diff --git a/analysis/current/analysis-report-hybrid.json b/analysis/current/analysis-report-hybrid.json index ffbe8979860f6305cebfea1d81b0c2afdb609e3c..1b30a62c3f0a15adddedf04d65da5feb83c82943 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": "20260521T000027Z", - "generated_at": "2026-05-21T00:09:58Z", + "snapshot_id": "20260521T060133Z", + "generated_at": "2026-05-21T06:10:29Z", "evidence_quality": "full", "llm_enrichment": true, "meta_bugs": [ @@ -1376,7 +1376,7 @@ "cluster_id": "cluster-46032-3", "summary": "Cluster of 1 issues and 2 PRs centered on issue #46032.", "status": "open", - "confidence": 0.55, + "confidence": 0.75, "canonical_issue_number": 46032, "canonical_pr_number": 46084, "issue_numbers": [ @@ -1387,7 +1387,8 @@ 46098 ], "evidence_types": [ - "closing_reference" + "closing_reference", + "shared_issue_target" ], "pr_comparisons": [ { @@ -1753,6 +1754,281 @@ ] } ] + }, + { + "cluster_id": "cluster-44018-2", + "summary": "Cluster of 2 related pull requests linked by soft_similarity.", + "status": "open", + "confidence": 0.5, + "canonical_issue_number": null, + "canonical_pr_number": 44068, + "issue_numbers": [], + "pr_numbers": [ + 44018, + 44068 + ], + "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 + ] + ] + } + ] + } + ] } ], "duplicate_issues": [], @@ -1810,6 +2086,15 @@ "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, @@ -1844,7 +2129,7 @@ 46098 ], "target_issue_number": 46032, - "reason": "PRs in cluster-46032-3 are treated as duplicates because they converge on issue #46032 with closing_reference evidence." + "reason": "PRs in cluster-46032-3 are treated as duplicates because they converge on issue #46032 with closing_reference, shared_issue_target evidence." }, { "cluster_id": "cluster-46100-2", diff --git a/analysis/current/analysis-report-hybrid.llm-reviews.json b/analysis/current/analysis-report-hybrid.llm-reviews.json index 85ac0ab603f93485f61eb4df80ff7d02f027606b..5e87fbcac972c44975d537f6e0bb68000932c5af 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": "20260521T000027Z", - "generated_at": "2026-05-21T00:09:58Z", + "snapshot_id": "20260521T060133Z", + "generated_at": "2026-05-21T06:10:29Z", "model": "gpt-5.4-mini?service_tier=flex", "reviews": [ { @@ -32,13 +32,13 @@ "issue:42915", "issue:43039", "issue:43425", + "issue:43531", "issue:43541", "issue:43596", "issue:43638", "issue:43716", "issue:43827", "issue:43828", - "issue:43854", "issue:43866", "issue:43901", "issue:43975", @@ -132,385 +132,391 @@ "issue:44863|issue:46015", "issue:43866|issue:44863", "issue:44292|issue:46015", - "issue:43854|issue:43866", - "issue:41093|issue:43638" + "issue:41093|issue:43638", + "issue:39290|issue:43531" ], - "prepared_review_unit_hash": "a3eeb8ada8644032887c645901ae2f9457b585b34cbde5615e9c3b05b67199cc", + "prepared_review_unit_hash": "10adfe7ce5098f671bc125746c54673039364119d118bf973d59d91fcae71816", "component_budget": { "node_count": 413, "item_count": 413, - "soft_pair_count": 1543, - "serialized_chars": 796418, - "estimated_input_tokens": 199105, - "estimated_eval_tokens": 398466 + "soft_pair_count": 1541, + "serialized_chars": 795721, + "estimated_input_tokens": 198931, + "estimated_eval_tokens": 398118 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 66, - "serialized_chars": 47556, - "estimated_input_tokens": 11889, - "estimated_eval_tokens": 24034 + "serialized_chars": 47537, + "estimated_input_tokens": 11885, + "estimated_eval_tokens": 24026 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "Mostly a heterogeneous issue set, but three real duplicate families stand out: the AutoTokenizer v5 token-ID regression, the ZeRO-3 Bert index-0 initialization failure, and a Qwen3_5Moe rotary-embedding offload/materialization bug. The rest are unrelated or only loosely similar.", - "confidence": 0.72, - "canonical_issue_reason": "issue:45920 is the best representative issue: it states the broadest form of the tokenizer regression, subsuming the Granite-only report and matching the cross-model v5 token-ID breakage family.", + "summary": "This cluster is mostly noisy and spans unrelated issues. The only clear duplicate groups are the DeepSpeed ZeRO-3 load failures around index-0/out-of-bounds and the AutoTokenizer v4\u2192v5 token-ID regression; most other pairs only share a broad subsystem or a docs theme, not the same underlying bug.", + "confidence": 0.83, + "canonical_issue_reason": "issue:45920 is the broadest and most representative report of the shared AutoTokenizer v5 token-ID regression, covering multiple model families and subsuming the narrower Granite-specific report.", "canonical_pr_reason": null, - "best_issue_reason": "issue:45920 has the widest scope and clearest user impact among the true duplicate candidates, so it is the strongest canonical issue for this cluster.", + "best_issue_reason": "issue:45920 is the best cluster representative: it captures the clearest cross-model user-facing regression and has the widest scope among the issues here.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:44322", "right": "issue:45464", "accept": false, - "reason": "Different failures: a missing config attribute in Qwen3.5 vs a chat/streaming inference API crash." + "reason": "Different model/config error vs streaming API failure; no shared code path." }, { "left": "issue:45237", "right": "issue:45685", "accept": false, - "reason": "Different models and backends: GPT-OSS on AMD GPUs vs an MPS histogram op limitation." + "reason": "Different hardware/backend failures in different models; not the same bug." }, { "left": "issue:43716", "right": "issue:45237", "accept": false, - "reason": "Different code paths: Mistral-3 image preprocessor/model dtype mismatch vs GPT-OSS AMD GPU failure." + "reason": "Image-preprocessor dtype mismatch vs AMD GPU failure in GPT-OSS; unrelated." }, { "left": "issue:43828", "right": "issue:45237", "accept": false, - "reason": "Both are dtype/device problems, but for different models and symptoms; not the same underlying bug." + "reason": "Autocast dtype mismatch in Phi MoE is not the same as GPT-OSS-on-AMD failure." }, { "left": "issue:45237", "right": "issue:45507", "accept": false, - "reason": "GPT-OSS AMD backend failure and GraniteMoEHybrid invalid-method error are unrelated." + "reason": "Different model families and different failure modes." }, { "left": "issue:44292", "right": "issue:45237", "accept": false, - "reason": "Different models and failures: Qwen3 NVFP4 runtime vs GPT-OSS on AMD GPUs." + "reason": "Qwen NVFP4 error and GPT-OSS AMD issue are distinct." }, { "left": "issue:30277", "right": "issue:35545", "accept": false, - "reason": "DeepSpeed