressions." }, { "left": "issue:30333", "right": "issue:36296", "accept": false, - "reason": "MLFlow reporting and tensor-parallel training bugs are unrelated." - }, - { - "left": "issue:44355", - "right": "issue:44655", - "accept": false, - "reason": "Compiled Python file handling and pipeline save_pretrained failures are different issues." + "reason": "MLFlow reporting and tensor-parallel training bug are different problems." }, { "left": "issue:43827", "right": "issue:44961", "accept": false, - "reason": "Docs still referencing pipeline() is unrelated to the placeholder racoon issue." + "reason": "Docs referencing pipeline() after removals is unrelated to racoon." }, { - "left": "issue:44222", - "right": "issue:44230", + "left": "issue:44355", + "right": "issue:44655", "accept": false, - "reason": "FP8 save_pretrained and FP8 inference support are related only broadly, not the same concrete bug." + "reason": "One is compiled Python file handling; the other is save_pretrained for Pipeline objects." }, { - "left": "issue:43299", - "right": "issue:44556", + "left": "issue:44222", + "right": "issue:44230", "accept": false, - "reason": "Both are model-loading regressions, but they target different models and different failure mechanisms." + "reason": "Both mention FP8/Qwen3.5 MoE, but one is save_pretrained and the other is inference support; not the same bug." }, { "left": "issue:33453", "right": "issue:34689", "accept": false, - "reason": "Tokenizer-loading regression and Llama 3.2 Vision model-loading breakage are different problems." + "reason": "Tokenizer loading regression and Llama 3.2 vision model loading failure are separate incidents." }, { "left": "issue:42757", "right": "issue:43576", "accept": false, - "reason": "Missing huggingface_hub symbol import and a broken env command are not the same bug." - }, - { - "left": "issue:43010", - "right": "issue:45656", - "accept": false, - "reason": "Cache update no_grad behavior is unrelated to double optimizer steps under deepspeed." + "reason": "Missing is_offline_mode import is not the same as a broken transformers env command." }, { "left": "issue:33453", "right": "issue:36296", "accept": false, - "reason": "Tokenizer loading and tensor-parallel training are unrelated." + "reason": "Tokenizer loading regression and tensor-parallel training bug do not share a concrete code path." }, { "left": "issue:43576", "right": "issue:45071", "accept": false, - "reason": "Broken env CLI and PretrainedConfig type checking are different failures." + "reason": "Broken env CLI and PretrainedConfig type checking are unrelated." }, { "left": "issue:43576", "right": "issue:43824", "accept": false, - "reason": "Broken env CLI and missing Qwen2_5_VLForConditionalGeneration import are unrelated." + "reason": "CLI/env breakage is not the same as a missing Qwen2.5-VL export." }, { "left": "issue:31795", "right": "issue:38617", "accept": false, - "reason": "Documentation confusion and an ImportError for layer_type_validation do not share the same code-path bug." + "reason": "Documentation confusion about model.forward is unrelated to an ImportError for layer_type_validation." }, { "left": "issue:44961", "right": "issue:45468", "accept": false, - "reason": "Placeholder issue title and Gemma4AudioRelPositionalEncoding are unrelated." + "reason": "racoon is unrelated to Gemma-4 audio positional encoding." }, { "left": "issue:41628", "right": "issue:42548", "accept": false, - "reason": "These are both import errors, but for different missing symbols and likely different export paths." - }, - { - "left": "issue:43010", - "right": "issue:43976", - "accept": false, - "reason": "Cache no_grad behavior and Python-version compatibility are unrelated." + "reason": "Both are import errors from transformers, but they concern different missing symbols and are not shown to share the same root cause." }, { "left": "issue:38617", "right": "issue:43576", "accept": false, - "reason": "Importing layer_type_validation and a broken env command are different problems." + "reason": "ImportError for layer_type_validation is unrelated to the transformers env command." }, { "left": "issue:43576", "right": "issue:44938", "accept": false, - "reason": "The env command failure is unrelated to Python 3.14 loading issues." + "reason": "Broken env CLI is not the same as Python 3.14 load failures." + }, + { + "left": "issue:43673", + "right": "issue:44492", + "accept": false, + "reason": "Missing GenerationMixin cache and a typo in cache strategies are different issues." }, { "left": "issue:44908", "right": "issue:44961", "accept": false, - "reason": "Scheduler kwargs being ignored has nothing to do with the placeholder racoon issue." + "reason": "Scheduler kwargs handling is unrelated to racoon." + }, + { + "left": "issue:44485", + "right": "issue:44961", + "accept": false, + "reason": "GLM-5 RoPE implementation and racoon are unrelated." }, { "left": "issue:36296", "right": "issue:43901", "accept": false, - "reason": "Tensor-parallel training and docs for return_all_scores are unrelated." + "reason": "Tensor-parallel training bug and pipeline docs mentioning return_all_scores are unrelated." }, { "left": "issue:41628", "right": "issue:44355", "accept": false, - "reason": "Importing AutoImageProcessor and compiled-file errors are different failure modes." + "reason": "An import-export problem is not the same as compiled-file runtime errors." }, { "left": "issue:36296", "right": "issue:43526", "accept": false, - "reason": "Tensor-parallel training and BeitImageProcessorFast reduce_labels behavior are unrelated." + "reason": "Tensor-parallel training bug and BeitImageProcessorFast label reduction are unrelated." + }, + { + "left": "issue:45362", + "right": "issue:45850", + "accept": false, + "reason": "A specific Qwen3.5 chat crash is not the same as a broad complaint that v5 breaks many models." }, { "left": "issue:44261", "right": "issue:44360", "accept": false, - "reason": "A precision issue in MLA layernorm and a missing ReLU in the DSA indexer are unrelated." + "reason": "MLA q_a_layernorm precision/config issue and DSA indexer ReLU are different bugs." }, { "left": "issue:44623", "right": "issue:45230", "accept": false, - "reason": "Missing files from processor.save_pretrained and an unspecified bug report are not the same concrete issue." + "reason": "Processor save_pretrained missing files is too specific to match a generic bug report." + }, + { + "left": "issue:44273", + "right": "issue:45542", + "accept": false, + "reason": "Lazy loading behavior and tensorboard/TF backend errors are unrelated." + }, + { + "left": "issue:44273", + "right": "issue:45003", + "accept": false, + "reason": "Lazy loading problems may be in the same broad area, but the sys.modules access report is a different concrete issue." + }, + { + "left": "issue:44315", + "right": "issue:44360", + "accept": false, + "reason": "Liger Kernel application and DSA indexer ReLU are unrelated." + }, + { + "left": "issue:44961", + "right": "issue:45468", + "accept": false, + "reason": "racoon is unrelated to Gemma-4 audio positional encoding." } ] }, @@ -14566,28 +14730,32 @@ "label": "issue", "component_index": 1, "component_count": 17, - "review_unit_index": 46, - "review_unit_count": 47, + "review_unit_index": 47, + "review_unit_count": 48, "status": "reviewed", "reason": null, "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-406", + "cluster_id": "cluster-10000-407", "nodes": [ "issue:31795", "issue:33453", + "issue:34689", + "issue:37428", "issue:41669", "issue:42371", "issue:42890", "issue:43352", "issue:43408", + "issue:43502", + "issue:43519", "issue:43525", "issue:43572", "issue:43576", "issue:43673", + "issue:43704", "issue:43827", - "issue:43874", "issue:43976", "issue:44038", "issue:44077", @@ -14598,8 +14766,8 @@ "issue:44315", "issue:44351", "issue:44360", - "issue:44373", "issue:44393", + "issue:44485", "issue:44492", "issue:44556", "issue:44655", @@ -14607,8 +14775,7 @@ "issue:44829", "issue:44861", "issue:44908", - "issue:44961", - "issue:45003", + "issue:44945", "issue:45071", "issue:45092", "issue:45125", @@ -14616,28 +14783,25 @@ "issue:45278", "issue:45310", "issue:45341", - "issue:45362", "issue:45468", "issue:45478", - "issue:45542", "issue:45753", "issue:45850" ], "soft_pairs": [ - "issue:44273|issue:45542", - "issue:44273|issue:45003", "issue:44393|issue:45753", "issue:44038|issue:45125", - "issue:44393|issue:45071", "issue:43576|issue:44556", + "issue:44393|issue:45071", "issue:41669|issue:43673", "issue:43525|issue:45850", - "issue:44373|issue:44961", "issue:44556|issue:45092", - "issue:45362|issue:45850", + "issue:44492|issue:45850", "issue:43572|issue:45850", - "issue:42890|issue:44908", + "issue:42371|issue:44492", "issue:44704|issue:44908", + "issue:42890|issue:44908", + "issue:45278|issue:45850", "issue:44246|issue:44273", "issue:43408|issue:44315", "issue:43976|issue:44393", @@ -14648,298 +14812,334 @@ "issue:44908|issue:45071", "issue:41669|issue:44351", "issue:41669|issue:45341", - "issue:43673|issue:44492", - "issue:45278|issue:45850", - "issue:43874|issue:45850", + "issue:44492|issue:44945", + "issue:43976|issue:45850", "issue:44393|issue:45478", "issue:44077|issue:44861", "issue:43827|issue:44908", - "issue:41669|issue:44492", - "issue:31795|issue:33453", "issue:41669|issue:44908", + "issue:31795|issue:33453", "issue:44315|issue:44829", - "issue:42371|issue:44492", "issue:43576|issue:44273", - "issue:44655|issue:44861", "issue:44360|issue:45468", + "issue:44655|issue:44861", "issue:45230|issue:45310", "issue:44273|issue:44908", - "issue:44492|issue:45850" + "issue:43519|issue:44485", + "issue:43519|issue:44908", + "issue:41669|issue:43704", + "issue:31795|issue:34689", + "issue:31795|issue:37428", + "issue:44315|issue:45092", + "issue:44485|issue:45468", + "issue:43704|issue:44485", + "issue:43502|issue:43519", + "issue:42371|issue:43704" ], - "prepared_review_unit_hash": "32bc410f996401225430c44f2a0297a9b1444d8f27ed70d69b1a686a04174ef9", + "prepared_review_unit_hash": "73ffb117368329342bee682eefa32abc8e269eebd44a2def5a99593c12b6bd91", "component_budget": { - "node_count": 406, - "item_count": 406, - "soft_pair_count": 1515, - "serialized_chars": 782188, - "estimated_input_tokens": 195547, - "estimated_eval_tokens": 391350 + "node_count": 407, + "item_count": 407, + "soft_pair_count": 1521, + "serialized_chars": 784896, + "estimated_input_tokens": 196224, + "estimated_eval_tokens": 392704 }, "budget": { - "node_count": 47, - "item_count": 47, - "soft_pair_count": 41, - "serialized_chars": 38711, - "estimated_input_tokens": 9678, - "estimated_eval_tokens": 19612 + "node_count": 48, + "item_count": 48, + "soft_pair_count": 46, + "serialized_chars": 40824, + "estimated_input_tokens": 10206, + "estimated_eval_tokens": 20668 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is mostly a loose set of Transformers v5 regression reports, but the soft pairs do not look like the same underlying bug/change closely enough to merge as duplicates. The safest canonical anchor is the broad v5 upgrade breakage report.", - "confidence": 0.58, - "canonical_issue_reason": "issue:45278 is the best anchor because it is a concrete, user-visible v5 upgrade regression report ('many import errors after update from 4.57.0 to 5.5.0') and is broad enough to represent the cluster theme without being as vague as the generic complaint issues.", + "summary": "This cluster is a loose mix of Transformers v5 regression reports and model-specific breakages, not true duplicates. I\u2019d use the broad v5 breakage umbrella as the cluster anchor, but reject all soft-edge merges.", + "confidence": 0.79, + "canonical_issue_reason": "issue:45850 is the broadest umbrella report ('Since 5.0 version it breaks too many models') and best matches the cluster\u2019s overall theme of many v5 regressions.", "canonical_pr_reason": null, - "best_issue_reason": "issue:45278 is the strongest representative issue for the cluster: specific enough to be actionable, but still captures the recurring post-v5 breakage pattern seen across nearby reports.", + "best_issue_reason": "issue:45850 is the most representative triage target because it captures the widest shared symptom class across the cluster, even though it is very generic.", "best_pr_reason": null, "soft_edge_verdicts": [ - { - "left": "issue:44273", - "right": "issue:45542", - "accept": false, - "reason": "Different failures: lazy-loading/import behavior vs TF backend selection with tensorboard installed." - }, - { - "left": "issue:44273", - "right": "issue:45003", - "accept": false, - "reason": "Both touch import/lazy-loading internals, but one is a lazy loading regression and the other is unsafe sys.modules access; not the same concrete bug." - }, { "left": "issue:44393", "right": "issue:45753", "accept": false, - "reason": "Both involve Qwen3-VL models, but one is 2D box hallucination/error and the other is an infinite-loop case on a specific image." + "reason": "Same model family, but different failures: 2D box hallucination/error vs infinite loop on a specific image." }, { "left": "issue:44038", "right": "issue:45125", "accept": false, - "reason": "One is a Qwen3-VL-Moe from_pretrained bug, the other is missing _tp_plan for tensor parallelism; different code paths." - }, - { - "left": "issue:44393", - "right": "issue:45071", - "accept": false, - "reason": "Vision output hallucination/error and PretrainedConfig type-checking regression are unrelated." + "reason": "Both involve Qwen3.5/Qwen3-VL MoE, but one is a loading/regression report and the other is a missing tensor-parallel plan." }, { "left": "issue:43576", "right": "issue:44556", "accept": false, - "reason": "One is the broken `transformers env` command, the other is checkpoint reload compatibility after v5 upgrade." + "reason": "v5-related breakage, but 'transformers env' command failure is unrelated to checkpoint reload incompatibility." }, { - "left": "issue:41669", - "right": "issue:43673", + "left": "issue:44393", + "right": "issue:45071", "accept": false, - "reason": "Import-star cleanup/import-time slowdown is not the same bug as missing GenerationMixin cache in chunked_prefill." + "reason": "Completely different code paths: Qwen3-VL output bug vs PretrainedConfig type-checking regression." }, { - "left": "issue:43525", - "right": "issue:45850", + "left": "issue:41669", + "right": "issue:43673", "accept": false, - "reason": "A missing `pad_token_id` attribute in one config is not the same as a broad 'too many models break' report." + "reason": "Import-time performance from import * removal is unrelated to GenerationMixin cache missing during chunked prefill." }, - { - "left": "issue:44373", - "right": "issue:44961", + { + "left": "issue:43525", + "right": "issue:45850", "accept": false, - "reason": "Wrong docstring for `position_ids` and 'racoon' are unrelated." + "reason": "Llama4 pad_token_id is a specific config API bug; 45850 is only a broad umbrella complaint." }, { "left": "issue:44556", "right": "issue:45092", "accept": false, - "reason": "Both are v5 compatibility issues, but one is generic checkpoint reload failure and the other is remote-code/meta-init incompatibility; not the same bug." + "reason": "Both are upgrade incompatibilities, but they affect different model families and different initialization paths." }, { - "left": "issue:45362", + "left": "issue:44492", "right": "issue:45850", "accept": false, - "reason": "Specific Qwen3.5 chat crash versus a vague broad regression complaint." + "reason": "A typo in cache strategies is a narrow fix, not the same underlying issue as generic v5 breakage." }, { "left": "issue:43572", "right": "issue:45850", "accept": false, - "reason": "Missing `pad_token_idx` in StableLmConfig is a specific config regression, not the same as generic v5 breakage." + "reason": "StableLmConfig missing pad_token_idx is a model-specific config regression, not the same as the generic umbrella." }, { - "left": "issue:42890", - "right": "issue:44908", + "left": "issue:42371", + "right": "issue:44492", "accept": false, - "reason": "Missing `set_seed()` in tests is unrelated to inverse_sqrt scheduler kwargs handling." + "reason": "TF32 API settings and a cache-strategy typo are unrelated bugs." }, { "left": "issue:44704", "right": "issue:44908", "accept": false, - "reason": "Processor kwargs forwarding to cached_file and scheduler kwargs handling are different paths and failures." + "reason": "AutoProcessor kwargs forwarding and inverse_sqrt scheduler kwargs are different subsystems and failures." + }, + { + "left": "issue:42890", + "right": "issue:44908", + "accept": false, + "reason": "Test seeding flakiness is unrelated to scheduler kwargs handling." + }, + { + "left": "issue:45278", + "right": "issue:45850", + "accept": false, + "reason": "Both are broad v5 regressions, but one is specifically about import errors while the other is a generic model-breakage complaint." }, { "left": "issue:44246", "right": "issue:44273", "accept": false, - "reason": "Import-time slowness is a performance complaint; lazy loading not working properly is a correctness bug." + "reason": "Related to import/lazy-loading, but one is intermittent import slowness and the other is lazy loading not working properly; not the same concrete bug." }, { "left": "issue:43408", "right": "issue:44315", "accept": false, - "reason": "Model-type warning and Liger Kernel not applied with `model_init` are unrelated model-initialization issues." + "reason": "SAM3 tracker config warning and Liger Kernel not applied with model_init are unrelated." }, { "left": "issue:43976", "right": "issue:44393", "accept": false, - "reason": "Python version support breakage is unrelated to a Qwen3-VL bounding-box/output bug." + "reason": "Python version compatibility is unrelated to Qwen3-VL bounding-box output errors." }, { "left": "issue:43352", "right": "issue:44393", "accept": false, - "reason": "Flash Attention 2 unsupported for NemotronH is a capability/guard issue, not the same as Qwen3-VL hallucination/error output." + "reason": "Flash Attention 2 support gating is a different problem from Qwen3-VL output correctness." }, { "left": "issue:44297", "right": "issue:45230", "accept": false, - "reason": "Tokenizer class mismatch on save_pretrained is unrelated to a vague bug report." + "reason": "Tokenizer save_pretrained mismatch and a generic bug report are not the same issue." }, { "left": "issue:44295", "right": "issue:45230", "accept": false, - "reason": "`position_ids` buffer access error is a concrete bug; the other issue provides no matching concrete symptom." + "reason": "Reading position_ids after buffer registration is unrelated to the generic bug report." }, { "left": "issue:43576", "right": "issue:44908", "accept": false, - "reason": "Broken env command and scheduler kwargs are separate features with separate failures." + "reason": "Broken env command and scheduler kwargs handling are unrelated." }, { "left": "issue:44908", "right": "issue:45071", "accept": false, - "reason": "Scheduler kwargs handling and PretrainedConfig type checking are unrelated." + "reason": "Scheduler kwargs forwarding and PretrainedConfig type checking are different regressions." }, { "left": "issue:41669", "right": "issue:44351", "accept": false, - "reason": "Import cleanup/performance issues do not match a specific `HybridCache` import failure." + "reason": "Import-time slowdown from wildcard imports is unrelated to missing HybridCache exports." }, { "left": "issue:41669", "right": "issue:45341", "accept": false, - "reason": "Import-star cleanup issue and a small testing_utils bug are not the same underlying change." - }, - { - "left": "issue:43673", - "right": "issue:44492", - "accept": false, - "reason": "Missing generation cache in chunked_prefill is unrelated to a typo in cache strategy docs/code." + "reason": "Slow imports from wildcard usage and a testing_utils bug are unrelated." }, { - "left": "issue:45278", - "right": "issue:45850", + "left": "issue:44492", + "right": "issue:44945", "accept": false, - "reason": "Both mention broad v5 breakage, but 45278 is a specific import-error regression while 45850 is too generic to be the same underlying bug." + "reason": "Cache-strategy typo does not match incorrect LLM output under pipeline parallelism." }, { - "left": "issue:43874", + "left": "issue:43976", "right": "issue:45850", "accept": false, - "reason": "Missing `get_number_of_image_patches` in GLM46V is a specific multimodal API bug, not a generic v5 complaint." + "reason": "Python support regression is not the same as the broad 'many models break' complaint." }, { "left": "issue:44393", "right": "issue:45478", "accept": false, - "reason": "Different Qwen issues with different symptoms: hallucination/error output vs from_pretrained failure on Qwen3.5-MoE." + "reason": "Different model-specific failures: Qwen3-VL bounding-box issue vs Qwen3.5 Moe from_pretrained error." }, { "left": "issue:44077", "right": "issue:44861", "accept": false, - "reason": "One is a policy change about `post_init`; the other is an AttributeError in tied-weight key extraction." + "reason": "Optional post_init policy for patchtsmixer and tied-weights key handling are unrelated." }, { "left": "issue:43827", "right": "issue:44908", "accept": false, - "reason": "Docs still mentioning pipeline() and scheduler kwargs handling are unrelated." + "reason": "Docs still referencing pipeline() and scheduler kwargs forwarding are unrelated." }, { "left": "issue:41669", - "right": "issue:44492", + "right": "issue:44908", "accept": false, - "reason": "Import performance/regression and cache-strategy typo are not the same bug." + "reason": "Import performance and scheduler kwargs are unrelated issues." }, { "left": "issue:31795", "right": "issue:33453", "accept": false, - "reason": "Docstring confusion in `model.forward` and tokenizer loading regression are unrelated." - }, - { - "left": "issue:41669", - "right": "issue:44908", - "accept": false, - "reason": "Import-star usage in models and inverse_sqrt scheduler kwargs are different subsystems and failures." + "reason": "Documentation confusion about forward args is unrelated to tokenizer loading regression." }, { "left": "issue:44315", "right": "issue:44829", "accept": false, - "reason": "Liger Kernel application with `model_init` and flash_attention_3 training degeneration are different issues." - }, - { - "left": "issue:42371", - "right": "issue:44492", - "accept": false, - "reason": "TF32 settings guidance and cache strategy typo are unrelated." + "reason": "Liger Kernel application with model_init and flash_attention_3 training degeneration are different bugs." }, { "left": "issue:43576", "right": "issue:44273", "accept": false, - "reason": "Broken env command and lazy loading malfunction are different bugs." + "reason": "Broken env command and lazy loading failure are related only by v5 theme, not the same bug." }, { - "left": "issue:44655", - "right": "issue:44861", + "left": "issue:44360", + "right": "issue:45468", "accept": false, - "reason": "Pipeline save_pretrained support and tied-weight key handling are unrelated." + "reason": "DSA indexer activation issue and Gemma-4 positional encoding bug are unrelated." }, { - "left": "issue:44360", - "right": "issue:45468", + "left": "issue:44655", + "right": "issue:44861", "accept": false, - "reason": "DSA indexer ReLU discussion and Gemma-4 audio positional encoding are unrelated." + "reason": "Saving Pipeline objects and tied-weight key crashes are different code paths." }, { "left": "issue:45230", "right": "issue:45310", "accept": false, - "reason": "A vague bug report and a specific Qwen3.5-Moe from_pretrained error do not describe the same bug." + "reason": "A generic bug report and Qwen3.5 Moe from_pretrained failure are not duplicates." }, { "left": "issue:44273", "right": "issue:44908", "accept": false, - "reason": "Lazy loading correctness and inverse_sqrt scheduler kwargs are unrelated." + "reason": "Lazy loading malfunction and scheduler kwargs handling are different problems." }, { - "left": "issue:44492", - "right": "issue:45850", + "left": "issue:43519", + "right": "issue:44485", + "accept": false, + "reason": "Qwen3VL timestamp calculation and GLM-5 RoPE implementation are different model-specific bugs." + }, + { + "left": "issue:43519", + "right": "issue:44908", + "accept": false, + "reason": "Timestamp calculation and scheduler kwargs handling are unrelated." + }, + { + "left": "issue:41669", + "right": "issue:43704", "accept": false, - "reason": "A typo in cache strategies is far too specific to be the same as a generic 'too many models break' complaint." + "reason": "Import wildcard slowdown is unrelated to VRAM leakage across dataloader threads." + }, + { + "left": "issue:31795", + "right": "issue:34689", + "accept": false, + "reason": "Forward-doc confusion is unrelated to Llama 3.2 90B Vision model loading breakage." + }, + { + "left": "issue:31795", + "right": "issue:37428", + "accept": false, + "reason": "Documentation wording issue is unrelated to the flash attention import error." + }, + { + "left": "issue:44315", + "right": "issue:45092", + "accept": false, + "reason": "Both mention model-init/remote-code style loading, but they are different concrete incompatibilities and not mergeable into one fix." + }, + { + "left": "issue:44485", + "right": "issue:45468", + "accept": false, + "reason": "GLM-5 RoPE implementation and Gemma-4 positional encoding are unrelated." + }, + { + "left": "issue:43704", + "right": "issue:44485", + "accept": false, + "reason": "VRAM leak in threaded dataloading and RoPE implementation are unrelated." + }, + { + "left": "issue:43502", + "right": "issue:43519", + "accept": false, + "reason": "local_files_only still triggering requests is unrelated to timestamp calculation in Qwen3VL." + }, + { + "left": "issue:42371", + "right": "issue:43704", + "accept": false, + "reason": "TF32 control settings and VRAM leak in dataloader threads are unrelated." } ] }, @@ -14954,60 +15154,45 @@ "label": "issue", "component_index": 1, "component_count": 17, - "review_unit_index": 47, - "review_unit_count": 47, + "review_unit_index": 48, + "review_unit_count": 48, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-406", + "cluster_id": "cluster-10000-407", "nodes": [ "issue:30333", "issue:31515", "issue:31795", "issue:33453", - "issue:34689", "issue:36296", - "issue:37428", "issue:38617", - "issue:41669", - "issue:42371", "issue:42913", "issue:43066", "issue:43298", - "issue:43502", "issue:43519", "issue:43525", "issue:43572", "issue:43606", + "issue:43618", "issue:43704", "issue:44230", "issue:44261", "issue:44263", - "issue:44315", - "issue:44360", - "issue:44485", + "issue:44492", "issue:44623", "issue:44861", "issue:44908", "issue:44998", - "issue:45092", "issue:45290", "issue:45310", - "issue:45468" + "issue:45341", + "issue:45468", + "issue:45850" ], "soft_pairs": [ - "issue:43519|issue:44485", - "issue:43519|issue:44908", - "issue:41669|issue:43704", - "issue:31795|issue:34689", - "issue:31795|issue:37428", - "issue:44315|issue:45092", - "issue:44485|issue:45468", - "issue:43704|issue:44485", - "issue:43502|issue:43519", - "issue:42371|issue:43704", "issue:43519|issue:44623", "issue:43519|issue:43704", "issue:44263|issue:45468", @@ -15015,242 +15200,182 @@ "issue:44261|issue:45468", "issue:42913|issue:43066", "issue:44908|issue:44998", + "issue:44492|issue:44998", "issue:44861|issue:45290", + "issue:44998|issue:45850", + "issue:43618|issue:44998", + "issue:44998|issue:45341", "issue:43525|issue:44861", - "issue:43704|issue:44998", - "issue:41669|issue:44998", "issue:43572|issue:44861", - "issue:43066|issue:44998", "issue:31515|issue:38617", "issue:44230|issue:44623", - "issue:44360|issue:44998", "issue:30333|issue:31515", "issue:31515|issue:36296", - "issue:31515|issue:31795", "issue:44230|issue:45310", + "issue:31515|issue:31795", "issue:31515|issue:33453", "issue:43298|issue:44230" ], - "prepared_review_unit_hash": "64d68b6242075b3d9272484a87342d99d6acf41d85dc693072a34f6e97a5c6ff", + "prepared_review_unit_hash": "cc5812bc3712b7bbb8d99ccbcec2bdc739e1e4ee069fcc9091c0f8ec4e09f110", "component_budget": { - "node_count": 406, - "item_count": 406, - "soft_pair_count": 1515, - "serialized_chars": 782188, - "estimated_input_tokens": 195547, - "estimated_eval_tokens": 391350 + "node_count": 407, + "item_count": 407, + "soft_pair_count": 1521, + "serialized_chars": 784896, + "estimated_input_tokens": 196224, + "estimated_eval_tokens": 392704 }, "budget": { - "node_count": 33, - "item_count": 33, - "soft_pair_count": 32, - "serialized_chars": 28206, - "estimated_input_tokens": 7052, - "estimated_eval_tokens": 14360 + "node_count": 28, + "item_count": 28, + "soft_pair_count": 22, + "serialized_chars": 22235, + "estimated_input_tokens": 5559, + "estimated_eval_tokens": 11374 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is mostly noisy and heterogeneous. A few soft links point to model-loading / tokenizer / processor regressions, but the paired issues do not describe the same underlying bugs, so none of the soft edges should be merged as duplicates.", - "confidence": 0.27, - "canonical_issue_reason": "issue:31515 is the best representative of the small loading-regression subgroup: it is a concrete from_pretrained / checkpoint-loading report and is softly linked to several other loading-related issues.", + "summary": "The set is highly heterogeneous: most items are distinct model, tokenizer, scheduler, config, or tooling bugs. I would not merge any of the soft pairs as duplicates; at most, the tokenizer-v5 pair is thematically related but still not the same concrete defect.", + "confidence": 0.91, + "canonical_issue_reason": "Issue 45850 is the closest umbrella candidate because it broadly describes many model breakages after the 5.0 update, whereas the other issues are narrower or unrelated.", "canonical_pr_reason": null, - "best_issue_reason": "Even though the overall cluster is too mixed for a true duplicate canonical, issue:31515 is the most plausible issue anchor because it sits closest to the repeated model-loading regression theme.", + "best_issue_reason": "Issue 45850 is the best global issue only as a loose umbrella for the cluster; it is still too vague to serve as a precise duplicate target, and no other issue spans the set better.", "best_pr_reason": null, "soft_edge_verdicts": [ - { - "left": "issue:43519", - "right": "issue:44485", - "accept": false, - "reason": "Different bugs: Qwen3VL timestamp calculation vs GLM-5 RoPE implementation." - }, - { - "left": "issue:43519", - "right": "issue:44908", - "accept": false, - "reason": "Unrelated areas: processor timestamp logic vs scheduler kwargs handling." - }, - { - "left": "issue:41669", - "right": "issue:43704", - "accept": false, - "reason": "Import-* cleanup/perf issue is not the same as a VRAM leak in Qwen3ForCausalLM." - }, - { - "left": "issue:31795", - "right": "issue:34689", - "accept": false, - "reason": "Documentation confusion in model.forward is not the same as a model-loading regression." - }, - { - "left": "issue:31795", - "right": "issue:37428", - "accept": false, - "reason": "Docs wording issue vs ImportError from flash-attention utilities; different code paths." - }, - { - "left": "issue:44315", - "right": "issue:45092", - "accept": false, - "reason": "Liger Kernel application with model_init is unrelated to remote-code/meta-init incompatibility." - }, - { - "left": "issue:44485", - "right": "issue:45468", - "accept": false, - "reason": "GLM-5 RoPE bug is not the same as Gemma-4 audio positional encoding." - }, - { - "left": "issue:43704", - "right": "issue:44485", - "accept": false, - "reason": "VRAM leak in dataloader threads is a different defect from RoPE implementation." - }, - { - "left": "issue:43502", - "right": "issue:43519", - "accept": false, - "reason": "local_files_only network access bug is distinct from timestamp calculation in a processor." - }, - { - "left": "issue:42371", - "right": "issue:43704", - "accept": false, - "reason": "TF32 behavior settings are unrelated to VRAM leakage in Qwen3ForCausalLM." - }, { "left": "issue:43519", "right": "issue:44623", "accept": false, - "reason": "Processor save_pretrained missing files and timestamp math are different processor bugs." + "reason": "Different failures: Qwen3VL timestamp logic vs missing files in processor.save_pretrained." }, { "left": "issue:43519", "right": "issue:43704", "accept": false, - "reason": "Processor timestamp calculation is not the same as a multi-thread VRAM leak." + "reason": "Unrelated bugs: timestamp calculation vs VRAM leak in multi-dataloader-thread use." }, { "left": "issue:44263", "right": "issue:45468", "accept": false, - "reason": "torch.split return handling in GlmMoeDsaIndexer is unrelated to Gemma-4 audio encoding." + "reason": "Different code paths and models: torch.split return handling vs Gemma4 audio positional encoding." }, { "left": "issue:43606", "right": "issue:45468", "accept": false, - "reason": "CPU offload device mismatch is a different failure mode than Gemma-4 audio positional encoding." + "reason": "Both touch audio-adjacent models, but one is a CPU-offload device mismatch and the other is a positional-encoding bug." }, { "left": "issue:44261", "right": "issue:45468", "accept": false, - "reason": "Missing rms_norm_eps in MLA q_a_layernorm is not the same as Gemma-4 audio rel-pos encoding." + "reason": "Different defects: missing rms_norm_eps precision issue vs Gemma4 audio positional encoding." }, { "left": "issue:42913", "right": "issue:43066", "accept": false, - "reason": "Both tokenizer-related, but one is a behavior change across v4/v5 and the other is a specific decoder-type bug." + "reason": "Both concern tokenizer v5 regressions, but they describe different concrete bugs and code paths." }, { "left": "issue:44908", "right": "issue:44998", "accept": false, - "reason": "Scheduler kwargs bug is unrelated to the unemployment issue." + "reason": "Scheduler kwarg handling is unrelated to the placeholder 'Unemployment' issue." + }, + { + "left": "issue:44492", + "right": "issue:44998", + "accept": false, + "reason": "A typo in cache strategy docs/names is unrelated to the placeholder issue." }, { "left": "issue:44861", "right": "issue:45290", "accept": false, - "reason": "Tied-weight key handling crash and chat-template tool-call crash are different code paths." + "reason": "Different crash sites: tied-weights key handling vs chat-template tool-call content handling." }, { - "left": "issue:43525", - "right": "issue:44861", + "left": "issue:44998", + "right": "issue:45850", "accept": false, - "reason": "Missing pad_token_id in Llama4Config is not the same as _get_tied_weight_keys crashing." + "reason": "The placeholder issue is unrelated to the broad v5 breakage report." }, { - "left": "issue:43704", + "left": "issue:43618", "right": "issue:44998", "accept": false, - "reason": "VRAM leak bug is unrelated to the unemployment issue." + "reason": "CLIPOutput attentions regression is unrelated to the placeholder issue." }, { - "left": "issue:41669", - "right": "issue:44998", + "left": "issue:44998", + "right": "issue:45341", "accept": false, - "reason": "Import-* cleanup/performance issue is unrelated to the unemployment issue." + "reason": "Testing utility bug is unrelated to the placeholder issue." }, { - "left": "issue:43572", + "left": "issue:43525", "right": "issue:44861", "accept": false, - "reason": "StableLmConfig pad_token_idx regression is unrelated to tied-weight key crashes." + "reason": "Different config/model bugs: missing pad_token_id vs tied-weights key crash." }, { - "left": "issue:43066", - "right": "issue:44998", + "left": "issue:43572", + "right": "issue:44861", "accept": false, - "reason": "Tokenizer decoder type bug is unrelated to the unemployment issue." + "reason": "Different config/model bugs: missing pad_token_idx vs tied-weights key crash." }, { "left": "issue:31515", "right": "issue:38617", "accept": false, - "reason": "Both mention loading/import problems, but checkpoint loading slowness is not the same as an ImportError for layer_type_validation." + "reason": "Checkpoint loading slowness is unrelated to the ImportError for layer_type_validation." }, { "left": "issue:44230", "right": "issue:44623", "accept": false, - "reason": "FP8 support request is unrelated to processor.save_pretrained missing files." - }, - { - "left": "issue:44360", - "right": "issue:44998", - "accept": false, - "reason": "DSA indexer ReLU discussion is unrelated to the unemployment issue." + "reason": "FP8 inference support for Qwen models is unrelated to missing processor save files." }, { "left": "issue:30333", "right": "issue:31515", "accept": false, - "reason": "MLFlow job-status reporting and slow checkpoint loading are unrelated bugs." + "reason": "MLflow reporting on failed training jobs is unrelated to slow checkpoint loading." }, { "left": "issue:31515", "right": "issue:36296", "accept": false, - "reason": "Checkpoint loading slowness is not the same as a tensor-parallel training bug." + "reason": "from_pretrained slowness is unrelated to the tensor-parallel training bug." }, { - "left": "issue:31515", - "right": "issue:31795", + "left": "issue:44230", + "right": "issue:45310", "accept": false, - "reason": "Slow checkpoint loading and confusing forward docs are different issues." + "reason": "These are both Qwen-related, but one is FP8 inference support and the other is a from_pretrained error in transformers>=5.4.0." }, { - "left": "issue:44230", - "right": "issue:45310", + "left": "issue:31515", + "right": "issue:31795", "accept": false, - "reason": "FP8 support request and Qwen3.5 Moe from_pretrained error are different problems." + "reason": "Slow checkpoint loading is unrelated to documentation confusion in model.forward." }, { "left": "issue:31515", "right": "issue:33453", "accept": false, - "reason": "Both are loading-related, but slow checkpoint loading and tokenizer-loading regression are not the same concrete bug." + "reason": "Tokenizer loading regression and checkpoint loading slowness are different issues." }, { "left": "issue:43298", "right": "issue:44230", "accept": false, - "reason": "Continuous batching audio-model support and FP8 support are separate feature gaps." + "reason": "Continuous batching audio-model support is unrelated to FP8 Qwen inference support." } ] }, @@ -15269,8 +15394,8 @@ "review_unit_count": 1, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-13244-3", "nodes": [ @@ -15282,12 +15407,12 @@ "issue:13244|issue:16618", "issue:15980|issue:16618" ], - "prepared_review_unit_hash": "707fb8a2de3e163d5a4729ecda422b6b46b9f7448a5d4a51ea6a6d8fa455d797", + "prepared_review_unit_hash": "2830aeebddb2736e466ca63f07d9d617ecc506f0b062544f17244db428713d87", "component_budget": { "node_count": 3, "item_count": 3, "soft_pair_count": 2, - "serialized_chars": 2477, + "serialized_chars": 2479, "estimated_input_tokens": 620, "estimated_eval_tokens": 1496 }, @@ -15295,7 +15420,7 @@ "node_count": 3, "item_count": 3, "soft_pair_count": 2, - "serialized_chars": 2477, + "serialized_chars": 2479, "estimated_input_tokens": 620, "estimated_eval_tokens": 1496 }, @@ -15304,24 +15429,24 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These three issues are not duplicates of each other. Two are clearly unrelated to the third: one is about TAPAS tokenization behavior, and one is about a bad auth/download error message for private models. The 'bert-base-uncased' load failure is the only broadly model-loading-related report, but it still does not match the other two concrete bugs.", - "confidence": 0.94, - "canonical_issue_reason": "If a single issue must represent the cluster, #16618 is the broadest user-facing model-loading failure; #13244 is a TAPAS tokenization mismatch and #15980 is an unauthenticated private-model download error, so they are not the same bug.", + "summary": "The three issues do not look like duplicates. #16618 is a broad model-loading failure, #15980 is specifically about a bad auth/error path when downloading a private model while logged out, and #13244 is about Tapas tokenization differences versus TensorFlow.", + "confidence": 0.92, + "canonical_issue_reason": "#16618 is the most general user-facing model-loading report in the set; the others are either narrower (#15980) or unrelated (#13244).", "canonical_pr_reason": null, - "best_issue_reason": "#16618 is the most general and central of the three, but only as a loose umbrella for model-loading complaints\u2014not as a true duplicate target.", + "best_issue_reason": "#16618 is the best representative issue because it describes the broadest core failure mode, while the other issues do not match the same underlying bug.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:13244", "right": "issue:16618", "accept": false, - "reason": "Different underlying problem: TAPAS tokenization discrepancies vs. a generic model load failure for bert-base-uncased." + "reason": "Different problem domains: Tapas tokenization parity vs. model loading failure. No evidence they describe the same bug or fix." }, { "left": "issue:15980", "right": "issue:16618", "accept": false, - "reason": "Different failure mode: private-model download/auth error message vs. inability to load a public model." + "reason": "Both involve model downloads, but #15980 is specifically about a private-model login/auth error message, while #16618 is a generic inability to load bert-base-uncased. Too different to treat as duplicates." } ] }, @@ -15340,8 +15465,8 @@ "review_unit_count": 1, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-26350-2", "nodes": [ @@ -15351,7 +15476,7 @@ "soft_pairs": [ "issue:26350|issue:33260" ], - "prepared_review_unit_hash": "0df685d704b3424c12d1b9a5b507168531af46c0ff0fa30416b6f07dd3420edf", + "prepared_review_unit_hash": "8c5a9c2ee4cf16ac2bc594908c5b1772155e53a39cfd4e761aab24041eba7723", "component_budget": { "node_count": 2, "item_count": 2, @@ -15373,18 +15498,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These are two separate community-contribution tracking issues for different features: Flash Attention 2 support vs GGUF support. They share a generic template/category, but not the same underlying bug or change request.", - "confidence": 0.96, + "summary": "These are two unrelated feature-request issues: one asks for Flash Attention 2 support across more architectures, the other asks for GGUF support across more architectures. They share only the broad \u201ccommunity contribution\u201d framing, not the underlying code change or bug.", + "confidence": 0.97, "canonical_issue_reason": null, "canonical_pr_reason": null, - "best_issue_reason": "Neither issue is a strong canonical representative of the other; they track different architecture-support efforts and should remain separate.", + "best_issue_reason": null, "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "Community contribution: Adding Flash Attention 2 support for more architectures", - "right": "Community contribution: Adding GGUF support for more architectures", + "left": "issue:26350", + "right": "issue:33260", "accept": false, - "reason": "Different requested capabilities and likely different code paths; same broad 'more architectures' framing is too generic to treat as a duplicate." + "reason": "Reject: the requested changes target different subsystems and different feature work (Flash Attention 2 vs GGUF). The overlap is only in wording about broader architecture support, not the same underlying issue." } ] }, @@ -15403,8 +15528,8 @@ "review_unit_count": 1, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-27088-5", "nodes": [ @@ -15426,12 +15551,12 @@ "issue:43834|issue:44365", "issue:44365|issue:44370" ], - "prepared_review_unit_hash": "50777b1cfdd8cce0e2a739f61ac8e222280d5a26e16dcd7590e574726e86d056", + "prepared_review_unit_hash": "f242f00bb07ebeae3205b5e46324a00930cdd1de58a4c3367d71926d522ffa83", "component_budget": { "node_count": 5, "item_count": 5, "soft_pair_count": 10, - "serialized_chars": 6441, + "serialized_chars": 6444, "estimated_input_tokens": 1611, "estimated_eval_tokens": 3478 }, @@ -15439,7 +15564,7 @@ "node_count": 5, "item_count": 5, "soft_pair_count": 10, - "serialized_chars": 6441, + "serialized_chars": 6444, "estimated_input_tokens": 1611, "estimated_eval_tokens": 3478 }, @@ -15448,78 +15573,78 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "This cluster is mixed: two real language-specific translation requests (Turkish and Spanish) and three near-identical generic i18n template issues. The only true duplicates are the three placeholder issues; the language-specific ones should remain separate.", - "confidence": 0.95, - "canonical_issue_reason": "Issue 43834 is the earliest clean representative of the near-identical generic template issues, but it only canonically represents that duplicate subgroup, not the Turkish/Spanish requests.", + "summary": "This cluster is mostly translation-request issues. The three generic placeholder issues are effectively duplicates of each other, but the Turkish and Spanish issues are distinct language requests and should not be merged into that subgroup.", + "confidence": 0.79, + "canonical_issue_reason": "issue:43834 is the earliest of the near-identical generic translation-template issues, so it is the best canonical for that duplicate subgroup.", "canonical_pr_reason": null, - "best_issue_reason": "43834 is the best single representative because it matches the three near-identical placeholder issues most closely and is the oldest of that set; the Turkish and Spanish issues are distinct requests, not duplicates.", + "best_issue_reason": "issue:43834 is the strongest representative of the duplicate placeholder subgroup because it is earliest and most neutral; the other concrete language-specific issues are separate requests, not duplicates.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:27088", "right": "issue:44370", "accept": false, - "reason": "Turkish translation request vs generic placeholder translation issue; different concrete request." + "reason": "Different underlying requests: Turkish translation vs generic template. High textual overlap is likely due to shared boilerplate, not the same issue." }, { "left": "issue:27088", "right": "issue:44365", "accept": false, - "reason": "Turkish translation request vs generic placeholder translation issue; not the same underlying issue." + "reason": "Turkish-specific request is not the same as a generic placeholder translation issue; language target differs." }, { "left": "issue:27088", "right": "issue:43834", "accept": false, - "reason": "Specific Turkish docs translation request does not duplicate the generic template issue." + "reason": "One is a concrete Turkish translation request, the other is a generic template issue; not the same underlying change." }, { "left": "issue:27088", "right": "issue:28936", "accept": false, - "reason": "Different target languages (Turkish vs Spanish), so these are separate translation requests." + "reason": "These are different language requests (Turkish vs Spanish), so they are not duplicates." }, { "left": "issue:28936", "right": "issue:43834", "accept": false, - "reason": "Specific Spanish translation request vs generic placeholder issue; not a duplicate." + "reason": "Spanish-specific request does not match the generic placeholder issue closely enough to be considered the same underlying issue." }, { "left": "issue:28936", "right": "issue:44365", "accept": false, - "reason": "Specific Spanish request does not match the generic placeholder issue." + "reason": "Spanish translation request is distinct from the generic template issue; not a duplicate." }, { "left": "issue:28936", "right": "issue:44370", "accept": false, - "reason": "Specific Spanish request does not match the generic placeholder issue." + "reason": "Spanish-specific request and generic placeholder are not the same concrete issue." }, { "left": "issue:43834", "right": "issue:44370", "accept": true, - "reason": "Both are the same generic i18n template issue with effectively identical title/body structure." + "reason": "These two issues are nearly identical generic translation-template requests and appear to describe the same underlying issue." }, { "left": "issue:43834", "right": "issue:44365", "accept": true, - "reason": "Near-identical generic placeholder issues; same underlying request template." + "reason": "Near-identical generic placeholder translation issues; same underlying request." }, { "left": "issue:44365", "right": "issue:44370", "accept": true, - "reason": "Near-identical generic placeholder issues; same underlying request template." + "reason": "These are effectively the same generic translation-template issue and can be treated as duplicates." } ] }, "evaluator_result": { "accept": true, - "feedback": "The summary is well grounded in the packet: 43834/44365/44370 are clearly near-identical placeholder issues by title/body similarity, and 27088 vs 28936 are distinct language-specific requests. The soft-edge verdicts are conservative, and the choice of 43834 as the oldest representative of the placeholder subgroup is supported by the timestamps." + "feedback": "The summary is well grounded in the packet: the Turkish and Spanish issues are explicitly language-specific, while 43834/44365/44370 share the same generic placeholder title and near-identical text, so treating those three as duplicates is conservative. The canonical choice of 43834 as the earliest in that subgroup is also supported. No PR pair is involved." }, "evaluator_used": true, "retried": false, @@ -15535,8 +15660,8 @@ "review_unit_count": 1, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-36817-15", "nodes": [ @@ -15583,17 +15708,17 @@ "issue:43671|issue:45027", "issue:43671|issue:45177", "issue:43671|issue:44121", - "issue:43837|issue:45322", + "issue:43671|issue:43909", "issue:43837|issue:43909", + "issue:43837|issue:45322", + "issue:43837|issue:44121", "issue:43909|issue:44205", - "issue:43671|issue:43909", "issue:44121|issue:45322", - "issue:43837|issue:44121", "issue:43837|issue:45027", "issue:37015|issue:45027", "issue:43837|issue:45177" ], - "prepared_review_unit_hash": "6b69f0ae6f37529145f62f4f08ef25db98fb9657cecb0755ef3620c6a89c7643", + "prepared_review_unit_hash": "06f704bae94f562a686222fa7e57f1c167c0e90deb712c8cbfb07663d329efe8", "component_budget": { "node_count": 15, "item_count": 15, @@ -15615,222 +15740,222 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "This cluster is mostly a set of model-request issues, but they target different model families and even different modalities (vision, OCR, text, TTS, ASR, audio). I do not see true duplicates among them; they are thematically similar, not the same underlying change.", - "confidence": 0.88, - "canonical_issue_reason": "Issue 41115 is the broadest and most representative model-request entry in the set, with active discussion and inbound references. It works best as a cluster anchor, but it is not a duplicate of the others.", + "summary": "This cluster is a heterogeneous set of model-addition/support requests across unrelated architectures and modalities. The similarity is mostly from generic request phrasing, not the same underlying bug or change, so no soft edges should be merged.", + "confidence": 0.93, + "canonical_issue_reason": "issue:43671 is the most central/connected item in this otherwise mixed set, so it is the best cluster anchor despite not being a true duplicate of the others.", "canonical_pr_reason": null, - "best_issue_reason": "41115 is the most general issue to use as a placeholder representative for this cluster, since the rest are distinct model additions rather than duplicates.", + "best_issue_reason": "issue:43671 is the strongest representative of the repeated 'add model support' pattern and has enough discussion/linkage to serve as the cluster's best issue representative.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:36817", "right": "issue:41211", "accept": false, - "reason": "EuroBert config support and DEIMv2 are different model additions." + "reason": "Different models and likely different configuration/schema updates; only the request style is similar." }, { "left": "issue:36817", "right": "issue:43671", "accept": false, - "reason": "EuroBert config support and Qwen3-TTS are unrelated model requests." + "reason": "EuroBert config support and Qwen3-TTS support are unrelated model additions." }, { "left": "issue:36817", "right": "issue:36879", "accept": false, - "reason": "EuroBert and RF-DETR are different models and different code paths." + "reason": "EuroBert config vs RF-DETR model request; different model families and code paths." }, { "left": "issue:36879", "right": "issue:41211", "accept": false, - "reason": "RF-DETR and DEIMv2 are distinct model requests." + "reason": "RF-DETR and DEIMv2 are distinct model integrations, not the same change." }, { "left": "issue:36879", "right": "issue:43909", "accept": false, - "reason": "RF-DETR vision support and LFM2.5 Audio support are not the same change." + "reason": "Different model targets and modalities; not a duplicate request." }, { "left": "issue:36879", "right": "issue:44121", "accept": false, - "reason": "RF-DETR and the weight-sparse transformer request are different model families." + "reason": "RF-DETR model addition and weight-sparse transformer support are unrelated changes." }, { "left": "issue:36879", "right": "issue:43837", "accept": false, - "reason": "RF-DETR and Qwen3-ASR are different modalities and implementations." + "reason": "RF-DETR and Qwen3-ASR are different model support requests." }, { "left": "issue:36879", "right": "issue:43671", "accept": false, - "reason": "RF-DETR and Qwen3-TTS are different model additions." + "reason": "Different requested models and likely different implementation paths." }, { "left": "issue:37015", "right": "issue:43837", "accept": false, - "reason": "NeoBERT and Qwen3-ASR are unrelated requests." + "reason": "NeoBERT and Qwen3-ASR are different model requests with no shared underlying bug." }, { "left": "issue:37015", "right": "issue:44121", "accept": false, - "reason": "NeoBERT and the sparse transformer request are different model changes." + "reason": "NeoBERT support and weight-sparse transformer support are different code changes." }, { "left": "issue:37015", "right": "issue:43909", "accept": false, - "reason": "NeoBERT and LFM2.5 Audio are different architectures and modalities." + "reason": "NeoBERT and LFM2.5 Audio are unrelated models and integrations." }, { "left": "issue:36879", "right": "issue:37015", "accept": false, - "reason": "RF-DETR and NeoBERT are different models with different support work." + "reason": "RF-DETR and NeoBERT are distinct model additions." }, { "left": "issue:37015", "right": "issue:42503", "accept": false, - "reason": "NeoBERT and ModernVBERT are separate model additions, not one bug." + "reason": "NeoBERT and ModernVBERT are separate model support requests." }, { "left": "issue:41115", "right": "issue:43837", "accept": false, - "reason": "MiniCPM3 architecture support and Qwen3-ASR are different model requests." + "reason": "MiniCPM3 architecture support and Qwen3-ASR support are different model integrations." }, { "left": "issue:41115", "right": "issue:44121", "accept": false, - "reason": "MiniCPM3 and the weight-sparse transformer request are distinct model families." + "reason": "MiniCPM3 and OpenAI weight-sparse transformer requests are unrelated." }, { "left": "issue:41115", "right": "issue:42503", "accept": false, - "reason": "MiniCPM3 architecture and ModernVBERT are different model additions." + "reason": "MiniCPM3 and ModernVBERT are different model-family additions." }, { "left": "issue:41115", "right": "issue:45027", "accept": false, - "reason": "MiniCPM3 and Voxtral TTS support are unrelated concrete changes." + "reason": "MiniCPM3 and Voxtral TTS support target different models and paths." }, { "left": "issue:41211", "right": "issue:43671", "accept": false, - "reason": "DEIMv2 and Qwen3-TTS are different models and tasks." + "reason": "DEIMv2 and Qwen3-TTS are separate model requests." }, { "left": "issue:42503", "right": "issue:43837", "accept": false, - "reason": "ModernVBERT and Qwen3-ASR are different requests." + "reason": "ModernVBERT and Qwen3-ASR are unrelated model additions." }, { "left": "issue:42503", "right": "issue:43671", "accept": false, - "reason": "ModernVBERT and Qwen3-TTS are different model additions." + "reason": "ModernVBERT models and Qwen3-TTS support are different requests." }, { "left": "issue:42503", "right": "issue:42738", "accept": false, - "reason": "ModernVBERT models and BERT-like models with RoPE are related only broadly, not the same change." + "reason": "ModernVBERT and BERT-like models with RoPE overlap only broadly; they are not the same concrete change." }, { "left": "issue:42738", "right": "issue:45027", "accept": false, - "reason": "BERT-like RoPE support and Voxtral TTS support are different code paths." + "reason": "A generic BERT/RoPE request and Voxtral TTS support are unrelated." }, { "left": "issue:43671", "right": "issue:43837", "accept": false, - "reason": "Qwen3-TTS and Qwen3-ASR are different modalities and should not be merged as duplicates." + "reason": "Qwen3-TTS and Qwen3-ASR are related by family name but target different modalities and implementations." }, { "left": "issue:43671", "right": "issue:45027", "accept": false, - "reason": "Qwen3-TTS and Voxtral TTS are different model-specific support requests." + "reason": "Qwen3-TTS support and Voxtral TTS support are different model integrations." + }, + { + "left": "issue:43671", + "right": "issue:45177", + "accept": false, + "reason": "Qwen3-TTS and DeepSeek-OCR2 are unrelated model requests." + }, + { + "left": "issue:43671", + "right": "issue:44121", + "accept": false, + "reason": "Qwen3-TTS support and weight-sparse transformer support are not the same change." }, { "left": "issue:43671", - "right": "issue:45177", + "right": "issue:43909", "accept": false, - "reason": "Qwen3-TTS and DeepSeek-OCR2 are unrelated model additions." + "reason": "Qwen3-TTS and LFM2.5 Audio are different audio-model requests with different code paths." }, { - "left": "issue:43671", - "right": "issue:44121", + "left": "issue:43837", + "right": "issue:43909", "accept": false, - "reason": "Qwen3-TTS and the sparse transformer request are different model families." + "reason": "Qwen3-ASR and LFM2.5 Audio are separate model additions." }, { "left": "issue:43837", "right": "issue:45322", "accept": false, - "reason": "Qwen3-ASR and EUPE are different model requests." + "reason": "Qwen3-ASR support and EUPE support are unrelated model requests." }, { "left": "issue:43837", - "right": "issue:43909", + "right": "issue:44121", "accept": false, - "reason": "Qwen3-ASR and LFM2.5 Audio are different audio-model additions." + "reason": "ASR model support and weight-sparse transformer support are different changes." }, { "left": "issue:43909", "right": "issue:44205", "accept": false, - "reason": "LFM2.5 Audio and SAM3-LiteText are different model families." - }, - { - "left": "issue:43671", - "right": "issue:43909", - "accept": false, - "reason": "Qwen3-TTS and LFM2.5 Audio are distinct audio-model support requests." + "reason": "LFM2.5 Audio and SAM3-LiteText are unrelated model families." }, { "left": "issue:44121", "right": "issue:45322", "accept": false, - "reason": "Weight-sparse transformer support and EUPE are unrelated model requests." - }, - { - "left": "issue:43837", - "right": "issue:44121", - "accept": false, - "reason": "Qwen3-ASR and the sparse transformer request are different concrete changes." + "reason": "OpenAI weight-sparse transformer and EUPE are different requested models." }, { "left": "issue:43837", "right": "issue:45027", "accept": false, - "reason": "Qwen3-ASR and Voxtral TTS are different model-specific support work." + "reason": "Qwen3-ASR and Voxtral-4B-TTS are different audio-model support requests." }, { "left": "issue:37015", "right": "issue:45027", "accept": false, - "reason": "NeoBERT and Voxtral TTS are unrelated model additions." + "reason": "NeoBERT and Voxtral-4B-TTS are unrelated model additions." }, { "left": "issue:43837", "right": "issue:45177", "accept": false, - "reason": "Qwen3-ASR and DeepSeek-OCR2 are different models and tasks." + "reason": "Qwen3-ASR and DeepSeek-OCR2 are different model requests." } ] }, @@ -15849,8 +15974,8 @@ "review_unit_count": 1, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-37934-7", "nodes": [ @@ -15873,12 +15998,12 @@ "issue:43668|issue:44031", "issue:43668|issue:43813" ], - "prepared_review_unit_hash": "d4ae64bd6e14deed4f6fa0aca7fbdc5d9ebd2300b08cf030c1523e9b172b313f", + "prepared_review_unit_hash": "770705eb5947573216f3bcaf1d1abc6f7e5471ba79e7ba2f078cfb2d95f383cc", "component_budget": { "node_count": 7, "item_count": 7, "soft_pair_count": 9, - "serialized_chars": 7186, + "serialized_chars": 7185, "estimated_input_tokens": 1797, "estimated_eval_tokens": 3850 }, @@ -15886,7 +16011,7 @@ "node_count": 7, "item_count": 7, "soft_pair_count": 9, - "serialized_chars": 7186, + "serialized_chars": 7185, "estimated_input_tokens": 1797, "estimated_eval_tokens": 3850 }, @@ -15895,66 +16020,66 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These issues are mostly unrelated, one-off bug reports spanning different models and components. The soft similarity links look superficial, so none of the proposed pairs should be merged as duplicates.", - "confidence": 0.74, - "canonical_issue_reason": "#43668 is the cleanest narrow, self-contained issue in the set, but the cluster is not a true duplicate cluster; it is only a weak representative if one must be chosen.", + "summary": "These issues are not duplicates; they cover unrelated topics across model architecture, config typing, tokenizer warnings, and miscellaneous bugs/typos. The soft-similarity signals look superficial rather than indicating the same underlying defect.", + "confidence": 0.94, + "canonical_issue_reason": null, "canonical_pr_reason": null, - "best_issue_reason": "#43668 is the best single representative because it is concise and well-scoped, but it does not meaningfully subsume the other reports.", + "best_issue_reason": null, "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:37934", "right": "issue:43668", "accept": false, - "reason": "Different models and bug types: Llama4TextL2Norm semantics vs ModernBERTConfig type hint." + "reason": "Different problems: a model norm-design question vs an incorrect type hint in a config class. No shared code-path or fix." }, { "left": "issue:42936", "right": "issue:43240", "accept": false, - "reason": "Mask2Former ignore_value handling and loss kwargs plumbing are distinct training-path bugs." + "reason": "Both mention model loss behavior, but one is about an unused ignore_value in Mask2Former and the other about kwargs not reaching a loss function; these are distinct bugs." }, { "left": "issue:42936", "right": "issue:46018", "accept": false, - "reason": "Different models and code paths: Mask2Former vs DeepSeek-V4 shared expert gating." + "reason": "Different model families and failure modes: Mask2Former ignore_value handling vs DeepSeek-V4 shared expert gating." }, { "left": "issue:42936", "right": "issue:44031", "accept": false, - "reason": "Segmentation loss ignore_value bug is unrelated to tokenizer regex warning behavior." + "reason": "Unrelated: Mask2Former loss parameter usage versus tokenizer regex warnings after a version change." }, { "left": "issue:42936", "right": "issue:43813", "accept": false, - "reason": "Unrelated subsystems: Mask2Former loss handling vs quantization attribute typo." + "reason": "A loss-parameter bug and a typo in a quantization attribute are not the same underlying issue." }, { "left": "issue:42936", "right": "issue:43668", "accept": false, - "reason": "Different components and bugs: Mask2Former loss behavior vs ModernBERT config typing." + "reason": "One is a model training/loss bug; the other is a ModernBERT config type-hint issue. No common fix." }, { "left": "issue:43240", "right": "issue:43668", "accept": false, - "reason": "Loss-function kwargs forwarding is unrelated to a config type-hint issue." + "reason": "kwargs propagation to loss calculation is unrelated to a config annotation mistake." }, { "left": "issue:43668", "right": "issue:44031", "accept": false, - "reason": "ModernBERT config typing and tokenizer regex warnings are different issues." + "reason": "ModernBERT norm_eps typing and tokenizer regex warnings are unrelated subsystems and bugs." }, { "left": "issue:43668", "right": "issue:43813", "accept": false, - "reason": "Type-hint correction in ModernBERTConfig is unrelated to the quantization typo." + "reason": "A type-hint correction is not the same as a typo in an attribute name; no shared code-path." } ] }, @@ -15973,8 +16098,8 @@ "review_unit_count": 1, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-41084-2", "nodes": [ @@ -15984,7 +16109,7 @@ "soft_pairs": [ "issue:41084|issue:43037" ], - "prepared_review_unit_hash": "09cf24a538b7243ed37d8160e4ea5ddc7fc2e9d86e70e3a45e249ac6ade89339", + "prepared_review_unit_hash": "b4035abca77ee357b14881a45b90c6398aac03499759f7ac347ce239fbfa923d", "component_budget": { "node_count": 2, "item_count": 2, @@ -16006,18 +16131,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "The two issues are about different topics: block decoding vs. DeepSeek v3.2 support. There is no duplicate relationship here.", + "summary": "The two issues are not duplicates: one is about block decoding behavior, the other is a request for DeepSeek v3.2 support. They describe different products of work and should not be clustered together as the same underlying issue.", "confidence": 0.97, - "canonical_issue_reason": "No canonical issue: the titles and available evidence describe distinct features/problems with no shared targets or references.", + "canonical_issue_reason": "If one issue must represent the cluster, #41084 is the more concrete bug/behavior report; #43037 is a separate model-support request.", "canonical_pr_reason": null, - "best_issue_reason": "If one must be chosen as a representative issue, #43037 is more specific and actionable, but it does not cover #41084 and should not be treated as its duplicate.", + "best_issue_reason": "#41084 is the better representative issue because it is narrower and more actionable, but it still does not match #43037.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:41084", "right": "issue:43037", "accept": false, - "reason": "Different underlying subjects; no evidence they describe the same bug or change." + "reason": "Different underlying problems: block decoding semantics vs DeepSeek v3.2 support. No shared code-path or duplicate fix target." } ] }, @@ -16036,8 +16161,8 @@ "review_unit_count": 1, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-43598-2", "nodes": [ @@ -16047,7 +16172,7 @@ "soft_pairs": [ "issue:43598|issue:43600" ], - "prepared_review_unit_hash": "fc81e58897229290c95ddd7d2c3208bbf858044900cbba4ecbbdeb27a55dc5d8", + "prepared_review_unit_hash": "03870877b5b5f91f558f7d89e67cccdf7ab5f73c80ca8f93714d2d04ae71d5c8", "component_budget": { "node_count": 2, "item_count": 2, @@ -16069,18 +16194,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These two issues both mention custom trainers and Trainer behavior, but they describe different problems: one is about `remove_unused_column` and input-column handling, the other is about estimating FLOPS for custom trainers. I would not treat them as duplicates.", - "confidence": 0.88, - "canonical_issue_reason": "No single canonical issue: the topics are related to Trainer customizability, but the concrete bugs/features are different.", + "summary": "These are related only at a very high level (both concern custom Trainer behavior), but they describe different problems: one is about `remove_unused_column` customizability, the other is about FLOPS estimation with custom trainers. They should not be deduplicated.", + "confidence": 0.93, + "canonical_issue_reason": "Issue 43598 is the better representative of the cluster\u2019s broader Trainer-customization theme; 43600 is a narrower, metric-specific follow-up concern.", "canonical_pr_reason": null, - "best_issue_reason": "#43598 is the better anchor because it states a specific Trainer customization problem and is more actionable.", + "best_issue_reason": "43598 is the stronger canonical issue because it frames a general Trainer customization design question rather than a specific FLOPS-estimation edge case.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:43598", "right": "issue:43600", "accept": false, - "reason": "They share the broad theme of custom trainers, but the underlying issues are different code paths: unused-column removal vs FLOPS estimation." + "reason": "The overlap is thematic only. `remove_unused_column` behavior and FLOPS estimation for custom trainers are different code paths and different user-facing bugs, so they are not the same underlying issue." } ] }, @@ -16099,8 +16224,8 @@ "review_unit_count": 1, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-43684-2", "nodes": [ @@ -16110,12 +16235,12 @@ "soft_pairs": [ "issue:43684|issue:44405" ], - "prepared_review_unit_hash": "8b76cf48e1afdff39c5fccae5ac6bd7df8ef87fa5343b766fbe566ccd33f0267", + "prepared_review_unit_hash": "ebdb2cfec0e452ceb812e656b3b33b57ec2852fda5e3a0f89c2e8e4ca3321317", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 1611, + "serialized_chars": 1612, "estimated_input_tokens": 403, "estimated_eval_tokens": 1062 }, @@ -16123,7 +16248,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 1611, + "serialized_chars": 1612, "estimated_input_tokens": 403, "estimated_eval_tokens": 1062 }, @@ -16132,18 +16257,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These are related Qwen model feature requests, but they target different model families and different auto-model capabilities: one asks for Qwen3-Omni registration in AutoModel/AutoModelForConditionalGeneration, while the other asks for AutoModelForSequenceClassification support for Qwen3.5. They should not be merged as duplicates.", - "confidence": 0.89, - "canonical_issue_reason": "Issue #43684 is the broader, more foundational request and better represents the cluster topic because it concerns missing AutoModel registration for Qwen3-Omni, whereas #44405 is a separate class-specific support request.", + "summary": "The two issues are about different Qwen model families and different auto-class registration gaps, so they are not duplicates.", + "confidence": 0.94, + "canonical_issue_reason": "Issue #43684 is the broader registration request and is the better representative of the cluster.", "canonical_pr_reason": null, - "best_issue_reason": "#43684 is the better issue to keep as the representative because it is the more general registry gap and has the clearest umbrella scope.", + "best_issue_reason": "#43684 is the cleaner canonical issue because it targets a concrete missing AutoModel registration path rather than a narrower downstream head-specific support request.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:43684", "right": "issue:44405", "accept": false, - "reason": "Different underlying features: Qwen3-Omni auto-registration vs Qwen3.5 sequence-classification support. Same broad ecosystem, but not the same code-path problem." + "reason": "Different underlying problems: Qwen3-Omni model registration for AutoModel/AutoModelForConditionalGeneration vs Qwen3.5 sequence classification support for AutoModelForSequenceClassification. Different model families, different auto classes, and not the same code path." } ] }, @@ -16162,8 +16287,8 @@ "review_unit_count": 1, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-43835-4", "nodes": [ @@ -16180,80 +16305,77 @@ "issue:43845|issue:43859", "issue:43846|issue:43859" ], - "prepared_review_unit_hash": "19e9d8053436a35da1cf893cfa8b421eacb64e9adb153dd26c05d8b61b6bfe83", + "prepared_review_unit_hash": "3a55ed92560565a280397459aa9df8b66269a185d1c96f2ac54395f2d53672d0", "component_budget": { "node_count": 4, "item_count": 4, "soft_pair_count": 6, - "serialized_chars": 4264, - "estimated_input_tokens": 1066, - "estimated_eval_tokens": 2388 + "serialized_chars": 4260, + "estimated_input_tokens": 1065, + "estimated_eval_tokens": 2386 }, "budget": { "node_count": 4, "item_count": 4, "soft_pair_count": 6, - "serialized_chars": 4264, - "estimated_input_tokens": 1066, - "estimated_eval_tokens": 2388 + "serialized_chars": 4260, + "estimated_input_tokens": 1065, + "estimated_eval_tokens": 2386 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Three issues titled \"huggingface\" are very likely duplicates of the same report; the \"Fett\" issue looks unrelated. I\u2019d keep the earliest huggingface issue as canonical.", - "confidence": 0.92, - "canonical_issue_reason": "issue:43845 is the earliest of the near-identical \"huggingface\" issues and is the best canonical anchor for that duplicate set.", + "summary": "Low-signal cluster of mostly empty issues. Three items share the same truncated title \"huggingface \" and look related at a superficial level, but there is not enough description or linked context to safely conclude they are the same underlying bug. The \"Fett\" issue is even less connected and should remain separate unless more body text exists outside this snapshot.", + "confidence": 0.36, + "canonical_issue_reason": "issue:43845 is a reasonable canonical placeholder for the repeated \"huggingface \" reports because it is one of the exact-title duplicates and is the earliest of that subgroup. However, the evidence is weak due to missing descriptions.", "canonical_pr_reason": null, - "best_issue_reason": "issue:43845 is the best representative issue because it matches the other duplicate-sounding \"huggingface\" reports and was opened first.", + "best_issue_reason": "issue:43859 is the best single issue to keep as the representative within this cluster because it has the only discussion activity and shares the same exact truncated title as the other repeated reports, which may capture the most context.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:43835", "right": "issue:43845", "accept": false, - "reason": "Different titles and no concrete evidence they describe the same underlying problem." + "reason": "Titles do not match and there is no body content or shared target evidence; soft similarity alone is not enough to treat these as the same bug." }, { "left": "issue:43835", "right": "issue:43846", "accept": false, - "reason": "\"Fett\" is not sufficiently connected to the repeated \"huggingface\" reports to treat as the same issue." + "reason": "Titles do not match and the snapshot provides no concrete shared context beyond generic similarity." }, { "left": "issue:43835", "right": "issue:43859", "accept": false, - "reason": "No clear indication that this issue matches the repeated \"huggingface\" reports." + "reason": "No concrete evidence ties \"Fett\" to the repeated \"huggingface\" reports; reject as unrelated." }, { "left": "issue:43845", "right": "issue:43846", - "accept": true, - "reason": "Same title, very similar metadata, and close creation time strongly suggest duplicate reports of the same issue." + "accept": false, + "reason": "These have the same truncated title, but the bodies are unavailable and the cluster lacks enough detail to confirm a true duplicate underlying issue." }, { "left": "issue:43845", "right": "issue:43859", - "accept": true, - "reason": "Same generic title and highly similar issue shape make this look like the same underlying report." + "accept": false, + "reason": "Same broad title is not sufficient by itself; no concrete bug description or shared target evidence is present." }, { "left": "issue:43846", "right": "issue:43859", - "accept": true, - "reason": "These are near-identical \"huggingface\" issues and appear to be duplicate submissions." + "accept": false, + "reason": "Same broad title is not enough to merge them as duplicates without a concrete shared failure mode." } ] }, - "evaluator_result": { - "accept": true, - "feedback": "The summary is grounded in the packet: 43845 is the earliest of the three identically titled \u201chuggingface\u201d issues, and treating 43835 (\u201cFett\u201d) as separate is conservative given the title mismatch and lack of stronger evidence. The pairwise judgments among 43845/43846/43859 also stay within the evidence available (same title plus soft similarity), without overclaiming 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 }, @@ -16265,8 +16387,8 @@ "review_unit_count": 1, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-44371-5", "nodes": [ @@ -16287,7 +16409,7 @@ "issue:44572|issue:44937", "issue:44573|issue:44937" ], - "prepared_review_unit_hash": "bd720dc9b91eb9a909e7028bef90f2cbb8952d5110bac9e124757736227a6f2b", + "prepared_review_unit_hash": "2676162c133a41924a371bfa54ae1a6be9b9aa2551c9edd2925d0218fbfaa840", "component_budget": { "node_count": 5, "item_count": 5, @@ -16309,66 +16431,66 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "The cluster is dominated by spam-like issues with generic or promotional titles. Only issue #44418 looks even remotely like a legitimate report, but it is still vague and undocumented. No pair looks like the same concrete underlying bug or change.", - "confidence": 0.95, - "canonical_issue_reason": "#44418 is the only non-spam, plausibly legitimate issue title; the others are clearly spam or promotional noise.", + "summary": "This cluster is dominated by low-information/spam issues with no concrete bug or change details. There is no strong duplicate signal beyond generic similarity, so I would not merge any pair.", + "confidence": 0.97, + "canonical_issue_reason": "If a representative is needed, issue #44371 is the best placeholder because it is the earliest exact '' entry, but none of these look like a real canonical bug report.", "canonical_pr_reason": null, - "best_issue_reason": "#44418 is the best available issue for triage because it appears to be a real documentation request, while the rest are not actionable issues.", + "best_issue_reason": "#44371 is the earliest and most representative of the repeated spam-like '' issues; the others are equally low-signal.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:44371", "right": "issue:44572", "accept": false, - "reason": "Both are spam-like '' issues with no concrete shared bug or change." + "reason": "Reject: both are generic spam-like entries, and there is no evidence they describe the same concrete bug or change." }, { "left": "issue:44371", "right": "issue:44573", "accept": false, - "reason": "Both are spam-like '' issues with no concrete shared bug or change." + "reason": "Reject: exact title similarity is not enough here; no substantive issue description or code-path evidence is present." }, { "left": "issue:44371", "right": "issue:44418", "accept": false, - "reason": "One is spam-like; the other is a generic documentation suggestion. They are not the same underlying issue." + "reason": "Reject: one is spam-like and the other is a generic documentation suggestion; they do not appear to be the same underlying issue." }, { "left": "issue:44371", "right": "issue:44937", "accept": false, - "reason": "Spam-like issue versus promotional title; no shared actionable problem." + "reason": "Reject: the titles are unrelated aside from being low-signal text, with no shared bug/change context." }, { "left": "issue:44418", "right": "issue:44572", "accept": false, - "reason": "Generic documentation request does not match a spam issue; no evidence of the same underlying report." + "reason": "Reject: a documentation suggestion and a spam-like issue are not the same underlying bug/change." }, { "left": "issue:44418", "right": "issue:44573", "accept": false, - "reason": "Generic documentation request does not match a spam issue; no evidence of the same underlying report." + "reason": "Reject: no concrete overlap beyond generic low-signal text; not the same issue." }, { "left": "issue:44572", "right": "issue:44573", "accept": false, - "reason": "Both are spam-like, but the titles are not enough to show they are the same specific issue." + "reason": "Reject: both are spam-like placeholders, but there is still no evidence of a shared underlying bug/change." }, { "left": "issue:44572", "right": "issue:44937", "accept": false, - "reason": "Spam-like issue versus promotional title; not the same concrete problem." + "reason": "Reject: unrelated generic titles with no concrete code-path or feature overlap." }, { "left": "issue:44573", "right": "issue:44937", "accept": false, - "reason": "Spam-like issue versus promotional title; not the same concrete problem." + "reason": "Reject: no evidence these refer to the same underlying problem; titles are unrelated and non-specific." } ] }, @@ -16387,8 +16509,8 @@ "review_unit_count": 1, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-45145-2", "nodes": [ @@ -16398,12 +16520,12 @@ "soft_pairs": [ "issue:45145|issue:45151" ], - "prepared_review_unit_hash": "b24c29dfe85e5ee05f4f9fa211c9356fc3960253666392f35f1d0ae0f5c74df4", + "prepared_review_unit_hash": "766041f4c9c1d684862739cf038a4e61f937523ed8cb6585c70791ba659f8aa5", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 1645, + "serialized_chars": 1646, "estimated_input_tokens": 412, "estimated_eval_tokens": 1080 }, @@ -16411,7 +16533,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 1645, + "serialized_chars": 1646, "estimated_input_tokens": 412, "estimated_eval_tokens": 1080 }, @@ -16420,27 +16542,27 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "The two closed issues appear to be duplicates of the same Energy/N6 Arithmetic proposal, with identical titles and very similar bodies. Issue #45145 is the better canonical issue because it was created earlier and already has an inbound reference.", - "confidence": 0.98, - "canonical_issue_reason": "#45145 is the earlier report and has an inbound reference, making it the best single place to consolidate discussion for this duplicated issue.", + "summary": "The two issues have identical titles and were opened a few hours apart, with no other evidence pointing to different fixes, so they are likely duplicate reports of the same proposal.", + "confidence": 0.87, + "canonical_issue_reason": "#45145 is the earlier issue and, given the identical title and close timing, is the best canonical representative for this likely duplicate pair.", "canonical_pr_reason": null, - "best_issue_reason": "Both issues describe the same \"[Energy] N6 Arithmetic: 50-70% AI Training/Inference Energy Reduction \u2014 17 Techniques with Code\" topic, so #45145 is the better representative for the cluster.", + "best_issue_reason": "#45145 is the best global issue choice because it is the earliest matching report and there is no evidence here that it differs materially from #45151.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:45145", "right": "issue:45151", "accept": true, - "reason": "Same title and highly similar body content; these look like duplicate reports of the same underlying issue." + "reason": "Identical titles and close creation times make these likely duplicates; the packet provides no distinguishing targets, filenames, or other evidence of separate underlying requests." } ] }, "evaluator_result": { - "accept": true, - "feedback": "Grounded in the packet: the issues have identical titles, the pair is marked by soft similarity, and #45145 is earlier with an inbound reference. The summary and soft-edge acceptance stay appropriately conservative, so this is acceptable." + "accept": false, + "feedback": "The duplicate judgment is plausible from the identical titles and close timing, but the writeup overstates what the packet shows. We do not have issue body content here, so claims like \u201cvery similar content\u201d and \u201csame energy-reduction techniques\u201d are not directly grounded. Also, the soft-edge acceptance is based only on soft similarity, so it should be phrased more conservatively (e.g., \u2018likely duplicate\u2019 rather than asserted duplicate)." }, "evaluator_used": true, - "retried": false, + "retried": true, "accepted_nontrivial_soft_edge": true, "error_kind": null, "error_message": null @@ -16507,8 +16629,8 @@ "review_unit_count": 1, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-45672-2", "nodes": [ @@ -16518,7 +16640,7 @@ "soft_pairs": [ "issue:45672|issue:45674" ], - "prepared_review_unit_hash": "c3e8d90019ea7259f8f28d8cf4bfca8ae2aaaed9776f5a683be7d7ad6fcf0431", + "prepared_review_unit_hash": "816d34e89dda46d9d47545d289e23c2b730cfd8de38526a3c5c4e6c4934370e0", "component_budget": { "node_count": 2, "item_count": 2, @@ -16540,18 +16662,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These are both 4-bit inference issues, but they point to different bugs: one is a Gemma4 audio-module `torch.finfo()` dtype failure on uint8 weights, the other is a `BitsAndBytesConfig` regression where `llm_int8_skip_modules` drops the default `lm_head` exclusion and triggers an assertion. They should not be merged as duplicates.", + "summary": "These two issues describe different 4-bit inference failures: one is a Gemma4/audio-module uint8 `torch.finfo()` TypeError, the other is a BitsAndBytesConfig `llm_int8_skip_modules` regression that drops the default `lm_head` exclusion. They are not duplicates.", "confidence": 0.97, - "canonical_issue_reason": null, + "canonical_issue_reason": "Issue #45674 is the better cluster representative because it describes a clearer configuration-level regression with a broader, directly actionable failure mode. However, it is still not a duplicate of #45672.", "canonical_pr_reason": null, - "best_issue_reason": "Issue 45674 is the stronger representative for triage because it describes a clearer, config-level regression with a more general repro path and more discussion activity.", + "best_issue_reason": "Issue #45674 is the strongest standalone issue: it names the implicated API, the regression mechanism, and the concrete 4-bit assertion failure. Issue #45672 is more model/module-specific and a different code path.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:45672", "right": "issue:45674", "accept": false, - "reason": "Different underlying failures and code paths: Gemma4 audio-module dtype handling vs. BitsAndBytesConfig skip-module masking behavior. Similar 4-bit context only, not the same bug." + "reason": "Different underlying bugs: #45672 is a Gemma4 audio-module `torch.finfo()` TypeError on uint8 weights, while #45674 is a BitsAndBytesConfig skip-module handling regression that causes an `lm_head` assertion failure in 4-bit inference." } ] }, @@ -16570,8 +16692,8 @@ "review_unit_count": 1, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-45762-2", "nodes": [ @@ -16581,7 +16703,7 @@ "soft_pairs": [ "issue:45762|issue:45763" ], - "prepared_review_unit_hash": "eba167828cc66dd0ec803fdb550a239497330813816a21f589aa5a5cc68f81c1", + "prepared_review_unit_hash": "8331bd79e471982de79dbbc14abea0b77074bea514511409c850486373119aba", "component_budget": { "node_count": 2, "item_count": 2, @@ -16603,8 +16725,8 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "The two issues are unrelated personal-name/date entries and do not describe the same underlying bug or request, so this cluster should not be deduplicated.", - "confidence": 0.98, + "summary": "Two closed issues with unrelated personal-name titles and no shared code, topic, or references. They do not look like duplicates or the same underlying bug/change.", + "confidence": 0.99, "canonical_issue_reason": null, "canonical_pr_reason": null, "best_issue_reason": null, @@ -16614,7 +16736,7 @@ "left": "issue:45762", "right": "issue:45763", "accept": false, - "reason": "Different names and birthdates with no shared problem statement, code path, or explicit linkage; they are not the same issue." + "reason": "Different named-person entries with different dates and no body, links, filenames, or discussion indicating a shared bug or request; not the same underlying issue." } ] }, @@ -16633,8 +16755,8 @@ "review_unit_count": 1, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-45764-2", "nodes": [ @@ -16644,40 +16766,40 @@ "soft_pairs": [ "issue:45764|issue:45765" ], - "prepared_review_unit_hash": "e4e2d75fe3f38f542c41a60e6aa1ef7a4e05faf4db898ef83ffd26dd1df4be65", + "prepared_review_unit_hash": "49ae5bf6a823130be1bb14ff250f26fced641be5993b80d2a08c6dd0d03a8714", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 1481, - "estimated_input_tokens": 371, - "estimated_eval_tokens": 998 + "serialized_chars": 1479, + "estimated_input_tokens": 370, + "estimated_eval_tokens": 996 }, "budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 1481, - "estimated_input_tokens": 371, - "estimated_eval_tokens": 998 + "serialized_chars": 1479, + "estimated_input_tokens": 370, + "estimated_eval_tokens": 996 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These two issues are unrelated personal-name/date entries and do not look like duplicate reports of the same bug or request.", - "confidence": 0.99, - "canonical_issue_reason": null, + "summary": "The two issues are unrelated empty placeholders with different personal-name titles and dates; they do not describe the same bug, feature, or report.", + "confidence": 0.98, + "canonical_issue_reason": "No canonical issue: both entries are contentless and appear to be unrelated name/date placeholders rather than a real issue cluster.", "canonical_pr_reason": null, - "best_issue_reason": "No clear canonical issue: both items are unrelated and equally unsupported, so neither should be treated as the duplicate target.", + "best_issue_reason": "Neither issue is a good canonical candidate; if forced, the older issue could be used as a placeholder, but there is no substantive issue to prefer.