collective-mismatch training bug vs ModernBERT ONNX export error are unrelated." + "reason": "DeepSpeed collective mismatch vs ONNX export error; unrelated." }, { "left": "issue:35545", "right": "issue:42915", "accept": false, - "reason": "ModernBERT export problem and Qwen3Moe FP8 failure are different bugs." + "reason": "ONNX export and Qwen3-MoE FP8 failure are different bugs." }, { "left": "issue:35545", "right": "issue:41720", "accept": false, - "reason": "ONNX export failure and Qwen3 auto-device-map cuda assert are different code paths." + "reason": "Different subsystems and different failures." }, { "left": "issue:45901", "right": "issue:46015", "accept": false, - "reason": "Table QA runtime crash vs outdated RAG documentation are unrelated." + "reason": "Table QA crash vs outdated RAG docs; not the same issue." }, { "left": "issue:44509", "right": "issue:44512", "accept": false, - "reason": "Both are docs cleanups for v5 removals, but they cover different removed topics and different pages." + "reason": "Both are docs cleanups for v5, but they target different removed items and could not be merged as one concrete fix." }, { "left": "issue:35545", "right": "issue:36010", "accept": false, - "reason": "Model export issue vs GenerationMixin import break; not the same bug." + "reason": "ONNX export problem vs GenerationMixin import error; unrelated." }, { "left": "issue:44805", "right": "issue:45823", "accept": false, - "reason": "Mask/index shape mismatch during loading vs Gemma4 PLE device mismatch are different failures." + "reason": "Both mention shape/device problems, but the underlying bugs are different." }, { "left": "issue:43638", "right": "issue:44805", "accept": false, - "reason": "Both mention index-related errors, but one is ZeRO-3 Bert initialization and the other is a mask/tensor shape mismatch." + "reason": "ZeRO-3 load bug vs mask/tensor shape mismatch; different failures." }, { "left": "issue:43596", "right": "issue:44805", "accept": false, - "reason": "Different error signatures and model paths; not the same underlying issue." + "reason": "Different error signature and different code path." }, { "left": "issue:44805", "right": "issue:45161", "accept": false, - "reason": "Mask shape mismatch and GPT-OSS tensor-parallel failure are unrelated." + "reason": "Mask shape error vs GPT-OSS tensor-parallel issue; unrelated." }, { "left": "issue:44805", "right": "issue:44918", "accept": false, - "reason": "Different symptoms and subsystems: mask indexing error vs TRL SFT embedding unpacking failure." + "reason": "Shape mismatch error vs TRL input-embedding unpacking bug; different issues." }, { "left": "issue:34634", "right": "issue:35545", "accept": false, - "reason": "BarkProcessor voice_preset bug is unrelated to ModernBERT ONNX export." + "reason": "Processor voice preset bug vs ONNX export; unrelated." }, { "left": "issue:30277", "right": "issue:43638", "accept": false, - "reason": "Both involve DeepSpeed ZeRO-3, but the concrete failures differ: collective mismatch vs Bert index-0 out-of-bounds." + "reason": "Different DeepSpeed errors and different model contexts." }, { "left": "issue:43596", "right": "issue:43638", "accept": true, - "reason": "Same ZeRO-3/Bert index-0-out-of-bounds failure during model init/training; these look like duplicate reports of the same bug." + "reason": "Same DeepSpeed ZeRO-3 index-0-out-of-bounds/size-0 load-time failure; same underlying bug." }, { "left": "issue:43039", "right": "issue:45161", "accept": false, - "reason": "Liger Kernel cross-entropy routing and GPT-OSS tensor parallel issues are different bugs." + "reason": "Liger cross-entropy dispatch vs GPT-OSS TP failure; not the same bug." }, { "left": "issue:43975", "right": "issue:44457", "accept": false, - "reason": "Incorrect detokenization and LoRA merge/save/reload mismatch are unrelated." + "reason": "Detokenization regression vs LoRA merge/save mismatch; different problems." }, { "left": "issue:44292", "right": "issue:44457", "accept": false, - "reason": "Qwen3 NVFP4 runtime failure and LoRA merge consistency issue are unrelated." + "reason": "NVFP4 runtime error vs LoRA save/load inconsistency; unrelated." }, { "left": "issue:34928", "right": "issue:44805", "accept": false, - "reason": "Activation-checkpointing/FSDP recompute mismatch is different from the mask-shape indexing error." + "reason": "FSDP activation-checkpointing mismatch vs mask/tensor shape mismatch; different bugs." }, { "left": "issue:24643", "right": "issue:30277", "accept": false, - "reason": "DeepSpeed training weight-shape error and ZeRO-3 collective mismatch are different concrete failures." + "reason": "Both involve DeepSpeed, but the failure modes and affected paths differ." }, { "left": "issue:45859", "right": "issue:45902", - "accept": true, - "reason": "Same Qwen3_5MoeTextRotaryEmbedding device/offload bug; one report hits forward compatibility, the other hits inv_freq materialization." + "accept": false, + "reason": "Same module family, but CPU-offload incompatibility and meta-to_empty uninitialized-memory are distinct failures." }, { "left": "issue:43638", "right": "issue:45161", "accept": false, - "reason": "Bert ZeRO-3 index error and GPT-OSS TP failure are unrelated." + "reason": "ZeRO-3 load error vs tensor-parallel model issue; unrelated." }, { - "left": "issue:43827", - "right": "issue:44512", + "left": "issue:34928", + "right": "issue:36331", + "accept": false, + "reason": "Activation-checkpointing/FSDP bug vs trainer signature mismatch; different code paths." + }, + { + "left": "issue:43596", + "right": "issue:45161", "accept": false, - "reason": "Both are docs changes tied to v5 removals, but they concern different removed items and are not the same change." + "reason": "Zero3 loading failure and GPT-OSS TP failure are unrelated." }, { "left": "issue:43716", "right": "issue:45507", "accept": false, - "reason": "Different model families and error modes: Mistral-3 dtype mismatch vs GraniteMoEHybrid invalid method." + "reason": "Different models and different error classes." }, { "left": "issue:39290", "right": "issue:45081", "accept": false, - "reason": "Gemma3/vLLM missing-config error and Mistral tokenizer regex patch crash are unrelated." + "reason": "Both are model/tokenizer regressions, but the specific code paths and failures are different." }, { "left": "issue:45823", "right": "issue:45874", "accept": false, - "reason": "Gemma4 device mismatch and expensive reverse embedding lookup are different forward-pass issues." + "reason": "Both are Gemma4 issues, but one is device placement and the other is reverse embedding lookup; not the same bug." }, { "left": "issue:43425", "right": "issue:44292", "accept": false, - "reason": "Torch version incompatibility and Qwen3 NVFP4 runtime failure are unrelated." + "reason": "General Torch compatibility issue vs a model-specific NVFP4 runtime error." }, { "left": "issue:43828", "right": "issue:45161", "accept": false, - "reason": "Autocast dtype mismatch and GPT-OSS tensor-parallel failure are not the same bug." + "reason": "Autocast dtype mismatch vs tensor-parallel failure; different bugs." }, { "left": "issue:44918", "right": "issue:45161", "accept": false, - "reason": "TRL SFT embedding unpacking and GPT-OSS TP failures are unrelated." + "reason": "TRL SFT embedding unpacking bug vs GPT-OSS TP bug; unrelated." }, { "left": "issue:43716", + "right": "issue:45685", + "accept": false, + "reason": "Different model/backend failures." + }, + { + "left": "issue:43828", "right": "issue:44292", "accept": false, - "reason": "Different models and mechanisms: Mistral-3 image dtype mismatch vs Qwen3 NVFP4 runtime error." + "reason": "Different models and different runtime issues." + }, + { + "left": "issue:43541", + "right": "issue:43716", + "accept": false, + "reason": "Torch Dynamo grouped_mm tracing error vs dtype mismatch in vision preprocessing; unrelated." }, { - "left": "issue:45507", + "left": "issue:43828", "right": "issue:45685", "accept": false, - "reason": "GraniteMoEHybrid invalid method and MPS histogram limitation are unrelated." + "reason": "Autocast dtype mismatch and MPS histogram limitation are different bugs." }, { - "left": "issue:44292", - "right": "issue:44918", + "left": "issue:44560", + "right": "issue:45685", "accept": false, - "reason": "Qwen3 NVFP4 runtime failure and TRL SFT embedding unpacking are different problems." + "reason": "Video processor StopIteration vs MPS Int histogram error; unrelated." }, { "left": "issue:43039", - "right": "issue:44918", + "right": "issue:43828", "accept": false, - "reason": "Liger Kernel cross_entropy routing and TRL SFT embedding unpacking are unrelated." + "reason": "Liger kernel cross-entropy routing vs autocast dtype mismatch; not the same bug." }, { - "left": "issue:41762", - "right": "issue:43638", + "left": "issue:30277", + "right": "issue:36331", "accept": false, - "reason": "Gemma3 ZeRO-3 load failure and Bert ZeRO-3 index error share the backend but not the same concrete bug." + "reason": "Collective mismatch vs trainer signature change; unrelated." }, { - "left": "issue:43827", + "left": "issue:45237", + "right": "issue:46015", + "accept": false, + "reason": "GPU/model runtime bug vs outdated docs example." + }, + { + "left": "issue:34928", + "right": "issue:36010", + "accept": false, + "reason": "FSDP checkpointing issue vs import error; unrelated." + }, + { + "left": "issue:43039", + "right": "issue:44805", + "accept": false, + "reason": "Liger kernel dispatch bug vs tensor mask shape mismatch; different failures." + }, + { + "left": "issue:41762", + "right": "issue:43596", + "accept": true, + "reason": "Same DeepSpeed ZeRO-3 load-time index-0-out-of-bounds/size-0 bug across models." + }, + { + "left": "issue:43901", "right": "issue:44512", "accept": false, - "reason": "Documentation removals for different v5-deprecated features are not the same issue." + "reason": "Different documentation topics and different removed behaviors." }, { "left": "issue:39290", "right": "issue:41720", "accept": false, - "reason": "Gemma3TextConfig missing attribute under vLLM and Qwen3 auto-device-map cuda assert are different failures." + "reason": "Different model families and different failures." }, { "left": "issue:45237", "right": "issue:45901", "accept": false, - "reason": "GPT-OSS AMD GPU failure and table QA crash are unrelated." + "reason": "Different model/runtime bug vs table QA crash." }, { "left": "issue:44841", "right": "issue:45823", "accept": false, - "reason": "Processor failure for Voxtral and Gemma4 device mismatch are different bugs." + "reason": "Processor failure for Voxtral vs Gemma4 device mismatch; unrelated." }, { - "left": "issue:43854", - "right": "issue:43866", + "left": "issue:43039", + "right": "issue:44560", "accept": false, - "reason": "Model-load test failure and checkpoint corruption are different root causes." + "reason": "Liger kernel issue vs video embedding StopIteration; different bugs." }, { - "left": "issue:43039", - "right": "issue:44560", + "left": "issue:43975", + "right": "issue:46015", "accept": false, - "reason": "Liger Kernel cross_entropy issue and Qwen3-vl StopIteration are unrelated." + "reason": "Model detokenization bug vs docs cleanup; unrelated." }, { "left": "issue:45812", "right": "issue:45920", "accept": true, - "reason": "Same AutoTokenizer v5 token-ID regression; 45920 is the broader cross-model report and 45812 is a Granite-specific manifestation." + "reason": "Same v4\u2192v5 AutoTokenizer token-ID regression; 45920 is the broader umbrella report." }, { "left": "issue:44863", "right": "issue:46015", "accept": false, - "reason": "NemotronH checkpoint loading and outdated RAG examples are unrelated." + "reason": "Checkpoint loading bug vs docs example cleanup; unrelated." }, { "left": "issue:43866", "right": "issue:44863", "accept": false, - "reason": "Checkpoint corruption and NemotronH loading failure are different bugs." + "reason": "Corrupted checkpoint vs model implementation load failure; different problems." }, { "left": "issue:44292", "right": "issue:46015", "accept": false, - "reason": "Qwen3 NVFP4 runtime failure and outdated RAG examples are unrelated." - }, - { - "left": "issue:43854", - "right": "issue:44863", - "accept": false, - "reason": "GLM unit-test load failure and NemotronH checkpoint loading are different model-specific issues." - }, - { - "left": "issue:43425", - "right": "issue:44292", - "accept": false, - "reason": "Torch 2.10 incompatibility and Qwen3 NVFP4 runtime failure are unrelated." - }, - { - "left": "issue:43828", - "right": "issue:46015", - "accept": false, - "reason": "Autocast dtype mismatch and outdated docs are unrelated." + "reason": "Runtime error for Qwen-3 NVFP4 vs docs cleanup; unrelated." }, { "left": "issue:41093", "right": "issue:43638", "accept": false, - "reason": "Mask/tensor shape mismatch and Bert ZeRO-3 index error are different failures." - }, - { - "left": "issue:44805", - "right": "issue:46015", - "accept": false, - "reason": "Mask shape mismatch runtime bug and outdated RAG docs are unrelated." - }, - { - "left": "issue:43975", - "right": "issue:46015", - "accept": false, - "reason": "Incorrect detokenization and outdated RAG docs are unrelated." - }, - { - "left": "issue:45507", - "right": "issue:46015", - "accept": false, - "reason": "GraniteMoEHybrid