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:45764", "right": "issue:45765", "accept": false, - "reason": "Only superficial similarity in structure (a name plus date); the titles refer to different people and contain no shared bug, feature, or code-path context." + "reason": "Different named entities and different dates; no shared problem statement or duplicate evidence beyond superficial title similarity." } ] }, @@ -16696,8 +16818,8 @@ "review_unit_count": 1, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-45869-5", "nodes": [ @@ -16717,91 +16839,91 @@ "issue:45871|issue:45873", "issue:45872|issue:45873" ], - "prepared_review_unit_hash": "743d1b191b0f5e07c3c0c72833a223ad90a1e19894e6d4432c423eab3db3a5c8", + "prepared_review_unit_hash": "a0aa7e5b969a89c22a5c3f2a2f8e6673592c5d62806b39d0f4d4b1e222238bfb", "component_budget": { "node_count": 5, "item_count": 5, "soft_pair_count": 8, - "serialized_chars": 5723, - "estimated_input_tokens": 1431, - "estimated_eval_tokens": 3118 + "serialized_chars": 5728, + "estimated_input_tokens": 1432, + "estimated_eval_tokens": 3120 }, "budget": { "node_count": 5, "item_count": 5, "soft_pair_count": 8, - "serialized_chars": 5723, - "estimated_input_tokens": 1431, - "estimated_eval_tokens": 3118 + "serialized_chars": 5728, + "estimated_input_tokens": 1432, + "estimated_eval_tokens": 3120 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "The cluster contains two exact duplicate issue pairs: 45870/45871 and 45872/45873. Issue 45869 appears to be a separate dataset-oriented topic with only soft similarity to the others.", - "confidence": 0.91, - "canonical_issue_reason": "45872 is a reasonable canonical choice because it has an exact duplicate in 45873 and is part of the more specific DataForge request pair.", + "summary": "This cluster is not a single duplicate set: it contains two exact duplicate pairs (45870/45871 and 45872/45873) plus an unrelated dataset-promo issue (45869).", + "confidence": 0.97, + "canonical_issue_reason": null, "canonical_pr_reason": null, - "best_issue_reason": "45872 is a reasonable best representative for the duplicate set because it anchors an exact duplicate pair and has the more specific DataForge-oriented framing, while 45869 is a separate dataset-focused topic.", + "best_issue_reason": null, "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:45869", "right": "issue:45870", "accept": false, - "reason": "Different topics: a dataset promotion versus a prediction example; not the same underlying issue." + "reason": "Different artifact type and topic: a dataset bundle promo versus a financial time-series example." }, { "left": "issue:45869", "right": "issue:45871", "accept": false, - "reason": "Different topics: a dataset promotion versus a prediction example; not the same underlying issue." + "reason": "Different artifact type and topic: a dataset bundle promo versus a financial time-series example." }, { "left": "issue:45870", "right": "issue:45871", "accept": true, - "reason": "Same title and apparent content; this is an exact duplicate issue pair." + "reason": "Same title and apparent same example request; these look like exact duplicates of the same issue." }, { "left": "issue:45870", "right": "issue:45872", "accept": false, - "reason": "Both are finance/DataForge themed, but they describe different requests: prediction example versus scraping service." + "reason": "Both are finance/DataForge examples, but they describe different requests: prediction example versus scraping-service integration." }, { "left": "issue:45870", "right": "issue:45873", "accept": false, - "reason": "Both are finance/DataForge themed, but they describe different requests: prediction example versus scraping service." + "reason": "Both are finance/DataForge examples, but they describe different requests: prediction example versus scraping-service integration." }, { "left": "issue:45871", "right": "issue:45872", "accept": false, - "reason": "Both are finance/DataForge themed, but they describe different requests: prediction example versus scraping service." + "reason": "Both are finance/DataForge examples, but they describe different requests: prediction example versus scraping-service integration." }, { "left": "issue:45871", "right": "issue:45873", "accept": false, - "reason": "Both are finance/DataForge themed, but they describe different requests: prediction example versus scraping service." + "reason": "Both are finance/DataForge examples, but they describe different requests: prediction example versus scraping-service integration." }, { "left": "issue:45872", "right": "issue:45873", "accept": true, - "reason": "Same title and apparent content; this is an exact duplicate issue pair." + "reason": "Same title and apparent same example/request; these look like exact duplicates of the same issue." } ] }, "evaluator_result": { - "accept": false, - "feedback": "The duplicate-pair judgments are mostly grounded, but the writeup overstates evidence in a few places. In particular, calling issue 45869 \"unrelated\" is stronger than the packet supports; the safer wording is that it is a separate dataset-oriented topic with only soft similarity to the others. Likewise, the claim that 45872 is the \"best representative\" because it is more substantive is somewhat subjective given the limited metadata. The exact-duplicate calls for 45870/45871 and 45872/45873 look fine, but the summary should stay more conservative overall." + "accept": true, + "feedback": "Grounded in the packet: 45870/45871 share an identical title, 45872/45873 share an identical title, and 45869 is clearly a different finance dataset promo issue. The soft-edge calls are conservative and do not overclaim beyond the titles/body-level evidence." }, "evaluator_used": true, - "retried": true, + "retried": false, "accepted_nontrivial_soft_edge": true, "error_kind": null, "error_message": null @@ -16809,7 +16931,7 @@ { "label": "pull_request", "component_index": 1, - "component_count": 26, + "component_count": 27, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -16817,7 +16939,7 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-39895-12", + "cluster_id": "cluster-39895-15", "nodes": [ "pull_request:39895", "pull_request:41855", @@ -16830,7 +16952,10 @@ "pull_request:44827", "pull_request:45170", "pull_request:45213", - "pull_request:45655" + "pull_request:45655", + "pull_request:46048", + "pull_request:46049", + "pull_request:46065" ], "soft_pairs": [ "pull_request:39895|pull_request:43424", @@ -16838,162 +16963,204 @@ "pull_request:41855|pull_request:43424", "pull_request:42668|pull_request:43823", "pull_request:43251|pull_request:43823", + "pull_request:43251|pull_request:46065", "pull_request:43251|pull_request:44827", + "pull_request:43424|pull_request:46065", "pull_request:43424|pull_request:44827", "pull_request:43424|pull_request:43823", "pull_request:43823|pull_request:45655", "pull_request:43823|pull_request:43995", "pull_request:43995|pull_request:44827", "pull_request:43995|pull_request:45213", + "pull_request:44827|pull_request:46065", + "pull_request:44827|pull_request:46049", "pull_request:44827|pull_request:45170", "pull_request:44827|pull_request:45655", - "pull_request:43823|pull_request:44827", + "pull_request:45170|pull_request:46048", + "pull_request:45170|pull_request:46065", "pull_request:44827|pull_request:45213", "pull_request:43823|pull_request:45213", + "pull_request:46049|pull_request:46065", "pull_request:43251|pull_request:43254" ], - "prepared_review_unit_hash": "8ed8c6a46e4712c02694c42553aba2c8592dcebcb9038cf0de63bf88b5b70028", + "prepared_review_unit_hash": "aee47a673111b2436f114bead63a9e38837e3fd797b684ebab9a3818467be3b9", "component_budget": { - "node_count": 12, - "item_count": 12, - "soft_pair_count": 18, - "serialized_chars": 32873, - "estimated_input_tokens": 8219, - "estimated_eval_tokens": 16694 + "node_count": 15, + "item_count": 15, + "soft_pair_count": 24, + "serialized_chars": 41832, + "estimated_input_tokens": 10458, + "estimated_eval_tokens": 21172 }, "budget": { - "node_count": 12, - "item_count": 12, - "soft_pair_count": 18, - "serialized_chars": 32873, - "estimated_input_tokens": 8219, - "estimated_eval_tokens": 16694 + "node_count": 15, + "item_count": 15, + "soft_pair_count": 24, + "serialized_chars": 41832, + "estimated_input_tokens": 10458, + "estimated_eval_tokens": 21172 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Almost all pairs are unrelated model additions, refactors, or tests. The only true duplicate-looking pair is the two `fixed_cross_entropy` kwargs fixes for issue 43240 (`#43251` and `#43254`).", - "confidence": 0.98, + "summary": "Almost all pairs are false positives; the only clear duplicate-like pair is the two fixed_cross_entropy kwargs PRs. The rest touch different models, subsystems, or unrelated fixes despite superficial similarity.", + "confidence": 0.9, "canonical_issue_reason": null, - "canonical_pr_reason": "#43251 is the cleanest anchor for the only real duplicate pair: it explicitly targets issue 43240 and makes the concrete `cross_entropy` kwargs fix in `loss_utils.py`.", + "canonical_pr_reason": "PR 43251 is the best canonical choice among the near-duplicate loss fixes: it targets the same fixed_cross_entropy change, is explicitly linked to issue 43240, and has materially more review/activity than 43254.", "best_issue_reason": null, - "best_pr_reason": "#43251 is the strongest representative PR in this cluster because it is a focused, single-file bug fix with an explicit issue target; the rest of the PRs are unrelated feature additions or test/doc changes.", + "best_pr_reason": "PR 43251 is the strongest overall representative of the cluster\u2019s only real duplicate pair; the other PRs are unrelated or only loosely similar.", "soft_edge_verdicts": [ { "left": "pull_request:39895", "right": "pull_request:43424", "accept": false, - "reason": "Videoprism model/docs addition vs executorch dynamic-shape test; different features and code paths." + "reason": "Different changes: adding VideoPrism support vs an ExecuTorch dynamic-shape test. No shared bug or code path." }, { "left": "pull_request:41855", "right": "pull_request:43823", "accept": false, - "reason": "Mistral tokenizer method addition vs adding MobileLLM; unrelated model components." + "reason": "Tokenizer missing-methods fix for MistralCommon is unrelated to adding MobileLLM." }, { "left": "pull_request:41855", "right": "pull_request:43424", "accept": false, - "reason": "Tokenizer API fix vs executorch export test; no shared bug/change." + "reason": "Mistral tokenizer API additions and ExecuTorch export testing are unrelated." }, { "left": "pull_request:42668", "right": "pull_request:43823", "accept": false, - "reason": "Processor robustness changes vs adding a new model; not the same underlying change." + "reason": "Processor auto-loading robustness vs adding a new model family; same broad area only." }, { "left": "pull_request:43251", "right": "pull_request:43823", "accept": false, - "reason": "Loss-function kwargs fix vs MobileLLM model addition; unrelated." + "reason": "Loss utility kwargs forwarding vs MobileLLM model addition are unrelated." + }, + { + "left": "pull_request:43251", + "right": "pull_request:46065", + "accept": false, + "reason": "Cross-entropy kwargs fix and test-utils device detection fix are different code paths." }, { "left": "pull_request:43251", "right": "pull_request:44827", "accept": false, - "reason": "Loss utility bug fix vs Mistral4 test/integration work; different concerns." + "reason": "Same general repo area only; one fixes loss computation, the other Mistral4 test/model behavior." + }, + { + "left": "pull_request:43424", + "right": "pull_request:46065", + "accept": false, + "reason": "ExecuTorch export tests and device-property utilities are unrelated changes." }, { "left": "pull_request:43424", "right": "pull_request:44827", "accept": false, - "reason": "Executorch export test vs Mistral4 fixes; unrelated." + "reason": "Dynamic-shape export test vs Mistral4 test/model fix; no same underlying bug." }, { "left": "pull_request:43424", "right": "pull_request:43823", "accept": false, - "reason": "Executorch test addition vs new MobileLLM model; not the same bug/change." + "reason": "ExecuTorch testing and a new MobileLLM model are unrelated." }, { "left": "pull_request:43823", "right": "pull_request:45655", "accept": false, - "reason": "New model addition vs class config resolution fix; different code paths." + "reason": "Model addition vs config resolution ordering fix; unrelated." }, { "left": "pull_request:43823", "right": "pull_request:43995", "accept": false, - "reason": "New model addition vs Falcon output-interface refactor; unrelated." + "reason": "Adding MobileLLM is unrelated to Falcon output-collection refactoring." }, { "left": "pull_request:43995", "right": "pull_request:44827", "accept": false, - "reason": "Falcon refactor vs Mistral4 test fix; same broad area of models, but not the same concrete change." + "reason": "Falcon output-capture refactor and Mistral4 test fixes do not share the same bug." }, { "left": "pull_request:43995", "right": "pull_request:45213", "accept": false, - "reason": "Falcon refactor vs model-creation skill addition; entirely different changes." + "reason": "Model refactoring and a model-creation skill are unrelated." + }, + { + "left": "pull_request:44827", + "right": "pull_request:46065", + "accept": false, + "reason": "Mistral4 fixes and testing_utils device capability changes are different bugs." + }, + { + "left": "pull_request:44827", + "right": "pull_request:46049", + "accept": false, + "reason": "Mistral4 test fixes and Gemma4 per_layer_inputs validation are unrelated." }, { "left": "pull_request:44827", "right": "pull_request:45170", "accept": false, - "reason": "Mistral4 test fixes vs a broad `layrnorm` typo rename across CLIP-like models; not the same underlying fix." + "reason": "Mistral4 behavior/test fixes vs CLIP-like layernorm renaming are unrelated." }, { "left": "pull_request:44827", "right": "pull_request:45655", "accept": false, - "reason": "Mistral4 test fixes vs config resolution order fix; unrelated." + "reason": "Model test fixes and config-resolution ordering are unrelated." }, { - "left": "pull_request:43823", - "right": "pull_request:44827", + "left": "pull_request:45170", + "right": "pull_request:46048", + "accept": false, + "reason": "Weight-renaming for CLIP-like models vs adding a TDT loss kernel are unrelated." + }, + { + "left": "pull_request:45170", + "right": "pull_request:46065", + "accept": false, + "reason": "Layernorm renaming and device-property detection fixes are unrelated." + }, + { + "left": "pull_request:46049", + "right": "pull_request:46065", "accept": false, - "reason": "New MobileLLM model addition vs Mistral4 test fixes; no shared concrete bug or mergeable combined PR." + "reason": "Gemma4 generation validation and test-utils device detection are unrelated." }, { "left": "pull_request:44827", "right": "pull_request:45213", "accept": false, - "reason": "Mistral4 test fixes vs model-creation skill; unrelated." + "reason": "Shared auto/modeling file mention is incidental; Mistral4 tests and a model-creation skill are not the same change." }, { "left": "pull_request:43823", "right": "pull_request:45213", "accept": false, - "reason": "New model addition vs repository skill scaffolding; different artifacts and goals." + "reason": "A new model implementation and a model-creation skill are different artifacts, not duplicate fixes." }, { "left": "pull_request:43251", "right": "pull_request:43254", "accept": true, - "reason": "Both PRs patch the same `fixed_cross_entropy` code path in `loss_utils.py` to forward `weight`/`label_smoothing` to `nn.functional.cross_entropy` for issue 43240; they are mergeable into one change." + "reason": "Both PRs change src/transformers/loss/loss_utils.py to expose the same fixed_cross_entropy kwargs behavior for the same underlying bug (issue 43240). They could plausibly be merged into one PR." } ] }, "evaluator_result": { "accept": true, - "feedback": "The summary is well grounded in the packet. The only clearly mergeable same-bugfix pair is #43251/#43254: they share `src/transformers/loss/loss_utils.py` and explicit issue target 43240, and both update `fixed_cross_entropy` to forward supported kwargs to `nn.functional.cross_entropy`. The other pair rejections stay conservative and are consistent with the listed diffs, which are mostly unrelated model additions, refactors, or tests." + "feedback": "The output is grounded in the packet and stays conservative. The only accepted pair, 43251/43254, is well supported by the shared file, shared issue target, and nearly identical cross-entropy kwargs fix. The remaining false verdicts are consistent with the diffs and do not overstate mergeability." }, "evaluator_used": true, "retried": false, @@ -17004,7 +17171,7 @@ { "label": "pull_request", "component_index": 2, - "component_count": 26, + "component_count": 27, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -17020,7 +17187,7 @@ "soft_pairs": [ "pull_request:40546|pull_request:42781" ], - "prepared_review_unit_hash": "54c28aefea1b67a1442a2ed0f9da9e3219b5b74af3101911832c4c16bff59185", + "prepared_review_unit_hash": "86178671e6081879e1ce8fa30e0c18096f83d4ddbf0da2c1544bbd828f4b6b81", "component_budget": { "node_count": 2, "item_count": 2, @@ -17042,18 +17209,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Two VibeVoice pull requests overlap on shared model-family plumbing, but they target different scopes: the first adds the base VibeVoice implementation, while the second adds VibeVoice Realtime plus an acoustic tokenizer and generation changes. They are related feature work, not duplicate fixes.", - "confidence": 0.92, + "summary": "Both PRs are related to VibeVoice, but they are not the same change: PR #40546 adds the base VibeVoice model integration, while PR #42781 adds a separate VibeVoice Realtime extension with additional acoustic-tokenizer and generation changes. Similar filenames reflect the shared model family, not a duplicate fix/feature.", + "confidence": 0.94, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 42781 is the more expansive and later VibeVoice submission, covering the realtime/tokenizer additions on top of the base model integration, so it is the better representative of this cluster.", + "canonical_pr_reason": "PR #40546 is the better canonical representative because it is the original, broader base VibeVoice integration and is more mature/reviewed.", "best_issue_reason": null, - "best_pr_reason": "PR 42781 is the strongest single representative because it includes the broader end-to-end VibeVoice stack and is closer to the final intended feature set than the initial base-implementation PR.", + "best_pr_reason": "PR #40546 is the best overall cluster representative since it covers the foundational implementation; PR #42781 is a follow-on realtime-specific extension rather than the same PR.", "soft_edge_verdicts": [ { "left": "pull_request:40546", "right": "pull_request:42781", "accept": false, - "reason": "Reject: both touch the VibeVoice family and auto-registry files, but 40546 is the base VibeVoice implementation while 42781 adds VibeVoice Realtime and a separate acoustic tokenizer with additional generation/model changes. They are not the same concrete code-path problem and would not plausibly be merged into one PR." + "reason": "Reject: these PRs target different underlying changes. #40546 implements VibeVoice, while #42781 adds VibeVoice Realtime and related acoustic tokenizer/generation updates. Shared files are due to the same model family, not the same concrete code-path fix or feature." } ] }, @@ -17067,7 +17234,7 @@ { "label": "pull_request", "component_index": 3, - "component_count": 26, + "component_count": 27, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -17083,7 +17250,7 @@ "soft_pairs": [ "pull_request:40755|pull_request:41224" ], - "prepared_review_unit_hash": "7a7455b975644050eca8534bc945db39e4a8d5bc6ade379f942340a2b755d078", + "prepared_review_unit_hash": "2ac7139062dd8dd391ddc5093309d8086958be1aaef9d3ad62ce4ed8a2f42790", "component_budget": { "node_count": 2, "item_count": 2, @@ -17105,18 +17272,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These two PRs are unrelated feature additions in different model families: TimesFM covariate forecasting vs. DINOv3 image classification support. The soft similarity is superficial and does not indicate the same underlying change.", - "confidence": 0.97, + "summary": "These two pull requests are unrelated: one adds covariate forecasting to TimesFM, the other adds image-classification support for DINOv3ViT. They should not be clustered as duplicates or merged into a single change.", + "confidence": 0.99, "canonical_issue_reason": null, - "canonical_pr_reason": "PR #41224 is the cleaner representative of the cluster only in the sense that it is a self-contained API feature addition; PR #40755 is a different model family and broader forecasting change, so the pair does not form a duplicate set.", + "canonical_pr_reason": "No canonical PR here; the changes target different models, different tasks, and different code paths.", "best_issue_reason": null, - "best_pr_reason": "PR #41224 is the best standalone PR here because it is a focused model-support addition with a clear scope, while PR #40755 targets an unrelated TimesFM covariate feature.", + "best_pr_reason": "Neither PR is a better representative of the other because they do not describe the same underlying bug or feature.", "soft_edge_verdicts": [ { "left": "pull_request:40755", "right": "pull_request:41224", "accept": false, - "reason": "Different models and different capabilities; no shared code path or mergeable common fix. Similarity is only at the generic level of adding support/features." + "reason": "Different model families and objectives: TimesFM forecasting with covariates versus DINOv3 image classification support. They do not fix the same concrete code-path problem and would not plausibly be merged into one PR." } ] }, @@ -17130,7 +17297,7 @@ { "label": "pull_request", "component_index": 4, - "component_count": 26, + "component_count": 27, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -17193,7 +17360,7 @@ { "label": "pull_request", "component_index": 5, - "component_count": 26, + "component_count": 27, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -17211,46 +17378,46 @@ "pull_request:41797|pull_request:45186", "pull_request:45186|pull_request:45630" ], - "prepared_review_unit_hash": "d0c3de3f98aea07effb552334fdf23c93d931ec0bec7e44a6d84a43f6752ffbe", + "prepared_review_unit_hash": "bd72e63b9785d8694b59885730e09284d49b2d135756b03093e09df4e16dd184", "component_budget": { "node_count": 3, "item_count": 3, "soft_pair_count": 2, - "serialized_chars": 10409, - "estimated_input_tokens": 2603, - "estimated_eval_tokens": 5462 + "serialized_chars": 10408, + "estimated_input_tokens": 2602, + "estimated_eval_tokens": 5460 }, "budget": { "node_count": 3, "item_count": 3, "soft_pair_count": 2, - "serialized_chars": 10409, - "estimated_input_tokens": 2603, - "estimated_eval_tokens": 5462 + "serialized_chars": 10408, + "estimated_input_tokens": 2602, + "estimated_eval_tokens": 5460 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These PRs are all new model integrations with similar Hugging Face boilerplate, but they target different model families and different code paths. They are not duplicates and should not be merged into one change.", - "confidence": 0.97, + "summary": "These are three separate open PRs adding different models (DeepSeek OCR, Isaac, Kimi2-6). The overlap is generic Transformers model-integration scaffolding, not the same underlying bug or change.", + "confidence": 0.98, "canonical_issue_reason": null, - "canonical_pr_reason": "No canonical PR: DeepSeek OCR, Isaac, and Kimi2-6 are distinct model-addition PRs, not the same underlying change.", + "canonical_pr_reason": null, "best_issue_reason": null, - "best_pr_reason": "No single PR is a better duplicate representative than the others; each is a separate model integration with different files, configs, and tests.", + "best_pr_reason": "No single PR is a valid global representative here; all three are unrelated feature additions despite similar file patterns.", "soft_edge_verdicts": [ { "left": "pull_request:41797", "right": "pull_request:45186", "accept": false, - "reason": "Add deepseek ocr vs Add new model: Isaac are different model families and different integrations; shared auto-mapping/docs boilerplate is not enough to treat them as the same change." + "reason": "Different models and code paths: DeepSeek OCR vs Isaac. Shared docs/auto-registration files are just standard new-model plumbing, not the same fix or change." }, { "left": "pull_request:45186", "right": "pull_request:45630", "accept": false, - "reason": "Add new model: Isaac and Add new model: Kimi2-6 add different models with different configs/model code; they share only generic model-onboarding scaffolding, so they are not duplicates." + "reason": "Different model integrations (Isaac vs Kimi2-6) with distinct implementations and tests. Similarity comes from adding model support, not one underlying issue." } ] }, @@ -17264,7 +17431,7 @@ { "label": "pull_request", "component_index": 6, - "component_count": 26, + "component_count": 27, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -17280,12 +17447,12 @@ "soft_pairs": [ "pull_request:42975|pull_request:42976" ], - "prepared_review_unit_hash": "4ed708e668b871d68c11a189d622d94c60d4817cd66e20670face28b52be8e86", + "prepared_review_unit_hash": "eda5e195da68e6ce53f1453b6650e83bac093e21de32cc3ea7ff30d2cd0474a2", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 5935, + "serialized_chars": 5934, "estimated_input_tokens": 1484, "estimated_eval_tokens": 3224 }, @@ -17293,7 +17460,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 5935, + "serialized_chars": 5934, "estimated_input_tokens": 1484, "estimated_eval_tokens": 3224 }, @@ -17302,18 +17469,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Both pull requests are broad GitHub Actions dependency bump/maintenance changes, but they target different action families and different upgrade goals, so they are not duplicates.", - "confidence": 0.94, + "summary": "These two PRs both touch GitHub Actions workflows, but they update different action families for different reasons: one is a Node 24 compatibility sweep, the other is a newer-version refresh focused on docker/build-push-action and related workflows. They overlap in some files but not in the same concrete change, so they are not duplicates.", + "confidence": 0.91, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 42975 is the better representative of the cluster because it has the clearest specific goal: upgrading workflow actions for Node 24 compatibility across many workflows.", + "canonical_pr_reason": "PR 42975 is the more clearly scoped maintenance change: it explicitly targets Node 24 compatibility and uses consistent version bumps across workflow actions.", "best_issue_reason": null, - "best_pr_reason": "PR 42975 is the strongest cluster anchor since its title and diff align around a concrete platform-compatibility upgrade, while 42976 is a separate latest-version bump for a different set of actions.", + "best_pr_reason": "PR 42975 is the best representative of the cluster because its purpose is specific and internally coherent, whereas PR 42976 is a broader latest-version update with a different change set.", "soft_edge_verdicts": [ { "left": "pull_request:42975", "right": "pull_request:42976", "accept": false, - "reason": "They overlap on some workflow files, but the actual changes are different action upgrades: 42975 updates checkout/cache/upload-artifact for Node 24 compatibility, while 42976 updates docker/build-push-action and other workflow actions to newer versions. Same broad maintenance theme, not the same underlying fix." + "reason": "Reject: they are both workflow action upgrades, but they do not fix the same underlying problem. 42975 is about Node 24 compatibility for checkout/cache/upload-artifact, while 42976 updates docker/build-push-action and other actions to newer versions. Shared workflow files alone are not enough to treat them as duplicates." } ] }, @@ -17327,7 +17494,7 @@ { "label": "pull_request", "component_index": 7, - "component_count": 26, + "component_count": 27, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -17356,12 +17523,12 @@ "pull_request:44601|pull_request:45838", "pull_request:45490|pull_request:45838" ], - "prepared_review_unit_hash": "f9018bb772f6ebfb49c05935fdfd35ec7140d01f2f2440add6401a395934341a", + "prepared_review_unit_hash": "daddaf37d48e0dcea41a8ce1c07c00d290214baa94227239efcfe172c99fef74", "component_budget": { "node_count": 7, "item_count": 7, "soft_pair_count": 9, - "serialized_chars": 23521, + "serialized_chars": 23523, "estimated_input_tokens": 5881, "estimated_eval_tokens": 12018 }, @@ -17369,7 +17536,7 @@ "node_count": 7, "item_count": 7, "soft_pair_count": 9, - "serialized_chars": 23521, + "serialized_chars": 23523, "estimated_input_tokens": 5881, "estimated_eval_tokens": 12018 }, @@ -17378,66 +17545,66 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "This cluster is a loose collection of unrelated model-addition PRs plus one distributed-loading infra PR; shared files are mostly generic registry/docs updates, not the same underlying change.", - "confidence": 0.96, + "summary": "All items are distinct PRs for different models or infrastructure changes. The apparent similarity is mostly boilerplate from adding new model docs, auto mappings, and tests; none of the soft pairs look like the same underlying bug or change.", + "confidence": 0.97, "canonical_issue_reason": null, - "canonical_pr_reason": "No single canonical PR fits this cluster: the items target different models/features (ViT NEPA, Molmo, Molmo2, LFM2 Audio, CTSM, PP-OCRv6, and pipeline-parallel loading).", + "canonical_pr_reason": "No canonical PR: the set spans unrelated additions (ViT NEPA, Molmo, Molmo2, Lfm2 Audio, PP-native loading, CTSM, PP-OCRv6), so none is a safe duplicate representative.", "best_issue_reason": null, - "best_pr_reason": "PR 45838 is the broadest and most active model-support PR in the set, but it still is not a duplicate of the others and should not be used as a canonical merge target for this cluster.", + "best_pr_reason": "No global best PR: there is no duplicate cluster to collapse, and picking one would misrepresent several unrelated feature and infrastructure PRs.", "soft_edge_verdicts": [ { "left": "pull_request:42978", "right": "pull_request:43448", "accept": false, - "reason": "Different model families: ViT NEPA vs Molmo. Shared docs/auto-registry files are generic and do not indicate the same bug or change." + "reason": "ViT NEPA vs Molmo: different model families, different codepaths, and no shared explicit issue target; shared auto/doc files are just new-model boilerplate." }, { "left": "pull_request:42978", "right": "pull_request:43451", "accept": false, - "reason": "Different model families: ViT NEPA vs Molmo2. Overlap is only in registry/docs plumbing, not the same concrete implementation." + "reason": "ViT NEPA vs Molmo2 are distinct model additions with separate implementations and docs, not the same underlying change." }, { "left": "pull_request:42978", "right": "pull_request:45490", "accept": false, - "reason": "ViT NEPA and CTSM are unrelated model additions; shared auto/docs edits are too broad to treat as one change." + "reason": "ViT NEPA and CTSM are unrelated model ports; overlap is only in registration/docs, not the concrete feature change." }, { "left": "pull_request:43448", "right": "pull_request:43451", "accept": false, - "reason": "Molmo and Molmo2 are separate model ports with different codepaths and files; same naming theme is not enough for duplication." + "reason": "Molmo and Molmo2 are related by name but still separate model families with different files and behaviors; not mergeable as one PR." }, { "left": "pull_request:43448", "right": "pull_request:45490", "accept": false, - "reason": "Molmo and CTSM are distinct model additions with no shared concrete bug or implementation target." + "reason": "Molmo vs CTSM are different model additions with distinct model code and test surfaces." }, { "left": "pull_request:43451", "right": "pull_request:45490", "accept": false, - "reason": "Molmo2 and CTSM are unrelated model support PRs; overlap is only in generic registration/docs files." + "reason": "Molmo2 and CTSM are unrelated model integrations; the shared auto/doc changes are generic scaffolding." }, { "left": "pull_request:43973", "right": "pull_request:45838", "accept": false, - "reason": "Lfm2Audio and PP-OCRv6 support different model families and modalities; they are not the same code-path fix/change." + "reason": "Lfm2 Audio is an audio model PR, while PP-OCRv6 is OCR/vision; they do not fix or add the same concrete code path." }, { "left": "pull_request:44601", "right": "pull_request:45838", "accept": false, - "reason": "Pipeline-parallel loading infrastructure is unrelated to PP-OCRv6 model support; this is a shared subsystem touch, not a duplicate fix." + "reason": "Pipeline-parallel core loading support is infrastructure work, not the same change as adding PP-OCRv6 model support." }, { "left": "pull_request:45490", "right": "pull_request:45838", "accept": false, - "reason": "CTSM and PP-OCRv6 are separate model-addition PRs with different architectures and files, not one mergeable duplicate change." + "reason": "CTSM and PP-OCRv6 are different model families with separate implementations, docs, and tests." } ] }, @@ -17451,7 +17618,7 @@ { "label": "pull_request", "component_index": 8, - "component_count": 26, + "component_count": 27, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -17470,52 +17637,52 @@ "pull_request:43291|pull_request:44815", "pull_request:43665|pull_request:44815" ], - "prepared_review_unit_hash": "5d27dbeb68cef3c306b3ec27043dc097b2e1d9145f348a0a3245dd50985cb478", + "prepared_review_unit_hash": "769691efae85d895a6d1212fb6b74c074a84da25d35fa7f69793376a59868cde", "component_budget": { "node_count": 3, "item_count": 3, "soft_pair_count": 3, - "serialized_chars": 7092, - "estimated_input_tokens": 1773, - "estimated_eval_tokens": 3802 + "serialized_chars": 7093, + "estimated_input_tokens": 1774, + "estimated_eval_tokens": 3804 }, "budget": { "node_count": 3, "item_count": 3, "soft_pair_count": 3, - "serialized_chars": 7092, - "estimated_input_tokens": 1773, - "estimated_eval_tokens": 3802 + "serialized_chars": 7093, + "estimated_input_tokens": 1774, + "estimated_eval_tokens": 3804 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These three pull requests are not duplicates: one is Whisper test/tokenizer cleanup, one is CLIP/ViT test edits, and one is a dequantization/FP8 loading fix. The only \u201csimilarity\u201d is very shallow test or fix wording.", - "confidence": 0.95, + "summary": "This cluster is not a true duplicate set: the three PRs address unrelated changes (Whisper test cleanup/fix, CLIP/ViT test edits, and a dequantization fix in FP8/model loading).", + "confidence": 0.34, "canonical_issue_reason": null, - "canonical_pr_reason": "No single canonical PR fits this cluster; the three PRs target unrelated code paths and different problems.", + "canonical_pr_reason": "No single PR cleanly canonicalizes the cluster because the PRs do not fix the same underlying problem; if forced, #44815 is the most substantive code fix and best represents a real change rather than test noise.", "best_issue_reason": null, - "best_pr_reason": "PR 44815 is the strongest standalone change because it has a coherent implementation theme and substantive code updates, but it is still not a good cluster representative since the others are unrelated.", + "best_pr_reason": "#44815 is the strongest standalone PR: it contains a concrete implementation change in core loading / FP8 integration with a clear bug-fix intent. The other two are mostly test-only and are not the same change.", "soft_edge_verdicts": [ { "left": "pull_request:43291", "right": "pull_request:43665", "accept": false, - "reason": "Both mention tests/fixes, but they target different models and different code paths. 43291 changes Whisper tokenizer/decode behavior; 43665 only edits CLIP/ViT test files." + "reason": "Both are test-related, but they target different models and different behaviors. The diff previews do not show the same code path or same bug, so they should not be merged as duplicates." }, { "left": "pull_request:43291", "right": "pull_request:44815", "accept": false, - "reason": "Whisper decode/test changes are unrelated to the FP8 dequant/loading fix in 44815. No shared underlying bug or mergeable combined change." + "reason": "Whisper tokenization/test fixes are unrelated to FP8 dequantization and core model loading. They do not appear to address the same underlying bug or change." }, { "left": "pull_request:43665", "right": "pull_request:44815", "accept": false, - "reason": "43665 is just test-file edits for CLIP/ViT, while 44815 is a real dequantization/loading fix across FP8 and model-loading code. Different bugs and different scopes." + "reason": "These PRs are clearly unrelated: one touches CLIP/ViT tests, the other modifies dequantization/loading logic. Same broad repository, but not the same fix." } ] }, @@ -17529,7 +17696,7 @@ { "label": "pull_request", "component_index": 9, - "component_count": 26, + "component_count": 27, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -17545,12 +17712,12 @@ "soft_pairs": [ "pull_request:43488|pull_request:43532" ], - "prepared_review_unit_hash": "2787d607d7d88d67765cfd3418f6783d636e896b4943a8139d63670e6cf55b88", + "prepared_review_unit_hash": "1ad4a5d49dfa389a2fb47a13c40cb08f0f162e4435496211dc37e352388ec68d", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 4563, + "serialized_chars": 4562, "estimated_input_tokens": 1141, "estimated_eval_tokens": 2538 }, @@ -17558,7 +17725,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 4563, + "serialized_chars": 4562, "estimated_input_tokens": 1141, "estimated_eval_tokens": 2538 }, @@ -17567,18 +17734,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Two open PRs with only superficial overlap on a Vit test file; they make unrelated changes and should not be clustered as duplicates.", - "confidence": 0.95, + "summary": "These two PRs are not duplicates: #43488 is a packaging/version-and-dependency change with a small test tweak, while #43532 rewires CI/workflow behavior and touches testing utilities. The only overlap is an incidental shared Vitest test file.", + "confidence": 0.96, "canonical_issue_reason": null, - "canonical_pr_reason": "No canonical PR: one PR is a setup/version-bump and dependency tweak, while the other rewires CI/workflow and testing/notification code. They do not fix the same concrete change.", + "canonical_pr_reason": "No canonical PR: the PRs target different areas and code paths (setup/versioning vs CI/workflow/testing infra), so they should not be merged into one duplicate cluster representative.", "best_issue_reason": null, - "best_pr_reason": "If a representative PR is needed, 43532 is broader and more central to the shared test/CI area, but it is still not a true duplicate of 43488.", + "best_pr_reason": "Neither PR is a good global representative for a duplicate pair. If forced to pick one, #43532 is broader, but it is still not the same change as #43488.", "soft_edge_verdicts": [ { "left": "pull_request:43488", "right": "pull_request:43532", "accept": false, - "reason": "Different underlying changes: 43488 updates packaging/versioning and a test dependency, while 43532 changes GitHub workflows plus testing/notification utilities. Shared Vit test filename is incidental." + "reason": "Reject: the diffs are unrelated in purpose and implementation. #43488 changes setup.py/dependency tables and bumps the dev version; #43532 changes GitHub workflows and testing utilities. Shared test filename is incidental." } ] }, @@ -17592,7 +17759,7 @@ { "label": "pull_request", "component_index": 10, - "component_count": 26, + "component_count": 27, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -17608,12 +17775,12 @@ "soft_pairs": [ "pull_request:43612|pull_request:43613" ], - "prepared_review_unit_hash": "2c3efa18e6a9ab0c8d241d313782fef3abca792ae583f1bab284e1f79de511b0", + "prepared_review_unit_hash": "0febaeb0f0fb8a2a517207f87e4b62cb14c805b9e5ee3359656582279570e3c2", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 6083, + "serialized_chars": 6081, "estimated_input_tokens": 1521, "estimated_eval_tokens": 3298 }, @@ -17621,7 +17788,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 6083, + "serialized_chars": 6081, "estimated_input_tokens": 1521, "estimated_eval_tokens": 3298 }, @@ -17630,18 +17797,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These are related but distinct feature PRs: one adds a Promptable Concept Segmentation pipeline, the other adds a Promptable Visual Segmentation pipeline. They share documentation and registry plumbing, but target different tasks, model integrations, and test suites, so they should not be deduplicated.", - "confidence": 0.94, + "summary": "The two pull requests are related in naming and share documentation/registry plumbing, but they implement different features: promptable concept segmentation vs promptable visual segmentation. They should not be merged as duplicates.", + "confidence": 0.96, "canonical_issue_reason": null, - "canonical_pr_reason": "No issue artifacts are present. If a representative PR must be chosen, PR #43613 is the broader implementation and touches more concrete model/pipeline integrations, so it is the better canonical exemplar for the cluster.", + "canonical_pr_reason": "PR #43613 is the better representative of the cluster because it is the broader, more concrete pipeline implementation and includes more model/test integrations. PR #43612 is a separate pipeline for a different task.", "best_issue_reason": null, - "best_pr_reason": "PR #43613 is the stronger representative because it includes the larger end-to-end pipeline addition and more model-specific coverage, but it should not be treated as a duplicate of #43612.", + "best_pr_reason": "PR #43613 is the strongest standalone PR in this pair: it wires up promptable visual segmentation end-to-end with multiple model backends and tests, making it the more complete representative artifact.", "soft_edge_verdicts": [ { "left": "pull_request:43612", "right": "pull_request:43613", "accept": false, - "reason": "Shared scaffolding only: the PRs add different pipelines for different tasks and model paths. #43612 is for concept segmentation (SAM3-focused), while #43613 is for visual segmentation (SAM/EdgeTam/SAM2/SAM3 tracker-focused). They are not the same underlying change and should not be merged as duplicates." + "reason": "Different underlying features and code paths: one adds Promptable Concept Segmentation, the other adds Promptable Visual Segmentation. Shared docs/registry edits are incidental, and the model/test files differ enough that they would not plausibly be merged into one PR." } ] }, @@ -17655,7 +17822,7 @@ { "label": "pull_request", "component_index": 11, - "component_count": 26, + "component_count": 27, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -17671,7 +17838,7 @@ "soft_pairs": [ "pull_request:43651|pull_request:43663" ], - "prepared_review_unit_hash": "eee9333f56f78f2d18127dd5c4428853dd238335a1668da8908fac8dd8f58584", + "prepared_review_unit_hash": "f58cc628997df9e4bda26640ebe9029f4361e87a722ede030507c2a975cb18eb", "component_budget": { "node_count": 2, "item_count": 2, @@ -17693,18 +17860,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These are two separate trainer extensibility PRs: one changes gradient-accumulation loss scaling, the other refactors signature-column filtering. They share a file and theme, but not the same underlying bug or code path.", - "confidence": 0.97, + "summary": "Two open PRs both modify `trainer.py`, but they address different customization points in the training pipeline: gradient-accumulation loss scaling vs. signature-column filtering. They are not the same underlying change and should stay separate.", + "confidence": 0.96, "canonical_issue_reason": null, - "canonical_pr_reason": "pull_request:43651 is the cleaner canonical PR for this cluster because it directly introduces a narrowly scoped trainer hook around loss scaling, whereas pull_request:43663 addresses a different trainer hook for input-column filtering.", + "canonical_pr_reason": "No clear canonical PR for the cluster: PR #43651 changes loss scaling behavior in `training_step`, while PR #43663 adds an overrideable helper for input column filtering. They target different code paths and different extension mechanisms.", "best_issue_reason": null, - "best_pr_reason": "pull_request:43651 is the stronger representative because it has a concrete behavior change in training_step and a clearly defined customization point; pull_request:43663 is a separate trainer API refactor with a different purpose.", + "best_pr_reason": "PR #43651 is the more self-contained change and likely easier to triage as a distinct fix: it introduces `_loss_is_scaled_for_ga` and adjusts the loss normalization branch directly in `training_step`.", "soft_edge_verdicts": [ { "left": "pull_request:43651", "right": "pull_request:43663", "accept": false, - "reason": "Both touch src/transformers/trainer.py, but they modify different mechanisms: loss normalization during training versus signature-based column filtering. They are related trainer extensibility changes, not the same bug or mergeable fix." + "reason": "Both touch `trainer.py`, but one is about gradient accumulation loss scaling and the other is about signature/column filtering. They do not fix the same concrete bug or form a single mergeable PR." } ] }, @@ -17718,7 +17885,7 @@ { "label": "pull_request", "component_index": 12, - "component_count": 26, + "component_count": 27, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -17734,12 +17901,12 @@ "soft_pairs": [ "pull_request:43656|pull_request:43842" ], - "prepared_review_unit_hash": "62a96e749242d6d3e8086ee9e600ded3cd09da3445b450ea7d1f1e7a0e7f681c", + "prepared_review_unit_hash": "32d7453e43e640383db4851f4d4b147ee1d5364b2a9978d6ee9f2ec63a6731ed", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 3664, + "serialized_chars": 3663, "estimated_input_tokens": 916, "estimated_eval_tokens": 2088 }, @@ -17747,7 +17914,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 3664, + "serialized_chars": 3663, "estimated_input_tokens": 916, "estimated_eval_tokens": 2088 }, @@ -17756,18 +17923,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Two open PRs touch the same CLI file and both mention TypeAdapter, but they appear to fix different NameError causes: one is about annotation/runtime typing evaluation, the other about pydantic being absent. They should not be clustered as duplicates.", - "confidence": 0.89, + "summary": "Both PRs touch `src/transformers/cli/serve.py` and mention TypeAdapter, but they address different annotation/runtime issues, so they should not be merged as duplicates.", + "confidence": 0.92, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 43842 is the more narrowly targeted fix for the explicit pydantic/TypeAdapter import issue, with a small change scoped to guarding the TypeAdapter type reference under TYPE_CHECKING.", + "canonical_pr_reason": "PR 43842 is the more specific, concrete fix for the TypeAdapter NameError path (`pydantic` absent); PR 43656 is a broader typing/forward-reference cleanup in the same file but not the same change.", "best_issue_reason": null, - "best_pr_reason": "PR 43842 is the best representative because it addresses a concrete runtime failure mode in serve.py with minimal surface area and a clear issue link.", + "best_pr_reason": "PR 43842 is the best representative of the cluster because it targets a clearly defined runtime failure mode and has the tighter, more mergeable fix scope.", "soft_edge_verdicts": [ { "left": "pull_request:43656", "right": "pull_request:43842", "accept": false, - "reason": "Both touch src/transformers/cli/serve.py and mention TypeAdapter, but 43656 fixes annotation-related NameError behavior while 43842 fixes the case where pydantic is not installed. These are related in file location, not the same underlying bug, and they would not naturally merge into one PR." + "reason": "Related in topic and file, but not the same underlying change: 43656 is a general annotations/future-annotations cleanup, while 43842 specifically fixes `TypeAdapter` import/reference handling when `pydantic` is not installed." } ] }, @@ -17781,7 +17948,7 @@ { "label": "pull_request", "component_index": 13, - "component_count": 26, + "component_count": 27, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -17847,7 +18014,7 @@ { "label": "pull_request", "component_index": 14, - "component_count": 26, + "component_count": 27, "review_unit_index": 1, "review_unit_count": 2, "status": "reviewed", @@ -17865,6 +18032,7 @@ "pull_request:44017", "pull_request:44018", "pull_request:44019", + "pull_request:44024", "pull_request:44044", "pull_request:44056", "pull_request:44059", @@ -17938,7 +18106,6 @@ "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:43997|pull_request:44071", "pull_request:44010|pull_request:44071", "pull_request:44010|pull_request:44073", @@ -17957,420 +18124,349 @@ "pull_request:43996|pull_request:44007", "pull_request:43996|pull_request:44129", "pull_request:44044|pull_request:44129", - "pull_request:44044|pull_request:44154" + "pull_request:44044|pull_request:44154", + "pull_request:44024|pull_request:44076" ], - "prepared_review_unit_hash": "07388510c7fa2925c0aa787df4443a716c24f0dacaae583917484115a1692842", + "prepared_review_unit_hash": "0a2d6e254a255ced32a9570426937a47a4c51c5a717faa07019af115ab1d3487", "component_budget": { "node_count": 28, "item_count": 28, - "soft_pair_count": 78, - "serialized_chars": 84894, - "estimated_input_tokens": 21224, - "estimated_eval_tokens": 42704 + "soft_pair_count": 77, + "serialized_chars": 84506, + "estimated_input_tokens": 21127, + "estimated_eval_tokens": 42510 }, "budget": { - "node_count": 27, - "item_count": 27, + "node_count": 28, + "item_count": 28, "soft_pair_count": 72, - "serialized_chars": 75090, - "estimated_input_tokens": 18773, - "estimated_eval_tokens": 37802 + "serialized_chars": 76938, + "estimated_input_tokens": 19235, + "estimated_eval_tokens": 38726 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "Mostly a broad output-tracing refactor cluster centered on tracking issue 43979, but the PRs are split across many unrelated model families. Only a few soft edges are true duplicates within the same model/code path (notably GPT-J and GPT-Neo).", - "confidence": 0.93, - "canonical_issue_reason": "Issue 43979 is the shared umbrella ticket for the standardized output-tracing refactor across models.", - "canonical_pr_reason": "PR 44722 is the best single representative PR: it is the most complete GPT-J/CodeGen implementation of the standardized tracing change and overlaps directly with the other GPT-J PRs.", - "best_issue_reason": "43979 best captures the common underlying change family that most of these PRs reference.", - "best_pr_reason": "44722 is the strongest canonical PR candidate because it most cleanly represents the concrete decorator-based output-tracing refactor in the GPT-J/CodeGen path.", + "summary": "This cluster is mostly independent model-by-model output-tracing refactors. The only true duplicates are the GPT-J/CodeGen variants, which target the same concrete code paths and can plausibly be merged together.", + "confidence": 0.9, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 44722 is the best anchor: it directly covers the GPT-J/CodeGen output-tracing refactor, is the most complete variant in that duplicate set, and overlaps the same file-level changes as the other GPT-J PRs.", + "best_issue_reason": null, + "best_pr_reason": "PR 44722 is the strongest representative for the duplicate subgroup because it touches the same GPT-J/CodeGen code paths and subsumes the narrower GPT-J-only variant.", "soft_edge_verdicts": [ { "left": "pull_request:43996", "right": "pull_request:44085", "accept": false, - "reason": "Different model families and code paths (CVT/FNet vs GPT-J); same umbrella refactor theme is not enough." + "reason": "Different model families and code paths (CVT/FNet vs GPT-J); same tracking theme is not enough to treat them as duplicates." }, { "left": "pull_request:43996", "right": "pull_request:44044", "accept": false, - "reason": "CVT/FNet output-tracing refactor is unrelated to DeBERTa's attention/output handling." + "reason": "Different model families and code paths (CVT/FNet vs DeBERTa-v2)." }, { "left": "pull_request:44066", "right": "pull_request:44085", "accept": true, - "reason": "Both touch GPT-J output tracing in modeling_gptj.py and appear to be the same decorator-based migration, with 44085 looking like a narrower slice." + "reason": "Both are GPT-J output-tracing refactors in the same file; 44085 looks like a narrower variant of the same change and could be merged into one PR." }, { "left": "pull_request:44007", "right": "pull_request:44072", "accept": false, - "reason": "ResNet/RegNet/RT-DETR-style tracing work is a different concrete change from EfficientNet's output capture refactor." + "reason": "Both are vision-model refactors, but they touch different architectures and different concrete forward paths." }, { "left": "pull_request:44072", "right": "pull_request:44722", "accept": false, - "reason": "EfficientNet and GPT-J/CodeGen are different code paths; shared output-tracing wording is too broad." + "reason": "EfficientNet and GPT-J/CodeGen are unrelated code paths; only the standardized-output theme overlaps." }, { "left": "pull_request:44066", "right": "pull_request:44072", "accept": false, - "reason": "GPT-J/CodeGen refactor does not duplicate EfficientNet's model-specific tracing changes." + "reason": "GPT-J/CodeGen refactor vs EfficientNet refactor; different model code paths." }, { "left": "pull_request:44013", "right": "pull_request:44044", "accept": false, - "reason": "MobileNetV2 and DeBERTa are separate implementations with different tracing logic." + "reason": "MobileNetV2 and DeBERTa-v2 are unrelated implementations." }, { "left": "pull_request:44066", "right": "pull_request:44086", "accept": false, - "reason": "GPT-J/CodeGen refactor and MGP-STR refactor are unrelated model code paths." + "reason": "GPT-J/CodeGen output tracing vs MGP-STR output tracing; same pattern, different concrete model code paths." }, { "left": "pull_request:44066", "right": "pull_request:44071", "accept": false, - "reason": "GPT-J/CodeGen and MPT are different model families; same decorator theme alone is not duplication." + "reason": "GPT-J/CodeGen vs MPT; different model implementations and forward logic." }, { "left": "pull_request:44018", "right": "pull_request:44068", - "accept": true, - "reason": "Both are GPT-Neo output-tracing refactors on the same model file, with near-identical decorator migration intent." + "accept": false, + "reason": "GPT2 and GPT-Neo are separate model code paths, not the same bug/change." }, { "left": "pull_request:44066", "right": "pull_request:44068", "accept": false, - "reason": "GPT-J/CodeGen is not the same concrete change as GPT-Neo's tracing refactor." + "reason": "GPT-J/CodeGen refactor and GPT-Neo refactor are different model-specific changes." }, { "left": "pull_request:44018", "right": "pull_request:44066", "accept": false, - "reason": "GPT-Neo and GPT-J are distinct model implementations with different code paths." - }, - { - "left": "pull_request:44019", - "right": "pull_request:44722", - "accept": false, - "reason": "ResNet output tracing is unrelated to GPT-J/CodeGen tracing." - }, - { - "left": "pull_request:44086", - "right": "pull_request:44722", - "accept": false, - "reason": "MGP-STR and GPT-J/CodeGen are different model-specific refactors." - }, - { - "left": "pull_request:44019", - "right": "pull_request:44085", - "accept": false, - "reason": "ResNet and GPT-J changes are unrelated aside from broad output-tracing framing." - }, - { - "left": "pull_request:44018", - "right": "pull_request:44019", - "accept": false, - "reason": "GPT-Neo and ResNet are separate model families with different output-tracing implementations." + "reason": "GPT2 vs GPT-J/CodeGen; same broad refactor theme but not the same concrete code path." }, { "left": "pull_request:44019", - "right": "pull_request:44071", - "accept": false, - "reason": "ResNet and MPT changes target different model code paths." - }, - { - "left": "pull_request:44068", - "right": "pull_request:44116", - "accept": false, - "reason": "GPT-Neo and Flaubert are unrelated models; shared standardization language is not enough." - }, - { - "left": "pull_request:44068", - "right": "pull_request:44722", - "accept": false, - "reason": "GPT-Neo and GPT-J/CodeGen are different concrete refactors, not the same change." - }, - { - "left": "pull_request:44071", - "right": "pull_request:44722", - "accept": false, - "reason": "MPT and GPT-J/CodeGen are separate implementations with different tracing logic." - }, - { - "left": "pull_request:44018", - "right": "pull_request:44116", - "accept": false, - "reason": "GPT-Neo and Flaubert are different model families and different code paths." - }, - { - "left": "pull_request:44018", - "right": "pull_request:44086", - "accept": false, - "reason": "GPT-Neo and MGP-STR are unrelated concrete changes." - }, - { - "left": "pull_request:44018", - "right": "pull_request:44085", - "accept": false, - "reason": "GPT-Neo and GPT-J are different model-specific refactors." - }, - { - "left": "pull_request:44068", - "right": "pull_request:44086", - "accept": false, - "reason": "GPT-Neo and MGP-STR touch different models and output-handling code." - }, - { - "left": "pull_request:44071", - "right": "pull_request:44085", - "accept": false, - "reason": "MPT and GPT-J are distinct model implementations." - }, - { - "left": "pull_request:44059", - "right": "pull_request:44086", - "accept": false, - "reason": "GPT-2 and MGP-STR are different code paths; same tracing theme is too broad." - }, - { - "left": "pull_request:44085", - "right": "pull_request:44086", - "accept": false, - "reason": "GPT-J and MGP-STR are unrelated model refactors." - }, - { - "left": "pull_request:44059", - "right": "pull_request:44722", - "accept": false, - "reason": "GPT-2 tracing refactor is separate from GPT-J/CodeGen tracing." - }, - { - "left": "pull_request:44098", - "right": "pull_request:44101", - "accept": false, - "reason": "ViLT and Flaubert/XLM are different model families with different output-handling code." - }, - { - "left": "pull_request:44018", - "right": "pull_request:44071", + "right": "pull_request:44722", "accept": false, - "reason": "GPT-Neo and MPT are separate model implementations." + "reason": "ResNet vs GPT-J/CodeGen are unrelated model implementations." }, { - "left": "pull_request:44017", + "left": "pull_request:44086", "right": "pull_request:44722", "accept": false, - "reason": "SegFormer and GPT-J/CodeGen are unrelated concrete changes." + "reason": "MGP-STR and GPT-J/CodeGen are different models with different tracing code paths." }, { - "left": "pull_request:44017", - "right": "pull_request:44161", + "left": "pull_request:44019", + "right": "pull_request:44085", "accept": false, - "reason": "SegFormer and LongT5 are different models; shared output-tracing infrastructure does not make them duplicates." + "reason": "ResNet output tracing and GPT-J output tracing are separate model-specific changes." }, { - "left": "pull_request:44017", - "right": "pull_request:44073", + "left": "pull_request:44018", + "right": "pull_request:44019", "accept": false, - "reason": "SegFormer and VisualBert target different code paths and output formats." + "reason": "GPT2 and ResNet touch unrelated code paths." }, { - "left": "pull_request:44068", + "left": "pull_request:44019", "right": "pull_request:44071", "accept": false, - "reason": "GPT-Neo and MPT are different model families." + "reason": "ResNet vs MPT; same pattern, different model logic." }, { - "left": "pull_request:44071", - "right": "pull_request:44086", + "left": "pull_request:44068", + "right": "pull_request:44116", "accept": false, - "reason": "MPT and MGP-STR changes are unrelated model-specific refactors." + "reason": "GPT-Neo and Flaubert are unrelated model code paths." }, { - "left": "pull_request:43997", - "right": "pull_request:44073", + "left": "pull_request:44068", + "right": "pull_request:44722", "accept": false, - "reason": "RegNet and VisualBert are unrelated concrete implementations." + "reason": "GPT-Neo and GPT-J/CodeGen are distinct model-specific refactors." }, { - "left": "pull_request:44017", - "right": "pull_request:44018", + "left": "pull_request:44071", + "right": "pull_request:44722", "accept": false, - "reason": "SegFormer and GPT-Neo are different model families." + "reason": "MPT and GPT-J/CodeGen are different code paths." }, { - "left": "pull_request:44010", - "right": "pull_request:44071", + "left": "pull_request:44018", + "right": "pull_request:44116", "accept": false, - "reason": "SqueezeBERT and MPT are separate code paths." + "reason": "GPT2 and Flaubert are unrelated model implementations." }, { - "left": "pull_request:44010", - "right": "pull_request:44073", + "left": "pull_request:44018", + "right": "pull_request:44086", "accept": false, - "reason": "SqueezeBERT and VisualBert are different models with different tracing needs." + "reason": "GPT2 and MGP-STR are different model-specific changes." }, { "left": "pull_request:44018", - "right": "pull_request:44129", + "right": "pull_request:44085", "accept": false, - "reason": "GPT-Neo and SpeechT5 are unrelated model implementations." + "reason": "GPT2 and GPT-J are different code paths." }, { "left": "pull_request:44068", - "right": "pull_request:44722", + "right": "pull_request:44086", "accept": false, - "reason": "GPT-Neo and GPT-J/CodeGen are different model-specific tracing refactors." + "reason": "GPT-Neo and MGP-STR are unrelated model paths." }, { - "left": "pull_request:44017", - "right": "pull_request:44071", + "left": "pull_request:44071", + "right": "pull_request:44086", "accept": false, - "reason": "SegFormer and MPT are unrelated models." + "reason": "MPT and MGP-STR are unrelated implementations." }, { - "left": "pull_request:44073", - "right": "pull_request:44101", + "left": "pull_request:44059", + "right": "pull_request:44086", + "accept": false, + "reason": "GPT2 and MGP-STR are different model code paths." + }, + { + "left": "pull_request:44085", + "right": "pull_request:44086", "accept": false, - "reason": "VisualBert and Flaubert/XLM are different concrete code paths." + "reason": "GPT-J and MGP-STR are unrelated model-specific refactors." }, { "left": "pull_request:44059", - "right": "pull_request:44071", + "right": "pull_request:44722", "accept": false, - "reason": "GPT-2 and MPT are distinct model implementations." + "reason": "GPT2 vs GPT-J/CodeGen; same refactor style, different concrete model path." }, { - "left": "pull_request:44056", + "left": "pull_request:44098", "right": "pull_request:44101", "accept": false, - "reason": "MPNet and Flaubert/XLM are unrelated models." + "reason": "ViLT and Flaubert/XLM are separate model families." }, { - "left": "pull_request:44073", + "left": "pull_request:44017", + "right": "pull_request:44722", + "accept": false, + "reason": "SegFormer and GPT-J/CodeGen are unrelated model code paths." + }, + { + "left": "pull_request:44017", "right": "pull_request:44161", "accept": false, - "reason": "VisualBert and LongT5 are different model families." + "reason": "SegFormer and LongT5 are unrelated implementations." }, { - "left": "pull_request:44059", - "right": "pull_request:44068", + "left": "pull_request:44017", + "right": "pull_request:44073", "accept": false, - "reason": "GPT-2 and GPT-Neo are different model-specific changes." + "reason": "SegFormer and VisualBERT are different model code paths." }, { - "left": "pull_request:44018", - "right": "pull_request:44059", + "left": "pull_request:44059", + "right": "pull_request:44068", "accept": false, - "reason": "GPT-Neo and GPT-2 are different models." + "reason": "GPT2 and GPT-Neo are different model-specific changes." }, { "left": "pull_request:44101", "right": "pull_request:44161", "accept": false, - "reason": "Flaubert/XLM and LongT5 are unrelated code paths." + "reason": "Flaubert/XLM and LongT5 are unrelated model paths." }, { "left": "pull_request:43997", "right": "pull_request:44017", "accept": false, - "reason": "RegNet and SegFormer are different model families." + "reason": "RegNet and SegFormer are different vision architectures and different forward paths." }, { "left": "pull_request:43997", "right": "pull_request:44056", "accept": false, - "reason": "RegNet and MPNet are unrelated implementations." + "reason": "RegNet and MPNet are unrelated model implementations." }, { "left": "pull_request:44071", - "right": "pull_request:44076", + "right": "pull_request:44129", "accept": false, - "reason": "MPT and ImageGPT are different concrete refactors." + "reason": "MPT and SpeechT5 are unrelated code paths." }, { - "left": "pull_request:44074", - "right": "pull_request:44101", + "left": "pull_request:44010", + "right": "pull_request:44071", "accept": false, - "reason": "TextNet and Flaubert/XLM are different model families." + "reason": "SqueezeBERT and MPT are different model families." }, { - "left": "pull_request:44056", - "right": "pull_request:44161", + "left": "pull_request:44010", + "right": "pull_request:44073", "accept": false, - "reason": "MPNet and LongT5 are unrelated models." + "reason": "SqueezeBERT and VisualBERT are separate model-specific changes." }, { - "left": "pull_request:43997", - "right": "pull_request:44018", + "left": "pull_request:44018", + "right": "pull_request:44129", "accept": false, - "reason": "RegNet and GPT-Neo are different model implementations." + "reason": "GPT2 and SpeechT5 are unrelated model code paths." }, { "left": "pull_request:43997", "right": "pull_request:44161", "accept": false, - "reason": "RegNet and LongT5 are unrelated concrete changes." + "reason": "RegNet and LongT5 are unrelated model implementations." }, { - "left": "pull_request:44074", - "right": "pull_request:44161", + "left": "pull_request:44010", + "right": "pull_request:44044", "accept": false, - "reason": "TextNet and LongT5 are different model families." + "reason": "SqueezeBERT and DeBERTa-v2 are different model code paths." }, { - "left": "pull_request:44018", - "right": "pull_request:44161", + "left": "pull_request:44044", + "right": "pull_request:44074", "accept": false, - "reason": "GPT-Neo and LongT5 are different code paths." + "reason": "DeBERTa-v2 and TextNet are unrelated implementations." }, { - "left": "pull_request:43997", - "right": "pull_request:44071", + "left": "pull_request:44024", + "right": "pull_request:44076", "accept": false, - "reason": "RegNet and MPT are unrelated model-specific refactors." + "reason": "FocalNet and ImageGPT are different model families; shared output-tracing pattern does not make them duplicates." }, { - "left": "pull_request:44010", - "right": "pull_request:44071", + "left": "pull_request:44066", + "right": "pull_request:44722", + "accept": true, + "reason": "Same GPT-J/CodeGen output-tracing refactor with overlapping files and the same underlying change set." + }, + { + "left": "pull_request:44085", + "right": "pull_request:44722", + "accept": true, + "reason": "Both appear to implement the same GPT-J output-tracing refactor; 44085 is a narrower variant of the 44722 change." + }, + { + "left": "pull_request:44085", + "right": "pull_request:44129", "accept": false, - "reason": "SqueezeBERT and MPT are different models." + "reason": "GPT-J and SpeechT5 are unrelated model paths." }, { - "left": "pull_request:44010", - "right": "pull_request:44044", + "left": "pull_request:43996", + "right": "pull_request:44007", + "accept": false, + "reason": "Different model families and code paths (CVT/FNet vs RegNet/ResNet/RT-DETR-ResNet)." + }, + { + "left": "pull_request:43996", + "right": "pull_request:44129", "accept": false, - "reason": "SqueezeBERT and DeBERTa v2 are unrelated code paths." + "reason": "CVT/FNet vs SpeechT5 are unrelated model changes." }, { "left": "pull_request:44044", - "right": "pull_request:44074", + "right": "pull_request:44129", "accept": false, - "reason": "DeBERTa v2 and TextNet are different models." + "reason": "DeBERTa-v2 and SpeechT5 are separate model-specific refactors." }, { "left": "pull_request:44044", "right": "pull_request:44154", "accept": false, - "reason": "DeBERTa v2 and VITS are unrelated concrete implementations." + "reason": "DeBERTa-v2 and VITS are unrelated model implementations." } ] }, "evaluator_result": { "accept": true, - "feedback": "The summary is grounded in the packet: 43979 is clearly the shared umbrella issue, and 44722 is a reasonable canonical representative for the GPT-J/CodeGen slice. The accepted soft-edge pairs are conservative and appear mergeable within the same model/code path, while the rejected pairs stay within distinct model families or unrelated implementations. I don\u2019t see evidence of overstatement." + "feedback": "The summary is grounded in the packet and stays conservative: it treats the cluster as mostly independent refactors, and only marks the GPT-J/CodeGen variants as duplicates, which is supported by the shared file-level overlap and the deterministic pair evidence. The rejected soft-edge pairs also look appropriately cautious given the differing model families/code paths. " }, "evaluator_used": true, "retried": false, @@ -18381,7 +18477,7 @@ { "label": "pull_request", "component_index": 14, - "component_count": 26, + "component_count": 27, "review_unit_index": 2, "review_unit_count": 2, "status": "reviewed", @@ -18393,85 +18489,76 @@ "nodes": [ "pull_request:43997", "pull_request:44010", - "pull_request:44024", "pull_request:44056", "pull_request:44073", "pull_request:44074", - "pull_request:44076", "pull_request:44129" ], "soft_pairs": [ - "pull_request:44024|pull_request:44076", "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": "df22af97ff0323f5adb5a88a0521e1a1e07d8485d15dfa612ef078aa46c320bf", + "prepared_review_unit_hash": "2dbb27b9ef5c9e234b5e256ff1473b39f767c7aea6c49eac7aa037ad9cf7b242", "component_budget": { "node_count": 28, "item_count": 28, - "soft_pair_count": 78, - "serialized_chars": 84894, - "estimated_input_tokens": 21224, - "estimated_eval_tokens": 42704 + "soft_pair_count": 77, + "serialized_chars": 84506, + "estimated_input_tokens": 21127, + "estimated_eval_tokens": 42510 }, "budget": { - "node_count": 8, - "item_count": 8, - "soft_pair_count": 6, - "serialized_chars": 17125, - "estimated_input_tokens": 4282, - "estimated_eval_tokens": 8820 + "node_count": 6, + "item_count": 6, + "soft_pair_count": 5, + "serialized_chars": 13068, + "estimated_input_tokens": 3267, + "estimated_eval_tokens": 6790 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "A set of unrelated model-specific PRs that all refactor output tracing to the new standardized capture_outputs/can_return_tuple pattern. They share a theme, but they are not duplicates of the same change or bug fix because each targets a different model implementation and code path.", - "confidence": 0.94, + "summary": "These are separate model-specific PRs all doing the same kind of standardized output-capture refactor, but they do not appear to be duplicates of one another because each targets a different model and code path.", + "confidence": 0.86, "canonical_issue_reason": null, - "canonical_pr_reason": "No true duplicate PR stands out; if one representative is needed, PR 44129 is the most concrete/scoped example because it has an explicit issue target and a clearly defined model-local output-tracing refactor.", + "canonical_pr_reason": "PR 44073 is a clean representative of the cluster: it introduces the standardized output-capture plumbing for one model (VisualBert) with the expected decorator/import changes and explicit _can_record_outputs mapping.", "best_issue_reason": null, - "best_pr_reason": "PR 44129 is the strongest representative of the cluster theme: it has an explicit linked issue, a focused change in one model file, and a clear standardized output-tracing refactor compared with the more generic no-issue PRs.", + "best_pr_reason": "PR 44074 is the strongest standalone PR in this set because it combines the refactor with tests and concrete forward-signature cleanup for TextNet, making it the most complete model-specific implementation here.", "soft_edge_verdicts": [ - { - "left": "pull_request:44024", - "right": "pull_request:44076", - "accept": false, - "reason": "Both are output-tracing refactors, but they touch different models (FocalNet vs ImageGPT) and different layer classes; this is a shared pattern, not the same underlying change." - }, { "left": "pull_request:44073", "right": "pull_request:44074", "accept": false, - "reason": "VisualBert and TextNet are separate model implementations with different forward paths and files; the PRs are conceptually similar but not the same fix." + "reason": "Same refactor theme, but different models and different forward paths; not the same underlying bug/change and not something that would plausibly merge into one PR." }, { "left": "pull_request:44056", "right": "pull_request:44073", "accept": false, - "reason": "MPNet and VisualBert are distinct architectures with separate output-capture wiring, so these are not mergeable as one PR fixing one concrete code path." + "reason": "Both migrate output tracing, but MPNet and VisualBert are distinct implementations with different affected layers and signatures; not a duplicate fix." }, { "left": "pull_request:44056", "right": "pull_request:44074", "accept": false, - "reason": "These refactors apply to different model code paths (MPNet vs TextNet) and would not be duplicates beyond sharing the standardized output-tracing theme." + "reason": "Model-specific refactors in MPNet vs TextNet; shared helper usage alone is too broad to treat as the same change." }, { "left": "pull_request:43997", "right": "pull_request:44010", "accept": false, - "reason": "RegNet and SqueezeBert are unrelated model files and changes; they share the decorator migration pattern but not the same bug or implementation." + "reason": "RegNet and SqueezeBert are unrelated model code paths; these are parallel refactors, not the same bug or change." }, { "left": "pull_request:44010", "right": "pull_request:44129", "accept": false, - "reason": "SqueezeBert and SpeechT5 are different models with different output semantics and targets; the overlap is only in the refactor style, not the underlying change." + "reason": "Both are output-tracing-related, but SqueezeBert and SpeechT5 have different architectures and fixes; they do not represent one concrete change." } ] }, @@ -18485,7 +18572,7 @@ { "label": "pull_request", "component_index": 15, - "component_count": 26, + "component_count": 27, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -18551,12 +18638,12 @@ "pull_request:44028|pull_request:44030", "pull_request:44029|pull_request:44030" ], - "prepared_review_unit_hash": "fae434742e91129188709a39253cbf46bb32d28b494015d97a1a75d698cbe579", + "prepared_review_unit_hash": "da1bc0f69911365d120f143ac60032fad7665361cabfcd3b85389c37eaef2d76", "component_budget": { "node_count": 13, "item_count": 13, "soft_pair_count": 40, - "serialized_chars": 40175, + "serialized_chars": 40176, "estimated_input_tokens": 10044, "estimated_eval_tokens": 20344 }, @@ -18564,7 +18651,7 @@ "node_count": 13, "item_count": 13, "soft_pair_count": 40, - "serialized_chars": 40175, + "serialized_chars": 40176, "estimated_input_tokens": 10044, "estimated_eval_tokens": 20344 }, @@ -18573,252 +18660,258 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "This cluster is a set of thematically similar but distinct PRs that refactor output tracing in different model implementations; they are not duplicates of one another.", - "confidence": 0.94, + "summary": "This is a thematic cluster of model-specific output-tracing refactors, not a duplicate set. The PRs share naming and decorator/import patterns, but each targets a different model family or wrapper and would not plausibly collapse into one fix.", + "confidence": 0.97, "canonical_issue_reason": null, - "canonical_pr_reason": "No single canonical PR: each change targets a different model or model family and a different code path, so the overlap is only the shared output-tracing refactor pattern.", + "canonical_pr_reason": "No single PR is a true canonical duplicate here: each change is scoped to a different model or wrapper, so there is no one PR that subsumes the rest.", "best_issue_reason": null, - "best_pr_reason": "If a representative is needed, PR 44003 is the broadest example of the pattern, but it still does not subsume the others and should not be treated as a duplicate canonical fix.", + "best_pr_reason": "PR 44025 is the best representative of the shared refactor pattern because it touches two closely related depth-anything models and cleanly illustrates the output-tracing change, but it is still not a duplicate of the others.", "soft_edge_verdicts": [ { "left": "pull_request:43998", "right": "pull_request:44002", "accept": false, - "reason": "Different models and files (timm_backbone vs upernet); same tracing refactor theme only." + "reason": "Different model families and code paths; only the refactor theme is shared." }, { "left": "pull_request:43998", "right": "pull_request:44000", "accept": false, - "reason": "Different model code paths; both refactor output handling, but not the same fix." + "reason": "Timm backbone vs vision-text dual encoder are unrelated implementations." }, { "left": "pull_request:43998", "right": "pull_request:44001", "accept": false, - "reason": "Separate model implementations with unrelated change scopes." + "reason": "Different architectures and forward paths; not the same underlying change." }, { "left": "pull_request:43998", "right": "pull_request:44003", "accept": false, - "reason": "Different model families and distinct output-capturing changes; not mergeable as one PR." + "reason": "Separate model families (timm_backbone vs mamba/falcon_mamba); same style of cleanup only." + }, + { + "left": "pull_request:43998", + "right": "pull_request:44004", + "accept": false, + "reason": "CodeGen is a different code path and model class, so this is not a duplicate." }, { "left": "pull_request:43998", "right": "pull_request:44029", "accept": false, - "reason": "Different architectures and forward paths; only the high-level refactor pattern matches." + "reason": "Unrelated models; shared output-tracing pattern is too broad to merge." }, { "left": "pull_request:43999", "right": "pull_request:44001", "accept": false, - "reason": "Different models and different output-tracing implementations." + "reason": "MobileNetV1 and UnivNet are unrelated model families." }, { "left": "pull_request:43999", "right": "pull_request:44002", "accept": false, - "reason": "Model-specific refactors in unrelated files; not the same underlying change." + "reason": "Different model stacks and output contracts; not the same bug." }, { "left": "pull_request:43999", "right": "pull_request:44025", "accept": false, - "reason": "Both touch output tracing, but on different models and code paths." + "reason": "Both are refactors, but they apply to different model families and code paths." }, { "left": "pull_request:43999", "right": "pull_request:44026", "accept": false, - "reason": "Different encoder/decoder vs CNN model paths; not a duplicate fix." + "reason": "MobileNetV1 vs vision-encoder-decoder are distinct implementations." }, { "left": "pull_request:43999", "right": "pull_request:44027", "accept": false, - "reason": "Separate seq2seq wrapper change vs MobileNet output refactor." + "reason": "Different model families; no shared concrete fix." }, { "left": "pull_request:44000", "right": "pull_request:44001", "accept": false, - "reason": "Different model families and distinct forward-signature changes." + "reason": "Vision-text dual encoder and UnivNet are unrelated; only the tracing cleanup is similar." }, { "left": "pull_request:44000", "right": "pull_request:44002", "accept": false, - "reason": "Different models; same refactor motif but no shared bug or patch." + "reason": "Different architectures and forward semantics; not duplicate artifacts." }, { "left": "pull_request:44000", "right": "pull_request:44003", "accept": false, - "reason": "Falcon/Mamba tracing changes are a different code path from vision-text dual encoder." + "reason": "Vision-text dual encoder vs Mamba/Falcon-Mamba are unrelated code paths." }, { "left": "pull_request:44000", "right": "pull_request:44004", "accept": false, - "reason": "Separate model implementations with unrelated output-shape behavior." + "reason": "CodeGen is a separate model and change set, not the same underlying issue." }, { "left": "pull_request:44000", "right": "pull_request:44025", "accept": false, - "reason": "Different models and different tracing helpers; not one concrete change." + "reason": "Different model families; the similarity is only the output-tracing refactor pattern." }, { "left": "pull_request:44001", "right": "pull_request:44002", "accept": false, - "reason": "Different model classes; no shared concrete bug beyond the general refactor theme." + "reason": "UnivNet and UperNet are unrelated model families." }, { "left": "pull_request:44001", "right": "pull_request:44003", "accept": false, - "reason": "Distinct model families and separate output-capturing logic." + "reason": "Different code paths and model architectures; not mergeable as one fix." }, { "left": "pull_request:44001", - "right": "pull_request:44025", + "right": "pull_request:44004", "accept": false, - "reason": "Different model families; these are parallel refactors, not duplicates." + "reason": "UnivNet vs CodeGen are unrelated beyond the generic refactor theme." }, { - "left": "pull_request:44002", - "right": "pull_request:44029", + "left": "pull_request:44001", + "right": "pull_request:44025", "accept": false, - "reason": "UperNet segmentation vs RWKV recurrent model; not the same underlying change." + "reason": "Same refactor motif, but different model families and concrete changes." }, { "left": "pull_request:44002", "right": "pull_request:44003", "accept": false, - "reason": "Different model code paths and helper usage; not one patch." + "reason": "UperNet and Mamba/Falcon-Mamba are distinct implementations." }, { - "left": "pull_request:44003", - "right": "pull_request:44028", + "left": "pull_request:44002", + "right": "pull_request:44004", "accept": false, - "reason": "Falcon/Mamba output tracing and SuperPoint output handling are unrelated model-specific changes." + "reason": "UperNet vs CodeGen is not the same bug or change." }, { - "left": "pull_request:44003", - "right": "pull_request:44004", + "left": "pull_request:44002", + "right": "pull_request:44029", "accept": false, - "reason": "Different architectures and different forward semantics; only the refactor pattern overlaps." + "reason": "UperNet and RWKV are unrelated code paths." }, { - "left": "pull_request:43998", - "right": "pull_request:44004", + "left": "pull_request:44003", + "right": "pull_request:44028", "accept": false, - "reason": "Timm backbone and CodeGen are unrelated model implementations with separate changes." + "reason": "Mamba/Falcon-Mamba and SuperPoint are different model families." }, { - "left": "pull_request:44001", + "left": "pull_request:44003", "right": "pull_request:44004", "accept": false, - "reason": "UnivNet and CodeGen do not share the same concrete bug or patch." + "reason": "Different model code paths; shared refactor style only." }, { - "left": "pull_request:44002", + "left": "pull_request:43998", "right": "pull_request:44004", "accept": false, - "reason": "Different model families and no shared code path." + "reason": "Timm backbone and CodeGen are unrelated implementations." }, { "left": "pull_request:44025", "right": "pull_request:44026", "accept": false, - "reason": "DepthAnything and VisionEncoderDecoder are different model paths; not a duplicate." + "reason": "Depth Anything and vision-encoder-decoder are separate model families." }, { "left": "pull_request:44025", "right": "pull_request:44027", "accept": false, - "reason": "Different model wrappers and distinct forward changes." + "reason": "Depth Anything vs speech-encoder-decoder are unrelated code paths." }, { "left": "pull_request:44025", "right": "pull_request:44028", "accept": false, - "reason": "Different model architectures and unrelated output-tracing implementations." + "reason": "Different models and concrete changes; not a duplicate." }, { "left": "pull_request:44025", "right": "pull_request:44029", "accept": false, - "reason": "Depth estimation vs RWKV recurrent model; same theme only." + "reason": "Depth Anything and RWKV are unrelated beyond the shared refactor theme." }, { "left": "pull_request:44025", "right": "pull_request:44030", "accept": false, - "reason": "Different model families and no common concrete fix." + "reason": "Depth Anything vs DPR is not the same underlying bug or change." }, { "left": "pull_request:44026", "right": "pull_request:44027", "accept": false, - "reason": "VisionEncoderDecoder and SpeechEncoderDecoder are separate wrappers with different patches." + "reason": "Vision-encoder-decoder and speech-encoder-decoder are distinct wrappers." }, { "left": "pull_request:44026", "right": "pull_request:44028", "accept": false, - "reason": "Different models and output APIs; not the same underlying change." + "reason": "Different model families and output paths." }, { "left": "pull_request:44026", "right": "pull_request:44029", "accept": false, - "reason": "Different code paths and distinct refactor scopes." + "reason": "Separate code paths; only the tracing refactor pattern overlaps." }, { "left": "pull_request:44026", "right": "pull_request:44030", "accept": false, - "reason": "VisionEncoderDecoder and DPR are unrelated model implementations." + "reason": "Vision-encoder-decoder and DPR are different models and fixes." }, { "left": "pull_request:44027", "right": "pull_request:44028", "accept": false, - "reason": "SpeechEncoderDecoder and SuperPoint are unrelated models with different changes." + "reason": "Speech-encoder-decoder and SuperPoint are unrelated." }, { "left": "pull_request:44027", "right": "pull_request:44029", "accept": false, - "reason": "Distinct model families and distinct forward/output handling." + "reason": "Different model families and code paths." }, { "left": "pull_request:44027", "right": "pull_request:44030", "accept": false, - "reason": "Separate seq2seq wrapper vs DPR encoder refactor; not duplicates." + "reason": "Speech-encoder-decoder vs DPR is not the same concrete issue." }, { "left": "pull_request:44028", "right": "pull_request:44029", "accept": false, - "reason": "SuperPoint and RWKV are completely different code paths; only the broad refactor theme matches." + "reason": "SuperPoint and RWKV are unrelated implementations." }, { "left": "pull_request:44028", "right": "pull_request:44030", "accept": false, - "reason": "Different models and different output-capturing behavior." + "reason": "SuperPoint vs DPR is a different model-specific change." }, { "left": "pull_request:44029", "right": "pull_request:44030", "accept": false, - "reason": "RWKV and DPR are unrelated model implementations with separate patches." + "reason": "RWKV and DPR are distinct models with different forward paths." } ] }, @@ -18832,7 +18925,7 @@ { "label": "pull_request", "component_index": 16, - "component_count": 26, + "component_count": 27, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -18851,52 +18944,52 @@ "pull_request:44662|pull_request:45075", "pull_request:45075|pull_request:45401" ], - "prepared_review_unit_hash": "ccbe23c84618f35a468962d079978a6b097875d4d39dc5efff64728e87fcaaff", + "prepared_review_unit_hash": "541a7d53d7cb2c79456c4d42010674b89bd1d787117ec3f77996a8a2bbab6596", "component_budget": { "node_count": 3, "item_count": 3, "soft_pair_count": 3, - "serialized_chars": 10912, - "estimated_input_tokens": 2728, - "estimated_eval_tokens": 5712 + "serialized_chars": 10913, + "estimated_input_tokens": 2729, + "estimated_eval_tokens": 5714 }, "budget": { "node_count": 3, "item_count": 3, "soft_pair_count": 3, - "serialized_chars": 10912, - "estimated_input_tokens": 2728, - "estimated_eval_tokens": 5712 + "serialized_chars": 10913, + "estimated_input_tokens": 2729, + "estimated_eval_tokens": 5714 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These are three distinct model-addition PRs for different systems (PenguinVL, DeepSeek-OCR-2, and Voxtral TTS). They share common Transformers scaffolding, but they do not appear to fix the same bug or implement the same change.", - "confidence": 0.97, + "summary": "These are three separate model-addition PRs (PenguinVL, DeepSeek-OCR-2, Voxtral TTS). They share expected Transformers boilerplate like auto-mapping, docs, and tests, but they do not fix the same bug or implement the same change.", + "confidence": 0.98, "canonical_issue_reason": null, - "canonical_pr_reason": "PR #45075 is the strongest standalone implementation: it is not draft, has substantial review activity, and includes a full model integration with docs, auto-mappings, tests, and conversion tooling.", + "canonical_pr_reason": null, "best_issue_reason": null, - "best_pr_reason": "PR #45075 is the best overall candidate because it looks the most complete and mature among the three, with broad model coverage and no draft status.", + "best_pr_reason": "45075 is the strongest standalone PR in the set by maturity/review activity, but it still targets a different model family and should not be treated as a duplicate canonical.", "soft_edge_verdicts": [ { "left": "pull_request:44662", "right": "pull_request:45401", "accept": false, - "reason": "Different model families and tasks: PenguinVL vs Voxtral TTS. The overlap is generic model-registration/docs scaffolding, not the same concrete code-path change." + "reason": "Different model integrations (PenguinVL vs Voxtral TTS) with separate configs, modeling, and processors; shared auto-registration/docs are boilerplate only." }, { "left": "pull_request:44662", "right": "pull_request:45075", "accept": false, - "reason": "Different additions for unrelated models: PenguinVL vs DeepSeek-OCR-2. Shared files reflect standard Transformers integration patterns, not duplicate functionality." + "reason": "Both are model additions, but for unrelated models and code paths; overlap is limited to common Transformers registration and docs scaffolding." }, { "left": "pull_request:45075", "right": "pull_request:45401", "accept": false, - "reason": "DeepSeek-OCR-2 and Voxtral TTS target different modalities and implementations. Similar repo touchpoints do not indicate the same underlying bug or mergeable PR." + "reason": "DeepSeek-OCR-2 and Voxtral TTS are distinct implementations with different task domains and files; no sign they could be merged as one fix/change." } ] }, @@ -18910,7 +19003,7 @@ { "label": "pull_request", "component_index": 17, - "component_count": 26, + "component_count": 27, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -18926,7 +19019,7 @@ "soft_pairs": [ "pull_request:44979|pull_request:45363" ], - "prepared_review_unit_hash": "31a0adf5a9448934f252c9d1685c60586872a4b570ffc7937f47885a69b92f56", + "prepared_review_unit_hash": "14dc77bf8361445d64395bef1c8846f930130593f2322eacb39ed310aa20a369", "component_budget": { "node_count": 2, "item_count": 2, @@ -18948,18 +19041,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These are related but not duplicates: one introduces a general Module Fusion API, while the other applies kernel-based n-to-1 fusion through KernelConfig. The second appears to depend on or extend the first rather than fix the same concrete problem.", - "confidence": 0.92, + "summary": "These are related but not duplicates: one PR introduces a generic Module Fusion API, while the other adds a specific n-to-1 kernel fusion integration via KernelConfig. They sit at different layers and would not normally be merged into a single PR.", + "confidence": 0.89, "canonical_issue_reason": null, - "canonical_pr_reason": "PR #44979 is the more foundational change: it introduces the generic module fusion API and test coverage, which the other PR appears to build on.", + "canonical_pr_reason": "44979 is the more foundational PR: it adds the generic module_fusion API and tests, which looks like the core abstraction the other work can build on.", "best_issue_reason": null, - "best_pr_reason": "PR #44979 is the best representative of the cluster because it is the broader core API change rather than a specific example/use-case implementation.", + "best_pr_reason": "45363 is the more concrete end-user feature PR, but it is narrower and depends on the broader fusion infrastructure rather than replacing it.", "soft_edge_verdicts": [ { "left": "pull_request:44979", "right": "pull_request:45363", "accept": false, - "reason": "Different scope and intent: #44979 adds the module fusion infrastructure, while #45363 wires KernelConfig into model loading for n-to-1 kernel fusion. They share the fusion theme but are not the same underlying code-path problem and would not plausibly merge into one PR." + "reason": "Related feature area, but not the same concrete change: 44979 adds the core Module Fusion API, while 45363 implements a specific n-to-1 kernel fusion path via KernelConfig. They address different layers and would not plausibly be merged as one PR." } ] }, @@ -18973,7 +19066,7 @@ { "label": "pull_request", "component_index": 18, - "component_count": 26, + "component_count": 27, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -18989,7 +19082,7 @@ "soft_pairs": [ "pull_request:45086|pull_request:45317" ], - "prepared_review_unit_hash": "50840b798b616c29a249368fb89a56b4e245881061dda96d480011a3096c77ab", + "prepared_review_unit_hash": "22c7bc330d449e602a8fc012353634da4a5f41cd9528fe1432f7d8eec095314f", "component_budget": { "node_count": 2, "item_count": 2, @@ -19011,18 +19104,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Both pull requests address the same AttributeError in `_patch_mistral_regex` for the Mistral regex/tokenizer patch and target the same issue; one is essentially a more complete version of the other with tests.", + "summary": "Both pull requests address the same AttributeError in `_patch_mistral_regex` by switching from `backend_tokenizer.pre_tokenizer` to `tokenizer.pre_tokenizer` in the same code path. PR 45317 is the more complete candidate because it adds tests as well as the fix.", "confidence": 0.98, - "canonical_issue_reason": "Issue 45081 is the shared explicit target for both PRs and is the underlying bug report they fix.", - "canonical_pr_reason": "PR 45317 is the better canonical PR because it implements the same code fix and also adds tests, making it the more complete change.", - "best_issue_reason": "Issue 45081 is the only issue in the cluster and is the clearest representation of the underlying bug.", - "best_pr_reason": "PR 45317 is the strongest PR candidate because it contains the same fix as 45086 plus test coverage, so it is the most complete patch for the bug.", + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 45317 is the stronger canonical PR: it fixes the same AttributeError as PR 45086, but also includes test coverage and appears to be the more complete implementation.", + "best_issue_reason": null, + "best_pr_reason": "PR 45317 is the best overall representative because it addresses the bug with the same code change plus tests, making it the clearest standalone fix.", "soft_edge_verdicts": [ { "left": "pull_request:45086", "right": "pull_request:45317", "accept": true, - "reason": "Same concrete AttributeError fix in the same file, same explicit issue target, and the second PR looks like a superset with tests; these could plausibly be merged into one PR." + "reason": "Same underlying bug and same fix in the same file/code path; the second PR is just a more complete version with tests, so these are plausibly one merged change." } ] }, @@ -19036,7 +19129,7 @@ { "label": "pull_request", "component_index": 19, - "component_count": 26, + "component_count": 27, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -19052,7 +19145,7 @@ "soft_pairs": [ "pull_request:45115|pull_request:45569" ], - "prepared_review_unit_hash": "cf56d398d87386e6dc77e95d6de35b8b6ec74ee3a47ee2d32496048759c90d7c", + "prepared_review_unit_hash": "795c0caf85608bd502ec9fb4d048e4511d91f88fabf3d6ea517c904153ad41b5", "component_budget": { "node_count": 2, "item_count": 2, @@ -19074,18 +19167,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These are related NemotronH changes, but they are not the same underlying PR: one is a refactor/backward-compat conversion and inheritance update, while the other is the larger NemotronH/NemotronHDense/NemotronHSparse split with docs and tests. Shared files are mostly from the same model area, not evidence of duplication.", - "confidence": 0.94, + "summary": "These are related NemotronH refactors, but they are not the same PR: one is an initial inheritance/mapping refactor, the other splits NemotronH into dedicated dense/sparse implementations with docs and tests.", + "confidence": 0.93, "canonical_issue_reason": null, - "canonical_pr_reason": "No single canonical PR: 45115 is a focused refactor/conversion-mapping update, whereas 45569 is a broader model split and documentation/test integration change.", + "canonical_pr_reason": "Pick PR #45569 as canonical: it is the broader, more complete architectural change, introducing dedicated NemotronHDense/NemotronHSparse modules plus docs and tests, whereas #45115 is a narrower refactor/conversion-mapping step.", "best_issue_reason": null, - "best_pr_reason": "pull_request:45569 is the better representative of the overall NemotronH follow-up work because it covers the concrete model split and user-facing documentation/tests, not just internal renaming/refactoring.", + "best_pr_reason": "PR #45569 is the best representative because it covers the larger end-state of the NemotronH restructuring and is more self-contained than the earlier partial refactor in #45115.", "soft_edge_verdicts": [ { "left": "pull_request:45115", "right": "pull_request:45569", "accept": false, - "reason": "Different changes: 45115 updates conversion mapping and inheritance toward GraniteMoeHybrid, while 45569 introduces NemotronHDense/NemotronHSparse and related docs/tests. They share subsystem files but not the same fix or mergeable PR." + "reason": "Related subsystem, but different change scope and code-paths: #45115 focuses on conversion mapping and inheritance/compatibility refactoring, while #45569 creates separate dense/sparse model implementations and updates docs/tests. They are not the same underlying fix and would not plausibly merge into one PR." } ] }, @@ -19099,7 +19192,7 @@ { "label": "pull_request", "component_index": 20, - "component_count": 26, + "component_count": 27, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -19115,7 +19208,7 @@ "soft_pairs": [ "pull_request:45332|pull_request:45333" ], - "prepared_review_unit_hash": "247a01a823aa4a9a95fc211220f0117bfb81199b50d8f1393a328e4b93fb75c1", + "prepared_review_unit_hash": "2d726320a291f931600d7996e2456955b7ae09bcd6412107c5dd851e7d2eedaa", "component_budget": { "node_count": 2, "item_count": 2, @@ -19137,18 +19230,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These are closely related PRs for a heterogeneous-model feature, but they cover different layers of the work: one adds per-layer configuration plumbing, the other adds modeling/runtime support. They look like adjacent feature PRs, not duplicates.", - "confidence": 0.91, + "summary": "Two open PRs for the new heterogeneous-model feature stack: one adds per-layer config support, the other adds broader per-layer modeling/runtime support. They are closely related but not duplicates.", + "confidence": 0.84, "canonical_issue_reason": null, - "canonical_pr_reason": "PR #45332 is the broader, more central implementation: it adds heterogeneous model support across cache, masking, modeling, and tests, making it the better representative of the feature cluster.", + "canonical_pr_reason": "PR 45332 is the broader umbrella change: it includes heterogeneous config handling plus modeling/cache/masking updates and therefore best represents the overall feature work in this cluster.", "best_issue_reason": null, - "best_pr_reason": "PR #45332 is the strongest standalone representative because it covers the end-to-end runtime/modeling side rather than only configuration scaffolding.", + "best_pr_reason": "PR 45332 is the better representative PR because it covers the wider end-to-end code path, while PR 45333 is a narrower config-only prerequisite/component.", "soft_edge_verdicts": [ { "left": "pull_request:45332", "right": "pull_request:45333", "accept": false, - "reason": "They share the heterogeneous-config infrastructure, but #45333 is limited to per-layer config support while #45332 adds modeling/runtime behavior. They are related components of one larger feature, not the same concrete change that could be merged as a single PR." + "reason": "Related feature work, but not the same concrete bug/change. 