invalid method and outdated RAG docs are unrelated." + "reason": "Mask/tensor shape mismatch vs ZeRO-3 index error; different bugs." }, { - "left": "issue:43828", - "right": "issue:46015", + "left": "issue:39290", + "right": "issue:43531", "accept": false, - "reason": "Autocast dtype mismatch and outdated docs are unrelated." + "reason": "Both mention sliding-window behavior, but the model/config failures are not the same underlying issue." } ] }, "evaluator_result": { "accept": true, - "feedback": "Grounded overall. The canonical issue choice is supported by the packet, and the three accepted soft-edge families are conservatively stated. I didn\u2019t see any overclaiming that would require rejection." + "feedback": "The cluster summary is grounded in the packet, and the accepted soft-edge matches are conservative. The representative issue choice (45920) is supported by the packet as the broadest AutoTokenizer v5 token-ID regression report, and the other verdicts avoid overclaiming beyond the available evidence." }, "evaluator_used": true, "retried": false, @@ -537,7 +543,6 @@ "issue:40990", "issue:41093", "issue:41762", - "issue:42915", "issue:43054", "issue:43296", "issue:43366", @@ -551,6 +556,7 @@ "issue:43716", "issue:43792", "issue:43828", + "issue:43854", "issue:43866", "issue:43975", "issue:43994", @@ -581,7 +587,7 @@ "issue:45902" ], "soft_pairs": [ - "issue:39290|issue:43531", + "issue:43854|issue:43866", "issue:43792|issue:45901", "issue:43425|issue:45070", "issue:43596|issue:45800", @@ -618,278 +624,274 @@ "issue:43404|issue:45005", "issue:43645|issue:45399", "issue:40990|issue:44960", - "issue:44530|issue:45005", - "issue:42915|issue:45399" + "issue:44530|issue:45005" ], - "prepared_review_unit_hash": "4936bd8c98f8ed01108cfa943c26888e01b1029991f0386aa9898fc646a11ec1", + "prepared_review_unit_hash": "eea11eb37cad7118242e59248aecde14f6d6c7ff80e1526d1c05513fb79d927f", "component_budget": { "node_count": 413, "item_count": 413, - "soft_pair_count": 1543, - "serialized_chars": 796418, - "estimated_input_tokens": 199105, - "estimated_eval_tokens": 398466 + "soft_pair_count": 1541, + "serialized_chars": 795721, + "estimated_input_tokens": 198931, + "estimated_eval_tokens": 398118 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 39, - "serialized_chars": 39061, - "estimated_input_tokens": 9766, - "estimated_eval_tokens": 19788 + "soft_pair_count": 38, + "serialized_chars": 38799, + "estimated_input_tokens": 9700, + "estimated_eval_tokens": 19656 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is a loose grab bag of mostly unrelated Transformers issues across different models, runtimes, and error modes. None of the soft pairs look like true duplicates, so no merge candidates are strong.", - "confidence": 0.92, - "canonical_issue_reason": "issue:45070 is the broadest regression-style report in the set, so it is the best anchor if one must choose a representative issue; however, it is not a true duplicate of the others.", + "summary": "This set is mostly heterogeneous, with one plausible duplicate cluster around `trust_remote_code` / custom-module loading and many unrelated model- or backend-specific bugs. I would only merge the custom-module loading pair; the rest are too different in symptom or code path to treat as duplicates.", + "confidence": 0.59, + "canonical_issue_reason": "`issue:45698` is the clearest umbrella for the only strong duplicate-like theme here: `from_pretrained` loading the wrong custom module after `save_pretrained`. It is broader and more representative than the leaf-directory collision report.", "canonical_pr_reason": null, - "best_issue_reason": "issue:45070 is the most general, framework-level failure among the issues, making it the best overall representative for this heterogeneous cluster.", + "best_issue_reason": "`issue:45698` is the best representative issue for triage because it states the broader load-resolution failure and would subsume the more specific cache-path collision symptom.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:39290", - "right": "issue:43531", + "left": "issue:43854", + "right": "issue:43866", "accept": false, - "reason": "Both mention sliding-window behavior, but they are different models and different failure surfaces (Gemma3/vLLM config attribute vs Qwen3-MoE sliding_window handling)." + "reason": "Both are model-loading failures, but one is a GLM-4.7-Flash unit-test load problem and the other is a corrupted Ovis2 checkpoint; different underlying causes." }, { "left": "issue:43792", "right": "issue:45901", "accept": false, - "reason": "Whisper runtime failure and table-question-answering crash are unrelated subsystems and error paths." + "reason": "Whisper inference failure vs table-question-answering crash; unrelated models and code paths." }, { "left": "issue:43425", "right": "issue:45070", "accept": false, - "reason": "One is a Torch version compatibility complaint, the other is a PretrainedConfig/pydantic regression; same release family but not the same bug." + "reason": "Torch version compatibility complaint vs pydantic `PretrainedConfig` field regression; not the same bug." }, { "left": "issue:43596", "right": "issue:45800", "accept": false, - "reason": "Both are compatibility/loading problems, but one is DeepSpeed ZeRO-3 with BertModel and the other is a torch/transformers version mismatch; not the same concrete defect." + "reason": "DeepSpeed ZeRO-3 index error vs torch/transformers version incompatibility; different failure modes." }, { "left": "issue:43975", "right": "issue:45901", "accept": false, - "reason": "Detokenization for DeepSeek Coder and a table QA crash are unrelated model/task failures." + "reason": "Detokenization bug vs table QA task crash; no shared underlying defect." }, { "left": "issue:43792", "right": "issue:45070", "accept": false, - "reason": "Whisper cannot run and a v5.4.0 config-field regression are different code paths and symptoms." + "reason": "Whisper runtime failure and pydantic config break are unrelated." }, { "left": "issue:45362", "right": "issue:45464", "accept": false, - "reason": "Qwen3.5 chat crash and streaming inference on Qwen3.5-0.8B may share a model family, but the failure modes are different enough that they do not look like the same bug." + "reason": "Both mention Qwen3.5 chat, but one is a 35B `transformers chat` crash and the other is a streaming `chat/completions` API issue on 0.8B; not clearly the same code path." }, { "left": "issue:44291", "right": "issue:45901", "accept": false, - "reason": "Unexpected _is_hf_initialized argument during init_empty_weights is a model construction issue, while table QA crashes in a separate task flow." + "reason": "`init_empty_weights` argument handling vs table QA crash; different subsystems." }, { "left": "issue:39290", "right": "issue:45823", "accept": false, - "reason": "Gemma3 sliding-window attribute failure and Gemma4 device mismatch are distinct bugs in different model generations." + "reason": "Gemma3 sliding-window attribute error vs Gemma4 PLE device mismatch; same family but different bugs." }, { "left": "issue:43404", "right": "issue:43866", "accept": false, - "reason": "Untied lm_head weights in Mistral3 and a corrupted Ovis2 checkpoint are not the same underlying problem." + "reason": "Untied `lm_head` in Mistral3 vs corrupted Ovis2 checkpoint; unrelated." }, { "left": "issue:45464", "right": "issue:45685", "accept": false, - "reason": "Streaming chat failure on Qwen3.5-0.8B and an MPS histogram Int error in moe code are unrelated runtime paths." + "reason": "Streaming chat/completions failure vs MoE MPS histogram op issue; different surfaces and causes." }, { "left": "issue:43541", "right": "issue:45685", "accept": false, - "reason": "Torch dynamo tracing on Mixtral float32 and an MPS moe histogram error are different execution environments and errors." + "reason": "Grouped-MM tracing error vs MPS `histogram_mps` not implemented; unrelated runtime problems." }, { "left": "issue:43541", "right": "issue:43828", "accept": false, - "reason": "Both involve dtype/runtime behavior, but Mixtral tracing failures and Phi-tiny-MoE autocast mismatch are different concrete bugs." + "reason": "Both are MoE/precision-related, but one is torch dynamo tracing on grouped_mm and the other is an autocast dtype mismatch; not the same bug." }, { "left": "issue:44841", "right": "issue:45084", "accept": false, - "reason": "Processor failure for Voxtral and a template-compilation TypeError are separate components and failure modes." + "reason": "Voxtral processor failure vs template-node compilation error; no common code path." }, { "left": "issue:36010", "right": "issue:39290", "accept": false, - "reason": "Importing GenerationMixin from transformers.generation and a Gemma3 sliding-window attribute error are unrelated API regressions." + "reason": "`GenerationMixin` import break vs Gemma3 vLLM config attribute break; unrelated." }, { "left": "issue:45800", "right": "issue:45823", "accept": false, - "reason": "Torch/transformers compatibility and Gemma4 device_map mismatch are different bugs, even though both are version-related." + "reason": "General torch/transformers incompatibility vs Gemma4 device-map mismatch; different problems." }, { "left": "issue:41093", "right": "issue:41762", "accept": false, - "reason": "Both are IndexError reports, but one is a mask length mismatch and the other is a zero-sized tensor access during Gemma3 loading; not the same root cause." + "reason": "Both are indexing errors, but one is a mask/tensor length mismatch and the other is a zero-sized index during Gemma3+ZeRO-3 loading; not the same defect." }, { "left": "issue:43296", "right": "issue:43366", "accept": false, - "reason": "PaddleOCR-VL loading in vLLM and GGUF gpt-oss support are different feature gaps and code paths." + "reason": "PaddleOCR-VL load failure vs GGUF architecture support request; unrelated." }, { "left": "issue:43572", "right": "issue:45070", "accept": false, - "reason": "Missing pad_token_idx in StableLmConfig and a pydantic PretrainedConfig regression are different config issues." + "reason": "Missing `pad_token_idx` in StableLmConfig vs pydantic field regression; different config bugs." }, { "left": "issue:43541", "right": "issue:45161", "accept": false, - "reason": "Torch dynamo grouped_mm tracing errors and GPT-OSS MoE TP-only issues are not the same failure." + "reason": "Mixtral tracing error vs GPT-OSS MoE tensor-parallel issue; same broad area, different concrete failures." }, { "left": "issue:44387", "right": "issue:45005", "accept": false, - "reason": "Int4 OOM due to higher CUDA reserved memory and tied-weights translation model regressions are different problems." + "reason": "Int4 memory regression vs tied-weights translation-model issue; unrelated." }, { "left": "issue:43828", "right": "issue:45464", "accept": false, - "reason": "Phi-tiny-MoE autocast dtype mismatch and Qwen3.5 streaming API failure are different symptoms and paths." + "reason": "Autocast dtype mismatch on Phi-tiny-MoE vs Qwen3.5 streaming API failure; not the same bug." }, { "left": "issue:44291", "right": "issue:45070", "accept": false, - "reason": "init_empty_weights unexpected argument and PretrainedConfig pydantic breakage are distinct initialization vs config serialization issues." + "reason": "`init_empty_weights` constructor argument error vs pydantic config-field break; different implementation areas." }, { "left": "issue:43366", "right": "issue:45464", "accept": false, - "reason": "GGUF architecture support and chat/completions streaming failure are unrelated feature/runtime issues." + "reason": "GGUF gpt-oss support request vs Qwen3.5 chat streaming failure; unrelated." }, { "left": "issue:45020", "right": "issue:45800", "accept": false, - "reason": "Remote-code breakage and torch/transformers incompatibility are both broad regressions but not the same underlying bug." + "reason": "Remote-code model breakage vs torch version incompatibility; too broad and not the same root cause." }, { "left": "issue:43531", "right": "issue:45070", "accept": false, - "reason": "Qwen3-MoE sliding_window behavior and v5.4.0 pydantic config breakage are different issue classes." + "reason": "Qwen3-MoE sliding-window bug vs pydantic config regression; unrelated." }, { "left": "issue:43541", "right": "issue:44589", "accept": false, - "reason": "Mixtral torch dynamo tracing and missing Float8 storage are unrelated runtime/back-end failures." + "reason": "Dynamo tracing error vs missing Float8 storage object; different runtime paths." }, { "left": "issue:41093", "right": "issue:43596", "accept": false, - "reason": "Mask-shape mismatch and DeepSpeed ZeRO-3 zero-sized index access are both indexing errors, but not the same bug." + "reason": "Mask-shape mismatch vs zero-sized-index with ZeRO-3; both are indexing errors but not the same bug." }, { "left": "issue:43054", "right": "issue:43994", "accept": false, - "reason": "Siglip2 embedding quality degradation and Siglip2 nonsensical results with AutoModel/pipeline are related models but different reported defects." + "reason": "Both concern Siglip2, but one reports worse text embeddings and the other reports nonsensical AutoModel/pipeline outputs; similar