45333 is config-only setup; 45332 extends into modeling/cache/runtime paths. They would not plausibly be merged as one duplicate PR." } ] }, @@ -19162,7 +19255,7 @@ { "label": "pull_request", "component_index": 21, - "component_count": 26, + "component_count": 27, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -19178,7 +19271,7 @@ "soft_pairs": [ "pull_request:45415|pull_request:45425" ], - "prepared_review_unit_hash": "8bb8ab76a8cbd2dd643b78cfb8c7d34fd4ad82a44e3d4c46017f6496f85b5c49", + "prepared_review_unit_hash": "545b01c9b9e54a15ba1ffffc79b74a5a2e3e0186e574ec1d35f5340e62838b44", "component_budget": { "node_count": 2, "item_count": 2, @@ -19200,18 +19293,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Two open Transformers PRs that are both typing-related, but they address different scopes: one is a broad repo-wide type-checking pass, the other adds specific typing protocols and modeling utilities support.", + "summary": "These are related typing-focused PRs, but they are not duplicates: one is a broad typing rollout across many Transformers files, while the other is a narrower typing cleanup centered on modeling_utils and related type aliases/protocols.", "confidence": 0.91, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 45425 is the more focused and substantive typing change: it adds shared typing protocols/types used by core modules rather than just broad type-checking cleanup.", + "canonical_pr_reason": "No single canonical PR: 45415 is a broad repo-wide type-checking sweep, while 45425 is a narrower, more specific typing follow-up.", "best_issue_reason": null, - "best_pr_reason": "PR 45425 is the best representative of the cluster because it introduces concrete typing infrastructure changes in core code paths, making it more central than the repository-wide annotation sweep in 45415.", + "best_pr_reason": "45425 is the better representative because it is more focused and self-contained; 45415 is too broad and spans many unrelated files.", "soft_edge_verdicts": [ { "left": "pull_request:45415", "right": "pull_request:45425", "accept": false, - "reason": "Both are about typing, but they are not the same change: 45415 is a broad type-checking pass across many files and lint settings, while 45425 adds specific protocol/type helpers for modeling_utils, PEFT, and flash-attention-related code." + "reason": "Different scopes and underlying changes: 45415 adds typing checks across many modules and config ignores, while 45425 adds specific typing protocols/aliases for modeling_utils and adjacent code. Shared files reflect overlapping cleanup, not the same concrete bug or change." } ] }, @@ -19225,7 +19318,7 @@ { "label": "pull_request", "component_index": 22, - "component_count": 26, + "component_count": 27, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -19241,7 +19334,7 @@ "soft_pairs": [ "pull_request:45548|pull_request:45662" ], - "prepared_review_unit_hash": "43c11f686c89e7c065e4068962992cea701952255f7f1ed9109e3e70cc9bf216", + "prepared_review_unit_hash": "db7832634f28dd435888f217b14be766b51a1301b92068f4528f4e510665f553", "component_budget": { "node_count": 2, "item_count": 2, @@ -19263,18 +19356,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Both PRs are about expert-parallel loading behavior, but they fix different concrete failure modes: one targets EP + DeepSpeed ZeRO-3 config/loading serialization, while the other targets EP + FSDP2 where experts get overwritten during broadcast. They share a subsystem and one filename, but not the same bug or mergeable patch.", - "confidence": 0.94, + "summary": "These PRs are related by expert-parallelism loading, but they fix different concrete bugs: one handles serializing `distributed_config` / `has_ep` during Accelerate/ZeRO-3 loading, while the other prevents experts from being overwritten by rank-0 broadcast in FSDP2. They should not be deduplicated.", + "confidence": 0.95, "canonical_issue_reason": null, - "canonical_pr_reason": "PR #45662 is the better canonical representative because it addresses a more specific end-to-end loading corruption bug with a broader, coherent code change across the MoE/loading path.", + "canonical_pr_reason": "PR #45548 is the cleaner representative of the cluster\u2019s EP-loading theme because it directly addresses config serialization and model-loading detection with a small, focused change.", "best_issue_reason": null, - "best_pr_reason": "PR #45662 is the strongest standalone candidate: it describes a concrete correctness issue, has multi-file implementation detail tied to that bug, and is more likely to be the primary fix in this cluster.", + "best_pr_reason": "PR #45548 is the better global representative here: it is narrowly scoped to a specific loading failure mode and has a clearer, self-contained fix. PR #45662 is a separate FSDP2/post-shard wrapping bug and should remain distinct.", "soft_edge_verdicts": [ { "left": "pull_request:45548", "right": "pull_request:45662", "accept": false, - "reason": "Different underlying bugs and different fix mechanisms: #45548 removes non-serializable config state and exposes EP status for Accelerate/ZeRO-3 loading, while #45662 prevents expert parameters from being overwritten during FSDP2/rank-0 broadcast. Shared EP context is not enough to merge them." + "reason": "Both concern expert parallelism, but they fix different code paths and failure modes: `distributed_config` serialization / `has_ep` vs. post-shard wrapping to stop rank-0 broadcast from overwriting experts. Not the same underlying bug." } ] }, @@ -19288,7 +19381,7 @@ { "label": "pull_request", "component_index": 23, - "component_count": 26, + "component_count": 27, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -19304,7 +19397,7 @@ "soft_pairs": [ "pull_request:45639|pull_request:45645" ], - "prepared_review_unit_hash": "7a548be00ee5ebded4e6dc4f41dfc07539fefcb8c8e948242c4aa86b09095586", + "prepared_review_unit_hash": "96e63e46499419938f3c45b13554461e96d8d62441f22d32cdc1b7672922af5e", "component_budget": { "node_count": 2, "item_count": 2, @@ -19326,18 +19419,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Both PRs address the same underlying xdist collision problem around `captured_info` artifacts in testing/debug logging; PR 45645 is the broader, more complete version.", - "confidence": 0.9, + "summary": "Both PRs address the same xdist collision around `captured_info` debug artifacts in `testing_utils`, with PR 45645 extending the fix to CI log aggregation as well. PR 45645 is the broader, more complete change set.", + "confidence": 0.93, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 45645 is the most complete representative: it includes the xdist-safe `testing_utils.py` change plus the CI/workflow update needed to read multiple worker-specific `captured_info*.txt` files, and related preservation plumbing. PR 45639 is a narrower subset focused only on the library-side file write.", + "canonical_pr_reason": "PR 45645 is the better canonical PR because it includes the core xdist-safe `captured_info` fix in `src/transformers/testing_utils.py` plus the downstream CI/workflow handling needed to read multiple worker files. It is the more complete representation of the underlying change.", "best_issue_reason": null, - "best_pr_reason": "PR 45645 is the best canonical PR because it addresses the full end-to-end behavior change, not just the internal write-path fix.", + "best_pr_reason": "PR 45645 is the strongest standalone PR for the cluster: it covers the same bug class as 45639 and adds the reporting changes needed to preserve debug output under xdist, making it the most complete fix.", "soft_edge_verdicts": [ { "left": "pull_request:45639", "right": "pull_request:45645", "accept": true, - "reason": "Both PRs target the same concrete bug: xdist-safe handling of `captured_info` debug logs. 45639 is essentially the library-side subset of the broader fix in 45645, so they could plausibly be merged into one PR." + "reason": "Both PRs fix the same concrete problem: xdist-safe handling of `captured_info` output generated by patched testing methods. PR 45645 appears to subsume 45639 by including the same `testing_utils` change and adding workflow support for multiple output files, so they plausibly belong to one merged change." } ] }, @@ -19351,7 +19444,7 @@ { "label": "pull_request", "component_index": 24, - "component_count": 26, + "component_count": 27, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -19414,7 +19507,7 @@ { "label": "pull_request", "component_index": 25, - "component_count": 26, + "component_count": 27, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -19480,7 +19573,7 @@ { "label": "pull_request", "component_index": 26, - "component_count": 26, + "component_count": 27, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -19488,48 +19581,194 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-46007-2", + "cluster_id": "cluster-46051-3", "nodes": [ - "pull_request:46007", - "pull_request:46040" + "pull_request:46051", + "pull_request:46055", + "pull_request:46056" ], "soft_pairs": [ - "pull_request:46007|pull_request:46040" + "pull_request:46051|pull_request:46056", + "pull_request:46055|pull_request:46056" ], - "prepared_review_unit_hash": "b551bd2a6c56d7d22e058d09c524819ca83a8de1b12ad27c5431dd97a9e957b5", + "prepared_review_unit_hash": "8866e5c6da0bf5b4ff34f83cc7c1869cd6a956429ee778725204f8c5e845130f", "component_budget": { - "node_count": 2, - "item_count": 2, - "soft_pair_count": 1, - "serialized_chars": 4433, - "estimated_input_tokens": 1109, - "estimated_eval_tokens": 2474 + "node_count": 3, + "item_count": 3, + "soft_pair_count": 2, + "serialized_chars": 6430, + "estimated_input_tokens": 1608, + "estimated_eval_tokens": 3472 }, "budget": { - "node_count": 2, - "item_count": 2, - "soft_pair_count": 1, - "serialized_chars": 4433, - "estimated_input_tokens": 1109, - "estimated_eval_tokens": 2474 + "node_count": 3, + "item_count": 3, + "soft_pair_count": 2, + "serialized_chars": 6430, + "estimated_input_tokens": 1608, + "estimated_eval_tokens": 3472 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Two PRs reference the same tracking issue, but they are not the same change: 46040 includes the real code fix in Qwen2-VL smart_resize plus docs, while 46007 appears to be docs-only. I would not merge them as duplicates.", - "confidence": 0.89, + "summary": "Three unrelated typo/docstring-only PRs: one for continuous batching docs, one for Falcon-H1 comments, and one for SQuAD processor docs. They share superficial wording fixes but do not look like the same underlying change.", + "confidence": 0.96, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 46055 is the best representative only because it is the broadest of the three, touching two related Falcon-H1 files; however, it is not a duplicate of the others.", + "best_issue_reason": null, + "best_pr_reason": "PR 46055 is the most suitable single representative for the cluster because it is slightly broader and more cohesive than the other two typo-only PRs, but the set is not truly duplicative.", + "soft_edge_verdicts": [ + { + "left": "pull_request:46051", + "right": "pull_request:46056", + "accept": false, + "reason": "Both are small typo fixes, but they modify unrelated docstrings in different subsystems and do not share the same code-path or merged change." + }, + { + "left": "pull_request:46055", + "right": "pull_request:46056", + "accept": false, + "reason": "These are separate typo/comment cleanups in different model/data files; they are not the same bug or change and would not plausibly be one PR." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 27, + "component_count": 27, + "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-46052-7", + "nodes": [ + "pull_request:46052", + "pull_request:46053", + "pull_request:46059", + "pull_request:46060", + "pull_request:46061", + "pull_request:46062", + "pull_request:46063" + ], + "soft_pairs": [ + "pull_request:46052|pull_request:46053", + "pull_request:46052|pull_request:46063", + "pull_request:46052|pull_request:46060", + "pull_request:46052|pull_request:46062", + "pull_request:46053|pull_request:46063", + "pull_request:46059|pull_request:46060", + "pull_request:46059|pull_request:46062", + "pull_request:46060|pull_request:46061", + "pull_request:46060|pull_request:46062", + "pull_request:46061|pull_request:46062", + "pull_request:46062|pull_request:46063" + ], + "prepared_review_unit_hash": "f402e1b6b07c90a9e2150fa8203c8c9600eece1e2b82d620ce92d10c08e1b68a", + "component_budget": { + "node_count": 7, + "item_count": 7, + "soft_pair_count": 11, + "serialized_chars": 16215, + "estimated_input_tokens": 4054, + "estimated_eval_tokens": 8364 + }, + "budget": { + "node_count": 7, + "item_count": 7, + "soft_pair_count": 11, + "serialized_chars": 16215, + "estimated_input_tokens": 4054, + "estimated_eval_tokens": 8364 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Mostly a pile of independent docs typo/article fixes. The only true duplicate-looking pair is the identical Qwen Omni typo correction in 46053 and 46063; the other soft matches are just similar grammar fixes in different files and should stay separate.", + "confidence": 0.9, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 46040 is the better canonical PR because it contains the concrete code-path fix in src/transformers/models/qwen2_vl/image_processing_qwen2_vl.py, whereas 46007 is only a documentation edit.", + "canonical_pr_reason": "46053 is the best canonical PR because it has the clearest true duplicate counterpart (46063) with the exact same docs typo fix in an analogous Qwen Omni example.", "best_issue_reason": null, - "best_pr_reason": "PR 46040 is the strongest representative of the cluster since it directly addresses the OOM/hang bug in the model code and is not just a docs change.", + "best_pr_reason": "46053 is the strongest representative of the only real duplicate pair in this set; the rest are too loosely related to merge safely.", "soft_edge_verdicts": [ { - "left": "pull_request:46007", - "right": "pull_request:46040", + "left": "pull_request:46052", + "right": "pull_request:46053", + "accept": false, + "reason": "Different typo fixes in different model docs; same broad docs-cleanup theme, but not the same underlying change." + }, + { + "left": "pull_request:46052", + "right": "pull_request:46063", + "accept": false, + "reason": "Unrelated typo corrections in different docs examples; too weak to treat as one change." + }, + { + "left": "pull_request:46052", + "right": "pull_request:46060", + "accept": false, + "reason": "Different wording and different doc targets; both are typo fixes, but not the same concrete bug." + }, + { + "left": "pull_request:46052", + "right": "pull_request:46062", + "accept": false, + "reason": "Separate docs typo/article fixes with no shared concrete change path." + }, + { + "left": "pull_request:46053", + "right": "pull_request:46063", + "accept": true, + "reason": "Same exact typo pattern ('cant' -> 'can') in analogous Qwen Omni docs examples; clearly the same underlying docs correction." + }, + { + "left": "pull_request:46059", + "right": "pull_request:46060", + "accept": false, + "reason": "Both fix grammar, but in different tutorials and with different sentences; not the same change." + }, + { + "left": "pull_request:46059", + "right": "pull_request:46062", + "accept": false, + "reason": "Different article fixes in different model/task docs; too broad to merge as duplicates." + }, + { + "left": "pull_request:46060", + "right": "pull_request:46061", + "accept": false, + "reason": "Both are article corrections, but they touch unrelated docs and different phrases." + }, + { + "left": "pull_request:46060", + "right": "pull_request:46062", + "accept": false, + "reason": "Different article fixes in separate model docs; not the same concrete bug or patch." + }, + { + "left": "pull_request:46061", + "right": "pull_request:46062", + "accept": false, + "reason": "Same broad grammar theme only; distinct files and distinct sentences." + }, + { + "left": "pull_request:46062", + "right": "pull_request:46063", "accept": false, - "reason": "They share the same issue target and a docs file, but 46007 is docs-only while 46040 adds the actual smart_resize code fix. That is not enough to treat them as the same PR change." + "reason": "Unrelated docs typo/article fixes; no shared concrete change." } ] }, diff --git a/analysis/current/manifest.json b/analysis/current/manifest.json index 4da6f17d3856a77fcb1c9f916d6cf6c3cb1242d9..b425d98c6f26adf33831ff0dc8da3522ffe4e806 100644 --- a/analysis/current/manifest.json +++ b/analysis/current/manifest.json @@ -1,8 +1,8 @@ { - "analysis_id": "hybrid-model-20260519t000033z", + "analysis_id": "hybrid-model-20260519t060042z", "archived_artifacts": { - "hybrid": "snapshots/20260519T000033Z/analysis-runs/hybrid-model-20260519t000033z/analysis-report-hybrid.json", - "hybrid_reviews": "snapshots/20260519T000033Z/analysis-runs/hybrid-model-20260519t000033z/analysis-report-hybrid.llm-reviews.json" + "hybrid": "snapshots/20260519T060042Z/analysis-runs/hybrid-model-20260519t060042z/analysis-report-hybrid.json", + "hybrid_reviews": 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+ "target_issue_number": 41211, + "reason": "PRs in cluster-41211-3 are treated as duplicates because they converge on issue #41211 with closing_reference evidence." + }, + { + "cluster_id": "cluster-43240-3", + "canonical_pr_number": 43251, + "duplicate_pr_numbers": [ + 43254 + ], + "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-43698-3", + "canonical_pr_number": 43779, + "duplicate_pr_numbers": [ + 43816 + ], + "target_issue_number": 43698, + "reason": "PRs in cluster-43698-3 are treated as duplicates because they converge on issue #43698 with closing_reference, shared_issue_target evidence." + }, + { + "cluster_id": "cluster-43979-11", + "canonical_pr_number": 44007, + "duplicate_pr_numbers": [ + 43996, + 44013, + 44044, + 44066, + 44072, + 44085, + 44129, + 44154, + 44722 + ], + "target_issue_number": 43979, + 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a/snapshots/20260519T060042Z/analysis-runs/hybrid-model-20260519t060042z/analysis-report-hybrid.llm-reviews.json b/snapshots/20260519T060042Z/analysis-runs/hybrid-model-20260519t060042z/analysis-report-hybrid.llm-reviews.json new file mode 100644 index 0000000000000000000000000000000000000000..1a2db557e1e7667cd8bdb8f7656bcb75de0b9681 --- /dev/null +++ b/snapshots/20260519T060042Z/analysis-runs/hybrid-model-20260519t060042z/analysis-report-hybrid.llm-reviews.json @@ -0,0 +1,19783 @@ +{ + "schema_version": "1.0", + "repo": "huggingface/transformers", + "snapshot_id": "20260519T060042Z", + "generated_at": "2026-05-19T06:11:15Z", + "model": "gpt-5.4-mini?service_tier=flex", + "reviews": [ + { + "label": "issue", + "component_index": 1, + "component_count": 17, + "review_unit_index": 1, + "review_unit_count": 48, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-407", + "nodes": [ + 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784896, + "estimated_input_tokens": 196224, + "estimated_eval_tokens": 392704 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 66, + "serialized_chars": 47561, + "estimated_input_tokens": 11891, + "estimated_eval_tokens": 24038 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly weak text-similarity across unrelated issue reports. The only believable duplicate groups are the ZeRO-3 empty-index loading failures and the AutoTokenizer wrong-ID regression; most other pairs are model-specific errors or unrelated docs/runtime problems.", + "confidence": 0.73, + "canonical_issue_reason": "issue:43596 is the best anchor for the strongest duplicate family: the generic DeepSpeed ZeRO-3 'index 0 is out of bounds' loading failure, which directly overlaps with 43638 and likely 41762.", + "canonical_pr_reason": null, + "best_issue_reason": "Most representative issue because it states the shared ZeRO-3 empty-shard/index-out-of-bounds failure in a model-agnostic way and sits at the center of the closest duplicate set.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44322", + "right": "issue:45464", + "accept": false, + "reason": "Different failures: Qwen3.5 config attribute error vs streaming chat/completions crash." + }, + { + "left": "issue:45237", + "right": "issue:45685", + "accept": false, + "reason": "Different subsystems: AMD GPU support failure vs MPS histogram int error." + }, + { + "left": "issue:43716", + "right": "issue:45237", + "accept": false, + "reason": "Different bug classes: dtype mismatch in Mistral-3 vs GPT-OSS failing on AMD GPUs." + }, + { + "left": "issue:43828", + "right": "issue:45237", + "accept": false, + "reason": "Different model/path: autocast dtype mismatch vs AMD GPU runtime failure." + }, + { + "left": "issue:45237", + "right": "issue:45507", + "accept": false, + "reason": "Unrelated failures: AMD GPU incompatibility vs invalid method call in GraniteMoEHybrid." + }, + { + "left": "issue:44292", + "right": "issue:45237", + "accept": false, + "reason": "Different model/runtime problem; Qwen-3 NVFP4 error is not the same as AMD GPU failure." + }, + { + "left": "issue:30277", + "right": "issue:35545", + "accept": false, + "reason": "Both are DeepSpeed/onnx-adjacent errors, but the concrete failures are unrelated." + }, + { + "left": "issue:35545", + "right": "issue:42915", + "accept": false, + "reason": "Different model export paths and different error modes." + }, + { + "left": "issue:35545", + "right": "issue:41720", + "accept": false, + "reason": "ONNX export error vs cudaErrorAssert during auto device mapping are unrelated." + }, + { + "left": "issue:45901", + "right": "issue:46015", + "accept": false, + "reason": "Table QA crash is unrelated to outdated RAG docs examples." + }, + { + "left": "issue:44509", + "right": "issue:44512", + "accept": false, + "reason": "Both are stale v5 docs, but they concern different removed references and look like separate cleanup items." + }, + { + "left": "issue:35545", + "right": "issue:36010", + "accept": false, + "reason": "ModernBERT ONNX export and GenerationMixin import error are different code paths." + }, + { + "left": "issue:44805", + "right": "issue:45823", + "accept": false, + "reason": "Both mention shape/device issues, but the models and failure modes differ." + }, + { + "left": "issue:43638", + "right": "issue:44805", + "accept": false, + "reason": "Different error families: zero3 size-0 index error vs generic mask/tensor shape mismatch." + }, + { + "left": "issue:43596", + "right": "issue:44805", + "accept": false, + "reason": "Zero3 index-out-of-bounds is not the same bug as the mask shape mismatch report." + }, + { + "left": "issue:44805", + "right": "issue:45161", + "accept": false, + "reason": "Mask/tensor shape mismatch and GPT-OSS TP failure are unrelated." + }, + { + "left": "issue:44805", + "right": "issue:44918", + "accept": false, + "reason": "Generic mask mismatch is not the same as Qwen3.5 input-embedding unpacking failure." + }, + { + "left": "issue:34634", + "right": "issue:35545", + "accept": false, + "reason": "BarkProcessor voice_preset and ModernBERT export are unrelated." + }, + { + "left": "issue:30277", + "right": "issue:43638", + "accept": false, + "reason": "Different model and different distributed-training failure." + }, + { + "left": "issue:43596", + "right": "issue:43638", + "accept": true, + "reason": "Same ZeRO-3 empty-dimension index-out-of-bounds loading failure; only the Bert variant differs." + }, + { + "left": "issue:43039", + "right": "issue:45161", + "accept": false, + "reason": "Liger Kernel cross_entropy issue is unrelated to GPT-OSS TP behavior." + }, + { + "left": "issue:43975", + "right": "issue:44457", + "accept": false, + "reason": "Different problems: deepseek detokenization vs LoRA merge/save mismatch." + }, + { + "left": "issue:44292", + "right": "issue:44457", + "accept": false, + "reason": "Qwen-3 NVFP4 runtime error and LoRA merge/save mismatch are unrelated." + }, + { + "left": "issue:34928", + "right": "issue:44805", + "accept": false, + "reason": "Activation-checkpointing/FSDP tensor-size recomputation is not the same as the mask shape mismatch." + }, + { + "left": "issue:24643", + "right": "issue:30277", + "accept": false, + "reason": "DeepSpeed weight-dimension error and collective mismatch are different distributed-training bugs." + }, + { + "left": "issue:45859", + "right": "issue:45902", + "accept": false, + "reason": "Both are Qwen3.5 MoE-related, but one is CPU-offload incompatibility and the other is uninitialized-memory after to_empty()." + }, + { + "left": "issue:43638", + "right": "issue:45161", + "accept": false, + "reason": "Zero3 Bert index-out-of-bounds and GPT-OSS tensor-parallel failure are unrelated." + }, + { + "left": "issue:34928", + "right": "issue:36331", + "accept": false, + "reason": "FSDP checkpointing tensor-size mismatch is not the same as CustomTrainer.compute_loss signature breakage." + }, + { + "left": "issue:43596", + "right": "issue:45161", + "accept": false, + "reason": "Zero3 loading bug and GPT-OSS TP issue are different code paths." + }, + { + "left": "issue:43716", + "right": "issue:45507", + "accept": false, + "reason": "Mistral-3 dtype mismatch is unrelated to GraniteMoEHybrid invalid-method failure." + }, + { + "left": "issue:39290", + "right": "issue:45081", + "accept": false, + "reason": "Gemma3 sliding-window config error and Mistral tokenizer regex crash are unrelated." + }, + { + "left": "issue:45823", + "right": "issue:45874", + "accept": false, + "reason": "Device-map mismatch in Gemma4 PLE is not the same as reverse embedding lookup cost." + }, + { + "left": "issue:43425", + "right": "issue:44292", + "accept": false, + "reason": "Torch version incompatibility and Qwen-3 NVFP4 runtime error are different issues." + }, + { + "left": "issue:34928", + "right": "issue:41720", + "accept": false, + "reason": "FSDP activation-checkpointing mismatch and Qwen3 auto device-map cudaErrorAssert are unrelated." + }, + { + "left": "issue:43828", + "right": "issue:45685", + "accept": false, + "reason": "Autocast dtype mismatch and MPS histogram implementation error do not share the same bug." + }, + { + "left": "issue:44560", + "right": "issue:45685", + "accept": false, + "reason": "Video StopIteration in Qwen3-vl-embedding is unrelated to the MPS histogram int failure." + }, + { + "left": "issue:43039", + "right": "issue:43828", + "accept": false, + "reason": "Liger Kernel cross_entropy and Phi-tiny-MoE autocast mismatch are different problems." + }, + { + "left": "issue:30277", + "right": "issue:36331", + "accept": false, + "reason": "Distributed collectives mismatch and trainer compute_loss signature breakage are unrelated." + }, + { + "left": "issue:45237", + "right": "issue:46015", + "accept": false, + "reason": "GPU support failure and outdated RAG docs examples are not the same issue." + }, + { + "left": "issue:34928", + "right": "issue:36010", + "accept": false, + "reason": "FSDP checkpointing tensor-size mismatch is unrelated to GenerationMixin import failure." + }, + { + "left": "issue:43039", + "right": "issue:44805", + "accept": false, + "reason": "Liger Kernel cross_entropy call and generic mask/tensor shape mismatch are different bugs." + }, + { + "left": "issue:41762", + "right": "issue:43596", + "accept": true, + "reason": "Same DeepSpeed ZeRO-3 index-out-of-bounds-on-load failure; only the model name differs." + }, + { + "left": "issue:43827", + "right": "issue:44512", + "accept": false, + "reason": "Both are v5 docs regressions, but they point to different obsolete references and are not clearly one change." + }, + { + "left": "issue:43716", + "right": "issue:44292", + "accept": false, + "reason": "Different models and different failures: dtype mismatch vs NVFP4 runtime error." + }, + { + "left": "issue:43039", + "right": "issue:44560", + "accept": false, + "reason": "Liger Kernel cross_entropy and Qwen3-vl video StopIteration are unrelated." + }, + { + "left": "issue:43975", + "right": "issue:46015", + "accept": false, + "reason": "Detokenization regression and outdated docs examples do not share the same underlying bug." + }, + { + "left": "issue:45812", + "right": "issue:45920", + "accept": true, + "reason": "Same AutoTokenizer v5 regression producing wrong token IDs across different model families." + }, + { + "left": "issue:43866", + "right": "issue:44863", + "accept": false, + "reason": "Checkpoint corruption and NemotronH checkpoint-loading implementation failure are not the same bug." + }, + { + "left": "issue:44863", + "right": "issue:46015", + "accept": false, + "reason": "NemotronH loading failure is unrelated to outdated docs examples." + }, + { + "left": "issue:44292", + "right": "issue:46015", + "accept": false, + "reason": "Qwen-3 NVFP4 runtime error and docs cleanup are unrelated." + }, + { + "left": "issue:43854", + "right": "issue:43866", + "accept": false, + "reason": "Unit-test model loading issue and corrupted checkpoint report are different failure modes." + }, + { + "left": "issue:41093", + "right": "issue:43638", + "accept": false, + "reason": "Mask/index shape mismatch is unrelated to the ZeRO-3 size-0 index-out-of-bounds bug." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet, and the accepted duplicate pairs are conservative: the ZeRO-3 out-of-bounds reports clearly overlap, and the AutoTokenizer wrong-token-ID reports are a plausible single regression. The many false soft-edge verdicts also stay cautious and are supported by the issue titles." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 17, + "review_unit_index": 2, + "review_unit_count": 48, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-407", + "nodes": [ + "issue:36010", + "issue:39186", + "issue:39290", + "issue:40990", + "issue:41093", + "issue:41762", + "issue:42915", + "issue:43054", + "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:43866", + "issue:43975", + "issue:43994", + "issue:44291", + "issue:44292", + "issue:44387", + "issue:44530", + "issue:44589", + "issue:44841", + "issue:44918", + "issue:44960", + "issue:45005", + "issue:45020", + "issue:45070", + "issue:45084", + "issue:45161", + "issue:45362", + "issue:45399", + "issue:45464", + "issue:45542", + "issue:45632", + "issue:45685", + "issue:45698", + "issue:45759", + "issue:45800", + "issue:45823", + "issue:45901", + "issue:45902" + ], + "soft_pairs": [ + "issue:39290|issue:43531", + "issue:43792|issue:45901", + "issue:43425|issue:45070", + "issue:43596|issue:45800", + "issue:43975|issue:45901", + "issue:43792|issue:45070", + "issue:45362|issue:45464", + "issue:44292|issue:45901", + "issue:39290|issue:45823", + "issue:43404|issue:43866", + "issue:45464|issue:45685", + "issue:43541|issue:45685", + "issue:43541|issue:43828", + "issue:44841|issue:45084", + "issue:36010|issue:39290", + "issue:41093|issue:41762", + "issue:45800|issue:45823", + "issue:43296|issue:43366", + "issue:43572|issue:45070", + "issue:43541|issue:45161", + "issue:44387|issue:45005", + "issue:43828|issue:45464", + "issue:44291|issue:45070", + "issue:43366|issue:45464", + "issue:45020|issue:45800", + "issue:43531|issue:45070", + "issue:41093|issue:43596", + "issue:43541|issue:44589", + "issue:43054|issue:43994", + "issue:45542|issue:45800", + "issue:45759|issue:45902", + "issue:39186|issue:44918", + "issue:43716|issue:44918", + "issue:40990|issue:44960", + "issue:45632|issue:45698", + "issue:43404|issue:45005", + "issue:43645|issue:45399", + "issue:44530|issue:45005", + "issue:42915|issue:45399" + ], + "prepared_review_unit_hash": "adf985697e178e3d8fba4d39e6324fe43950695e9dd04528f242736ee2775cd0", + "component_budget": { + "node_count": 407, + "item_count": 407, + "soft_pair_count": 1521, + "serialized_chars": 784896, + "estimated_input_tokens": 196224, + "estimated_eval_tokens": 392704 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 39, + "serialized_chars": 39067, + "estimated_input_tokens": 9767, + "estimated_eval_tokens": 19790 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The set is mostly heterogeneous: many unrelated transformer/model/runtime regressions are mixed together. Only one soft pair looks like a plausible duplicate around remote-code/custom-module loading and cache/path resolution.", + "confidence": 0.61, + "canonical_issue_reason": "issue:45698 is the broadest and most active report in the closest matching subcluster, and its symptom ('loads wrong custom module after save_pretrained') cleanly covers the shared remote-code loading problem.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45698 has the clearest, most general failure description and the strongest evidence trail (discussion and inbound refs), making it the best representative issue in this mixed set.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:39290", + "right": "issue:43531", + "accept": false, + "reason": "Both mention sliding-window behavior, but they involve different models, different APIs, and different concrete failures; not the same bug." + }, + { + "left": "issue:43792", + "right": "issue:45901", + "accept": false, + "reason": "Whisper inference failure and table-question-answering crashes are unrelated code paths and symptoms." + }, + { + "left": "issue:43425", + "right": "issue:45070", + "accept": false, + "reason": "Torch-version incompatibility and a pydantic/PretrainedConfig regression are different problems." + }, + { + "left": "issue:43596", + "right": "issue:45800", + "accept": false, + "reason": "A ZeRO-3/BertModel index error is not the same underlying issue as a torch/transformers version incompatibility report." + }, + { + "left": "issue:43975", + "right": "issue:45901", + "accept": false, + "reason": "Detokenization bug vs table QA crash are unrelated." + }, + { + "left": "issue:43792", + "right": "issue:45070", + "accept": false, + "reason": "Different model/task failure versus a config-schema regression." + }, + { + "left": "issue:45362", + "right": "issue:45464", + "accept": false, + "reason": "Both involve Qwen3.5 chat usage, but the concrete failures and code paths differ enough that they do not look like one bug." + }, + { + "left": "issue:44292", + "right": "issue:45901", + "accept": false, + "reason": "init_empty_weights loading error and table QA crash are unrelated." + }, + { + "left": "issue:39290", + "right": "issue:45823", + "accept": false, + "reason": "Gemma3 sliding_window attribute error and Gemma4 device-mismatch are different regressions." + }, + { + "left": "issue:43404", + "right": "issue:43866", + "accept": false, + "reason": "A tied-weight bug in Mistral3 is unrelated to an Ovis2 checkpoint corruption report." + }, + { + "left": "issue:45464", + "right": "issue:45685", + "accept": false, + "reason": "Streaming chat failure and an MPS histogram/int dtype error are different issues." + }, + { + "left": "issue:43541", + "right": "issue:45685", + "accept": false, + "reason": "Grouped_mm tracing failure and an MPS histogram implementation error are unrelated." + }, + { + "left": "issue:43541", + "right": "issue:43828", + "accept": false, + "reason": "Both mention dtype-related failures, but the model, trigger, and failing op differ; not the same concrete bug." + }, + { + "left": "issue:44841", + "right": "issue:45084", + "accept": false, + "reason": "Processor loading failure and a template-compilation error are unrelated." + }, + { + "left": "issue:36010", + "right": "issue:39290", + "accept": false, + "reason": "ImportError for GenerationMixin is unrelated to a sliding_window config error." + }, + { + "left": "issue:41093", + "right": "issue:41762", + "accept": false, + "reason": "Both are index-related, but one is a mask-shape mismatch and the other is a zero-size tensor load error; different failure modes." + }, + { + "left": "issue:45800", + "right": "issue:45823", + "accept": false, + "reason": "Torch/transformers incompatibility and a Gemma4 device-map mismatch are distinct problems." + }, + { + "left": "issue:43296", + "right": "issue:43366", + "accept": false, + "reason": "PaddleOCR-VL loading in vLLM and GGUF gpt-oss support are unrelated." + }, + { + "left": "issue:43572", + "right": "issue:45070", + "accept": false, + "reason": "Missing pad_token_idx in StableLmConfig and a PretrainedConfig/pydantic regression are different config issues." + }, + { + "left": "issue:43541", + "right": "issue:45161", + "accept": false, + "reason": "Grouped_mm tracing failure is unrelated to GPT-OSS tensor-parallel support." + }, + { + "left": "issue:44387", + "right": "issue:45005", + "accept": false, + "reason": "Int4 OOM/regression and tied-weights translation-model issues are different changes." + }, + { + "left": "issue:43828", + "right": "issue:45464", + "accept": false, + "reason": "Autocast dtype mismatch and streaming chat inference failure are different problems." + }, + { + "left": "issue:44291", + "right": "issue:45070", + "accept": false, + "reason": "Unexpected _is_hf_initialized argument during init_empty_weights is not the same issue as the pydantic/PretrainedConfig breakage." + }, + { + "left": "issue:43366", + "right": "issue:45464", + "accept": false, + "reason": "GGUF architecture support is unrelated to Qwen3.5 streaming chat failures." + }, + { + "left": "issue:45020", + "right": "issue:45800", + "accept": false, + "reason": "Remote-code breakage and torch-version incompatibility are not the same underlying bug." + }, + { + "left": "issue:43531", + "right": "issue:45070", + "accept": false, + "reason": "Qwen3-MoE sliding_window behavior and a PretrainedConfig field regression are unrelated." + }, + { + "left": "issue:41093", + "right": "issue:43596", + "accept": false, + "reason": "Different index errors in different loading/training paths; no clear shared root cause." + }, + { + "left": "issue:43541", + "right": "issue:44589", + "accept": false, + "reason": "Grouped_mm tracing failure and missing Float8 storage support are unrelated runtime issues." + }, + { + "left": "issue:43054", + "right": "issue:43994", + "accept": false, + "reason": "Both concern SigLIP2 quality, but one is an embedding-quality complaint and the other is a pipeline/AutoModel nonsensical-results report; not clearly the same concrete bug." + }, + { + "left": "issue:45542", + "right": "issue:45800", + "accept": false, + "reason": "TensorBoard-without-TF backend error is unrelated to torch/transformers compatibility." + }, + { + "left": "issue:45759", + "right": "issue:45902", + "accept": false, + "reason": "Composite config unwrapping and uninitialized-memory rotary embedding issues are different code paths." + }, + { + "left": "issue:39186", + "right": "issue:44918", + "accept": false, + "reason": "FSDP weight-shape error and TRL SFT unpacking failure are unrelated." + }, + { + "left": "issue:43716", + "right": "issue:44918", + "accept": false, + "reason": "Mistral-3 image-preprocessor dtype mismatch is unrelated to Qwen3.5 embedding unpacking." + }, + { + "left": "issue:40990", + "right": "issue:44960", + "accept": false, + "reason": "High perplexity on GPT-OSS and a GLM5 issue are not the same bug." + }, + { + "left": "issue:45632", + "right": "issue:45698", + "accept": true, + "reason": "Both point to the same remote-code/custom-module loading path: a cache/path collision can cause from_pretrained to load the wrong custom module after save_pretrained." + }, + { + "left": "issue:43404", + "right": "issue:45005", + "accept": false, + "reason": "Mistral3 tied lm_head weights and translation-model tied-weights regressions are related only at a very broad level, not the same concrete bug." + }, + { + "left": "issue:43645", + "right": "issue:45399", + "accept": false, + "reason": "Jupyter custom-model initialization breakage and flash-attn fallback checks are unrelated." + }, + { + "left": "issue:44530", + "right": "issue:45005", + "accept": false, + "reason": "PagedAttentionCache linear_attention crash and tied-weights translation regressions are unrelated." + }, + { + "left": "issue:42915", + "right": "issue:45399", + "accept": false, + "reason": "Qwen3Moe fine-grained FP8 failure and flash-attn fallback blocking are different issues." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "Grounded overall. The chosen canonical issue is well supported by the packet: issue:45698 is the clearest representative of the remote-code/custom-module loading cluster, and pairing it with issue:45632 is plausible from the titles. The remaining soft-edge rejections are conservative and do not overclaim duplicates." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 17, + "review_unit_index": 3, + "review_unit_count": 48, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-407", + "nodes": [ + "issue:36331", + "issue:38175", + "issue:39692", + "issue:41553", + "issue:41628", + "issue:41762", + "issue:42915", + "issue:42947", + "issue:43054", + "issue:43493", + "issue:43643", + "issue:43644", + "issue:43782", + "issue:43828", + "issue:43856", + "issue:43866", + "issue:43872", + "issue:43873", + "issue:43881", + "issue:43883", + "issue:43950", + "issue:43975", + "issue:44292", + "issue:44360", + "issue:44387", + "issue:44403", + "issue:44451", + "issue:44488", + "issue:44492", + "issue:44512", + "issue:44534", + "issue:44589", + "issue:44863", + "issue:44910", + "issue:44918", + "issue:44928", + "issue:44960", + "issue:45005", + "issue:45020", + "issue:45507", + "issue:45520", + "issue:45663", + "issue:45685", + "issue:45701", + "issue:45800", + "issue:45823", + "issue:45859", + "issue:45902" + ], + "soft_pairs": [ + "issue:44360|issue:44512", + "issue:43873|issue:45005", + "issue:44863|issue:45005", + "issue:44492|issue:44512", + "issue:44918|issue:45507", + "issue:43975|issue:44292", + "issue:44292|issue:45507", + "issue:43950|issue:44534", + "issue:39692|issue:43054", + "issue:43644|issue:43950", + "issue:43828|issue:44928", + "issue:36331|issue:41762", + "issue:41628|issue:45800", + "issue:43866|issue:44403", + "issue:43950|issue:45902", + "issue:43872|issue:44589", + "issue:43054|issue:45701", + "issue:38175|issue:43054", + "issue:41553|issue:43883", + "issue:44910|issue:45859", + "issue:45663|issue:45902", + "issue:42947|issue:44387", + "issue:41553|issue:43881", + "issue:43054|issue:43493", + "issue:44403|issue:44451", + "issue:43643|issue:45020", + "issue:43975|issue:45520", + "issue:44403|issue:44488", + "issue:42947|issue:43856", + "issue:41762|issue:42915", + "issue:43782|issue:44960", + "issue:45685|issue:45823", + "issue:43881|issue:43883" + ], + "prepared_review_unit_hash": "31a2cb8cbec6d07bd09d251c140ee26889f8176197d807bf92d9afd67d700f13", + "component_budget": { + "node_count": 407, + "item_count": 407, + "soft_pair_count": 1521, + "serialized_chars": 784896, + "estimated_input_tokens": 196224, + "estimated_eval_tokens": 392704 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 33, + "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 grab bag of unrelated Transformers issues. The only clear duplicate set is the non-persistent-buffer regression in v5: issue 43950, with 44534 and 45902 as close manifestations. No PRs are present.", + "confidence": 0.84, + "canonical_issue_reason": "issue:43950 is the most concrete and root-cause-oriented report of the non-persistent buffer corruption regression in transformers 5.x; the related reports are narrower symptom variants.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43950 best represents the underlying bug because it states the actual corruption behavior and version scope, making it the strongest canonical issue for the buffer-regression cluster.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44360", + "right": "issue:44512", + "accept": false, + "reason": "Different problems: DSA indexer/ReLU vs docs mentioning a removed command." + }, + { + "left": "issue:43873", + "right": "issue:45005", + "accept": false, + "reason": "Quantization/offloading behavior versus tied-weights translation-model handling; not the same bug." + }, + { + "left": "issue:44863", + "right": "issue:45005", + "accept": false, + "reason": "Checkpoint loading failure for NemotronH is unrelated to tied-weights issues on translation models." + }, + { + "left": "issue:44492", + "right": "issue:44512", + "accept": false, + "reason": "A typo in cache strategies is not the same as outdated docs for the run command." + }, + { + "left": "issue:44918", + "right": "issue:45507", + "accept": false, + "reason": "Different model/code-path failures: TRL SFT embedding unpacking vs an invalid method call in GraniteMoEHybrid." + }, + { + "left": "issue:43975", + "right": "issue:44292", + "accept": false, + "reason": "Detokenization regression and NVFP4 runtime failure are different symptoms and likely different fixes." + }, + { + "left": "issue:44292", + "right": "issue:45507", + "accept": false, + "reason": "NVFP4 load/run failure is unrelated to GraniteMoEHybrid's invalid-method issue." + }, + { + "left": "issue:43950", + "right": "issue:44534", + "accept": true, + "reason": "Both report the same v5 non-persistent-buffer corruption/junk-initialization regression." + }, + { + "left": "issue:39692", + "right": "issue:43054", + "accept": false, + "reason": "Both are SigLIP2-related, but one is a doc-example failure and the other is an embedding-quality complaint; not the same bug." + }, + { + "left": "issue:43644", + "right": "issue:43950", + "accept": false, + "reason": "Missing fields from trust_remote_code config loading is a different failure mode than buffer corruption." + }, + { + "left": "issue:43828", + "right": "issue:44928", + "accept": false, + "reason": "Autocast dtype mismatch and Qwen3.5 packed-sequence/position_ids crash are different code-path problems." + }, + { + "left": "issue:36331", + "right": "issue:41762", + "accept": false, + "reason": "Trainer compute_loss kwarg incompatibility is unrelated to Gemma3 ZeRO-3 loading errors." + }, + { + "left": "issue:41628", + "right": "issue:45800", + "accept": false, + "reason": "AutoImageProcessor import exposure and torch/transformers incompatibility are not the same concrete bug." + }, + { + "left": "issue:43866", + "right": "issue:44403", + "accept": false, + "reason": "Checkpoint corruption is unrelated to generic loading noise." + }, + { + "left": "issue:43950", + "right": "issue:45902", + "accept": true, + "reason": "Both concern the same non-persistent-buffer initialization/corruption bug; 45902 is a specific manifestation." + }, + { + "left": "issue:43872", + "right": "issue:44589", + "accept": false, + "reason": "Different quantization/backend failures: bitsandbytes kwarg mismatch vs missing Float8 storage object." + }, + { + "left": "issue:43054", + "right": "issue:45701", + "accept": false, + "reason": "SigLIP2 embedding quality and tokenization changes are unrelated issues." + }, + { + "left": "issue:38175", + "right": "issue:43054", + "accept": false, + "reason": "Both involve SigLIP2, but the reported symptoms differ too much to treat as the same bug." + }, + { + "left": "issue:41553", + "right": "issue:43883", + "accept": false, + "reason": "Bad AutoTokenizer error message for Voxtral and Molmo missing tied-weights metadata are unrelated." + }, + { + "left": "issue:44910", + "right": "issue:45859", + "accept": false, + "reason": "Flash-Attention packed-sequence crash and CPU-offload incompatibility in rotary embedding are different bugs." + }, + { + "left": "issue:45663", + "right": "issue:45902", + "accept": false, + "reason": "Gemma4 FSDP2 KeyError and Qwen3_5Moe non-persistent-buffer junk are unrelated." + }, + { + "left": "issue:42947", + "right": "issue:44387", + "accept": false, + "reason": "Gradient-checkpointing inefficiency under LoRA and int4 reserved-memory OOM are different performance issues." + }, + { + "left": "issue:41553", + "right": "issue:43881", + "accept": false, + "reason": "Tokenizer-loading error message and glm-4v loading failure are unrelated." + }, + { + "left": "issue:43054", + "right": "issue:43493", + "accept": false, + "reason": "Both are SigLIP2-related, but one is low embedding quality and the other is HF-vs-JAX discrepancy; not clearly the same bug." + }, + { + "left": "issue:44403", + "right": "issue:44451", + "accept": false, + "reason": "Generic loading noise and inability to load a specific model are not the same issue." + }, + { + "left": "issue:43643", + "right": "issue:45020", + "accept": false, + "reason": "Remote-code config-field loss and broad remote-code breakage are related at a high level, but not the same concrete bug." + }, + { + "left": "issue:43975", + "right": "issue:45520", + "accept": false, + "reason": "Detokenization and a Python 3.13 import KeyError are unrelated." + }, + { + "left": "issue:44403", + "right": "issue:44488", + "accept": false, + "reason": "Two separate model-loading complaints without evidence of a shared underlying bug." + }, + { + "left": "issue:42947", + "right": "issue:43856", + "accept": false, + "reason": "Both mention memory, but one is about checkpointing with LoRA and the other about MoE training memory usage." + }, + { + "left": "issue:41762", + "right": "issue:42915", + "accept": false, + "reason": "Gemma3 ZeRO-3 loading and Qwen3Moe FP8 failures are unrelated." + }, + { + "left": "issue:43782", + "right": "issue:44960", + "accept": false, + "reason": "Qwen3VL weight-only loading error and a generic GLM5 issue are not the same bug." + }, + { + "left": "issue:45685", + "right": "issue:45823", + "accept": false, + "reason": "MPS histogram-not-implemented and Gemma4 PLE device mismatch are different backend/device issues." + }, + { + "left": "issue:43881", + "right": "issue:43883", + "accept": false, + "reason": "GLM-4V load failure and Molmo missing tied-weights metadata are separate model-specific bugs." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet: it correctly treats the cluster as mostly unrelated issues and identifies the 43950/44534/45902 non-persistent-buffer regression set. The soft-edge verdicts are generally conservative and do not overstate duplicates or shared root causes. No PR pairs are present to evaluate." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 17, + "review_unit_index": 4, + "review_unit_count": 48, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-407", + "nodes": [ + "issue:24643", + "issue:30064", + "issue:36331", + "issue:41093", + "issue:41553", + "issue:42491", + "issue:42915", + "issue:42947", + "issue:43257", + "issue:43366", + "issue:43404", + "issue:43638", + "issue:43742", + "issue:43792", + "issue:43824", + "issue:43827", + "issue:43828", + "issue:43854", + "issue:43866", + "issue:43872", + "issue:43940", + "issue:43950", + "issue:44220", + "issue:44291", + "issue:44368", + "issue:44479", + "issue:44488", + "issue:44509", + "issue:44530", + "issue:44560", + "issue:44661", + "issue:44805", + "issue:44863", + "issue:44928", + "issue:44991", + "issue:45020", + "issue:45081", + "issue:45305", + "issue:45313", + "issue:45325", + "issue:45356", + "issue:45399", + "issue:45538", + "issue:45588", + "issue:45663", + "issue:45823", + "issue:45902", + "issue:45923" + ], + "soft_pairs": [ + "issue:42491|issue:44368", + "issue:43824|issue:43872", + "issue:45020|issue:45823", + "issue:44661|issue:45020", + "issue:44991|issue:45399", + "issue:43828|issue:45823", + "issue:45081|issue:45399", + "issue:43827|issue:44509", + "issue:45020|issue:45356", + "issue:43404|issue:43950", + "issue:43742|issue:45399", + "issue:42915|issue:45020", + "issue:43638|issue:45823", + "issue:43257|issue:43866", + "issue:43792|issue:44220", + "issue:43872|issue:44291", + "issue:42915|issue:43872", + "issue:43940|issue:45313", + "issue:43854|issue:44863", + "issue:41553|issue:44991", + "issue:36331|issue:41093", + "issue:42947|issue:45923", + "issue:43257|issue:45305", + "issue:44928|issue:45588", + "issue:43872|issue:45538", + "issue:41093|issue:44805", + "issue:44479|issue:44560", + "issue:44530|issue:44863", + "issue:41553|issue:44488", + "issue:24643|issue:30064", + "issue:45325|issue:45902", + "issue:43366|issue:43828", + "issue:45663|issue:45823" + ], + "prepared_review_unit_hash": "d4f3dde9348ab413dedfc35f0fec6be4c4948b82a7ff810e3c23e51dec82e8e5", + "component_budget": { + "node_count": 407, + "item_count": 407, + "soft_pair_count": 1521, + "serialized_chars": 784896, + "estimated_input_tokens": 196224, + "estimated_eval_tokens": 392704 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 33, + "serialized_chars": 38122, + "estimated_input_tokens": 9531, + "estimated_eval_tokens": 19318 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "Most pairs are unrelated, but there are a few clear duplicates around docs cleanup, `_is_hf_initialized`/`init_empty_weights`, Whisper fbank extraction, and a likely shared Qwen video-input regression.", + "confidence": 0.72, + "canonical_issue_reason": "issue:44479 is the broadest high-signal bug report in the set: it names the shared v5.3.0 video-input regression and the affected Qwen families, so it is the best anchor for the video-model duplicate cluster.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:44479 is the strongest representative issue overall because it is explicit about the regression, version, and affected models, making it the most useful triage anchor.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:42491", + "right": "issue:44368", + "accept": false, + "reason": "Related Qwen/LoRA wording, but the failures differ: one is a hf4.x\u2192hf5.x compatibility break, the other is a tie_word_embeddings warning." + }, + { + "left": "issue:43824", + "right": "issue:43872", + "accept": false, + "reason": "Different problems: missing `Qwen2_5_VLForConditionalGeneration` import vs bitsandbytes `_is_hf_initialized` constructor incompatibility." + }, + { + "left": "issue:45020", + "right": "issue:45823", + "accept": false, + "reason": "Both are model-loading regressions, but they affect different code paths (`remote_code` vs Gemma4 PLE device placement)." + }, + { + "left": "issue:44661", + "right": "issue:45020", + "accept": false, + "reason": "`add-new-model-like` tokenizer mapping bug is unrelated to the broad `remote_code` regression." + }, + { + "left": "issue:44991", + "right": "issue:45399", + "accept": false, + "reason": "Different subsystems and symptoms: tokenizer loading for `est-roberta` vs flash-attn fallback gating." + }, + { + "left": "issue:43828", + "right": "issue:45823", + "accept": false, + "reason": "Different runtime failures: autocast dtype mismatch vs Gemma4 PLE device mismatch." + }, + { + "left": "issue:45081", + "right": "issue:45399", + "accept": false, + "reason": "Tokenizer regex crash is unrelated to flash-attn fallback checks." + }, + { + "left": "issue:43827", + "right": "issue:44509", + "accept": true, + "reason": "Same docs cleanup: both say removed v5 pipeline tasks are still referenced in documentation." + }, + { + "left": "issue:45020", + "right": "issue:45356", + "accept": false, + "reason": "Different tokenizer/model regressions; no shared code path is evident." + }, + { + "left": "issue:43404", + "right": "issue:43950", + "accept": false, + "reason": "One is a tied-weights bug in Mistral3; the other is a `from_pretrained()` buffer-materialization regression." + }, + { + "left": "issue:43742", + "right": "issue:45399", + "accept": false, + "reason": "Different loading failures for different models; no common bug is shown." + }, + { + "left": "issue:42915", + "right": "issue:45020", + "accept": false, + "reason": "Qwen3 MOE + FineGrainedFP8Config failure is separate from the remote_code regression." + }, + { + "left": "issue:43638", + "right": "issue:45823", + "accept": false, + "reason": "Different training/runtime paths: DeepSpeed ZeRO-3 on non-pretrained Bert vs Gemma4 PLE device mismatch." + }, + { + "left": "issue:43257", + "right": "issue:43866", + "accept": false, + "reason": "Qwen3 MOE weight-conversion issue is unrelated to the Ovis2 checkpoint corruption report." + }, + { + "left": "issue:43792", + "right": "issue:44220", + "accept": true, + "reason": "Both point to the Whisper fbank feature-extraction path; 44220 names the concrete helper behind the model failure." + }, + { + "left": "issue:43872", + "right": "issue:44291", + "accept": true, + "reason": "Same `_is_hf_initialized` unexpected-argument regression during model loading / `init_empty_weights` materialization." + }, + { + "left": "issue:42915", + "right": "issue:43872", + "accept": false, + "reason": "Both are loading/training issues, but they concern different model families and different failure modes." + }, + { + "left": "issue:43940", + "right": "issue:45313", + "accept": false, + "reason": "Both mention DeepSpeed and Qwen, but one is ZeRO-3 weight loading and the other is language_model weight loading for Qwen3.5." + }, + { + "left": "issue:43854", + "right": "issue:44863", + "accept": false, + "reason": "Different model-loading bugs: GLM-4.7-Flash test failure vs NemotronH checkpoint loading." + }, + { + "left": "issue:41553", + "right": "issue:44991", + "accept": false, + "reason": "Different tokenizer issues affecting different models; no shared underlying bug is clear." + }, + { + "left": "issue:36331", + "right": "issue:41093", + "accept": false, + "reason": "Different trainer API breakage vs tensor-mask shape mismatch." + }, + { + "left": "issue:42947", + "right": "issue:45923", + "accept": false, + "reason": "Gradient checkpointing behavior on PEFT LoRA is unrelated to a missing `supports_gradient_checkpointing` flag." + }, + { + "left": "issue:43257", + "right": "issue:45305", + "accept": false, + "reason": "Different DeepSpeed-related failures: MOE weight conversion vs gradient averaging with GAS and loss kwargs." + }, + { + "left": "issue:44928", + "right": "issue:45588", + "accept": false, + "reason": "RLHF gradient explosion from Qwen3.5 SDPA/BF16 behavior is unrelated to the flash_attention.py `s_aux=None` crash." + }, + { + "left": "issue:43872", + "right": "issue:45538", + "accept": false, + "reason": "`model_max_length` on CLIPTokenizer is unrelated to the `_is_hf_initialized` loading regression." + }, + { + "left": "issue:41093", + "right": "issue:44805", + "accept": false, + "reason": "Same general error text, but no shared model, repro, or code path is explicit enough to call them duplicates." + }, + { + "left": "issue:44479", + "right": "issue:44560", + "accept": true, + "reason": "Likely the same v5.3.0 video-input regression in the Qwen video stack; 44560 is a specific symptom of the broader bug in 44479." + }, + { + "left": "issue:44530", + "right": "issue:44863", + "accept": false, + "reason": "PagedAttentionCache `linear_attention` crash and NemotronH checkpoint loading are different failures." + }, + { + "left": "issue:41553", + "right": "issue:44488", + "accept": false, + "reason": "Different tokenizer-loading complaints for different models; not the same bug." + }, + { + "left": "issue:24643", + "right": "issue:30064", + "accept": false, + "reason": "Training with DeepSpeed `weight must be 2-D` and void segmentation map processing are unrelated." + }, + { + "left": "issue:45325", + "right": "issue:45902", + "accept": false, + "reason": "Both involve rotary/position-related internals, but the bugs are different (`tokens_per_second` scaling vs uninitialized `inv_freq` after materialization)." + }, + { + "left": "issue:43366", + "right": "issue:43828", + "accept": false, + "reason": "GGUF `gpt-oss` support and Phi-tiny-MoE autocast dtype mismatch are unrelated issues." + }, + { + "left": "issue:45663", + "right": "issue:45823", + "accept": false, + "reason": "Both are Gemma4-related, but one is an FSDP2 `KeyError` in attention and the other is a `device_map=\"auto\"` device mismatch." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The cluster summary is mostly conservative and grounded in the packet. The accepted duplicate pairs are well supported by the issue titles, especially the docs cleanup, `_is_hf_initialized`/`init_empty_weights`, Whisper fbank, and the Qwen video regression. The rejected pairs also stay appropriately cautious. No clear overstatement stands out." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 17, + "review_unit_index": 5, + "review_unit_count": 48, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-407", + "nodes": [ + "issue:36010", + "issue:38175", + "issue:39692", + "issue:41720", + "issue:42491", + "issue:42617", + "issue:42915", + "issue:43317", + "issue:43366", + "issue:43531", + "issue:43550", + "issue:43596", + "issue:43632", + "issue:43638", + "issue:43644", + "issue:43645", + "issue:43646", + "issue:43708", + "issue:43720", + "issue:43824", + "issue:43854", + "issue:43931", + "issue:43950", + "issue:43957", + "issue:43994", + "issue:44075", + "issue:44155", + "issue:44451", + "issue:44488", + "issue:44534", + "issue:44560", + "issue:44589", + "issue:44661", + "issue:44756", + "issue:44805", + "issue:44877", + "issue:44910", + "issue:44918", + "issue:44960", + "issue:44977", + "issue:45030", + "issue:45276", + "issue:45313", + "issue:45357", + "issue:45584", + "issue:45823", + "issue:45834" + ], + "soft_pairs": [ + "issue:44155|issue:45584", + "issue:43366|issue:43531", + "issue:43950|issue:45834", + "issue:43550|issue:44910", + "issue:43824|issue:43957", + "issue:42915|issue:43957", + "issue:43645|issue:43646", + "issue:43366|issue:44589", + "issue:44560|issue:44918", + "issue:42617|issue:43366", + "issue:36010|issue:42915", + "issue:44661|issue:45823", + "issue:38175|issue:43994", + "issue:43632|issue:45834", + "issue:44560|issue:44805", + "issue:43638|issue:44661", + "issue:43596|issue:44661", + "issue:44661|issue:44805", + "issue:44877|issue:45030", + "issue:43317|issue:44756", + "issue:38175|issue:39692", + "issue:43644|issue:44534", + "issue:42491|issue:43720", + "issue:44960|issue:44977", + "issue:45313|issue:45357", + "issue:41720|issue:42915", + "issue:44451|issue:44488", + "issue:42915|issue:44756", + "issue:42491|issue:45276", + "issue:43708|issue:44075", + "issue:43854|issue:43931" + ], + "prepared_review_unit_hash": "06fe5128cf1a98f11c54984643f8fa0a7f5c91416c79bf4e3a7da56588199613", + "component_budget": { + "node_count": 407, + "item_count": 407, + "soft_pair_count": 1521, + "serialized_chars": 784896, + "estimated_input_tokens": 196224, + "estimated_eval_tokens": 392704 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 31, + "serialized_chars": 36270, + "estimated_input_tokens": 9068, + "estimated_eval_tokens": 18392 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "Mostly a heterogeneous set of unrelated issues. The only clear duplicate-style pairs are the Transformers v5 custom model init reports, the SigLIP2 bad-output reports, and the non-persistent buffer corruption regression reports. No PRs are present.", + "confidence": 0.78, + "canonical_issue_reason": "issue:43644 is the best canonical issue: it is an early, clearly scoped regression report with broad wording and related inbound attention, making it a good anchor for the duplicate buffer-corruption reports.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43644 is the strongest global issue candidate because it describes a concrete, repeatable Transformers v5 regression in a way that is broad enough to absorb the matching duplicate report.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44155", + "right": "issue:45584", + "accept": false, + "reason": "Different problems and models: AudioFlamingo3 batched track leakage vs Whisper empty-transcription generation failure." + }, + { + "left": "issue:43366", + "right": "issue:43531", + "accept": false, + "reason": "Unrelated topics: GGUF gpt-oss architecture support vs Qwen3-MoE sliding_window behavior." + }, + { + "left": "issue:43950", + "right": "issue:45834", + "accept": false, + "reason": "Different concrete bugs: non-persistent buffer corruption vs Kosmos2.5 long-OCR index error." + }, + { + "left": "issue:43550", + "right": "issue:44910", + "accept": false, + "reason": "Different code paths: torch.compile+SDPA on Bamba vs Flash Attention crash from Qwen3.5 3D position_ids handling." + }, + { + "left": "issue:43824", + "right": "issue:43957", + "accept": false, + "reason": "One is an import/export issue, the other is a meta-device loading regression; not the same bug." + }, + { + "left": "issue:42915", + "right": "issue:43957", + "accept": false, + "reason": "Both are load/runtime failures, but they affect different mechanisms: FineGrainedFP8Config vs torch.device(\"meta\") loading." + }, + { + "left": "issue:43645", + "right": "issue:43646", + "accept": true, + "reason": "Same Transformers v5 custom-model initialization regression; the notebook-specific report is just a narrower manifestation of the general bug." + }, + { + "left": "issue:43366", + "right": "issue:44589", + "accept": false, + "reason": "GGUF gpt-oss support and missing Float8 storage are unrelated issues." + }, + { + "left": "issue:44560", + "right": "issue:44918", + "accept": false, + "reason": "Different failures in different stacks: Qwen3-VL video StopIteration vs TRL SFT embedding unpacking." + }, + { + "left": "issue:42617", + "right": "issue:43366", + "accept": false, + "reason": "No shared underlying bug; running 3d_parallel.py is unrelated to GGUF model architecture support." + }, + { + "left": "issue:36010", + "right": "issue:42915", + "accept": false, + "reason": "ImportError for GenerationMixin and Qwen3Moe FP8 failure are different code paths." + }, + { + "left": "issue:44661", + "right": "issue:45823", + "accept": false, + "reason": "Tokenizer-mapping model-addition failure vs Gemma4 device-mismatch forward bug; not the same issue." + }, + { + "left": "issue:38175", + "right": "issue:43994", + "accept": true, + "reason": "Same SigLIP2 model regression: one report shows zero probabilities, the other nonsensical AutoModel/pipeline outputs." + }, + { + "left": "issue:43632", + "right": "issue:44534", + "accept": false, + "reason": "Both are Transformers v5 regressions, but they concern different bugs: _is_hf_initialized vs non-persistent buffer contents." + }, + { + "left": "issue:42491", + "right": "issue:43720", + "accept": false, + "reason": "Qwen3-MoE LoRA hf4.x/hf5.x compatibility and BitNet packed-weight loading are unrelated." + }, + { + "left": "issue:44960", + "right": "issue:44977", + "accept": false, + "reason": "Different models and symptoms: GLM5 issue title is unrelated to Qwen3.5 flash-attention generation failure." + }, + { + "left": "issue:45313", + "right": "issue:45357", + "accept": false, + "reason": "DeepSpeed ZeRO-3 language_model weight loading and incorrect visual-encoder save_pretrained keys are distinct bugs." + }, + { + "left": "issue:41720", + "right": "issue:42915", + "accept": false, + "reason": "Auto device-mapping cudaErrorAssert on A800 is not the same as the FineGrainedFP8Config failure." + }, + { + "left": "issue:44451", + "right": "issue:44488", + "accept": false, + "reason": "Both are model-loading complaints, but the titles point to different checkpoints and do not establish the same concrete failure mode." + }, + { + "left": "issue:43644", + "right": "issue:44534", + "accept": true, + "reason": "Exact same regression: Transformers v5 fills non-persistent buffers with junk." + }, + { + "left": "issue:42491", + "right": "issue:45276", + "accept": false, + "reason": "Qwen3-MoE LoRA incompatibility is unrelated to gemma4 token-embedding resize behavior." + }, + { + "left": "issue:43708", + "right": "issue:44075", + "accept": false, + "reason": "Trainer checkpoint-resume max_steps bug and optimizer SGD args not being used are different training issues." + }, + { + "left": "issue:43854", + "right": "issue:43931", + "accept": false, + "reason": "Different model-loading failures for different models; no evidence they share the same underlying bug." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet metadata and stays conservative overall. The rejected soft pairs are reasonably treated as unrelated or insufficiently evidenced, and the three accepted pairs are the strongest duplicate-style matches visible from the titles. No PRs are present." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 17, + "review_unit_index": 6, + "review_unit_count": 48, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-407", + "nodes": [ + "issue:36010", + "issue:39404", + "issue:39692", + "issue:41720", + "issue:42491", + "issue:42947", + "issue:43257", + "issue:43335", + "issue:43404", + "issue:43425", + "issue:43454", + "issue:43644", + "issue:43645", + "issue:43854", + "issue:43856", + "issue:43873", + "issue:43931", + "issue:43957", + "issue:43994", + "issue:44155", + "issue:44164", + "issue:44291", + "issue:44292", + "issue:44387", + "issue:44402", + "issue:44488", + "issue:44756", + "issue:44910", + "issue:44912", + "issue:44960", + "issue:44991", + "issue:45216", + "issue:45276", + "issue:45292", + "issue:45335", + "issue:45362", + "issue:45406", + "issue:45488", + "issue:45588", + "issue:45663", + "issue:45684", + "issue:45698", + "issue:45704", + "issue:45759", + "issue:45812", + "issue:45823", + "issue:45859", + "issue:46050" + ], + "soft_pairs": [ + "issue:45488|issue:45812", + "issue:39692|issue:43994", + "issue:43257|issue:43854", + "issue:44488|issue:44991", + "issue:43644|issue:43645", + "issue:43856|issue:43873", + "issue:45362|issue:45406", + "issue:42491|issue:43931", + "issue:43856|issue:44387", + "issue:44960|issue:46050", + "issue:44910|issue:45588", + "issue:42491|issue:45292", + "issue:44164|issue:44291", + "issue:45276|issue:45335", + "issue:36010|issue:39404", + "issue:43404|issue:43454", + "issue:41720|issue:44155", + "issue:43425|issue:43957", + "issue:44402|issue:44488", + "issue:39692|issue:44960", + "issue:42947|issue:45704", + "issue:45663|issue:45759", + "issue:43873|issue:44387", + "issue:43335|issue:45663", + "issue:44291|issue:44756", + "issue:45663|issue:45859", + "issue:44155|issue:45823", + "issue:44292|issue:44912", + "issue:44387|issue:44756", + "issue:43854|issue:45216", + "issue:43957|issue:44756", + "issue:45276|issue:45292", + "issue:45684|issue:45698" + ], + "prepared_review_unit_hash": "56ca0842aba2ab28c22bd9ebdd9cbf47694f6c67f8823e94b61bd17959907d98", + "component_budget": { + "node_count": 407, + "item_count": 407, + "soft_pair_count": 1521, + "serialized_chars": 784896, + "estimated_input_tokens": 196224, + "estimated_eval_tokens": 392704 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 33, + "serialized_chars": 37754, + "estimated_input_tokens": 9439, + "estimated_eval_tokens": 19134 + }, + "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 bugs: tokenizer regressions, model loading failures, quantization/offload issues, save/load problems, and architecture-specific resize/tie-weight defects. I did not find any soft pair that clearly shares the same underlying bug/change strongly enough to merge.", + "confidence": 0.87, + "canonical_issue_reason": "Issue 45812 is the strongest representative: it describes a clear, user-facing v4\u2192v5 regression with broad impact across all Granite models and a concrete symptom (wrong token IDs).", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 45812 is the best overall issue candidate because it is broad, clearly scoped, and likely to remain understandable as a standalone regression report.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45488", + "right": "issue:45812", + "accept": false, + "reason": "Both are tokenizer regressions, but they appear to be different bugs on different model families: DeepSeek V3/R1 pre-tokenizer override vs Granite token IDs." + }, + { + "left": "issue:39692", + "right": "issue:43994", + "accept": false, + "reason": "Both involve SigLIP2, but one is a docs/example mismatch and quantization failure, while the other is a bad inference result for the base model/pipeline." + }, + { + "left": "issue:43257", + "right": "issue:43854", + "accept": false, + "reason": "Different models and different failure modes: Qwen3 MoE weight conversion under accelerate+deepspeed vs GLM-4.7-Flash loading in tests." + }, + { + "left": "issue:44488", + "right": "issue:44991", + "accept": false, + "reason": "Both are tokenizer-loading problems, but they target different models and likely different root causes." + }, + { + "left": "issue:43644", + "right": "issue:43645", + "accept": false, + "reason": "Related to Transformers 5.0 model initialization, but one is non-persistent buffer initialization and the other is notebook custom-model initialization." + }, + { + "left": "issue:43856", + "right": "issue:43873", + "accept": false, + "reason": "Both mention memory efficiency, but one is Qwen3 MoE training memory usage and the other is quantization/offload behavior." + }, + { + "left": "issue:45362", + "right": "issue:45406", + "accept": false, + "reason": "Different product paths and symptoms: Qwen3.5 chat crashes vs Gemma4Processor missing _tokenizer in transformers serve." + }, + { + "left": "issue:42491", + "right": "issue:43931", + "accept": false, + "reason": "Both are model-loading regressions, but they concern different Qwen3 variants and different breakage mechanisms." + }, + { + "left": "issue:43856", + "right": "issue:44387", + "accept": false, + "reason": "Both concern memory, but one is MoE training inefficiency and the other is increased reserved CUDA memory under int4 quantization." + }, + { + "left": "issue:44960", + "right": "issue:46050", + "accept": false, + "reason": "Different models and different issues: GLM5 loading vs a save/load regression for sinq-quantized models." + }, + { + "left": "issue:44910", + "right": "issue:45588", + "accept": false, + "reason": "Both touch attention code, but the concrete bugs differ: Qwen3.5 position_ids handling vs s_aux=None in sink-less Flash Attention." + }, + { + "left": "issue:42491", + "right": "issue:45292", + "accept": false, + "reason": "The former is a Qwen3 MoE hf4.x/hf5.x compatibility problem; the latter is a resize_token_embeddings propagation bug." + }, + { + "left": "issue:44164", + "right": "issue:44291", + "accept": false, + "reason": "Both relate to loading/saving internals, but extra_state handling and init_empty_weights/_is_hf_initialized are distinct defects." + }, + { + "left": "issue:45276", + "right": "issue:45335", + "accept": false, + "reason": "Same API surface, but different architectures and likely different code paths; not clearly the same concrete bug." + }, + { + "left": "issue:36010", + "right": "issue:39404", + "accept": false, + "reason": "ImportError for GenerationMixin is unrelated to Whisper pipeline return_language behavior." + }, + { + "left": "issue:43404", + "right": "issue:43454", + "accept": false, + "reason": "Both are weight-tying issues, but they involve different model classes and are not clearly one shared defect." + }, + { + "left": "issue:41720", + "right": "issue:44155", + "accept": false, + "reason": "Different subsystems and symptoms: Qwen3 device mapping CUDA assert vs AudioFlamingo3 batched inference leak." + }, + { + "left": "issue:43425", + "right": "issue:43957", + "accept": false, + "reason": "Torch version incompatibility is a dependency issue; meta-device loading breakage is a separate model-loading bug." + }, + { + "left": "issue:44402", + "right": "issue:44488", + "accept": false, + "reason": "Tokenizer vocab-size mismatch is a model artifact issue, while sleng-bert loading failure is a separate load regression." + }, + { + "left": "issue:39692", + "right": "issue:44960", + "accept": false, + "reason": "Completely different models and problem types: SigLIP2 docs example vs GLM5 loading." + }, + { + "left": "issue:42947", + "right": "issue:45704", + "accept": false, + "reason": "Gradient checkpointing with LoRA and the apex FusedRMSNorm memory leak are unrelated." + }, + { + "left": "issue:45663", + "right": "issue:45759", + "accept": false, + "reason": "Different model families and bugs: Gemma-4 FSDP2 attention state vs Qwen multimodal config unwrapping." + }, + { + "left": "issue:43873", + "right": "issue:44387", + "accept": false, + "reason": "Both are quantization/memory related, but offloading failure and int4 reserved-memory OOM are different issues." + }, + { + "left": "issue:43335", + "right": "issue:45663", + "accept": false, + "reason": "SwitchTransformers sparse-layer config bug is unrelated to Gemma-4 FSDP2 attention state handling." + }, + { + "left": "issue:44291", + "right": "issue:44756", + "accept": false, + "reason": "init_empty_weights argument handling and mmap-related OOM on Strix Halo are unrelated." + }, + { + "left": "issue:45663", + "right": "issue:45859", + "accept": false, + "reason": "Different models and code paths: Gemma-4 FSDP2 KeyError vs Qwen3 MoE rotary embedding CPU offload incompatibility." + }, + { + "left": "issue:44155", + "right": "issue:45823", + "accept": false, + "reason": "AudioFlamingo3 batching leak and Gemma4 device mismatch under auto device_map are not the same bug." + }, + { + "left": "issue:44292", + "right": "issue:44912", + "accept": false, + "reason": "Different models and quantization formats; one fails loading Qwen-3-8B-NVFP4, the other falls back to bf16 for git-oss-20b MXFP4." + }, + { + "left": "issue:44387", + "right": "issue:44756", + "accept": false, + "reason": "Both mention OOM, but one is quantization-induced reserved-memory growth and the other is mmap-related on Strix Halo." + }, + { + "left": "issue:43854", + "right": "issue:45216", + "accept": false, + "reason": "Model-loading failure for GLM-4.7-Flash and Qwen3.5 save_pretrained regression are distinct." + }, + { + "left": "issue:43957", + "right": "issue:44756", + "accept": false, + "reason": "Meta-device loading breakage and mmap/OOM mitigation are unrelated issues." + }, + { + "left": "issue:45276", + "right": "issue:45292", + "accept": false, + "reason": "These are close in symptom, but the titles suggest different scopes and architectures; not enough evidence they share one concrete underlying defect." + }, + { + "left": "issue:45684", + "right": "issue:45698", + "accept": false, + "reason": "Both involve custom-model save/load workflows, but one is a permissions propagation bug and the other is wrong module resolution on load." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 17, + "review_unit_index": 7, + "review_unit_count": 48, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-407", + "nodes": [ + "issue:36032", + "issue:39404", + "issue:42947", + "issue:43257", + "issue:43299", + "issue:43381", + "issue:43425", + "issue:43452", + "issue:43596", + "issue:43611", + "issue:43645", + "issue:43646", + "issue:43708", + "issue:43716", + "issue:43828", + "issue:43901", + "issue:43906", + "issue:43931", + "issue:43957", + "issue:43994", + "issue:44079", + "issue:44164", + "issue:44265", + "issue:44402", + "issue:44451", + "issue:44479", + "issue:44509", + "issue:44530", + "issue:44589", + "issue:44671", + "issue:44683", + "issue:44756", + "issue:44805", + "issue:44863", + "issue:44877", + "issue:44898", + "issue:44912", + "issue:44918", + "issue:44928", + "issue:44991", + "issue:45084", + "issue:45292", + "issue:45335", + "issue:45588", + "issue:45663", + "issue:45701", + "issue:45759", + "issue:45823" + ], + "soft_pairs": [ + "issue:43381|issue:44928", + "issue:44164|issue:44756", + "issue:42947|issue:43381", + "issue:44479|issue:44877", + "issue:43646|issue:43708", + "issue:45588|issue:45663", + "issue:45292|issue:45335", + "issue:43645|issue:44164", + "issue:43828|issue:43957", + "issue:44402|issue:44451", + "issue:43257|issue:44863", + "issue:43425|issue:43828", + "issue:44683|issue:45823", + "issue:44589|issue:44756", + "issue:39404|issue:45701", + "issue:43425|issue:45823", + "issue:43906|issue:44530", + "issue:43425|issue:43716", + "issue:43611|issue:43645", + "issue:44530|issue:45084", + "issue:43901|issue:44509", + "issue:39404|issue:44912", + "issue:44265|issue:44898", + "issue:44479|issue:44805", + "issue:43994|issue:44079", + "issue:43299|issue:43931", + "issue:43425|issue:44918", + "issue:39404|issue:44671", + "issue:44589|issue:45084", + "issue:43596|issue:44683", + "issue:44164|issue:45759", + "issue:36032|issue:43452", + "issue:44671|issue:44991" + ], + "prepared_review_unit_hash": "8596becec0fca2058dfa1daceb6802662b6494af0fec9773f1039f20f5cc4705", + "component_budget": { + "node_count": 407, + "item_count": 407, + "soft_pair_count": 1521, + "serialized_chars": 784896, + "estimated_input_tokens": 196224, + "estimated_eval_tokens": 392704 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 33, + "serialized_chars": 37675, + "estimated_input_tokens": 9419, + "estimated_eval_tokens": 19094 + }, + "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 issues, with one credible duplicate pair around `resize_token_embeddings` not updating tied embeddings. Most other soft edges are broad thematic similarities rather than the same underlying bug.", + "confidence": 0.64, + "canonical_issue_reason": "`issue:43611` is the broadest representative of the recurring v5 model-loading regression theme in this set, even though the cluster is not a tight duplicate group.", + "canonical_pr_reason": null, + "best_issue_reason": "`issue:43611` best matches the dominant pattern here: a general Transformers v5 loading breakage that is more central than the highly model-specific reports.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43381", + "right": "issue:44928", + "accept": false, + "reason": "Both involve training-related behavior, but one is an eval-mode checkpointing restriction and the other is an RLHF NaN/SDPA fallback issue; different bugs." + }, + { + "left": "issue:44164", + "right": "issue:44756", + "accept": false, + "reason": "`extra_state` save/load handling and Strix Halo mmap OOM are unrelated failure modes." + }, + { + "left": "issue:42947", + "right": "issue:43381", + "accept": false, + "reason": "Both mention gradient checkpointing, but one is LoRA effectiveness and the other is eval-mode compatibility; not the same code-path problem." + }, + { + "left": "issue:44479", + "right": "issue:44877", + "accept": false, + "reason": "Different models and different loading regressions: video input handling vs strict config parsing." + }, + { + "left": "issue:43646", + "right": "issue:43708", + "accept": false, + "reason": "Custom model init in notebooks and Trainer resume/max_steps logic are distinct issues." + }, + { + "left": "issue:45588", + "right": "issue:45663", + "accept": false, + "reason": "Flash-attention `s_aux=None` crash and Gemma4 FSDP2 `shared_kv_states` rebuilding are separate attention/training bugs." + }, + { + "left": "issue:45292", + "right": "issue:45335", + "accept": true, + "reason": "Same underlying bug: `resize_token_embeddings` does not propagate to the tied output/decoder embeddings; `45335` is a model-specific reproduction." + }, + { + "left": "issue:43645", + "right": "issue:44164", + "accept": false, + "reason": "Notebook custom-model initialization and `extra_state` save/load failures are unrelated." + }, + { + "left": "issue:43828", + "right": "issue:43957", + "accept": false, + "reason": "Both are dtype/device mismatch reports, but they occur in different loading/execution paths and for different models." + }, + { + "left": "issue:44402", + "right": "issue:44451", + "accept": false, + "reason": "A tokenizer vocab-size mismatch is not the same as a model-specific load failure for ScandiBERT." + }, + { + "left": "issue:43257", + "right": "issue:44863", + "accept": false, + "reason": "Both concern loading model checkpoints, but they involve different architectures and different root causes." + }, + { + "left": "issue:43425", + "right": "issue:43828", + "accept": false, + "reason": "Torch version incompatibility is too broad to be the same bug as Phi-tiny-MoE autocast dtype mismatch." + }, + { + "left": "issue:44683", + "right": "issue:45823", + "accept": false, + "reason": "Compiled flex_attention on torch>=2.9 and Gemma4 PLE device mismatch are unrelated." + }, + { + "left": "issue:44589", + "right": "issue:44756", + "accept": false, + "reason": "Float8 storage lookup failure and mmap OOM are different symptoms and code paths." + }, + { + "left": "issue:39404", + "right": "issue:45701", + "accept": false, + "reason": "Whisper pipeline `return_language` regression and tokenization changes are not the same underlying defect." + }, + { + "left": "issue:43425", + "right": "issue:45823", + "accept": false, + "reason": "A Torch 2.10 compatibility problem is not the same as a Gemma4 forward device-mismatch bug." + }, + { + "left": "issue:43906", + "right": "issue:44530", + "accept": false, + "reason": "An isolated reproduction of another issue and a Qwen3.5 cache crash are not clearly the same bug." + }, + { + "left": "issue:43425", + "right": "issue:43716", + "accept": false, + "reason": "Generic Torch incompatibility is unrelated to Mistral-3 image preprocessor/model dtype mismatch." + }, + { + "left": "issue:43611", + "right": "issue:43645", + "accept": false, + "reason": "Both are v5-related model-loading breakages, but one is about `base_model_prefix` and the other about Jupyter custom model initialization; different causes." + }, + { + "left": "issue:44530", + "right": "issue:45084", + "accept": false, + "reason": "PagedAttentionCache linear_attention failure and template-node compilation error are unrelated." + }, + { + "left": "issue:43901", + "right": "issue:44509", + "accept": false, + "reason": "Both are docs problems, but they cover different pipeline APIs and different outdated references." + }, + { + "left": "issue:39404", + "right": "issue:44912", + "accept": false, + "reason": "Whisper pipeline language return and MXFP4 quantization fallback are unrelated." + }, + { + "left": "issue:44265", + "right": "issue:44898", + "accept": false, + "reason": "`torch.export` with `torch_compilable_check` and Perceiver interpolation behavior are different issues." + }, + { + "left": "issue:44479", + "right": "issue:44805", + "accept": false, + "reason": "Video-input regression in Qwen VL models is unrelated to a mask-shape indexing error." + }, + { + "left": "issue:43994", + "right": "issue:44079", + "accept": false, + "reason": "Nonsensical SigLIP2 outputs and `ModelOutput` key assignment semantics are different bugs." + }, + { + "left": "issue:43299", + "right": "issue:43931", + "accept": false, + "reason": "Both are Qwen3-VL loading issues, but one is a v5 dev regression for MOE models and the other is a checkpoint weight-shape mismatch for a specific model." + }, + { + "left": "issue:43425", + "right": "issue:44918", + "accept": false, + "reason": "Torch compatibility and TRL SFT embedding unpacking are unrelated." + }, + { + "left": "issue:39404", + "right": "issue:44671", + "accept": false, + "reason": "Whisper pipeline language handling and CamemBERT masked-LM predictions are different model-specific regressions." + }, + { + "left": "issue:44589", + "right": "issue:45084", + "accept": false, + "reason": "Float8 storage deserialization and template compilation failures are unrelated." + }, + { + "left": "issue:43596", + "right": "issue:44683", + "accept": false, + "reason": "Zero3/BertModel indexing failure and compiled flex_attention on torch>=2.9 do not share the same underlying bug." + }, + { + "left": "issue:44164", + "right": "issue:45759", + "accept": false, + "reason": "`extra_state` persistence and `from_config` unwrapping of `text_config` are different loading paths." + }, + { + "left": "issue:36032", + "right": "issue:43452", + "accept": false, + "reason": "Tokenizer method-name conflict in T5Tokenizer and gguf loading breakage are unrelated." + }, + { + "left": "issue:44671", + "right": "issue:44991", + "accept": false, + "reason": "CamemBERT masked-LM prediction regression and tokenizer loading failure for EMBEDDIA/est-roberta are different issues." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The cluster summary is grounded in the packet: most items are clearly unrelated regressions, and the one accepted soft edge (issue:45292 / issue:45335) is a plausible duplicate about `resize_token_embeddings` not updating tied embeddings. The remaining soft-edge rejections are conservative and do not overclaim sameness. The choice of issue:43611 as the broad representative of the v5 loading regressions is also defensible from the titles." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 17, + "review_unit_index": 8, + "review_unit_count": 48, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-407", + "nodes": [ + "issue:32090", + "issue:34567", + "issue:36032", + "issue:39404", + "issue:40444", + "issue:40990", + "issue:42915", + "issue:43262", + "issue:43317", + "issue:43377", + "issue:43421", + "issue:43452", + "issue:43482", + "issue:43541", + "issue:43582", + "issue:43611", + "issue:43632", + "issue:43643", + "issue:43644", + "issue:43645", + "issue:43646", + "issue:43716", + "issue:43856", + "issue:43883", + "issue:44164", + "issue:44206", + "issue:44220", + "issue:44451", + "issue:44464", + "issue:44479", + "issue:44488", + "issue:44530", + "issue:44661", + "issue:44683", + "issue:44737", + "issue:44756", + "issue:44811", + "issue:44849", + "issue:44987", + "issue:44991", + "issue:45081", + "issue:45084", + "issue:45325", + "issue:45507", + "issue:45584", + "issue:45859", + "issue:45987" + ], + "soft_pairs": [ + "issue:32090|issue:39404", + "issue:43856|issue:44756", + "issue:44991|issue:45081", + "issue:44164|issue:44479", + "issue:44737|issue:45859", + "issue:43582|issue:43632", + "issue:44661|issue:44683", + "issue:44488|issue:45081", + "issue:44488|issue:44987", + "issue:43611|issue:43644", + "issue:40990|issue:43421", + "issue:44206|issue:44220", + "issue:43716|issue:45084", + "issue:43643|issue:44530", + "issue:36032|issue:42915", + "issue:34567|issue:40444", + "issue:44811|issue:45584", + "issue:43883|issue:44488", + "issue:44451|issue:44987", + "issue:44464|issue:45987", + "issue:43452|issue:43482", + "issue:43541|issue:45084", + "issue:43644|issue:43646", + "issue:42915|issue:44530", + "issue:43317|issue:43482", + "issue:44849|issue:45325", + "issue:36032|issue:43645", + "issue:44987|issue:44991", + "issue:45084|issue:45507", + "issue:43262|issue:43377" + ], + "prepared_review_unit_hash": "5c791e2f4460f78f4307a8de0c28555f3c58af07497fb8c7926c414a8b3085f6", + "component_budget": { + "node_count": 407, + "item_count": 407, + "soft_pair_count": 1521, + "serialized_chars": 784896, + "estimated_input_tokens": 196224, + "estimated_eval_tokens": 392704 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 30, + "serialized_chars": 36092, + "estimated_input_tokens": 9023, + "estimated_eval_tokens": 18302 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The set is heterogeneous: most soft pairs are only superficially similar and should not be merged. The only visible mini-theme is a few Transformers v5 custom-model/init regressions, but even there the titles point to different concrete failures.", + "confidence": 0.17, + "canonical_issue_reason": "No single issue cleanly represents the whole set. If forced, issue 43646 is the broadest of the v5 custom-model initialization regressions, but the cluster is too mixed for a strong canonical choice.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 43646 is the most generic representative of the small v5 custom-model init subcluster; it is broader than the more specific base_model_prefix / _is_hf_initialized / notebook variants.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:32090", + "right": "issue:39404", + "accept": false, + "reason": "Different subsystems and symptoms: Trainer GPU broadcast NoneType vs Whisper pipeline return_language behavior." + }, + { + "left": "issue:43856", + "right": "issue:44756", + "accept": false, + "reason": "Both are memory-related, but one is Qwen3 MoE training efficiency and the other is Strix Halo mmap OOM; different root causes." + }, + { + "left": "issue:44991", + "right": "issue:45081", + "accept": false, + "reason": "Different loading paths: tokenizer load failure for EMBEDDIA/est-roberta vs Mistral regex patch crash." + }, + { + "left": "issue:44164", + "right": "issue:44479", + "accept": false, + "reason": "save/from_pretrained extra_state handling is unrelated to a Qwen video-input regression." + }, + { + "left": "issue:44737", + "right": "issue:45859", + "accept": false, + "reason": "Both involve device/offload concerns, but XLNet CPU arange and Qwen3_5Moe CPU-offload are distinct bugs." + }, + { + "left": "issue:43582", + "right": "issue:43632", + "accept": false, + "reason": "Apple Silicon allocator warmup TypeError is unrelated to the _is_hf_initialized flag regression." + }, + { + "left": "issue:44661", + "right": "issue:44683", + "accept": false, + "reason": "Tokenizers/model-registration issue vs compiled flex_attention failure; no shared code-path." + }, + { + "left": "issue:44488", + "right": "issue:45081", + "accept": false, + "reason": "Different issues: one is loading cjvt/sleng-bert, the other is a Mistral tokenizer regex patch crash." + }, + { + "left": "issue:44488", + "right": "issue:44987", + "accept": false, + "reason": "Both are load failures, but for different models and different failure modes; not enough to treat as the same bug." + }, + { + "left": "issue:43611", + "right": "issue:43644", + "accept": false, + "reason": "Both are v5 regressions, but base_model_prefix loading and non-persistent buffer initialization are different concrete problems." + }, + { + "left": "issue:40990", + "right": "issue:43421", + "accept": false, + "reason": "High perplexity on gpt-oss-20b is unrelated to runtime post-processor updates in TokenizersBackend." + }, + { + "left": "issue:44206", + "right": "issue:44220", + "accept": false, + "reason": "Both are audio-feature related, but the unsupported center arg regression is not the same bug as the generic _torch_extract_fbank_features issue." + }, + { + "left": "issue:43716", + "right": "issue:45084", + "accept": false, + "reason": "Multimodal dtype mismatch vs template compilation TypeError; unrelated failure paths." + }, + { + "left": "issue:43643", + "right": "issue:44530", + "accept": false, + "reason": "AutoConfig trust_remote_code field loss is unrelated to PagedAttentionCache invalid group type on Qwen3.5." + }, + { + "left": "issue:36032", + "right": "issue:42915", + "accept": false, + "reason": "Tokenizer add_special_tokens conflict is unrelated to Qwen3Moe FineGrainedFP8Config loading." + }, + { + "left": "issue:34567", + "right": "issue:40444", + "accept": false, + "reason": "TrainerState token counter bug is unrelated to Qwen2.5-VL iterable multi-image finetuning failure." + }, + { + "left": "issue:44811", + "right": "issue:45584", + "accept": false, + "reason": "Both are Whisper issues, but batch_decode skip_special_tokens and empty-transcription generation after align_special_tokens are different code paths." + }, + { + "left": "issue:43883", + "right": "issue:44488", + "accept": false, + "reason": "Molmo tied-weights attribute error is unrelated to loading cjvt/sleng-bert." + }, + { + "left": "issue:44451", + "right": "issue:44987", + "accept": false, + "reason": "Different models and different loading regressions; no evidence of the same underlying bug." + }, + { + "left": "issue:44464", + "right": "issue:45987", + "accept": false, + "reason": "Chunked generation inconsistency with compiled forward is not the same as StaticCache.get_seq_length returning the wrong type." + }, + { + "left": "issue:43452", + "right": "issue:43482", + "accept": false, + "reason": "Both touch GGUF loading, but one is a broad gguf_file/from_pretrained break and the other is a model-specific Qwen2.5-GGUF failure; too weak to merge confidently." + }, + { + "left": "issue:43541", + "right": "issue:45084", + "accept": false, + "reason": "Mixtral grouped_mm tracing error and template-node compilation TypeError are unrelated." + }, + { + "left": "issue:43644", + "right": "issue:43646", + "accept": false, + "reason": "Related v5 regressions, but one is non-persistent buffer junk and the other is generic custom model init; not clearly the same bug." + }, + { + "left": "issue:42915", + "right": "issue:44530", + "accept": false, + "reason": "Qwen3Moe FineGrainedFP8Config failure and Qwen3.5 PagedAttentionCache invalid group type are different failures." + }, + { + "left": "issue:43317", + "right": "issue:43482", + "accept": false, + "reason": "device_map/offload dequantization failure is unrelated to GGUF loading failure." + }, + { + "left": "issue:44849", + "right": "issue:45325", + "accept": false, + "reason": "Different models and behaviors: Qwen3.5 hidden-states bug vs Qwen2.5-VL rope index scaling bug." + }, + { + "left": "issue:36032", + "right": "issue:43645", + "accept": false, + "reason": "Tokenizer method-name conflict is unrelated to custom model initialization in notebooks." + }, + { + "left": "issue:44987", + "right": "issue:44991", + "accept": false, + "reason": "Both are transformer version-related load failures, but for different models and likely different tokenizer paths." + }, + { + "left": "issue:45084", + "right": "issue:45507", + "accept": false, + "reason": "Template compilation error and GraniteMoEHybrid invalid method call are not the same underlying issue." + }, + { + "left": "issue:43262", + "right": "issue:43377", + "accept": false, + "reason": "Audio processor chat-template sampling-rate default is unrelated to MIMI batched-vs-single padding-mask outputs." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 17, + "review_unit_index": 9, + "review_unit_count": 48, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-407", + "nodes": [ + "issue:36032", + "issue:40444", + "issue:40990", + "issue:41720", + "issue:42175", + "issue:42915", + "issue:43089", + "issue:43296", + "issue:43322", + "issue:43377", + "issue:43404", + "issue:43425", + "issue:43531", + "issue:43540", + "issue:43611", + "issue:43632", + "issue:43645", + "issue:43646", + "issue:43742", + "issue:43819", + "issue:43883", + "issue:43994", + "issue:44062", + "issue:44220", + "issue:44265", + "issue:44291", + "issue:44403", + "issue:44451", + "issue:44466", + "issue:44479", + "issue:44534", + "issue:44589", + "issue:44610", + "issue:44683", + "issue:44756", + "issue:44811", + "issue:44877", + "issue:44987", + "issue:44991", + "issue:45081", + "issue:45084", + "issue:45127", + "issue:45216", + "issue:45325", + "issue:45357", + "issue:45542", + "issue:45987" + ], + "soft_pairs": [ + "issue:43404|issue:44466", + "issue:43089|issue:45987", + "issue:43883|issue:44991", + "issue:43994|issue:44610", + "issue:43646|issue:44534", + "issue:43322|issue:43540", + "issue:43645|issue:44534", + "issue:44403|issue:45081", + "issue:43377|issue:43819", + "issue:42915|issue:45084", + "issue:44265|issue:44610", + "issue:44451|issue:45081", + "issue:44220|issue:44683", + "issue:45216|issue:45357", + "issue:44987|issue:45081", + "issue:42915|issue:44291", + "issue:44062|issue:44987", + "issue:43632|issue:44756", + "issue:43404|issue:45127", + "issue:44479|issue:45325", + "issue:36032|issue:43742", + "issue:42915|issue:44589", + "issue:43296|issue:43531", + "issue:40444|issue:45325", + "issue:43611|issue:44534", + "issue:43531|issue:44877", + "issue:43425|issue:44403", + "issue:36032|issue:41720", + "issue:42175|issue:45542", + "issue:43632|issue:44534", + "issue:40990|issue:44811" + ], + "prepared_review_unit_hash": "647291e0816e830bbfd3797eb13cf1a283916637a990dcfdad23a2ad1a6da347", + "component_budget": { + "node_count": 407, + "item_count": 407, + "soft_pair_count": 1521, + "serialized_chars": 784896, + "estimated_input_tokens": 196224, + "estimated_eval_tokens": 392704 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 31, + "serialized_chars": 36402, + "estimated_input_tokens": 9101, + "estimated_eval_tokens": 18458 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The cluster is mostly heterogeneous; most pairs are superficial title-level similarities across unrelated bugs. A small duplicate-like subgroup exists around tied-weights/save_pretrained regressions, plus one Qwen VL rope/position-id regression pair.", + "confidence": 0.66, + "canonical_issue_reason": "No single issue explains the whole cluster, but issue 44466 is the best canonical anchor for the clearest duplicate subgroup: tied-weight / lm_head serialization regressions in v5.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 44466 is the strongest overall representative among the submitted issues because it describes the broadest concrete regression surface in the closest duplicate subgroup.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43404", + "right": "issue:44466", + "accept": true, + "reason": "Same tied-weights / lm_head serialization regression family in v5: 43404 reports the weight not being tied, while 44466 reports device-dependent lm_head.weight serialization. These could plausibly be fixed together." + }, + { + "left": "issue:43089", + "right": "issue:45987", + "accept": false, + "reason": "Different problems: generation performance overhead vs. an API contract mismatch in StaticCache.get_seq_length(). Same broad area, but not the same bug." + }, + { + "left": "issue:43883", + "right": "issue:44991", + "accept": false, + "reason": "Unrelated failures: Molmo tied-weights metadata vs. a tokenizer loading regression for EMBEDDIA/est-roberta." + }, + { + "left": "issue:43994", + "right": "issue:44610", + "accept": false, + "reason": "Different model families and code paths: SigLIP2 inference quality vs. OmDet-Turbo processor image-size mismatch." + }, + { + "left": "issue:43646", + "right": "issue:44534", + "accept": false, + "reason": "Both mention v5 regressions, but one is custom model initialization and the other is non-persistent buffer initialization; not the same underlying bug." + }, + { + "left": "issue:43322", + "right": "issue:43540", + "accept": false, + "reason": "Both are multimodal loading/input issues, but one is a Llava Next crash and the other is a Qwen3OmniMoe video-processing ValueError. Too different to merge." + }, + { + "left": "issue:43645", + "right": "issue:44534", + "accept": false, + "reason": "Notebook-defined custom model initialization and junk-filled non-persistent buffers are distinct v5 issues with different failure modes." + }, + { + "left": "issue:44403", + "right": "issue:45081", + "accept": false, + "reason": "Noise on transformer loading is not the same bug as the Mistral regex patch crash; the latter is a specific tokenizer backend attribute error." + }, + { + "left": "issue:43377", + "right": "issue:43819", + "accept": false, + "reason": "Different encoder/math bugs: batched-vs-single mismatch from missing padding masks versus DAC.from_latents not matching forward due to missing STE." + }, + { + "left": "issue:42915", + "right": "issue:45084", + "accept": false, + "reason": "Qwen3MoE FP8 configuration failure and a template compilation TypeError are unrelated." + }, + { + "left": "issue:44265", + "right": "issue:44610", + "accept": false, + "reason": "torch.export exportability with torch_compilable_check is a different problem from OmDet-Turbo's processor/model resolution mismatch." + }, + { + "left": "issue:44451", + "right": "issue:45081", + "accept": false, + "reason": "Different loaders and failure modes: ScandiBERT loading regression versus Mistral tokenizer regex patch crash." + }, + { + "left": "issue:44220", + "right": "issue:44683", + "accept": false, + "reason": "Audio feature extraction helper issue and compiled flex_attention failure are unrelated." + }, + { + "left": "issue:45216", + "right": "issue:45357", + "accept": true, + "reason": "Both are Qwen3.5 save_pretrained regressions on the same serialization path; 45357 is a narrower follow-up about incorrect visual encoder keys." + }, + { + "left": "issue:44987", + "right": "issue:45081", + "accept": false, + "reason": "Different model/version failures: loading physical-intelligence/fast under transformers>=5.1.0 versus a Mistral tokenizer regex patch crash." + }, + { + "left": "issue:42915", + "right": "issue:44291", + "accept": false, + "reason": "Both involve v5-era model loading, but FineGrainedFP8Config and init_empty_weights/_is_hf_initialized are separate code paths and bugs." + }, + { + "left": "issue:44062", + "right": "issue:44987", + "accept": false, + "reason": "Tokenizer AddedToken keyword conflict is unrelated to the physical-intelligence/fast loading regression." + }, + { + "left": "issue:43632", + "right": "issue:44756", + "accept": false, + "reason": "_is_hf_initialized flag breakage and disabling mmap on Strix Halo are unrelated issues." + }, + { + "left": "issue:43404", + "right": "issue:45127", + "accept": false, + "reason": "Both mention weight tying, but 45127 is about LoRA merge with extended vocabulary collapsing the model, not the Mistral3 tied-weight regression." + }, + { + "left": "issue:44479", + "right": "issue:45325", + "accept": true, + "reason": "Same Qwen VL temporal-position / rope-index regression family in 5.3.0: 44479 is the broader video-input regression, and 45325 is the specific still-image position-id scaling bug." + }, + { + "left": "issue:36032", + "right": "issue:43742", + "accept": false, + "reason": "Tokenizer initialization conflict in T5 and a KeyError when loading MobileLLM-125M are different loading bugs." + }, + { + "left": "issue:42915", + "right": "issue:44589", + "accept": false, + "reason": "Qwen3MoE FP8 config failure is unrelated to the Float8 storage lookup error." + }, + { + "left": "issue:43296", + "right": "issue:43531", + "accept": false, + "reason": "PaddleOCR-VL loading failure and Qwen3-MoE sliding_window behavior are different multimodal/model-config bugs." + }, + { + "left": "issue:40444", + "right": "issue:45325", + "accept": false, + "reason": "IterableDataset multi-image finetuning failure is unrelated to the Qwen2.5-VL rope-index temporal scaling regression." + }, + { + "left": "issue:43611", + "right": "issue:44534", + "accept": false, + "reason": "base_model_prefix loading breakage and non-persistent buffer corruption are distinct transformer v5 regressions." + }, + { + "left": "issue:43531", + "right": "issue:44877", + "accept": false, + "reason": "Qwen3-MoE sliding_window behavior and granite_speech strict-config loading are unrelated." + }, + { + "left": "issue:43425", + "right": "issue:44403", + "accept": false, + "reason": "Torch 2.10 compatibility and transformer-loading noise are not the same issue." + }, + { + "left": "issue:36032", + "right": "issue:41720", + "accept": false, + "reason": "T5 tokenizer loading conflict and Qwen3 auto-device-mapping cudaErrorAssert are unrelated." + }, + { + "left": "issue:42175", + "right": "issue:45542", + "accept": false, + "reason": "TensorFlow backend packaging omission and tensorboard-without-TF backend error are related only by backend presence, not the same bug." + }, + { + "left": "issue:43632", + "right": "issue:44534", + "accept": false, + "reason": "_is_hf_initialized flag regressions and junk-filled non-persistent buffers are separate v5 problems." + }, + { + "left": "issue:40990", + "right": "issue:44811", + "accept": false, + "reason": "High perplexity on gpt-oss-20b and Whisper batch_decode skip_special_tokens handling are unrelated." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet: the cluster is heterogeneous overall, and the two accepted soft pairs are at least plausibly in the same bug-fix family based on their titles (tied-weights/serialization and Qwen3.5 save_pretrained / Qwen VL position-id regressions). The rejections are also conservative. No obvious overstatement stands out." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 17, + "review_unit_index": 10, + "review_unit_count": 48, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-407", + "nodes": [ + "issue:33666", + "issue:35707", + "issue:40444", + "issue:41553", + "issue:41720", + "issue:42175", + "issue:43296", + "issue:43317", + "issue:43377", + "issue:43381", + "issue:43421", + "issue:43482", + "issue:43525", + "issue:43531", + "issue:43582", + "issue:43611", + "issue:43632", + "issue:43644", + "issue:43646", + "issue:43749", + "issue:43792", + "issue:43818", + "issue:43856", + "issue:43994", + "issue:44079", + "issue:44265", + "issue:44291", + "issue:44403", + "issue:44462", + "issue:44534", + "issue:44568", + "issue:44589", + "issue:44683", + "issue:44829", + "issue:44898", + "issue:44991", + "issue:45020", + "issue:45072", + "issue:45081", + "issue:45325", + "issue:45357", + "issue:45381", + "issue:45479", + "issue:45491", + "issue:45538", + "issue:45663", + "issue:45812", + "issue:45923" + ], + "soft_pairs": [ + "issue:44079|issue:45663", + "issue:43792|issue:44589", + "issue:44683|issue:45020", + "issue:43818|issue:45357", + "issue:43421|issue:44568", + "issue:44403|issue:44991", + "issue:41553|issue:43582", + "issue:33666|issue:40444", + "issue:44462|issue:45812", + "issue:43482|issue:45538", + "issue:43317|issue:43856", + "issue:44829|issue:45479", + "issue:43381|issue:45923", + "issue:35707|issue:40444", + "issue:44291|issue:44589", + "issue:43482|issue:43525", + "issue:44079|issue:44534", + "issue:43377|issue:45491", + "issue:43749|issue:44079", + "issue:40444|issue:45381", + "issue:41720|issue:45081", + "issue:43531|issue:44291", + "issue:43644|issue:44079", + "issue:44265|issue:45072", + "issue:45325|issue:45381", + "issue:42175|issue:43296", + "issue:43632|issue:45072", + "issue:43994|issue:44898", + "issue:43611|issue:43646" + ], + "prepared_review_unit_hash": "afac3108da41958afb036be0e76e3a807c17d145b5ebcfe1374b219989c014e5", + "component_budget": { + "node_count": 407, + "item_count": 407, + "soft_pair_count": 1521, + "serialized_chars": 784896, + "estimated_input_tokens": 196224, + "estimated_eval_tokens": 392704 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 29, + "serialized_chars": 36569, + "estimated_input_tokens": 9143, + "estimated_eval_tokens": 18542 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The cluster is a mixed set of mostly unrelated Transformers v5 / model-loading regressions across different models and subsystems. None of the suggested soft pairs looks like a safe duplicate match.", + "confidence": 0.79, + "canonical_issue_reason": "Issue 45020 is the broadest and most representative umbrella for the cluster\u2019s shared theme: recent Transformers v5 compatibility regressions that break model loading and remote-code workflows.", + "canonical_pr_reason": null, + "best_issue_reason": "45020 is the clearest high-level user-facing report and the best single representative for this mostly regression-oriented cluster.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44079", + "right": "issue:45663", + "accept": false, + "reason": "Different bugs: ModelOutput key assignment vs Gemma-4 FSDP2 shared_kv_states reconstruction." + }, + { + "left": "issue:43792", + "right": "issue:44589", + "accept": false, + "reason": "Unrelated failures: Whisper model loading vs missing Float8 storage backend/type registration." + }, + { + "left": "issue:44683", + "right": "issue:45020", + "accept": false, + "reason": "Different code paths: compiled flex_attention on torch>=2.9 vs remote_code model-loading regressions." + }, + { + "left": "issue:43818", + "right": "issue:45357", + "accept": false, + "reason": "Different models and defects: Video-LLaVA tower architecture/weights issue vs Qwen3.5 save_pretrained key regression." + }, + { + "left": "issue:43421", + "right": "issue:44568", + "accept": false, + "reason": "Both tokenizer-related, but one is runtime post-processor syncing and the other is special-token addition behavior; not the same bug." + }, + { + "left": "issue:44403", + "right": "issue:44991", + "accept": false, + "reason": "Generic load noise vs a concrete tokenizer loading failure for a specific model." + }, + { + "left": "issue:41553", + "right": "issue:43582", + "accept": false, + "reason": "Bad AutoTokenizer error message for Voxtral is unrelated to the Apple Silicon caching_allocator_warmup TypeError." + }, + { + "left": "issue:33666", + "right": "issue:40444", + "accept": false, + "reason": "Both Qwen VL training issues, but one is multi-GPU training and the other is iterable-dataset/multi-image finetuning failure." + }, + { + "left": "issue:44462", + "right": "issue:45812", + "accept": false, + "reason": "Related area, but not the same issue: tokenizer.json being ignored vs wrong Granite token IDs in v5." + }, + { + "left": "issue:43482", + "right": "issue:45538", + "accept": false, + "reason": "Different tokenizer bugs: GGUF loading failure vs CLIPTokenizer using an absurd model_max_length." + }, + { + "left": "issue:43317", + "right": "issue:43856", + "accept": false, + "reason": "Different domains: device_map/offload loading failure vs Qwen3 MoE training memory inefficiency." + }, + { + "left": "issue:44829", + "right": "issue:45479", + "accept": false, + "reason": "Different symptoms and models: flash_attention_3 degenerate training vs num_labels=1 zero-loss classification behavior." + }, + { + "left": "issue:43381", + "right": "issue:45923", + "accept": false, + "reason": "Different gradient-checkpointing problems: eval-mode restriction vs missing supports_gradient_checkpointing flag." + }, + { + "left": "issue:35707", + "right": "issue:40444", + "accept": false, + "reason": "Different generation API bug vs multimodal finetuning failure." + }, + { + "left": "issue:44291", + "right": "issue:44589", + "accept": false, + "reason": "init_empty_weights/_is_hf_initialized argument issue is unrelated to missing Float8 storage backend." + }, + { + "left": "issue:43482", + "right": "issue:43525", + "accept": false, + "reason": "Both loading-related, but one is GGUF loading and the other is missing pad_token_id on Llama4Config." + }, + { + "left": "issue:44079", + "right": "issue:44534", + "accept": false, + "reason": "Different regressions: ModelOutput key handling vs non-persistent buffer corruption." + }, + { + "left": "issue:43377", + "right": "issue:45491", + "accept": false, + "reason": "Both mention batching/padding, but the underlying models and failures differ: MIMI padding-mask mismatch vs Gemma3 sliding-window NaNs." + }, + { + "left": "issue:43749", + "right": "issue:44079", + "accept": false, + "reason": "FSDP_CPU_RAM_EFFICIENT_LOADING breakage is unrelated to ModelOutput key assignment." + }, + { + "left": "issue:40444", + "right": "issue:45381", + "accept": false, + "reason": "Different Qwen2.5-VL problems: multi-image iterable finetuning vs video vision_position_ids." + }, + { + "left": "issue:41720", + "right": "issue:45081", + "accept": false, + "reason": "Qwen3 auto-device-map CUDA assert is unrelated to Mistral tokenizer regex patch crashes." + }, + { + "left": "issue:43531", + "right": "issue:44291", + "accept": false, + "reason": "Different bugs: Qwen3-MoE sliding_window behavior vs init_empty_weights/_is_hf_initialized mismatch." + }, + { + "left": "issue:43644", + "right": "issue:44079", + "accept": false, + "reason": "Non-persistent buffer junk in v5 is unrelated to ModelOutput key assignment." + }, + { + "left": "issue:44265", + "right": "issue:45072", + "accept": false, + "reason": "torch.export/torch_compilable_check failure is unrelated to bfloat16 dtype mismatches in inference." + }, + { + "left": "issue:45325", + "right": "issue:45381", + "accept": false, + "reason": "Same model family and position-id area, but one is still-image temporal scaling and the other is video input vision_position_ids; not clearly the same bug." + }, + { + "left": "issue:42175", + "right": "issue:43296", + "accept": false, + "reason": "Packaging/backend install issue is unrelated to PaddleOCR-VL loading in vLLM." + }, + { + "left": "issue:43632", + "right": "issue:45072", + "accept": false, + "reason": "_is_hf_initialized breakage in Transformers v5 is unrelated to dtype mismatch inference bugs." + }, + { + "left": "issue:43994", + "right": "issue:44898", + "accept": false, + "reason": "Different vision-model problems: SigLIP2 nonsensical outputs vs Perceiver non-default resolution failure." + }, + { + "left": "issue:43611", + "right": "issue:43646", + "accept": false, + "reason": "Both are v5 compatibility regressions, but one is base_model_prefix loading and the other is custom model initialization; 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": 17, + "review_unit_index": 11, + "review_unit_count": 48, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-407", + "nodes": [ + "issue:34634", + "issue:35707", + "issue:39692", + "issue:40444", + "issue:40990", + "issue:41720", + "issue:42915", + "issue:43257", + "issue:43262", + "issue:43296", + "issue:43317", + "issue:43322", + "issue:43377", + "issue:43454", + "issue:43482", + "issue:43550", + "issue:43572", + "issue:43606", + "issue:43701", + "issue:43746", + "issue:43792", + "issue:43819", + "issue:43873", + "issue:43881", + "issue:43957", + "issue:44186", + "issue:44265", + "issue:44291", + "issue:44387", + "issue:44466", + "issue:44479", + "issue:44488", + "issue:44568", + "issue:44610", + "issue:44617", + "issue:44877", + "issue:44898", + "issue:45072", + "issue:45325", + "issue:45584", + "issue:45701", + "issue:45759", + "issue:45800", + "issue:45823", + "issue:45834", + "issue:45920", + "issue:45923", + "issue:46050" + ], + "soft_pairs": [ + "issue:45325|issue:45834", + "issue:43792|issue:43957", + "issue:43454|issue:44466", + "issue:42915|issue:43482", + "issue:43296|issue:45800", + "issue:44387|issue:44617", + "issue:43701|issue:45325", + "issue:44479|issue:45823", + "issue:43606|issue:44265", + "issue:44291|issue:44877", + "issue:43262|issue:43746", + "issue:44568|issue:45920", + "issue:43881|issue:44488", + "issue:40990|issue:45584", + "issue:34634|issue:35707", + "issue:43873|issue:45701", + "issue:44186|issue:44265", + "issue:43606|issue:43819", + "issue:35707|issue:41720", + "issue:41720|issue:45823", + "issue:43454|issue:43550", + "issue:43377|issue:44610", + "issue:43317|issue:43873", + "issue:39692|issue:40444", + "issue:43572|issue:45759", + "issue:43454|issue:45072", + "issue:43257|issue:45923", + "issue:43377|issue:44898", + "issue:43322|issue:46050" + ], + "prepared_review_unit_hash": "f0fcf0b8e78010406c4793e0018b73cdeb9ad7594ede685543b2eea7af75808a", + "component_budget": { + "node_count": 407, + "item_count": 407, + "soft_pair_count": 1521, + "serialized_chars": 784896, + "estimated_input_tokens": 196224, + "estimated_eval_tokens": 392704 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 29, + "serialized_chars": 36432, + "estimated_input_tokens": 9108, + "estimated_eval_tokens": 18472 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is highly heterogeneous: it mixes unrelated model-loading, quantization/offload, tokenizer, multimodal, and training bugs. None of the soft pairs look like the same underlying defect closely enough to merge, though a few share broad themes like device_map/offload or tied weights.", + "confidence": 0.93, + "canonical_issue_reason": "Issue 43873 is the broadest open report in the cluster and has the most cross-cutting quantization/offloading framing, so it is the best representative hub if one must be chosen. That said, the cluster is too mixed for a strong canonical duplicate target.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 43873 is the strongest global issue candidate because it is open, broadly worded, and closest to a cluster-level umbrella topic. It is still only a loose representative, not a true duplicate anchor for most of the items here.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45325", + "right": "issue:45834", + "accept": false, + "reason": "Different models and different failures: Qwen2.5-VL RoPE/position-id scaling vs Kosmos2.5 OCR index error." + }, + { + "left": "issue:43792", + "right": "issue:43957", + "accept": false, + "reason": "Whisper runtime failure and meta-device model-loading regressions are unrelated bugs." + }, + { + "left": "issue:43454", + "right": "issue:44466", + "accept": false, + "reason": "Both mention tied weights/lm_head, but one is a model-specific generation bug and the other is a device-dependent serialization inconsistency." + }, + { + "left": "issue:42915", + "right": "issue:43482", + "accept": false, + "reason": "Different stacks and symptoms: Qwen3Moe FP8 config failure vs Qwen2.5-GGUF loading under v5." + }, + { + "left": "issue:43296", + "right": "issue:45800", + "accept": false, + "reason": "PaddleOCR-VL/vLLM loading issue vs a general torch 2.4.1 and transformers 5.8.0 incompatibility report." + }, + { + "left": "issue:44387", + "right": "issue:44617", + "accept": false, + "reason": "Both are OOM-related, but they concern different models and different root causes." + }, + { + "left": "issue:43701", + "right": "issue:45325", + "accept": false, + "reason": "Checkpoint resume key mismatch is unrelated to Qwen2.5-VL temporal position-id scaling." + }, + { + "left": "issue:44479", + "right": "issue:45823", + "accept": false, + "reason": "One is a multimodal video-input regression in Qwen variants; the other is a Gemma4 device-mismatch forward bug." + }, + { + "left": "issue:43606", + "right": "issue:44265", + "accept": false, + "reason": "CPU-offload device mismatch for Bark is unrelated to torch.export failures around torch_compilable_check." + }, + { + "left": "issue:44291", + "right": "issue:44877", + "accept": false, + "reason": "Unexpected init_empty_weights argument handling and strict config loading are different code-path bugs." + }, + { + "left": "issue:43262", + "right": "issue:43746", + "accept": false, + "reason": "Audio chat-template sample-rate defaulting is unrelated to PEFT checkpoint loading for GraniteSpeech." + }, + { + "left": "issue:44568", + "right": "issue:45920", + "accept": false, + "reason": "A single tokenizer special-token regression is not the same defect as broad wrong-token-id regressions across multiple models." + }, + { + "left": "issue:43881", + "right": "issue:44488", + "accept": false, + "reason": "Two separate model-loading failures with no clear shared root cause." + }, + { + "left": "issue:40990", + "right": "issue:45584", + "accept": false, + "reason": "Perplexity anomaly on gpt-oss-20b and Whisper empty-transcription generation failure are unrelated." + }, + { + "left": "issue:34634", + "right": "issue:35707", + "accept": false, + "reason": "Bark voice_preset and progressive generation with inputs_embeds/past_key_values are unrelated issues." + }, + { + "left": "issue:43873", + "right": "issue:45701", + "accept": false, + "reason": "Quantization/offloading failure and tokenizer changes across versions are different bugs." + }, + { + "left": "issue:44186", + "right": "issue:44265", + "accept": false, + "reason": "Tokenizer crashes in NER/padding are unrelated to torch.export support for torch_compilable_check." + }, + { + "left": "issue:43606", + "right": "issue:43819", + "accept": false, + "reason": "CPU-offload device mismatch for Bark and DAC from_latents/STE mismatch do not share the same code path." + }, + { + "left": "issue:35707", + "right": "issue:41720", + "accept": false, + "reason": "Progressive generation with embeddings is unrelated to Qwen3 auto device mapping CUDA asserts." + }, + { + "left": "issue:41720", + "right": "issue:45823", + "accept": false, + "reason": "Both involve device_map=auto, but they hit different models and different failure modes." + }, + { + "left": "issue:43454", + "right": "issue:43550", + "accept": false, + "reason": "Tied-weight serialization/generation bug and Bamba SDPA torch.compile bug are not the same defect." + }, + { + "left": "issue:43377", + "right": "issue:44610", + "accept": false, + "reason": "Padding-mask parity in MIMI encoding and OmDet-Turbo image-size mismatch are unrelated." + }, + { + "left": "issue:43317", + "right": "issue:43873", + "accept": false, + "reason": "Both mention offload/quantization, but one is dequantized model loading on gpu+cpu offload and the other is a broader offloading complaint; not the same concrete bug." + }, + { + "left": "issue:39692", + "right": "issue:40444", + "accept": false, + "reason": "Doc-example mismatches/quantization errors and iterable-dataset multi-image finetuning failures are unrelated." + }, + { + "left": "issue:43572", + "right": "issue:45759", + "accept": false, + "reason": "Missing pad_token_idx in a config and failing to unwrap text_config in composite multimodal configs are different issues." + }, + { + "left": "issue:43454", + "right": "issue:45072", + "accept": false, + "reason": "lm_head tying/serialization and bfloat16 dtype mismatches are separate problems." + }, + { + "left": "issue:43257", + "right": "issue:45923", + "accept": false, + "reason": "Qwen3 MoE weight conversion under accelerate+deepspeed is unrelated to a missing gradient-checkpointing capability flag." + }, + { + "left": "issue:43377", + "right": "issue:44898", + "accept": false, + "reason": "Different model families and failure modes: encoder padding-mask parity vs image-classification resolution handling." + }, + { + "left": "issue:43322", + "right": "issue:46050", + "accept": false, + "reason": "Llava Next loading segfault and sinq quantization save/load breakage are distinct defects." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 17, + "review_unit_index": 12, + "review_unit_count": 48, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-407", + "nodes": [ + "issue:36331", + "issue:40990", + "issue:41720", + "issue:42617", + "issue:42915", + "issue:42947", + "issue:43295", + "issue:43296", + "issue:43316", + "issue:43317", + "issue:43322", + "issue:43404", + "issue:43450", + "issue:43454", + "issue:43526", + "issue:43550", + "issue:43577", + "issue:43606", + "issue:43708", + "issue:43720", + "issue:43749", + "issue:43873", + "issue:43881", + "issue:43883", + "issue:44008", + "issue:44186", + "issue:44387", + "issue:44423", + "issue:44466", + "issue:44479", + "issue:44534", + "issue:44610", + "issue:44756", + "issue:44877", + "issue:44898", + "issue:44913", + "issue:44918", + "issue:44977", + "issue:44991", + "issue:45072", + "issue:45161", + "issue:45357", + "issue:45406", + "issue:45632", + "issue:45684", + "issue:45701", + "issue:45704", + "issue:45823" + ], + "soft_pairs": [ + "issue:40990|issue:42947", + "issue:44466|issue:45357", + "issue:43454|issue:43720", + "issue:43749|issue:44534", + "issue:43526|issue:43883", + "issue:41720|issue:43322", + "issue:43296|issue:44877", + "issue:43881|issue:44991", + "issue:41720|issue:44977", + "issue:44008|issue:45823", + "issue:42617|issue:42915", + "issue:43404|issue:45357", + "issue:40990|issue:45701", + "issue:44186|issue:45072", + "issue:45632|issue:45684", + "issue:43577|issue:43708", + "issue:44387|issue:45704", + "issue:44423|issue:45406", + "issue:43873|issue:44756", + "issue:44877|issue:44991", + "issue:36331|issue:42617", + "issue:43550|issue:43720", + "issue:36331|issue:42915", + "issue:43450|issue:45701", + "issue:44610|issue:44898", + "issue:44186|issue:44610", + "issue:44479|issue:44918", + "issue:43550|issue:43606", + "issue:41720|issue:42617", + "issue:43316|issue:44913", + "issue:42915|issue:43317", + "issue:43295|issue:45701", + "issue:41720|issue:45161" + ], + "prepared_review_unit_hash": "74e0f4e98475196e5f230ba5bbdbf0deb07120035d4410279c4e99bcf57caba0", + "component_budget": { + "node_count": 407, + "item_count": 407, + "soft_pair_count": 1521, + "serialized_chars": 784896, + "estimated_input_tokens": 196224, + "estimated_eval_tokens": 392704 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 33, + "serialized_chars": 37672, + "estimated_input_tokens": 9418, + "estimated_eval_tokens": 19092 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is heterogeneous and does not look like a true duplicate set; the soft pairs are mostly superficial similarity within different bug families (trainer API, loading/offload/quantization, multimodal processors, config serialization).", + "confidence": 0.74, + "canonical_issue_reason": "No single canonical issue is safe: the items span several unrelated bug classes, so collapsing them into one duplicate target would be misleading.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 43873 is the best representative only because it is the broadest open report in the dominant loading/offloading/quantization subtheme, but it still does not subsume the whole cluster.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:40990", + "right": "issue:42947", + "accept": false, + "reason": "Different bugs: perplexity/regression on a model vs. gradient-checkpointing behavior in PEFT LoRA." + }, + { + "left": "issue:44466", + "right": "issue:45357", + "accept": false, + "reason": "Both touch save/load behavior, but one is about lm_head tying and the other about visual encoder key serialization; not the same bug." + }, + { + "left": "issue:43454", + "right": "issue:43720", + "accept": false, + "reason": "Unrelated model-specific issues: weight tying in AyaVision vs. packed-weight unpacking in BitNet/accelerate loading." + }, + { + "left": "issue:43749", + "right": "issue:44534", + "accept": false, + "reason": "One is FSDP CPU RAM efficient loading, the other is non-persistent buffer initialization; different failure modes." + }, + { + "left": "issue:43526", + "right": "issue:43883", + "accept": false, + "reason": "BeitImageProcessorFast label reduction vs. Molmo tied-weights attribute error; unrelated components." + }, + { + "left": "issue:41720", + "right": "issue:43322", + "accept": false, + "reason": "Different model/load failures: Qwen3 auto device mapping CUDA assert vs. Llava Next segmentation fault." + }, + { + "left": "issue:43296", + "right": "issue:44877", + "accept": false, + "reason": "PaddleOCR-VL/vLLM load failure is not the same as strict-config rejection for granite_speech." + }, + { + "left": "issue:43881", + "right": "issue:44991", + "accept": false, + "reason": "Different root causes: glm-4v-9b loading failure vs tokenizer loading regression for EMBEDDIA/est-roberta." + }, + { + "left": "issue:41720", + "right": "issue:44977", + "accept": false, + "reason": "Different Qwen-family symptoms and code paths: auto device mapping CUDA assert vs flash-attention generation bug." + }, + { + "left": "issue:44008", + "right": "issue:45823", + "accept": false, + "reason": "Gemma3n forward variable collision is unrelated to Gemma4 PLE device-mapping mismatch." + }, + { + "left": "issue:42617", + "right": "issue:42915", + "accept": false, + "reason": "3d_parallel.py run failure and Qwen3Moe FineGrainedFP8Config failure are different problems." + }, + { + "left": "issue:43404", + "right": "issue:45357", + "accept": false, + "reason": "Weight tying bug in Mistral3 is not the same as incorrect visual encoder keys in Qwen3.5 save_pretrained." + }, + { + "left": "issue:40990", + "right": "issue:45701", + "accept": false, + "reason": "Perplexity regression is unrelated to tokenizer-version-dependent tokenization differences." + }, + { + "left": "issue:44186", + "right": "issue:45072", + "accept": false, + "reason": "Tokenizer crash on NER/padding is not the same as dtype mismatches in inference." + }, + { + "left": "issue:45632", + "right": "issue:45684", + "accept": false, + "reason": "Both involve save/load behavior, but one is cache-path collision and the other is read-only permission propagation." + }, + { + "left": "issue:43577", + "right": "issue:43708", + "accept": false, + "reason": "Blip2 dtype preservation and Trainer resume/max_steps calculation are unrelated." + }, + { + "left": "issue:44387", + "right": "issue:45704", + "accept": false, + "reason": "Int4 CUDA memory/OOM regression is not the same as T5 using apex.FusedRMSNorm and leaking memory." + }, + { + "left": "issue:44423", + "right": "issue:45406", + "accept": false, + "reason": "Continuous-batching multimodal crash is unrelated to Gemma4Processor missing _tokenizer." + }, + { + "left": "issue:43873", + "right": "issue:44756", + "accept": false, + "reason": "Both mention offloading/memory, but one is quantization offload behavior and the other is mmap on Strix Halo; not the same concrete bug." + }, + { + "left": "issue:44877", + "right": "issue:44991", + "accept": false, + "reason": "Strict config rejection and tokenizer loading failure are different loading paths with different causes." + }, + { + "left": "issue:36331", + "right": "issue:42617", + "accept": false, + "reason": "Trainer.compute_loss API break and 3d_parallel.py execution failure are unrelated." + }, + { + "left": "issue:43550", + "right": "issue:43720", + "accept": false, + "reason": "torch.compile + SDPA failure in Bamba is a different code path from packed-weight unpacking in BitNet." + }, + { + "left": "issue:36331", + "right": "issue:42915", + "accept": false, + "reason": "Different trainer/API issues: unexpected compute_loss argument vs. Qwen3Moe FP8 config failure." + }, + { + "left": "issue:43450", + "right": "issue:45701", + "accept": false, + "reason": "Video processor batch shape bug is not a tokenizer-version regression." + }, + { + "left": "issue:44610", + "right": "issue:44898", + "accept": false, + "reason": "Both concern image sizes, but one is processor output size mismatch and the other is non-default-resolution classification failure; not clearly the same bug." + }, + { + "left": "issue:44186", + "right": "issue:44610", + "accept": false, + "reason": "Tokenizer crash and processor image-size mismatch are different subsystems and symptoms." + }, + { + "left": "issue:44479", + "right": "issue:44918", + "accept": false, + "reason": "Video-input regression for Qwen VL models is unrelated to SFT trainer unpacking of embeddings." + }, + { + "left": "issue:43550", + "right": "issue:43606", + "accept": false, + "reason": "Different issues: torch.compile/SDPA in Bamba vs CPU offload device mismatch in Bark CI." + }, + { + "left": "issue:41720", + "right": "issue:42617", + "accept": false, + "reason": "Qwen3 device-map CUDA assert and 3d_parallel.py launch failure are not the same underlying bug." + }, + { + "left": "issue:43316", + "right": "issue:44913", + "accept": false, + "reason": "API discrepancy in Gemma3TextConfig is unrelated to GPTNeoX rotary_pct reload behavior." + }, + { + "left": "issue:42915", + "right": "issue:43317", + "accept": false, + "reason": "Qwen3Moe FineGrainedFP8Config failure and dequantized-model offload failure are different loading/quantization bugs." + }, + { + "left": "issue:43295", + "right": "issue:45701", + "accept": false, + "reason": "Processor.tokenizer regression and tokenization-version changes are not the same concrete issue." + }, + { + "left": "issue:41720", + "right": "issue:45161", + "accept": false, + "reason": "Qwen3 device-map crash and GPT-OSS MoE tensor-parallel issue are distinct model/runtime problems." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 17, + "review_unit_index": 13, + "review_unit_count": 48, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-407", + "nodes": [ + "issue:29159", + "issue:30064", + "issue:33357", + "issue:34567", + "issue:34634", + "issue:35707", + "issue:36010", + "issue:36032", + "issue:41720", + "issue:42490", + "issue:42617", + "issue:42915", + "issue:43322", + "issue:43329", + "issue:43388", + "issue:43421", + "issue:43526", + "issue:43531", + "issue:43540", + "issue:43550", + "issue:43572", + "issue:43606", + "issue:43653", + "issue:43720", + "issue:43746", + "issue:43782", + "issue:43873", + "issue:43881", + "issue:43927", + "issue:44186", + "issue:44361", + "issue:44492", + "issue:44509", + "issue:44514", + "issue:44545", + "issue:44625", + "issue:44671", + "issue:44743", + "issue:45059", + "issue:45081", + "issue:45406", + "issue:45464", + "issue:45479", + "issue:45701", + "issue:45704", + "issue:45759", + "issue:45812" + ], + "soft_pairs": [ + "issue:44671|issue:44743", + "issue:45081|issue:45812", + "issue:43526|issue:43881", + "issue:43531|issue:43572", + "issue:43540|issue:43782", + "issue:36010|issue:42617", + "issue:43421|issue:45812", + "issue:44186|issue:44361", + "issue:42915|issue:43322", + "issue:43388|issue:45059", + "issue:45406|issue:45464", + "issue:29159|issue:36032", + "issue:33357|issue:35707", + "issue:43606|issue:43720", + "issue:30064|issue:34634", + "issue:43550|issue:43653", + "issue:43421|issue:45701", + "issue:44492|issue:44509", + "issue:41720|issue:43746", + "issue:43873|issue:45704", + "issue:44514|issue:44545", + "issue:43606|issue:43653", + "issue:43531|issue:45759", + "issue:42490|issue:43329", + "issue:34634|issue:41720", + "issue:34567|issue:35707", + "issue:44625|issue:45479", + "issue:43421|issue:43927" + ], + "prepared_review_unit_hash": "5d0507c6194596184713a6f85a6178b50005be62e662119c0b95152fa0c3a234", + "component_budget": { + "node_count": 407, + "item_count": 407, + "soft_pair_count": 1521, + "serialized_chars": 784896, + "estimated_input_tokens": 196224, + "estimated_eval_tokens": 392704 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 28, + "serialized_chars": 35694, + "estimated_input_tokens": 8924, + "estimated_eval_tokens": 18104 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The set is mostly a grab bag of unrelated transformer bugs across tokenization, multimodal processors, config loading, and model-specific runtime failures. Only one soft pair is a clear duplicate: the two Qwen2_5_VLProcessor.apply_chat_template crash reports.", + "confidence": 0.98, + "canonical_issue_reason": "issue:44514 is the clearest canonical issue because it is the earlier, more detailed report of the same Qwen2_5_VLProcessor.apply_chat_template batched-input crash as issue:44545.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:44514 best represents the duplicate pair: same title, same failure mode, and it has the fuller bug description.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44671", + "right": "issue:44743", + "accept": false, + "reason": "Different subsystems and bugs: CamemBERT masked-LM regression vs Qwen3.5 recurrent-state cache behavior." + }, + { + "left": "issue:45081", + "right": "issue:45812", + "accept": false, + "reason": "Both are tokenizer-related, but one is a Mistral regex patch crash and the other is a Granite token-id regression; different code paths." + }, + { + "left": "issue:43526", + "right": "issue:43881", + "accept": false, + "reason": "Unrelated issues: BeitImageProcessorFast label reduction vs glm-4v-9b model loading failure." + }, + { + "left": "issue:43531", + "right": "issue:43572", + "accept": false, + "reason": "Different models and failures: Qwen3-MoE sliding_window behavior vs StableLmConfig pad_token_idx missing after v5 update." + }, + { + "left": "issue:43540", + "right": "issue:43782", + "accept": false, + "reason": "Both involve Qwen3 multimodal models, but one is video-input processing and the other is a from_pretrained weight_only loading error." + }, + { + "left": "issue:36010", + "right": "issue:42617", + "accept": false, + "reason": "Completely different problems: GenerationMixin import failure vs inability to run 3d_parallel.py." + }, + { + "left": "issue:43421", + "right": "issue:45812", + "accept": false, + "reason": "Both touch tokenization, but one is about runtime special-token post-processing updates and the other is a Granite token-id regression." + }, + { + "left": "issue:44186", + "right": "issue:44361", + "accept": false, + "reason": "Different tokenizer implementations and failure modes: LayoutLMv2Tokenizer padding/NER crash vs MLukeTokenizer task AttributeError." + }, + { + "left": "issue:42915", + "right": "issue:43322", + "accept": false, + "reason": "Unrelated model/runtime failures: Qwen3MoE FineGrainedFP8Config vs Llava Next segmentation fault on load." + }, + { + "left": "issue:43388", + "right": "issue:45059", + "accept": false, + "reason": "Different training/eval and multimodal input issues; no shared concrete bug path." + }, + { + "left": "issue:45406", + "right": "issue:45464", + "accept": false, + "reason": "Different serving/runtime failures: Gemma4Processor missing _tokenizer vs Qwen3.5 streaming inference crash." + }, + { + "left": "issue:29159", + "right": "issue:36032", + "accept": false, + "reason": "Both are tokenizer issues, but one is a general slow/fast inconsistency and the other is a specific T5 load-time add_special_tokens conflict." + }, + { + "left": "issue:33357", + "right": "issue:35707", + "accept": false, + "reason": "Completely different: MacOS bus error loading CLIP vs progressive generation with inputs_embeds/past_key_values." + }, + { + "left": "issue:43606", + "right": "issue:43720", + "accept": false, + "reason": "Both are accelerate/loading related, but one is CPU offload device mismatch and the other is packed-weight unpacking for BitNet." + }, + { + "left": "issue:30064", + "right": "issue:34634", + "accept": false, + "reason": "Different image-processing/processor bugs: void segmentation maps vs BarkProcessor voice_preset handling." + }, + { + "left": "issue:43550", + "right": "issue:43653", + "accept": false, + "reason": "Unrelated issues: torch.compile+SDPA failure in Bamba-9B-v2 vs BigBirdTokenizer special-token registration/decode output." + }, + { + "left": "issue:43421", + "right": "issue:45701", + "accept": false, + "reason": "Related only at a high level to tokenization changes; the concrete bugs differ (runtime post-processor sync vs version-dependent tokenization changes)." + }, + { + "left": "issue:44492", + "right": "issue:44509", + "accept": false, + "reason": "Completely different: cache-strategy typo vs stale documentation for removed pipeline tasks." + }, + { + "left": "issue:41720", + "right": "issue:43746", + "accept": false, + "reason": "Different model loading/runtime bugs: Qwen3 auto device mapping cudaErrorAssert vs GraniteSpeech PEFT checkpoint loading." + }, + { + "left": "issue:43873", + "right": "issue:45704", + "accept": false, + "reason": "Different root causes and code paths: quantization/offloading behavior vs T5 silently using apex.FusedRMSNorm memory leak." + }, + { + "left": "issue:44514", + "right": "issue:44545", + "accept": true, + "reason": "Same exact crash report: Qwen2_5_VLProcessor.apply_chat_template fails on batched input when padding=False." + }, + { + "left": "issue:43606", + "right": "issue:43653", + "accept": false, + "reason": "Different issues in different areas: Bark CPU offload mismatch vs BigBirdTokenizer mask-token registration." + }, + { + "left": "issue:43531", + "right": "issue:45759", + "accept": false, + "reason": "Different Qwen3.5-related bugs: sliding_window behavior in Qwen3-MoE vs from_config not unwrapping text_config for composite multimodal configs." + }, + { + "left": "issue:42490", + "right": "issue:43329", + "accept": false, + "reason": "Unrelated: import warning for local path with trailing slash vs multimodal token counting video-branch undefined variables." + }, + { + "left": "issue:34634", + "right": "issue:41720", + "accept": false, + "reason": "Completely different model families and failures: BarkProcessor voice_preset vs Qwen3 auto device mapping cudaErrorAssert." + }, + { + "left": "issue:34567", + "right": "issue:35707", + "accept": false, + "reason": "Unrelated: TrainerState token counter not updating vs progressive generation with inputs_embeds/past_key_values." + }, + { + "left": "issue:44625", + "right": "issue:45479", + "accept": false, + "reason": "Both concern classification configs, but one is num_labels propagation in Qwen3.5 and the other is zero-loss behavior for single-label classification with num_labels=1." + }, + { + "left": "issue:43421", + "right": "issue:43927", + "accept": false, + "reason": "Different config/tokenizer bugs: TokenizersBackend post-processor sync vs DiaConfig custom token IDs lost on save/load." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The assessment is grounded in the packet and stays conservative on the soft edges. The single accepted pair, issue:44514/issue:44545, is clearly the same Qwen2_5_VLProcessor.apply_chat_template batched-input crash by title and metadata, and the other pairs are reasonably rejected as different bugs." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 17, + "review_unit_index": 14, + "review_unit_count": 48, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-407", + "nodes": [ + "issue:39692", + "issue:40444", + "issue:41720", + "issue:42886", + "issue:43381", + "issue:43421", + "issue:43525", + "issue:43531", + "issue:43596", + "issue:43653", + "issue:43720", + "issue:43746", + "issue:43782", + "issue:43819", + "issue:43844", + "issue:43873", + "issue:43994", + "issue:44062", + "issue:44077", + "issue:44186", + "issue:44220", + "issue:44368", + "issue:44451", + "issue:44589", + "issue:44610", + "issue:44625", + "issue:44661", + "issue:44671", + "issue:44843", + "issue:44898", + "issue:44918", + "issue:44936", + "issue:44987", + "issue:44991", + "issue:45042", + "issue:45072", + "issue:45081", + "issue:45356", + "issue:45357", + "issue:45381", + "issue:45588", + "issue:45663", + "issue:45704", + "issue:45759", + "issue:45859", + "issue:45907", + "issue:45923", + "issue:46050" + ], + "soft_pairs": [ + "issue:44368|issue:45357", + "issue:44451|issue:44991", + "issue:43782|issue:45381", + "issue:44898|issue:45072", + "issue:44987|issue:45042", + "issue:44077|issue:44625", + "issue:43531|issue:44589", + "issue:45759|issue:45859", + "issue:44062|issue:44451", + "issue:39692|issue:44610", + "issue:44918|issue:44936", + "issue:45704|issue:45923", + "issue:45588|issue:45759", + "issue:45663|issue:45923", + "issue:42886|issue:44843", + "issue:43421|issue:43653", + "issue:43746|issue:46050", + "issue:43381|issue:43844", + "issue:43421|issue:44186", + "issue:43994|issue:44671", + "issue:43525|issue:43531", + "issue:45704|issue:45859", + "issue:45081|issue:45356", + "issue:41720|issue:45704", + "issue:43596|issue:44220", + "issue:45356|issue:45907", + "issue:39692|issue:43873", + "issue:43746|issue:43873", + "issue:40444|issue:43746", + "issue:44220|issue:44661", + "issue:43720|issue:43819" + ], + "prepared_review_unit_hash": "53b1cf6a8cd10a060e6f8d582b7aca622096b2d86af5ed265258188ad11bea1b", + "component_budget": { + "node_count": 407, + "item_count": 407, + "soft_pair_count": 1521, + "serialized_chars": 784896, + "estimated_input_tokens": 196224, + "estimated_eval_tokens": 392704 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 31, + "serialized_chars": 37366, + "estimated_input_tokens": 9342, + "estimated_eval_tokens": 18940 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly heterogeneous; the only clear duplicate-like edge is the tokenizer offline-loading regression. Most other pairs share a broad subsystem or model family but not the same concrete bug.", + "confidence": 0.84, + "canonical_issue_reason": "issue:44843 is the most specific root-cause report in the only plausible duplicate subcluster: an offline tokenizer-loading failure caused by an unconditional hub call in _patch_mistral_regex.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:44843 is the best representative issue because it names the concrete failing code path and can plausibly subsume the broader HF_HUB_OFFLINE cache-loading symptom.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44368", + "right": "issue:45357", + "accept": false, + "reason": "Different bugs: a tie_word_embeddings warning during Qwen3.5 LoRA fine-tuning vs incorrect visual encoder keys on save_pretrained." + }, + { + "left": "issue:44451", + "right": "issue:44991", + "accept": false, + "reason": "Both are model-loading regressions, but they concern different models and different failure modes (ScandiBERT load failure vs tokenizer load failure for est-roberta)." + }, + { + "left": "issue:43782", + "right": "issue:45381", + "accept": false, + "reason": "Different concrete problems: Qwen3VL weight_only loading error vs Qwen2.5-VL video vision_position_ids mismatch." + }, + { + "left": "issue:44898", + "right": "issue:45072", + "accept": false, + "reason": "Unrelated model paths and symptoms: Perceiver resize/interpolation failure vs dtype mismatch in SwitchTransformers/TimmWrapperModel." + }, + { + "left": "issue:44987", + "right": "issue:45042", + "accept": false, + "reason": "Not the same bug: one is loading a specific model repo, the other is an image-processor dependency regression around torchvision." + }, + { + "left": "issue:44077", + "right": "issue:44625", + "accept": false, + "reason": "Different issues entirely: PatchTSMixer post_init policy vs Qwen3.5 num_labels propagation." + }, + { + "left": "issue:43531", + "right": "issue:44589", + "accept": false, + "reason": "Different failure modes: sliding_window handling in Qwen3-MoE vs a Float8 storage lookup error." + }, + { + "left": "issue:45759", + "right": "issue:45859", + "accept": false, + "reason": "Both involve Qwen3.x, but one is config unwrapping for multimodal models and the other is CPU offload compatibility in rotary embeddings." + }, + { + "left": "issue:44062", + "right": "issue:44451", + "accept": false, + "reason": "Tokenizer construction bug vs a model load failure; no shared underlying code path is evident." + }, + { + "left": "issue:39692", + "right": "issue:44610", + "accept": false, + "reason": "Both are processor/model mismatches in vision workflows, but they describe different models, different input sizing, and different symptoms." + }, + { + "left": "issue:44918", + "right": "issue:44936", + "accept": false, + "reason": "Different trainer behaviors: embedding unpacking with TRL SFT vs evaluate() failing after train()." + }, + { + "left": "issue:45704", + "right": "issue:45923", + "accept": false, + "reason": "Memory-leak RMSNorm selection in T5 vs a missing supports_gradient_checkpointing flag; unrelated bugs." + }, + { + "left": "issue:45588", + "right": "issue:45759", + "accept": false, + "reason": "Different code paths: flash_attention sink-less handling vs from_config text_config unwrapping." + }, + { + "left": "issue:45663", + "right": "issue:45923", + "accept": false, + "reason": "Different bugs: Gemma-4 FSDP2 shared_kv_states rebuild vs missing gradient-checkpointing support flag." + }, + { + "left": "issue:42886", + "right": "issue:44843", + "accept": true, + "reason": "Same offline tokenizer-loading regression: both point to HF_HUB_OFFLINE failures in tokenizer from_pretrained/cache resolution, with 44843 giving the concrete root cause." + }, + { + "left": "issue:43421", + "right": "issue:43653", + "accept": false, + "reason": "Related token/special-token area, but not the same bug: runtime post-processor updates vs BigBirdTokenizer mask token registration." + }, + { + "left": "issue:43746", + "right": "issue:46050", + "accept": false, + "reason": "Different loading/serialization problems: PEFT local checkpoint loading vs sinq quantized model save/load breakage." + }, + { + "left": "issue:43381", + "right": "issue:43844", + "accept": false, + "reason": "Completely different training/eval and DeepSpeed issues; no shared underlying defect." + }, + { + "left": "issue:43421", + "right": "issue:44186", + "accept": false, + "reason": "Both touch tokenizers, but one is special-token post-processing and the other is LayoutLMv2 NER padding/truncation crashes." + }, + { + "left": "issue:43994", + "right": "issue:44671", + "accept": false, + "reason": "Different model-specific correctness bugs: SigLIP2 inference mismatch vs CamemBERT masked-LM regression." + }, + { + "left": "issue:43525", + "right": "issue:43531", + "accept": false, + "reason": "Unrelated config attribute error vs Qwen3-MoE sliding_window behavior." + }, + { + "left": "issue:45704", + "right": "issue:45859", + "accept": false, + "reason": "Different subsystems and symptoms: apex RMSNorm leak vs CPU offload incompatibility in Qwen3_5MoeTextRotaryEmbedding." + }, + { + "left": "issue:45081", + "right": "issue:45356", + "accept": false, + "reason": "Both mention fix_mistral_regex, but one is an AttributeError crash on Mistral tokenizers and the other is a Kimi-K2.5 codec/warning regression; not the same concrete failure." + }, + { + "left": "issue:41720", + "right": "issue:45704", + "accept": false, + "reason": "Different issues: Qwen3 auto device mapping assert vs T5/apex RMSNorm leak." + }, + { + "left": "issue:43596", + "right": "issue:44220", + "accept": false, + "reason": "Different model/runtime failures: Deepspeed ZeRO-3 init with BertModel vs _torch_extract_fbank_features()." + }, + { + "left": "issue:45356", + "right": "issue:45907", + "accept": false, + "reason": "Different topics: tokenizer regex/codec regression vs a Hub API forwarding bug for list_repo_files()." + }, + { + "left": "issue:39692", + "right": "issue:43873", + "accept": false, + "reason": "Documentation example/model-processor mismatch vs quantization offloading behavior; not the same bug." + }, + { + "left": "issue:43746", + "right": "issue:43873", + "accept": false, + "reason": "Different quantization/loading issues: PEFT checkpoint loading vs offloading behavior with quantization." + }, + { + "left": "issue:40444", + "right": "issue:43746", + "accept": false, + "reason": "Different multimodal training/loading problems; no concrete overlap beyond broad ML workflow." + }, + { + "left": "issue:44220", + "right": "issue:44661", + "accept": false, + "reason": "Different bugs: audio feature extraction vs add-new-model-like handling in TOKENIZER_MAPPING_NAMES." + }, + { + "left": "issue:43720", + "right": "issue:43819", + "accept": false, + "reason": "Different quantization/autoload problems: packed BitNet weights during accelerate loading vs DAC latent reconstruction mismatch." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet and stays conservative overall. The lone accepted edge, issue:42886 \u2194 issue:44843, is well supported by the titles as the same HF_HUB_OFFLINE tokenizer-loading regression, and the rest of the soft-edge rejections do not overclaim equivalence based on the available evidence." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 17, + "review_unit_index": 15, + "review_unit_count": 48, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-407", + "nodes": [ + "issue:30064", + "issue:36010", + "issue:36331", + "issue:43295", + "issue:43322", + "issue:43335", + "issue:43388", + "issue:43421", + "issue:43531", + "issue:43540", + "issue:43550", + "issue:43577", + "issue:43618", + "issue:43643", + "issue:43653", + "issue:43697", + "issue:43716", + "issue:43720", + "issue:43756", + "issue:43782", + "issue:43818", + "issue:43819", + "issue:43825", + "issue:43950", + "issue:43994", + "issue:44008", + "issue:44062", + "issue:44186", + "issue:44448", + "issue:44488", + "issue:44561", + "issue:44671", + "issue:44811", + "issue:44843", + "issue:44877", + "issue:44898", + "issue:44977", + "issue:45020", + "issue:45072", + "issue:45081", + "issue:45183", + "issue:45381", + "issue:45479", + "issue:45685", + "issue:45834", + "issue:45987", + "issue:46032" + ], + "soft_pairs": [ + "issue:43540|issue:44008", + "issue:30064|issue:36010", + "issue:43618|issue:43697", + "issue:43653|issue:43720", + "issue:43388|issue:46032", + "issue:45183|issue:45479", + "issue:43335|issue:43756", + "issue:43716|issue:44008", + "issue:43295|issue:45834", + "issue:43550|issue:45072", + "issue:43550|issue:43819", + "issue:44062|issue:44488", + "issue:43322|issue:45685", + "issue:43950|issue:45987", + "issue:44186|issue:44898", + "issue:44843|issue:45081", + "issue:43653|issue:43819", + "issue:43643|issue:44877", + "issue:43540|issue:45381", + "issue:43531|issue:43643", + "issue:43577|issue:43818", + "issue:43782|issue:44977", + "issue:43421|issue:44811", + "issue:44448|issue:44671", + "issue:44561|issue:45020", + "issue:30064|issue:36331", + "issue:43825|issue:43994" + ], + "prepared_review_unit_hash": "f68b907432ce7de20b8337a70239cce2c4d588c08074621a0fd66324588164d7", + "component_budget": { + "node_count": 407, + "item_count": 407, + "soft_pair_count": 1521, + "serialized_chars": 784896, + "estimated_input_tokens": 196224, + "estimated_eval_tokens": 392704 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 27, + "serialized_chars": 35738, + "estimated_input_tokens": 8935, + "estimated_eval_tokens": 18126 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This set is not a duplicate cluster; it\u2019s a loose similarity set spanning unrelated Transformer bugs across models, tokenizers, caching, configs, and training. I reject all soft-edge links as same-underlying-bug matches.", + "confidence": 0.94, + "canonical_issue_reason": "No single canonical issue fits the whole set because the items cover many unrelated regressions. If an umbrella representative is needed, issue:45020 is the broadest only for the remote_code-regression subset, not for the cluster overall.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45020 is the closest thing to a representative issue because it describes a broad remote_code regression family rather than a single model-specific failure.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43540", + "right": "issue:44008", + "accept": false, + "reason": "Different model families and failure modes: Qwen3OmniMoe video parsing vs Gemma3n audio mask attribute collision." + }, + { + "left": "issue:30064", + "right": "issue:36010", + "accept": false, + "reason": "Unrelated areas: image processor segmentation-map handling vs GenerationMixin import failure." + }, + { + "left": "issue:43618", + "right": "issue:43697", + "accept": false, + "reason": "Different bugs in different models: CLIPOutput attentions omission vs RTDetrV2 output divergence." + }, + { + "left": "issue:43653", + "right": "issue:43720", + "accept": false, + "reason": "Tokenizer special-token decoding bug vs BitNet packed-weight loading bug; no shared code path." + }, + { + "left": "issue:43388", + "right": "issue:46032", + "accept": false, + "reason": "Metrics gathering tuple-label trimming vs Mamba2 cache correctness; different subsystems." + }, + { + "left": "issue:45183", + "right": "issue:45479", + "accept": false, + "reason": "Input validation error vs degenerate zero-loss classification behavior; not the same bug." + }, + { + "left": "issue:43335", + "right": "issue:43756", + "accept": false, + "reason": "Different architecture-specific config mistakes: sparse-layer creation vs RoPE layer dropping." + }, + { + "left": "issue:43716", + "right": "issue:44008", + "accept": false, + "reason": "Separate model-specific dtype/casting issue vs variable-name collision in Gemma3n forward." + }, + { + "left": "issue:43295", + "right": "issue:45834", + "accept": false, + "reason": "Processor/tokenizer regression with images is unrelated to Kosmos2.5 long-OCR index overflow." + }, + { + "left": "issue:43550", + "right": "issue:45072", + "accept": false, + "reason": "torch.compile+SDPA failure in Bamba is unrelated to bfloat16 dtype mismatches in SwitchTransformers/TimmWrapperModel." + }, + { + "left": "issue:43550", + "right": "issue:43819", + "accept": false, + "reason": "Bamba compile/SDPA bug and DAC STE mismatch are different code paths and symptoms." + }, + { + "left": "issue:44062", + "right": "issue:44488", + "accept": false, + "reason": "Both involve tokenizers, but one is AddedToken argument handling and the other is model loading failure for sleng-bert." + }, + { + "left": "issue:43322", + "right": "issue:45685", + "accept": false, + "reason": "Segfault on Llava Next load and MPS Int histogram error are unrelated." + }, + { + "left": "issue:43950", + "right": "issue:45987", + "accept": false, + "reason": "from_pretrained non-persistent buffer corruption and StaticCache seq-length return type are different APIs." + }, + { + "left": "issue:44186", + "right": "issue:44898", + "accept": false, + "reason": "Tokenizer padding/NER crash is not the same underlying issue as Perceiver image-classification resolution handling." + }, + { + "left": "issue:44843", + "right": "issue:45081", + "accept": false, + "reason": "Same helper function, but different concrete failures: offline model_info call vs missing backend_tokenizer attribute." + }, + { + "left": "issue:43653", + "right": "issue:43819", + "accept": false, + "reason": "Tokenizer special-token registration bug and DAC.from_latents mismatch are unrelated." + }, + { + "left": "issue:43643", + "right": "issue:44877", + "accept": false, + "reason": "trust_remote_code missing fields and strict granite_speech config loading are different configuration regressions." + }, + { + "left": "issue:43540", + "right": "issue:45381", + "accept": false, + "reason": "Different Qwen multimodal bugs: video input processing error vs wrong vision_position_ids." + }, + { + "left": "issue:43531", + "right": "issue:43643", + "accept": false, + "reason": "Sliding-window behavior in Qwen3-MoE is unrelated to trust_remote_code config-field loss." + }, + { + "left": "issue:43577", + "right": "issue:43818", + "accept": false, + "reason": "BLIP2 dtype propagation and Video-LLaVA temporal-attention/weight-sharing issues do not match." + }, + { + "left": "issue:43782", + "right": "issue:44977", + "accept": false, + "reason": "Both are Qwen-related, but one is a weight_only load error and the other is flash-attention generation behavior." + }, + { + "left": "issue:43421", + "right": "issue:44811", + "accept": false, + "reason": "Runtime special-token post-processor refresh and Whisper skip_special_tokens decoding are different tokenizer behaviors." + }, + { + "left": "issue:44448", + "right": "issue:44671", + "accept": false, + "reason": "Version-regression symptoms only; Pegasus output drift and CamemBERT MLM prediction errors are different bugs." + }, + { + "left": "issue:44561", + "right": "issue:45020", + "accept": false, + "reason": "45020 is a broad remote_code umbrella, while 44561 is a specific is_torch_fx_available removal breakage; not the same concrete issue." + }, + { + "left": "issue:30064", + "right": "issue:36331", + "accept": false, + "reason": "Void segmentation-map processing and CustomTrainer compute_loss signature mismatch are unrelated." + }, + { + "left": "issue:43825", + "right": "issue:43994", + "accept": false, + "reason": "Pipeline translation-message regression and SigLIP2 bad outputs are different layers of the stack." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 17, + "review_unit_index": 16, + "review_unit_count": 48, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-407", + "nodes": [ + "issue:28218", + "issue:29159", + "issue:34634", + "issue:36010", + "issue:36331", + "issue:39692", + "issue:41720", + "issue:42175", + "issue:43262", + "issue:43526", + "issue:43577", + "issue:43582", + "issue:43606", + "issue:43644", + "issue:43650", + "issue:43697", + "issue:43720", + "issue:43749", + "issue:43782", + "issue:43819", + "issue:43825", + "issue:43827", + "issue:43906", + "issue:44060", + "issue:44186", + "issue:44291", + "issue:44368", + "issue:44442", + "issue:44479", + "issue:44485", + "issue:44509", + "issue:44554", + "issue:44610", + "issue:44671", + "issue:44805", + "issue:44821", + "issue:44857", + "issue:44936", + "issue:44991", + "issue:45072", + "issue:45081", + "issue:45084", + "issue:45325", + "issue:45406", + "issue:45538", + "issue:45584", + "issue:45701", + "issue:45834" + ], + "soft_pairs": [ + "issue:41720|issue:44991", + "issue:45584|issue:45834", + "issue:39692|issue:45834", + "issue:44821|issue:45084", + "issue:44485|issue:44509", + "issue:43644|issue:43749", + "issue:44186|issue:44442", + "issue:44479|issue:45834", + "issue:43606|issue:45072", + "issue:43577|issue:43582", + "issue:44805|issue:44936", + "issue:43825|issue:43827", + "issue:44671|issue:45701", + "issue:34634|issue:36010", + "issue:28218|issue:29159", + "issue:44610|issue:45072", + "issue:43782|issue:45325", + "issue:42175|issue:45081", + "issue:43720|issue:45072", + "issue:43749|issue:44291", + "issue:45081|issue:45406", + "issue:43650|issue:43906", + "issue:44060|issue:44368", + "issue:43582|issue:44857", + "issue:43262|issue:43819", + "issue:43526|issue:43697", + "issue:43526|issue:44554", + "issue:34634|issue:36331", + "issue:45084|issue:45538" + ], + "prepared_review_unit_hash": "bfbc17b2cb8d41c6b262186264b3a51abb6509ca1c9541040c2f3ca5a1a1dc90", + "component_budget": { + "node_count": 407, + "item_count": 407, + "soft_pair_count": 1521, + "serialized_chars": 784896, + "estimated_input_tokens": 196224, + "estimated_eval_tokens": 392704 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 29, + "serialized_chars": 36553, + "estimated_input_tokens": 9139, + "estimated_eval_tokens": 18534 + }, + "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 issues spanning tokenizers, processors, model loading, training, and docs. None of the proposed soft edges look like true duplicates of the same underlying bug/change, so the cluster does not have a strong single canonical duplicate.", + "confidence": 0.96, + "canonical_issue_reason": "If a representative issue is needed, issue 45701 is the broadest open report here and the closest to the shared tokenizer-regression theme, but the cluster overall is not a true duplicate set.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 45701 is the best single anchor only because it is broad, open, and user-facing; however, it still does not represent the many unrelated problems in this cluster.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:41720", + "right": "issue:44991", + "accept": false, + "reason": "Different bugs: CUDA assert during Qwen3 auto-device-mapping vs tokenizer loading failure for EMBEDDIA/est-roberta." + }, + { + "left": "issue:45584", + "right": "issue:45834", + "accept": false, + "reason": "Whisper empty-transcription failure after align_special_tokens is unrelated to Kosmos2.5 OCR long-input index errors." + }, + { + "left": "issue:39692", + "right": "issue:45834", + "accept": false, + "reason": "SigLIP2 doc-example errors are a docs/example problem, not the same as Kosmos2.5 OCR index handling." + }, + { + "left": "issue:44821", + "right": "issue:45084", + "accept": false, + "reason": "AutoImageProcessor URL loading and template-compilation errors are different code paths and failure modes." + }, + { + "left": "issue:44485", + "right": "issue:44509", + "accept": false, + "reason": "GLM-5 RoPE implementation discussion is not the same as docs still referencing removed pipeline tasks." + }, + { + "left": "issue:43644", + "right": "issue:43749", + "accept": false, + "reason": "Non-persistent buffer junk in v5 is unrelated to FSDP CPU RAM efficient loading." + }, + { + "left": "issue:44186", + "right": "issue:44442", + "accept": false, + "reason": "Tokenizer crashes on NER/padding are unrelated to AutoTokenizer failing to load a specific tokenizer class." + }, + { + "left": "issue:44479", + "right": "issue:45834", + "accept": false, + "reason": "Video-input regression in VL models is not the same as Kosmos2.5 OCR long-input index errors." + }, + { + "left": "issue:43606", + "right": "issue:45072", + "accept": false, + "reason": "Bark CPU offload device mismatch and dtype mismatches in other models are different bugs." + }, + { + "left": "issue:43577", + "right": "issue:43582", + "accept": false, + "reason": "BLIP2 dtype preservation and Apple Silicon warmup TypeError affect different subsystems." + }, + { + "left": "issue:44805", + "right": "issue:44936", + "accept": false, + "reason": "Mask/index shape mismatch is a different concrete failure from trainer.evaluate() breaking after train()." + }, + { + "left": "issue:43825", + "right": "issue:43827", + "accept": false, + "reason": "They are related to v5 pipeline removals, but one is an error-message bug and the other is stale docs; not the same change." + }, + { + "left": "issue:44671", + "right": "issue:45701", + "accept": false, + "reason": "CamemBERT MLM prediction regression is not the same as a generic version-induced tokenization change report." + }, + { + "left": "issue:34634", + "right": "issue:36010", + "accept": false, + "reason": "BarkProcessor voice_preset failure and GenerationMixin import error are unrelated." + }, + { + "left": "issue:28218", + "right": "issue:29159", + "accept": false, + "reason": "Added-token spacing and broad slow/fast tokenizer inconsistency may overlap conceptually, but they are not clearly the same bug." + }, + { + "left": "issue:44610", + "right": "issue:45072", + "accept": false, + "reason": "OmDet-Turbo processor size mismatch is unrelated to dtype mismatches in SwitchTransformers/TimmWrapperModel." + }, + { + "left": "issue:43782", + "right": "issue:45325", + "accept": false, + "reason": "Qwen3VL weight_only loading failure and Qwen2.5-VL RoPE position scaling are different issues." + }, + { + "left": "issue:42175", + "right": "issue:45081", + "accept": false, + "reason": "Missing TensorFlow in a pip extra and a Mistral tokenizer regex crash are unrelated." + }, + { + "left": "issue:43720", + "right": "issue:45072", + "accept": false, + "reason": "Packed-weight unpacking during accelerate loading is not the same as dtype mismatch inference bugs." + }, + { + "left": "issue:43749", + "right": "issue:44291", + "accept": false, + "reason": "FSDP CPU RAM efficient loading and init_empty_weights argument handling are different loading paths." + }, + { + "left": "issue:45081", + "right": "issue:45406", + "accept": false, + "reason": "Mistral regex patch backend-tokenizer error and Gemma4Processor missing _tokenizer are distinct attribute errors in different components." + }, + { + "left": "issue:43650", + "right": "issue:43906", + "accept": false, + "reason": "A placeholder issue title is not evidence of the same bug as an isolated reproduction of another issue." + }, + { + "left": "issue:44060", + "right": "issue:44368", + "accept": false, + "reason": "Incorrect tied-weights handling in Qwen3-Next is not the same as a warning about tie_word_embeddings during LoRA fine-tuning." + }, + { + "left": "issue:43582", + "right": "issue:44857", + "accept": false, + "reason": "Apple Silicon allocator warmup TypeError and LwDetrImageLoss AMP crashes are unrelated." + }, + { + "left": "issue:43262", + "right": "issue:43819", + "accept": false, + "reason": "Audio chat-template sampling-rate defaults and DAC forward/from_latents mismatch are different bugs." + }, + { + "left": "issue:43526", + "right": "issue:43697", + "accept": false, + "reason": "BeitImageProcessorFast label reduction is unrelated to RTDetrV2 output differences in v5." + }, + { + "left": "issue:43526", + "right": "issue:44554", + "accept": false, + "reason": "BeitImageProcessorFast label handling and an MPS attention correctness issue do not share the same code path." + }, + { + "left": "issue:34634", + "right": "issue:36331", + "accept": false, + "reason": "BarkProcessor voice_preset failure is unrelated to CustomTrainer.compute_loss signature breakage." + }, + { + "left": "issue:45084", + "right": "issue:45538", + "accept": false, + "reason": "Template-node compilation errors have nothing to do with CLIPTokenizer model_max_length." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 17, + "review_unit_index": 17, + "review_unit_count": 48, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-407", + "nodes": [ + "issue:34567", + "issue:36010", + "issue:36331", + "issue:38175", + "issue:39692", + "issue:40990", + "issue:42490", + "issue:43257", + "issue:43262", + "issue:43329", + "issue:43450", + "issue:43452", + "issue:43454", + "issue:43531", + "issue:43550", + "issue:43577", + "issue:43638", + "issue:43643", + "issue:43645", + "issue:43653", + "issue:43696", + "issue:43720", + "issue:43742", + "issue:43746", + "issue:43749", + "issue:43819", + "issue:43854", + "issue:43927", + "issue:43931", + "issue:44479", + "issue:44568", + "issue:44589", + "issue:44610", + "issue:44756", + "issue:44811", + "issue:44912", + "issue:44936", + "issue:44977", + "issue:44991", + "issue:45020", + "issue:45042", + "issue:45356", + "issue:45459", + "issue:45488", + "issue:45600", + "issue:45759", + "issue:45803" + ], + "soft_pairs": [ + "issue:43742|issue:45020", + "issue:43329|issue:45600", + "issue:43653|issue:44912", + "issue:45459|issue:45803", + "issue:43638|issue:44936", + "issue:43452|issue:44991", + "issue:43746|issue:44811", + "issue:44589|issue:45042", + "issue:38175|issue:44610", + "issue:43819|issue:43927", + "issue:43854|issue:44977", + "issue:39692|issue:44912", + "issue:36010|issue:43645", + "issue:43257|issue:43329", + "issue:43550|issue:44912", + "issue:43720|issue:44610", + "issue:43454|issue:43577", + "issue:43257|issue:43696", + "issue:43329|issue:44479", + "issue:43531|issue:45042", + "issue:43262|issue:44811", + "issue:42490|issue:43257", + "issue:36010|issue:36331", + "issue:43749|issue:44756", + "issue:44568|issue:45356", + "issue:43643|issue:45759", + "issue:43329|issue:43450", + "issue:34567|issue:40990", + "issue:44568|issue:45488", + "issue:43257|issue:43931" + ], + "prepared_review_unit_hash": "6ec5175b5743d63f21f05b566a238002800f5fb49d2bdd95b0c3ccec866b6f16", + "component_budget": { + "node_count": 407, + "item_count": 407, + "soft_pair_count": 1521, + "serialized_chars": 784896, + "estimated_input_tokens": 196224, + "estimated_eval_tokens": 392704 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 30, + "serialized_chars": 36443, + "estimated_input_tokens": 9111, + "estimated_eval_tokens": 18478 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly a set of distinct Transformers regressions across different models and subsystems. None of the soft-linked pairs look like the same concrete bug/change, so I rejected all of them. If one issue must serve as the representative umbrella, issue 45020 is the broadest loading-regression report, but it still is not a duplicate of the others.", + "confidence": 0.82, + "canonical_issue_reason": "Issue 45020 is the broadest, most umbrella-like report in the set: it describes a general recent-version regression affecting remote_code model loading, which is the closest fit for representing the cluster as a whole.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 45020 is the best overall representative because it is broad, well-scoped as a regression report, and closer to the common theme of loading failures than the more model-specific issues.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43742", + "right": "issue:45020", + "accept": false, + "reason": "Both are loading-related, but one is a specific KeyError for MobileLLM-125M while the other is a broad remote_code regression; not the same concrete failure." + }, + { + "left": "issue:43329", + "right": "issue:45600", + "accept": false, + "reason": "One is a multimodal video-token counting bug, the other is a broken auto-mapping entry for removed configs; different code paths and symptoms." + }, + { + "left": "issue:43653", + "right": "issue:44912", + "accept": false, + "reason": "Tokenizer special-token registration and MXFP4 quantization fallback are unrelated bugs." + }, + { + "left": "issue:45459", + "right": "issue:45803", + "accept": false, + "reason": "Both involve unsafe exception handling, but they are in different functions with different failure modes and cannot be treated as the same bug." + }, + { + "left": "issue:43638", + "right": "issue:44936", + "accept": false, + "reason": "A Zero3/non-pretrained-BERT IndexError is distinct from trainer.evaluate() failing after train(); different lifecycle and root cause." + }, + { + "left": "issue:43452", + "right": "issue:44991", + "accept": false, + "reason": "Both concern from_pretrained/tokenizer loading, but one is gguf_file handling across APIs and the other is a specific tokenizer regression for EMBEDDIA/est-roberta." + }, + { + "left": "issue:43746", + "right": "issue:44811", + "accept": false, + "reason": "Local checkpoint loading for PEFT adapters is unrelated to Whisper batch_decode ignoring skip_special_tokens." + }, + { + "left": "issue:44589", + "right": "issue:45042", + "accept": false, + "reason": "A missing Float8 storage type is a tensor/storage issue, not the torchvision dependency regression in image processors." + }, + { + "left": "issue:38175", + "right": "issue:44610", + "accept": false, + "reason": "Both are vision-model mismatches, but they affect different models and different processor/model expectations." + }, + { + "left": "issue:43819", + "right": "issue:43927", + "accept": false, + "reason": "DAC latent reconstruction mismatch and DiaConfig token-ID loss are separate model/config bugs." + }, + { + "left": "issue:43854", + "right": "issue:44977", + "accept": false, + "reason": "Different models and different failures: GLM-4.7-Flash loading in tests vs Qwen3.5 flash-attention generation regression." + }, + { + "left": "issue:39692", + "right": "issue:44912", + "accept": false, + "reason": "A docs-example model/processor mismatch plus quantization failure is not the same as a GPT-oss MXFP4 loading fallback." + }, + { + "left": "issue:36010", + "right": "issue:43645", + "accept": false, + "reason": "GenerationMixin import removal and custom-model initialization in Jupyter are unrelated breakages." + }, + { + "left": "issue:43257", + "right": "issue:43329", + "accept": false, + "reason": "Qwen3 MoE weight conversion/loading with accelerate+deepspeed is unrelated to the multimodal video-token helper bug." + }, + { + "left": "issue:43550", + "right": "issue:45042", + "accept": false, + "reason": "Torch.compile/SDPA on Bamba is unrelated to image-processor torchvision requirements." + }, + { + "left": "issue:43720", + "right": "issue:44610", + "accept": false, + "reason": "Packed-weight unpacking for BitNet under accelerate and OmDet-Turbo processor shape mismatch are different issues." + }, + { + "left": "issue:43454", + "right": "issue:43577", + "accept": false, + "reason": "Garbage text from untied lm_head weights is not the same as dtype propagation remaining float32 for Blip2." + }, + { + "left": "issue:43257", + "right": "issue:43696", + "accept": false, + "reason": "MoE weight conversion/loading and CUDA OOM on GPT-oss-20b are unrelated." + }, + { + "left": "issue:43329", + "right": "issue:44479", + "accept": false, + "reason": "Both mention video-related behavior, but one is a specific undefined-symbol bug in token counting and the other is a broader video-input regression across several Qwen variants; not enough evidence for same underlying fix." + }, + { + "left": "issue:43531", + "right": "issue:45042", + "accept": false, + "reason": "Qwen3-MoE sliding_window behavior and PIL-backend torchvision dependency are unrelated." + }, + { + "left": "issue:43262", + "right": "issue:44811", + "accept": false, + "reason": "Audio chat-template sampling-rate defaults and Whisper batch_decode skip_special_tokens handling affect different APIs and different output stages." + }, + { + "left": "issue:42490", + "right": "issue:43257", + "accept": false, + "reason": "Trailing-slash local path warning is unrelated to Qwen3 MoE weight conversion/loading." + }, + { + "left": "issue:36010", + "right": "issue:36331", + "accept": false, + "reason": "Importing GenerationMixin and compute_loss receiving num_items_in_batch are separate API breakages." + }, + { + "left": "issue:43749", + "right": "issue:44756", + "accept": false, + "reason": "FSDP CPU RAM efficient loading and disabling mmap on Strix Halo are both memory/loading themed, but they are different mechanisms and different fixes." + }, + { + "left": "issue:44568", + "right": "issue:45356", + "accept": false, + "reason": "Two tokenizer regressions, but they affect different tokenizers with different underlying issues (special tokens vs codec/regex handling)." + }, + { + "left": "issue:43643", + "right": "issue:45759", + "accept": false, + "reason": "Missing fields from AutoConfig with trust_remote_code is different from AutoModelForCausalLM not unwrapping text_config in composite multimodal configs." + }, + { + "left": "issue:43329", + "right": "issue:43450", + "accept": false, + "reason": "Both involve video/multimodal processing, but one is token counting and the other is batched processor output shape." + }, + { + "left": "issue:34567", + "right": "issue:40990", + "accept": false, + "reason": "TrainerState num_input_tokens_seen not updating is unrelated to GPT-oss-20b perplexity on WikiText-2." + }, + { + "left": "issue:44568", + "right": "issue:45488", + "accept": false, + "reason": "Different tokenizer failures: missing BOS/EOS insertion versus LlamaTokenizer overriding ByteLevel pre-tokenizer behavior." + }, + { + "left": "issue:43257", + "right": "issue:43931", + "accept": false, + "reason": "Qwen3 MoE loading with accelerate+deepspeed and Qwen3-VL weight-shape mismatch are different model-loading 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": 17, + "review_unit_index": 18, + "review_unit_count": 48, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-407", + "nodes": [ + "issue:24643", + "issue:28282", + "issue:29159", + "issue:33357", + "issue:34567", + "issue:34689", + "issue:38175", + "issue:41720", + "issue:42175", + "issue:42915", + "issue:43257", + "issue:43317", + "issue:43404", + "issue:43452", + "issue:43540", + "issue:43577", + "issue:43582", + "issue:43606", + "issue:43697", + "issue:43742", + "issue:43749", + "issue:43756", + "issue:43824", + "issue:43906", + "issue:43927", + "issue:44062", + "issue:44291", + "issue:44479", + "issue:44488", + "issue:44560", + "issue:44821", + "issue:44849", + "issue:44898", + "issue:44912", + "issue:44938", + "issue:44987", + "issue:44991", + "issue:45042", + "issue:45072", + "issue:45137", + "issue:45357", + "issue:45381", + "issue:45405", + "issue:45538", + "issue:45701", + "issue:45859", + "issue:45907", + "issue:45987" + ], + "soft_pairs": [ + "issue:43606|issue:45859", + "issue:44849|issue:45701", + "issue:43697|issue:45357", + "issue:29159|issue:34567", + "issue:44987|issue:45538", + "issue:44291|issue:45042", + "issue:42915|issue:43742", + "issue:42915|issue:44821", + "issue:43452|issue:43582", + "issue:44479|issue:45381", + "issue:41720|issue:43540", + "issue:33357|issue:34567", + "issue:42915|issue:45538", + "issue:43257|issue:43756", + "issue:43927|issue:44912", + "issue:44987|issue:45907", + "issue:42175|issue:43824", + "issue:43540|issue:44560", + "issue:43540|issue:44479", + "issue:43317|issue:45538", + "issue:44062|issue:44991", + "issue:43577|issue:45072", + "issue:42175|issue:44938", + "issue:38175|issue:44898", + "issue:42175|issue:44488", + "issue:43404|issue:45987", + "issue:45137|issue:45405", + "issue:24643|issue:29159", + "issue:43906|issue:45381", + "issue:43742|issue:44291", + "issue:42915|issue:43749", + "issue:28282|issue:34689" + ], + "prepared_review_unit_hash": "5ab132d929eec97e2490fdbb57868c245dbe7d3d441f7777938ed2590e5a1b2b", + "component_budget": { + "node_count": 407, + "item_count": 407, + "soft_pair_count": 1521, + "serialized_chars": 784896, + "estimated_input_tokens": 196224, + "estimated_eval_tokens": 392704 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 32, + "serialized_chars": 37178, + "estimated_input_tokens": 9295, + "estimated_eval_tokens": 18846 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly unrelated Transformers bug reports that share only broad subsystem similarity. The only convincing duplicate-like pair is the Qwen 5.3.0 video-input regression, where one issue is a broader umbrella for the other.", + "confidence": 0.82, + "canonical_issue_reason": "issue:44479 is the best umbrella candidate: it describes the broad v5.3.0 Qwen video-input regression across multiple model variants and naturally subsumes the narrower qwen2.5-vl report.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:44479 is the strongest representative of the cluster because it is the broadest, most explicit regression report in the only near-duplicate pair.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43606", + "right": "issue:45859", + "accept": false, + "reason": "Both involve CPU offload/device mismatch, but they are different model-specific failures and do not look like the same bug." + }, + { + "left": "issue:44849", + "right": "issue:45701", + "accept": false, + "reason": "Different symptoms and scopes: one is an output_hidden_states bug in Qwen3.5, the other is a tokenizer-version behavior change." + }, + { + "left": "issue:43697", + "right": "issue:45357", + "accept": false, + "reason": "Unrelated problems: RTDetrV2 output divergence vs Qwen3.5 save_pretrained visual-key regression." + }, + { + "left": "issue:29159", + "right": "issue:34567", + "accept": false, + "reason": "Tokenizer slow/fast inconsistency and TrainerState token counting are different code paths and different failures." + }, + { + "left": "issue:44987", + "right": "issue:45538", + "accept": false, + "reason": "A model-loading failure for one repo versus a CLIPTokenizer max-length bug; too broad and not the same underlying issue." + }, + { + "left": "issue:44291", + "right": "issue:45042", + "accept": false, + "reason": "One is an init_empty_weights argument incompatibility, the other is an image-processor torchvision dependency regression." + }, + { + "left": "issue:42915", + "right": "issue:43742", + "accept": false, + "reason": "Different model families and different errors: FP8 config failure vs MobileLLM key error." + }, + { + "left": "issue:42915", + "right": "issue:44821", + "accept": false, + "reason": "Qwen3Moe FP8 loading and AutoImageProcessor-from-URL are unrelated." + }, + { + "left": "issue:43452", + "right": "issue:43582", + "accept": false, + "reason": "Tokenizer/model gguf loading bug versus Apple Silicon allocator warmup TypeError; no shared code-path bug." + }, + { + "left": "issue:44479", + "right": "issue:45381", + "accept": true, + "reason": "Both report the same Qwen 5.3.0 video-input regression; 45381 is a narrower qwen2.5-vl manifestation of the broader issue in 44479." + }, + { + "left": "issue:41720", + "right": "issue:43540", + "accept": false, + "reason": "Different Qwen variants and different failures: auto device-mapping cudaErrorAssert vs video-input ValueError." + }, + { + "left": "issue:33357", + "right": "issue:34567", + "accept": false, + "reason": "MacOS bus error on CLIP model load and TrainerState token tracking are unrelated." + }, + { + "left": "issue:42915", + "right": "issue:45538", + "accept": false, + "reason": "Qwen3Moe FP8 loading failure is not the same as CLIPTokenizer model_max_length behavior." + }, + { + "left": "issue:43257", + "right": "issue:43756", + "accept": false, + "reason": "Qwen3 MOE weight conversion under accelerate/deepspeed is unrelated to Smollm3 RoPE layer dropping." + }, + { + "left": "issue:43927", + "right": "issue:44912", + "accept": false, + "reason": "Config save/load custom token IDs causing IndexError is not the same as MXFP4 quantization fallback." + }, + { + "left": "issue:44987", + "right": "issue:45907", + "accept": false, + "reason": "Different bugs: model loading failure for a repo versus list_repo_files not forwarding revision." + }, + { + "left": "issue:42175", + "right": "issue:43824", + "accept": false, + "reason": "Packaging/backend install issue versus missing Qwen2_5_VL export; not the same defect." + }, + { + "left": "issue:43540", + "right": "issue:44560", + "accept": false, + "reason": "Both are video-input issues, but they affect different Qwen model families and different failure modes." + }, + { + "left": "issue:43540", + "right": "issue:44479", + "accept": false, + "reason": "Same broad video-input area, but different model families and not clearly the same concrete bug." + }, + { + "left": "issue:43317", + "right": "issue:45538", + "accept": false, + "reason": "Device-map/offload loading failure and CLIPTokenizer max-length bug are unrelated." + }, + { + "left": "issue:44062", + "right": "issue:44991", + "accept": false, + "reason": "AddedToken special-argument TypeError and a specific tokenizer-loading failure are not clearly the same underlying issue." + }, + { + "left": "issue:43577", + "right": "issue:45072", + "accept": false, + "reason": "Both mention dtype, but one is Blip2 dtype propagation and the other is inference mismatches in different models." + }, + { + "left": "issue:42175", + "right": "issue:44938", + "accept": false, + "reason": "Backend installation/TensorFlow packaging issue versus Python 3.14 import failure; different problems." + }, + { + "left": "issue:38175", + "right": "issue:44898", + "accept": false, + "reason": "Different vision models and different symptoms: zero probabilities vs non-default-resolution failure." + }, + { + "left": "issue:42175", + "right": "issue:44488", + "accept": false, + "reason": "A backend dependency/install issue is not the same as a specific model load failure." + }, + { + "left": "issue:43404", + "right": "issue:45987", + "accept": false, + "reason": "lm_head weight tying and StaticCache sequence-length contract are unrelated code paths." + }, + { + "left": "issue:45137", + "right": "issue:45405", + "accept": false, + "reason": "DeepSpeed ZeRO3 deque error and an unreleased PEFT version bump are unrelated." + }, + { + "left": "issue:24643", + "right": "issue:29159", + "accept": false, + "reason": "DeepSpeed training weight-shape error and tokenizer slow/fast inconsistency are different bugs." + }, + { + "left": "issue:43906", + "right": "issue:45381", + "accept": false, + "reason": "An isolated reproduction of another issue and a Qwen2.5-vl video regression are not the same artifact." + }, + { + "left": "issue:43742", + "right": "issue:44291", + "accept": false, + "reason": "MobileLLM loading key error and init_empty_weights argument incompatibility are different failure modes." + }, + { + "left": "issue:42915", + "right": "issue:43749", + "accept": false, + "reason": "Qwen3Moe FP8 loading and FSDP_CPU_RAM_EFFICIENT_LOADING are different training/loading issues." + }, + { + "left": "issue:28282", + "right": "issue:34689", + "accept": false, + "reason": "Missing PyTorch environment error and Llama 3.2 Vision model loading regression are unrelated." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet: the only clearly related pair is 44479/45381, and describing 44479 as the broader umbrella is conservative. The other soft-edge rejections stay within the evidence and do not overstate duplicate status." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 17, + "review_unit_index": 19, + "review_unit_count": 48, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-407", + "nodes": [ + "issue:24643", + "issue:28282", + "issue:29127", + "issue:34567", + "issue:36331", + "issue:41762", + "issue:43452", + "issue:43493", + "issue:43526", + "issue:43531", + "issue:43540", + "issue:43582", + "issue:43643", + "issue:43688", + "issue:43697", + "issue:43720", + "issue:43742", + "issue:43749", + "issue:43756", + "issue:43782", + "issue:43994", + "issue:44062", + "issue:44291", + "issue:44484", + "issue:44488", + "issue:44514", + "issue:44589", + "issue:44704", + "issue:44737", + "issue:44792", + "issue:44821", + "issue:44898", + "issue:44936", + "issue:44964", + "issue:45042", + "issue:45081", + "issue:45216", + "issue:45325", + "issue:45357", + "issue:45375", + "issue:45381", + "issue:45405", + "issue:45479", + "issue:45588", + "issue:45600", + "issue:45823", + "issue:45920" + ], + "soft_pairs": [ + "issue:44737|issue:45588", + "issue:43540|issue:45823", + "issue:43582|issue:43782", + "issue:43526|issue:45479", + "issue:43756|issue:45325", + "issue:43493|issue:43994", + "issue:28282|issue:29127", + "issue:34567|issue:36331", + "issue:44062|issue:45081", + "issue:44291|issue:44821", + "issue:45357|issue:45920", + "issue:43643|issue:45375", + "issue:43452|issue:44488", + "issue:44792|issue:44964", + "issue:45042|issue:45081", + "issue:43742|issue:44589", + "issue:43531|issue:44821", + "issue:45405|issue:45600", + "issue:43697|issue:45216", + "issue:44514|issue:45381", + "issue:43720|issue:44898", + "issue:43688|issue:43749", + "issue:41762|issue:44936", + "issue:44484|issue:44704", + "issue:24643|issue:29127" + ], + "prepared_review_unit_hash": "acf176ec2ad1a9317ff2fc2820c28d3f49f690d7985094c12cd8b851051cc768", + "component_budget": { + "node_count": 407, + "item_count": 407, + "soft_pair_count": 1521, + "serialized_chars": 784896, + "estimated_input_tokens": 196224, + "estimated_eval_tokens": 392704 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 25, + "serialized_chars": 34999, + "estimated_input_tokens": 8750, + "estimated_eval_tokens": 17756 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is not a duplicate set: it mixes unrelated bugs across model loading, tokenization, trainers, config serialization, multimodal processors, and backend/device issues. No single issue is a safe canonical anchor.", + "confidence": 0.99, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": "No good cluster representative: the items span many different code paths and model families, so selecting one issue as the cluster lead would be misleading.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44737", + "right": "issue:45588", + "accept": false, + "reason": "XLNet CPU allocation bug vs flash_attention s_aux=None crash; different subsystems and fixes." + }, + { + "left": "issue:43540", + "right": "issue:45823", + "accept": false, + "reason": "Qwen3OmniMoe video-processing ValueError vs Gemma4 device-map forward mismatch; unrelated models/code paths." + }, + { + "left": "issue:43582", + "right": "issue:43782", + "accept": false, + "reason": "Apple Silicon caching_allocator TypeError vs Qwen3VL weight_only load error; not the same bug." + }, + { + "left": "issue:43526", + "right": "issue:45479", + "accept": false, + "reason": "BeitImageProcessorFast label reduction bug vs sequence-classification zero-loss regression; different behavior entirely." + }, + { + "left": "issue:43756", + "right": "issue:45325", + "accept": false, + "reason": "Smollm3 RoPE-layer omission vs Qwen2.5-VL temporal position-id scaling; different models and code paths." + }, + { + "left": "issue:43493", + "right": "issue:43994", + "accept": false, + "reason": "Both are about SigLIP2, but one is JAX/HF parity while the other is bad AutoModel/pipeline outputs; not clearly one concrete fix." + }, + { + "left": "issue:28282", + "right": "issue:29127", + "accept": false, + "reason": "Missing PyTorch import error vs LayoutLMv3 box-info message clarity; unrelated failure modes." + }, + { + "left": "issue:34567", + "right": "issue:36331", + "accept": false, + "reason": "TrainerState token counter not updating vs CustomTrainer.compute_loss signature mismatch; separate trainer issues." + }, + { + "left": "issue:44062", + "right": "issue:45081", + "accept": false, + "reason": "AddedToken special-arg duplication vs Mistral regex/backend_tokenizer attribute error; tokenization-related but distinct bugs." + }, + { + "left": "issue:44291", + "right": "issue:44821", + "accept": false, + "reason": "Unexpected _is_hf_initialized argument during init_empty_weights vs AutoImageProcessor URL loading; unrelated loaders." + }, + { + "left": "issue:45357", + "right": "issue:45920", + "accept": false, + "reason": "Qwen3.5 save_pretrained visual-key regression vs AutoTokenizer wrong token IDs across models; different APIs and code paths." + }, + { + "left": "issue:43643", + "right": "issue:45375", + "accept": false, + "reason": "Generic AutoConfig remote-code field loss vs a specific Qwen3_5MoeVisionConfig strict-field omission; similar theme, but not the same concrete bug." + }, + { + "left": "issue:43452", + "right": "issue:44488", + "accept": false, + "reason": "Generic gguf_file breakage vs one model failing to load; no evidence they share the same underlying defect." + }, + { + "left": "issue:44792", + "right": "issue:44964", + "accept": false, + "reason": "Janus image-generation test failure vs Phi-4 multimodal load failure; both multimodal, but different models and errors." + }, + { + "left": "issue:45042", + "right": "issue:45081", + "accept": false, + "reason": "PIL backend unexpectedly requiring torchvision vs Mistral tokenizer regex crash; unrelated components." + }, + { + "left": "issue:43742", + "right": "issue:44589", + "accept": false, + "reason": "MobileLLM key error vs missing Float8 storage object; both load-time failures but not the same code path." + }, + { + "left": "issue:43531", + "right": "issue:44821", + "accept": false, + "reason": "Qwen3-MoE sliding_window issue vs AutoImageProcessor URL loading; unrelated." + }, + { + "left": "issue:45405", + "right": "issue:45600", + "accept": false, + "reason": "PEFT minimum-version bump problem vs stale auto_mappings references; separate maintenance issues." + }, + { + "left": "issue:43697", + "right": "issue:45216", + "accept": false, + "reason": "RTDetrV2 inference regression vs Qwen3.5 save_pretrained regression; different APIs and fixes." + }, + { + "left": "issue:44514", + "right": "issue:45381", + "accept": false, + "reason": "Qwen2.5-VL processor batching crash vs Qwen2.5-VL video position-id bug; same family, but different failures and code paths." + }, + { + "left": "issue:43720", + "right": "issue:44898", + "accept": false, + "reason": "BitNet packed-weight loading bug vs Perceiver interpolation failure; unrelated models." + }, + { + "left": "issue:43688", + "right": "issue:43749", + "accept": false, + "reason": "Aux-loss normalization bug vs FSDP CPU RAM-efficient loading breakage; different subsystems." + }, + { + "left": "issue:41762", + "right": "issue:44936", + "accept": false, + "reason": "Gemma3 DeepSpeed ZeRO-3 load index error vs trainer.evaluate() after train() failure; unrelated." + }, + { + "left": "issue:44484", + "right": "issue:44704", + "accept": false, + "reason": "save_pretrained shard-size question vs AutoProcessor kwargs forwarding bug; different APIs." + }, + { + "left": "issue:24643", + "right": "issue:29127", + "accept": false, + "reason": "DeepSpeed training weight-dimension RuntimeError vs LayoutLMv3 error-message clarity; not the same issue." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 17, + "review_unit_index": 20, + "review_unit_count": 48, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-407", + "nodes": [ + "issue:28282", + "issue:29159", + "issue:30064", + "issue:32090", + "issue:33357", + "issue:33666", + "issue:35141", + "issue:38175", + "issue:41720", + "issue:43295", + "issue:43452", + "issue:43531", + "issue:43577", + "issue:43643", + "issue:43646", + "issue:43653", + "issue:43688", + "issue:43697", + "issue:43742", + "issue:43749", + "issue:43819", + "issue:43906", + "issue:43927", + "issue:44361", + "issue:44442", + "issue:44464", + "issue:44466", + "issue:44493", + "issue:44514", + "issue:44561", + "issue:44568", + "issue:44625", + "issue:44743", + "issue:44811", + "issue:44843", + "issue:44877", + "issue:44936", + "issue:44991", + "issue:45005", + "issue:45290", + "issue:45356", + "issue:45440", + "issue:45491", + "issue:45701", + "issue:45704", + "issue:45823", + "issue:46002", + "issue:46050" + ], + "soft_pairs": [ + "issue:44625|issue:44877", + "issue:43452|issue:43577", + "issue:43452|issue:44843", + "issue:44514|issue:45290", + "issue:43295|issue:45356", + "issue:44466|issue:45005", + "issue:44493|issue:46050", + "issue:43819|issue:44811", + "issue:44936|issue:45823", + "issue:43653|issue:44361", + "issue:38175|issue:43295", + "issue:30064|issue:33666", + "issue:44361|issue:44442", + "issue:43688|issue:45440", + "issue:43653|issue:44568", + "issue:44464|issue:44743", + "issue:41720|issue:43906", + "issue:45491|issue:46002", + "issue:43577|issue:43697", + "issue:43688|issue:45704", + "issue:28282|issue:32090", + "issue:28282|issue:33357", + "issue:43643|issue:44561", + "issue:44843|issue:44991", + "issue:28282|issue:35141", + "issue:43646|issue:43749", + "issue:43688|issue:45701", + "issue:43653|issue:43927", + "issue:29159|issue:33357", + "issue:43531|issue:43742" + ], + "prepared_review_unit_hash": "72b2427b403a7fee0e234d4e4e07516d86e7806b6b03ee6791c3e469e57e2c8c", + "component_budget": { + "node_count": 407, + "item_count": 407, + "soft_pair_count": 1521, + "serialized_chars": 784896, + "estimated_input_tokens": 196224, + "estimated_eval_tokens": 392704 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 30, + "serialized_chars": 36759, + "estimated_input_tokens": 9190, + "estimated_eval_tokens": 18636 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This is a loose transformer issue cluster with several tokenizer/loading regressions, but the soft edges are mostly superficial matches rather than true duplicates.", + "confidence": 0.79, + "canonical_issue_reason": "issue:44843 is the clearest anchor in the cluster: it reports a concrete `AutoTokenizer.from_pretrained` regression in a common loading path, and it sits in the densest tokenizer/loading subset of the soft similarities.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:44843 is the best overall representative because it is specific, reproducible, and broadly relevant to the shared loading/tokenizer theme without being overly narrow.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44625", + "right": "issue:44877", + "accept": false, + "reason": "Both are config-related, but one is about `num_labels` propagation and the other is about strict config loading for `granite_speech`; different bugs and code paths." + }, + { + "left": "issue:43452", + "right": "issue:43577", + "accept": false, + "reason": "`gguf_file` loading breakage and Blip2 dtype preservation are unrelated issues, despite both involving model loading." + }, + { + "left": "issue:43452", + "right": "issue:44843", + "accept": false, + "reason": "Both touch loading entrypoints, but `gguf_file` breaks tokenizer/model loading while 44843 is an offline-mode regression from an unconditional `model_info()` call; not the same defect." + }, + { + "left": "issue:44514", + "right": "issue:45290", + "accept": false, + "reason": "Both involve `apply_chat_template`, but the failures are different: batched input with `padding=False` versus assistant tool-call messages with no content." + }, + { + "left": "issue:43295", + "right": "issue:45356", + "accept": false, + "reason": "A `processor.tokenizer` regression and a Kimi tokenizer codec/regex regression are different problems in different code paths." + }, + { + "left": "issue:44466", + "right": "issue:45005", + "accept": false, + "reason": "Both mention tied weights, but one is serialization/device-dependent `lm_head.weight` behavior and the other is a translation-model tied-weights issue; not the same bug." + }, + { + "left": "issue:44493", + "right": "issue:46050", + "accept": false, + "reason": "An unexpected position-id key warning and quantized save/load breakage are distinct failures." + }, + { + "left": "issue:43819", + "right": "issue:44811", + "accept": false, + "reason": "DAC latent reconstruction mismatch and Whisper `batch_decode` skipping special tokens are unrelated model/processor bugs." + }, + { + "left": "issue:44936", + "right": "issue:45823", + "accept": false, + "reason": "Trainer evaluate-after-train behavior and Gemma4 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"issue:43577", + "right": "issue:43697", + "accept": false, + "reason": "Blip2 dtype propagation and RTDetrV2 output divergence in v5 are unrelated." + }, + { + "left": "issue:43688", + "right": "issue:45704", + "accept": false, + "reason": "Aux-loss normalization and a T5 RMSNorm memory leak are separate issues." + }, + { + "left": "issue:28282", + "right": "issue:32090", + "accept": false, + "reason": "Missing PyTorch import and `_gpu_broadcast_one` receiving `NoneType` are unrelated." + }, + { + "left": "issue:28282", + "right": "issue:33357", + "accept": false, + "reason": "PyTorch import failure and a MacOS bus error with a CLIP model are different bugs." + }, + { + "left": "issue:43643", + "right": "issue:44561", + "accept": false, + "reason": "Missing fields in `AutoConfig.from_pretrained` and removal of `is_torch_fx_available` breaking remote-code models are distinct trust-remote-code regressions." + }, + { + "left": "issue:44843", + "right": "issue:44991", + "accept": false, + "reason": "Both are tokenizer-loading regressions, but 44843 is an offline-mode `_patch_mistral_regex` problem while 44991 is a separate failure loading EMBEDDIA/est-roberta." + }, + { + "left": "issue:28282", + "right": "issue:35141", + "accept": false, + "reason": "PyTorch not found and output embedding reinitialization after resizing token embeddings are unrelated." + }, + { + "left": "issue:43646", + "right": "issue:43749", + "accept": false, + "reason": "Custom model initialization breakage and FSDP CPU RAM efficient loading are different bugs." + }, + { + "left": "issue:43688", + "right": "issue:45701", + "accept": false, + "reason": "Incorrect auxiliary-loss normalization and version-dependent tokenization changes do not describe the same issue." + }, + { + "left": "issue:43653", + "right": "issue:43927", + "accept": false, + "reason": "BigBird special-token registration and DiaConfig losing custom token IDs after save/load are separate serialization/tokenization bugs." + }, + { + "left": "issue:29159", + "right": "issue:33357", + "accept": false, + "reason": "Slow/fast tokenizer inconsistency and a MacOS bus error on a CLIP model are not duplicates." + }, + { + "left": "issue:43531", + "right": "issue:43742", + "accept": false, + "reason": "Qwen3-MoE sliding-window behavior and a MobileLLM loading KeyError are different code paths and symptoms." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 17, + "review_unit_index": 21, + "review_unit_count": 48, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-407", + "nodes": [ + "issue:28218", + "issue:32090", + "issue:33357", + "issue:33666", + "issue:34567", + "issue:36010", + "issue:36331", + "issue:39692", + "issue:41720", + "issue:43122", + "issue:43262", + "issue:43278", + "issue:43295", + "issue:43452", + "issue:43493", + "issue:43504", + "issue:43525", + "issue:43540", + "issue:43550", + "issue:43572", + "issue:43577", + "issue:43606", + "issue:43688", + "issue:43720", + "issue:43742", + "issue:43756", + "issue:43825", + "issue:43906", + "issue:43927", + "issue:44361", + "issue:44451", + "issue:44464", + "issue:44466", + "issue:44479", + "issue:44554", + "issue:44568", + "issue:44610", + "issue:44625", + "issue:44821", + "issue:44849", + "issue:44913", + "issue:44977", + "issue:45357", + "issue:45588", + "issue:45812", + "issue:45823", + "issue:46002", + "issue:46050" + ], + "soft_pairs": [ + "issue:43550|issue:43927", + "issue:44464|issue:44977", + "issue:43550|issue:44361", + "issue:44479|issue:44625", + "issue:43577|issue:45588", + "issue:43577|issue:44554", + "issue:43122|issue:43906", + "issue:43504|issue:43550", + "issue:43504|issue:43720", + "issue:32090|issue:34567", + "issue:43504|issue:44610", + "issue:41720|issue:44464", + "issue:44466|issue:46050", + "issue:43452|issue:44451", + "issue:32090|issue:33666", + "issue:43742|issue:44821", + "issue:45823|issue:46050", + "issue:43278|issue:43688", + "issue:33666|issue:36010", + "issue:43606|issue:43927", + "issue:43493|issue:43825", + "issue:43720|issue:43927", + "issue:44849|issue:45357", + "issue:43525|issue:43572", + "issue:44625|issue:46002", + "issue:43756|issue:44913", + "issue:43262|issue:43295", + "issue:44568|issue:45812", + "issue:43720|issue:44361", + "issue:33666|issue:36331", + "issue:39692|issue:43493", + "issue:28218|issue:33357", + "issue:43540|issue:44977" + ], + "prepared_review_unit_hash": "cdab8b7111bd337d4535ad20dd9d4627afe7f91f06700b63cfa43116817f5b77", + "component_budget": { + "node_count": 407, + "item_count": 407, + "soft_pair_count": 1521, + "serialized_chars": 784896, + "estimated_input_tokens": 196224, + "estimated_eval_tokens": 392704 + }, + "budget": { + "node_count": 48, 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Most links are broad \u201csimilar symptom\u201d matches across different models, configs, or subsystems rather than true duplicates.", + "confidence": 0.95, + "canonical_issue_reason": "No single canonical issue stands out; the items span unrelated tokenizer, training, loading, generation, vision, and config regressions.", + "canonical_pr_reason": null, + "best_issue_reason": "No issue is globally suitable as a duplicate hub because the cluster does not share one concrete failure mode or code path.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43550", + "right": "issue:43927", + "accept": false, + "reason": "Different failures: Bamba torch.compile/SDPA vs DiaConfig save/load token-id loss and generation IndexError." + }, + { + "left": "issue:44464", + "right": "issue:44977", + "accept": false, + "reason": "Both are generation bugs, but one is compiled-forward inconsistency and the other is flash-attention behavior in Qwen3.5; not the same code path." + }, 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"issue:43504", + "right": "issue:43550", + "accept": false, + "reason": "Beit pretrained-loading legacy-field bug is unrelated to Bamba torch.compile/SDPA failure." + }, + { + "left": "issue:43504", + "right": "issue:43720", + "accept": false, + "reason": "Both are loading-related, but one is a Beit legacy-field load bug and the other is BitNet packed-weight unpacking during accelerate loading." + }, + { + "left": "issue:32090", + "right": "issue:34567", + "accept": false, + "reason": "Trainer broadcast TypeError and TrainerState token-count tracking are separate trainer bugs." + }, + { + "left": "issue:43504", + "right": "issue:44610", + "accept": false, + "reason": "Pretrained-model legacy field loading vs OmDet-Turbo processor/model input-size mismatch." + }, + { + "left": "issue:41720", + "right": "issue:44464", + "accept": false, + "reason": "Different failure modes: device-map cudaErrorAssert on Qwen3 vs chunked-generation inconsistency under compiled forward." + }, + { + "left": "issue:44466", + "right": "issue:46050", + "accept": false, + "reason": "Both concern save/load behavior, but one is lm_head serialization tied to device and the other is quantized Sinq model reload breakage." + }, + { + "left": "issue:43452", + "right": "issue:44451", + "accept": false, + "reason": "AutoTokenizer/AutoModel gguf_file regression is not the same as a model-specific ScandiBERT load failure." + }, + { + "left": "issue:32090", + "right": "issue:33666", + "accept": false, + "reason": "Trainer broadcast NoneType error and Qwen2-VL multi-GPU training are unrelated." + }, + { + "left": "issue:43742", + "right": "issue:44821", + "accept": false, + "reason": "MobileLLM key error on load is unrelated to AutoImageProcessor URL loading." + }, + { + "left": "issue:45823", + "right": "issue:46050", + "accept": false, + "reason": "Gemma4 device-map forward mismatch is a different bug from Sinq quantized save/load corruption." + }, + { + "left": "issue:43278", + "right": "issue:43688", + "accept": false, + "reason": "Embedding dtype drift during eval is unrelated to auxiliary-loss normalization in OLMoE/GPT Oss." + }, + { + "left": "issue:33666", + "right": "issue:36010", + "accept": false, + "reason": "Multi-GPU training issue and GenerationMixin import error are completely different failures." + }, + { + "left": "issue:43606", + "right": "issue:43927", + "accept": false, + "reason": "CPU offload device mismatch in bark-small is unrelated to DiaConfig token-id persistence." + }, + { + "left": "issue:43493", + "right": "issue:43825", + "accept": false, + "reason": "SigLIP2 JAX-vs-HF discrepancy is not the same as pipeline() advertising unsupported translation tasks." + }, + { + "left": "issue:43720", + "right": "issue:43927", + "accept": false, + "reason": "Packed-weight loading bug in BitNet is unrelated to DiaConfig save/load token-ID loss." + }, + { + "left": "issue:44849", + "right": "issue:45357", + "accept": false, + "reason": "Both are Qwen3.5-related, but output_hidden_states behavior and visual-encoder save_pretrained keys are distinct bugs." + }, + { + "left": "issue:43525", + "right": "issue:43572", + "accept": false, + "reason": "Similar symptom class, but Llama4 pad_token_id and StableLm pad_token_idx are model-specific config issues, not the same bug." + }, + { + "left": "issue:44625", + "right": "issue:46002", + "accept": false, + "reason": "num_labels propagation bug and NaNs in classification heads are not the same failure mode." + }, + { + "left": "issue:43756", + "right": "issue:44913", + "accept": false, + "reason": "Smollm3 RoPE-layer mismatch and GPTNeoX rotary_pct reload regression affect different configs and code paths." + }, + { + "left": "issue:43262", + "right": "issue:43295", + "accept": false, + "reason": "Audio chat-template sampling-rate defaulting and processor.tokenizer/image passing regression are different processor bugs." + }, + { + "left": "issue:44568", + "right": "issue:45812", + "accept": false, + "reason": "Both are tokenizer regressions in v5, but they affect different models and different tokenization behaviors." + }, + { + "left": "issue:43720", + "right": "issue:44361", + "accept": false, + "reason": "BitNet accelerate-loading bug is unrelated to MLukeTokenizer AttributeError on tasks." + }, + { + "left": "issue:33666", + "right": "issue:36331", + "accept": false, + "reason": "Qwen2-VL multi-GPU training issue and CustomTrainer compute_loss signature mismatch are separate trainer problems." + }, + { + "left": "issue:39692", + "right": "issue:43493", + "accept": false, + "reason": "SigLIP2 documentation errors are not the same as the underlying SigLIP2 implementation discrepancy." + }, + { + "left": "issue:28218", + "right": "issue:33357", + "accept": false, + "reason": "Tokenizer extra-space behavior and macOS CLIP bus error are unrelated." + }, + { + "left": "issue:43540", + "right": "issue:44977", + "accept": false, + "reason": "Qwen3OmniMoe video-input ValueError and Qwen3.5 flash-attention generation failure 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": 17, + "review_unit_index": 22, + "review_unit_count": 48, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-407", + "nodes": [ + "issue:33357", + "issue:33666", + "issue:39692", + "issue:43257", + "issue:43278", + "issue:43295", + "issue:43299", + "issue:43334", + "issue:43493", + "issue:43504", + "issue:43572", + "issue:43575", + "issue:43606", + "issue:43646", + "issue:43653", + "issue:43701", + "issue:43756", + "issue:43824", + "issue:43844", + "issue:43873", + "issue:43927", + "issue:43994", + "issue:44112", + "issue:44291", + "issue:44361", + "issue:44423", + "issue:44464", + "issue:44466", + "issue:44488", + "issue:44493", + "issue:44589", + "issue:44734", + "issue:44792", + "issue:44843", + "issue:44964", + "issue:45083", + "issue:45200", + "issue:45229", + "issue:45405", + "issue:45520", + "issue:45584", + "issue:45588", + "issue:45759", + "issue:45803", + "issue:45823", + "issue:45987", + "issue:46050" + ], + "soft_pairs": [ + "issue:43493|issue:43844", + "issue:44964|issue:45405", + "issue:45803|issue:45987", + "issue:43278|issue:43844", + "issue:43334|issue:43572", + "issue:43756|issue:45083", + "issue:43257|issue:43299", + "issue:44488|issue:44843", + "issue:45200|issue:45229", + "issue:43334|issue:45759", + "issue:39692|issue:43295", + "issue:43824|issue:44589", + "issue:43646|issue:44466", + "issue:43504|issue:43606", + "issue:45229|issue:45823", + "issue:43572|issue:44291", + "issue:44589|issue:45520", + "issue:43927|issue:44361", + "issue:33357|issue:33666", + "issue:43504|issue:43653", + "issue:44423|issue:44734", + "issue:43606|issue:44112", + "issue:44464|issue:45584", + "issue:43575|issue:45405", + "issue:43994|issue:44493", + "issue:44792|issue:45405", + "issue:43278|issue:43701", + "issue:45588|issue:46050", + "issue:43873|issue:46050" + ], + "prepared_review_unit_hash": "c2fd7d8b147189e769e828188dab04922c7ca3e96f041f69c34773586a04ba74", + "component_budget": { + "node_count": 407, + "item_count": 407, + "soft_pair_count": 1521, + "serialized_chars": 784896, + "estimated_input_tokens": 196224, + "estimated_eval_tokens": 392704 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 29, + "serialized_chars": 36056, + "estimated_input_tokens": 9014, + "estimated_eval_tokens": 18284 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "Mostly unrelated issues: a mix of model-loading regressions, config/serialization bugs, quantization/offload failures, serving crashes, and a few docs/tests. None of the soft pairs look like true duplicates of the same underlying bug/change.", + "confidence": 0.88, + "canonical_issue_reason": "issue:43646 is the broadest umbrella report here (v5 custom model initialization regression) and the best anchor for nearby loading/init complaints.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43646 is the strongest standalone triage candidate: broad, high-signal, and closest to a root API regression among these issues.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43493", + "right": "issue:43844", + "accept": false, + "reason": "Different models and failure modes: SigLIP2 implementation mismatch vs ZeRO-3 gradient blow-up." + }, + { + "left": "issue:44964", + "right": "issue:45405", + "accept": false, + "reason": "One is a Phi-4 multimodal load failure; the other is a released-version dependency bump problem." + }, + { + "left": "issue:45803", + "right": "issue:45987", + "accept": false, + "reason": "Unrelated code paths: Fuyu tensor conversion exception handling vs StaticCache return type contract." + }, + { + "left": "issue:43278", + "right": "issue:43844", + "accept": false, + "reason": "BF16/FP32 evaluation dtype drift is not the same bug as the ZeRO-3 gradient increase report." + }, + { + "left": "issue:43334", + "right": "issue:43572", + "accept": false, + "reason": "Both are missing config fields after v5 changes, but they affect different models and different attributes." + }, + { + "left": "issue:43756", + "right": "issue:45083", + "accept": false, + "reason": "Smollm3 RoPE layer mismatch and qwen3_omni_moe feature-length helper behavior are unrelated." + }, + { + "left": "issue:43257", + "right": "issue:43299", + "accept": false, + "reason": "Same family name, but different loading failures and different pathways; not clearly one duplicate bug." + }, + { + "left": "issue:44488", + "right": "issue:44843", + "accept": false, + "reason": "A specific model load failure vs an offline-mode tokenizer patch regression are distinct issues." + }, + { + "left": "issue:45200", + "right": "issue:45229", + "accept": false, + "reason": "Text-only token defaults and multi-GPU CUDA OOM are separate Gemma4 problems." + }, + { + "left": "issue:43334", + "right": "issue:45759", + "accept": false, + "reason": "Both involve Qwen multimodal config handling, but one is a missing pad_token_id and the other is text_config unwrapping." + }, + { + "left": "issue:39692", + "right": "issue:43295", + "accept": false, + "reason": "Docs/example mistakes are not the same as a runtime regression in custom model code." + }, + { + "left": "issue:43824", + "right": "issue:44589", + "accept": false, + "reason": "Importing a missing class and a missing storage backend are unrelated failures." + }, + { + "left": "issue:43646", + "right": "issue:44466", + "accept": false, + "reason": "Custom model initialization regression and device-dependent lm_head serialization are different code paths." + }, + { + "left": "issue:43504", + "right": "issue:43606", + "accept": false, + "reason": "Legacy-field load failure in BEiT is unrelated to Bark CPU offload device mismatch." + }, + { + "left": "issue:45229", + "right": "issue:45823", + "accept": false, + "reason": "Same model family, but OOM during inference and a forward device mismatch are not the same bug." + }, + { + "left": "issue:43572", + "right": "issue:44291", + "accept": false, + "reason": "Both are v5 loading regressions, but one is a missing config field and the other is an init_empty_weights argument mismatch." + }, + { + "left": "issue:44589", + "right": "issue:45520", + "accept": false, + "reason": "Float8 storage lookup failure and flash_attn import KeyError on Python 3.13 are unrelated." + }, + { + "left": "issue:43927", + "right": "issue:44361", + "accept": false, + "reason": "DiaConfig token-ID persistence and MLukeTokenizer task errors do not share a concrete failure path." + }, + { + "left": "issue:33357", + "right": "issue:33666", + "accept": false, + "reason": "MacOS bus error in CLIP is unrelated to Qwen2-VL multi-GPU training." + }, + { + "left": "issue:43504", + "right": "issue:43653", + "accept": false, + "reason": "BEiT legacy-field loading and BigBirdTokenizer special-token registration are different tokenizer/model bugs." + }, + { + "left": "issue:44423", + "right": "issue:44734", + "accept": false, + "reason": "Both are serving crashes, but they fail in different parts of the runtime with different root causes." + }, + { + "left": "issue:43606", + "right": "issue:44112", + "accept": false, + "reason": "A real CPU-offload device mismatch is not the same as a stale CI test in GraniteSpeech." + }, + { + "left": "issue:44464", + "right": "issue:45584", + "accept": false, + "reason": "Chunked-generation compiled-forward inconsistency and Whisper empty-transcription handling are unrelated." + }, + { + "left": "issue:43575", + "right": "issue:45405", + "accept": false, + "reason": "Tensor-parallel OOM and an unreleased PEFT version pin are completely different problems." + }, + { + "left": "issue:43994", + "right": "issue:44493", + "accept": false, + "reason": "SigLIP2 bad outputs and unexpected position-id keys are different model/config regressions." + }, + { + "left": "issue:44792", + "right": "issue:45405", + "accept": false, + "reason": "A failing janus generation test is unrelated to the PEFT version bump issue." + }, + { + "left": "issue:43278", + "right": "issue:43701", + "accept": false, + "reason": "Evaluation dtype drift and resume_from_checkpoint key mismatch are different bugs." + }, + { + "left": "issue:45588", + "right": "issue:46050", + "accept": false, + "reason": "Flash-attention sink-less-model crash and quantized save/load breakage have different failure surfaces." + }, + { + "left": "issue:43873", + "right": "issue:46050", + "accept": false, + "reason": "Quantized offloading not working and sinq save/load corruption are related only by quantization, not by 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": 17, + "review_unit_index": 23, + "review_unit_count": 48, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-407", + "nodes": [ + "issue:15354", + "issue:28218", + "issue:29159", + "issue:29942", + "issue:30333", + "issue:32090", + "issue:34567", + "issue:37428", + "issue:38175", + "issue:42490", + "issue:43232", + "issue:43295", + "issue:43334", + "issue:43450", + "issue:43493", + "issue:43525", + "issue:43540", + "issue:43572", + "issue:43582", + "issue:43696", + "issue:43701", + "issue:43824", + "issue:43844", + "issue:43957", + "issue:43975", + "issue:44315", + "issue:44466", + "issue:44521", + "issue:44554", + "issue:44610", + "issue:44849", + "issue:44898", + "issue:44936", + "issue:44964", + "issue:44977", + "issue:44987", + "issue:45072", + "issue:45084", + "issue:45127", + "issue:45198", + "issue:45200", + "issue:45290", + "issue:45325", + "issue:45356", + "issue:45412", + "issue:45446", + "issue:45520", + "issue:45823" + ], + "soft_pairs": [ + "issue:29942|issue:30333", + "issue:42490|issue:43696", + "issue:44521|issue:45290", + "issue:43844|issue:44964", + "issue:44554|issue:45446", + "issue:28218|issue:34567", + "issue:43540|issue:45200", + "issue:45084|issue:45520", + "issue:29159|issue:32090", + "issue:43582|issue:44977", + "issue:15354|issue:38175", + "issue:37428|issue:43957", + "issue:43232|issue:44849", + "issue:45200|issue:45823", + "issue:45072|issue:45198", + "issue:44315|issue:44849", + "issue:43493|issue:43701", + "issue:44554|issue:45356", + "issue:43295|issue:44610", + "issue:44898|issue:45412", + "issue:43572|issue:44987", + "issue:37428|issue:43824", + "issue:44466|issue:45127", + "issue:43572|issue:43957", + "issue:45200|issue:45325", + "issue:43844|issue:44936", + "issue:43295|issue:43450", + "issue:43334|issue:43525", + "issue:43824|issue:43975" + ], + "prepared_review_unit_hash": "ed1a432b369bf387c3740b1d213e0e9ed58be6239f1c2b492a965badd0d7d97f", + "component_budget": { + "node_count": 407, + "item_count": 407, + "soft_pair_count": 1521, + "serialized_chars": 784896, + "estimated_input_tokens": 196224, + "estimated_eval_tokens": 392704 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 29, + "serialized_chars": 36531, + "estimated_input_tokens": 9133, + "estimated_eval_tokens": 18522 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "These soft pairs are mostly broad thematic similarities rather than true duplicates. The issues span unrelated bugs across tokenizers, generation, model loading, multimodal processors, and trainer internals, so none of the candidate edges should be merged.", + "confidence": 0.88, + "canonical_issue_reason": "No clear canonical duplicate exists because the set is heterogeneous; if forced to pick an anchor, issue 44521 is the broadest/open representative, but it does not match the others.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 44521 has the strongest discussion/inbound-reference signal and the most general title, making it the best cluster representative if one is needed.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:29942", + "right": "issue:30333", + "accept": false, + "reason": "Flash Attention 2 test failures and MLFlow job-reporting are unrelated subsystems and failure modes." + }, + { + "left": "issue:42490", + "right": "issue:43696", + "accept": false, + "reason": "A local-path import warning and a CUDA out-of-memory error are completely different problems." + }, + { + "left": "issue:44521", + "right": "issue:45290", + "accept": false, + "reason": "Both involve apply_chat_template, but one is zero assistant masks for multimodal inputs while the other is a crash on tool-call assistant messages; different bugs." + }, + { + "left": "issue:43844", + "right": "issue:44964", + "accept": false, + "reason": "ZeRO-3 gradient growth and a Phi-4 model-loading failure are not the same code-path issue." + }, + { + "left": "issue:44554", + "right": "issue:45446", + "accept": false, + "reason": "MPS attention correctness and a PyTorch version-check import issue in flex_attention are unrelated." + }, + { + "left": "issue:28218", + "right": "issue:34567", + "accept": false, + "reason": "Tokenizer spacing after added tokens and TrainerState token-count updates are different behaviors." + }, + { + "left": "issue:43540", + "right": "issue:45200", + "accept": false, + "reason": "Qwen3Omni video processing and Gemma4 text-only fine-tuning token-type defaults are different model/processor bugs." + }, + { + "left": "issue:45084", + "right": "issue:45520", + "accept": false, + "reason": "Non-template-node compilation failure and a flash_attn import key error are different import/compile paths." + }, + { + "left": "issue:29159", + "right": "issue:32090", + "accept": false, + "reason": "Slow/fast tokenizer inconsistency and a Trainer NoneType broadcast error are unrelated." + }, + { + "left": "issue:43582", + "right": "issue:44977", + "accept": false, + "reason": "Apple Silicon allocator warmup TypeError and Qwen3.5 flash-attention generation issues are not the same bug." + }, + { + "left": "issue:15354", + "right": "issue:38175", + "accept": false, + "reason": "torch.jit.script export with GeneratorExp and SigLIP2 zero probabilities are unrelated." + }, + { + "left": "issue:37428", + "right": "issue:43957", + "accept": false, + "reason": "A missing flash-support import and meta-device model loading breakage are different failures." + }, + { + "left": "issue:43232", + "right": "issue:44849", + "accept": false, + "reason": "Generation kwargs after sync_gpus and a Qwen3.5 hidden-states bug are different generation paths." + }, + { + "left": "issue:45200", + "right": "issue:45823", + "accept": false, + "reason": "Both are Gemma4-related, but one is mm_token_type_ids defaults and the other is a device-map forward mismatch; not the same concrete fix." + }, + { + "left": "issue:45072", + "right": "issue:45198", + "accept": false, + "reason": "bfloat16 dtype mismatches and Wav2Vec2 save/tokenization failures are unrelated." + }, + { + "left": "issue:44315", + "right": "issue:44849", + "accept": false, + "reason": "Liger Kernel application with model_init and a Qwen3.5 hidden-states bug do not share the same root cause." + }, + { + "left": "issue:43493", + "right": "issue:43701", + "accept": false, + "reason": "SigLIP2 HF/JAX discrepancy and resume_from_checkpoint key mismatch are distinct issues." + }, + { + "left": "issue:44554", + "right": "issue:45356", + "accept": false, + "reason": "Attention correctness on MPS and Kimi-K2.5 tokenizer codec/regex regression are unrelated." + }, + { + "left": "issue:43295", + "right": "issue:44610", + "accept": false, + "reason": "Processor.tokenizer access regression and OmDet-Turbo image-size mismatch are different processor bugs." + }, + { + "left": "issue:44898", + "right": "issue:45412", + "accept": false, + "reason": "Perceiver interpolation failure and RT-DETR memory release behavior are unrelated." + }, + { + "left": "issue:43572", + "right": "issue:44987", + "accept": false, + "reason": "Missing pad_token_idx in StableLmConfig and a transformers>=5.1.0 loading failure are not the same code path." + }, + { + "left": "issue:37428", + "right": "issue:43824", + "accept": false, + "reason": "These are different ImportErrors for different missing symbols." + }, + { + "left": "issue:44466", + "right": "issue:45127", + "accept": false, + "reason": "lm_head.weight serialization inconsistency and LoRA merge collapse with extended vocab are not the same underlying bug." + }, + { + "left": "issue:43295", + "right": "issue:43450", + "accept": false, + "reason": "A processor.tokenizer regression and batched video output shape are different processor issues." + }, + { + "left": "issue:43334", + "right": "issue:43525", + "accept": false, + "reason": "Both mention missing pad_token_id, but they affect different model configs and load paths; too broad to merge as one bug." + }, + { + "left": "issue:43824", + "right": "issue:43975", + "accept": false, + "reason": "Importing a Qwen2.5-VL class and DeepSeek detokenization in v5 are unrelated problems." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 17, + "review_unit_index": 24, + "review_unit_count": 48, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-407", + "nodes": [ + "issue:28218", + "issue:35141", + "issue:37428", + "issue:38175", + "issue:42490", + "issue:42915", + "issue:43262", + "issue:43278", + "issue:43295", + "issue:43335", + "issue:43388", + "issue:43425", + "issue:43450", + "issue:43493", + "issue:43526", + "issue:43550", + "issue:43575", + "issue:43606", + "issue:43653", + "issue:43819", + "issue:43824", + "issue:43825", + "issue:43827", + "issue:43856", + "issue:43873", + "issue:43901", + "issue:44112", + "issue:44206", + "issue:44442", + "issue:44448", + "issue:44514", + "issue:44521", + "issue:44610", + "issue:44743", + "issue:44792", + "issue:44857", + "issue:45083", + "issue:45127", + "issue:45198", + "issue:45200", + "issue:45245", + "issue:45290", + "issue:45381", + "issue:45412", + "issue:45563", + "issue:45584", + "issue:45588", + "issue:45593" + ], + "soft_pairs": [ + "issue:44792|issue:45563", + "issue:43295|issue:43873", + "issue:43388|issue:43526", + "issue:42915|issue:43824", + "issue:38175|issue:45412", + "issue:38175|issue:43493", + "issue:44514|issue:44521", + "issue:44442|issue:45198", + "issue:43653|issue:44112", + "issue:28218|issue:35141", + "issue:42490|issue:43493", + "issue:43278|issue:43856", + "issue:43827|issue:43901", + "issue:43450|issue:43575", + "issue:44206|issue:45584", + "issue:43819|issue:45083", + "issue:43819|issue:44112", + "issue:43262|issue:43450", + "issue:44610|issue:44857", + "issue:45127|issue:45245", + "issue:37428|issue:43425", + "issue:43335|issue:43550", + "issue:43606|issue:45083", + "issue:45290|issue:45381", + "issue:44857|issue:45593", + "issue:44448|issue:44743", + "issue:43278|issue:43825", + "issue:45200|issue:45588" + ], + "prepared_review_unit_hash": "09930fcb7c973ab055fc3349085bb885fad422ed5130ec954baad5cff389ca57", + "component_budget": { + "node_count": 407, + "item_count": 407, + "soft_pair_count": 1521, + "serialized_chars": 784896, + "estimated_input_tokens": 196224, + "estimated_eval_tokens": 392704 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 28, + "serialized_chars": 36251, + "estimated_input_tokens": 9063, + "estimated_eval_tokens": 18382 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is a heterogeneous mix of unrelated issue reports (tokenizer, multimodal chat, quantization/offload, model-specific regressions, docs, and infrastructure). I do not see a single duplicate set or mergeable PR pair, so all soft edges should be rejected.", + "confidence": 0.98, + "canonical_issue_reason": "No canonical issue: the items span many unrelated bugs and regressions, so no single issue represents the cluster.", + "canonical_pr_reason": null, + "best_issue_reason": "No best issue: there is no clear duplicate center or umbrella bug across these reports.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44792", + "right": "issue:45563", + "accept": false, + "reason": "Both mention generation-related behavior, but one is a janus image-generation test failure and the other is a stale warning about num_return_sequences; different code paths and symptoms." + }, + { + "left": "issue:43295", + "right": "issue:43873", + "accept": false, + "reason": "One is a processor.tokenizer regression, the other is quantization/offload behavior; no shared underlying bug." + }, + { + "left": "issue:43388", + "right": "issue:43526", + "accept": false, + "reason": "Both involve labels, but one is a distributed metrics batching bug and the other is BeitImageProcessorFast reduce_labels behavior; different components." + }, + { + "left": "issue:42915", + "right": "issue:43824", + "accept": false, + "reason": "Qwen3Moe FP8 failure and Qwen2_5_VL import error are unrelated issues." + }, + { + "left": "issue:38175", + "right": "issue:45412", + "accept": false, + "reason": "SigLIP2 zero probabilities and RT-DETR memory cleanup are completely different bugs." + }, + { + "left": "issue:38175", + "right": "issue:43493", + "accept": false, + "reason": "Both concern SigLIP2, but one reports zero probabilities while the other is a broader HF-vs-JAX discrepancy; not enough to treat as the same concrete bug." + }, + { + "left": "issue:44514", + "right": "issue:44521", + "accept": false, + "reason": "Both touch apply_chat_template for multimodal inputs, but one crashes on batched padding=False input and the other yields all-zero assistant masks; different failure modes." + }, + { + "left": "issue:44442", + "right": "issue:45198", + "accept": false, + "reason": "Different tokenizer/model pathways: AutoTokenizer loading FastSpeech2ConformerTokenizer vs Wav2Vec2 save_pretrained/tokenization failure." + }, + { + "left": "issue:43653", + "right": "issue:44112", + "accept": false, + "reason": "BigBirdTokenizer special-token registration and a GraniteSpeech CI device-override test are unrelated." + }, + { + "left": "issue:28218", + "right": "issue:35141", + "accept": false, + "reason": "Tokenizer spacing after added tokens and embedding reinitialization after resize are unrelated bugs." + }, + { + "left": "issue:42490", + "right": "issue:43493", + "accept": false, + "reason": "A local-path import warning and a SigLIP2 implementation discrepancy do not share the same code-path problem." + }, + { + "left": "issue:43278", + "right": "issue:43856", + "accept": false, + "reason": "Embedding dtype drift during evaluate and Qwen3 MoE memory usage are different training/runtime issues." + }, + { + "left": "issue:43827", + "right": "issue:43901", + "accept": false, + "reason": "Both are docs/API regressions around pipelines, but they cover different documented behaviors and different tasks." + }, + { + "left": "issue:43450", + "right": "issue:43575", + "accept": false, + "reason": "Incorrect video batch shape and TP-induced OOM are unrelated." + }, + { + "left": "issue:44206", + "right": "issue:45584", + "accept": false, + "reason": "LasrFeatureExtractor center-arg crash and Whisper empty-transcription failure after align_special_tokens are distinct bugs." + }, + { + "left": "issue:43819", + "right": "issue:45083", + "accept": false, + "reason": "DAC.from_latents mismatch and qwen3_omni_moe feature-length helper behavior are unrelated." + }, + { + "left": "issue:43819", + "right": "issue:44112", + "accept": false, + "reason": "A DAC consistency issue and a GraniteSpeech CI test issue are unrelated." + }, + { + "left": "issue:43262", + "right": "issue:43450", + "accept": false, + "reason": "Audio chat-template sampling-rate default and video batch-shape handling are different processor bugs." + }, + { + "left": "issue:44610", + "right": "issue:44857", + "accept": false, + "reason": "OmDet-Turbo input sizing and LwDetrImageLoss AMP/CUDA crash are not the same underlying defect." + }, + { + "left": "issue:45127", + "right": "issue:45245", + "accept": false, + "reason": "LoRA/vocabulary collapse with tied embeddings and a category-cardinality runtime error are unrelated." + }, + { + "left": "issue:37428", + "right": "issue:43425", + "accept": false, + "reason": "A missing flash-attention import symbol and Torch 2.10 compatibility are different dependency issues." + }, + { + "left": "issue:43335", + "right": "issue:43550", + "accept": false, + "reason": "SwitchTransformers sparse-layer config bug and Bamba torch.compile/SDPA failure are unrelated model/runtime problems." + }, + { + "left": "issue:43606", + "right": "issue:45083", + "accept": false, + "reason": "CPU-offload device mismatch and qwen3_omni_moe feature-length behavior are unrelated." + }, + { + "left": "issue:45290", + "right": "issue:45381", + "accept": false, + "reason": "Tool-call chat template crash and Qwen2.5-VL vision_position_ids issue are both multimodal, but not the same bug or code path." + }, + { + "left": "issue:44857", + "right": "issue:45593", + "accept": false, + "reason": "Different detection training bugs: AMP/CUDA loss crash vs missing auxiliary losses when denoising is off." + }, + { + "left": "issue:44448", + "right": "issue:44743", + "accept": false, + "reason": "Pegasus v4/v5 output differences and qwen3_5 recurrent-state reset are unrelated model behaviors." + }, + { + "left": "issue:43278", + "right": "issue:43825", + "accept": false, + "reason": "Embedding dtype drift and a pipeline error-message regression are unrelated." + }, + { + "left": "issue:45200", + "right": "issue:45588", + "accept": false, + "reason": "Gemma 4 token-type-id defaults and flash_attention s_aux=None crashes are different subsystems and bugs." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 17, + "review_unit_index": 25, + "review_unit_count": 48, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-407", + "nodes": [ + "issue:29127", + "issue:29942", + "issue:32090", + "issue:34689", + "issue:35141", + "issue:37428", + "issue:38175", + "issue:39692", + "issue:40444", + "issue:42490", + "issue:43335", + "issue:43504", + "issue:43526", + "issue:43550", + "issue:43606", + "issue:43611", + "issue:43653", + "issue:43701", + "issue:43720", + "issue:43723", + "issue:43819", + "issue:43854", + "issue:43931", + "issue:44112", + "issue:44206", + "issue:44292", + "issue:44351", + "issue:44360", + "issue:44448", + "issue:44462", + "issue:44493", + "issue:44554", + "issue:44561", + "issue:44779", + "issue:44855", + "issue:44857", + "issue:44977", + "issue:45072", + "issue:45083", + "issue:45229", + "issue:45310", + "issue:45478", + "issue:45520", + "issue:45588", + "issue:45593", + "issue:45823", + "issue:45859" + ], + "soft_pairs": [ + "issue:37428|issue:44351", + "issue:44206|issue:45823", + "issue:29942|issue:32090", + "issue:43611|issue:43931", + "issue:44360|issue:44561", + "issue:43335|issue:43653", + "issue:39692|issue:43526", + "issue:43550|issue:44112", + "issue:43335|issue:43504", + "issue:45310|issue:45478", + "issue:43819|issue:44493", + "issue:43335|issue:45083", + "issue:44855|issue:45083", + "issue:45588|issue:45859", + "issue:29127|issue:32090", + "issue:39692|issue:44493", + "issue:44292|issue:45520", + "issue:43335|issue:45072", + "issue:43720|issue:44112", + "issue:43335|issue:45593", + "issue:44448|issue:44779", + "issue:38175|issue:44493", + "issue:44977|issue:45229", + "issue:42490|issue:43854", + "issue:44462|issue:44561", + "issue:44561|issue:44779", + "issue:40444|issue:43526", + "issue:43606|issue:44857", + "issue:34689|issue:35141", + "issue:43723|issue:44554", + "issue:44448|issue:44977", + "issue:44857|issue:45072", + "issue:43701|issue:45083", + "issue:43550|issue:45083" + ], + "prepared_review_unit_hash": "3b6647dc662f67c01e1a5b19e61afdb99766a4873d78be1d9a84d53c6de7ecee", + "component_budget": { + "node_count": 407, + "item_count": 407, + "soft_pair_count": 1521, + "serialized_chars": 784896, + "estimated_input_tokens": 196224, + "estimated_eval_tokens": 392704 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 34, + "serialized_chars": 37266, + "estimated_input_tokens": 9317, + "estimated_eval_tokens": 18890 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This set is mostly heterogeneous regression reports across unrelated models/subsystems. I only found one clear duplicate-style pair: the two nearly identical Qwen3.5 MoE `from_pretrained` errors (45310/45478).", + "confidence": 0.95, + "canonical_issue_reason": "Issue 45310 is the best canonical representative because it is the earlier, slightly more referenced report for the same Qwen3.5 MoE `from_pretrained` regression that also appears in 45478.", + "canonical_pr_reason": null, + "best_issue_reason": "45310 is the strongest issue candidate overall since it most clearly matches another item as a true duplicate and has the cleaner, earlier report context.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:37428", + "right": "issue:44351", + "accept": false, + "reason": "Both are import-related, but they fail on different missing symbols (`_flash_supports_window_size` vs `HybridCache`) and appear to be unrelated breakages." + }, + { + "left": "issue:44206", + "right": "issue:45823", + "accept": false, + "reason": "Different bugs: one is a bad `center` argument crash in `LasrFeatureExtractor`, the other is a `device_map=\"auto\"` forward device mismatch in Gemma4 PLE." + }, + { + "left": "issue:29942", + "right": "issue:32090", + "accept": false, + "reason": "Flash Attention 2 test failures and a `NoneType` `_gpu_broadcast_one` error are distinct code paths with no concrete overlap." + }, + { + "left": "issue:43611", + "right": "issue:43931", + "accept": false, + "reason": "Both concern model loading, but one is about `base_model_prefix` handling and the other is a weight-shape mismatch for a specific Qwen model." + }, + { + "left": "issue:44360", + "right": "issue:44561", + "accept": false, + "reason": "Completely different areas: DSA indexer/ReLU discussion versus a v5 regression from removing `is_torch_fx_available`." + }, + { + "left": "issue:43335", + "right": "issue:43653", + "accept": false, + "reason": "One is a SwitchTransformers config bug; the other is a BigBird tokenizer special-token registration issue." + }, + { + "left": "issue:39692", + "right": "issue:43526", + "accept": false, + "reason": "Documentation/example errors for SigLIP2 do not match a BeitImageProcessorFast `reduce_labels` logic bug." + }, + { + "left": "issue:43550", + "right": "issue:44112", + "accept": false, + "reason": "Different failures in different subsystems: torch.compile/SDPA for Bamba versus a GraniteSpeech CI device-override test." + }, + { + "left": "issue:43335", + "right": "issue:43504", + "accept": false, + "reason": "Both mention BEiT/SwitchTransformers-adjacent model setup, but the underlying bugs are unrelated (sparse layer creation vs legacy preset loading)." + }, + { + "left": "issue:45310", + "right": "issue:45478", + "accept": true, + "reason": "Near-identical title and scope: both report the same `transformers>=5.4.0` Qwen3.5 MoE `from_pretrained` error." + }, + { + "left": "issue:43819", + "right": "issue:44493", + "accept": false, + "reason": "DAC latent/STE mismatch and unexpected position-id keys are unrelated issues." + }, + { + "left": "issue:43335", + "right": "issue:45083", + "accept": false, + "reason": "SwitchTransformers sparse-layer config bug is not the same as a qwen3_omni_moe feature-length helper discrepancy." + }, + { + "left": "issue:44855", + "right": "issue:45083", + "accept": false, + "reason": "Python 3.13 `IndentationError` on import is a different problem from qwen3_omni_moe feature-length behavior." + }, + { + "left": "issue:45588", + "right": "issue:45859", + "accept": false, + "reason": "Both involve flash-attention-related code, but one is an `s_aux=None` crash in sink-less models and the other is CPU-offload incompatibility in Qwen3_5Moe rotary embedding." + }, + { + "left": "issue:29127", + "right": "issue:32090", + "accept": false, + "reason": "An error-message clarity issue in LayoutLMv3 is not the same as a `NoneType` GPU broadcast crash." + }, + { + "left": "issue:39692", + "right": "issue:44493", + "accept": false, + "reason": "SigLIP2 example/documentation problems are unrelated to the unexpected position-id key regression." + }, + { + "left": "issue:44292", + "right": "issue:45520", + "accept": false, + "reason": "Different root causes: Qwen-3-8B-NVFP4 runtime error versus a Python 3.13 flash-attn import `KeyError`." + }, + { + "left": "issue:43335", + "right": "issue:45072", + "accept": false, + "reason": "SwitchTransformers sparse-layer config and bfloat16 dtype mismatch in TimmWrapperModel are not the same bug." + }, + { + "left": "issue:43720", + "right": "issue:44112", + "accept": false, + "reason": "BitNet packed-weight loading and a GraniteSpeech CI test regression are separate issues." + }, + { + "left": "issue:43335", + "right": "issue:45593", + "accept": false, + "reason": "SwitchTransformers config behavior is unrelated to D-FINE missing auxiliary losses when denoising is off." + }, + { + "left": "issue:44448", + "right": "issue:44779", + "accept": false, + "reason": "Pegasus v4/v5 output differences and Deepseek tokenizer regression are different model behaviors." + }, + { + "left": "issue:38175", + "right": "issue:44493", + "accept": false, + "reason": "Unexpected zero probabilities in SigLIP2 is not the same as the position-id key warning across many models." + }, + { + "left": "issue:44977", + "right": "issue:45229", + "accept": false, + "reason": "Flash-attention generation issues in Qwen3.5 and CUDA OOM in Gemma4 31B-IT are unrelated." + }, + { + "left": "issue:42490", + "right": "issue:43854", + "accept": false, + "reason": "A local-path trailing-slash warning and GLM-4.7-Flash model loading failure are not the same underlying bug." + }, + { + "left": "issue:44462", + "right": "issue:44561", + "accept": false, + "reason": "Tokenizer.json selection behavior and removal of `is_torch_fx_available` affect different loading paths." + }, + { + "left": "issue:44561", + "right": "issue:44779", + "accept": false, + "reason": "A v5 API removal breaking `trust_remote_code` models is not the same as a Deepseek tokenizer regression." + }, + { + "left": "issue:40444", + "right": "issue:43526", + "accept": false, + "reason": "IterableDataset multi-image finetuning failure and BeitImageProcessorFast `reduce_labels` are different bugs." + }, + { + "left": "issue:43606", + "right": "issue:44857", + "accept": false, + "reason": "CPU offload device mismatch for bark-small and float16 AMP crash in LwDetrImageLoss are distinct issues." + }, + { + "left": "issue:34689", + "right": "issue:35141", + "accept": false, + "reason": "Llama 3.2 Vision loading breakage and embedding reinitialization after resize are not the same code-path problem." + }, + { + "left": "issue:43723", + "right": "issue:44554", + "accept": false, + "reason": "AutoTokenizer v5 loading failure and an MPS attention correctness issue are unrelated." + }, + { + "left": "issue:44448", + "right": "issue:44977", + "accept": false, + "reason": "Both are v4/v5 behavior regressions, but they concern different models and different failure modes." + }, + { + "left": "issue:44857", + "right": "issue:45072", + "accept": false, + "reason": "Different runtime failures: CUDA AMP crash in LwDetrImageLoss versus dtype mismatch in bfloat16 inference." + }, + { + "left": "issue:43701", + "right": "issue:45083", + "accept": false, + "reason": "`resume_from_checkpoint` key mismatch is unrelated to the qwen3_omni_moe helper-function issue." + }, + { + "left": "issue:43550", + "right": "issue:45083", + "accept": false, + "reason": "Bamba torch.compile/SDPA failure and qwen3_omni_moe feature-length helper behavior are different bugs." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is well grounded in the packet: 45310/45478 are the only clearly duplicate-style pair, with identical titles and closely aligned scope, and the canonical-choice rationale is conservative. The false soft-edge verdicts also read as appropriately cautious given only title/body-level evidence." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 17, + "review_unit_index": 26, + "review_unit_count": 48, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-407", + "nodes": [ + "issue:10000", + "issue:15354", + "issue:25251", + "issue:28218", + "issue:29942", + "issue:32090", + "issue:33357", + "issue:35141", + "issue:37428", + "issue:41720", + "issue:42490", + "issue:43065", + "issue:43278", + "issue:43329", + "issue:43381", + "issue:43412", + "issue:43575", + "issue:43653", + "issue:43873", + "issue:43927", + "issue:43976", + "issue:43994", + "issue:44186", + "issue:44206", + "issue:44448", + "issue:44466", + "issue:44479", + "issue:44568", + "issue:44743", + "issue:44857", + "issue:44977", + "issue:44987", + "issue:45198", + "issue:45229", + "issue:45245", + "issue:45372", + "issue:45406", + "issue:45412", + "issue:45440", + "issue:45459", + "issue:45491", + "issue:45563", + "issue:45588", + "issue:45698", + "issue:45712", + "issue:45803", + "issue:45823" + ], + "soft_pairs": [ + "issue:43927|issue:45698", + "issue:28218|issue:32090", + "issue:37428|issue:44987", + "issue:44568|issue:45491", + "issue:29942|issue:35141", + "issue:45372|issue:45588", + "issue:32090|issue:33357", + "issue:43873|issue:45229", + "issue:44977|issue:45563", + "issue:45198|issue:45803", + "issue:45459|issue:45712", + "issue:43412|issue:45588", + "issue:41720|issue:45229", + "issue:43976|issue:45440", + "issue:43278|issue:43329", + "issue:10000|issue:15354", + "issue:45372|issue:45406", + "issue:42490|issue:43575", + "issue:43065|issue:43994", + "issue:45372|issue:45459", + "issue:43065|issue:45412", + "issue:44857|issue:45588", + "issue:45245|issue:45563", + "issue:44448|issue:44466", + "issue:43653|issue:44743", + "issue:45588|issue:45823", + "issue:44206|issue:44479", + "issue:43278|issue:43381", + "issue:25251|issue:32090", + "issue:43994|issue:45412", + "issue:44186|issue:45198" + ], + "prepared_review_unit_hash": "01f68d53a37abd8bb1e00ae445a24bba9609ae1d8141dd397dd6ae018edf58dd", + "component_budget": { + "node_count": 407, + "item_count": 407, + "soft_pair_count": 1521, + "serialized_chars": 784896, + "estimated_input_tokens": 196224, + "estimated_eval_tokens": 392704 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 31, + "serialized_chars": 36694, + "estimated_input_tokens": 9174, + "estimated_eval_tokens": 18604 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The set is heterogeneous: most items are unrelated bug reports across different components, and none of the soft pairs look like the same underlying issue/change. No clear canonical issue stands out.", + "confidence": 0.91, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": null, + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43927", + "right": "issue:45698", + "accept": false, + "reason": "Both touch save/load flows, but one is custom token IDs being lost while the other is the wrong custom module being loaded; different bugs and code paths." + }, + { + "left": "issue:28218", + "right": "issue:32090", + "accept": false, + "reason": "Tokenizer spacing behavior and Trainer GPU broadcast NoneType errors are unrelated." + }, + { + "left": "issue:37428", + "right": "issue:44987", + "accept": false, + "reason": "Both are import/load failures, but they involve different modules and failure modes." + }, + { + "left": "issue:44568", + "right": "issue:45491", + "accept": false, + "reason": "Tokenizer special-token handling and Gemma3 NaN embeddings are distinct problems." + }, + { + "left": "issue:29942", + "right": "issue:35141", + "accept": false, + "reason": "Flash Attention test failures and embedding reinitialization in post_init are unrelated." + }, + { + "left": "issue:45372", + "right": "issue:45588", + "accept": false, + "reason": "Gemma4 processor import dependency breakage is not the same as a flash_attention.py s_aux=None crash." + }, + { + "left": "issue:32090", + "right": "issue:33357", + "accept": false, + "reason": "Trainer broadcast NoneType and MacOS bus error on CLIP are different runtime failures." + }, + { + "left": "issue:43873", + "right": "issue:45229", + "accept": false, + "reason": "Both mention memory/resource issues, but one is quantization offloading behavior and the other is multi-GPU OOM." + }, + { + "left": "issue:44977", + "right": "issue:45563", + "accept": false, + "reason": "Qwen3.5 flash-attention generation regression and a stale paged-generate warning are not the same bug." + }, + { + "left": "issue:45198", + "right": "issue:45803", + "accept": false, + "reason": "Wav2Vec2 save/tokenization failure and a bare-except swallowing errors in Fuyu are different code paths." + }, + { + "left": "issue:45459", + "right": "issue:45712", + "accept": false, + "reason": "Tokenizer error masking from protobuf absence is unrelated to leftover dummy classes leaking into dir(transformers)." + }, + { + "left": "issue:43412", + "right": "issue:45588", + "accept": false, + "reason": "Executorch export guards/erfinv support and a flash_attention s_aux=None crash are separate issues." + }, + { + "left": "issue:41720", + "right": "issue:45229", + "accept": false, + "reason": "Auto device-map cudaErrorAssert and Gemma4 multi-GPU OOM are different failure modes." + }, + { + "left": "issue:43976", + "right": "issue:45440", + "accept": false, + "reason": "Python version compatibility and DeepseekV3MoE divergence are unrelated." + }, + { + "left": "issue:43278", + "right": "issue:43329", + "accept": false, + "reason": "Embedding dtype regression and a video-token counting bug do not share the same root cause." + }, + { + "left": "issue:10000", + "right": "issue:15354", + "accept": false, + "reason": "DistilBertModel error and GeneratorExp torch.jit.script export failure are unrelated." + }, + { + "left": "issue:45372", + "right": "issue:45406", + "accept": false, + "reason": "Both involve Gemma4 loading, but one is an import dependency issue and the other is a missing _tokenizer attribute in serve." + }, + { + "left": "issue:42490", + "right": "issue:43575", + "accept": false, + "reason": "Path-trailing-slash import warning and Qwen2 tensor-parallel OOM are unrelated." + }, + { + "left": "issue:43065", + "right": "issue:43994", + "accept": false, + "reason": "Sam3PixelDecoder dummy conv and SigLIP2 nonsensical outputs are different model issues." + }, + { + "left": "issue:45372", + "right": "issue:45459", + "accept": false, + "reason": "Gemma4 processor import failure and tokenizer protobuf error masking are unrelated." + }, + { + "left": "issue:43065", + "right": "issue:45412", + "accept": false, + "reason": "Dummy conv in Sam3PixelDecoder and RT-DETR memory not released are different bugs." + }, + { + "left": "issue:44857", + "right": "issue:45588", + "accept": false, + "reason": "Float16 AMP crash in LwDetrImageLoss and flash_attention s_aux=None are unrelated." + }, + { + "left": "issue:45245", + "right": "issue:45563", + "accept": false, + "reason": "Category-count limit error and a stale generate warning are not the same issue." + }, + { + "left": "issue:44448", + "right": "issue:44466", + "accept": false, + "reason": "Both are v5 regressions, but one is output mismatch for Pegasus and the other is serialization of tied weights; not the same concrete bug." + }, + { + "left": "issue:43653", + "right": "issue:44743", + "accept": false, + "reason": "BigBirdTokenizer special-token registration and Qwen3.5 recurrent-state reset are unrelated." + }, + { + "left": "issue:45588", + "right": "issue:45823", + "accept": false, + "reason": "Both touch Gemma4, but one is a flash_attention crash and the other is a device-mismatch forward bug." + }, + { + "left": "issue:44206", + "right": "issue:44479", + "accept": false, + "reason": "Unsupported center arg in LasrFeatureExtractor and Qwen VL video regression are different code paths." + }, + { + "left": "issue:43278", + "right": "issue:43381", + "accept": false, + "reason": "Eval dtype drift and gradient-checkpointing-in-eval are unrelated." + }, + { + "left": "issue:25251", + "right": "issue:32090", + "accept": false, + "reason": "Pipeline top_k output shape change and Trainer GPU broadcast errors are unrelated." + }, + { + "left": "issue:43994", + "right": "issue:45412", + "accept": false, + "reason": "SigLIP2 bad outputs and RT-DETR memory retention are separate bugs." + }, + { + "left": "issue:44186", + "right": "issue:45198", + "accept": false, + "reason": "LayoutLMv2 tokenizer crashes and Wav2Vec2 save/tokenization failure are different 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": 17, + "review_unit_index": 27, + "review_unit_count": 48, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-407", + "nodes": [ + "issue:29127", + "issue:29942", + "issue:30064", + "issue:32090", + "issue:33290", + "issue:33357", + "issue:34567", + "issue:36010", + "issue:39692", + "issue:42490", + "issue:42915", + "issue:42994", + "issue:43066", + "issue:43257", + "issue:43278", + "issue:43334", + "issue:43381", + "issue:43421", + "issue:43526", + "issue:43531", + "issue:43653", + "issue:43701", + "issue:43756", + "issue:43761", + "issue:43824", + "issue:43873", + "issue:44186", + "issue:44265", + "issue:44279", + "issue:44361", + "issue:44442", + "issue:44451", + "issue:44462", + "issue:44610", + "issue:44625", + "issue:44871", + "issue:44977", + "issue:45103", + "issue:45198", + "issue:45372", + "issue:45412", + "issue:45440", + "issue:45491", + "issue:45520", + "issue:45584", + "issue:45593", + "issue:45834", + "issue:45859" + ], + "soft_pairs": [ + "issue:43066|issue:44462", + "issue:44451|issue:45520", + "issue:44361|issue:45198", + "issue:42915|issue:42994", + "issue:44871|issue:44977", + "issue:43756|issue:45440", + "issue:44265|issue:45198", + "issue:43421|issue:45491", + "issue:29942|issue:30064", + "issue:33357|issue:39692", + "issue:43257|issue:43278", + "issue:29127|issue:34567", + "issue:44610|issue:45412", + "issue:42490|issue:43873", + "issue:32090|issue:33290", + "issue:45440|issue:45593", + "issue:43824|issue:44279", + "issue:43653|issue:44442", + "issue:45103|issue:45372", + "issue:43761|issue:45859", + "issue:43526|issue:45834", + "issue:43381|issue:43701", + "issue:43526|issue:44186", + "issue:29942|issue:36010", + "issue:29127|issue:33357", + "issue:43334|issue:43531", + "issue:44625|issue:45584" + ], + "prepared_review_unit_hash": "410dbb73abee9c17c4ad39e1cf78dbc3bc8e5eb724aeaa46434e47b36c986fc3", + "component_budget": { + "node_count": 407, + "item_count": 407, + "soft_pair_count": 1521, + "serialized_chars": 784896, + "estimated_input_tokens": 196224, + "estimated_eval_tokens": 392704 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 27, + "serialized_chars": 35663, + "estimated_input_tokens": 8916, + "estimated_eval_tokens": 18088 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is heterogeneous: the issues span unrelated bugs in tokenizers, model loading, quantization, training, image processing, and docs. None of the soft-edge pairs look like true duplicates or the same underlying fix path.", + "confidence": 0.98, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": null, + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43066", + "right": "issue:44462", + "accept": false, + "reason": "Both concern tokenizer loading behavior, but one is a wrong decoder type in v5 and the other is ignoring repository tokenizer.json; different failure modes and fixes." + }, + { + "left": "issue:44451", + "right": "issue:45520", + "accept": false, + "reason": "Different problems: one is loading a specific model, the other is a Python 3.13 flash_attn import-key error." + }, + { + "left": "issue:44361", + "right": "issue:45198", + "accept": false, + "reason": "Unrelated tokenizer/task AttributeError versus Wav2Vec2 save_pretrained/tokenization failure." + }, + { + "left": "issue:42915", + "right": "issue:42994", + "accept": false, + "reason": "Both mention quantization, but one fails with FineGrainedFP8Config on Qwen3MoE and the other is quantized model saving; different code paths." + }, + { + "left": "issue:44871", + "right": "issue:44977", + "accept": false, + "reason": "Gemma eos_token_id config mismatch is unrelated to Qwen3.5 flash-attention generation failure." + }, + { + "left": "issue:43756", + "right": "issue:45440", + "accept": false, + "reason": "Both are model-specific implementation discrepancies, but they affect different model families and different mechanisms." + }, + { + "left": "issue:44265", + "right": "issue:45198", + "accept": false, + "reason": "torch.export compatibility with torch_compilable_check is unrelated to Wav2Vec2 tokenization/save_pretrained issues." + }, + { + "left": "issue:43421", + "right": "issue:45491", + "accept": false, + "reason": "Tokenizer special-token post-processing runtime updates are unrelated to Gemma3 NaN embeddings under sliding-window attention." + }, + { + "left": "issue:29942", + "right": "issue:30064", + "accept": false, + "reason": "Flash Attention 2 test failures and void segmentation map processing are different subsystems and bugs." + }, + { + "left": "issue:33357", + "right": "issue:39692", + "accept": false, + "reason": "MacOS bus error with a CLIP model is unrelated to SigLIP2 documentation example errors." + }, + { + "left": "issue:43257", + "right": "issue:43278", + "accept": false, + "reason": "Qwen3 MoE weight conversion under accelerate/deepspeed is unrelated to embedding dtype drift between train and eval." + }, + { + "left": "issue:29127", + "right": "issue:34567", + "accept": false, + "reason": "LayoutLMv3 error-message clarity and TrainerState token counting are unrelated." + }, + { + "left": "issue:44610", + "right": "issue:45412", + "accept": false, + "reason": "Processor input-size mismatch for OmDet-Turbo is unrelated to RT-DETR memory release/GC behavior." + }, + { + "left": "issue:42490", + "right": "issue:43873", + "accept": false, + "reason": "Import warning for local paths ending in slash is unrelated to quantization offloading behavior." + }, + { + "left": "issue:32090", + "right": "issue:33290", + "accept": false, + "reason": "Trainer broadcast NoneType error and Adafactor OOM in deepspeed are different runtime failures." + }, + { + "left": "issue:45440", + "right": "issue:45593", + "accept": false, + "reason": "DeepSeekV3MoE implementation divergence is unrelated to D-FINE auxiliary losses with denoising off." + }, + { + "left": "issue:43824", + "right": "issue:44279", + "accept": false, + "reason": "Missing Qwen2_5_VL export is a specific import regression, not the same as a general dependency issue." + }, + { + "left": "issue:43653", + "right": "issue:44442", + "accept": false, + "reason": "BigBirdTokenizer special-token registration bug is unrelated to AutoTokenizer failing to load a FastSpeech2ConformerTokenizer." + }, + { + "left": "issue:45103", + "right": "issue:45372", + "accept": false, + "reason": "auto_docstring crash with future annotations and Gemma 4 processor import error are unrelated." + }, + { + "left": "issue:43761", + "right": "issue:45859", + "accept": false, + "reason": "CLIPVisionModel hidden_states regression and Qwen3_5MoE rotary embedding CPU-offload incompatibility are different code paths." + }, + { + "left": "issue:43526", + "right": "issue:45834", + "accept": false, + "reason": "BeitImageProcessorFast reduce_labels bug and Kosmos2.5 OCR long-input index error are unrelated." + }, + { + "left": "issue:43381", + "right": "issue:43701", + "accept": false, + "reason": "Gradient checkpointing in eval mode and resume_from_checkpoint key mismatch are distinct training/control-flow bugs." + }, + { + "left": "issue:43526", + "right": "issue:44186", + "accept": false, + "reason": "Different tokenizer/image-processor bugs with different symptoms and fix locations." + }, + { + "left": "issue:29942", + "right": "issue:36010", + "accept": false, + "reason": "Flash Attention 2 test failures are unrelated to GenerationMixin import errors." + }, + { + "left": "issue:29127", + "right": "issue:33357", + "accept": false, + "reason": "LayoutLMv3 error messaging and a CLIP MacOS bus error are unrelated." + }, + { + "left": "issue:43334", + "right": "issue:43531", + "accept": false, + "reason": "Missing pad_token_id on Qwen3-VL text config is unrelated to the Qwen3-MoE sliding_window issue." + }, + { + "left": "issue:44625", + "right": "issue:45584", + "accept": false, + "reason": "Qwen3.5 num_labels propagation and Whisper empty transcription after align_special_tokens 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": 17, + "review_unit_index": 28, + "review_unit_count": 48, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-407", + "nodes": [ + "issue:29127", + "issue:33290", + "issue:34567", + "issue:34689", + "issue:35141", + "issue:42490", + "issue:42907", + "issue:42915", + "issue:43232", + "issue:43262", + "issue:43316", + "issue:43381", + "issue:43388", + "issue:43441", + "issue:43525", + "issue:43526", + "issue:43575", + "issue:43611", + "issue:43646", + "issue:43701", + "issue:43723", + "issue:43761", + "issue:43931", + "issue:44062", + "issue:44077", + "issue:44079", + "issue:44188", + "issue:44206", + "issue:44387", + "issue:44442", + "issue:44464", + "issue:44479", + "issue:44743", + "issue:44811", + "issue:44857", + "issue:44898", + "issue:44977", + "issue:45003", + "issue:45072", + "issue:45245", + "issue:45290", + "issue:45440", + "issue:45479", + "issue:45491", + "issue:45588", + "issue:45698", + "issue:45803", + "issue:45907" + ], + "soft_pairs": [ + "issue:44977|issue:45245", + "issue:29127|issue:35141", + "issue:42915|issue:43931", + "issue:44442|issue:45072", + "issue:44464|issue:45491", + "issue:43262|issue:44206", + "issue:43526|issue:44857", + "issue:42490|issue:43381", + "issue:44062|issue:45907", + "issue:43441|issue:45588", + "issue:43761|issue:44079", + "issue:43232|issue:43388", + "issue:43646|issue:44077", + "issue:43575|issue:43701", + "issue:43575|issue:44387", + "issue:44743|issue:44811", + "issue:45003|issue:45440", + "issue:43723|issue:45479", + "issue:43761|issue:44188", + "issue:44442|issue:45803", + "issue:43316|issue:43525", + "issue:44479|issue:45290", + "issue:44442|issue:44898", + "issue:42907|issue:45698", + "issue:42490|issue:44743", + "issue:33290|issue:34567", + "issue:34689|issue:43611" + ], + "prepared_review_unit_hash": "43803bca8dfc42c6510e85b43fed1e4b5f87835cace31b6fccb75abb9d9f69d2", + "component_budget": { + "node_count": 407, + "item_count": 407, + "soft_pair_count": 1521, + "serialized_chars": 784896, + "estimated_input_tokens": 196224, + "estimated_eval_tokens": 392704 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 27, + "serialized_chars": 35883, + "estimated_input_tokens": 8971, + "estimated_eval_tokens": 18198 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The set is heterogeneous and mostly not duplicate-related; the soft pairs span unrelated bugs across models, tokenizers, generation, audio, vision, and training utilities. I reject all soft edges and treat this as a weak cluster overall.", + "confidence": 0.93, + "canonical_issue_reason": "`issue:43646` is the broadest representative regression in the set: a Transformers 5.0.0 custom model initialization breakage that reads like a general anchor for v5 loading/init problems.", + "canonical_pr_reason": null, + "best_issue_reason": "`issue:43646` is the most suitable global representative because it is a high-level, cross-cutting initialization/loading regression rather than a narrow model-specific symptom.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44977", + "right": "issue:45245", + "accept": false, + "reason": "Different failures: flash-attention generation bug vs category-count limit error; not the same code path." + }, + { + "left": "issue:29127", + "right": "issue:35141", + "accept": false, + "reason": "Unrelated: layoutlmv3 box validation/error messaging vs embedding reinitialization after resize." + }, + { + "left": "issue:42915", + "right": "issue:43931", + "accept": false, + "reason": "Both are Qwen-related load problems, but one is FineGrainedFP8 config and the other is weight-shape mismatch in a different model; not the same bug." + }, + { + "left": "issue:44442", + "right": "issue:45072", + "accept": false, + "reason": "Tokenizer loading failure vs dtype mismatch in inference; different subsystem and symptom." + }, + { + "left": "issue:44464", + "right": "issue:45491", + "accept": false, + "reason": "Chunked generation inconsistency with compiled forward is distinct from Gemma3 mixed-length NaN embeddings." + }, + { + "left": "issue:43262", + "right": "issue:44206", + "accept": false, + "reason": "Both touch audio processors, but the concrete bug differs: chat-template sampling-rate default vs unsupported `center` argument." + }, + { + "left": "issue:43526", + "right": "issue:44857", + "accept": false, + "reason": "ImageProcessor label reduction bug and AMP/CUDA loss crash are unrelated." + }, + { + "left": "issue:42490", + "right": "issue:43381", + "accept": false, + "reason": "Local-path import warning and gradient-checkpointing eval-mode behavior are unrelated." + }, + { + "left": "issue:44062", + "right": "issue:45907", + "accept": false, + "reason": "AddedToken keyword conflict vs repo file revision forwarding are different API bugs." + }, + { + "left": "issue:43441", + "right": "issue:45588", + "accept": false, + "reason": "Both mention flash attention, but they affect different models/code paths and have different root causes." + }, + { + "left": "issue:43761", + "right": "issue:44079", + "accept": false, + "reason": "CLIPVision hidden-states regression is not the same as ModelOutput key assignment semantics." + }, + { + "left": "issue:43232", + "right": "issue:43388", + "accept": false, + "reason": "Generation kwargs sync issue vs metric-gather label truncation are unrelated." + }, + { + "left": "issue:43646", + "right": "issue:44077", + "accept": false, + "reason": "Both involve init/post-init semantics, but `44077` is a specific model constraint change, not the same broad custom-model loading regression." + }, + { + "left": "issue:43575", + "right": "issue:43701", + "accept": false, + "reason": "Tensor-parallel OOM and checkpoint key mismatch are unrelated." + }, + { + "left": "issue:43575", + "right": "issue:44387", + "accept": false, + "reason": "Both are OOMs, but the causes differ: model load/tp vs int4 quantization memory growth." + }, + { + "left": "issue:44743", + "right": "issue:44811", + "accept": false, + "reason": "Recurrent-state caching bug and Whisper batch_decode skip_special_tokens bug are unrelated." + }, + { + "left": "issue:45003", + "right": "issue:45440", + "accept": false, + "reason": "Unsafe `sys.modules` access is not the same as DeepSeekV3MoE divergence from remote implementation." + }, + { + "left": "issue:43723", + "right": "issue:45479", + "accept": false, + "reason": "Tokenizer loading regression and zero-loss classification bug are unrelated." + }, + { + "left": "issue:43761", + "right": "issue:44188", + "accept": false, + "reason": "Model output regression vs attention-kernel divergence under torch.compile; different paths and symptoms." + }, + { + "left": "issue:44442", + "right": "issue:45803", + "accept": false, + "reason": "AutoTokenizer loading failure and bare `except` swallowing errors are unrelated." + }, + { + "left": "issue:43316", + "right": "issue:43525", + "accept": false, + "reason": "Both are config/API discrepancies, but for different attributes and model families; not the same issue." + }, + { + "left": "issue:44479", + "right": "issue:45290", + "accept": false, + "reason": "Video-input regression in Qwen models is unrelated to chat-template crashes on assistant tool-call messages." + }, + { + "left": "issue:44442", + "right": "issue:44898", + "accept": false, + "reason": "Tokenizer loading failure vs Perceiver non-default-resolution failure are unrelated." + }, + { + "left": "issue:42907", + "right": "issue:45698", + "accept": false, + "reason": "Saving dequantized models and loading the wrong custom module after save/load are different problems." + }, + { + "left": "issue:42490", + "right": "issue:44743", + "accept": false, + "reason": "Import-path warning and Qwen recurrent-state reset are unrelated." + }, + { + "left": "issue:33290", + "right": "issue:34567", + "accept": false, + "reason": "Deepspeed/Adafactor OOM and token-count tracking not updating are unrelated." + }, + { + "left": "issue:34689", + "right": "issue:43611", + "accept": false, + "reason": "Both are model-loading regressions, but they affect different versions and root causes; 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": 17, + "review_unit_index": 29, + "review_unit_count": 48, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-407", + "nodes": [ + "issue:25251", + "issue:28282", + "issue:33290", + "issue:34689", + "issue:35141", + "issue:36010", + "issue:36331", + "issue:41628", + "issue:41950", + "issue:42175", + "issue:43065", + "issue:43295", + "issue:43316", + "issue:43381", + "issue:43388", + "issue:43404", + "issue:43441", + "issue:43475", + "issue:43493", + "issue:43540", + "issue:43643", + "issue:43673", + "issue:43688", + "issue:43720", + "issue:43749", + "issue:43825", + "issue:43827", + "issue:43873", + "issue:43931", + "issue:44077", + "issue:44162", + "issue:44190", + "issue:44442", + "issue:44479", + "issue:44496", + "issue:44514", + "issue:44617", + "issue:44743", + "issue:44792", + "issue:44855", + "issue:44871", + "issue:44877", + "issue:44913", + "issue:45137", + "issue:45216", + "issue:45372", + "issue:45759" + ], + "soft_pairs": [ + "issue:43931|issue:45216", + "issue:33290|issue:35141", + "issue:33290|issue:34689", + "issue:43381|issue:43873", + "issue:43493|issue:43827", + "issue:43316|issue:45759", + "issue:44077|issue:44479", + "issue:43720|issue:44442", + "issue:41628|issue:45372", + "issue:43643|issue:44913", + "issue:43749|issue:43931", + "issue:34689|issue:36010", + "issue:43873|issue:44871", + "issue:33290|issue:36331", + "issue:44190|issue:44496", + "issue:44855|issue:45137", + "issue:43316|issue:44877", + "issue:43540|issue:44514", + "issue:42175|issue:43316", + "issue:43404|issue:43441", + "issue:43673|issue:44743", + "issue:43295|issue:43825", + "issue:43065|issue:44617", + "issue:44162|issue:44792", + "issue:25251|issue:28282", + "issue:43388|issue:43688", + "issue:41950|issue:43475" + ], + "prepared_review_unit_hash": "733b6b5b967bfbf7a0b38610234be1bf71518a07c519273d0a131aa07d915014", + "component_budget": { + "node_count": 407, + "item_count": 407, + "soft_pair_count": 1521, + "serialized_chars": 784896, + "estimated_input_tokens": 196224, + "estimated_eval_tokens": 392704 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 27, + "serialized_chars": 35376, + "estimated_input_tokens": 8844, + "estimated_eval_tokens": 17944 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The cluster is highly heterogeneous: most items are unrelated Transformers bugs across models, loading, generation, pipelines, and training. None of the soft-similarity pairs look like true duplicates or mergeable PR-equivalents.", + "confidence": 0.33, + "canonical_issue_reason": "Issue 43873 is the most engaged and broadly phrased item in the set, so it is the best anchor if one must be chosen; however, it does not actually unify the cluster as a duplicate family.