theme, not clearly the same underlying defect." }, { "left": "issue:45542", "right": "issue:45800", "accept": false, - "reason": "TensorBoard-without-TensorFlow backend error and torch/transformers incompatibility are unrelated environment issues." + "reason": "TensorBoard/TensorFlow backend issue vs torch/transformers incompatibility; unrelated." }, { "left": "issue:45759", "right": "issue:45902", "accept": false, - "reason": "Composite Qwen config unwrapping in from_config and Qwen3.5 Moe rotary embedding uninitialized memory are different code paths." + "reason": "Composite Qwen config unwrapping vs uninitialized memory in rotary embedding after `to_empty`; different code paths." }, { "left": "issue:43716", "right": "issue:44918", "accept": false, - "reason": "Mistral-3 image preprocessor dtype mismatch and Qwen3.5 embedding unpacking in TRL SFT trainer are distinct model/integration bugs." + "reason": "Mistral-3 image-preprocessor dtype mismatch vs Qwen3.5 embedding unpacking with TRL SFT trainer; unrelated." }, { "left": "issue:39186", "right": "issue:44918", "accept": false, - "reason": "FSDP weight dimensionality failure and Qwen3.5 embedding unpacking in TRL are unrelated training bugs." + "reason": "FSDP weight-dimension error vs Qwen3.5 embedding unpacking issue; different failures." }, { "left": "issue:45632", "right": "issue:45698", - "accept": false, - "reason": "Both concern model loading/saving and custom code, but one is a cache-path collision for local leaf names and the other is loading the wrong custom module after save_pretrained; not the same concrete defect." + "accept": true, + "reason": "Both describe the same custom-module load-resolution problem around `trust_remote_code` / `from_pretrained`, where the wrong local module is selected after save/load and cache-path handling collides." }, { "left": "issue:43404", "right": "issue:45005", "accept": false, - "reason": "Untied lm_head weights in Mistral3 and translation-model tied-weights issues are similar in theme but not the same model or code path." + "reason": "Both touch tied weights, but one is a Mistral3 multimodal `lm_head` issue and the other is a broader translation-model regression; not enough evidence they are the same bug." }, { "left": "issue:43645", "right": "issue:45399", "accept": false, - "reason": "Custom-model notebook initialization in v5 and flash-attn2 fallback blocking are unrelated regressions." + "reason": "Custom-model/Jupyter breakage vs flash-attn fallback gating; unrelated." }, { "left": "issue:40990", "right": "issue:44960", "accept": false, - "reason": "High perplexity on gpt-oss-20b and a GLM5 issue are different model-specific evaluation/load problems." + "reason": "GPT-OSS perplexity regression vs GLM5 issue; different models and symptoms." }, { "left": "issue:44530", "right": "issue:45005", "accept": false, - "reason": "PagedAttentionCache linear_attention error on Qwen3.5 models and tied-weights translation regressions are unrelated subsystems." - }, - { - "left": "issue:42915", - "right": "issue:45399", - "accept": false, - "reason": "Qwen3Moe FineGrainedFP8 failure and flash-attn2 fallback gating are separate quantization vs backend-selection issues." + "reason": "PagedAttentionCache group-type crash on Qwen3.5 vs tied-weights translation regression; unrelated." } ] }, - "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:45632 \u2194 issue:45698, is well supported by the titles and aligns with the shared trust_remote_code/from_pretrained custom-module loading theme. The remaining verdicts are appropriately cautious and do not overstate duplicate evidence." + }, + "evaluator_used": true, "retried": false, - "accepted_nontrivial_soft_edge": false, + "accepted_nontrivial_soft_edge": true, "error_kind": null, "error_message": null }, @@ -944,8 +946,9 @@ "issue:44928", "issue:45005", "issue:45020", - "issue:45237", + "issue:45399", "issue:45507", + "issue:45520", "issue:45663", "issue:45685", "issue:45701", @@ -955,6 +958,7 @@ "issue:45902" ], "soft_pairs": [ + "issue:42915|issue:45399", "issue:44360|issue:44512", "issue:43873|issue:45005", "issue:44863|issue:45005", @@ -963,13 +967,13 @@ "issue:43975|issue:44292", "issue:44292|issue:45507", "issue:43950|issue:44534", - "issue:39692|issue:43054", "issue:43644|issue:43950", + "issue:39692|issue:43054", "issue:43828|issue:44928", "issue:36331|issue:41762", "issue:41628|issue:45800", - "issue:43866|issue:44403", "issue:43950|issue:45902", + "issue:43866|issue:44403", "issue:43872|issue:44589", "issue:38175|issue:43054", "issue:41553|issue:43883", @@ -979,9 +983,9 @@ "issue:41553|issue:43881", "issue:42947|issue:44387", "issue:44403|issue:44451", - "issue:43054|issue:43493", "issue:43643|issue:45020", - "issue:43975|issue:45237", + "issue:43054|issue:43493", + "issue:43975|issue:45520", "issue:44403|issue:44488", "issue:42947|issue:43856", "issue:41762|issue:42915", @@ -989,238 +993,244 @@ "issue:43881|issue:43883", "issue:43824|issue:43872" ], - "prepared_review_unit_hash": "ad4d1df7ac8ba7a05adc15f0fab17c7d5c375cebb525d441360d20b464df7354", + "prepared_review_unit_hash": "694d9da7f00ac3b44519d79057fcef3827079591ac29ce0e3a7e27cd18bfa09c", "component_budget": { "node_count": 413, "item_count": 413, - "soft_pair_count": 1543, - "serialized_chars": 796418, - "estimated_input_tokens": 199105, - "estimated_eval_tokens": 398466 + "soft_pair_count": 1541, + "serialized_chars": 795721, + "estimated_input_tokens": 198931, + "estimated_eval_tokens": 398118 }, "budget": { - "node_count": 47, - "item_count": 47, - "soft_pair_count": 33, - "serialized_chars": 36678, - "estimated_input_tokens": 9170, - "estimated_eval_tokens": 18596 + "node_count": 48, + "item_count": 48, + "soft_pair_count": 34, + "serialized_chars": 37608, + "estimated_input_tokens": 9402, + "estimated_eval_tokens": 19060 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This set contains several unrelated issue families. The only clear duplicates are the non-persistent buffer regression reports, plus a likely remote_code/config-loading regression pair. Most other soft pairs are broad subsystem similarities but not the same concrete bug.", - "confidence": 0.86, - "canonical_issue_reason": "issue:43950 is the clearest umbrella report: it precisely states the non-persistent-buffer regression in v5 and is broad enough to cover the related follow-ups.", + "summary": "This cluster is mostly a grab-bag of unrelated Transformers issues, but there is one clear duplicate family around non-persistent buffer corruption/junk in v5 loading and materialization paths.", + "confidence": 0.81, + "canonical_issue_reason": "Issue 43950 is the clearest and