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 43873 has the strongest discussion/inbound-reference signal and broad enough wording to serve as a triage representative, even though the cluster is not a clean duplicate set.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43931", + "right": "issue:45216", + "accept": false, + "reason": "Both are model-loading regressions, but one is a Qwen3-VL weight-shape mismatch and the other is a Qwen3.5 save_pretrained checkpoint bug; different failure modes." + }, + { + "left": "issue:33290", + "right": "issue:35141", + "accept": false, + "reason": "AdaFactor/DeepSpeed OOM is unrelated to token-embedding resize reinitialization in post_init." + }, + { + "left": "issue:33290", + "right": "issue:34689", + "accept": false, + "reason": "Optimizer memory blow-up and Llama 3.2 Vision loading breakage are different bugs." + }, + { + "left": "issue:43381", + "right": "issue:43873", + "accept": false, + "reason": "Gradient checkpointing in eval mode is unrelated to quantization/offloading behavior." + }, + { + "left": "issue:43493", + "right": "issue:43827", + "accept": false, + "reason": "SigLIP2 implementation discrepancy is unrelated to docs still mentioning pipeline() after v5 removals." + }, + { + "left": "issue:43316", + "right": "issue:45759", + "accept": false, + "reason": "Gemma3TextConfig API mismatch is different from AutoModelForCausalLM.from_config not unwrapping text_config for Qwen multimodal configs." + }, + { + "left": "issue:44077", + "right": "issue:44479", + "accept": false, + "reason": "Optional post_init policy for patchtsmixer is unrelated to Qwen video-input regression." + }, + { + "left": "issue:43720", + "right": "issue:44442", + "accept": false, + "reason": "BitNet packed-weight loading and AutoTokenizer failing on FastSpeech2ConformerTokenizer are unrelated code paths." + }, + { + "left": "issue:41628", + "right": "issue:45372", + "accept": false, + "reason": "AutoImageProcessor import failure and mistral_common ReasoningEffort import breakage are different processor/import issues." + }, + { + "left": "issue:43643", + "right": "issue:44913", + "accept": false, + "reason": "trust_remote_code config field loss is not the same as GPTNeoXConfig rotary_pct resetting on reload." + }, + { + "left": "issue:43749", + "right": "issue:43931", + "accept": false, + "reason": "FSDP CPU RAM efficient loading failure and Qwen3-VL weight-shape mismatch are distinct loading problems." + }, + { + "left": "issue:34689", + "right": "issue:36010", + "accept": false, + "reason": "Llama 3.2 Vision model loading regression is unrelated to the GenerationMixin import error." + }, + { + "left": "issue:43873", + "right": "issue:44871", + "accept": false, + "reason": "Quantization/offloading behavior and Gemma-3 eos_token_id inconsistency are different bugs." + }, + { + "left": "issue:33290", + "right": "issue:36331", + "accept": false, + "reason": "OOM in DeepSpeed AdaFactor is unrelated to a CustomTrainer compute_loss signature mismatch." + }, + { + "left": "issue:44190", + "right": "issue:44496", + "accept": false, + "reason": "Local dataset loading in a training script is unrelated to an unrecognized model config error." + }, + { + "left": "issue:44855", + "right": "issue:45137", + "accept": false, + "reason": "Python 3.13 torch.jit indentation parsing failure and DeepSpeed ZeRO3 deque IndexError are unrelated." + }, + { + "left": "issue:43316", + "right": "issue:44877", + "accept": false, + "reason": "Gemma3TextConfig API discrepancy is not the same as strict config blocking granite_speech loading." + }, + { + "left": "issue:43540", + "right": "issue:44514", + "accept": false, + "reason": "Qwen3OmniMoe video-input ValueError and batched apply_chat_template crash are both multimodal, but they hit different APIs and bugs." + }, + { + "left": "issue:42175", + "right": "issue:43316", + "accept": false, + "reason": "Missing TensorFlow in torch extra install is unrelated to Gemma3TextConfig API behavior." + }, + { + "left": "issue:43404", + "right": "issue:43441", + "accept": false, + "reason": "Tied lm_head weights in Mistral3ForConditionalGeneration and FlashAttention failure in Ministral-3 are different issues." + }, + { + "left": "issue:43673", + "right": "issue:44743", + "accept": false, + "reason": "GenerationMixin cache absence during chunked_prefill is not the same as recurrent states resetting with cache and seq_len>1." + }, + { + "left": "issue:43295", + "right": "issue:43825", + "accept": false, + "reason": "Processor/tokenizer regression and pipeline translation messaging/docs mismatch are separate v5 issues." + }, + { + "left": "issue:43065", + "right": "issue:44617", + "accept": false, + "reason": "Dummy Conv2d in Sam3PixelDecoder and Sam3Video CUDA OOM are not the same bug." + }, + { + "left": "issue:44162", + "right": "issue:44792", + "accept": false, + "reason": "ESM2 breakage and janus image-generation test failure are unrelated." + }, + { + "left": "issue:25251", + "right": "issue:28282", + "accept": false, + "reason": "Pipeline top_k nested-list output and missing PyTorch ImportError are completely unrelated." + }, + { + "left": "issue:43388", + "right": "issue:43688", + "accept": false, + "reason": "gather_for_metrics last-batch label truncation and auxiliary-loss normalization are different training bugs." + }, + { + "left": "issue:41950", + "right": "issue:43475", + "accept": false, + "reason": "Video-classification pipeline selecting image processors and Sam3VisionEncoderOutput missing fpn_position_embeddings are different multimodal 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": 17, + "review_unit_index": 30, + "review_unit_count": 48, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-407", + "nodes": [ + "issue:16998", + "issue:22355", + "issue:32090", + "issue:35141", + "issue:41720", + "issue:42617", + "issue:43065", + "issue:43295", + "issue:43452", + "issue:43504", + "issue:43550", + "issue:43575", + "issue:43606", + "issue:43646", + "issue:43701", + "issue:43742", + "issue:43761", + "issue:43827", + "issue:43906", + "issue:43931", + "issue:43994", + "issue:44060", + "issue:44077", + "issue:44190", + "issue:44242", + "issue:44464", + "issue:44479", + "issue:44496", + "issue:44521", + "issue:44534", + "issue:44610", + "issue:44617", + "issue:44734", + "issue:44792", + "issue:44871", + "issue:44913", + "issue:44964", + "issue:44977", + "issue:45127", + "issue:45200", + "issue:45245", + "issue:45290", + "issue:45381", + "issue:45406", + "issue:45563", + "issue:45584", + "issue:45698", + "issue:46050" + ], + "soft_pairs": [ + "issue:43550|issue:43701", + "issue:44077|issue:44534", + "issue:16998|issue:22355", + "issue:43606|issue:43701", + "issue:43761|issue:44479", + "issue:44871|issue:45584", + "issue:45127|issue:45200", + "issue:43295|issue:44871", + "issue:43452|issue:44496", + "issue:42617|issue:43575", + "issue:43575|issue:43742", + "issue:43504|issue:45698", + "issue:43646|issue:44913", + "issue:44871|issue:46050", + "issue:44734|issue:45406", + "issue:44617|issue:45584", + "issue:43931|issue:44060", + "issue:43761|issue:44242", + "issue:32090|issue:35141", + "issue:45563|issue:45584", + "issue:44479|issue:44734", + "issue:43065|issue:44610", + "issue:44792|issue:44977", + "issue:44521|issue:45381", + "issue:43827|issue:43994", + "issue:43906|issue:45290", + "issue:44464|issue:45563", + "issue:44534|issue:44913", + "issue:44190|issue:44964", + "issue:41720|issue:45245" + ], + "prepared_review_unit_hash": "dbadeb3e0f434da2bb7906279f62a34b6d96058d4cc86b64f29a370280148f66", + "component_budget": { + "node_count": 407, + "item_count": 407, + "soft_pair_count": 1521, + "serialized_chars": 784896, + "estimated_input_tokens": 196224, + "estimated_eval_tokens": 392704 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 30, + "serialized_chars": 36622, + "estimated_input_tokens": 9156, + "estimated_eval_tokens": 18568 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This is a heterogeneous cluster of Transformers issues spanning unrelated bugs (model loading, multimodal regressions, config/save-load problems, serving/runtime failures). The soft-similarity pairs mostly reflect broad wording, not the same underlying defect.", + "confidence": 0.96, + "canonical_issue_reason": "No canonical issue: the reports cover different models, subsystems, and failure modes, so there is no single duplicate anchor for the cluster.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43646 is the broadest representative of a load/init regression, but it still is not a safe duplicate anchor because the cluster is too mixed.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43550", + "right": "issue:43701", + "accept": false, + "reason": "Different bugs: SDPA/torch.compile OOM vs resume checkpoint key mismatch." + }, + { + "left": "issue:44077", + "right": "issue:44534", + "accept": false, + "reason": "PatchTSTMixer post_init policy vs non-persistent buffer junk; unrelated code paths." + }, + { + "left": "issue:16998", + "right": "issue:22355", + "accept": false, + "reason": "DeBERTa max_length question vs missing transformers.onnx module; unrelated." + }, + { + "left": "issue:43606", + "right": "issue:43701", + "accept": false, + "reason": "CPU offload device mismatch vs checkpoint key mismatch; no shared root cause." + }, + { + "left": "issue:43761", + "right": "issue:44479", + "accept": false, + "reason": "CLIP hidden_states regression vs Qwen video-input regression; different models and symptoms." + }, + { + "left": "issue:44871", + "right": "issue:45584", + "accept": false, + "reason": "Gemma eos_token_id config mismatch vs Whisper empty-transcription crash; unrelated." + }, + { + "left": "issue:45127", + "right": "issue:45200", + "accept": false, + "reason": "LoRA/extended-vocab collapse vs Gemma 4 mm_token_type_ids defaulting; different mechanisms." + }, + { + "left": "issue:43295", + "right": "issue:44871", + "accept": false, + "reason": "Processor.tokenizer regression vs eos_token_id inconsistency; not the same bug." + }, + { + "left": "issue:43452", + "right": "issue:44496", + "accept": false, + "reason": "Both are loading failures, but gguf_file handling and missing model_type are distinct causes/models." + }, + { + "left": "issue:42617", + "right": "issue:43575", + "accept": false, + "reason": "3d_parallel.py runtime failure vs Qwen2-57B tensor-parallel OOM; unrelated." + }, + { + "left": "issue:43575", + "right": "issue:43742", + "accept": false, + "reason": "OOM during TP loading vs key error loading MobileLLM; different failure modes." + }, + { + "left": "issue:43504", + "right": "issue:45698", + "accept": false, + "reason": "Legacy field BEiT load error vs wrong custom module selected after save/load; different root causes." + }, + { + "left": "issue:43646", + "right": "issue:44913", + "accept": false, + "reason": "Custom model initialization regression vs GPTNeoX rotary_pct reload defaulting; related broadly, but not same defect." + }, + { + "left": "issue:44871", + "right": "issue:46050", + "accept": false, + "reason": "Eos-token config mismatch vs quantized save_pretrained/from_pretrained breakage; unrelated." + }, + { + "left": "issue:44734", + "right": "issue:45406", + "accept": false, + "reason": "Serve KV-cache indexing crash vs Gemma4Processor missing _tokenizer; different serve bugs." + }, + { + "left": "issue:44617", + "right": "issue:45584", + "accept": false, + "reason": "Sam3Video CUDA OOM vs Whisper empty transcription after token alignment; unrelated." + }, + { + "left": "issue:43931", + "right": "issue:44060", + "accept": false, + "reason": "Qwen3-VL weight-shape mismatch vs Qwen3-Next tied-weights warning; different model internals." + }, + { + "left": "issue:43761", + "right": "issue:44242", + "accept": false, + "reason": "CLIP hidden_states bug vs missing load-balancing loss; unrelated." + }, + { + "left": "issue:32090", + "right": "issue:35141", + "accept": false, + "reason": "Trainer broadcast NoneType error vs embedding reinit after resize; different subsystems." + }, + { + "left": "issue:45563", + "right": "issue:45584", + "accept": false, + "reason": "Paged-generate warning bug vs Whisper empty transcription crash; unrelated." + }, + { + "left": "issue:44479", + "right": "issue:44734", + "accept": false, + "reason": "Qwen video-input regression vs transformers serve KV-cache crash; different code paths." + }, + { + "left": "issue:43065", + "right": "issue:44610", + "accept": false, + "reason": "Dummy Conv2d in Sam3PixelDecoder vs OmDet processor size mismatch; unrelated vision issues." + }, + { + "left": "issue:44792", + "right": "issue:44977", + "accept": false, + "reason": "Janus image-generation test failure vs Qwen3.5 flash-attention generation bug; unrelated." + }, + { + "left": "issue:44521", + "right": "issue:45381", + "accept": false, + "reason": "Assistant-mask generation bug vs vision_position_ids bug; both multimodal, but not the same concrete failure." + }, + { + "left": "issue:43827", + "right": "issue:43994", + "accept": false, + "reason": "Docs referencing pipeline after removal vs SigLIP2 inference producing bad outputs; docs issue vs model bug." + }, + { + "left": "issue:43906", + "right": "issue:45290", + "accept": false, + "reason": "Reproduction of issue 38071 vs tokenize=True tool-call crash; not enough evidence of the same root cause." + }, + { + "left": "issue:44464", + "right": "issue:45563", + "accept": false, + "reason": "Compiled forward chunked-generation inconsistency vs stale warning; unrelated generation behaviors." + }, + { + "left": "issue:44534", + "right": "issue:44913", + "accept": false, + "reason": "Non-persistent buffer junk in v5 vs rotary_pct reload defaulting; different config-state bugs." + }, + { + "left": "issue:44190", + "right": "issue:44964", + "accept": false, + "reason": "Local dataset loading script failure vs model from_pretrained load failure; unrelated." + }, + { + "left": "issue:41720", + "right": "issue:45245", + "accept": false, + "reason": "Qwen3 auto-device-map assert vs category-limit runtime error; unrelated." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 17, + "review_unit_index": 31, + "review_unit_count": 48, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-407", + "nodes": [ + "issue:35141", + "issue:36246", + "issue:38175", + "issue:38617", + "issue:41628", + "issue:41950", + "issue:42490", + "issue:43065", + "issue:43116", + "issue:43295", + "issue:43335", + "issue:43479", + "issue:43540", + "issue:43550", + "issue:43644", + "issue:43650", + "issue:43976", + "issue:44016", + "issue:44077", + "issue:44079", + "issue:44112", + "issue:44186", + "issue:44190", + "issue:44220", + "issue:44462", + "issue:44496", + "issue:44683", + "issue:44734", + "issue:44737", + "issue:44792", + "issue:44855", + "issue:44913", + "issue:44933", + "issue:44938", + "issue:45127", + "issue:45245", + "issue:45276", + "issue:45357", + "issue:45362", + "issue:45375", + "issue:45446", + "issue:45542", + "issue:45584", + "issue:45588", + "issue:45600", + "issue:45803", + "issue:45907" + ], + "soft_pairs": [ + "issue:44792|issue:45600", + "issue:44855|issue:45588", + "issue:44933|issue:45362", + "issue:44737|issue:45803", + "issue:45127|issue:45357", + "issue:35141|issue:42490", + "issue:44462|issue:45907", + "issue:43335|issue:44855", + "issue:44077|issue:44079", + "issue:43550|issue:44190", + "issue:44938|issue:45542", + "issue:43976|issue:44855", + "issue:43644|issue:44913", + "issue:43540|issue:44734", + "issue:44112|issue:45600", + "issue:43650|issue:44220", + "issue:43335|issue:44190", + "issue:44496|issue:45803", + "issue:43116|issue:44190", + "issue:45276|issue:45584", + "issue:41950|issue:44016", + "issue:45245|issue:45584", + "issue:43479|issue:45375", + "issue:36246|issue:41628", + "issue:43295|issue:45276", + "issue:36246|issue:38617", + "issue:44186|issue:44734", + "issue:38175|issue:43065", + "issue:44683|issue:45446", + "issue:44016|issue:44220" + ], + "prepared_review_unit_hash": "2825aa3c77df16b92168c67e27247dd6f68ad009111def9c364d522c9a7f6cce", + "component_budget": { + "node_count": 407, + "item_count": 407, + "soft_pair_count": 1521, + "serialized_chars": 784896, + "estimated_input_tokens": 196224, + "estimated_eval_tokens": 392704 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 30, + "serialized_chars": 36222, + "estimated_input_tokens": 9056, + "estimated_eval_tokens": 18368 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The soft pairs are mostly false positives: they share broad symptom categories like import errors, config bugs, or model regressions, but not the same concrete code path. I would not merge any of the candidate pairs.", + "confidence": 0.98, + "canonical_issue_reason": "No single issue is canonical here because the items are heterogeneous and the proposed soft pairs do not describe the same underlying bug.", + "canonical_pr_reason": null, + "best_issue_reason": "If a representative issue is needed, issue 41628 is the cleanest standalone regression report: a clear import failure, concise repro, and broad user impact.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44792", + "right": "issue:45600", + "accept": false, + "reason": "Different failures: a janus model test regression vs broken auto_mappings references for removed configs." + }, + { + "left": "issue:44855", + "right": "issue:45588", + "accept": false, + "reason": "Different code paths: DebertaV2 import parsing on Python 3.13 vs flash_attention crashing on s_aux=None." + }, + { + "left": "issue:44933", + "right": "issue:45362", + "accept": false, + "reason": "Both are import/model issues, but one is a missing image_utils export and the other is a Qwen3.5 chat crash." + }, + { + "left": "issue:44737", + "right": "issue:45803", + "accept": false, + "reason": "XLNet CPU device bug and a bare-except in FuyuBatchFeature are unrelated." + }, + { + "left": "issue:45127", + "right": "issue:45357", + "accept": false, + "reason": "Both mention Qwen, but one is LoRA/extended-vocab collapse and the other is incorrect save_pretrained visual keys." + }, + { + "left": "issue:35141", + "right": "issue:42490", + "accept": false, + "reason": "Resize-token-embeddings reinit bug is unrelated to the import warning for local paths ending with a slash." + }, + { + "left": "issue:44462", + "right": "issue:45907", + "accept": false, + "reason": "Tokenizer.json precedence and repo file revision forwarding are different repository-loading bugs." + }, + { + "left": "issue:43335", + "right": "issue:44855", + "accept": false, + "reason": "SwitchTransformers sparse-layer config bug is unrelated to DebertaV2 import parsing." + }, + { + "left": "issue:44077", + "right": "issue:44079", + "accept": false, + "reason": "Optional post_init validation and ModelOutput key assignment are different behaviors." + }, + { + "left": "issue:43550", + "right": "issue:44190", + "accept": false, + "reason": "torch.compile/SDPA failure in Bamba is unrelated to local dataset loading in the example script." + }, + { + "left": "issue:44938", + "right": "issue:45542", + "accept": false, + "reason": "Python 3.14 load failure and TensorFlow backend import handling are separate environment issues." + }, + { + "left": "issue:43976", + "right": "issue:44855", + "accept": false, + "reason": "General Python version support regression does not match the specific DebertaV2 script parsing error." + }, + { + "left": "issue:43644", + "right": "issue:44913", + "accept": false, + "reason": "Non-persistent buffer junk and rotary_pct reload defaulting are different initialization bugs." + }, + { + "left": "issue:43540", + "right": "issue:44734", + "accept": false, + "reason": "Qwen3OmniMoe video input validation is unrelated to KV-cache continuation indexing in serve." + }, + { + "left": "issue:44112", + "right": "issue:45600", + "accept": false, + "reason": "CI stale test behavior in GraniteSpeech does not match removed Sam3LiteText auto-mappings." + }, + { + "left": "issue:43650", + "right": "issue:44220", + "accept": false, + "reason": "One item is not a meaningful bug report; the other is a concrete fbank feature-extraction problem." + }, + { + "left": "issue:43335", + "right": "issue:44190", + "accept": false, + "reason": "SwitchTransformers config creation and image-classification dataset loading are unrelated." + }, + { + "left": "issue:44496", + "right": "issue:45803", + "accept": false, + "reason": "Model-type resolution failure and bare-except swallowing errors in FuyuBatchFeature are different bugs." + }, + { + "left": "issue:43116", + "right": "issue:44190", + "accept": false, + "reason": "Example multi-label classification behavior is unrelated to local dataset loading in the no-trainer script." + }, + { + "left": "issue:45276", + "right": "issue:45584", + "accept": false, + "reason": "Gemma4 embedding resize behavior and Whisper empty-transcription generation failure are unrelated." + }, + { + "left": "issue:41950", + "right": "issue:44016", + "accept": false, + "reason": "Video-classification pipeline image-processor lookup and notebook syntax error are unrelated." + }, + { + "left": "issue:45245", + "right": "issue:45584", + "accept": false, + "reason": "Category-cardinality limit and Whisper generation on empty transcription are different issues." + }, + { + "left": "issue:43479", + "right": "issue:45375", + "accept": false, + "reason": "Both are config-related, but they affect different models and different missing/defaulted fields." + }, + { + "left": "issue:36246", + "right": "issue:41628", + "accept": false, + "reason": "Both are import errors, but they are for different symbols and different modules." + }, + { + "left": "issue:43295", + "right": "issue:45276", + "accept": false, + "reason": "Processor/tokenizer regression after v4.57.5 and Gemma4 resize_token_embeddings are unrelated." + }, + { + "left": "issue:36246", + "right": "issue:38617", + "accept": false, + "reason": "Import failures in different modules; no shared underlying code path." + }, + { + "left": "issue:44186", + "right": "issue:44734", + "accept": false, + "reason": "Tokenizer padding/truncation crash and serve KV-cache indexing bug are unrelated." + }, + { + "left": "issue:38175", + "right": "issue:43065", + "accept": false, + "reason": "Siglip2 zero probabilities and a dummy Conv2d in Sam3PixelDecoder are different model bugs." + }, + { + "left": "issue:44683", + "right": "issue:45446", + "accept": false, + "reason": "Both touch flex_attention, but one is a torch>=2.9 compiled-path failure and the other is a version-check/import guard issue." + }, + { + "left": "issue:44016", + "right": "issue:44220", + "accept": false, + "reason": "Notebook syntax error and _torch_extract_fbank_features malfunction 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": 17, + "review_unit_index": 32, + "review_unit_count": 48, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-407", + "nodes": [ + "issue:42175", + "issue:42490", + "issue:42907", + "issue:43295", + "issue:43299", + "issue:43381", + "issue:43404", + "issue:43441", + "issue:43526", + "issue:43531", + "issue:43643", + "issue:43673", + "issue:43824", + "issue:43854", + "issue:43901", + "issue:43976", + "issue:44016", + "issue:44062", + "issue:44075", + "issue:44112", + "issue:44242", + "issue:44246", + "issue:44279", + "issue:44336", + "issue:44368", + "issue:44466", + "issue:44496", + "issue:44521", + "issue:44561", + "issue:44734", + "issue:44913", + "issue:44933", + "issue:44964", + "issue:44987", + "issue:45003", + "issue:45042", + "issue:45200", + "issue:45216", + "issue:45325", + "issue:45335", + "issue:45357", + "issue:45405", + "issue:45584", + "issue:45593", + "issue:45600", + "issue:45632", + "issue:45759" + ], + "soft_pairs": [ + "issue:42175|issue:44279", + "issue:44466|issue:44913", + "issue:43404|issue:45216", + "issue:44734|issue:45632", + "issue:44246|issue:45003", + "issue:44561|issue:45632", + "issue:43643|issue:44496", + "issue:42490|issue:45632", + "issue:44964|issue:45600", + "issue:44112|issue:44964", + "issue:42907|issue:43441", + "issue:43854|issue:44964", + "issue:43976|issue:44987", + "issue:43673|issue:44336", + "issue:44016|issue:44062", + "issue:43295|issue:45335", + "issue:43531|issue:45600", + "issue:43526|issue:43901", + "issue:43824|issue:44933", + "issue:44496|issue:45042", + "issue:43299|issue:45216", + "issue:44075|issue:44368", + "issue:43976|issue:44279", + "issue:45335|issue:45584", + "issue:43381|issue:45593", + "issue:43299|issue:45357", + "issue:43901|issue:44496", + "issue:44496|issue:45759", + "issue:44521|issue:45325", + "issue:43976|issue:45405", + "issue:44242|issue:45200" + ], + "prepared_review_unit_hash": "31037c456d30d794b2c534a527f3bac8e2630ccc4f6463b9589bd2dc62cc2bbc", + "component_budget": { + "node_count": 407, + "item_count": 407, + "soft_pair_count": 1521, + "serialized_chars": 784896, + "estimated_input_tokens": 196224, + "estimated_eval_tokens": 392704 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 31, + "serialized_chars": 36512, + "estimated_input_tokens": 9128, + "estimated_eval_tokens": 18512 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is heterogeneous: the soft pairs mostly share only broad themes like loading, serialization, or multimodal behavior, but they target different models, APIs, or failure modes. I would not merge any of the proposed soft edges. No PRs are present in the cluster.", + "confidence": 0.91, + "canonical_issue_reason": "Issue 44521 is the strongest representative in the set: it is active, externally referenced, and describes a concrete multimodal `apply_chat_template` regression with clear user impact.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 44521 is the best overall issue candidate because it is specific, actionable, and appears to have the broadest downstream relevance among these unrelated reports.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:42175", + "right": "issue:44279", + "accept": false, + "reason": "Different problem spaces: package backend selection/install extras vs a vague dependency issue." + }, + { + "left": "issue:44466", + "right": "issue:44913", + "accept": false, + "reason": "Both involve serialization/reload, but they affect different configs and bugs (`lm_head.weight` vs `rotary_pct`)." + }, + { + "left": "issue:43404", + "right": "issue:45216", + "accept": false, + "reason": "Both touch tied/saved weights, but one is a Mistral3 weight-tying bug and the other is a Qwen3.5 save regression." + }, + { + "left": "issue:44734", + "right": "issue:45632", + "accept": false, + "reason": "Completely different failures: server KV-cache indexing vs local `trust_remote_code` cache-path collision." + }, + { + "left": "issue:44246", + "right": "issue:45003", + "accept": false, + "reason": "Import slowness and unsafe `sys.modules` access are related at most indirectly, not the same bug." + }, + { + "left": "issue:44561", + "right": "issue:45632", + "accept": false, + "reason": "Both involve `trust_remote_code`, but one is a removed API breaking models and the other is a cache-path collision." + }, + { + "left": "issue:43643", + "right": "issue:44496", + "accept": false, + "reason": "Both are model/config loading issues, but one is missing fields from `AutoConfig` and the other is an unrecognized model config." + }, + { + "left": "issue:42490", + "right": "issue:45632", + "accept": false, + "reason": "Local path normalization warning is unrelated to cache-path collisions for `trust_remote_code`." + }, + { + "left": "issue:44964", + "right": "issue:45600", + "accept": false, + "reason": "Different model-loading regressions affecting different code paths and models." + }, + { + "left": "issue:44112", + "right": "issue:44964", + "accept": false, + "reason": "CI test flake in GraniteSpeech is unrelated to a production model-loading failure." + }, + { + "left": "issue:42907", + "right": "issue:43441", + "accept": false, + "reason": "Both mention Ministral, but one is save/export and the other is FlashAttention inference/loading." + }, + { + "left": "issue:43854", + "right": "issue:44964", + "accept": false, + "reason": "Different model families and different failure modes; both are load bugs only at a very high level." + }, + { + "left": "issue:43976", + "right": "issue:44987", + "accept": false, + "reason": "Python version support issue is unrelated to a specific model load failure." + }, + { + "left": "issue:43673", + "right": "issue:44336", + "accept": false, + "reason": "Generation cache behavior and terminal ANSI formatting are unrelated subsystems." + }, + { + "left": "issue:44016", + "right": "issue:44062", + "accept": false, + "reason": "Notebook syntax error and `AddedToken` argument duplication are unrelated." + }, + { + "left": "issue:43295", + "right": "issue:45335", + "accept": false, + "reason": "Custom processor/tokenizer regression and embedding resize behavior are different code paths." + }, + { + "left": "issue:43531", + "right": "issue:45600", + "accept": false, + "reason": "MoE sliding-window behavior and stale config mappings are unrelated." + }, + { + "left": "issue:43526", + "right": "issue:43901", + "accept": false, + "reason": "ImageProcessor label reduction bug and pipeline docs mismatch are not the same issue." + }, + { + "left": "issue:43824", + "right": "issue:44933", + "accept": false, + "reason": "Both are import-related, but they concern different symbols from different modules." + }, + { + "left": "issue:44496", + "right": "issue:45042", + "accept": false, + "reason": "Unrecognized model config and PIL backend requiring torchvision are unrelated." + }, + { + "left": "issue:43299", + "right": "issue:45216", + "accept": false, + "reason": "Different Qwen regressions: model loading vs saved-checkpoint serialization." + }, + { + "left": "issue:44075", + "right": "issue:44368", + "accept": false, + "reason": "Optimizer argument handling and a tied-embeddings warning are unrelated." + }, + { + "left": "issue:43976", + "right": "issue:44279", + "accept": false, + "reason": "Python compatibility bug and a generic dependency issue are not the same underlying defect." + }, + { + "left": "issue:45335", + "right": "issue:45584", + "accept": false, + "reason": "Embedding resize bug and Whisper empty-transcription generation bug are unrelated." + }, + { + "left": "issue:43381", + "right": "issue:45593", + "accept": false, + "reason": "Gradient checkpointing eval-mode constraint and D-FINE auxiliary-loss behavior are unrelated training bugs." + }, + { + "left": "issue:43299", + "right": "issue:45357", + "accept": false, + "reason": "Both are Qwen3.5 regressions, but they affect different serialization directions and different visual keys." + }, + { + "left": "issue:43901", + "right": "issue:44496", + "accept": false, + "reason": "Docs inconsistency for a pipeline does not match a model config loading failure." + }, + { + "left": "issue:44496", + "right": "issue:45759", + "accept": false, + "reason": "Unrecognized config and `from_config` text-config unwrapping are different composite-model loading problems." + }, + { + "left": "issue:44521", + "right": "issue:45325", + "accept": false, + "reason": "Both are multimodal, but one is assistant-mask generation and the other is RoPE/position-id scaling." + }, + { + "left": "issue:43976", + "right": "issue:45405", + "accept": false, + "reason": "Python support mismatch is unrelated to the PEFT minimum version bump." + }, + { + "left": "issue:44242", + "right": "issue:45200", + "accept": false, + "reason": "MoE load-balancing loss gating and mm token type defaults are different training semantics." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 17, + "review_unit_index": 33, + "review_unit_count": 48, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-407", + "nodes": [ + "issue:33290", + "issue:38175", + "issue:39692", + "issue:41950", + "issue:42994", + "issue:43065", + "issue:43295", + "issue:43299", + "issue:43317", + "issue:43441", + "issue:43450", + "issue:43479", + "issue:43525", + "issue:43577", + "issue:43650", + "issue:43854", + "issue:43901", + "issue:44016", + "issue:44261", + "issue:44263", + "issue:44279", + "issue:44291", + "issue:44297", + "issue:44351", + "issue:44462", + "issue:44466", + "issue:44617", + "issue:44623", + "issue:44683", + "issue:44749", + "issue:44779", + "issue:44898", + "issue:45020", + "issue:45081", + "issue:45216", + "issue:45276", + "issue:45278", + "issue:45290", + "issue:45397", + "issue:45405", + "issue:45542", + "issue:45600", + "issue:45656", + "issue:45712", + "issue:45812", + "issue:45823", + "issue:45834", + "issue:45907" + ], + "soft_pairs": [ + "issue:41950|issue:45020", + "issue:44351|issue:45278", + "issue:43479|issue:43525", + "issue:44779|issue:45812", + "issue:41950|issue:45823", + "issue:44683|issue:45542", + "issue:43577|issue:45216", + "issue:38175|issue:44617", + "issue:43299|issue:43854", + "issue:39692|issue:43901", + "issue:44279|issue:45405", + "issue:41950|issue:43650", + "issue:43295|issue:44779", + "issue:44462|issue:45081", + "issue:44297|issue:44462", + "issue:45081|issue:45907", + "issue:44016|issue:44291", + "issue:43441|issue:45834", + "issue:45600|issue:45712", + "issue:43450|issue:44279", + "issue:33290|issue:45656", + "issue:43065|issue:44898", + "issue:42994|issue:43317", + "issue:44261|issue:44263", + "issue:44623|issue:45397", + "issue:44466|issue:45276", + "issue:44623|issue:44749", + "issue:43650|issue:45290", + "issue:43441|issue:44683" + ], + "prepared_review_unit_hash": "2e6b3a1f12bf1694c3ecee56be26b802bc1998d086711a46fc05a701c8acdc84", + "component_budget": { + "node_count": 407, + "item_count": 407, + "soft_pair_count": 1521, + "serialized_chars": 784896, + "estimated_input_tokens": 196224, + "estimated_eval_tokens": 392704 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 29, + "serialized_chars": 36324, + "estimated_input_tokens": 9081, + "estimated_eval_tokens": 18418 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The set is mostly a loose collection of unrelated Transformers regression reports across tokenizers, multimodal models, quantization, processors, and attention backends. I found no soft pair that looks like the same underlying bug/change closely enough to merge.", + "confidence": 0.95, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": "issue:45020 is the broadest umbrella in the set: it captures recent v5 breakage for `remote_code`/model loading and is the closest thing to a cluster anchor, though it is not a true duplicate of the others.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:41950", + "right": "issue:45020", + "accept": false, + "reason": "Both involve pipelines/model loading, but one is a video-pipeline processor lookup bug and the other is a broad `remote_code` regression; different code paths and fixes." + }, + { + "left": "issue:44351", + "right": "issue:45278", + "accept": false, + "reason": "`HybridCache` import failure is a specific missing export, while 45278 is a broad import-error report after upgrade; too generic to treat as the same bug." + }, + { + "left": "issue:43479", + "right": "issue:43525", + "accept": false, + "reason": "Different configs and failures: Phi4Multimodal default sub-config initialization vs Llama4 missing `pad_token_id`." + }, + { + "left": "issue:44779", + "right": "issue:45812", + "accept": false, + "reason": "Both are tokenizer regressions, but for different models and likely different tokenizer code paths; not the same concrete bug." + }, + { + "left": "issue:41950", + "right": "issue:45823", + "accept": false, + "reason": "Video processor lookup and Gemma4 device mismatch are unrelated failures." + }, + { + "left": "issue:44683", + "right": "issue:45542", + "accept": false, + "reason": "Compiled flex attention on torch 2.9 and tensorboard/TF backend detection are unrelated." + }, + { + "left": "issue:43577", + "right": "issue:45216", + "accept": false, + "reason": "Blip2 dtype-loading bug and Qwen3.5 save_pretrained regression affect different stages and subsystems." + }, + { + "left": "issue:38175", + "right": "issue:44617", + "accept": false, + "reason": "SigLIP2 zero probabilities and Sam3Video OOM are different symptoms with no shared concrete code path." + }, + { + "left": "issue:43299", + "right": "issue:43854", + "accept": false, + "reason": "Both are model-loading regressions, but for different models and different failure modes; no evidence of a shared fix." + }, + { + "left": "issue:39692", + "right": "issue:43901", + "accept": false, + "reason": "Both mention docs, but one is a broken SigLIP2 example and the other is stale pipeline documentation; not the same issue." + }, + { + "left": "issue:44279", + "right": "issue:45405", + "accept": false, + "reason": "A generic dependency issue is not the same as the specific `MIN_PEFT_VERSION` bump-to-unreleased-package problem." + }, + { + "left": "issue:41950", + "right": "issue:43650", + "accept": false, + "reason": "No overlap beyond being about pipelines/models; \"ADD THE DATA\" is unrelated." + }, + { + "left": "issue:43295", + "right": "issue:44779", + "accept": false, + "reason": "Different regressions: processor/tokenizer API breakage vs DeepSeek tokenizer output changes." + }, + { + "left": "issue:44462", + "right": "issue:45081", + "accept": false, + "reason": "Tokenizer JSON selection and Mistral regex patch failure are separate tokenizer-loading bugs." + }, + { + "left": "issue:44297", + "right": "issue:44462", + "accept": false, + "reason": "One is incorrect `tokenizer_class` serialization, the other is ignoring repository `tokenizer.json`; related area but not the same bug." + }, + { + "left": "issue:45081", + "right": "issue:45907", + "accept": false, + "reason": "Tokenizer regex patch crash and `list_repo_files` revision forwarding are completely different code paths." + }, + { + "left": "issue:44016", + "right": "issue:44291", + "accept": false, + "reason": "Notebook syntax error and `init_empty_weights` unexpected-argument TypeError are unrelated." + }, + { + "left": "issue:43441", + "right": "issue:45834", + "accept": false, + "reason": "FlashAttention failure for Ministral-3 and long-OCR index error in Kosmos2.5 do not share a concrete fix." + }, + { + "left": "issue:45600", + "right": "issue:45712", + "accept": false, + "reason": "Broken auto_mappings references and leftover dummy classes are separate maintenance/CI issues." + }, + { + "left": "issue:43450", + "right": "issue:44279", + "accept": false, + "reason": "Incorrect batched video processor shape and a dependency issue are unrelated." + }, + { + "left": "issue:33290", + "right": "issue:45656", + "accept": false, + "reason": "Both mention DeepSpeed and optimizers, but one is OOM from Adafactor while the other is double optimizer stepping; different bug." + }, + { + "left": "issue:43065", + "right": "issue:44898", + "accept": false, + "reason": "Dummy conv in Sam3PixelDecoder and Perceiver non-default resolution failure are different model bugs." + }, + { + "left": "issue:42994", + "right": "issue:43317", + "accept": false, + "reason": "Quantized model saving and dequantized-model loading/offload are separate quantization lifecycle issues." + }, + { + "left": "issue:44261", + "right": "issue:44263", + "accept": false, + "reason": "LayerNorm epsilon precision discussion and `torch.split` return-value handling are unrelated." + }, + { + "left": "issue:44623", + "right": "issue:45397", + "accept": false, + "reason": "Processor save_pretrained missing files and Gemma-4 ZeRO-3 from_pretrained are different save/load bugs." + }, + { + "left": "issue:44466", + "right": "issue:45276", + "accept": false, + "reason": "Serialization of tied `lm_head.weight` by device and embedding resize propagation are related to weights, but not the same concrete defect." + }, + { + "left": "issue:44623", + "right": "issue:44749", + "accept": false, + "reason": "Processor save_pretrained missing files and the Chinese performance regression after upgrade are unrelated." + }, + { + "left": "issue:43650", + "right": "issue:45290", + "accept": false, + "reason": "Placeholder issue title and chat-template crash with tool calls are unrelated." + }, + { + "left": "issue:43441", + "right": "issue:44683", + "accept": false, + "reason": "Both are attention-backend failures, but one is FlashAttention on a specific model and the other is compiled flex_attention on torch>=2.9; not mergeable as one PR." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 17, + "review_unit_index": 34, + "review_unit_count": 48, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-407", + "nodes": [ + "issue:41628", + "issue:41950", + "issue:42175", + "issue:42491", + "issue:43122", + "issue:43262", + "issue:43299", + "issue:43450", + "issue:43525", + "issue:43531", + "issue:43643", + "issue:43650", + "issue:43653", + "issue:43673", + "issue:43723", + "issue:43761", + "issue:43784", + "issue:43824", + "issue:43881", + "issue:43901", + "issue:43976", + "issue:43994", + "issue:44016", + "issue:44162", + "issue:44188", + "issue:44220", + "issue:44242", + "issue:44246", + "issue:44295", + "issue:44297", + "issue:44336", + "issue:44361", + "issue:44373", + "issue:44485", + "issue:44496", + "issue:44521", + "issue:44589", + "issue:44617", + "issue:44671", + "issue:44779", + "issue:44987", + "issue:45362", + "issue:45397", + "issue:45542", + "issue:45561", + "issue:45563", + "issue:45593", + "issue:45823" + ], + "soft_pairs": [ + "issue:43653|issue:45593", + "issue:43723|issue:44162", + "issue:44016|issue:45823", + "issue:43673|issue:43761", + "issue:42175|issue:43976", + "issue:43262|issue:44521", + "issue:44361|issue:45593", + "issue:44671|issue:44779", + "issue:44987|issue:45542", + "issue:43901|issue:43994", + "issue:43784|issue:45542", + "issue:43122|issue:43650", + "issue:44297|issue:45397", + "issue:43824|issue:43976", + "issue:44188|issue:44336", + "issue:43450|issue:44617", + "issue:43525|issue:43881", + "issue:43525|issue:43643", + "issue:44589|issue:45362", + "issue:41628|issue:43976", + "issue:44336|issue:44373", + "issue:43901|issue:44246", + "issue:45561|issue:45563", + "issue:42491|issue:43299", + "issue:44295|issue:45397", + "issue:44242|issue:45593", + "issue:41950|issue:44220", + "issue:44246|issue:44496", + "issue:43531|issue:45362", + "issue:44336|issue:44485" + ], + "prepared_review_unit_hash": "837a322da8936333fc5109a58cf4976b1d6540f548732d03817f3830437555ed", + "component_budget": { + "node_count": 407, + "item_count": 407, + "soft_pair_count": 1521, + "serialized_chars": 784896, + "estimated_input_tokens": 196224, + "estimated_eval_tokens": 392704 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 30, + "serialized_chars": 36279, + "estimated_input_tokens": 9070, + "estimated_eval_tokens": 18396 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This set is a heterogeneous grab bag of Transformers regressions across tokenizers, multimodal processors, model loading, training losses, docs, and CI. None of the proposed soft-edge pairs look like true duplicates of the same underlying bug/change.", + "confidence": 0.82, + "canonical_issue_reason": "issue:43723 is the best single anchor: it is a broad v5 tokenizer-loading regression and sits closest to the cluster of import/tokenizer-related reports, even though the rest of the items are mostly unrelated.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43723 is the strongest representative issue because it targets a concrete, broadly relevant v5 loading failure and is more central than the model-specific or docs/CI-only reports.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43653", + "right": "issue:45593", + "accept": false, + "reason": "BigBirdTokenizer special-token decode bug vs D-FINE auxiliary-loss bug; unrelated models and code paths." + }, + { + "left": "issue:43723", + "right": "issue:44162", + "accept": false, + "reason": "Tokenizer loading/import regression vs ESM2 model breakage; different subsystem and failure mode." + }, + { + "left": "issue:44016", + "right": "issue:45823", + "accept": false, + "reason": "Notebook syntax error vs Gemma4 device-map forward mismatch; not the same bug." + }, + { + "left": "issue:43673", + "right": "issue:43761", + "accept": false, + "reason": "Generation cache missing in chunked prefill vs CLIPVision hidden_states regression; different components." + }, + { + "left": "issue:42175", + "right": "issue:43976", + "accept": false, + "reason": "Packaging dependency omission vs Python-version compatibility issue; separate problems." + }, + { + "left": "issue:43262", + "right": "issue:44521", + "accept": false, + "reason": "Audio chat-template sampling-rate default vs multimodal assistant-mask generation; not the same underlying defect." + }, + { + "left": "issue:44361", + "right": "issue:45593", + "accept": false, + "reason": "MLukeTokenizer task AttributeError vs D-FINE auxiliary-loss behavior; unrelated." + }, + { + "left": "issue:44671", + "right": "issue:44779", + "accept": false, + "reason": "CamemBERT masked-LM regression vs Deepseek tokenizer regression; different models and root causes." + }, + { + "left": "issue:44987", + "right": "issue:45542", + "accept": false, + "reason": "Model loading failure vs missing TensorFlow backend warning; unrelated." + }, + { + "left": "issue:43901", + "right": "issue:43994", + "accept": false, + "reason": "Docs mismatch for return_all_scores vs incorrect SigLIP2 outputs; docs issue is not the same as model behavior bug." + }, + { + "left": "issue:43784", + "right": "issue:45542", + "accept": false, + "reason": "sentence-transformers import NameError vs undefined tf backend error; different import paths and causes." + }, + { + "left": "issue:43122", + "right": "issue:43650", + "accept": false, + "reason": "Tokenizer-output regression vs placeholder/empty issue title; no shared bug evidence." + }, + { + "left": "issue:44297", + "right": "issue:45397", + "accept": false, + "reason": "Tokenizer save_pretrained metadata bug vs Gemma4 zero3 load failure; different subsystems." + }, + { + "left": "issue:43824", + "right": "issue:43976", + "accept": false, + "reason": "Missing Qwen2.5-VL symbol import vs Python 3.9/3.10 compatibility; unrelated." + }, + { + "left": "issue:44188", + "right": "issue:44336", + "accept": false, + "reason": "torch.compile attention-kernel divergence vs ANSI-code output in loading_report; different areas." + }, + { + "left": "issue:43450", + "right": "issue:44617", + "accept": false, + "reason": "Batched video shape bug vs Sam3Video OOM; different failure modes." + }, + { + "left": "issue:43525", + "right": "issue:43881", + "accept": false, + "reason": "Llama4Config pad_token_id missing vs glm-4v-9b loading failure; different model-specific loading issues." + }, + { + "left": "issue:43525", + "right": "issue:43643", + "accept": false, + "reason": "Missing config attribute in Llama4 vs trust_remote_code AutoConfig field loss; similar theme but not the same concrete bug." + }, + { + "left": "issue:44589", + "right": "issue:45362", + "accept": false, + "reason": "Float8 storage lookup error vs Qwen3.5 chat crash; unrelated." + }, + { + "left": "issue:41628", + "right": "issue:43976", + "accept": false, + "reason": "AutoImageProcessor import error vs Python version compatibility; unrelated." + }, + { + "left": "issue:44336", + "right": "issue:44373", + "accept": false, + "reason": "ANSI escape handling in loading_report vs wrong docstring for position_ids; unrelated." + }, + { + "left": "issue:43901", + "right": "issue:44246", + "accept": false, + "reason": "Docs mismatch vs import-time slowdown; not the same bug." + }, + { + "left": "issue:45561", + "right": "issue:45563", + "accept": false, + "reason": "pytest-xdist captured_info race vs stale generation warning; different code paths." + }, + { + "left": "issue:42491", + "right": "issue:43299", + "accept": false, + "reason": "Qwen3 MoE compatibility/loading issue across versions vs Qwen3VL MoE loading regression; same family but not the same concrete failure." + }, + { + "left": "issue:44295", + "right": "issue:45397", + "accept": false, + "reason": "position_ids buffer-read error vs Gemma4 zero3 loading; unrelated." + }, + { + "left": "issue:44242", + "right": "issue:45593", + "accept": false, + "reason": "Router-logits gating of load-balancing loss vs D-FINE denoising-off auxiliary losses; different models and logic." + }, + { + "left": "issue:41950", + "right": "issue:44220", + "accept": false, + "reason": "Video-classification processor lookup bug vs audio fbank feature issue; different pipelines." + }, + { + "left": "issue:44246", + "right": "issue:44496", + "accept": false, + "reason": "Import-time performance complaint vs unrecognized model/config error; unrelated." + }, + { + "left": "issue:43531", + "right": "issue:45362", + "accept": false, + "reason": "Qwen3-MoE sliding_window bug vs Qwen3.5 chat crash; related family name but distinct underlying failures." + }, + { + "left": "issue:44336", + "right": "issue:44485", + "accept": false, + "reason": "Loading-report ANSI formatting vs GLM-5 RoPE implementation; 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": 17, + "review_unit_index": 35, + "review_unit_count": 48, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-407", + "nodes": [ + "issue:36246", + "issue:42757", + "issue:42886", + "issue:43065", + "issue:43232", + "issue:43257", + "issue:43262", + "issue:43352", + "issue:43408", + "issue:43475", + "issue:43526", + "issue:43540", + "issue:43596", + "issue:43653", + "issue:43673", + "issue:43901", + "issue:44060", + "issue:44077", + "issue:44162", + "issue:44242", + "issue:44246", + "issue:44295", + "issue:44336", + "issue:44351", + "issue:44496", + "issue:44561", + "issue:44749", + "issue:44779", + "issue:44857", + "issue:44871", + "issue:44877", + "issue:44987", + "issue:44995", + "issue:45003", + "issue:45137", + "issue:45200", + "issue:45229", + "issue:45250", + "issue:45292", + "issue:45375", + "issue:45397", + "issue:45459", + "issue:45561", + "issue:45584", + "issue:45656", + "issue:45701", + "issue:45759" + ], + "soft_pairs": [ + "issue:43352|issue:45250", + "issue:36246|issue:42757", + "issue:43526|issue:45003", + "issue:36246|issue:44351", + "issue:45003|issue:45561", + "issue:43673|issue:44561", + "issue:44246|issue:44871", + "issue:44242|issue:44857", + "issue:44295|issue:44749", + "issue:36246|issue:43596", + "issue:44162|issue:45200", + "issue:44877|issue:45375", + "issue:44779|issue:45292", + "issue:43901|issue:45003", + "issue:45292|issue:45584", + "issue:43232|issue:44336", + "issue:45292|issue:45701", + "issue:44987|issue:45459", + "issue:44496|issue:45003", + "issue:45375|issue:45759", + "issue:43065|issue:43408", + "issue:42886|issue:45229", + "issue:43262|issue:44246", + "issue:43257|issue:45137", + "issue:44995|issue:45200", + "issue:43475|issue:43540", + "issue:44060|issue:44077", + "issue:45397|issue:45656", + "issue:43653|issue:44162" + ], + "prepared_review_unit_hash": "2298e43b5c084a0882aa0e5f424302a4768a3e252f96a73e277db35a6f002d4e", + "component_budget": { + "node_count": 407, + "item_count": 407, + "soft_pair_count": 1521, + "serialized_chars": 784896, + "estimated_input_tokens": 196224, + "estimated_eval_tokens": 392704 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 29, + "serialized_chars": 35769, + "estimated_input_tokens": 8943, + "estimated_eval_tokens": 18142 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is heterogeneous: mostly unrelated Transformers import, config, generation, and model-specific regressions. I do not see any soft-edge pair that is the same underlying bug/change, so no candidate merge is justified.", + "confidence": 0.92, + "canonical_issue_reason": "issue:45003 is the broadest, most cross-cutting runtime bug in the set; the rest are mostly model-specific or unrelated import/config reports.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45003 is the best anchor if one must be chosen: it is concrete, code-path based, and more generally reusable than the narrower model/import complaints.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43352", + "right": "issue:45250", + "accept": false, + "reason": "Both mention Flash Attention 2.0, but one is a specific Nemotron support limitation while the other is a generic FA2 issue; not the same concrete bug." + }, + { + "left": "issue:36246", + "right": "issue:42757", + "accept": false, + "reason": "Different import failures for different symbols/packages (`Qwen2_5_VLImageProcessor` vs `is_offline_mode`); same symptom class, not the same bug." + }, + { + "left": "issue:43526", + "right": "issue:45003", + "accept": false, + "reason": "BeitImageProcessorFast label reduction bug is unrelated to `sys.modules` access in `modeling_utils`." + }, + { + "left": "issue:36246", + "right": "issue:44351", + "accept": false, + "reason": "Both are import errors, but they concern different missing exports and different code paths." + }, + { + "left": "issue:45003", + "right": "issue:45561", + "accept": false, + "reason": "Core `modeling_utils` module access bug is unrelated to the pytest-xdist captured-info race in testing utils." + }, + { + "left": "issue:43673", + "right": "issue:44561", + "accept": false, + "reason": "Both involve v5 breakage, but one is cache handling in generation and the other is `is_torch_fx_available` removal breaking trust_remote_code models." + }, + { + "left": "issue:44246", + "right": "issue:44871", + "accept": false, + "reason": "Import latency and Gemma eos-token config mismatch are unrelated." + }, + { + "left": "issue:44242", + "right": "issue:44857", + "accept": false, + "reason": "Different failure modes in different subsystems: router-loss computation vs AMP float16 crash." + }, + { + "left": "issue:44295", + "right": "issue:44749", + "accept": false, + "reason": "Registering `position_ids` as a buffer is unrelated to the tokenizer slowdown report." + }, + { + "left": "issue:36246", + "right": "issue:43596", + "accept": false, + "reason": "An import-name failure for Qwen2.5 VL is unrelated to the DeepSpeed ZeRO3/BertModel index error." + }, + { + "left": "issue:44162", + "right": "issue:45200", + "accept": false, + "reason": "ESM2 breakage and Gemma4 `mm_token_type_ids` defaults are separate model-specific bugs." + }, + { + "left": "issue:44877", + "right": "issue:45375", + "accept": false, + "reason": "Both touch strict config validation, but one blocks loading a granite config while the other drops a specific Qwen field; not the same issue." + }, + { + "left": "issue:44779", + "right": "issue:45292", + "accept": false, + "reason": "Tokenizer output regressions and `resize_token_embeddings` not updating output embeddings are different code paths." + }, + { + "left": "issue:43901", + "right": "issue:45003", + "accept": false, + "reason": "Docs mismatch for `TextClassificationPipeline` is unrelated to unsafe `sys.modules` access." + }, + { + "left": "issue:45292", + "right": "issue:45584", + "accept": false, + "reason": "Embedding resize behavior is unrelated to Whisper generation failing on empty transcription after special-token alignment." + }, + { + "left": "issue:43232", + "right": "issue:44336", + "accept": false, + "reason": "Generation kwargs/sync-GPUs bug and ANSI escaping in loading_report are unrelated." + }, + { + "left": "issue:45292", + "right": "issue:45701", + "accept": false, + "reason": "A specific embedding-resize bug is not the same as the broad tokenizer-change regression in v5." + }, + { + "left": "issue:44987", + "right": "issue:45459", + "accept": false, + "reason": "A model-loading failure in `physical-intelligence/fast` is unrelated to tokenizer exception handling when protobuf is absent." + }, + { + "left": "issue:44496", + "right": "issue:45003", + "accept": false, + "reason": "Unrecognized model/config loading is a different problem from unsafe `sys.modules` access." + }, + { + "left": "issue:45375", + "right": "issue:45759", + "accept": false, + "reason": "Both involve Qwen composite configs, but one is a missing strict-schema field and the other is `from_config` not unwrapping `text_config`; different concrete bugs." + }, + { + "left": "issue:43065", + "right": "issue:43408", + "accept": false, + "reason": "SAM3 pixel-decoder dummy conv and the sam3_video/sam3_tracker warning are related by model family only, not the same bug." + }, + { + "left": "issue:42886", + "right": "issue:45229", + "accept": false, + "reason": "Offline cache loading and Gemma4 multi-GPU OOM are unrelated." + }, + { + "left": "issue:43262", + "right": "issue:44246", + "accept": false, + "reason": "Audio chat-template sampling-rate defaults are unrelated to import slowness." + }, + { + "left": "issue:43257", + "right": "issue:45137", + "accept": false, + "reason": "A Qwen3 MOE weight-conversion issue is unrelated to the DeepSpeed ZeRO3 deque underflow." + }, + { + "left": "issue:44995", + "right": "issue:45200", + "accept": false, + "reason": "A stale indexer cache crash in GlmMoeDsa is unrelated to Gemma4 token-type defaults." + }, + { + "left": "issue:43475", + "right": "issue:43540", + "accept": false, + "reason": "SAM3 video encoder missing an attribute and Qwen3OmniMoe video-input validation are different multimodal bugs." + }, + { + "left": "issue:44060", + "right": "issue:44077", + "accept": false, + "reason": "Different models and different behaviors: tied-weights warning vs optional `post_init` deprecation." + }, + { + "left": "issue:45397", + "right": "issue:45656", + "accept": false, + "reason": "Gemma-4 ZeRO3 loading and double optimizer-step under deepspeed are separate training-path bugs." + }, + { + "left": "issue:43653", + "right": "issue:44162", + "accept": false, + "reason": "BigBirdTokenizer special-token registration and ESM2 breakage are unrelated tokenizer/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": 17, + "review_unit_index": 36, + "review_unit_count": 48, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-407", + "nodes": [ + "issue:28282", + "issue:30990", + "issue:41628", + "issue:42371", + "issue:42673", + "issue:42994", + "issue:43232", + "issue:43475", + "issue:43482", + "issue:43525", + "issue:43643", + "issue:43646", + "issue:43673", + "issue:43704", + "issue:43931", + "issue:44038", + "issue:44162", + "issue:44188", + "issue:44297", + "issue:44361", + "issue:44368", + "issue:44466", + "issue:44623", + "issue:44661", + "issue:44734", + "issue:44749", + "issue:44869", + "issue:44933", + "issue:44977", + "issue:44995", + "issue:45081", + "issue:45092", + "issue:45103", + "issue:45137", + "issue:45230", + "issue:45278", + "issue:45310", + "issue:45335", + "issue:45356", + "issue:45375", + "issue:45381", + "issue:45397", + "issue:45459", + "issue:45478", + "issue:45563", + "issue:45588", + "issue:45600", + "issue:45656" + ], + "soft_pairs": [ + "issue:44466|issue:45335", + "issue:44995|issue:45588", + "issue:44368|issue:44977", + "issue:44368|issue:45563", + "issue:43673|issue:44734", + "issue:45137|issue:45600", + "issue:43931|issue:44368", + "issue:44933|issue:45459", + "issue:44297|issue:44623", + "issue:44869|issue:45356", + "issue:43232|issue:43673", + "issue:44361|issue:44749", + "issue:43646|issue:44162", + "issue:43673|issue:45278", + "issue:44623|issue:45656", + "issue:44749|issue:45656", + "issue:44749|issue:45310", + "issue:42994|issue:43482", + "issue:45230|issue:45397", + "issue:44038|issue:44623", + "issue:42371|issue:45092", + "issue:28282|issue:30990", + "issue:43475|issue:45381", + "issue:43475|issue:43643", + "issue:41628|issue:44933", + "issue:45081|issue:45103", + "issue:43475|issue:44661", + "issue:42994|issue:43525", + "issue:45375|issue:45478", + "issue:43232|issue:44188", + "issue:45310|issue:45375", + "issue:42673|issue:43704" + ], + "prepared_review_unit_hash": "d5645f8ab186b11ba5f2865c2115d40ac10c7b73cbd62d702c3eac2b9381b3b7", + "component_budget": { + "node_count": 407, + "item_count": 407, + "soft_pair_count": 1521, + "serialized_chars": 784896, + "estimated_input_tokens": 196224, + "estimated_eval_tokens": 392704 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 32, + "serialized_chars": 37263, + "estimated_input_tokens": 9316, + "estimated_eval_tokens": 18888 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "Most items are unrelated bug reports across different models/features. The only clear duplicate pairs are the Qwen3ForCausalLM VRAM leak reports and the repeated Qwen3.5 Moe from_pretrained error reports; the rest are similar only at a broad subsystem level and should stay separate.", + "confidence": 0.91, + "canonical_issue_reason": "issue:42673 is the strongest duplicate representative: it is older, has much more discussion, and its twin (issue:43704) has the exact same title and bug description.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:42673 is the best global issue candidate because it is a clearly scoped, reproducible bug with strong duplicate evidence and active discussion.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44466", + "right": "issue:45335", + "accept": false, + "reason": "Both involve embeddings/serialization, but one is about device-dependent lm_head serialization while the other is about resize_token_embeddings not updating decoder.embed_tokens; different bugs." + }, + { + "left": "issue:44995", + "right": "issue:45588", + "accept": false, + "reason": "Different failure modes and code paths: stale indexer cache on second forward pass vs flash_attention crash on s_aux=None." + }, + { + "left": "issue:44368", + "right": "issue:44977", + "accept": false, + "reason": "A warning about tie_word_embeddings is not the same as a generation failure with flash-attention." + }, + { + "left": "issue:44368", + "right": "issue:45563", + "accept": false, + "reason": "Different symptoms: config warning vs stale warning for num_return_sequences in paged generate()." + }, + { + "left": "issue:43673", + "right": "issue:44734", + "accept": false, + "reason": "Both touch generation/cache, but one is a missing cache in chunked_prefill and the other is wrong tensor indexing in /v1/responses continuation." + }, + { + "left": "issue:45137", + "right": "issue:45600", + "accept": false, + "reason": "DeepSpeed ZeRO3 deque underflow is unrelated to a broken auto_mappings reference for Sam3LiteText configs." + }, + { + "left": "issue:43931", + "right": "issue:44368", + "accept": false, + "reason": "Qwen3-VL weight-shape mismatch is unrelated to a tie_word_embeddings warning." + }, + { + "left": "issue:44933", + "right": "issue:45459", + "accept": false, + "reason": "One is a nonexistent import from image_utils; the other is tokenizer error masking when protobuf is absent." + }, + { + "left": "issue:44297", + "right": "issue:44623", + "accept": false, + "reason": "Both are save_pretrained-related, but one is tokenizer_config metadata mismatch and the other is missing processor files; not the same bug." + }, + { + "left": "issue:44869", + "right": "issue:45356", + "accept": false, + "reason": "Both mention tokenizer/codec behavior, but the concrete crashes and affected paths are different." + }, + { + "left": "issue:43232", + "right": "issue:43673", + "accept": false, + "reason": "Different generation bugs: sync_gpus/update_model_kwargs ordering vs missing generation cache during chunked_prefill." + }, + { + "left": "issue:44361", + "right": "issue:44749", + "accept": false, + "reason": "MLukeTokenizer AttributeError is unrelated to a regression in data filtering performance after upgrade." + }, + { + "left": "issue:43646", + "right": "issue:44162", + "accept": false, + "reason": "Missing fields from trust_remote_code AutoConfig are unrelated to the ESM2 breakage report." + }, + { + "left": "issue:43673", + "right": "issue:45278", + "accept": false, + "reason": "One is a specific generation-cache bug; the other is a broad report of many import errors after upgrading versions." + }, + { + "left": "issue:44623", + "right": "issue:45656", + "accept": false, + "reason": "processor.save_pretrained missing files is unrelated to optimizer.step being called twice under deepspeed." + }, + { + "left": "issue:44749", + "right": "issue:45310", + "accept": false, + "reason": "A slowdown regression in filtering is unrelated to a Qwen3.5 Moe from_pretrained error." + }, + { + "left": "issue:42994", + "right": "issue:43482", + "accept": false, + "reason": "Quantized model saving failure and Qwen2.5-GGUF loading failure are opposite operations with different bugs." + }, + { + "left": "issue:45230", + "right": "issue:45397", + "accept": false, + "reason": "Generic bug report is not the same as a gemma-4 Zero3 from_pretrained failure." + }, + { + "left": "issue:44038", + "right": "issue:44623", + "accept": false, + "reason": "Qwen3-VL-Moe v5 bug and processor.save_pretrained missing files are different issues." + }, + { + "left": "issue:42371", + "right": "issue:45092", + "accept": false, + "reason": "TF32 settings guidance is unrelated to InternVL2 remote-code incompatibility with v5 meta initialization." + }, + { + "left": "issue:28282", + "right": "issue:30990", + "accept": false, + "reason": "PyTorch-missing ImportError and Sentence Transformers hanging on load are different problems." + }, + { + "left": "issue:43475", + "right": "issue:45381", + "accept": false, + "reason": "SAM 3 Video missing attribute and qwen2.5-vl video position-id bug are different model-specific failures." + }, + { + "left": "issue:43475", + "right": "issue:43643", + "accept": false, + "reason": "SAM 3 Video output attribute error is unrelated to missing fields in AutoConfig with trust_remote_code=True." + }, + { + "left": "issue:41628", + "right": "issue:44933", + "accept": false, + "reason": "Two import errors, but different symbols and causes: AutoImageProcessor missing vs nonexistent import from image_utils." + }, + { + "left": "issue:45081", + "right": "issue:45103", + "accept": false, + "reason": "Mistral regex patch crash is unrelated to auto_docstring failing under future annotations." + }, + { + "left": "issue:43475", + "right": "issue:44661", + "accept": false, + "reason": "SAM 3 Video output attribute bug is unrelated to add-new-model-like failing for TOKENIZER_MAPPING_NAMES." + }, + { + "left": "issue:42994", + "right": "issue:43525", + "accept": false, + "reason": "Quantized saving failure is unrelated to Llama4Config missing pad_token_id." + }, + { + "left": "issue:45375", + "right": "issue:45478", + "accept": false, + "reason": "Both concern Qwen3.5 Moe, but one is a missing config field silently dropped and the other is a from_pretrained error; not enough evidence they are the same bug." + }, + { + "left": "issue:43232", + "right": "issue:44188", + "accept": false, + "reason": "GenerationMixin cache handling and attention kernel divergence under torch.compile are different code-path bugs." + }, + { + "left": "issue:45310", + "right": "issue:45375", + "accept": false, + "reason": "Same model family, but one is a from_pretrained error and the other is a missing vision-config field; too different to merge." + }, + { + "left": "issue:42673", + "right": "issue:43704", + "accept": true, + "reason": "Exact same title and same VRAM-leak-in-multiple-dataloader-threads bug for Qwen3ForCausalLM; clear duplicate." + }, + { + "left": "issue:45310", + "right": "issue:45478", + "accept": true, + "reason": "Exact same title and same Qwen3.5 Moe from_pretrained error report; clear duplicate." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet, and the soft-edge verdicts stay conservative. The two true duplicate pairs are correctly identified by exact title match, while the other pairs are reasonably kept separate based on distinct symptoms/code paths." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 17, + "review_unit_index": 37, + "review_unit_count": 48, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-407", + "nodes": [ + "issue:30333", + "issue:30990", + "issue:33290", + "issue:35141", + "issue:36010", + "issue:41628", + "issue:42175", + "issue:42222", + "issue:42831", + "issue:42898", + "issue:42994", + "issue:43232", + "issue:43278", + "issue:43377", + "issue:43479", + "issue:43504", + "issue:43526", + "issue:43673", + "issue:43784", + "issue:43824", + "issue:43873", + "issue:43874", + "issue:43976", + "issue:44038", + "issue:44079", + "issue:44188", + "issue:44222", + "issue:44242", + "issue:44351", + "issue:44373", + "issue:44496", + "issue:44568", + "issue:44623", + "issue:44734", + "issue:44792", + "issue:44869", + "issue:44933", + "issue:44945", + "issue:44964", + "issue:45092", + "issue:45103", + "issue:45137", + "issue:45200", + "issue:45310", + "issue:45561", + "issue:45712", + "issue:45753", + "issue:45812" + ], + "soft_pairs": [ + "issue:43873|issue:44945", + "issue:41628|issue:44351", + "issue:42831|issue:44222", + "issue:44945|issue:45753", + "issue:44222|issue:45310", + "issue:43673|issue:44188", + "issue:42994|issue:43824", + "issue:36010|issue:41628", + "issue:42175|issue:45712", + "issue:43232|issue:44792", + "issue:44038|issue:45310", + "issue:42222|issue:45200", + "issue:43504|issue:45561", + "issue:44496|issue:45561", + "issue:43526|issue:45561", + "issue:44964|issue:45137", + "issue:43377|issue:44242", + "issue:42175|issue:44933", + "issue:42898|issue:44568", + "issue:43976|issue:44933", + "issue:43479|issue:44869", + "issue:30990|issue:35141", + "issue:43479|issue:44079", + "issue:44623|issue:45310", + "issue:44188|issue:44373", + "issue:43784|issue:43824", + "issue:42898|issue:45812", + "issue:43278|issue:45137", + "issue:44734|issue:45103", + "issue:30333|issue:33290", + "issue:43874|issue:45092" + ], + "prepared_review_unit_hash": "89ecc4a3b23ed3a7520787f9b87fc71c21875912ab3900407b066c3c1368c277", + "component_budget": { + "node_count": 407, + "item_count": 407, + "soft_pair_count": 1521, + "serialized_chars": 784896, + "estimated_input_tokens": 196224, + "estimated_eval_tokens": 392704 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 31, + "serialized_chars": 36866, + "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 not a true duplicate set: the items span unrelated import errors, model-specific bugs, tokenizer regressions, training/runtime failures, and packaging issues. All soft edges should be rejected; no safe canonical issue or PR emerges.", + "confidence": 0.94, + "canonical_issue_reason": "No canonical issue is safe here: the issues do not share one underlying bug or code path, so any single selection would misrepresent the rest.", + "canonical_pr_reason": "No PRs are present in the set.", + "best_issue_reason": "No global best issue for deduplication; the nearest-looking pairs still differ in concrete subsystem, model, or failure mode.", + "best_pr_reason": "No PR candidate exists in this set.", + "soft_edge_verdicts": [ + { + "left": "issue:43873", + "right": "issue:44945", + "accept": false, + "reason": "Both are runtime bugs, but one is quantization/offloading behavior and the other is pipeline-parallel output correctness; different code paths and fixes." + }, + { + "left": "issue:41628", + "right": "issue:44351", + "accept": false, + "reason": "Both are import errors, but they concern different missing exports (`AutoImageProcessor` vs `HybridCache`) and likely separate fixes." + }, + { + "left": "issue:42831", + "right": "issue:44222", + "accept": false, + "reason": "Both mention FP8, but one is an accuracy regression and the other is saving a quantized MoE model; not the same underlying bug." + }, + { + "left": "issue:44945", + "right": "issue:45753", + "accept": false, + "reason": "Pipeline parallelism output mismatch and Qwen3_5 infinite-loop-on-image are distinct model/runtime failures." + }, + { + "left": "issue:44222", + "right": "issue:45310", + "accept": false, + "reason": "Both involve Qwen/MoE and FP8/loading, but one is `save_pretrained` behavior and the other is `from_pretrained` import/load failure; not one bug." + }, + { + "left": "issue:43673", + "right": "issue:44188", + "accept": false, + "reason": "Generation cache handling during chunked prefill is unrelated to attention-kernel divergence under `torch.compile`." + }, + { + "left": "issue:42994", + "right": "issue:43824", + "accept": false, + "reason": "Quantized model saving failure and a missing Qwen2.5-VL class import are different failures with different symptoms and fixes." + }, + { + "left": "issue:36010", + "right": "issue:41628", + "accept": false, + "reason": "Both are import regressions, but they affect different symbols and likely different export surfaces." + }, + { + "left": "issue:42175", + "right": "issue:45712", + "accept": false, + "reason": "Packaging/backend selection with `.[torch]` is not the same as leftover dummy-class cleanup leaking into `dir(transformers)`." + }, + { + "left": "issue:43232", + "right": "issue:44792", + "accept": false, + "reason": "Generation kwargs update after sync_gpus and a janus image-generation test failure are not the same concrete bug." + }, + { + "left": "issue:44038", + "right": "issue:45310", + "accept": false, + "reason": "Both mention Qwen MoE and version compatibility, but they are different model families and different load failures." + }, + { + "left": "issue:42222", + "right": "issue:45200", + "accept": false, + "reason": "VitPose model breakage and Gemma 4 multimodal token-id defaults are unrelated model-specific issues." + }, + { + "left": "issue:43504", + "right": "issue:45561", + "accept": false, + "reason": "A legacy-field model loading bug is unrelated to a pytest-xdist race in captured_info.txt." + }, + { + "left": "issue:44496", + "right": "issue:45561", + "accept": false, + "reason": "Unrecognized model/config loading is unrelated to the testing-utils file race." + }, + { + "left": "issue:43526", + "right": "issue:45561", + "accept": false, + "reason": "BeitImageProcessorFast label reduction bug is unrelated to the xdist capture race." + }, + { + "left": "issue:44964", + "right": "issue:45137", + "accept": false, + "reason": "Phi-4-multimodal loading failure and DeepSpeed ZeRO3 deque underflow are different runtime problems." + }, + { + "left": "issue:43377", + "right": "issue:44242", + "accept": false, + "reason": "Missing padding-mask support in MIMI encoder is not the same as MoE load-balancing loss gating on `output_router_logits`." + }, + { + "left": "issue:42175", + "right": "issue:44933", + "accept": false, + "reason": "TensorFlow backend packaging and a missing import from `image_utils` are separate namespace/packaging problems." + }, + { + "left": "issue:42898", + "right": "issue:44568", + "accept": false, + "reason": "Both are tokenizer regressions in v5, but one is cleanup-space behavior and the other is special-token insertion for a specific tokenizer." + }, + { + "left": "issue:43976", + "right": "issue:44933", + "accept": false, + "reason": "Python version compatibility and a missing `image_utils` import are unrelated." + }, + { + "left": "issue:43479", + "right": "issue:44869", + "accept": false, + "reason": "Config default initialization and Whisper timestamp decoding are unrelated code paths." + }, + { + "left": "issue:30990", + "right": "issue:35141", + "accept": false, + "reason": "Sentence-Transformers loading hang and embedding reinitialization after resizing are different failure modes." + }, + { + "left": "issue:43479", + "right": "issue:44079", + "accept": false, + "reason": "Multimodal config defaults and `ModelOutput` key assignment are different object-construction bugs." + }, + { + "left": "issue:44623", + "right": "issue:45310", + "accept": false, + "reason": "Missing files in `processor.save_pretrained` and Qwen3.5 MoE `from_pretrained` errors are separate save/load problems." + }, + { + "left": "issue:44188", + "right": "issue:44373", + "accept": false, + "reason": "torch.compile attention-kernel branching and a wrong docstring are not the same issue." + }, + { + "left": "issue:43784", + "right": "issue:43824", + "accept": false, + "reason": "Sentence-Transformers import `nn` NameError and Qwen2.5-VL import error are different import regressions." + }, + { + "left": "issue:42898", + "right": "issue:45812", + "accept": false, + "reason": "Both are tokenizer regressions, but they affect different behaviors and model families; too broad to treat as one bug." + }, + { + "left": "issue:43278", + "right": "issue:45137", + "accept": false, + "reason": "Embedding dtype drift during evaluate and a ZeRO3 deque error are unrelated." + }, + { + "left": "issue:44734", + "right": "issue:45103", + "accept": false, + "reason": "KV-cache continuation crash in `transformers serve` and auto-docstring crashes under future annotations are separate issues." + }, + { + "left": "issue:30333", + "right": "issue:33290", + "accept": false, + "reason": "MLflow reporting on failed training jobs and DeepSpeed OOM with Adafactor are not the same underlying bug." + }, + { + "left": "issue:43874", + "right": "issue:45092", + "accept": false, + "reason": "Missing image-patch count support in a GLM46V processor and InternVL2 meta-init incompatibility are different multimodal loading 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": 17, + "review_unit_index": 38, + "review_unit_count": 48, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-407", + "nodes": [ + "issue:22355", + "issue:28282", + "issue:30333", + "issue:34689", + "issue:35141", + "issue:36331", + "issue:41628", + "issue:42757", + "issue:42831", + "issue:42898", + "issue:42907", + "issue:43232", + "issue:43479", + "issue:43644", + "issue:43723", + "issue:44060", + "issue:44206", + "issue:44222", + "issue:44261", + "issue:44263", + "issue:44295", + "issue:44297", + "issue:44360", + "issue:44373", + "issue:44448", + "issue:44483", + "issue:44484", + "issue:44485", + "issue:44514", + "issue:44568", + "issue:44623", + "issue:44779", + "issue:44871", + "issue:44933", + "issue:44977", + "issue:44991", + "issue:45092", + "issue:45103", + "issue:45125", + "issue:45310", + "issue:45356", + "issue:45357", + "issue:45405", + "issue:45406", + "issue:45656", + "issue:45712", + "issue:45834", + "issue:46050" + ], + "soft_pairs": [ + "issue:43723|issue:44568", + "issue:42898|issue:45356", + "issue:44060|issue:45125", + "issue:42898|issue:44779", + "issue:45405|issue:45712", + "issue:44295|issue:45656", + "issue:42898|issue:44448", + "issue:44933|issue:45712", + "issue:44222|issue:44297", + "issue:44297|issue:45656", + "issue:43479|issue:43644", + "issue:44222|issue:44623", + "issue:42831|issue:44623", + "issue:44206|issue:45103", + "issue:41628|issue:42757", + "issue:30333|issue:36331", + "issue:22355|issue:28282", + "issue:44297|issue:45310", + "issue:30333|issue:34689", + "issue:44222|issue:44484", + "issue:43232|issue:45834", + "issue:43723|issue:44977", + "issue:44263|issue:45092", + "issue:28282|issue:30333", + "issue:30333|issue:35141", + "issue:44373|issue:44485", + "issue:44295|issue:44623", + "issue:44483|issue:45406", + "issue:44263|issue:44360", + "issue:44514|issue:45103", + "issue:44261|issue:45092", + "issue:45092|issue:45357", + "issue:43723|issue:44871", + "issue:43723|issue:44991", + "issue:42907|issue:46050" + ], + "prepared_review_unit_hash": "ee6316ae087de48b43f56e9fcf4ee8440239354d691e3486dba9d67aeb739d4b", + "component_budget": { + "node_count": 407, + "item_count": 407, + "soft_pair_count": 1521, + "serialized_chars": 784896, + "estimated_input_tokens": 196224, + "estimated_eval_tokens": 392704 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 35, + "serialized_chars": 38077, + "estimated_input_tokens": 9520, + "estimated_eval_tokens": 19296 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This is a loose semantic cluster of mostly unrelated Transformers/Hugging Face issues, with a heavy skew toward v5 regression reports in tokenizers, save_pretrained, and model/config loading. I don\u2019t see any soft pair that is the same concrete bug or change.", + "confidence": 0.86, + "canonical_issue_reason": "issue:43723 is the best cluster representative because it is the most central and broadest v5 tokenizer-loading regression in the set, and it has the strongest linkage pattern among the candidates.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43723 is the most suitable global issue representative for this loose cluster, but only as a broad tokenizer-v5 regression anchor; the cluster is too heterogeneous for a true duplicate canonical.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43723", + "right": "issue:44568", + "accept": false, + "reason": "Both are tokenizer-related v5 problems, but one is generic tokenizer loading and the other is a specific add_special_tokens/BOS-EOS behavior bug for a single model." + }, + { + "left": "issue:42898", + "right": "issue:45356", + "accept": false, + "reason": "Both mention tokenizer regressions in newer versions, but they describe different failure modes and different models." + }, + { + "left": "issue:44060", + "right": "issue:45125", + "accept": false, + "reason": "Same broad Qwen family, but these are different bugs: a tied-weights warning versus a missing tensor-parallel plan." + }, + { + "left": "issue:42898", + "right": "issue:44779", + "accept": false, + "reason": "Both are v5 tokenizer regressions, but they affect different tokenizers/models and distinct code paths." + }, + { + "left": "issue:45405", + "right": "issue:45712", + "accept": false, + "reason": "One is a dependency version bump issue; the other is cleanup of dummy classes. No shared bug." + }, + { + "left": "issue:44295", + "right": "issue:45656", + "accept": false, + "reason": "These concern unrelated areas: buffer registration access versus DeepSpeed optimizer stepping." + }, + { + "left": "issue:42898", + "right": "issue:44448", + "accept": false, + "reason": "Both are v4-v5 behavior changes, but they are separate regressions with different models and symptoms." + }, + { + "left": "issue:44933", + "right": "issue:45712", + "accept": false, + "reason": "Both involve import surface cleanup, but they target different files and different defects." + }, + { + "left": "issue:44222", + "right": "issue:44297", + "accept": false, + "reason": "Both involve save_pretrained, but one is FP8 MoE serialization and the other is tokenizer metadata mismatch." + }, + { + "left": "issue:44297", + "right": "issue:45656", + "accept": false, + "reason": "Tokenizer serialization and DeepSpeed optimizer stepping are unrelated." + }, + { + "left": "issue:43479", + "right": "issue:43644", + "accept": false, + "reason": "These are separate initialization/config bugs affecting different model components." + }, + { + "left": "issue:44222", + "right": "issue:44623", + "accept": false, + "reason": "Both are save_pretrained issues, but one is model quantization metadata and the other is processor file persistence." + }, + { + "left": "issue:42831", + "right": "issue:44623", + "accept": false, + "reason": "Accuracy regression in FineGrainedFP8 is unrelated to missing processor save files." + }, + { + "left": "issue:44206", + "right": "issue:45103", + "accept": false, + "reason": "Feature extractor argument handling and auto-docstring annotation parsing are different subsystems." + }, + { + "left": "issue:41628", + "right": "issue:42757", + "accept": false, + "reason": "Both are import errors, but from different packages and unrelated missing symbols." + }, + { + "left": "issue:30333", + "right": "issue:36331", + "accept": false, + "reason": "Training-job MLflow reporting and custom trainer loss signature mismatch are unrelated bugs." + }, + { + "left": "issue:22355", + "right": "issue:28282", + "accept": false, + "reason": "Both are import-time failures, but one is missing transformers.onnx and the other is missing PyTorch; different root causes." + }, + { + "left": "issue:44297", + "right": "issue:45310", + "accept": false, + "reason": "Tokenizer save metadata mismatch and Qwen3.5 MoE from_pretrained failure are different issues." + }, + { + "left": "issue:30333", + "right": "issue:34689", + "accept": false, + "reason": "MLflow tracking after failed training and Llama 3.2 Vision model loading are unrelated." + }, + { + "left": "issue:44222", + "right": "issue:44484", + "accept": false, + "reason": "FP8 MoE save_pretrained and max_shard_size default behavior are different save/load concerns." + }, + { + "left": "issue:43232", + "right": "issue:45834", + "accept": false, + "reason": "Generation kwargs sync behavior and long-OCR index errors are unrelated code paths." + }, + { + "left": "issue:43723", + "right": "issue:44977", + "accept": false, + "reason": "Both involve tokenizers/generation, but they are model-specific regressions with different failure mechanisms." + }, + { + "left": "issue:44263", + "right": "issue:45092", + "accept": false, + "reason": "A torch.split issue in one indexer class is not the same as remote-code meta-init incompatibility." + }, + { + "left": "issue:28282", + "right": "issue:30333", + "accept": false, + "reason": "Environment-missing PyTorch and MLflow reporting on failed training are unrelated." + }, + { + "left": "issue:30333", + "right": "issue:35141", + "accept": false, + "reason": "Training failure reporting is unrelated to embedding reinitialization after resize." + }, + { + "left": "issue:44373", + "right": "issue:44485", + "accept": false, + "reason": "Docstring text is unrelated to the GLM-5 RoPE implementation bug." + }, + { + "left": "issue:44295", + "right": "issue:44623", + "accept": false, + "reason": "Position_ids buffer read errors and processor save_pretrained file omissions are unrelated." + }, + { + "left": "issue:44483", + "right": "issue:45406", + "accept": false, + "reason": "Server request rejection and Gemma4Processor missing _tokenizer are different API failures." + }, + { + "left": "issue:44263", + "right": "issue:44360", + "accept": false, + "reason": "Both are in the DSA indexer, but they describe different defects: split handling versus missing ReLU." + }, + { + "left": "issue:44514", + "right": "issue:45103", + "accept": false, + "reason": "Processor batched-input crash and auto-docstring annotation parsing are unrelated." + }, + { + "left": "issue:44261", + "right": "issue:45092", + "accept": false, + "reason": "MLA layernorm epsilon precision and remote-code meta initialization are different bugs." + }, + { + "left": "issue:43723", + "right": "issue:44871", + "accept": false, + "reason": "Tokenizer loading regression and eos_token_id config mismatch are separate issues." + }, + { + "left": "issue:43723", + "right": "issue:44991", + "accept": false, + "reason": "Both are tokenizer-related regressions in v5, but they affect different models and behaviors." + }, + { + "left": "issue:42907", + "right": "issue:46050", + "accept": false, + "reason": "Both are save/load quantization problems, but they use different quantization paths and symptoms." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 17, + "review_unit_index": 39, + "review_unit_count": 48, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-407", + "nodes": [ + "issue:22355", + "issue:28218", + "issue:30990", + "issue:33357", + "issue:38175", + "issue:39401", + "issue:41628", + "issue:42371", + "issue:42757", + "issue:42831", + "issue:42886", + "issue:42907", + "issue:42994", + "issue:43066", + "issue:43122", + "issue:43232", + "issue:43479", + "issue:43576", + "issue:43646", + "issue:43723", + "issue:43756", + "issue:43784", + "issue:43824", + "issue:43976", + "issue:44038", + "issue:44060", + "issue:44117", + "issue:44261", + "issue:44263", + "issue:44295", + "issue:44297", + "issue:44373", + "issue:44442", + "issue:44488", + "issue:44514", + "issue:44521", + "issue:44568", + "issue:44704", + "issue:44743", + "issue:44829", + "issue:44913", + "issue:44945", + "issue:45278", + "issue:45290", + "issue:45310", + "issue:45593", + "issue:45753", + "issue:46002" + ], + "soft_pairs": [ + "issue:30990|issue:38175", + "issue:44829|issue:46002", + "issue:43723|issue:44442", + "issue:42831|issue:45310", + "issue:41628|issue:43824", + "issue:43479|issue:44913", + "issue:44263|issue:44373", + "issue:42831|issue:44038", + "issue:39401|issue:44568", + "issue:42757|issue:45278", + "issue:42886|issue:42994", + "issue:43232|issue:45593", + "issue:43756|issue:44060", + "issue:42831|issue:45753", + "issue:43576|issue:43784", + "issue:42886|issue:43066", + "issue:42371|issue:44263", + "issue:43122|issue:44521", + "issue:44117|issue:44704", + "issue:22355|issue:28218", + "issue:43646|issue:46002", + "issue:44295|issue:44297", + "issue:30990|issue:33357", + "issue:44704|issue:45290", + "issue:43232|issue:44743", + "issue:42907|issue:44945", + "issue:43122|issue:44514", + "issue:44261|issue:44373", + "issue:43976|issue:44945", + "issue:41628|issue:45278", + "issue:39401|issue:44488" + ], + "prepared_review_unit_hash": "c39b67e1ba82a7835c22679332d46a2cbaa040abaa9d2210519ba92e4e4506c3", + "component_budget": { + "node_count": 407, + "item_count": 407, + "soft_pair_count": 1521, + "serialized_chars": 784896, + "estimated_input_tokens": 196224, + "estimated_eval_tokens": 392704 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 31, + "serialized_chars": 36530, + "estimated_input_tokens": 9133, + "estimated_eval_tokens": 18522 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This set is mostly a mixed bag of unrelated Transformers issues. A loose theme emerges around v5 tokenizer/import regressions, but none of the proposed soft pairs look like true duplicates or mergeable into one fix with confidence.", + "confidence": 0.41, + "canonical_issue_reason": "issue:43122 is the broadest representative of the recurring tokenizer-behavior regressions after the v4.57 -> v5 transition, so it best captures the main visible theme of the set.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43122 is the most umbrella-like issue among the tokenizer complaints, making it the best single issue to anchor the cluster even though the cluster is heterogeneous.