most representative report of the non-persistent-buffer regression, with the strongest overlap to the other accepted duplicates.", "canonical_pr_reason": null, - "best_issue_reason": "issue:43950 is the strongest representative issue overall because it is concrete, well-scoped, and directly matches multiple related reports.", + "best_issue_reason": "43950 best represents the duplicate subcluster because it names the regression precisely and matches the other buffer-corruption reports most directly.", "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "issue:42915", + "right": "issue:45399", + "accept": false, + "reason": "Different failures: FineGrainedFP8Config handling vs flash-attn fallback gating when fa2 is absent." + }, { "left": "issue:44360", "right": "issue:44512", "accept": false, - "reason": "Different problems: DSA indexer behavior vs docs mentioning a removed command." + "reason": "Unrelated: DSA indexer ReLU discussion vs a docs command reference removed in v5." }, { "left": "issue:43873", "right": "issue:45005", "accept": false, - "reason": "Both touch quantization/weights, but the titles point to different failures and code paths." + "reason": "Quantization/offloading bug vs tied-weights translation-model issue; no shared code-path." }, { "left": "issue:44863", "right": "issue:45005", "accept": false, - "reason": "Checkpoint loading failure is unrelated to tied-weights behavior." + "reason": "Checkpoint loading failure for NemotronH vs translation tied-weights regression; different problems." }, { "left": "issue:44492", "right": "issue:44512", "accept": false, - "reason": "A typo in cache strategy docs is unrelated to the run-command documentation regression." + "reason": "A docs typo vs a docs reference to a removed command; not the same underlying issue." }, { "left": "issue:44918", "right": "issue:45507", "accept": false, - "reason": "Qwen3.5 embedding unpacking in TRL is a different issue from GraniteMoEHybrid calling an invalid method." + "reason": "Different model/trainer failure modes: TRL input unpacking vs GraniteMoEHybrid invalid method call." }, { "left": "issue:43975", "right": "issue:44292", "accept": false, - "reason": "Incorrect detokenization and NVFP4 runtime errors are different bugs." + "reason": "Detokenization regression vs model loading/runtime error; no concrete match." }, { "left": "issue:44292", "right": "issue:45507", "accept": false, - "reason": "No shared code-path evidence; these are unrelated model/runtime failures." + "reason": "Different model-specific failures with no shared bug or change." }, { "left": "issue:43950", "right": "issue:44534", "accept": true, - "reason": "Same underlying regression: v5 mishandles non-persistent buffers and fills them with junk." - }, - { - "left": "issue:39692", - "right": "issue:43054", - "accept": false, - "reason": "SigLIP2 docs errors and worse text embeddings are not the same concrete bug." + "reason": "Same underlying v5 regression around non-persistent buffers being filled/corrupted with junk." }, { "left": "issue:43644", "right": "issue:43950", + "accept": true, + "reason": "Both report the same non-persistent-buffer junk/corruption regression in Transformers 5.x." + }, + { + "left": "issue:39692", + "right": "issue:43054", "accept": false, - "reason": "Missing config fields from trust_remote_code is unrelated to non-persistent buffer corruption." + "reason": "Both mention SigLIP2, but one is a docs example error and the other is a text-embedding quality regression." }, { "left": "issue:43828", "right": "issue:44928", "accept": false, - "reason": "Different failures: autocast dtype mismatch vs Qwen3.5 position_ids/flash-attn crash." + "reason": "Different issues: autocast dtype mismatch vs Qwen3.5 RLHF position_id/SDPA behavior." }, { "left": "issue:36331", "right": "issue:41762", "accept": false, - "reason": "Trainer signature mismatch and DeepSpeed loading index error are unrelated." + "reason": "Trainer API kwarg mismatch vs DeepSpeed ZeRO-3 loading error; unrelated code paths." }, { "left": "issue:41628", "right": "issue:45800", "accept": false, - "reason": "Importing a symbol and torch/transformers version incompatibility are not the same bug." - }, - { - "left": "issue:43866", - "right": "issue:44403", - "accept": false, - "reason": "A corrupted checkpoint and generic loading noise are unrelated." + "reason": "Import/export issue for AutoImageProcessor vs torch/transformers version incompatibility; not the same bug." }, { "left": "issue:43950", "right": "issue:45902", "accept": true, - "reason": "Same regression family: both describe non-persistent buffer corruption/uninitialized contents after loading or materialization." + "reason": "Same underlying non-persistent-buffer regression, expressed as uninitialized/junk data after meta->to_empty materialization." + }, + { + "left": "issue:43866", + "right": "issue:44403", + "accept": false, + "reason": "Checkpoint corruption vs generic load noise; different severity and cause." }, { "left": "issue:43872", "right": "issue:44589", "accept": false, - "reason": "Bitsandbytes Int8Params incompatibility and missing Float8 storage are different quantization/runtime issues." + "reason": "Distinct quantization/storage failures with different exception signatures." }, { "left": "issue:38175", "right": "issue:43054", "accept": false, - "reason": "Unexpected probabilities and lower-quality SigLIP2 embeddings are too different to treat as duplicates." + "reason": "Both are SigLIP2-related, but zero probabilities and worse embeddings are not the same concrete bug." }, { "left": "issue:41553", "right": "issue:43883", "accept": false, - "reason": "Bad AutoTokenizer error handling is unrelated to missing all_tied_weights_keys." + "reason": "Bad AutoTokenizer error messaging vs missing all_tied_weights_keys attribute; unrelated." }, { "left": "issue:44910", "right": "issue:45859", "accept": false, - "reason": "Both involve Qwen3.5/MoE, but one is a flash-attention crash and the other is CPU-offload incompatibility." + "reason": "Flash-attn packed-sequence misinterpretation vs CPU-offload incompatibility in a different rotary embedding path." }, { "left": "issue:43054", "right": "issue:45701", "accept": false, - "reason": "Embedding quality regression is not the same as a tokenization-version change." + "reason": "Embedding-quality complaint vs tokenization-version change; too broad and not the same failure." }, { "left": "issue:45663", "right": "issue:45902", "accept": false, - "reason": "Gemma4 FSDP2 shared_kv_states handling is unrelated to buffer initialization corruption." + "reason": "FSDP2 shared_kv_states KeyError