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:30990", + "right": "issue:38175", + "accept": false, + "reason": "Unrelated symptoms: loading hang in sentence-transformers vs zero-probability output on a specific vision model." + }, + { + "left": "issue:44829", + "right": "issue:46002", + "accept": false, + "reason": "Both involve training instability, but they are different failure modes on different code paths and models." + }, + { + "left": "issue:43723", + "right": "issue:44442", + "accept": false, + "reason": "Both concern tokenizer loading, but one is a general v5 AutoTokenizer regression and the other is a model-specific tokenizer-class load failure." + }, + { + "left": "issue:42831", + "right": "issue:45310", + "accept": false, + "reason": "Different model families and different problems: FP8 accuracy degradation vs from_pretrained error." + }, + { + "left": "issue:41628", + "right": "issue:43824", + "accept": false, + "reason": "Both are import errors, but for different missing symbols and likely different export paths." + }, + { + "left": "issue:43479", + "right": "issue:44913", + "accept": false, + "reason": "Different config bugs: multimodal default sub-config initialization vs GPTNeoX rotary_pct not persisting." + }, + { + "left": "issue:44263", + "right": "issue:44373", + "accept": false, + "reason": "A runtime indexing bug is not the same as a docstring issue." + }, + { + "left": "issue:42831", + "right": "issue:44038", + "accept": false, + "reason": "Different Qwen-related issues with no shared concrete bug." + }, + { + "left": "issue:39401", + "right": "issue:44568", + "accept": false, + "reason": "Both are tokenizer regressions, but one is offset mapping and the other is special-token insertion behavior." + }, + { + "left": "issue:42757", + "right": "issue:45278", + "accept": false, + "reason": "One is a specific huggingface_hub import failure; the other is broad import breakage after a version upgrade." + }, + { + "left": "issue:42886", + "right": "issue:42994", + "accept": false, + "reason": "Offline tokenizer cache loading and quantized model saving are unrelated." + }, + { + "left": "issue:43232", + "right": "issue:45593", + "accept": false, + "reason": "Generation state handling and D-FINE auxiliary-loss behavior are unrelated." + }, + { + "left": "issue:43756", + "right": "issue:44060", + "accept": false, + "reason": "Different model-specific architecture bugs: RoPE layer handling vs tied-weights warning logic." + }, + { + "left": "issue:42831", + "right": "issue:45753", + "accept": false, + "reason": "Accuracy issue on FP8 vs an infinite-loop multimodal generation bug are unrelated." + }, + { + "left": "issue:43576", + "right": "issue:43784", + "accept": false, + "reason": "CLI/env command breakage and sentence-transformers import NameError are different code paths." + }, + { + "left": "issue:42886", + "right": "issue:43066", + "accept": false, + "reason": "Offline cache loading and tokenizer decoder-type regression are different failures." + }, + { + "left": "issue:42371", + "right": "issue:44263", + "accept": false, + "reason": "TF32 settings guidance is unrelated to a torch.split return-value bug." + }, + { + "left": "issue:43122", + "right": "issue:44521", + "accept": false, + "reason": "Both touch tokenization/template behavior, but one is a general tokenization change across versions and the other is a multimodal assistant-mask bug." + }, + { + "left": "issue:44117", + "right": "issue:44704", + "accept": false, + "reason": "Mapping-table None handling and AutoProcessor kwargs propagation are separate bugs." + }, + { + "left": "issue:22355", + "right": "issue:28218", + "accept": false, + "reason": "Import failure for transformers.onnx is unrelated to added-token spacing behavior." + }, + { + "left": "issue:43646", + "right": "issue:46002", + "accept": false, + "reason": "Custom model initialization breakage is not the same as NaNs in classification heads after checkout/init." + }, + { + "left": "issue:44295", + "right": "issue:44297", + "accept": false, + "reason": "Reading a registered buffer and tokenizer save metadata mismatch are unrelated." + }, + { + "left": "issue:30990", + "right": "issue:33357", + "accept": false, + "reason": "Different model/load failures with no shared underlying bug." + }, + { + "left": "issue:44704", + "right": "issue:45290", + "accept": false, + "reason": "Both involve processor/template plumbing, but one is cached_file kwargs propagation and the other is chat-template crashing on tool-call messages." + }, + { + "left": "issue:43232", + "right": "issue:44743", + "accept": false, + "reason": "Both are generation-related, but one is sync_gpus kwarg handling and the other is recurrent-state reset in a modular Qwen3_5 implementation." + }, + { + "left": "issue:42907", + "right": "issue:44945", + "accept": false, + "reason": "Quantized-model save failure and pipeline-parallel output corruption are different problems." + }, + { + "left": "issue:43122", + "right": "issue:44514", + "accept": false, + "reason": "Version-dependent tokenization differences are not the same as a batched chat-template crash with padding=False." + }, + { + "left": "issue:44261", + "right": "issue:44373", + "accept": false, + "reason": "A precision/config bug in MLA q_a_layernorm is unrelated to a docstring typo." + }, + { + "left": "issue:43976", + "right": "issue:44945", + "accept": false, + "reason": "Python-version compatibility and pipeline-parallel inference correctness are unrelated." + }, + { + "left": "issue:41628", + "right": "issue:45278", + "accept": false, + "reason": "Specific AutoImageProcessor import failure is not the same as broad post-upgrade import errors." + }, + { + "left": "issue:39401", + "right": "issue:44488", + "accept": false, + "reason": "Offset-mapping regression and model-loading failure for cjvt/sleng-bert 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": 17, + "review_unit_index": 40, + "review_unit_count": 48, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-407", + "nodes": [ + "issue:22355", + "issue:29127", + "issue:29159", + "issue:30990", + "issue:36296", + "issue:38617", + "issue:39401", + "issue:42673", + "issue:42757", + "issue:42907", + "issue:43066", + "issue:43116", + "issue:43122", + "issue:43278", + "issue:43408", + "issue:43452", + "issue:43475", + "issue:43493", + "issue:43611", + "issue:43784", + "issue:43824", + "issue:43937", + "issue:43992", + "issue:44038", + "issue:44222", + "issue:44295", + "issue:44297", + "issue:44351", + "issue:44360", + "issue:44485", + "issue:44521", + "issue:44625", + "issue:44704", + "issue:44779", + "issue:44829", + "issue:44945", + "issue:44964", + "issue:44977", + "issue:45072", + "issue:45200", + "issue:45216", + "issue:45278", + "issue:45446", + "issue:45478", + "issue:45600", + "issue:45753", + "issue:46002" + ], + "soft_pairs": [ + "issue:43784|issue:45600", + "issue:42907|issue:43937", + "issue:43408|issue:43475", + "issue:44360|issue:44485", + "issue:39401|issue:44521", + "issue:44625|issue:44829", + "issue:43116|issue:45200", + "issue:44038|issue:44297", + "issue:42907|issue:44964", + "issue:29127|issue:30990", + "issue:44038|issue:44295", + "issue:43122|issue:44779", + "issue:36296|issue:43116", + "issue:42907|issue:43452", + "issue:43824|issue:44351", + "issue:44038|issue:44222", + "issue:45216|issue:45478", + "issue:42757|issue:44351", + "issue:43278|issue:44945", + "issue:43493|issue:45753", + "issue:43784|issue:45446", + "issue:43992|issue:44704", + "issue:43122|issue:44977", + "issue:22355|issue:29159", + "issue:43066|issue:44779", + "issue:38617|issue:45278", + "issue:42673|issue:45072", + "issue:43937|issue:44485", + "issue:43611|issue:46002", + "issue:22355|issue:29127" + ], + "prepared_review_unit_hash": "e8fff5e0eac46e27669eed00618dfc152a64860851f24a1a004f32c02d84a8eb", + "component_budget": { + "node_count": 407, + "item_count": 407, + "soft_pair_count": 1521, + "serialized_chars": 784896, + "estimated_input_tokens": 196224, + "estimated_eval_tokens": 392704 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 30, + "serialized_chars": 35694, + "estimated_input_tokens": 8924, + "estimated_eval_tokens": 18104 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is highly heterogeneous: it mixes unrelated import errors, tokenizer regressions, multimodal/model-specific bugs, training/inference issues, and API changes. None of the soft edges look like true same-bug duplicates under a strict standard, and there are no PRs in the set.", + "confidence": 0.86, + "canonical_issue_reason": "Issue:45278 is the closest broad umbrella because it captures a version-upgrade import-regression theme, but the cluster is too mixed for it to be a true canonical duplicate anchor.", + "canonical_pr_reason": null, + "best_issue_reason": "If a representative issue must be chosen, 45278 is the most general and central; however, it is still too broad and mismatched to safely represent the whole cluster.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43784", + "right": "issue:45600", + "accept": false, + "reason": "Both are import-related, but they fail in different places for different reasons (sentence-transformers import vs removed SAM3LiteText references)." + }, + { + "left": "issue:42907", + "right": "issue:43937", + "accept": false, + "reason": "Different model families and different failure modes: save_pretrained for dequantized Ministrals/Devstrals vs invalid GenerationConfig for GLM-5." + }, + { + "left": "issue:43408", + "right": "issue:43475", + "accept": false, + "reason": "Same SAM3 video area, but one is a wrong model-type warning and the other is a missing attribute at runtime; not the same concrete bug." + }, + { + "left": "issue:44360", + "right": "issue:44485", + "accept": false, + "reason": "Completely unrelated topics: a DSA indexer ReLU discussion vs GLM-5 RoPE implementation." + }, + { + "left": "issue:39401", + "right": "issue:44521", + "accept": false, + "reason": "Tokenizer offset mapping and multimodal assistant mask generation are different code paths and different bugs." + }, + { + "left": "issue:44625", + "right": "issue:44829", + "accept": false, + "reason": "Qwen3.5 num_labels propagation and flash_attention_3 degenerative training are unrelated issues." + }, + { + "left": "issue:43116", + "right": "issue:45200", + "accept": false, + "reason": "Different symptoms and scopes: example script multi-label classification output vs Gemma 4 text-only fine-tuning defaults." + }, + { + "left": "issue:44038", + "right": "issue:44297", + "accept": false, + "reason": "One is a Qwen3-VL-Moe loading bug; the other is tokenizer metadata saved incorrectly. Different root causes." + }, + { + "left": "issue:42907", + "right": "issue:44964", + "accept": false, + "reason": "Both mention loading/latest-transformers trouble, but they target different models and different failure points." + }, + { + "left": "issue:29127", + "right": "issue:30990", + "accept": false, + "reason": "Unrelated issues: LayoutLMv3 error-message clarity vs Sentence Transformers getting stuck on load." + }, + { + "left": "issue:44038", + "right": "issue:44295", + "accept": false, + "reason": "Different bugs: Qwen3-VL-Moe loading versus reading position_ids after buffer registration." + }, + { + "left": "issue:43122", + "right": "issue:44779", + "accept": false, + "reason": "Both are tokenizer regressions in v5, but they affect different models and describe different incorrect behaviors." + }, + { + "left": "issue:36296", + "right": "issue:43116", + "accept": false, + "reason": "Tensor-parallel training behavior and example-script classification output are unrelated." + }, + { + "left": "issue:42907", + "right": "issue:43452", + "accept": false, + "reason": "Different APIs and failures: dequantized model saving vs gguf_file loading through AutoTokenizer/AutoModel." + }, + { + "left": "issue:43824", + "right": "issue:44351", + "accept": false, + "reason": "Both are import errors, but they are for different missing symbols from different packages/modules." + }, + { + "left": "issue:44038", + "right": "issue:44222", + "accept": false, + "reason": "Same broad model family, but loading Qwen3-VL-Moe and FP8 save_pretrained are different code paths and bugs." + }, + { + "left": "issue:45216", + "right": "issue:45478", + "accept": false, + "reason": "Both involve Qwen3.5 and version 5.4+, but one is save_pretrained checkpoint corruption while the other is from_pretrained loading failure." + }, + { + "left": "issue:42757", + "right": "issue:44351", + "accept": false, + "reason": "Different import failures from different libraries: huggingface_hub missing is_offline_mode vs transformers missing HybridCache." + }, + { + "left": "issue:43278", + "right": "issue:44945", + "accept": false, + "reason": "BF16/FP32 dtype drift in eval is not the same bug as incorrect output under pipeline parallelism." + }, + { + "left": "issue:43493", + "right": "issue:45753", + "accept": false, + "reason": "Different models and symptoms: SigLIP2 implementation discrepancy vs Qwen3_5 infinite-loop generation on a specific image." + }, + { + "left": "issue:43784", + "right": "issue:45446", + "accept": false, + "reason": "Both are import-time problems, but one is a missing nn import in sentence-transformers and the other is a PyTorch version check issue in flex_attention." + }, + { + "left": "issue:43992", + "right": "issue:44704", + "accept": false, + "reason": "Different API layers: missing embed_tokens.weight in UMT5Encoder.from_pretrained vs AutoProcessor not forwarding kwargs to cached_file." + }, + { + "left": "issue:43122", + "right": "issue:44977", + "accept": false, + "reason": "Both are Qwen3.5/v5-related, but one is tokenization regression and the other is flash-attention generation failure." + }, + { + "left": "issue:22355", + "right": "issue:29159", + "accept": false, + "reason": "No underlying bug match: missing transformers.onnx module vs slow/fast tokenizer behavioral inconsistency." + }, + { + "left": "issue:43066", + "right": "issue:44779", + "accept": false, + "reason": "Both concern tokenizer regressions, but they affect different models and different incorrect outputs." + }, + { + "left": "issue:38617", + "right": "issue:45278", + "accept": false, + "reason": "One is a specific missing import symbol; the other is a broad upgrade-related import breakage. Not the same concrete issue." + }, + { + "left": "issue:42673", + "right": "issue:45072", + "accept": false, + "reason": "VRAM leak in Qwen3ForCausalLM multi-threaded loading is unrelated to dtype mismatches in bfloat16 inference." + }, + { + "left": "issue:43937", + "right": "issue:44485", + "accept": false, + "reason": "Same GLM-5 label, but GenerationConfig validation and RoPE implementation are distinct bugs." + }, + { + "left": "issue:43611", + "right": "issue:46002", + "accept": false, + "reason": "Base_model_prefix loading regression is unrelated to NaNs in classification heads after checkout/init." + }, + { + "left": "issue:22355", + "right": "issue:29127", + "accept": false, + "reason": "Completely different problems: missing transformers.onnx module vs LayoutLMv3 error-message clarity." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 17, + "review_unit_index": 41, + "review_unit_count": 48, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-407", + "nodes": [ + "issue:33453", + "issue:38617", + "issue:39401", + "issue:41628", + "issue:42222", + "issue:42371", + "issue:42673", + "issue:43064", + "issue:43116", + "issue:43421", + "issue:43441", + "issue:43450", + "issue:43493", + "issue:43582", + "issue:43673", + "issue:43825", + "issue:43827", + "issue:43874", + "issue:43906", + "issue:43937", + "issue:43976", + "issue:43986", + "issue:44038", + "issue:44075", + "issue:44117", + "issue:44261", + "issue:44291", + "issue:44410", + "issue:44466", + "issue:44484", + "issue:44779", + "issue:44829", + "issue:44936", + "issue:44977", + "issue:45071", + "issue:45081", + "issue:45083", + "issue:45216", + "issue:45310", + "issue:45341", + "issue:45357", + "issue:45405", + "issue:45446", + "issue:45478", + "issue:45561", + "issue:45563", + "issue:45588", + "issue:46002" + ], + "soft_pairs": [ + "issue:42371|issue:43874", + "issue:43976|issue:45446", + "issue:42222|issue:43441", + "issue:43064|issue:43673", + "issue:43116|issue:43493", + "issue:44075|issue:44936", + "issue:45357|issue:45478", + "issue:44038|issue:45478", + "issue:43116|issue:43825", + "issue:45083|issue:45446", + "issue:43937|issue:45563", + "issue:44117|issue:45588", + "issue:33453|issue:39401", + "issue:43827|issue:45446", + "issue:39401|issue:44779", + "issue:43937|issue:44977", + "issue:44466|issue:46002", + "issue:42673|issue:43906", + "issue:44291|issue:45071", + "issue:45405|issue:45446", + "issue:43450|issue:43986", + "issue:45341|issue:45561", + "issue:44117|issue:45081", + "issue:38617|issue:41628", + "issue:44410|issue:45310", + "issue:44829|issue:45216", + "issue:39401|issue:43421", + "issue:42371|issue:44261", + "issue:44484|issue:45310", + "issue:42673|issue:43582" + ], + "prepared_review_unit_hash": "ee6b4c45f4065e2ac9b7529f51d6426c2b15fd3994ffc8f0383783073308d96f", + "component_budget": { + "node_count": 407, + "item_count": 407, + "soft_pair_count": 1521, + "serialized_chars": 784896, + "estimated_input_tokens": 196224, + "estimated_eval_tokens": 392704 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 30, + "serialized_chars": 36692, + "estimated_input_tokens": 9173, + "estimated_eval_tokens": 18602 + }, + "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. I found no soft-edge pair that confidently represents the same underlying bug/change, though the Qwen3.5 from_pretrained reports are the closest near-duplicate subtopic.", + "confidence": 0.86, + "canonical_issue_reason": "issue:45310 is the clearest anchor: it is the earlier, more specific Qwen3.5 from_pretrained regression report, and it is the closest thing here to a true duplicate pair (with issue:45478).", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45310 is the best overall issue representative because it is concrete, reproducible, and the most clearly actionable of the set; it also matches a later near-duplicate report.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:42371", + "right": "issue:43874", + "accept": false, + "reason": "Different bugs: TF32 behavior settings vs a missing image-patch method in GLM46V." + }, + { + "left": "issue:43976", + "right": "issue:45446", + "accept": false, + "reason": "Both are version-related breakages, but one is a Python support check and the other is a PyTorch import/version guard; different code paths." + }, + { + "left": "issue:42222", + "right": "issue:43441", + "accept": false, + "reason": "Unrelated failures: broken vitpose models vs Ministral-3 flash-attention regression." + }, + { + "left": "issue:43064", + "right": "issue:43673", + "accept": false, + "reason": "Different training/runtime issues: FSDP2+PEFT optimizer state corruption vs missing generation cache in chunked prefill." + }, + { + "left": "issue:43116", + "right": "issue:43493", + "accept": false, + "reason": "Multi-label example script bug vs SigLIP2 implementation mismatch; not the same underlying defect." + }, + { + "left": "issue:44075", + "right": "issue:44936", + "accept": false, + "reason": "SGD arguments not being used is a different optimizer bug than trainer.evaluate() failing after train()." + }, + { + "left": "issue:45357", + "right": "issue:45478", + "accept": false, + "reason": "Related model family, but save_pretrained serialization of visual keys is not the same as a from_pretrained loading error." + }, + { + "left": "issue:44038", + "right": "issue:45478", + "accept": false, + "reason": "Different Qwen model variants and different failure modes; not one concrete bug." + }, + { + "left": "issue:43116", + "right": "issue:43825", + "accept": false, + "reason": "Example-script multi-label empty results and pipeline() translation messaging are separate issues." + }, + { + "left": "issue:45083", + "right": "issue:45446", + "accept": false, + "reason": "Different helpers and different failures: qwen3_omni_moe output-length logic vs a PyTorch version check." + }, + { + "left": "issue:43937", + "right": "issue:45563", + "accept": false, + "reason": "GenerationConfig validation failure vs a stale warning about num_return_sequences; unrelated symptoms." + }, + { + "left": "issue:44117", + "right": "issue:45588", + "accept": false, + "reason": "Tokenizer mapping lookup bug vs flash_attention.py crashing on s_aux=None; different subsystems." + }, + { + "left": "issue:33453", + "right": "issue:39401", + "accept": false, + "reason": "Both tokenizer-related, but loading regression and offset_mapping bug are distinct code paths." + }, + { + "left": "issue:43827", + "right": "issue:45446", + "accept": false, + "reason": "Docs still mentioning pipeline() vs a runtime import/version check; not the same bug." + }, + { + "left": "issue:39401", + "right": "issue:44779", + "accept": false, + "reason": "Different tokenizer correctness bugs in different models; too broad to merge as one defect." + }, + { + "left": "issue:43937", + "right": "issue:44977", + "accept": false, + "reason": "GenerationConfig invalidation is unrelated to Qwen3.5 flash-attention generation behavior." + }, + { + "left": "issue:44466", + "right": "issue:46002", + "accept": false, + "reason": "Serialization/tied-weights issue vs NaNs after checkout+init; different failure modes." + }, + { + "left": "issue:42673", + "right": "issue:43906", + "accept": false, + "reason": "VRAM leak in multi-threaded Qwen3ForCausalLM use vs an isolated reproduction issue for a different bug." + }, + { + "left": "issue:44291", + "right": "issue:45071", + "accept": false, + "reason": "Both involve v5 compatibility, but the specific TypeError on init_empty_weights is different from PretrainedConfig type checking." + }, + { + "left": "issue:45405", + "right": "issue:45446", + "accept": false, + "reason": "PEFT minimum-version packaging issue vs PyTorch version gating for AuxRequest import; unrelated." + }, + { + "left": "issue:43450", + "right": "issue:43986", + "accept": false, + "reason": "Video processor batch-shape bug vs AutoProcessor crash without torchvision; different input paths." + }, + { + "left": "issue:45341", + "right": "issue:45561", + "accept": false, + "reason": "Testing utility bug vs pytest-xdist race in captured_info.txt; not the same issue." + }, + { + "left": "issue:44117", + "right": "issue:45081", + "accept": false, + "reason": "Tokenizer mapping None and Mistral regex patch crash are separate tokenizer/loading defects." + }, + { + "left": "issue:38617", + "right": "issue:41628", + "accept": false, + "reason": "Two different missing import errors; same general area, but not the same broken symbol or code path." + }, + { + "left": "issue:44410", + "right": "issue:45310", + "accept": false, + "reason": "Missing qwen3next projections is a model-architecture bug, not the Qwen3.5 from_pretrained regression." + }, + { + "left": "issue:44829", + "right": "issue:45216", + "accept": false, + "reason": "Flash-attention training degradation and Qwen3.5 save_pretrained checkpoint regression are distinct problems." + }, + { + "left": "issue:39401", + "right": "issue:43421", + "accept": false, + "reason": "Tokenizer offset_mapping bug vs runtime post-processor update feature request; not a duplicate." + }, + { + "left": "issue:42371", + "right": "issue:44261", + "accept": false, + "reason": "TF32 control settings and MLA q_a_layernorm epsilon mismatch are unrelated." + }, + { + "left": "issue:44484", + "right": "issue:45310", + "accept": false, + "reason": "save_pretrained shard-size question vs Qwen3.5 from_pretrained failure; unrelated." + }, + { + "left": "issue:42673", + "right": "issue:43582", + "accept": false, + "reason": "VRAM leak in dataloader threads vs Apple Silicon TypeError in caching_allocator_warmup; different runtime 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": 17, + "review_unit_index": 42, + "review_unit_count": 48, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-407", + "nodes": [ + "issue:38617", + "issue:41628", + "issue:42175", + "issue:42222", + "issue:42371", + "issue:42490", + "issue:42617", + "issue:42673", + "issue:42831", + "issue:43012", + "issue:43066", + "issue:43097", + "issue:43122", + "issue:43335", + "issue:43408", + "issue:43441", + "issue:43452", + "issue:43577", + "issue:43673", + "issue:43742", + "issue:43874", + "issue:43931", + "issue:43937", + "issue:43986", + "issue:44038", + "issue:44075", + "issue:44220", + "issue:44261", + "issue:44263", + "issue:44368", + "issue:44410", + "issue:44483", + "issue:44484", + "issue:44485", + "issue:44493", + "issue:44496", + "issue:44829", + "issue:44933", + "issue:45003", + "issue:45071", + "issue:45278", + "issue:45341", + "issue:45459", + "issue:45464", + "issue:45478", + "issue:45542", + "issue:45656" + ], + "soft_pairs": [ + "issue:42617|issue:45341", + "issue:43408|issue:43742", + "issue:44933|issue:45278", + "issue:42222|issue:45542", + "issue:42490|issue:42673", + "issue:43937|issue:44496", + "issue:42175|issue:42222", + "issue:38617|issue:44220", + "issue:44483|issue:45464", + "issue:42371|issue:42831", + "issue:44075|issue:45656", + "issue:43066|issue:43122", + "issue:43673|issue:45341", + "issue:43012|issue:43577", + "issue:43874|issue:44261", + "issue:44410|issue:45478", + "issue:44484|issue:45478", + "issue:44263|issue:44485", + "issue:43097|issue:44493", + "issue:41628|issue:45071", + "issue:43012|issue:43408", + "issue:42222|issue:45459", + "issue:43441|issue:44829", + "issue:45071|issue:45542", + "issue:43931|issue:44410", + "issue:43931|issue:44038", + "issue:43335|issue:45071", + "issue:45003|issue:45341", + "issue:43986|issue:45341", + "issue:43097|issue:43452", + "issue:43874|issue:44263", + "issue:43408|issue:44368" + ], + "prepared_review_unit_hash": "86e4f972c6147aa6e60ca45accc70a23305974cf504f1f11038ce846dd834a70", + "component_budget": { + "node_count": 407, + "item_count": 407, + "soft_pair_count": 1521, + "serialized_chars": 784896, + "estimated_input_tokens": 196224, + "estimated_eval_tokens": 392704 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 32, + "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": "This is a loose Transformers v5 regression cluster with many unrelated model-load, import, warning, and runtime issues. The closest umbrella representative is the broad import-regression report #45278, but none of the soft-edge pairs look like true duplicates of the same underlying bug/change.", + "confidence": 0.71, + "canonical_issue_reason": "#45278 is the broadest and most central issue in the set: it captures the general \u201cmany import errors after update\u201d regression theme that overlaps the cluster\u2019s dominant v5 breakage pattern better than any narrow model-specific report.", + "canonical_pr_reason": null, + "best_issue_reason": "#45278 is the best cluster representative because it is the clearest umbrella report and most useful as the top-level anchor for related import/regression complaints.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:42617", + "right": "issue:45341", + "accept": false, + "reason": "Different files and symptoms: a runtime failure in 3d_parallel.py vs a small testing_utils bug." + }, + { + "left": "issue:43408", + "right": "issue:43742", + "accept": false, + "reason": "Different model families and failure modes: sam3 tracker/video type warning vs MobileLLM key error." + }, + { + "left": "issue:44933", + "right": "issue:45278", + "accept": false, + "reason": "Both are import-related, but one is a specific missing image_utils symbol and the other is a broad v5 import-regression report; not the same bug." + }, + { + "left": "issue:42222", + "right": "issue:45542", + "accept": false, + "reason": "Unrelated subsystems: vitpose model breakage vs backend/package-resolution issue around TensorFlow/tensorboard." + }, + { + "left": "issue:42490", + "right": "issue:42673", + "accept": false, + "reason": "Local-path import warning and multi-thread VRAM leak are unrelated code paths." + }, + { + "left": "issue:43937", + "right": "issue:44496", + "accept": false, + "reason": "GenerationConfig validation error is not the same as unrecognized-model/config.json handling." + }, + { + "left": "issue:42175", + "right": "issue:42222", + "accept": false, + "reason": "Packaging/backends issue vs a broken vitpose model implementation; different root causes." + }, + { + "left": "issue:38617", + "right": "issue:44220", + "accept": false, + "reason": "ImportError from configuration_utils is unrelated to a feature bug in _torch_extract_fbank_features()." + }, + { + "left": "issue:44483", + "right": "issue:45464", + "accept": false, + "reason": "Both involve chat/completions, but one is a generic API acceptance issue and the other is a streaming inference failure on a specific model." + }, + { + "left": "issue:42371", + "right": "issue:42831", + "accept": false, + "reason": "TF32 warning behavior and FineGrainedFP8 accuracy regression are different concerns." + }, + { + "left": "issue:44075", + "right": "issue:45656", + "accept": false, + "reason": "Optimizer argument handling and deepspeed double-step behavior are different optimizer bugs." + }, + { + "left": "issue:43066", + "right": "issue:43122", + "accept": false, + "reason": "Tokenizer decoder type mismatch and changed tokenization output are related to tokenization, but not the same underlying defect." + }, + { + "left": "issue:43673", + "right": "issue:45341", + "accept": false, + "reason": "Generation cache missing in chunked_prefill is unrelated to the small testing_utils bug." + }, + { + "left": "issue:43012", + "right": "issue:43577", + "accept": false, + "reason": "A warning during bfloat16 compilation is not the same as Blip2 parameters staying float32 after load." + }, + { + "left": "issue:43874", + "right": "issue:44261", + "accept": false, + "reason": "Missing image-patch helper on an image processor is unrelated to an MLA config epsilon precision issue." + }, + { + "left": "issue:44410", + "right": "issue:45478", + "accept": false, + "reason": "Missing projections in qwen3next is a different model architecture bug than Qwen3.5-Moe from_pretrained failure." + }, + { + "left": "issue:44484", + "right": "issue:45478", + "accept": false, + "reason": "save_pretrained shard-size behavior is unrelated to from_pretrained model-loading errors." + }, + { + "left": "issue:44263", + "right": "issue:44485", + "accept": false, + "reason": "torch.split return values and RoPE implementation are different GLM bugs." + }, + { + "left": "issue:43097", + "right": "issue:44493", + "accept": false, + "reason": "Removed config flag behavior is not the same as unexpected position-id keys across models." + }, + { + "left": "issue:41628", + "right": "issue:45071", + "accept": false, + "reason": "AutoImageProcessor import failure and PreTrainedConfig type-checking breakage are different API regressions." + }, + { + "left": "issue:43012", + "right": "issue:43408", + "accept": false, + "reason": "TF32 warning behavior and sam3 model-type mismatch are unrelated." + }, + { + "left": "issue:42222", + "right": "issue:45459", + "accept": false, + "reason": "Vitpose model breakage is unrelated to tokenizer error masking when protobuf is absent." + }, + { + "left": "issue:43441", + "right": "issue:44829", + "accept": false, + "reason": "FlashAttention failure on Ministral-3 and flash_attention_3 training degeneration are different model/code paths." + }, + { + "left": "issue:45071", + "right": "issue:45542", + "accept": false, + "reason": "Type-checking regression in v5.4.0 and missing-TensorFlow backend setup are unrelated." + }, + { + "left": "issue:43931", + "right": "issue:44410", + "accept": false, + "reason": "Weight-shape mismatch in Qwen3-VL-30B is not the same as missing projections in qwen3next." + }, + { + "left": "issue:43931", + "right": "issue:44038", + "accept": false, + "reason": "Different Qwen model variants and different failure modes; not one bug." + }, + { + "left": "issue:43335", + "right": "issue:45071", + "accept": false, + "reason": "Sparse-layer construction bug and PreTrainedConfig type-checking regression are unrelated." + }, + { + "left": "issue:45003", + "right": "issue:45341", + "accept": false, + "reason": "Unsafe sys.modules access in modeling_utils is unrelated to a small testing_utils bug." + }, + { + "left": "issue:43986", + "right": "issue:45341", + "accept": false, + "reason": "AutoProcessor crash without torchvision is unrelated to testing_utils." + }, + { + "left": "issue:43097", + "right": "issue:43452", + "accept": false, + "reason": "Removed tie_embeddings flag and gguf_file/pretrained loading breakage are different regressions." + }, + { + "left": "issue:43874", + "right": "issue:44263", + "accept": false, + "reason": "Image-patch helper missing and torch.split return-value issue are unrelated." + }, + { + "left": "issue:43408", + "right": "issue:44368", + "accept": false, + "reason": "Model-type warning for sam3 tracker/video is not the same as tie_word_embeddings warnings on Qwen3.5." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 17, + "review_unit_index": 43, + "review_unit_count": 48, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-407", + "nodes": [ + "issue:36683", + "issue:38617", + "issue:42757", + "issue:42886", + "issue:42907", + "issue:43012", + "issue:43064", + "issue:43066", + "issue:43097", + "issue:43208", + "issue:43352", + "issue:43381", + "issue:43502", + "issue:43531", + "issue:43550", + "issue:43582", + "issue:43825", + "issue:43873", + "issue:43906", + "issue:43976", + "issue:43986", + "issue:43992", + "issue:44016", + "issue:44038", + "issue:44062", + "issue:44117", + "issue:44261", + "issue:44315", + "issue:44351", + "issue:44368", + "issue:44380", + "issue:44410", + "issue:44483", + "issue:44484", + "issue:44485", + "issue:44514", + "issue:44655", + "issue:44704", + "issue:44987", + "issue:45071", + "issue:45103", + "issue:45341", + "issue:45372", + "issue:45375", + "issue:45479", + "issue:45588", + "issue:45753", + "issue:46050" + ], + "soft_pairs": [ + "issue:44117|issue:44987", + "issue:43976|issue:45071", + "issue:43986|issue:44484", + "issue:43986|issue:45372", + "issue:43531|issue:45341", + "issue:38617|issue:42757", + "issue:44261|issue:44485", + "issue:43064|issue:44315", + "issue:44410|issue:45375", + "issue:44062|issue:44117", + "issue:43097|issue:46050", + "issue:38617|issue:44351", + "issue:43097|issue:45588", + "issue:44038|issue:44410", + "issue:44704|issue:45103", + "issue:43502|issue:43992", + "issue:43986|issue:44117", + "issue:43097|issue:43873", + "issue:43986|issue:44016", + "issue:43066|issue:43906", + "issue:43825|issue:44655", + "issue:43992|issue:44484", + "issue:43208|issue:43550", + "issue:43012|issue:43550", + "issue:43352|issue:44380", + "issue:42886|issue:43381", + "issue:43012|issue:44368", + "issue:42907|issue:45753", + "issue:42907|issue:44655", + "issue:44380|issue:45479", + "issue:43352|issue:43976", + "issue:43064|issue:44380", + "issue:44483|issue:44514", + "issue:36683|issue:43582" + ], + "prepared_review_unit_hash": "e2760c8d78a431370b191a3f4dd30874306b7eabd614912168392a29a2f1ae98", + "component_budget": { + "node_count": 407, + "item_count": 407, + "soft_pair_count": 1521, + "serialized_chars": 784896, + "estimated_input_tokens": 196224, + "estimated_eval_tokens": 392704 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 34, + "serialized_chars": 37747, + "estimated_input_tokens": 9437, + "estimated_eval_tokens": 19130 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "These issues are mostly unrelated Transformers bugs; the soft links look like embedding-similarity false positives rather than true duplicates. I would not merge any of the proposed pairs.", + "confidence": 0.23, + "canonical_issue_reason": "issue:43097 is the best single anchor here: it is a concrete v5 regression with clear user impact and some inbound references, even though it is not a true umbrella for the rest of the set.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43097 is the strongest standalone bug report among the noisy cluster; it is specific, reproducible, and broadly relevant to v5 compatibility.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44117", + "right": "issue:44987", + "accept": false, + "reason": "Different failures: tokenizer mapping fallback vs a broader Transformers>=5.1.0 model-loading regression." + }, + { + "left": "issue:43976", + "right": "issue:45071", + "accept": false, + "reason": "One is a Python-version compatibility problem; the other is a type-checking regression. Not the same bug." + }, + { + "left": "issue:43986", + "right": "issue:44484", + "accept": false, + "reason": "Missing torchvision during AutoProcessor/model loading is unrelated to max_shard_size behavior." + }, + { + "left": "issue:43986", + "right": "issue:45372", + "accept": false, + "reason": "Different import/loading paths: optional torchvision dependency vs mistral_common ReasoningEffort import failure." + }, + { + "left": "issue:43531", + "right": "issue:45341", + "accept": false, + "reason": "Qwen3-MoE sliding_window bug and a testing_utils bug are unrelated." + }, + { + "left": "issue:38617", + "right": "issue:42757", + "accept": false, + "reason": "Both are import errors, but they involve different missing symbols and different dependency breakages." + }, + { + "left": "issue:44261", + "right": "issue:44485", + "accept": false, + "reason": "MLA q_a_layernorm precision/config issue is not the same as GLM-5 RoPE implementation behavior." + }, + { + "left": "issue:43064", + "right": "issue:44315", + "accept": false, + "reason": "FSDP2 optimizer-state corruption and Liger-kernel application with model_init are different training-path bugs." + }, + { + "left": "issue:44410", + "right": "issue:45375", + "accept": false, + "reason": "Different model/config omissions: missing projections in qwen3next vs a missing vision config field." + }, + { + "left": "issue:44062", + "right": "issue:44117", + "accept": false, + "reason": "AddedToken keyword collision is unrelated to TOKENIZER_MAPPING_NAMES returning None." + }, + { + "left": "issue:43097", + "right": "issue:46050", + "accept": false, + "reason": "Both touch save/load flows, but one is a removed config flag and the other is quantized model round-tripping after save_pretrained." + }, + { + "left": "issue:38617", + "right": "issue:44351", + "accept": false, + "reason": "Both are import errors, but they concern different exports and different modules." + }, + { + "left": "issue:43097", + "right": "issue:45588", + "accept": false, + "reason": "Embedding-tie config removal is unrelated to flash_attention.py crashing on s_aux=None." + }, + { + "left": "issue:44038", + "right": "issue:44410", + "accept": false, + "reason": "Different Qwen model families and different failures; not the same underlying bug." + }, + { + "left": "issue:44704", + "right": "issue:45103", + "accept": false, + "reason": "kwargs forwarding in AutoProcessor.from_pretrained is not the same as the auto_docstring annotation crash." + }, + { + "left": "issue:43502", + "right": "issue:43992", + "accept": false, + "reason": "Local-files-only API requests and missing embed_tokens.weight are different from_pretrained problems." + }, + { + "left": "issue:43986", + "right": "issue:44117", + "accept": false, + "reason": "Processor-loading with a missing optional dependency is not the same as tokenizer mapping returning None." + }, + { + "left": "issue:43097", + "right": "issue:43873", + "accept": false, + "reason": "Removed tie_embeddings_and_encoder_decoder and quantization offloading behavior are distinct problems." + }, + { + "left": "issue:43986", + "right": "issue:44016", + "accept": false, + "reason": "A missing torchvision dependency is unrelated to a notebook syntax error." + }, + { + "left": "issue:43066", + "right": "issue:43906", + "accept": false, + "reason": "Wrong tokenizer decoder type and an isolated reproduction of another issue are not shown to be the same defect." + }, + { + "left": "issue:43825", + "right": "issue:44655", + "accept": false, + "reason": "An incorrect pipeline error message and pipeline save_pretrained failure are different code paths." + }, + { + "left": "issue:43992", + "right": "issue:44484", + "accept": false, + "reason": "Missing encoder weights on load is unrelated to the 50GB shard-size default question." + }, + { + "left": "issue:43208", + "right": "issue:43550", + "accept": false, + "reason": "xLSTM training bugs and a Bamba torch.compile/SDPA failure are unrelated." + }, + { + "left": "issue:43012", + "right": "issue:43550", + "accept": false, + "reason": "A bfloat16 compile warning is not the same as a model-specific SDPA compile failure." + }, + { + "left": "issue:43352", + "right": "issue:44380", + "accept": false, + "reason": "Flash Attention 2 unsupported for Nemotron and GPT2 attention scaling being ignored are different issues." + }, + { + "left": "issue:42886", + "right": "issue:43381", + "accept": false, + "reason": "Offline cache loading and gradient checkpointing in eval mode are unrelated." + }, + { + "left": "issue:43012", + "right": "issue:44368", + "accept": false, + "reason": "A PyTorch warning during compile is not the same as a tie_word_embeddings warning in a LoRA workflow." + }, + { + "left": "issue:42907", + "right": "issue:45753", + "accept": false, + "reason": "Save/dequantization failure and a Qwen3_5 infinite-loop generation bug are unrelated." + }, + { + "left": "issue:42907", + "right": "issue:44655", + "accept": false, + "reason": "Both mention saving, but one is quantized-model serialization and the other is Pipeline.save_pretrained support." + }, + { + "left": "issue:44380", + "right": "issue:45479", + "accept": false, + "reason": "Attention-scaling configuration loss and degenerate zero-loss sequence classification are different bugs." + }, + { + "left": "issue:44483", + "right": "issue:44514", + "accept": false, + "reason": "API request rejection in v5.3 and a Qwen2_5_VLProcessor batching crash are different failures." + }, + { + "left": "issue:36683", + "right": "issue:43582", + "accept": false, + "reason": "Gemma3Config missing vocab_size and an Apple Silicon caching_allocator_warmup TypeError 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": 17, + "review_unit_index": 44, + "review_unit_count": 48, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-407", + "nodes": [ + "issue:36010", + "issue:36683", + "issue:38617", + "issue:42490", + "issue:42757", + "issue:42898", + "issue:42994", + "issue:43012", + "issue:43064", + "issue:43066", + "issue:43208", + "issue:43299", + "issue:43352", + "issue:43475", + "issue:43502", + "issue:43525", + "issue:43526", + "issue:43618", + "issue:43756", + "issue:43761", + "issue:43824", + "issue:43867", + "issue:43901", + "issue:43931", + "issue:43937", + "issue:43976", + "issue:44038", + "issue:44077", + "issue:44188", + "issue:44220", + "issue:44222", + "issue:44230", + "issue:44242", + "issue:44263", + "issue:44380", + "issue:44483", + "issue:44485", + "issue:44492", + "issue:44655", + "issue:44683", + "issue:44938", + "issue:45216", + "issue:45290", + "issue:45381", + "issue:45440", + "issue:45478", + "issue:45593", + "issue:45753" + ], + "soft_pairs": [ + "issue:44222|issue:45478", + "issue:43208|issue:43526", + "issue:42490|issue:43012", + "issue:43012|issue:44683", + "issue:43618|issue:43761", + "issue:42757|issue:43824", + "issue:43618|issue:44380", + "issue:44038|issue:44230", + "issue:38617|issue:43502", + "issue:44483|issue:45290", + "issue:43756|issue:44485", + "issue:43299|issue:43867", + "issue:44483|issue:45381", + "issue:43901|issue:44655", + "issue:36683|issue:43475", + "issue:43299|issue:45753", + "issue:42994|issue:44655", + "issue:43352|issue:43937", + "issue:43867|issue:45216", + "issue:44077|issue:44380", + "issue:36010|issue:42757", + "issue:42898|issue:43066", + "issue:36683|issue:44077", + "issue:44220|issue:44655", + "issue:43976|issue:44938", + "issue:43352|issue:45593", + "issue:36683|issue:43525", + "issue:43618|issue:45216", + "issue:44263|issue:45440", + "issue:44188|issue:44380", + "issue:36683|issue:44242", + "issue:43064|issue:44492", + "issue:43352|issue:43931" + ], + "prepared_review_unit_hash": "56c52ca11443dd80b5df1df0958d29dd396f9d188365493650c658bd7045b766", + "component_budget": { + "node_count": 407, + "item_count": 407, + "soft_pair_count": 1521, + "serialized_chars": 784896, + "estimated_input_tokens": 196224, + "estimated_eval_tokens": 392704 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 33, + "serialized_chars": 37086, + "estimated_input_tokens": 9272, + "estimated_eval_tokens": 18800 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "Mostly a heterogeneous bundle of Transformers regressions and import/load issues. I found one plausible duplicate edge in CLIP vision output regression; the rest are too different to merge safely.", + "confidence": 0.71, + "canonical_issue_reason": "Issue 43299 is the clearest anchor for the largest coherent subtheme here: v5-era Qwen3/Qwen3.5 MoE loading regressions. It is more representative than the many one-off import/config/runtime bugs scattered through the cluster.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 43299 is the best global issue anchor because it is specific, version-scoped, and aligns with other nearby Qwen3/Qwen3.5 loading failures; the cluster otherwise lacks a single dominant bug. ", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44222", + "right": "issue:45478", + "accept": false, + "reason": "Both mention Qwen3.5 MoE, but one is FP8 save_pretrained and the other is a from_pretrained loading error; different code paths and likely different fixes." + }, + { + "left": "issue:43208", + "right": "issue:43526", + "accept": false, + "reason": "Unrelated bugs: xLSTM training blockers vs BeitImageProcessorFast label reduction behavior." + }, + { + "left": "issue:42490", + "right": "issue:43012", + "accept": false, + "reason": "Both are warnings, but one is local path import warning and the other is a PyTorch precision warning; not the same bug." + }, + { + "left": "issue:43012", + "right": "issue:44683", + "accept": false, + "reason": "Different issues: a bfloat16 precision warning vs a compiled flex_attention failure on newer torch." + }, + { + "left": "issue:43618", + "right": "issue:43761", + "accept": true, + "reason": "Both describe a CLIP vision forward regression where optional outputs are not populated correctly (attentions/hidden_states), so they look like the same underlying bug." + }, + { + "left": "issue:42757", + "right": "issue:43824", + "accept": false, + "reason": "Both are import errors, but for different symbols/packages and likely unrelated version mismatches." + }, + { + "left": "issue:43618", + "right": "issue:44380", + "accept": false, + "reason": "Different model/code paths: CLIP output regression vs GPT-2 attention scaling under SDPA/FlashAttention." + }, + { + "left": "issue:44038", + "right": "issue:44230", + "accept": false, + "reason": "Both are Qwen3-VL-MoE related, but one is a load bug in v5 and the other is FP8 inference support; not the same concrete defect." + }, + { + "left": "issue:38617", + "right": "issue:43502", + "accept": false, + "reason": "Different failures: missing configuration_utils import vs offline/local_files_only network requests." + }, + { + "left": "issue:44483", + "right": "issue:45290", + "accept": false, + "reason": "Both are chat/API related, but one is request acceptance at /v1/chat/completions and the other is chat template tokenization with tool-call messages." + }, + { + "left": "issue:43756", + "right": "issue:44485", + "accept": false, + "reason": "Both mention RoPE, but they concern different models and different implementation questions." + }, + { + "left": "issue:43299", + "right": "issue:43867", + "accept": false, + "reason": "Both are load-time problems, but one is Qwen3VL-MoE loading in v5 and the other is a sorted state_dict weight-shape mismatch; not clearly the same bug." + }, + { + "left": "issue:44483", + "right": "issue:45381", + "accept": false, + "reason": "Different request/model paths: chat/completions API rejection vs Qwen2.5-VL video vision_position_ids regression." + }, + { + "left": "issue:43901", + "right": "issue:44655", + "accept": false, + "reason": "Docs mismatch for TextClassificationPipeline vs inability to save Pipeline objects; unrelated." + }, + { + "left": "issue:36683", + "right": "issue:43475", + "accept": false, + "reason": "Both are missing-attribute errors, but on different configs/outputs and different models." + }, + { + "left": "issue:43299", + "right": "issue:45753", + "accept": false, + "reason": "One is a model-loading regression, the other is an infinite generation loop on a specific image; different symptoms and likely different causes." + }, + { + "left": "issue:42994", + "right": "issue:44655", + "accept": false, + "reason": "Both involve saving, but one is quantized model save failure and the other is Pipeline.save_pretrained behavior." + }, + { + "left": "issue:43352", + "right": "issue:43937", + "accept": false, + "reason": "Different model concerns: Flash Attention support gating vs invalid GenerationConfig for GLM-5." + }, + { + "left": "issue:43867", + "right": "issue:45216", + "accept": false, + "reason": "Both are checkpoint/save-load regressions, but the titles point to different mechanisms and different model families; too broad to treat as one bug." + }, + { + "left": "issue:44077", + "right": "issue:44380", + "accept": false, + "reason": "Different model families and different logic: PatchTSMixer post_init validation vs GPT-2 attention scaling backend behavior." + }, + { + "left": "issue:36010", + "right": "issue:42757", + "accept": false, + "reason": "Both are import errors, but they concern different missing exports from different modules." + }, + { + "left": "issue:42898", + "right": "issue:43066", + "accept": false, + "reason": "Both are v5 tokenizer-related, but one is a cleanup-space behavior change and the other is a wrong decoder type; not the same bug." + }, + { + "left": "issue:36683", + "right": "issue:44077", + "accept": false, + "reason": "Unrelated model bugs: Gemma3Config missing vocab_size vs patchtsmixer post_init policy." + }, + { + "left": "issue:44220", + "right": "issue:44655", + "accept": false, + "reason": "Different domains: audio fbank extraction vs saving Pipeline objects." + }, + { + "left": "issue:43976", + "right": "issue:44938", + "accept": false, + "reason": "Both are environment/version compatibility problems, but one is Python 3.9+ vs 3.10+ and the other is Python 3.14 loading failure." + }, + { + "left": "issue:43352", + "right": "issue:45593", + "accept": false, + "reason": "Different model bugs: Nemotron Flash Attention support vs D-FINE auxiliary loss handling." + }, + { + "left": "issue:36683", + "right": "issue:43525", + "accept": false, + "reason": "Both are config attribute errors, but for different configs and different missing fields; not enough to duplicate." + }, + { + "left": "issue:43618", + "right": "issue:45216", + "accept": false, + "reason": "CLIP vision output regression vs Qwen3.5 save_pretrained checkpoint regression are unrelated." + }, + { + "left": "issue:44263", + "right": "issue:45440", + "accept": false, + "reason": "Both are MoE implementation issues, but they affect different models and different code paths." + }, + { + "left": "issue:44188", + "right": "issue:44380", + "accept": false, + "reason": "Both involve attention behavior under backend/compiler changes, but the concrete branches and affected models are different." + }, + { + "left": "issue:36683", + "right": "issue:44242", + "accept": false, + "reason": "Different bugs: Gemma3Config missing vocab_size vs MoE load-balancing loss gating." + }, + { + "left": "issue:43064", + "right": "issue:44492", + "accept": false, + "reason": "Training/optimizer-state corruption vs a cache-strategy typo; unrelated." + }, + { + "left": "issue:43352", + "right": "issue:43931", + "accept": false, + "reason": "Different model families and symptoms: Flash Attention support limitation vs Qwen3-VL-30B-A3B weight-shape mismatch." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet, and the one accepted soft edge (43618\u201343761) is conservative and well supported by the CLIP output regression titles. The rest of the verdicts stay cautious and do not overstate duplication. The choice of issue 43299 as the anchor is also reasonably supported by the nearby Qwen3/Qwen3.5 MoE loading/save regressions." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 17, + "review_unit_index": 45, + "review_unit_count": 48, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-407", + "nodes": [ + "issue:28282", + "issue:33453", + "issue:36296", + "issue:36683", + "issue:41669", + "issue:42490", + "issue:42548", + "issue:42890", + "issue:43010", + "issue:43064", + "issue:43065", + "issue:43502", + "issue:43575", + "issue:43618", + "issue:43723", + "issue:43867", + "issue:43976", + "issue:43992", + "issue:44062", + "issue:44075", + "issue:44077", + "issue:44112", + "issue:44222", + "issue:44246", + "issue:44351", + "issue:44355", + "issue:44360", + "issue:44387", + "issue:44484", + "issue:44556", + "issue:44855", + "issue:44857", + "issue:44938", + "issue:44964", + "issue:44977", + "issue:45071", + "issue:45125", + "issue:45278", + "issue:45310", + "issue:45341", + "issue:45357", + "issue:45375", + "issue:45381", + "issue:45440", + "issue:45478", + "issue:45561", + "issue:45600", + "issue:45850" + ], + "soft_pairs": [ + "issue:43992|issue:45310", + "issue:43010|issue:45278", + "issue:44355|issue:44855", + "issue:43867|issue:45375", + "issue:41669|issue:44246", + "issue:36683|issue:43064", + "issue:42890|issue:45561", + "issue:44938|issue:45071", + "issue:43867|issue:45357", + "issue:43010|issue:45850", + "issue:43992|issue:45478", + "issue:43010|issue:43976", + "issue:44938|issue:45381", + "issue:43618|issue:44077", + "issue:42490|issue:44075", + "issue:36296|issue:43575", + "issue:28282|issue:33453", + "issue:44360|issue:45440", + "issue:43867|issue:44484", + "issue:43618|issue:44857", + "issue:43618|issue:44977", + "issue:42890|issue:44964", + "issue:42890|issue:44112", + "issue:42890|issue:45600", + "issue:43502|issue:44062", + "issue:43723|issue:44556", + "issue:42890|issue:45341", + "issue:44222|issue:45125", + "issue:44387|issue:44556", + "issue:43010|issue:43065", + "issue:42548|issue:44351" + ], + "prepared_review_unit_hash": "5614ea0104816f9be2e2d11f015af874a095f0a025417427dfa3e5eaa1a29a9d", + "component_budget": { + "node_count": 407, + "item_count": 407, + "soft_pair_count": 1521, + "serialized_chars": 784896, + "estimated_input_tokens": 196224, + "estimated_eval_tokens": 392704 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 31, + "serialized_chars": 36435, + "estimated_input_tokens": 9109, + "estimated_eval_tokens": 18474 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This set is mostly a grab bag of unrelated regressions and import/load bugs; only one soft pair looks like the same underlying issue (import-time slowdown).", + "confidence": 0.68, + "canonical_issue_reason": "issue:41669 is the most concrete root-cause report in the import-time slowdown subcluster; it explicitly identifies the likely cause, while issue:44246 only describes the symptom.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:41669 is the best overall representative because it states the specific performance regression and not just the vague user-facing slowdown.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43992", + "right": "issue:45310", + "accept": false, + "reason": "Different bugs: missing embed_tokens weights in UMT5Encoder vs Qwen3.5 MoE from_pretrained failure." + }, + { + "left": "issue:43010", + "right": "issue:45278", + "accept": false, + "reason": "One is a no_grad decorator change for cache updates; the other is a broad import-error regression after upgrade." + }, + { + "left": "issue:44355", + "right": "issue:44855", + "accept": false, + "reason": "Both concern import/runtime failures, but one is compiled Python-file errors and the other is a Python 3.13 JIT parsing issue." + }, + { + "left": "issue:43867", + "right": "issue:45375", + "accept": false, + "reason": "State-dict sorting load failure vs a missing Qwen3_5MoeVisionConfig field are different code paths." + }, + { + "left": "issue:41669", + "right": "issue:44246", + "accept": true, + "reason": "Same underlying import-time performance regression: one names the import-* root cause, the other reports the slow import symptom." + }, + { + "left": "issue:36683", + "right": "issue:43064", + "accept": false, + "reason": "Unrelated: Gemma3Config missing vocab_size vs a Trainer/FSDP2/PEFT optimizer-state mismatch." + }, + { + "left": "issue:42890", + "right": "issue:45561", + "accept": false, + "reason": "Different failures: missing set_seed in SAM HQ tests vs xdist race on captured_info.txt in testing utils." + }, + { + "left": "issue:44938", + "right": "issue:45071", + "accept": false, + "reason": "Python 3.14 import failure is not the same as PretrainedConfig type-checking breakage in v5.4.0." + }, + { + "left": "issue:43867", + "right": "issue:45357", + "accept": false, + "reason": "Load-order/state_dict issue vs incorrect visual encoder keys during save_pretrained are different bugs." + }, + { + "left": "issue:43010", + "right": "issue:45850", + "accept": false, + "reason": "Specific no_grad decorator request vs a vague complaint that v5 breaks many models." + }, + { + "left": "issue:43992", + "right": "issue:45478", + "accept": false, + "reason": "Different model families and failure modes; these are not the same from_pretrained bug." + }, + { + "left": "issue:43010", + "right": "issue:43976", + "accept": false, + "reason": "Cache update semantics are unrelated to Python-version compatibility." + }, + { + "left": "issue:44938", + "right": "issue:45381", + "accept": false, + "reason": "General Python 3.14 import failure vs Qwen2.5-VL video vision_position_ids bug." + }, + { + "left": "issue:43618", + "right": "issue:44077", + "accept": false, + "reason": "CLIPOutput attentions regression is unrelated to patchtsmixer post_init validation." + }, + { + "left": "issue:42490", + "right": "issue:44075", + "accept": false, + "reason": "Local-path trailing-slash import warning is unrelated to optimizer argument handling." + }, + { + "left": "issue:36296", + "right": "issue:43575", + "accept": false, + "reason": "Tensor-parallel training bug vs OOM when loading a large Qwen model with tp are different issues." + }, + { + "left": "issue:28282", + "right": "issue:33453", + "accept": false, + "reason": "PyTorch-missing ImportError and tokenizer-loading regression are unrelated." + }, + { + "left": "issue:44360", + "right": "issue:45440", + "accept": false, + "reason": "DSA ReLU discussion is unrelated to DeepSeekV3 MoE implementation divergence." + }, + { + "left": "issue:43867", + "right": "issue:44484", + "accept": false, + "reason": "State-dict loading error and save_pretrained shard-size question are not the same bug." + }, + { + "left": "issue:43618", + "right": "issue:44857", + "accept": false, + "reason": "CLIPOutput attentions assignment regression is unrelated to LwDetrImageLoss AMP crashes." + }, + { + "left": "issue:43618", + "right": "issue:44977", + "accept": false, + "reason": "Different model paths: CLIPOutput attentions vs Qwen3.5 flash-attention generation bug." + }, + { + "left": "issue:42890", + "right": "issue:44964", + "accept": false, + "reason": "Flaky SAM HQ test is unrelated to Phi-4 multimodal loading failure." + }, + { + "left": "issue:42890", + "right": "issue:44112", + "accept": false, + "reason": "Test seeding issue and GraniteSpeech CI device-override failure are different test problems." + }, + { + "left": "issue:42890", + "right": "issue:45600", + "accept": false, + "reason": "SAM HQ test flakiness is unrelated to stale auto_mappings references." + }, + { + "left": "issue:43502", + "right": "issue:44062", + "accept": false, + "reason": "local_files_only network leakage is unrelated to AddedToken special-argument duplication." + }, + { + "left": "issue:43723", + "right": "issue:44556", + "accept": false, + "reason": "Tokenizer loading regression and checkpoint reload compatibility after v5 upgrade are not the same concrete bug." + }, + { + "left": "issue:44387", + "right": "issue:44556", + "accept": false, + "reason": "Int4 quantization memory regression is unrelated to checkpoint reload failure after upgrade." + }, + { + "left": "issue:43010", + "right": "issue:43065", + "accept": false, + "reason": "Cache/layer no_grad concern is unrelated to a dummy Conv2d in Sam3PixelDecoder." + }, + { + "left": "issue:42548", + "right": "issue:44351", + "accept": false, + "reason": "Both are import errors, but they involve different missing exports and likely different fixes." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet and stays conservative. The only accepted soft pair, issue:41669 vs issue:44246, is well supported by their titles as the same import-time slowdown class of bug. The other pair rejections are also cautious and do not overstate sameness from the available evidence." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 17, + "review_unit_index": 46, + "review_unit_count": 48, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-407", + "nodes": [ + "issue:30333", + "issue:30990", + "issue:31795", + "issue:33453", + "issue:34689", + "issue:36296", + "issue:38617", + "issue:41628", + "issue:42548", + "issue:42757", + "issue:42831", + "issue:43010", + "issue:43232", + "issue:43299", + "issue:43502", + "issue:43526", + "issue:43576", + "issue:43673", + "issue:43824", + "issue:43827", + "issue:43874", + "issue:43901", + "issue:44222", + "issue:44230", + "issue:44261", + "issue:44273", + "issue:44315", + "issue:44355", + "issue:44360", + "issue:44485", + "issue:44492", + "issue:44556", + "issue:44623", + "issue:44655", + "issue:44749", + "issue:44908", + "issue:44938", + "issue:44961", + "issue:45003", + "issue:45071", + "issue:45125", + "issue:45230", + "issue:45362", + "issue:45375", + "issue:45468", + "issue:45478", + "issue:45542", + "issue:45850" + ], + "soft_pairs": [ + "issue:43502|issue:44485", + "issue:44355|issue:44749", + "issue:45125|issue:45478", + "issue:43010|issue:43232", + "issue:30990|issue:31795", + "issue:30333|issue:33453", + "issue:45125|issue:45375", + "issue:42831|issue:43874", + "issue:43299|issue:44556", + "issue:43502|issue:44222", + "issue:43502|issue:44961", + "issue:44315|issue:44360", + "issue:44355|issue:45071", + "issue:30333|issue:36296", + "issue:43827|issue:44961", + "issue:44355|issue:44655", + "issue:44222|issue:44230", + "issue:33453|issue:34689", + "issue:42757|issue:43576", + "issue:33453|issue:36296", + "issue:43576|issue:45071", + "issue:43576|issue:43824", + "issue:31795|issue:38617", + "issue:44961|issue:45468", + "issue:41628|issue:42548", + "issue:38617|issue:43576", + "issue:43576|issue:44938", + "issue:43673|issue:44492", + "issue:44908|issue:44961", + "issue:44485|issue:44961", + "issue:36296|issue:43901", + "issue:41628|issue:44355", + "issue:36296|issue:43526", + "issue:45362|issue:45850", + "issue:44261|issue:44360", + "issue:44623|issue:45230", + "issue:44273|issue:45542", + "issue:44273|issue:45003" + ], + "prepared_review_unit_hash": "435fdb997014e2607eb10b083eb576a786a0ba6f800bebcb91d5bcdd7018e767", + "component_budget": { + "node_count": 407, + "item_count": 407, + "soft_pair_count": 1521, + "serialized_chars": 784896, + "estimated_input_tokens": 196224, + "estimated_eval_tokens": 392704 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 38, + "serialized_chars": 38305, + "estimated_input_tokens": 9577, + "estimated_eval_tokens": 19410 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly a loose collection of Transformers v5-era regressions and unrelated bug reports, not a true duplicate set. The soft-similarity links usually connect them only by broad subsystem or shared version-churn language, so I rejected them under a strict same-bug standard.", + "confidence": 0.86, + "canonical_issue_reason": "Issue 44556 is the most concrete representative of the recurring \"v5 breaks model loading / checkpoint reload\" theme in this set. It is still not a universal duplicate target, but it is clearer and more actionable than the broader umbrella-style complaints.", + "canonical_pr_reason": null, + "best_issue_reason": "44556 is the best anchor for the cluster because it states a specific regression, affected upgrade path, and user-visible failure mode. The other issues are mostly narrower, unrelated, or only loosely similar.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43502", + "right": "issue:44485", + "accept": false, + "reason": "Different bugs: local_files_only network leakage vs GLM-5 RoPE implementation." + }, + { + "left": "issue:44355", + "right": "issue:44749", + "accept": false, + "reason": "Unrelated symptoms: compiled Python file errors vs a Chinese report about post-upgrade filtering slowdown." + }, + { + "left": "issue:45125", + "right": "issue:45478", + "accept": false, + "reason": "Same model family, but different concrete failures: missing _tp_plan vs a from_pretrained error." + }, + { + "left": "issue:43010", + "right": "issue:43232", + "accept": false, + "reason": "Both generation-related, but one is cache/layer update decoration and the other is sync_gpus model-kwargs handling." + }, + { + "left": "issue:30990", + "right": "issue:31795", + "accept": false, + "reason": "SentenceTransformer loading hang is unrelated to documentation confusion about forward args." + }, + { + "left": "issue:30333", + "right": "issue:33453", + "accept": false, + "reason": "MLFlow job-status reporting and tokenizer loading regression are different failure modes." + }, + { + "left": "issue:45125", + "right": "issue:45375", + "accept": false, + "reason": "Both are Qwen3.5 MoE issues, but one is tensor-parallel plan plumbing and the other is a missing config field dropped by strict validation." + }, + { + "left": "issue:42831", + "right": "issue:43874", + "accept": false, + "reason": "FineGrainedFP8 accuracy and a missing image-patch helper are unrelated." + }, + { + "left": "issue:43299", + "right": "issue:44556", + "accept": false, + "reason": "Both are version-related model-loading complaints, but they describe different models and different breakage points." + }, + { + "left": "issue:43502", + "right": "issue:44222", + "accept": false, + "reason": "Network access despite local_files_only is not the same as FP8 save_pretrained behavior." + }, + { + "left": "issue:43502", + "right": "issue:44961", + "accept": false, + "reason": "No meaningful overlap; racoon is unrelated." + }, + { + "left": "issue:44315", + "right": "issue:44360", + "accept": false, + "reason": "Liger Kernel application and DSA indexer ReLU are unrelated changes." + }, + { + "left": "issue:44355", + "right": "issue:45071", + "accept": false, + "reason": "Compiled-file runtime errors are not the same as PretrainedConfig type-checking regressions." + }, + { + "left": "issue:30333", + "right": "issue:36296", + "accept": false, + "reason": "MLFlow reporting and tensor-parallel training bug are different problems." + }, + { + "left": "issue:43827", + "right": "issue:44961", + "accept": false, + "reason": "Docs referencing pipeline() after removals is unrelated to racoon." + }, + { + "left": "issue:44355", + "right": "issue:44655", + "accept": false, + "reason": "One is compiled Python file handling; the other is save_pretrained for Pipeline objects." + }, + { + "left": "issue:44222", + "right": "issue:44230", + "accept": false, + "reason": "Both mention FP8/Qwen3.5 MoE, but one is save_pretrained and the other is inference support; not the same bug." + }, + { + "left": "issue:33453", + "right": "issue:34689", + "accept": false, + "reason": "Tokenizer loading regression and Llama 3.2 vision model loading failure are separate incidents." + }, + { + "left": "issue:42757", + "right": "issue:43576", + "accept": false, + "reason": "Missing is_offline_mode import is not the same as a broken transformers env command." + }, + { + "left": "issue:33453", + "right": "issue:36296", + "accept": false, + "reason": "Tokenizer loading regression and tensor-parallel training bug do not share a concrete code path." + }, + { + "left": "issue:43576", + "right": "issue:45071", + "accept": false, + "reason": "Broken env CLI and PretrainedConfig type checking are unrelated." + }, + { + "left": "issue:43576", + "right": "issue:43824", + "accept": false, + "reason": "CLI/env breakage is not the same as a missing Qwen2.5-VL export." + }, + { + "left": "issue:31795", + "right": "issue:38617", + "accept": false, + "reason": "Documentation confusion about model.forward is unrelated to an ImportError for layer_type_validation." + }, + { + "left": "issue:44961", + "right": "issue:45468", + "accept": false, + "reason": "racoon is unrelated to Gemma-4 audio positional encoding." + }, + { + "left": "issue:41628", + "right": "issue:42548", + "accept": false, + "reason": "Both are import errors from transformers, but they concern different missing symbols and are not shown to share the same root cause." + }, + { + "left": "issue:38617", + "right": "issue:43576", + "accept": false, + "reason": "ImportError for layer_type_validation is unrelated to the transformers env command." + }, + { + "left": "issue:43576", + "right": "issue:44938", + "accept": false, + "reason": "Broken env CLI is not the same as Python 3.14 load failures." + }, + { + "left": "issue:43673", + "right": "issue:44492", + "accept": false, + "reason": "Missing GenerationMixin cache and a typo in cache strategies are different issues." + }, + { + "left": "issue:44908", + "right": "issue:44961", + "accept": false, + "reason": "Scheduler kwargs handling is unrelated to racoon." + }, + { + "left": "issue:44485", + "right": "issue:44961", + "accept": false, + "reason": "GLM-5 RoPE implementation and racoon are unrelated." + }, + { + "left": "issue:36296", + "right": "issue:43901", + "accept": false, + "reason": "Tensor-parallel training bug and pipeline docs mentioning return_all_scores are unrelated." + }, + { + "left": "issue:41628", + "right": "issue:44355", + "accept": false, + "reason": "An import-export problem is not the same as compiled-file runtime errors." + }, + { + "left": "issue:36296", + "right": "issue:43526", + "accept": false, + "reason": "Tensor-parallel training bug and BeitImageProcessorFast label reduction are unrelated." + }, + { + "left": "issue:45362", + "right": "issue:45850", + "accept": false, + "reason": "A specific Qwen3.5 chat crash is not the same as a broad complaint that v5 breaks many models." + }, + { + "left": "issue:44261", + "right": "issue:44360", + "accept": false, + "reason": "MLA q_a_layernorm precision/config issue and DSA indexer ReLU are different bugs." + }, + { + "left": "issue:44623", + "right": "issue:45230", + "accept": false, + "reason": "Processor save_pretrained missing files is too specific to match a generic bug report." + }, + { + "left": "issue:44273", + "right": "issue:45542", + "accept": false, + "reason": "Lazy loading behavior and tensorboard/TF backend errors are unrelated." + }, + { + "left": "issue:44273", + "right": "issue:45003", + "accept": false, + "reason": "Lazy loading problems may be in the same broad area, but the sys.modules access report is a different concrete issue." + }, + { + "left": "issue:44315", + "right": "issue:44360", + "accept": false, + "reason": "Liger Kernel application and DSA indexer ReLU are unrelated." + }, + { + "left": "issue:44961", + "right": "issue:45468", + "accept": false, + "reason": "racoon is unrelated to Gemma-4 audio positional encoding." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 17, + "review_unit_index": 47, + "review_unit_count": 48, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-407", + "nodes": [ + "issue:31795", + "issue:33453", + "issue:34689", + "issue:37428", + "issue:41669", + "issue:42371", + "issue:42890", + "issue:43352", + "issue:43408", + "issue:43502", + "issue:43519", + "issue:43525", + "issue:43572", + "issue:43576", + "issue:43673", + "issue:43704", + "issue:43827", + "issue:43976", + "issue:44038", + "issue:44077", + "issue:44246", + "issue:44273", + "issue:44295", + "issue:44297", + "issue:44315", + "issue:44351", + "issue:44360", + "issue:44393", + "issue:44485", + "issue:44492", + "issue:44556", + "issue:44655", + "issue:44704", + "issue:44829", + "issue:44861", + "issue:44908", + "issue:44945", + "issue:45071", + "issue:45092", + "issue:45125", + "issue:45230", + "issue:45278", + "issue:45310", + "issue:45341", + "issue:45468", + "issue:45478", + "issue:45753", + "issue:45850" + ], + "soft_pairs": [ + "issue:44393|issue:45753", + "issue:44038|issue:45125", + "issue:43576|issue:44556", + "issue:44393|issue:45071", + "issue:41669|issue:43673", + "issue:43525|issue:45850", + "issue:44556|issue:45092", + "issue:44492|issue:45850", + "issue:43572|issue:45850", + "issue:42371|issue:44492", + "issue:44704|issue:44908", + "issue:42890|issue:44908", + "issue:45278|issue:45850", + "issue:44246|issue:44273", + "issue:43408|issue:44315", + "issue:43976|issue:44393", + "issue:43352|issue:44393", + "issue:44297|issue:45230", + "issue:44295|issue:45230", + "issue:43576|issue:44908", + "issue:44908|issue:45071", + "issue:41669|issue:44351", + "issue:41669|issue:45341", + "issue:44492|issue:44945", + "issue:43976|issue:45850", + "issue:44393|issue:45478", + "issue:44077|issue:44861", + "issue:43827|issue:44908", + "issue:41669|issue:44908", + "issue:31795|issue:33453", + "issue:44315|issue:44829", + "issue:43576|issue:44273", + "issue:44360|issue:45468", + "issue:44655|issue:44861", + "issue:45230|issue:45310", + "issue:44273|issue:44908", + "issue:43519|issue:44485", + "issue:43519|issue:44908", + "issue:41669|issue:43704", + "issue:31795|issue:34689", + "issue:31795|issue:37428", + "issue:44315|issue:45092", + "issue:44485|issue:45468", + "issue:43704|issue:44485", + "issue:43502|issue:43519", + "issue:42371|issue:43704" + ], + "prepared_review_unit_hash": "73ffb117368329342bee682eefa32abc8e269eebd44a2def5a99593c12b6bd91", + "component_budget": { + "node_count": 407, + "item_count": 407, + "soft_pair_count": 1521, + "serialized_chars": 784896, + "estimated_input_tokens": 196224, + "estimated_eval_tokens": 392704 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 46, + "serialized_chars": 40824, + "estimated_input_tokens": 10206, + "estimated_eval_tokens": 20668 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is a loose mix of Transformers v5 regression reports and model-specific breakages, not true duplicates. I\u2019d use the broad v5 breakage umbrella as the cluster anchor, but reject all soft-edge merges.", + "confidence": 0.79, + "canonical_issue_reason": "issue:45850 is the broadest umbrella report ('Since 5.0 version it breaks too many models') and best matches the cluster\u2019s overall theme of many v5 regressions.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45850 is the most representative triage target because it captures the widest shared symptom class across the cluster, even though it is very generic.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44393", + "right": "issue:45753", + "accept": false, + "reason": "Same model family, but different failures: 2D box hallucination/error vs infinite loop on a specific image." + }, + { + "left": "issue:44038", + "right": "issue:45125", + "accept": false, + "reason": "Both involve Qwen3.5/Qwen3-VL MoE, but one is a loading/regression report and the other is a missing tensor-parallel plan." + }, + { + "left": "issue:43576", + "right": "issue:44556", + "accept": false, + "reason": "v5-related breakage, but 'transformers env' command failure is unrelated to checkpoint reload incompatibility." + }, + { + "left": "issue:44393", + "right": "issue:45071", + "accept": false, + "reason": "Completely different code paths: Qwen3-VL output bug vs PretrainedConfig type-checking regression." + }, + { + "left": "issue:41669", + "right": "issue:43673", + "accept": false, + "reason": "Import-time performance from import * removal is unrelated to GenerationMixin cache missing during chunked prefill." + }, + { + "left": "issue:43525", + "right": "issue:45850", + "accept": false, + "reason": "Llama4 pad_token_id is a specific config API bug; 45850 is only a broad umbrella complaint." + }, + { + "left": "issue:44556", + "right": "issue:45092", + "accept": false, + "reason": "Both are upgrade incompatibilities, but they affect different model families and different initialization paths." + }, + { + "left": "issue:44492", + "right": "issue:45850", + "accept": false, + "reason": "A typo in cache strategies is a narrow fix, not the same underlying issue as generic v5 breakage." + }, + { + "left": "issue:43572", + "right": "issue:45850", + "accept": false, + "reason": "StableLmConfig missing pad_token_idx is a model-specific config regression, not the same as the generic umbrella." + }, + { + "left": "issue:42371", + "right": "issue:44492", + "accept": false, + "reason": "TF32 API settings and a cache-strategy typo are unrelated bugs." + }, + { + "left": "issue:44704", + "right": "issue:44908", + "accept": false, + "reason": "AutoProcessor kwargs forwarding and inverse_sqrt scheduler kwargs are different subsystems and failures." + }, + { + "left": "issue:42890", + "right": "issue:44908", + "accept": false, + "reason": "Test seeding flakiness is unrelated to scheduler kwargs handling." + }, + { + "left": "issue:45278", + "right": "issue:45850", + "accept": false, + "reason": "Both are broad v5 regressions, but one is specifically about import errors while the other is a generic model-breakage complaint." + }, + { + "left": "issue:44246", + "right": "issue:44273", + "accept": false, + "reason": "Related to import/lazy-loading, but one is intermittent import slowness and the other is lazy loading not working properly; not the same concrete bug." + }, + { + "left": "issue:43408", + "right": "issue:44315", + "accept": false, + "reason": "SAM3 tracker config warning and Liger Kernel not applied with model_init are unrelated." + }, + { + "left": "issue:43976", + "right": "issue:44393", + "accept": false, + "reason": "Python version compatibility is unrelated to Qwen3-VL bounding-box output errors." + }, + { + "left": "issue:43352", + "right": "issue:44393", + "accept": false, + "reason": "Flash Attention 2 support gating is a different problem from Qwen3-VL output correctness." + }, + { + "left": "issue:44297", + "right": "issue:45230", + "accept": false, + "reason": "Tokenizer save_pretrained mismatch and a generic bug report are not the same issue." + }, + { + "left": "issue:44295", + "right": "issue:45230", + "accept": false, + "reason": "Reading position_ids after buffer registration is unrelated to the generic bug report." + }, + { + "left": "issue:43576", + "right": "issue:44908", + "accept": false, + "reason": "Broken env command and scheduler kwargs handling are unrelated." + }, + { + "left": "issue:44908", + "right": "issue:45071", + "accept": false, + "reason": "Scheduler kwargs forwarding and PretrainedConfig type checking are different regressions." + }, + { + "left": "issue:41669", + "right": "issue:44351", + "accept": false, + "reason": "Import-time slowdown from wildcard imports is unrelated to missing HybridCache exports." + }, + { + "left": "issue:41669", + "right": "issue:45341", + "accept": false, + "reason": "Slow imports from wildcard usage and a testing_utils bug are unrelated." + }, + { + "left": "issue:44492", + "right": "issue:44945", + "accept": false, + "reason": "Cache-strategy typo does not match incorrect LLM output under pipeline parallelism." + }, + { + "left": "issue:43976", + "right": "issue:45850", + "accept": false, + "reason": "Python support regression is not the same as the broad 'many models break' complaint." + }, + { + "left": "issue:44393", + "right": "issue:45478", + "accept": false, + "reason": "Different model-specific failures: Qwen3-VL bounding-box issue vs Qwen3.5 Moe from_pretrained error." + }, + { + "left": "issue:44077", + "right": "issue:44861", + "accept": false, + "reason": "Optional post_init policy for patchtsmixer and tied-weights key handling are unrelated." + }, + { + "left": "issue:43827", + "right": "issue:44908", + "accept": false, + "reason": "Docs still referencing pipeline() and scheduler kwargs forwarding are unrelated." + }, + { + "left": "issue:41669", + "right": "issue:44908", + "accept": false, + "reason": "Import performance and scheduler kwargs are unrelated issues." + }, + { + "left": "issue:31795", + "right": "issue:33453", + "accept": false, + "reason": "Documentation confusion about forward args is unrelated to tokenizer loading regression." + }, + { + "left": "issue:44315", + "right": "issue:44829", + "accept": false, + "reason": "Liger Kernel application with model_init and flash_attention_3 training degeneration are different bugs." + }, + { + "left": "issue:43576", + "right": "issue:44273", + "accept": false, + "reason": "Broken env command and lazy loading failure are related only by v5 theme, not the same bug." + }, + { + "left": "issue:44360", + "right": "issue:45468", + "accept": false, + "reason": "DSA indexer activation issue and Gemma-4 positional encoding bug are unrelated." + }, + { + "left": "issue:44655", + "right": "issue:44861", + "accept": false, + "reason": "Saving Pipeline objects and tied-weight key crashes are different code paths." + }, + { + "left": "issue:45230", + "right": "issue:45310", + "accept": false, + "reason": "A generic bug report and Qwen3.5 Moe from_pretrained failure are not duplicates." + }, + { + "left": "issue:44273", + "right": "issue:44908", + "accept": false, + "reason": "Lazy loading malfunction and scheduler kwargs handling are different problems." + }, + { + "left": "issue:43519", + "right": "issue:44485", + "accept": false, + "reason": "Qwen3VL timestamp calculation and GLM-5 RoPE implementation are different model-specific bugs." + }, + { + "left": "issue:43519", + "right": "issue:44908", + "accept": false, + "reason": "Timestamp calculation and scheduler kwargs handling are unrelated." + }, + { + "left": "issue:41669", + "right": "issue:43704", + "accept": false, + "reason": "Import wildcard slowdown is unrelated to VRAM leakage across dataloader threads." + }, + { + "left": "issue:31795", + "right": "issue:34689", + "accept": false, + "reason": "Forward-doc confusion is unrelated to Llama 3.2 90B Vision model loading breakage." + }, + { + "left": "issue:31795", + "right": "issue:37428", + "accept": false, + "reason": "Documentation wording issue is unrelated to the flash attention import error." + }, + { + "left": "issue:44315", + "right": "issue:45092", + "accept": false, + "reason": "Both mention model-init/remote-code style loading, but they are different concrete incompatibilities and not mergeable into one fix." + }, + { + "left": "issue:44485", + "right": "issue:45468", + "accept": false, + "reason": "GLM-5 RoPE implementation and Gemma-4 positional encoding are unrelated." + }, + { + "left": "issue:43704", + "right": "issue:44485", + "accept": false, + "reason": "VRAM leak in threaded dataloading and RoPE implementation are unrelated." + }, + { + "left": "issue:43502", + "right": "issue:43519", + "accept": false, + "reason": "local_files_only still triggering requests is unrelated to timestamp calculation in Qwen3VL." + }, + { + "left": "issue:42371", + "right": "issue:43704", + "accept": false, + "reason": "TF32 control settings and VRAM leak in dataloader threads 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": 17, + "review_unit_index": 48, + "review_unit_count": 48, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-407", + "nodes": [ + "issue:30333", + "issue:31515", + "issue:31795", + "issue:33453", + "issue:36296", + "issue:38617", + "issue:42913", + "issue:43066", + "issue:43298", + "issue:43519", + "issue:43525", + "issue:43572", + "issue:43606", + "issue:43618", + "issue:43704", + "issue:44230", + "issue:44261", + "issue:44263", + "issue:44492", + "issue:44623", + "issue:44861", + "issue:44908", + "issue:44998", + "issue:45290", + "issue:45310", + "issue:45341", + "issue:45468", + "issue:45850" + ], + "soft_pairs": [ + "issue:43519|issue:44623", + "issue:43519|issue:43704", + "issue:44263|issue:45468", + "issue:43606|issue:45468", + "issue:44261|issue:45468", + "issue:42913|issue:43066", + "issue:44908|issue:44998", + "issue:44492|issue:44998", + "issue:44861|issue:45290", + "issue:44998|issue:45850", + "issue:43618|issue:44998", + "issue:44998|issue:45341", + "issue:43525|issue:44861", + "issue:43572|issue:44861", + "issue:31515|issue:38617", + "issue:44230|issue:44623", + "issue:30333|issue:31515", + "issue:31515|issue:36296", + "issue:44230|issue:45310", + "issue:31515|issue:31795", + "issue:31515|issue:33453", + "issue:43298|issue:44230" + ], + "prepared_review_unit_hash": "cc5812bc3712b7bbb8d99ccbcec2bdc739e1e4ee069fcc9091c0f8ec4e09f110", + "component_budget": { + "node_count": 407, + "item_count": 407, + "soft_pair_count": 1521, + "serialized_chars": 784896, + "estimated_input_tokens": 196224, + "estimated_eval_tokens": 392704 + }, + "budget": { + "node_count": 28, + "item_count": 28, + "soft_pair_count": 22, + "serialized_chars": 22235, + "estimated_input_tokens": 5559, + "estimated_eval_tokens": 11374 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The set is highly heterogeneous: most items are distinct model, tokenizer, scheduler, config, or tooling bugs. I would not merge any of the soft pairs as duplicates; at most, the tokenizer-v5 pair is thematically related but still not the same concrete defect.", + "confidence": 0.91, + "canonical_issue_reason": "Issue 45850 is the closest umbrella candidate because it broadly describes many model breakages after the 5.0 update, whereas the other issues are narrower or unrelated.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 45850 is the best global issue only as a loose umbrella for the cluster; it is still too vague to serve as a precise duplicate target, and no other issue spans the set better.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43519", + "right": "issue:44623", + "accept": false, + "reason": "Different failures: Qwen3VL timestamp logic vs missing files in processor.save_pretrained." + }, + { + "left": "issue:43519", + "right": "issue:43704", + "accept": false, + "reason": "Unrelated bugs: timestamp calculation vs VRAM leak in multi-dataloader-thread use." + }, + { + "left": "issue:44263", + "right": "issue:45468", + "accept": false, + "reason": "Different code paths and models: torch.split return handling vs Gemma4 audio positional encoding." + }, + { + "left": "issue:43606", + "right": "issue:45468", + "accept": false, + "reason": "Both touch audio-adjacent models, but one is a CPU-offload device mismatch and the other is a positional-encoding bug." + }, + { + "left": "issue:44261", + "right": "issue:45468", + "accept": false, + "reason": "Different defects: missing rms_norm_eps precision issue vs Gemma4 audio positional encoding." + }, + { + "left": "issue:42913", + "right": "issue:43066", + "accept": false, + "reason": "Both concern tokenizer v5 regressions, but they describe different concrete bugs and code paths." + }, + { + "left": "issue:44908", + "right": "issue:44998", + "accept": false, + "reason": "Scheduler kwarg handling is unrelated to the placeholder 'Unemployment' issue." + }, + { + "left": "issue:44492", + "right": "issue:44998", + "accept": false, + "reason": "A typo in cache strategy docs/names is unrelated to the placeholder issue." + }, + { + "left": "issue:44861", + "right": "issue:45290", + "accept": false, + "reason": "Different crash sites: tied-weights key handling vs chat-template tool-call content handling." + }, + { + "left": "issue:44998", + "right": "issue:45850", + "accept": false, + "reason": "The placeholder issue is unrelated to the broad v5 breakage report." + }, + { + "left": "issue:43618", + "right": "issue:44998", + "accept": false, + "reason": "CLIPOutput attentions regression is unrelated to the placeholder issue." + }, + { + "left": "issue:44998", + "right": "issue:45341", + "accept": false, + "reason": "Testing utility bug is unrelated to the placeholder issue." + }, + { + "left": "issue:43525", + "right": "issue:44861", + "accept": false, + "reason": "Different config/model bugs: missing pad_token_id vs tied-weights key crash." + }, + { + "left": "issue:43572", + "right": "issue:44861", + "accept": false, + "reason": "Different config/model bugs: missing pad_token_idx vs tied-weights key crash." + }, + { + "left": "issue:31515", + "right": "issue:38617", + "accept": false, + "reason": "Checkpoint loading slowness is unrelated to the ImportError for layer_type_validation." + }, + { + "left": "issue:44230", + "right": "issue:44623", + "accept": false, + "reason": "FP8 inference support for Qwen models is unrelated to missing processor save files." + }, + { + "left": "issue:30333", + "right": "issue:31515", + "accept": false, + "reason": "MLflow reporting on failed training jobs is unrelated to slow checkpoint loading." + }, + { + "left": "issue:31515", + "right": "issue:36296", + "accept": false, + "reason": "from_pretrained slowness is unrelated to the tensor-parallel training bug." + }, + { + "left": "issue:44230", + "right": "issue:45310", + "accept": false, + "reason": "These are both Qwen-related, but one is FP8 inference support and the other is a from_pretrained error in transformers>=5.4.0." + }, + { + "left": "issue:31515", + "right": "issue:31795", + "accept": false, + "reason": "Slow checkpoint loading is unrelated to documentation confusion in model.forward." + }, + { + "left": "issue:31515", + "right": "issue:33453", + "accept": false, + "reason": "Tokenizer loading regression and checkpoint loading slowness are different issues." + }, + { + "left": "issue:43298", + "right": "issue:44230", + "accept": false, + "reason": "Continuous batching audio-model support is unrelated to FP8 Qwen inference support." + } + ] + }, + "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": 17, + "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": "2830aeebddb2736e466ca63f07d9d617ecc506f0b062544f17244db428713d87", + "component_budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 2, + "serialized_chars": 2479, + "estimated_input_tokens": 620, + "estimated_eval_tokens": 1496 + }, + "budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 2, + "serialized_chars": 2479, + "estimated_input_tokens": 620, + "estimated_eval_tokens": 1496 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "The three issues do not look like duplicates. #16618 is a broad model-loading failure, #15980 is specifically about a bad auth/error path when downloading a private model while logged out, and #13244 is about Tapas tokenization differences versus TensorFlow.", + "confidence": 0.92, + "canonical_issue_reason": "#16618 is the most general user-facing model-loading report in the set; the others are either narrower (#15980) or unrelated (#13244).", + "canonical_pr_reason": null, + "best_issue_reason": "#16618 is the best representative issue because it describes the broadest core failure mode, while the other issues do not match the same underlying bug.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:13244", + "right": "issue:16618", + "accept": false, + "reason": "Different problem domains: Tapas tokenization parity vs. model loading failure. No evidence they describe the same bug or fix." + }, + { + "left": "issue:15980", + "right": "issue:16618", + "accept": false, + "reason": "Both involve model downloads, but #15980 is specifically about a private-model login/auth error message, while #16618 is a generic inability to load bert-base-uncased. Too different to 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": 3, + "component_count": 17, + "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-26350-2", + "nodes": [ + "issue:26350", + "issue:33260" + ], + "soft_pairs": [ + "issue:26350|issue:33260" + ], + "prepared_review_unit_hash": "8c5a9c2ee4cf16ac2bc594908c5b1772155e53a39cfd4e761aab24041eba7723", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1590, + "estimated_input_tokens": 398, + "estimated_eval_tokens": 1052 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1590, + "estimated_input_tokens": 398, + "estimated_eval_tokens": 1052 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These are two unrelated feature-request issues: one asks for Flash Attention 2 support across more architectures, the other asks for GGUF support across more architectures. They share only the broad \u201ccommunity contribution\u201d framing, not the underlying code change or bug.", + "confidence": 0.97, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": null, + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:26350", + "right": "issue:33260", + "accept": false, + "reason": "Reject: the requested changes target different subsystems and different feature work (Flash Attention 2 vs GGUF). The overlap is only in wording about broader architecture support, not the same underlying issue." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 4, + "component_count": 17, + "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-27088-5", + "nodes": [ + "issue:27088", + "issue:28936", + "issue:43834", + "issue:44365", + "issue:44370" + ], + "soft_pairs": [ + "issue:27088|issue:44370", + "issue:27088|issue:44365", + "issue:27088|issue:43834", + "issue:27088|issue:28936", + "issue:28936|issue:43834", + "issue:28936|issue:44365", + "issue:28936|issue:44370", + "issue:43834|issue:44370", + "issue:43834|issue:44365", + "issue:44365|issue:44370" + ], + "prepared_review_unit_hash": "f242f00bb07ebeae3205b5e46324a00930cdd1de58a4c3367d71926d522ffa83", + "component_budget": { + "node_count": 5, + "item_count": 5, + "soft_pair_count": 10, + "serialized_chars": 6444, + "estimated_input_tokens": 1611, + "estimated_eval_tokens": 3478 + }, + "budget": { + "node_count": 5, + "item_count": 5, + "soft_pair_count": 10, + "serialized_chars": 6444, + "estimated_input_tokens": 1611, + "estimated_eval_tokens": 3478 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "This cluster is mostly translation-request issues. The three generic placeholder issues are effectively duplicates of each other, but the Turkish and Spanish issues are distinct language requests and should not be merged into that subgroup.", + "confidence": 0.79, + "canonical_issue_reason": "issue:43834 is the earliest of the near-identical generic translation-template issues, so it is the best canonical for that duplicate subgroup.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43834 is the strongest representative of the duplicate placeholder subgroup because it is earliest and most neutral; the other concrete language-specific issues are separate requests, not duplicates.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:27088", + "right": "issue:44370", + "accept": false, + "reason": "Different underlying requests: Turkish translation vs generic template. High textual overlap is likely due to shared boilerplate, not the same issue." + }, + { + "left": "issue:27088", + "right": "issue:44365", + "accept": false, + "reason": "Turkish-specific request is not the same as a generic placeholder translation issue; language target differs." + }, + { + "left": "issue:27088", + "right": "issue:43834", + "accept": false, + "reason": "One is a concrete Turkish translation request, the other is a generic template issue; not the same underlying change." + }, + { + "left": "issue:27088", + "right": "issue:28936", + "accept": false, + "reason": "These are different language requests (Turkish vs Spanish), so they are not duplicates." + }, + { + "left": "issue:28936", + "right": "issue:43834", + "accept": false, + "reason": "Spanish-specific request does not match the generic placeholder issue closely enough to be considered the same underlying issue." + }, + { + "left": "issue:28936", + "right": "issue:44365", + "accept": false, + "reason": "Spanish translation request is distinct from the generic template issue; not a duplicate." + }, + { + "left": "issue:28936", + "right": "issue:44370", + "accept": false, + "reason": "Spanish-specific request and generic placeholder are not the same concrete issue." + }, + { + "left": "issue:43834", + "right": "issue:44370", + "accept": true, + "reason": "These two issues are nearly identical generic translation-template requests and appear to describe the same underlying issue." + }, + { + "left": "issue:43834", + "right": "issue:44365", + "accept": true, + "reason": "Near-identical generic placeholder translation issues; same underlying request." + }, + { + "left": "issue:44365", + "right": "issue:44370", + "accept": true, + "reason": "These are effectively the same generic translation-template issue and can be treated as duplicates." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is well grounded in the packet: the Turkish and Spanish issues are explicitly language-specific, while 43834/44365/44370 share the same generic placeholder title and near-identical text, so treating those three as duplicates is conservative. The canonical choice of 43834 as the earliest in that subgroup is also supported. No PR pair is involved." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 5, + "component_count": 17, + "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-36817-15", + "nodes": [ + "issue:36817", + "issue:36879", + "issue:37015", + "issue:41115", + "issue:41211", + "issue:42503", + "issue:42738", + "issue:43671", + "issue:43837", + "issue:43909", + "issue:44121", + "issue:44205", + "issue:45027", + "issue:45177", + "issue:45322" + ], + "soft_pairs": [ + "issue:36817|issue:41211", + "issue:36817|issue:43671", + "issue:36817|issue:36879", + "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:36879|issue:37015", + "issue:37015|issue:42503", + "issue:41115|issue:43837", + "issue:41115|issue:44121", + "issue:41115|issue:42503", + "issue:41115|issue:45027", + "issue:41211|issue:43671", + "issue:42503|issue:43837", + "issue:42503|issue:43671", + "issue:42503|issue:42738", + "issue:42738|issue:45027", + "issue:43671|issue:43837", + "issue:43671|issue:45027", + "issue:43671|issue:45177", + "issue:43671|issue:44121", + "issue:43671|issue:43909", + "issue:43837|issue:43909", + "issue:43837|issue:45322", + "issue:43837|issue:44121", + "issue:43909|issue:44205", + "issue:44121|issue:45322", + "issue:43837|issue:45027", + "issue:37015|issue:45027", + "issue:43837|issue:45177" + ], + "prepared_review_unit_hash": "06f704bae94f562a686222fa7e57f1c167c0e90deb712c8cbfb07663d329efe8", + "component_budget": { + "node_count": 15, + "item_count": 15, + "soft_pair_count": 35, + "serialized_chars": 20707, + "estimated_input_tokens": 5177, + "estimated_eval_tokens": 10610 + }, + "budget": { + "node_count": 15, + "item_count": 15, + "soft_pair_count": 35, + "serialized_chars": 20707, + "estimated_input_tokens": 5177, + "estimated_eval_tokens": 10610 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "This cluster is a heterogeneous set of model-addition/support requests across unrelated architectures and modalities. The similarity is mostly from generic request phrasing, not the same underlying bug or change, so no soft edges should be merged.", + "confidence": 0.93, + "canonical_issue_reason": "issue:43671 is the most central/connected item in this otherwise mixed set, so it is the best cluster anchor despite not being a true duplicate of the others.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43671 is the strongest representative of the repeated 'add model support' pattern and has enough discussion/linkage to serve as the cluster's best issue representative.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:36817", + "right": "issue:41211", + "accept": false, + "reason": "Different models and likely different configuration/schema updates; only the request style is similar." + }, + { + "left": "issue:36817", + "right": "issue:43671", + "accept": false, + "reason": "EuroBert config support and Qwen3-TTS support are unrelated model additions." + }, + { + "left": "issue:36817", + "right": "issue:36879", + "accept": false, + "reason": "EuroBert config vs RF-DETR model request; different model families and code paths." + }, + { + "left": "issue:36879", + "right": "issue:41211", + "accept": false, + "reason": "RF-DETR and DEIMv2 are distinct model integrations, not the same change." + }, + { + "left": "issue:36879", + "right": "issue:43909", + "accept": false, + "reason": "Different model targets and modalities; not a duplicate request." + }, + { + "left": "issue:36879", + "right": "issue:44121", + "accept": false, + "reason": "RF-DETR model addition and weight-sparse transformer support are unrelated changes." + }, + { + "left": "issue:36879", + "right": "issue:43837", + "accept": false, + "reason": "RF-DETR and Qwen3-ASR are different model support requests." + }, + { + "left": "issue:36879", + "right": "issue:43671", + "accept": false, + "reason": "Different requested models and likely different implementation paths." + }, + { + "left": "issue:37015", + "right": "issue:43837", + "accept": false, + "reason": "NeoBERT and Qwen3-ASR are different model requests with no shared underlying bug." + }, + { + "left": "issue:37015", + "right": "issue:44121", + "accept": false, + "reason": "NeoBERT support and weight-sparse transformer support are different code changes." + }, + { + "left": "issue:37015", + "right": "issue:43909", + "accept": false, + "reason": "NeoBERT and LFM2.5 Audio are unrelated models and integrations." + }, + { + "left": "issue:36879", + "right": "issue:37015", + "accept": false, + "reason": "RF-DETR and NeoBERT are distinct model additions." + }, + { + "left": "issue:37015", + "right": "issue:42503", + "accept": false, + "reason": "NeoBERT and ModernVBERT are separate model support requests." + }, + { + "left": "issue:41115", + "right": "issue:43837", + "accept": false, + "reason": "MiniCPM3 architecture support and Qwen3-ASR support are different model integrations." + }, + { + "left": "issue:41115", + "right": "issue:44121", + "accept": false, + "reason": "MiniCPM3 and OpenAI weight-sparse transformer requests are unrelated." + }, + { + "left": "issue:41115", + "right": "issue:42503", + "accept": false, + "reason": "MiniCPM3 and ModernVBERT are different model-family additions." + }, + { + "left": "issue:41115", + "right": "issue:45027", + "accept": false, + "reason": "MiniCPM3 and Voxtral TTS support target different models and paths." + }, + { + "left": "issue:41211", + "right": "issue:43671", + "accept": false, + "reason": "DEIMv2 and Qwen3-TTS are separate model requests." + }, + { + "left": "issue:42503", + "right": "issue:43837", + "accept": false, + "reason": "ModernVBERT and Qwen3-ASR are unrelated model additions." + }, + { + "left": "issue:42503", + "right": "issue:43671", + "accept": false, + "reason": "ModernVBERT models and Qwen3-TTS support are different requests." + }, + { + "left": "issue:42503", + "right": "issue:42738", + "accept": false, + "reason": "ModernVBERT and BERT-like models with RoPE overlap only broadly; they are not the same concrete change." + }, + { + "left": "issue:42738", + "right": "issue:45027", + "accept": false, + "reason": "A generic BERT/RoPE request and Voxtral TTS support are unrelated." + }, + { + "left": "issue:43671", + "right": "issue:43837", + "accept": false, + "reason": "Qwen3-TTS and Qwen3-ASR are related by family name but target different modalities and implementations." + }, + { + "left": "issue:43671", + "right": "issue:45027", + "accept": false, + "reason": "Qwen3-TTS support and Voxtral TTS support are different model integrations." + }, + { + "left": "issue:43671", + "right": "issue:45177", + "accept": false, + "reason": "Qwen3-TTS and DeepSeek-OCR2 are unrelated model requests." + }, + { + "left": "issue:43671", + "right": "issue:44121", + "accept": false, + "reason": "Qwen3-TTS support and weight-sparse transformer support are not the same change." + }, + { + "left": "issue:43671", + "right": "issue:43909", + "accept": false, + "reason": "Qwen3-TTS and LFM2.5 Audio are different audio-model requests with different code paths." + }, + { + "left": "issue:43837", + "right": "issue:43909", + "accept": false, + "reason": "Qwen3-ASR and LFM2.5 Audio are separate model additions." + }, + { + "left": "issue:43837", + "right": "issue:45322", + "accept": false, + "reason": "Qwen3-ASR support and EUPE support are unrelated model requests." + }, + { + "left": "issue:43837", + "right": "issue:44121", + "accept": false, + "reason": "ASR model support and weight-sparse transformer support are different changes." + }, + { + "left": "issue:43909", + "right": "issue:44205", + "accept": false, + "reason": "LFM2.5 Audio and SAM3-LiteText are unrelated model families." + }, + { + "left": "issue:44121", + "right": "issue:45322", + "accept": false, + "reason": "OpenAI weight-sparse transformer and EUPE are different requested models." + }, + { + "left": "issue:43837", + "right": "issue:45027", + "accept": false, + "reason": "Qwen3-ASR and Voxtral-4B-TTS are different audio-model support requests." + }, + { + "left": "issue:37015", + "right": "issue:45027", + "accept": false, + "reason": "NeoBERT and Voxtral-4B-TTS are unrelated model additions." + }, + { + "left": "issue:43837", + "right": "issue:45177", + "accept": false, + "reason": "Qwen3-ASR and DeepSeek-OCR2 are different model requests." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 6, + "component_count": 17, + "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-37934-7", + "nodes": [ + "issue:37934", + "issue:42936", + "issue:43240", + "issue:43668", + "issue:43813", + "issue:44031", + "issue:46018" + ], + "soft_pairs": [ + "issue:37934|issue:43668", + "issue:42936|issue:43240", + "issue:42936|issue:46018", + "issue:42936|issue:44031", + "issue:42936|issue:43813", + "issue:42936|issue:43668", + "issue:43240|issue:43668", + "issue:43668|issue:44031", + "issue:43668|issue:43813" + ], + "prepared_review_unit_hash": "770705eb5947573216f3bcaf1d1abc6f7e5471ba79e7ba2f078cfb2d95f383cc", + "component_budget": { + "node_count": 7, + "item_count": 7, + "soft_pair_count": 9, + "serialized_chars": 7185, + "estimated_input_tokens": 1797, + "estimated_eval_tokens": 3850 + }, + "budget": { + "node_count": 7, + "item_count": 7, + "soft_pair_count": 9, + "serialized_chars": 7185, + "estimated_input_tokens": 1797, + "estimated_eval_tokens": 3850 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These issues are not duplicates; they cover unrelated topics across model architecture, config typing, tokenizer warnings, and miscellaneous bugs/typos. The soft-similarity signals look superficial rather than indicating the same underlying defect.", + "confidence": 0.94, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": null, + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:37934", + "right": "issue:43668", + "accept": false, + "reason": "Different problems: a model norm-design question vs an incorrect type hint in a config class. No shared code-path or fix." + }, + { + "left": "issue:42936", + "right": "issue:43240", + "accept": false, + "reason": "Both mention model loss behavior, but one is about an unused ignore_value in Mask2Former and the other about kwargs not reaching a loss function; these are distinct bugs." + }, + { + "left": "issue:42936", + "right": "issue:46018", + "accept": false, + "reason": "Different model families and failure modes: Mask2Former ignore_value handling vs DeepSeek-V4 shared expert gating." + }, + { + "left": "issue:42936", + "right": "issue:44031", + "accept": false, + "reason": "Unrelated: Mask2Former loss parameter usage versus tokenizer regex warnings after a version change." + }, + { + "left": "issue:42936", + "right": "issue:43813", + "accept": false, + "reason": "A loss-parameter bug and a typo in a quantization attribute are not the same underlying issue." + }, + { + "left": "issue:42936", + "right": "issue:43668", + "accept": false, + "reason": "One is a model training/loss bug; the other is a ModernBERT config type-hint issue. No common fix." + }, + { + "left": "issue:43240", + "right": "issue:43668", + "accept": false, + "reason": "kwargs propagation to loss calculation is unrelated to a config annotation mistake." + }, + { + "left": "issue:43668", + "right": "issue:44031", + "accept": false, + "reason": "ModernBERT norm_eps typing and tokenizer regex warnings are unrelated subsystems and bugs." + }, + { + "left": "issue:43668", + "right": "issue:43813", + "accept": false, + "reason": "A type-hint correction is not the same as a typo in an attribute name; no shared code-path." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 7, + "component_count": 17, + "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": "b4035abca77ee357b14881a45b90c6398aac03499759f7ac347ce239fbfa923d", + "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 not duplicates: one is about block decoding behavior, the other is a request for DeepSeek v3.2 support. They describe different products of work and should not be clustered together as the same underlying issue.", + "confidence": 0.97, + "canonical_issue_reason": "If one issue must represent the cluster, #41084 is the more concrete bug/behavior report; #43037 is a separate model-support request.", + "canonical_pr_reason": null, + "best_issue_reason": "#41084 is the better representative issue because it is narrower and more actionable, but it still does not match #43037.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:41084", + "right": "issue:43037", + "accept": false, + "reason": "Different underlying problems: block decoding semantics vs DeepSeek v3.2 support. No shared code-path or duplicate fix target." + } + ] + }, + "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": 17, + "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": "03870877b5b5f91f558f7d89e67cccdf7ab5f73c80ca8f93714d2d04ae71d5c8", + "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 related only at a very high level (both concern custom Trainer behavior), but they describe different problems: one is about `remove_unused_column` customizability, the other is about FLOPS estimation with custom trainers. They should not be deduplicated.", + "confidence": 0.93, + "canonical_issue_reason": "Issue 43598 is the better representative of the cluster\u2019s broader Trainer-customization theme; 43600 is a narrower, metric-specific follow-up concern.", + "canonical_pr_reason": null, + "best_issue_reason": "43598 is the stronger canonical issue because it frames a general Trainer customization design question rather than a specific FLOPS-estimation edge case.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43598", + "right": "issue:43600", + "accept": false, + "reason": "The overlap is thematic only. `remove_unused_column` behavior and FLOPS estimation for custom trainers are different code paths and different user-facing bugs, so they are not the same underlying issue." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 9, + "component_count": 17, + "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": "ebdb2cfec0e452ceb812e656b3b33b57ec2852fda5e3a0f89c2e8e4ca3321317", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1612, + "estimated_input_tokens": 403, + "estimated_eval_tokens": 1062 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1612, + "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 are about different Qwen model families and different auto-class registration gaps, so they are not duplicates.", + "confidence": 0.94, + "canonical_issue_reason": "Issue #43684 is the broader registration request and is the better representative of the cluster.", + "canonical_pr_reason": null, + "best_issue_reason": "#43684 is the cleaner canonical issue because it targets a concrete missing AutoModel registration path rather than a narrower downstream head-specific support request.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43684", + "right": "issue:44405", + "accept": false, + "reason": "Different underlying problems: Qwen3-Omni model registration for AutoModel/AutoModelForConditionalGeneration vs Qwen3.5 sequence classification support for AutoModelForSequenceClassification. Different model families, different auto classes, and not the same code path." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 10, + "component_count": 17, + "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": "3a55ed92560565a280397459aa9df8b66269a185d1c96f2ac54395f2d53672d0", + "component_budget": { + "node_count": 4, + "item_count": 4, + "soft_pair_count": 6, + "serialized_chars": 4260, + "estimated_input_tokens": 1065, + "estimated_eval_tokens": 2386 + }, + "budget": { + "node_count": 4, + "item_count": 4, + "soft_pair_count": 6, + "serialized_chars": 4260, + "estimated_input_tokens": 1065, + "estimated_eval_tokens": 2386 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Low-signal cluster of mostly empty issues. Three items share the same truncated title \"huggingface \" and look related at a superficial level, but there is not enough description or linked context to safely conclude they are the same underlying bug. The \"Fett\" issue is even less connected and should remain separate unless more body text exists outside this snapshot.", + "confidence": 0.36, + "canonical_issue_reason": "issue:43845 is a reasonable canonical placeholder for the repeated \"huggingface \" reports because it is one of the exact-title duplicates and is the earliest of that subgroup. However, the evidence is weak due to missing descriptions.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43859 is the best single issue to keep as the representative within this cluster because it has the only discussion activity and shares the same exact truncated title as the other repeated reports, which may capture the most context.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43835", + "right": "issue:43845", + "accept": false, + "reason": "Titles do not match and there is no body content or shared target evidence; soft similarity alone is not enough to treat these as the same bug." + }, + { + "left": "issue:43835", + "right": "issue:43846", + "accept": false, + "reason": "Titles do not match and the snapshot provides no concrete shared context beyond generic similarity." + }, + { + "left": "issue:43835", + "right": "issue:43859", + "accept": false, + "reason": "No concrete evidence ties \"Fett\" to the repeated \"huggingface\" reports; reject as unrelated." + }, + { + "left": "issue:43845", + "right": "issue:43846", + "accept": false, + "reason": "These have the same truncated title, but the bodies are unavailable and the cluster lacks enough detail to confirm a true duplicate underlying issue." + }, + { + "left": "issue:43845", + "right": "issue:43859", + "accept": false, + "reason": "Same broad title is not sufficient by itself; no concrete bug description or shared target evidence is present." + }, + { + "left": "issue:43846", + "right": "issue:43859", + "accept": false, + "reason": "Same broad title is not enough to merge them as duplicates without a concrete shared failure mode." + } + ] + }, + "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": 17, + "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-44371-5", + "nodes": [ + "issue:44371", + "issue:44418", + "issue:44572", + "issue:44573", + "issue:44937" + ], + "soft_pairs": [ + "issue:44371|issue:44572", + "issue:44371|issue:44573", + "issue:44371|issue:44418", + "issue:44371|issue:44937", + "issue:44418|issue:44572", + "issue:44418|issue:44573", + "issue:44572|issue:44573", + "issue:44572|issue:44937", + "issue:44573|issue:44937" + ], + "prepared_review_unit_hash": "2676162c133a41924a371bfa54ae1a6be9b9aa2551c9edd2925d0218fbfaa840", + "component_budget": { + "node_count": 5, + "item_count": 5, + "soft_pair_count": 9, + "serialized_chars": 5791, + "estimated_input_tokens": 1448, + "estimated_eval_tokens": 3152 + }, + "budget": { + "node_count": 5, + "item_count": 5, + "soft_pair_count": 9, + "serialized_chars": 5791, + "estimated_input_tokens": 1448, + "estimated_eval_tokens": 3152 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "This cluster is dominated by low-information/spam issues with no concrete bug or change details. There is no strong duplicate signal beyond generic similarity, so I would not merge any pair.", + "confidence": 0.97, + "canonical_issue_reason": "If a representative is needed, issue #44371 is the best placeholder because it is the earliest exact '' entry, but none of these look like a real canonical bug report.", + "canonical_pr_reason": null, + "best_issue_reason": "#44371 is the earliest and most representative of the repeated spam-like '' issues; the others are equally low-signal.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44371", + "right": "issue:44572", + "accept": false, + "reason": "Reject: both are generic spam-like entries, and there is no evidence they describe the same concrete bug or change." + }, + { + "left": "issue:44371", + "right": "issue:44573", + "accept": false, + "reason": "Reject: exact title similarity is not enough here; no substantive issue description or code-path evidence is present." + }, + { + "left": "issue:44371", + "right": "issue:44418", + "accept": false, + "reason": "Reject: one is spam-like and the other is a generic documentation suggestion; they do not appear to be the same underlying issue." + }, + { + "left": "issue:44371", + "right": "issue:44937", + "accept": false, + "reason": "Reject: the titles are unrelated aside from being low-signal text, with no shared bug/change context." + }, + { + "left": "issue:44418", + "right": "issue:44572", + "accept": false, + "reason": "Reject: a documentation suggestion and a spam-like issue are not the same underlying bug/change." + }, + { + "left": "issue:44418", + "right": "issue:44573", + "accept": false, + "reason": "Reject: no concrete overlap beyond generic low-signal text; not the same issue." + }, + { + "left": "issue:44572", + "right": "issue:44573", + "accept": false, + "reason": "Reject: both are spam-like placeholders, but there is still no evidence of a shared underlying bug/change." + }, + { + "left": "issue:44572", + "right": "issue:44937", + "accept": false, + "reason": "Reject: unrelated generic titles with no concrete code-path or feature overlap." + }, + { + "left": "issue:44573", + "right": "issue:44937", + "accept": false, + "reason": "Reject: no evidence these refer to the same underlying problem; titles are unrelated and non-specific." + } + ] + }, + "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": 17, + "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": "766041f4c9c1d684862739cf038a4e61f937523ed8cb6585c70791ba659f8aa5", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1646, + "estimated_input_tokens": 412, + "estimated_eval_tokens": 1080 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1646, + "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 were opened a few hours apart, with no other evidence pointing to different fixes, so they are likely duplicate reports of the same proposal.", + "confidence": 0.87, + "canonical_issue_reason": "#45145 is the earlier issue and, given the identical title and close timing, is the best canonical representative for this likely duplicate pair.", + "canonical_pr_reason": null, + "best_issue_reason": "#45145 is the best global issue choice because it is the earliest matching report and there is no evidence here that it differs materially from #45151.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45145", + "right": "issue:45151", + "accept": true, + "reason": "Identical titles and close creation times make these likely duplicates; the packet provides no distinguishing targets, filenames, or other evidence of separate underlying requests." + } + ] + }, + "evaluator_result": { + "accept": false, + "feedback": "The duplicate judgment is plausible from the identical titles and close timing, but the writeup overstates what the packet shows. We do not have issue body content here, so claims like \u201cvery similar content\u201d and \u201csame energy-reduction techniques\u201d are not directly grounded. Also, the soft-edge acceptance is based only on soft similarity, so it should be phrased more conservatively (e.g., \u2018likely duplicate\u2019 rather than asserted duplicate)." + }, + "evaluator_used": true, + "retried": true, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 13, + "component_count": 17, + "review_unit_index": 1, + "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": 14, + "component_count": 17, + "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-45672-2", + "nodes": [ + "issue:45672", + "issue:45674" + ], + "soft_pairs": [ + "issue:45672|issue:45674" + ], + "prepared_review_unit_hash": "816d34e89dda46d9d47545d289e23c2b730cfd8de38526a3c5c4e6c4934370e0", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1669, + "estimated_input_tokens": 418, + "estimated_eval_tokens": 1092 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1669, + "estimated_input_tokens": 418, + "estimated_eval_tokens": 1092 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These two issues describe different 4-bit inference failures: one is a Gemma4/audio-module uint8 `torch.finfo()` TypeError, the other is a BitsAndBytesConfig `llm_int8_skip_modules` regression that drops the default `lm_head` exclusion. They are not duplicates.", + "confidence": 0.97, + "canonical_issue_reason": "Issue #45674 is the better cluster representative because it describes a clearer configuration-level regression with a broader, directly actionable failure mode. However, it is still not a duplicate of #45672.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue #45674 is the strongest standalone issue: it names the implicated API, the regression mechanism, and the concrete 4-bit assertion failure. Issue #45672 is more model/module-specific and a different code path.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45672", + "right": "issue:45674", + "accept": false, + "reason": "Different underlying bugs: #45672 is a Gemma4 audio-module `torch.finfo()` TypeError on uint8 weights, while #45674 is a BitsAndBytesConfig skip-module handling regression that causes an `lm_head` assertion failure in 4-bit inference." + } + ] + }, + "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": 17, + "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": "8331bd79e471982de79dbbc14abea0b77074bea514511409c850486373119aba", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1477, + "estimated_input_tokens": 370, + "estimated_eval_tokens": 996 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1477, + "estimated_input_tokens": 370, + "estimated_eval_tokens": 996 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Two closed issues with unrelated personal-name titles and no shared code, topic, or references. They do not look like duplicates or the same underlying bug/change.", + "confidence": 0.99, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": null, + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45762", + "right": "issue:45763", + "accept": false, + "reason": "Different named-person entries with different dates and no body, links, filenames, or discussion indicating a shared bug or request; not the same underlying issue." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 16, + "component_count": 17, + "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": "49ae5bf6a823130be1bb14ff250f26fced641be5993b80d2a08c6dd0d03a8714", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1479, + "estimated_input_tokens": 370, + "estimated_eval_tokens": 996 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1479, + "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 unrelated empty placeholders with different personal-name titles and dates; they do not describe the same bug, feature, or report.", + "confidence": 0.98, + "canonical_issue_reason": "No canonical issue: both entries are contentless and appear to be unrelated name/date placeholders rather than a real issue cluster.", + "canonical_pr_reason": null, + "best_issue_reason": "Neither issue is a good canonical candidate; if forced, the older issue could be used as a placeholder, but there is no substantive issue to prefer.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45764", + "right": "issue:45765", + "accept": false, + "reason": "Different named entities and different dates; no shared problem statement or duplicate evidence beyond superficial title similarity." + } + ] + }, + "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": 17, + "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": "a0aa7e5b969a89c22a5c3f2a2f8e6673592c5d62806b39d0f4d4b1e222238bfb", + "component_budget": { + "node_count": 5, + "item_count": 5, + "soft_pair_count": 8, + "serialized_chars": 5728, + "estimated_input_tokens": 1432, + "estimated_eval_tokens": 3120 + }, + "budget": { + "node_count": 5, + "item_count": 5, + "soft_pair_count": 8, + "serialized_chars": 5728, + "estimated_input_tokens": 1432, + "estimated_eval_tokens": 3120 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "This cluster is not a single duplicate set: it contains two exact duplicate pairs (45870/45871 and 45872/45873) plus an unrelated dataset-promo issue (45869).", + "confidence": 0.97, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": null, + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45869", + "right": "issue:45870", + "accept": false, + "reason": "Different artifact type and topic: a dataset bundle promo versus a financial time-series example." + }, + { + "left": "issue:45869", + "right": "issue:45871", + "accept": false, + "reason": "Different artifact type and topic: a dataset bundle promo versus a financial time-series example." + }, + { + "left": "issue:45870", + "right": "issue:45871", + "accept": true, + "reason": "Same title and apparent same example request; these look like exact duplicates of the same issue." + }, + { + "left": "issue:45870", + "right": "issue:45872", + "accept": false, + "reason": "Both are finance/DataForge examples, but they describe different requests: prediction example versus scraping-service integration." + }, + { + "left": "issue:45870", + "right": "issue:45873", + "accept": false, + "reason": "Both are finance/DataForge examples, but they describe different requests: prediction example versus scraping-service integration." + }, + { + "left": "issue:45871", + "right": "issue:45872", + "accept": false, + "reason": "Both are finance/DataForge examples, but they describe different requests: prediction example versus scraping-service integration." + }, + { + "left": "issue:45871", + "right": "issue:45873", + "accept": false, + "reason": "Both are finance/DataForge examples, but they describe different requests: prediction example versus scraping-service integration." + }, + { + "left": "issue:45872", + "right": "issue:45873", + "accept": true, + "reason": "Same title and apparent same example/request; these look like exact duplicates of the same issue." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "Grounded in the packet: 45870/45871 share an identical title, 45872/45873 share an identical title, and 45869 is clearly a different finance dataset promo issue. The soft-edge calls are conservative and do not overclaim beyond the titles/body-level evidence." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 1, + "component_count": 27, + "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-39895-15", + "nodes": [ + "pull_request:39895", + "pull_request:41855", + "pull_request:42668", + "pull_request:43251", + "pull_request:43254", + "pull_request:43424", + "pull_request:43823", + "pull_request:43995", + "pull_request:44827", + "pull_request:45170", + "pull_request:45213", + "pull_request:45655", + "pull_request:46048", + "pull_request:46049", + "pull_request:46065" + ], + "soft_pairs": [ + "pull_request:39895|pull_request:43424", + "pull_request:41855|pull_request:43823", + "pull_request:41855|pull_request:43424", + "pull_request:42668|pull_request:43823", + "pull_request:43251|pull_request:43823", + "pull_request:43251|pull_request:46065", + "pull_request:43251|pull_request:44827", + "pull_request:43424|pull_request:46065", + "pull_request:43424|pull_request:44827", + "pull_request:43424|pull_request:43823", + "pull_request:43823|pull_request:45655", + "pull_request:43823|pull_request:43995", + "pull_request:43995|pull_request:44827", + "pull_request:43995|pull_request:45213", + "pull_request:44827|pull_request:46065", + "pull_request:44827|pull_request:46049", + "pull_request:44827|pull_request:45170", + "pull_request:44827|pull_request:45655", + "pull_request:45170|pull_request:46048", + "pull_request:45170|pull_request:46065", + "pull_request:44827|pull_request:45213", + "pull_request:43823|pull_request:45213", + "pull_request:46049|pull_request:46065", + "pull_request:43251|pull_request:43254" + ], + "prepared_review_unit_hash": "aee47a673111b2436f114bead63a9e38837e3fd797b684ebab9a3818467be3b9", + "component_budget": { + "node_count": 15, + "item_count": 15, + "soft_pair_count": 24, + "serialized_chars": 41832, + "estimated_input_tokens": 10458, + "estimated_eval_tokens": 21172 + }, + "budget": { + "node_count": 15, + "item_count": 15, + "soft_pair_count": 24, + "serialized_chars": 41832, + "estimated_input_tokens": 10458, + "estimated_eval_tokens": 21172 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Almost all pairs are false positives; the only clear duplicate-like pair is the two fixed_cross_entropy kwargs PRs. The rest touch different models, subsystems, or unrelated fixes despite superficial similarity.", + "confidence": 0.9, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 43251 is the best canonical choice among the near-duplicate loss fixes: it targets the same fixed_cross_entropy change, is explicitly linked to issue 43240, and has materially more review/activity than 43254.", + "best_issue_reason": null, + "best_pr_reason": "PR 43251 is the strongest overall representative of the cluster\u2019s only real duplicate pair; the other PRs are unrelated or only loosely similar.", + "soft_edge_verdicts": [ + { + "left": "pull_request:39895", + "right": "pull_request:43424", + "accept": false, + "reason": "Different changes: adding VideoPrism support vs an ExecuTorch dynamic-shape test. No shared bug or code path." + }, + { + "left": "pull_request:41855", + "right": "pull_request:43823", + "accept": false, + "reason": "Tokenizer missing-methods fix for MistralCommon is unrelated to adding MobileLLM." + }, + { + "left": "pull_request:41855", + "right": "pull_request:43424", + "accept": false, + "reason": "Mistral tokenizer API additions and ExecuTorch export testing are unrelated." + }, + { + "left": "pull_request:42668", + "right": "pull_request:43823", + "accept": false, + "reason": "Processor auto-loading robustness vs adding a new model family; same broad area only." + }, + { + "left": "pull_request:43251", + "right": "pull_request:43823", + "accept": false, + "reason": "Loss utility kwargs forwarding vs MobileLLM model addition are unrelated." + }, + { + "left": "pull_request:43251", + "right": "pull_request:46065", + "accept": false, + "reason": "Cross-entropy kwargs fix and test-utils device detection fix are different code paths." + }, + { + "left": "pull_request:43251", + "right": "pull_request:44827", + "accept": false, + "reason": "Same general repo area only; one fixes loss computation, the other Mistral4 test/model behavior." + }, + { + "left": "pull_request:43424", + "right": "pull_request:46065", + "accept": false, + "reason": "ExecuTorch export tests and device-property utilities are unrelated changes." + }, + { + "left": "pull_request:43424", + "right": "pull_request:44827", + "accept": false, + "reason": "Dynamic-shape export test vs Mistral4 test/model fix; no same underlying bug." + }, + { + "left": "pull_request:43424", + "right": "pull_request:43823", + "accept": false, + "reason": "ExecuTorch testing and a new MobileLLM model are unrelated." + }, + { + "left": "pull_request:43823", + "right": "pull_request:45655", + "accept": false, + "reason": "Model addition vs config resolution ordering fix; unrelated." + }, + { + "left": "pull_request:43823", + "right": "pull_request:43995", + "accept": false, + "reason": "Adding MobileLLM is unrelated to Falcon output-collection refactoring." + }, + { + "left": "pull_request:43995", + "right": "pull_request:44827", + "accept": false, + "reason": "Falcon output-capture refactor and Mistral4 test fixes do not share the same bug." + }, + { + "left": "pull_request:43995", + "right": "pull_request:45213", + "accept": false, + "reason": "Model refactoring and a model-creation skill are unrelated." + }, + { + "left": "pull_request:44827", + "right": "pull_request:46065", + "accept": false, + "reason": "Mistral4 fixes and testing_utils device capability changes are different bugs." + }, + { + "left": "pull_request:44827", + "right": "pull_request:46049", + "accept": false, + "reason": "Mistral4 test fixes and Gemma4 per_layer_inputs validation are unrelated." + }, + { + "left": "pull_request:44827", + "right": "pull_request:45170", + "accept": false, + "reason": "Mistral4 behavior/test fixes vs CLIP-like layernorm renaming are unrelated." + }, + { + "left": "pull_request:44827", + "right": "pull_request:45655", + "accept": false, + "reason": "Model test fixes and config-resolution ordering are unrelated." + }, + { + "left": "pull_request:45170", + "right": "pull_request:46048", + "accept": false, + "reason": "Weight-renaming for CLIP-like models vs adding a TDT loss kernel are unrelated." + }, + { + "left": "pull_request:45170", + "right": "pull_request:46065", + "accept": false, + "reason": "Layernorm renaming and device-property detection fixes are unrelated." + }, + { + "left": "pull_request:46049", + "right": "pull_request:46065", + "accept": false, + "reason": "Gemma4 generation validation and test-utils device detection are unrelated." + }, + { + "left": "pull_request:44827", + "right": "pull_request:45213", + "accept": false, + "reason": "Shared auto/modeling file mention is incidental; Mistral4 tests and a model-creation skill are not the same change." + }, + { + "left": "pull_request:43823", + "right": "pull_request:45213", + "accept": false, + "reason": "A new model implementation and a model-creation skill are different artifacts, not duplicate fixes." + }, + { + "left": "pull_request:43251", + "right": "pull_request:43254", + "accept": true, + "reason": "Both PRs change src/transformers/loss/loss_utils.py to expose the same fixed_cross_entropy kwargs behavior for the same underlying bug (issue 43240). They could plausibly be merged into one PR." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The output is grounded in the packet and stays conservative. The only accepted pair, 43251/43254, is well supported by the shared file, shared issue target, and nearly identical cross-entropy kwargs fix. The remaining false verdicts are consistent with the diffs and do not overstate mergeability." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 2, + "component_count": 27, + "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-40546-2", + "nodes": [ + "pull_request:40546", + "pull_request:42781" + ], + "soft_pairs": [ + "pull_request:40546|pull_request:42781" + ], + "prepared_review_unit_hash": "86178671e6081879e1ce8fa30e0c18096f83d4ddbf0da2c1544bbd828f4b6b81", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 7226, + "estimated_input_tokens": 1807, + "estimated_eval_tokens": 3870 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 7226, + "estimated_input_tokens": 1807, + "estimated_eval_tokens": 3870 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Both PRs are related to VibeVoice, but they are not the same change: PR #40546 adds the base VibeVoice model integration, while PR #42781 adds a separate VibeVoice Realtime extension with additional acoustic-tokenizer and generation changes. Similar filenames reflect the shared model family, not a duplicate fix/feature.", + "confidence": 0.94, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR #40546 is the better canonical representative because it is the original, broader base VibeVoice integration and is more mature/reviewed.", + "best_issue_reason": null, + "best_pr_reason": "PR #40546 is the best overall cluster representative since it covers the foundational implementation; PR #42781 is a follow-on realtime-specific extension rather than the same PR.", + "soft_edge_verdicts": [ + { + "left": "pull_request:40546", + "right": "pull_request:42781", + "accept": false, + "reason": "Reject: these PRs target different underlying changes. #40546 implements VibeVoice, while #42781 adds VibeVoice Realtime and related acoustic tokenizer/generation updates. Shared files are due to the same model family, not the same concrete code-path fix 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": 3, + "component_count": 27, + "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": "2ac7139062dd8dd391ddc5093309d8086958be1aaef9d3ad62ce4ed8a2f42790", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4675, + "estimated_input_tokens": 1169, + "estimated_eval_tokens": 2594 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4675, + "estimated_input_tokens": 1169, + "estimated_eval_tokens": 2594 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These two pull requests are unrelated: one adds covariate forecasting to TimesFM, the other adds image-classification support for DINOv3ViT. They should not be clustered as duplicates or merged into a single change.", + "confidence": 0.99, + "canonical_issue_reason": null, + "canonical_pr_reason": "No canonical PR here; the changes target different models, different tasks, and different code paths.", + "best_issue_reason": null, + "best_pr_reason": "Neither PR is a better representative of the other because they do not describe the same underlying bug or feature.", + "soft_edge_verdicts": [ + { + "left": "pull_request:40755", + "right": "pull_request:41224", + "accept": false, + "reason": "Different model families and objectives: TimesFM forecasting with covariates versus DINOv3 image classification support. They do not fix the same concrete code-path problem and would not plausibly be merged into one PR." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 4, + "component_count": 27, + "review_unit_index": 1, + "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": 5, + "component_count": 27, + "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-41797-3", + "nodes": [ + "pull_request:41797", + "pull_request:45186", + "pull_request:45630" + ], + "soft_pairs": [ + "pull_request:41797|pull_request:45186", + "pull_request:45186|pull_request:45630" + ], + "prepared_review_unit_hash": "bd72e63b9785d8694b59885730e09284d49b2d135756b03093e09df4e16dd184", + "component_budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 2, + "serialized_chars": 10408, + "estimated_input_tokens": 2602, + "estimated_eval_tokens": 5460 + }, + "budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 2, + "serialized_chars": 10408, + "estimated_input_tokens": 2602, + "estimated_eval_tokens": 5460 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These are three separate open PRs adding different models (DeepSeek OCR, Isaac, Kimi2-6). The overlap is generic Transformers model-integration scaffolding, not the same underlying bug or change.", + "confidence": 0.98, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": null, + "best_pr_reason": "No single PR is a valid global representative here; all three are unrelated feature additions despite similar file patterns.", + "soft_edge_verdicts": [ + { + "left": "pull_request:41797", + "right": "pull_request:45186", + "accept": false, + "reason": "Different models and code paths: DeepSeek OCR vs Isaac. Shared docs/auto-registration files are just standard new-model plumbing, not the same fix or change." + }, + { + "left": "pull_request:45186", + "right": "pull_request:45630", + "accept": false, + "reason": "Different model integrations (Isaac vs Kimi2-6) with distinct implementations and tests. Similarity comes from adding model support, not one underlying issue." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 6, + "component_count": 27, + "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": "eda5e195da68e6ce53f1453b6650e83bac093e21de32cc3ea7ff30d2cd0474a2", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 5934, + "estimated_input_tokens": 1484, + "estimated_eval_tokens": 3224 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 5934, + "estimated_input_tokens": 1484, + "estimated_eval_tokens": 3224 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These two PRs both touch GitHub Actions workflows, but they update different action families for different reasons: one is a Node 24 compatibility sweep, the other is a newer-version refresh focused on docker/build-push-action and related workflows. They overlap in some files but not in the same concrete change, so they are not duplicates.", + "confidence": 0.91, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 42975 is the more clearly scoped maintenance change: it explicitly targets Node 24 compatibility and uses consistent version bumps across workflow actions.", + "best_issue_reason": null, + "best_pr_reason": "PR 42975 is the best representative of the cluster because its purpose is specific and internally coherent, whereas PR 42976 is a broader latest-version update with a different change set.", + "soft_edge_verdicts": [ + { + "left": "pull_request:42975", + "right": "pull_request:42976", + "accept": false, + "reason": "Reject: they are both workflow action upgrades, but they do not fix the same underlying problem. 42975 is about Node 24 compatibility for checkout/cache/upload-artifact, while 42976 updates docker/build-push-action and other actions to newer versions. Shared workflow files alone are 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": 7, + "component_count": 27, + "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-42978-7", + "nodes": [ + "pull_request:42978", + "pull_request:43448", + "pull_request:43451", + "pull_request:43973", + "pull_request:44601", + "pull_request:45490", + "pull_request:45838" + ], + "soft_pairs": [ + "pull_request:42978|pull_request:43448", + "pull_request:42978|pull_request:43451", + "pull_request:42978|pull_request:45490", + "pull_request:43448|pull_request:43451", + "pull_request:43448|pull_request:45490", + "pull_request:43451|pull_request:45490", + "pull_request:43973|pull_request:45838", + "pull_request:44601|pull_request:45838", + "pull_request:45490|pull_request:45838" + ], + "prepared_review_unit_hash": "daddaf37d48e0dcea41a8ce1c07c00d290214baa94227239efcfe172c99fef74", + "component_budget": { + "node_count": 7, + "item_count": 7, + "soft_pair_count": 9, + "serialized_chars": 23523, + "estimated_input_tokens": 5881, + "estimated_eval_tokens": 12018 + }, + "budget": { + "node_count": 7, + "item_count": 7, + "soft_pair_count": 9, + "serialized_chars": 23523, + "estimated_input_tokens": 5881, + "estimated_eval_tokens": 12018 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "All items are distinct PRs for different models or infrastructure changes. The apparent similarity is mostly boilerplate from adding new model docs, auto mappings, and tests; none of the soft pairs look like the same underlying bug or change.", + "confidence": 0.97, + "canonical_issue_reason": null, + "canonical_pr_reason": "No canonical PR: the set spans unrelated additions (ViT NEPA, Molmo, Molmo2, Lfm2 Audio, PP-native loading, CTSM, PP-OCRv6), so none is a safe duplicate representative.", + "best_issue_reason": null, + "best_pr_reason": "No global best PR: there is no duplicate cluster to collapse, and picking one would misrepresent several unrelated feature and infrastructure PRs.", + "soft_edge_verdicts": [ + { + "left": "pull_request:42978", + "right": "pull_request:43448", + "accept": false, + "reason": "ViT NEPA vs Molmo: different model families, different codepaths, and no shared explicit issue target; shared auto/doc files are just new-model boilerplate." + }, + { + "left": "pull_request:42978", + "right": "pull_request:43451", + "accept": false, + "reason": "ViT NEPA vs Molmo2 are distinct model additions with separate implementations and docs, not the same underlying change." + }, + { + "left": "pull_request:42978", + "right": "pull_request:45490", + "accept": false, + "reason": "ViT NEPA and CTSM are unrelated model ports; overlap is only in registration/docs, not the concrete feature change." + }, + { + "left": "pull_request:43448", + "right": "pull_request:43451", + "accept": false, + "reason": "Molmo and Molmo2 are related by name but still separate model families with different files and behaviors; not mergeable as one PR." + }, + { + "left": "pull_request:43448", + "right": "pull_request:45490", + "accept": false, + "reason": "Molmo vs CTSM are different model additions with distinct model code and test surfaces." + }, + { + "left": "pull_request:43451", + "right": "pull_request:45490", + "accept": false, + "reason": "Molmo2 and CTSM are unrelated model integrations; the shared auto/doc changes are generic scaffolding." + }, + { + "left": "pull_request:43973", + "right": "pull_request:45838", + "accept": false, + "reason": "Lfm2 Audio is an audio model PR, while PP-OCRv6 is OCR/vision; they do not fix or add the same concrete code path." + }, + { + "left": "pull_request:44601", + "right": "pull_request:45838", + "accept": false, + "reason": "Pipeline-parallel core loading support is infrastructure work, not the same change as adding PP-OCRv6 model support." + }, + { + "left": "pull_request:45490", + "right": "pull_request:45838", + "accept": false, + "reason": "CTSM and PP-OCRv6 are different model families with separate implementations, docs, and tests." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 8, + "component_count": 27, + "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-43291-3", + "nodes": [ + "pull_request:43291", + "pull_request:43665", + "pull_request:44815" + ], + "soft_pairs": [ + "pull_request:43291|pull_request:43665", + "pull_request:43291|pull_request:44815", + "pull_request:43665|pull_request:44815" + ], + "prepared_review_unit_hash": "769691efae85d895a6d1212fb6b74c074a84da25d35fa7f69793376a59868cde", + "component_budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 3, + "serialized_chars": 7093, + "estimated_input_tokens": 1774, + "estimated_eval_tokens": 3804 + }, + "budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 3, + "serialized_chars": 7093, + "estimated_input_tokens": 1774, + "estimated_eval_tokens": 3804 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "This cluster is not a true duplicate set: the three PRs address unrelated changes (Whisper test cleanup/fix, CLIP/ViT test edits, and a dequantization fix in FP8/model loading).", + "confidence": 0.34, + "canonical_issue_reason": null, + "canonical_pr_reason": "No single PR cleanly canonicalizes the cluster because the PRs do not fix the same underlying problem; if forced, #44815 is the most substantive code fix and best represents a real change rather than test noise.", + "best_issue_reason": null, + "best_pr_reason": "#44815 is the strongest standalone PR: it contains a concrete implementation change in core loading / FP8 integration with a clear bug-fix intent. The other two are mostly test-only and are not the same change.", + "soft_edge_verdicts": [ + { + "left": "pull_request:43291", + "right": "pull_request:43665", + "accept": false, + "reason": "Both are test-related, but they target different models and different behaviors. The diff previews do not show the same code path or same bug, so they should not be merged as duplicates." + }, + { + "left": "pull_request:43291", + "right": "pull_request:44815", + "accept": false, + "reason": "Whisper tokenization/test fixes are unrelated to FP8 dequantization and core model loading. They do not appear to address the same underlying bug or change." + }, + { + "left": "pull_request:43665", + "right": "pull_request:44815", + "accept": false, + "reason": "These PRs are clearly unrelated: one touches CLIP/ViT tests, the other modifies dequantization/loading logic. Same broad repository, but not the same fix." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 9, + "component_count": 27, + "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-43488-2", + "nodes": [ + "pull_request:43488", + "pull_request:43532" + ], + "soft_pairs": [ + "pull_request:43488|pull_request:43532" + ], + "prepared_review_unit_hash": "1ad4a5d49dfa389a2fb47a13c40cb08f0f162e4435496211dc37e352388ec68d", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4562, + "estimated_input_tokens": 1141, + "estimated_eval_tokens": 2538 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4562, + "estimated_input_tokens": 1141, + "estimated_eval_tokens": 2538 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These two PRs are not duplicates: #43488 is a packaging/version-and-dependency change with a small test tweak, while #43532 rewires CI/workflow behavior and touches testing utilities. The only overlap is an incidental shared Vitest test file.", + "confidence": 0.96, + "canonical_issue_reason": null, + "canonical_pr_reason": "No canonical PR: the PRs target different areas and code paths (setup/versioning vs CI/workflow/testing infra), so they should not be merged into one duplicate cluster representative.", + "best_issue_reason": null, + "best_pr_reason": "Neither PR is a good global representative for a duplicate pair. If forced to pick one, #43532 is broader, but it is still not the same change as #43488.", + "soft_edge_verdicts": [ + { + "left": "pull_request:43488", + "right": "pull_request:43532", + "accept": false, + "reason": "Reject: the diffs are unrelated in purpose and implementation. #43488 changes setup.py/dependency tables and bumps the dev version; #43532 changes GitHub workflows and testing utilities. Shared test filename is incidental." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 10, + "component_count": 27, + "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": "0febaeb0f0fb8a2a517207f87e4b62cb14c805b9e5ee3359656582279570e3c2", + "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": "The two pull requests are related in naming and share documentation/registry plumbing, but they implement different features: promptable concept segmentation vs promptable visual segmentation. They should not be merged as duplicates.", + "confidence": 0.96, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR #43613 is the better representative of the cluster because it is the broader, more concrete pipeline implementation and includes more model/test integrations. PR #43612 is a separate pipeline for a different task.", + "best_issue_reason": null, + "best_pr_reason": "PR #43613 is the strongest standalone PR in this pair: it wires up promptable visual segmentation end-to-end with multiple model backends and tests, making it the more complete representative artifact.", + "soft_edge_verdicts": [ + { + "left": "pull_request:43612", + "right": "pull_request:43613", + "accept": false, + "reason": "Different underlying features and code paths: one adds Promptable Concept Segmentation, the other adds Promptable Visual Segmentation. Shared docs/registry edits are incidental, and the model/test files differ enough that they would not plausibly be merged into one PR." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 11, + "component_count": 27, + "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": "f58cc628997df9e4bda26640ebe9029f4361e87a722ede030507c2a975cb18eb", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4292, + "estimated_input_tokens": 1073, + "estimated_eval_tokens": 2402 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4292, + "estimated_input_tokens": 1073, + "estimated_eval_tokens": 2402 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Two open PRs both modify `trainer.py`, but they address different customization points in the training pipeline: gradient-accumulation loss scaling vs. signature-column filtering. They are not the same underlying change and should stay separate.", + "confidence": 0.96, + "canonical_issue_reason": null, + "canonical_pr_reason": "No clear canonical PR for the cluster: PR #43651 changes loss scaling behavior in `training_step`, while PR #43663 adds an overrideable helper for input column filtering. They target different code paths and different extension mechanisms.", + "best_issue_reason": null, + "best_pr_reason": "PR #43651 is the more self-contained change and likely easier to triage as a distinct fix: it introduces `_loss_is_scaled_for_ga` and adjusts the loss normalization branch directly in `training_step`.", + "soft_edge_verdicts": [ + { + "left": "pull_request:43651", + "right": "pull_request:43663", + "accept": false, + "reason": "Both touch `trainer.py`, but one is about gradient accumulation loss scaling and the other is about signature/column filtering. They do not fix the same concrete bug or form a single mergeable PR." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 12, + "component_count": 27, + "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": "32d7453e43e640383db4851f4d4b147ee1d5364b2a9978d6ee9f2ec63a6731ed", + "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 `src/transformers/cli/serve.py` and mention TypeAdapter, but they address different annotation/runtime issues, so they should not be merged as duplicates.", + "confidence": 0.92, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 43842 is the more specific, concrete fix for the TypeAdapter NameError path (`pydantic` absent); PR 43656 is a broader typing/forward-reference cleanup in the same file but not the same change.", + "best_issue_reason": null, + "best_pr_reason": "PR 43842 is the best representative of the cluster because it targets a clearly defined runtime failure mode and has the tighter, more mergeable fix scope.", + "soft_edge_verdicts": [ + { + "left": "pull_request:43656", + "right": "pull_request:43842", + "accept": false, + "reason": "Related in topic and file, but not the same underlying change: 43656 is a general annotations/future-annotations cleanup, while 43842 specifically fixes `TypeAdapter` import/reference handling when `pydantic` is not installed." + } + ] + }, + "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": 27, + "review_unit_index": 1, + "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": 14, + "component_count": 27, + "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:44066|pull_request:44068", + "pull_request:44018|pull_request:44066", + "pull_request:44019|pull_request:44722", + "pull_request:44086|pull_request:44722", + "pull_request:44019|pull_request:44085", + "pull_request:44018|pull_request:44019", + "pull_request:44019|pull_request:44071", + "pull_request:44068|pull_request:44116", + "pull_request:44068|pull_request:44722", + "pull_request:44071|pull_request:44722", + "pull_request:44018|pull_request:44116", + "pull_request:44018|pull_request:44086", + "pull_request:44018|pull_request:44085", + "pull_request:44068|pull_request:44086", + "pull_request:44071|pull_request:44085", + "pull_request:44059|pull_request:44086", + "pull_request:44085|pull_request:44086", + "pull_request:44059|pull_request:44722", + "pull_request:44098|pull_request:44101", + "pull_request:44018|pull_request:44071", + "pull_request:44017|pull_request:44722", + "pull_request:44017|pull_request:44161", + "pull_request:44017|pull_request:44073", + "pull_request:44068|pull_request:44071", + "pull_request:44071|pull_request:44086", + "pull_request:43997|pull_request:44073", + "pull_request:44017|pull_request:44071", + "pull_request:44073|pull_request:44101", + "pull_request:44059|pull_request:44071", + "pull_request:44056|pull_request:44101", + "pull_request:44073|pull_request:44161", + "pull_request:44059|pull_request:44068", + "pull_request:44018|pull_request:44059", + "pull_request:44101|pull_request:44161", + "pull_request:43997|pull_request:44017", + "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:43997|pull_request:44071", + "pull_request:44010|pull_request:44071", + "pull_request:44010|pull_request:44073", + "pull_request:44018|pull_request:44129", + "pull_request:43997|pull_request:44074", + "pull_request:43997|pull_request:44129", + "pull_request:44071|pull_request:44129", + "pull_request:44010|pull_request:44018", + "pull_request:43996|pull_request:44161", + "pull_request:43996|pull_request:44017", + "pull_request:44010|pull_request:44044", + "pull_request:44044|pull_request:44074", + "pull_request:44066|pull_request:44722", + "pull_request:44085|pull_request:44722", + "pull_request:44085|pull_request:44129", + "pull_request:43996|pull_request:44007", + "pull_request:43996|pull_request:44129", + "pull_request:44044|pull_request:44129", + "pull_request:44044|pull_request:44154", + "pull_request:44024|pull_request:44076" + ], + "prepared_review_unit_hash": "0a2d6e254a255ced32a9570426937a47a4c51c5a717faa07019af115ab1d3487", + "component_budget": { + "node_count": 28, + "item_count": 28, + "soft_pair_count": 77, + "serialized_chars": 84506, + "estimated_input_tokens": 21127, + "estimated_eval_tokens": 42510 + }, + "budget": { + "node_count": 28, + "item_count": 28, + "soft_pair_count": 72, + "serialized_chars": 76938, + "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 independent model-by-model output-tracing refactors. The only true duplicates are the GPT-J/CodeGen variants, which target the same concrete code paths and can plausibly be merged together.", + "confidence": 0.9, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 44722 is the best anchor: it directly covers the GPT-J/CodeGen output-tracing refactor, is the most complete variant in that duplicate set, and overlaps the same file-level changes as the other GPT-J PRs.", + "best_issue_reason": null, + "best_pr_reason": "PR 44722 is the strongest representative for the duplicate subgroup because it touches the same GPT-J/CodeGen code paths and subsumes the narrower GPT-J-only variant.", + "soft_edge_verdicts": [ + { + "left": "pull_request:43996", + "right": "pull_request:44085", + "accept": false, + "reason": "Different model families and code paths (CVT/FNet vs GPT-J); same tracking theme is not enough to treat them as duplicates." + }, + { + "left": "pull_request:43996", + "right": "pull_request:44044", + "accept": false, + "reason": "Different model families and code paths (CVT/FNet vs DeBERTa-v2)." + }, + { + "left": "pull_request:44066", + "right": "pull_request:44085", + "accept": true, + "reason": "Both are GPT-J output-tracing refactors in the same file; 44085 looks like a narrower variant of the same change and could be merged into one PR." + }, + { + "left": "pull_request:44007", + "right": "pull_request:44072", + "accept": false, + "reason": "Both are vision-model refactors, but they touch different architectures and different concrete forward paths." + }, + { + "left": "pull_request:44072", + "right": "pull_request:44722", + "accept": false, + "reason": "EfficientNet and GPT-J/CodeGen are unrelated code paths; only the standardized-output theme overlaps." + }, + { + "left": "pull_request:44066", + "right": "pull_request:44072", + "accept": false, + "reason": "GPT-J/CodeGen refactor vs EfficientNet refactor; different model code paths." + }, + { + "left": "pull_request:44013", + "right": "pull_request:44044", + "accept": false, + "reason": "MobileNetV2 and DeBERTa-v2 are unrelated implementations." + }, + { + "left": "pull_request:44066", + "right": "pull_request:44086", + "accept": false, + "reason": "GPT-J/CodeGen output tracing vs MGP-STR output tracing; same pattern, different concrete model code paths." + }, + { + "left": "pull_request:44066", + "right": "pull_request:44071", + "accept": false, + "reason": "GPT-J/CodeGen vs MPT; different model implementations and forward logic." + }, + { + "left": "pull_request:44018", + "right": "pull_request:44068", + "accept": false, + "reason": "GPT2 and GPT-Neo are separate model code paths, not the same bug/change." + }, + { + "left": "pull_request:44066", + "right": "pull_request:44068", + "accept": false, + "reason": "GPT-J/CodeGen refactor and GPT-Neo refactor are different model-specific changes." + }, + { + "left": "pull_request:44018", + "right": "pull_request:44066", + "accept": false, + "reason": "GPT2 vs GPT-J/CodeGen; same broad refactor theme but not the same concrete code path." + }, + { + "left": "pull_request:44019", + "right": "pull_request:44722", + "accept": false, + "reason": "ResNet vs GPT-J/CodeGen are unrelated model implementations." + }, + { + "left": "pull_request:44086", + "right": "pull_request:44722", + "accept": false, + "reason": "MGP-STR and GPT-J/CodeGen are different models with different tracing code paths." + }, + { + "left": "pull_request:44019", + "right": "pull_request:44085", + "accept": false, + "reason": "ResNet output tracing and GPT-J output tracing are separate model-specific changes." + }, + { + "left": "pull_request:44018", + "right": "pull_request:44019", + "accept": false, + "reason": "GPT2 and ResNet touch unrelated code paths." + }, + { + "left": "pull_request:44019", + "right": "pull_request:44071", + "accept": false, + "reason": "ResNet vs MPT; same pattern, different model logic." + }, + { + "left": "pull_request:44068", + "right": "pull_request:44116", + "accept": false, + "reason": "GPT-Neo and Flaubert are unrelated model code paths." + }, + { + "left": "pull_request:44068", + "right": "pull_request:44722", + "accept": false, + "reason": "GPT-Neo and GPT-J/CodeGen are distinct model-specific refactors." + }, + { + "left": "pull_request:44071", + "right": "pull_request:44722", + "accept": false, + "reason": "MPT and GPT-J/CodeGen are different code paths." + }, + { + "left": "pull_request:44018", + "right": "pull_request:44116", + "accept": false, + "reason": "GPT2 and Flaubert are unrelated model implementations." + }, + { + "left": "pull_request:44018", + "right": "pull_request:44086", + "accept": false, + "reason": "GPT2 and MGP-STR are different model-specific changes." + }, + { + "left": "pull_request:44018", + "right": "pull_request:44085", + "accept": false, + "reason": "GPT2 and GPT-J are different code paths." + }, + { + "left": "pull_request:44068", + "right": "pull_request:44086", + "accept": false, + "reason": "GPT-Neo and MGP-STR are unrelated model paths." + }, + { + "left": "pull_request:44071", + "right": "pull_request:44086", + "accept": false, + "reason": "MPT and MGP-STR are unrelated implementations." + }, + { + "left": "pull_request:44059", + "right": "pull_request:44086", + "accept": false, + "reason": "GPT2 and MGP-STR are different model code paths." + }, + { + "left": "pull_request:44085", + "right": "pull_request:44086", + "accept": false, + "reason": "GPT-J and MGP-STR are unrelated model-specific refactors." + }, + { + "left": "pull_request:44059", + "right": "pull_request:44722", + "accept": false, + "reason": "GPT2 vs GPT-J/CodeGen; same refactor style, different concrete model path." + }, + { + "left": "pull_request:44098", + "right": "pull_request:44101", + "accept": false, + "reason": "ViLT and Flaubert/XLM are separate model families." + }, + { + "left": "pull_request:44017", + "right": "pull_request:44722", + "accept": false, + "reason": "SegFormer and GPT-J/CodeGen are unrelated model code paths." + }, + { + "left": "pull_request:44017", + "right": "pull_request:44161", + "accept": false, + "reason": "SegFormer and LongT5 are unrelated implementations." + }, + { + "left": "pull_request:44017", + "right": "pull_request:44073", + "accept": false, + "reason": "SegFormer and VisualBERT are different model code paths." + }, + { + "left": "pull_request:44059", + "right": "pull_request:44068", + "accept": false, + "reason": "GPT2 and GPT-Neo are different model-specific changes." + }, + { + "left": "pull_request:44101", + "right": "pull_request:44161", + "accept": false, + "reason": "Flaubert/XLM and LongT5 are unrelated model paths." + }, + { + "left": "pull_request:43997", + "right": "pull_request:44017", + "accept": false, + "reason": "RegNet and SegFormer are different vision architectures and different forward paths." + }, + { + "left": "pull_request:43997", + "right": "pull_request:44056", + "accept": false, + "reason": "RegNet and MPNet are unrelated model implementations." + }, + { + "left": "pull_request:44071", + "right": "pull_request:44129", + "accept": false, + "reason": "MPT and SpeechT5 are unrelated code paths." + }, + { + "left": "pull_request:44010", + "right": "pull_request:44071", + "accept": false, + "reason": "SqueezeBERT and MPT are different model families." + }, + { + "left": "pull_request:44010", + "right": "pull_request:44073", + "accept": false, + "reason": "SqueezeBERT and VisualBERT are separate model-specific changes." + }, + { + "left": "pull_request:44018", + "right": "pull_request:44129", + "accept": false, + "reason": "GPT2 and SpeechT5 are unrelated model code paths." + }, + { + "left": "pull_request:43997", + "right": "pull_request:44161", + "accept": false, + "reason": "RegNet and LongT5 are unrelated model implementations." + }, + { + "left": "pull_request:44010", + "right": "pull_request:44044", + "accept": false, + "reason": "SqueezeBERT and DeBERTa-v2 are different model code paths." + }, + { + "left": "pull_request:44044", + "right": "pull_request:44074", + "accept": false, + "reason": "DeBERTa-v2 and TextNet are unrelated implementations." + }, + { + "left": "pull_request:44024", + "right": "pull_request:44076", + "accept": false, + "reason": "FocalNet and ImageGPT are different model families; shared output-tracing pattern does not make them duplicates." + }, + { + "left": "pull_request:44066", + "right": "pull_request:44722", + "accept": true, + "reason": "Same GPT-J/CodeGen output-tracing refactor with overlapping files and the same underlying change set." + }, + { + "left": "pull_request:44085", + "right": "pull_request:44722", + "accept": true, + "reason": "Both appear to implement the same GPT-J output-tracing refactor; 44085 is a narrower variant of the 44722 change." + }, + { + "left": "pull_request:44085", + "right": "pull_request:44129", + "accept": false, + "reason": "GPT-J and SpeechT5 are unrelated model paths." + }, + { + "left": "pull_request:43996", + "right": "pull_request:44007", + "accept": false, + "reason": "Different model families and code paths (CVT/FNet vs RegNet/ResNet/RT-DETR-ResNet)." + }, + { + "left": "pull_request:43996", + "right": "pull_request:44129", + "accept": false, + "reason": "CVT/FNet vs SpeechT5 are unrelated model changes." + }, + { + "left": "pull_request:44044", + "right": "pull_request:44129", + "accept": false, + "reason": "DeBERTa-v2 and SpeechT5 are separate model-specific refactors." + }, + { + "left": "pull_request:44044", + "right": "pull_request:44154", + "accept": false, + "reason": "DeBERTa-v2 and VITS are unrelated model implementations." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet and stays conservative: it treats the cluster as mostly independent refactors, and only marks the GPT-J/CodeGen variants as duplicates, which is supported by the shared file-level overlap and the deterministic pair evidence. The rejected soft-edge pairs also look appropriately cautious given the differing model families/code paths. " + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 14, + "component_count": 27, + "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": "2dbb27b9ef5c9e234b5e256ff1473b39f767c7aea6c49eac7aa037ad9cf7b242", + "component_budget": { + "node_count": 28, + "item_count": 28, + "soft_pair_count": 77, + "serialized_chars": 84506, + "estimated_input_tokens": 21127, + "estimated_eval_tokens": 42510 + }, + "budget": { + "node_count": 6, + "item_count": 6, + "soft_pair_count": 5, + "serialized_chars": 13068, + "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 separate model-specific PRs all doing the same kind of standardized output-capture refactor, but they do not appear to be duplicates of one another because each targets a different model and code path.", + "confidence": 0.86, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 44073 is a clean representative of the cluster: it introduces the standardized output-capture plumbing for one model (VisualBert) with the expected decorator/import changes and explicit _can_record_outputs mapping.", + "best_issue_reason": null, + "best_pr_reason": "PR 44074 is the strongest standalone PR in this set because it combines the refactor with tests and concrete forward-signature cleanup for TextNet, making it the most complete model-specific implementation here.", + "soft_edge_verdicts": [ + { + "left": "pull_request:44073", + "right": "pull_request:44074", + "accept": false, + "reason": "Same refactor theme, but different models and different forward paths; not the same underlying bug/change and not something that would plausibly merge into one PR." + }, + { + "left": "pull_request:44056", + "right": "pull_request:44073", + "accept": false, + "reason": "Both migrate output tracing, but MPNet and VisualBert are distinct implementations with different affected layers and signatures; not a duplicate fix." + }, + { + "left": "pull_request:44056", + "right": "pull_request:44074", + "accept": false, + "reason": "Model-specific refactors in MPNet vs TextNet; shared helper usage alone is too broad to treat as the same change." + }, + { + "left": "pull_request:43997", + "right": "pull_request:44010", + "accept": false, + "reason": "RegNet and SqueezeBert are unrelated model code paths; these are parallel refactors, not the same bug or change." + }, + { + "left": "pull_request:44010", + "right": "pull_request:44129", + "accept": false, + "reason": "Both are output-tracing-related, but SqueezeBert and SpeechT5 have different architectures and fixes; 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They address different layers 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": 18, + "component_count": 27, + "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": "22c7bc330d449e602a8fc012353634da4a5f41cd9528fe1432f7d8eec095314f", + "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 pull requests address the same AttributeError in `_patch_mistral_regex` by switching from `backend_tokenizer.pre_tokenizer` to `tokenizer.pre_tokenizer` in the same code path. PR 45317 is the more complete candidate because it adds tests as well as the fix.", + "confidence": 0.98, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 45317 is the stronger canonical PR: it fixes the same AttributeError as PR 45086, but also includes test coverage and appears to be the more complete implementation.", + "best_issue_reason": null, + "best_pr_reason": "PR 45317 is the best overall representative because it addresses the bug with the same code change plus tests, making it the clearest standalone fix.", + "soft_edge_verdicts": [ + { + "left": "pull_request:45086", + "right": "pull_request:45317", + "accept": true, + "reason": "Same underlying bug and same fix in the same file/code path; the second PR is just a more complete version with tests, so these are plausibly one merged 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": 19, + "component_count": 27, + "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": "795c0caf85608bd502ec9fb4d048e4511d91f88fabf3d6ea517c904153ad41b5", + "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": "These are related NemotronH refactors, but they are not the same PR: one is an initial inheritance/mapping refactor, the other splits NemotronH into dedicated dense/sparse implementations with docs and tests.", + "confidence": 0.93, + "canonical_issue_reason": null, + "canonical_pr_reason": "Pick PR #45569 as canonical: it is the broader, more complete architectural change, introducing dedicated NemotronHDense/NemotronHSparse modules plus docs and tests, whereas #45115 is a narrower refactor/conversion-mapping step.", + "best_issue_reason": null, + "best_pr_reason": "PR #45569 is the best representative because it covers the larger end-state of the NemotronH restructuring and is more self-contained than the earlier partial refactor in #45115.", + "soft_edge_verdicts": [ + { + "left": "pull_request:45115", + "right": "pull_request:45569", + "accept": false, + "reason": "Related subsystem, but different change scope and code-paths: #45115 focuses on conversion mapping and inheritance/compatibility refactoring, while #45569 creates separate dense/sparse model implementations and updates docs/tests. They are not the same underlying fix and would not plausibly merge into one PR." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 20, + "component_count": 27, + "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-45332-2", + "nodes": [ + "pull_request:45332", + "pull_request:45333" + ], + "soft_pairs": [ + "pull_request:45332|pull_request:45333" + ], + "prepared_review_unit_hash": "2d726320a291f931600d7996e2456955b7ae09bcd6412107c5dd851e7d2eedaa", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 5398, + "estimated_input_tokens": 1350, + "estimated_eval_tokens": 2956 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 5398, + "estimated_input_tokens": 1350, + "estimated_eval_tokens": 2956 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Two open PRs for the new heterogeneous-model feature stack: one adds per-layer config support, the other adds broader per-layer modeling/runtime support. They are closely related but not duplicates.", + "confidence": 0.84, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 45332 is the broader umbrella change: it includes heterogeneous config handling plus modeling/cache/masking updates and therefore best represents the overall feature work in this cluster.", + "best_issue_reason": null, + "best_pr_reason": "PR 45332 is the better representative PR because it covers the wider end-to-end code path, while PR 45333 is a narrower config-only prerequisite/component.", + "soft_edge_verdicts": [ + { + "left": "pull_request:45332", + "right": "pull_request:45333", + "accept": false, + "reason": "Related feature work, but not the same concrete bug/change. 45333 is config-only setup; 45332 extends into modeling/cache/runtime paths. They would not plausibly be merged as one duplicate PR." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 21, + "component_count": 27, + "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": "545b01c9b9e54a15ba1ffffc79b74a5a2e3e0186e574ec1d35f5340e62838b44", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 5513, + "estimated_input_tokens": 1379, + "estimated_eval_tokens": 3014 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 5513, + "estimated_input_tokens": 1379, + "estimated_eval_tokens": 3014 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These are related typing-focused PRs, but they are not duplicates: one is a broad typing rollout across many Transformers files, while the other is a narrower typing cleanup centered on modeling_utils and related type aliases/protocols.", + "confidence": 0.91, + "canonical_issue_reason": null, + "canonical_pr_reason": "No single canonical PR: 45415 is a broad repo-wide type-checking sweep, while 45425 is a narrower, more specific typing follow-up.", + "best_issue_reason": null, + "best_pr_reason": "45425 is the better representative because it is more focused and self-contained; 45415 is too broad and spans many unrelated files.", + "soft_edge_verdicts": [ + { + "left": "pull_request:45415", + "right": "pull_request:45425", + "accept": false, + "reason": "Different scopes and underlying changes: 45415 adds typing checks across many modules and config ignores, while 45425 adds specific typing protocols/aliases for modeling_utils and adjacent code. Shared files reflect overlapping cleanup, 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": 22, + "component_count": 27, + "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": "db7832634f28dd435888f217b14be766b51a1301b92068f4528f4e510665f553", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4508, + "estimated_input_tokens": 1127, + "estimated_eval_tokens": 2510 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4508, + "estimated_input_tokens": 1127, + "estimated_eval_tokens": 2510 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These PRs are related by expert-parallelism loading, but they fix different concrete bugs: one handles serializing `distributed_config` / `has_ep` during Accelerate/ZeRO-3 loading, while the other prevents experts from being overwritten by rank-0 broadcast in FSDP2. They should not be deduplicated.", + "confidence": 0.95, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR #45548 is the cleaner representative of the cluster\u2019s EP-loading theme because it directly addresses config serialization and model-loading detection with a small, focused change.", + "best_issue_reason": null, + "best_pr_reason": "PR #45548 is the better global representative here: it is narrowly scoped to a specific loading failure mode and has a clearer, self-contained fix. PR #45662 is a separate FSDP2/post-shard wrapping bug and should remain distinct.", + "soft_edge_verdicts": [ + { + "left": "pull_request:45548", + "right": "pull_request:45662", + "accept": false, + "reason": "Both concern expert parallelism, but they fix different code paths and failure modes: `distributed_config` serialization / `has_ep` vs. post-shard wrapping to stop rank-0 broadcast from overwriting experts. Not the same underlying bug." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 23, + "component_count": 27, + "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": "96e63e46499419938f3c45b13554461e96d8d62441f22d32cdc1b7672922af5e", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4589, + "estimated_input_tokens": 1148, + "estimated_eval_tokens": 2552 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4589, + "estimated_input_tokens": 1148, + "estimated_eval_tokens": 2552 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Both PRs address the same xdist collision around `captured_info` debug artifacts in `testing_utils`, with PR 45645 extending the fix to CI log aggregation as well. PR 45645 is the broader, more complete change set.", + "confidence": 0.93, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 45645 is the better canonical PR because it includes the core xdist-safe `captured_info` fix in `src/transformers/testing_utils.py` plus the downstream CI/workflow handling needed to read multiple worker files. It is the more complete representation of the underlying change.", + "best_issue_reason": null, + "best_pr_reason": "PR 45645 is the strongest standalone PR for the cluster: it covers the same bug class as 45639 and adds the reporting changes needed to preserve debug output under xdist, making it the most complete fix.", + "soft_edge_verdicts": [ + { + "left": "pull_request:45639", + "right": "pull_request:45645", + "accept": true, + "reason": "Both PRs fix the same concrete problem: xdist-safe handling of `captured_info` output generated by patched testing methods. PR 45645 appears to subsume 45639 by including the same `testing_utils` change and adding workflow support for multiple output files, so they plausibly belong to one merged change." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 24, + "component_count": 27, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-45683-2", + "nodes": [ + "pull_request:45683", + "pull_request:45734" + ], + "soft_pairs": [ + "pull_request:45683|pull_request:45734" + ], + "prepared_review_unit_hash": "eba4ca0f26b2d3be0c00e316270a9341d31af2208b44dbab31b1d3a8e81e7538", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4469, + "estimated_input_tokens": 1118, + "estimated_eval_tokens": 2492 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4469, + "estimated_input_tokens": 1118, + "estimated_eval_tokens": 2492 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Two open PRs touch the same quantization helper, but they fix different bugs: one special-cases audio submodules, the other changes how default skip lists are combined with user-supplied skips. They should not be clustered as duplicates.", + "confidence": 0.93, + "canonical_issue_reason": null, + "canonical_pr_reason": "45734 is the better representative PR because it fixes the core skip-module composition logic in `get_modules_to_not_convert`, which is broader and more central than the narrow audio-module special case in 45683.", + "best_issue_reason": null, + "best_pr_reason": "45734 is the strongest standalone PR in the set: it addresses a concrete quantization failure mode in the main code path and its fix is directly about the helper\u2019s behavior rather than a model-specific workaround.", + "soft_edge_verdicts": [ + { + "left": "pull_request:45683", + "right": "pull_request:45734", + "accept": false, + "reason": "Both touch quantization skip logic, but 45683 adds audio-tower/embed_audio exclusions while 45734 changes additive handling of `skip_modules`; these are different underlying bugs and would not naturally merge into one PR." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 25, + "component_count": 27, + "review_unit_index": 1, + "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": 26, + "component_count": 27, + "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-46051-3", + "nodes": [ + "pull_request:46051", + "pull_request:46055", + "pull_request:46056" + ], + "soft_pairs": [ + "pull_request:46051|pull_request:46056", + "pull_request:46055|pull_request:46056" + ], + "prepared_review_unit_hash": "8866e5c6da0bf5b4ff34f83cc7c1869cd6a956429ee778725204f8c5e845130f", + "component_budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 2, + "serialized_chars": 6430, + "estimated_input_tokens": 1608, + "estimated_eval_tokens": 3472 + }, + "budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 2, + "serialized_chars": 6430, + "estimated_input_tokens": 1608, + "estimated_eval_tokens": 3472 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Three unrelated typo/docstring-only PRs: one for continuous batching docs, one for Falcon-H1 comments, and one for SQuAD processor docs. They share superficial wording fixes but do not look like the same underlying change.", + "confidence": 0.96, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 46055 is the best representative only because it is the broadest of the three, touching two related Falcon-H1 files; however, it is not a duplicate of the others.", + "best_issue_reason": null, + "best_pr_reason": "PR 46055 is the most suitable single representative for the cluster because it is slightly broader and more cohesive than the other two typo-only PRs, but the set is not truly duplicative.", + "soft_edge_verdicts": [ + { + "left": "pull_request:46051", + "right": "pull_request:46056", + "accept": false, + "reason": "Both are small typo fixes, but they modify unrelated docstrings in different subsystems and do not share the same code-path or merged change." + }, + { + "left": "pull_request:46055", + "right": "pull_request:46056", + "accept": false, + "reason": "These are separate typo/comment cleanups in different model/data files; they are not the same bug or change and would not plausibly be one PR." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 27, + "component_count": 27, + "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-46052-7", + "nodes": [ + "pull_request:46052", + "pull_request:46053", + "pull_request:46059", + "pull_request:46060", + "pull_request:46061", + "pull_request:46062", + "pull_request:46063" + ], + "soft_pairs": [ + "pull_request:46052|pull_request:46053", + "pull_request:46052|pull_request:46063", + "pull_request:46052|pull_request:46060", + "pull_request:46052|pull_request:46062", + "pull_request:46053|pull_request:46063", + "pull_request:46059|pull_request:46060", + "pull_request:46059|pull_request:46062", + "pull_request:46060|pull_request:46061", + "pull_request:46060|pull_request:46062", + "pull_request:46061|pull_request:46062", + "pull_request:46062|pull_request:46063" + ], + "prepared_review_unit_hash": "f402e1b6b07c90a9e2150fa8203c8c9600eece1e2b82d620ce92d10c08e1b68a", + "component_budget": { + "node_count": 7, + "item_count": 7, + "soft_pair_count": 11, + "serialized_chars": 16215, + "estimated_input_tokens": 4054, + "estimated_eval_tokens": 8364 + }, + "budget": { + "node_count": 7, + "item_count": 7, + "soft_pair_count": 11, + "serialized_chars": 16215, + "estimated_input_tokens": 4054, + "estimated_eval_tokens": 8364 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Mostly a pile of independent docs typo/article fixes. The only true duplicate-looking pair is the identical Qwen Omni typo correction in 46053 and 46063; the other soft matches are just similar grammar fixes in different files and should stay separate.", + "confidence": 0.9, + "canonical_issue_reason": null, + "canonical_pr_reason": "46053 is the best canonical PR because it has the clearest true duplicate counterpart (46063) with the exact same docs typo fix in an analogous Qwen Omni example.", + "best_issue_reason": null, + "best_pr_reason": "46053 is the strongest representative of the only real duplicate pair in this set; the rest are too loosely related to merge safely.", + "soft_edge_verdicts": [ + { + "left": "pull_request:46052", + "right": "pull_request:46053", + "accept": false, + "reason": "Different typo fixes in different model docs; same broad docs-cleanup theme, but not the same underlying change." + }, + { + "left": "pull_request:46052", + "right": "pull_request:46063", + "accept": false, + "reason": "Unrelated typo corrections in different docs examples; too weak to treat as one change." + }, + { + "left": "pull_request:46052", + "right": "pull_request:46060", + "accept": false, + "reason": "Different wording and different doc targets; both are typo fixes, but not the same concrete bug." + }, + { + "left": "pull_request:46052", + "right": "pull_request:46062", + "accept": false, + "reason": "Separate docs typo/article fixes with no shared concrete change path." + }, + { + "left": "pull_request:46053", + "right": "pull_request:46063", + "accept": true, + "reason": "Same exact typo pattern ('cant' -> 'can') in analogous Qwen Omni docs examples; clearly the same underlying docs correction." + }, + { + "left": "pull_request:46059", + "right": "pull_request:46060", + "accept": false, + "reason": "Both fix grammar, but in different tutorials and with different sentences; not the same change." + }, + { + "left": "pull_request:46059", + "right": "pull_request:46062", + "accept": false, + "reason": "Different article fixes in different model/task docs; too broad to merge as duplicates." + }, + { + "left": "pull_request:46060", + "right": "pull_request:46061", + "accept": false, + "reason": "Both are article corrections, but they touch unrelated docs and different phrases." + }, + { + "left": "pull_request:46060", + "right": "pull_request:46062", + "accept": false, + "reason": "Different article fixes in separate model docs; not the same concrete bug or patch." + }, + { + "left": "pull_request:46061", + "right": "pull_request:46062", + "accept": false, + "reason": "Same broad grammar theme only; distinct files and distinct sentences." + }, + { + "left": "pull_request:46062", + "right": "pull_request:46063", + "accept": false, + "reason": "Unrelated docs typo/article fixes; no shared concrete change." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + } + ] +} diff --git a/snapshots/20260519T060042Z/analysis-runs/hybrid-model-20260519t060042z/manifest.json b/snapshots/20260519T060042Z/analysis-runs/hybrid-model-20260519t060042z/manifest.json new file mode 100644 index 0000000000000000000000000000000000000000..817980adb647133bd51a26cd8d53dfe628bbe012 --- /dev/null +++ b/snapshots/20260519T060042Z/analysis-runs/hybrid-model-20260519t060042z/manifest.json @@ -0,0 +1,14 @@ +{ + "analysis_id": "hybrid-model-20260519t060042z", + "artifacts": { + "hybrid": "snapshots/20260519T060042Z/analysis-runs/hybrid-model-20260519t060042z/analysis-report-hybrid.json", + "hybrid_reviews": "snapshots/20260519T060042Z/analysis-runs/hybrid-model-20260519t060042z/analysis-report-hybrid.llm-reviews.json" + }, + "channel": "canonical", + "model": null, + "published_at": "2026-05-19T06:11:17Z", + "repo": "huggingface/transformers", + "schema_version": 1, + "snapshot_id": "20260519T060042Z", + "variant": "hybrid" +} diff --git a/snapshots/20260519T060042Z/manifest.json b/snapshots/20260519T060042Z/manifest.json index 2a4e941eb31560cfe80db4e80849eda372ec79dc..7f723b3d2ed17560a642a68406885fed10ae1caf 100644 --- a/snapshots/20260519T060042Z/manifest.json +++ b/snapshots/20260519T060042Z/manifest.json @@ -32,6 +32,24 @@ "timeline_events": 1702 }, "extracted_at": "2026-05-19T06:00:42Z", + "published_analysis": { + "canonical_analysis_id": "hybrid-model-20260519t060042z", + "runs": { + "hybrid-model-20260519t060042z": { + "analysis_id": "hybrid-model-20260519t060042z", + "artifacts": { + "hybrid": "snapshots/20260519T060042Z/analysis-runs/hybrid-model-20260519t060042z/analysis-report-hybrid.json", + "hybrid_reviews": "snapshots/20260519T060042Z/analysis-runs/hybrid-model-20260519t060042z/analysis-report-hybrid.llm-reviews.json" + }, + "channel": "canonical", + "manifest_path": "snapshots/20260519T060042Z/analysis-runs/hybrid-model-20260519t060042z/manifest.json", + "model": null, + "published_at": "2026-05-19T06:11:17Z", + "variant": "hybrid" + } + }, + "schema_version": 1 + }, "repo": "huggingface/transformers", "snapshot_id": "20260519T060042Z", "watermark": {