vs non-persistent-buffer uninitialized memory; different mechanisms." }, { "left": "issue:41553", "right": "issue:43881", "accept": false, - "reason": "Voxtral tokenizer loading error and glm-4v-9b loading failure are different model-specific issues." + "reason": "Different model loading issues and different symptom types." }, { "left": "issue:42947", "right": "issue:44387", "accept": false, - "reason": "Gradient checkpointing ineffectiveness and int4 memory OOM are separate memory-related problems, not one bug." + "reason": "Gradient checkpointing/LoRA issue vs int4 quantization memory growth; unrelated regressions." }, { "left": "issue:44403", "right": "issue:44451", "accept": false, - "reason": "General loading noise and a specific model load failure are not the same underlying issue." + "reason": "Generic loading noise vs a specific model failing to load; no evidence of same root cause." }, { - "left": "issue:43054", - "right": "issue:43493", + "left": "issue:43643", + "right": "issue:45020", "accept": false, - "reason": "SigLIP2 embedding quality and HF-vs-JAX discrepancy may be related conceptually, but the concrete failures are different." + "reason": "Remote_code is a shared area, but one is a specific missing-fields config bug and the other is a broad umbrella report; not enough to confirm one concrete bug." }, { - "left": "issue:43643", - "right": "issue:45020", - "accept": true, - "reason": "Likely same remote_code/config-loading regression: trust_remote_code handling returns incomplete config objects and broader recent versions break remote_code models." + "left": "issue:43054", + "right": "issue:43493", + "accept": false, + "reason": "Both concern SigLIP2 behavior, but one is model-quality regression and the other is HF-vs-JAX implementation discrepancy." }, { "left": "issue:43975", - "right": "issue:45237", + "right": "issue:45520", "accept": false, - "reason": "Detokenization bug and AMD GPU model execution failure are unrelated." + "reason": "Detokenization bug vs Python 3.13 flash_attn import KeyError; unrelated." }, { "left": "issue:44403", "right": "issue:44488", "accept": false, - "reason": "Both are loading complaints, but there is no evidence they share the same root cause." + "reason": "Both are load-related, but one is generic noise and the other is a specific model load failure." }, { "left": "issue:42947", "right": "issue:43856", "accept": false, - "reason": "LoRA checkpointing inefficiency and Qwen3 MoE memory usage are distinct training-memory issues." + "reason": "LoRA checkpointing behavior vs Qwen3 MoE memory usage; different issues." }, { "left": "issue:41762", "right": "issue:42915", "accept": false, - "reason": "DeepSpeed ZeRO-3 load failure and Qwen3Moe FP8 failure are unrelated." + "reason": "Gemma3 ZeRO-3 loading failure vs Qwen3MoE FP8 config failure; unrelated." }, { "left": "issue:45685", "right": "issue:45823", "accept": false, - "reason": "MPS histogram/int error in MoE and Gemma4 device mismatch are different code paths." + "reason": "MPS histogram/int issue vs Gemma4 device mismatch; different code paths." }, { "left": "issue:43881", "right": "issue:43883", "accept": false, - "reason": "Model loading failure and missing weight-tying metadata are unrelated." + "reason": "Both are model-loading errors, but for different models and different failure causes." }, { "left": "issue:43824", "right": "issue:43872", "accept": false, - "reason": "ImportError for Qwen2.5 VL class and bitsandbytes Int8Params incompatibility are not the same bug." + "reason": "Import error for Qwen2.5-VL vs bitsandbytes constructor mismatch; unrelated." } ] }, "evaluator_result": { "accept": true, - "feedback": "Accept. The summary stays grounded in the packet and does not overclaim. The accepted soft pairs are phrased conservatively as likely/same-family regressions, and the rejected pairs generally avoid conflating distinct bug reports from similar subsystems." + "feedback": "Grounded overall. The only clearly supported duplicate family is the non-persistent-buffer corruption/junk regression around Transformers v5 materialization/loading, and the positive soft-edge calls stay within what the titles support. The negative calls are mostly conservative and do not overclaim. No PR-pair mergeability issue applies here." }, "evaluator_used": true, "retried": false, @@ -1324,14 +1334,14 @@ "issue:43366|issue:43828", "issue:45325|issue:45902" ], - "prepared_review_unit_hash": "248c109fe133cd4298fab289f6c2c1002c419380dc77ae4242e86ca24ad7e8e7", + "prepared_review_unit_hash": "3fd1325eb872ecd8f68aec82e942d1139976a90354ab829e4dfcfde86b6d3c58", "component_budget": { "node_count": 413, "item_count": 413, - "soft_pair_count": 1543, - "serialized_chars": 796418, - "estimated_input_tokens": 199105, - "estimated_eval_tokens": 398466 + "soft_pair_count": 1541, + "serialized_chars": 795721, + "estimated_input_tokens": 198931, + "estimated_eval_tokens": 398118 }, "budget": { "node_count": 48, @@ -1346,210 +1356,210 @@ "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is mostly a grab-bag of unrelated Transformers regressions (tokenizers, remote_code loading, DeepSpeed, vision/video, docs). A few pairs are near-duplicates, but most are only loosely similar and should not be merged.", - "confidence": 0.61, - "canonical_issue_reason": "Issue #45020 is the broadest representative of the cluster\u2019s main theme: recent v5 regressions that break model loading for remote/custom-model workflows. It\u2019s still not a perfect umbrella, but it is more central than the narrower model-specific or docs-only reports.", + "summary": "Mostly a heterogeneous set of transformer/model-loading regressions; only a couple of soft pairs are true duplicates (docs cleanup for removed pipeline tasks, and the mask/tensor shape-mismatch IndexError).", + "confidence": 0.87, + "canonical_issue_reason": "Issue 45020 is the best umbrella anchor because it captures the broad recent-v5 remote_code/tokenizer loading regression theme better than the narrower model-specific reports.", "canonical_pr_reason": null, - "best_issue_reason": "#45020 is the best single issue to anchor the cluster because it captures the most general and recurring failure mode among these reports: loading regressions introduced by newer Transformers versions. The rest are mostly narrower variants or unrelated bugs.", + "best_issue_reason": "45020 is the most representative single issue in the set: broad, current, and centered on the recurring transformers loading-breakage pattern.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:44991", "right": "issue:45399", "accept": false, - "reason": "Tokenizer loading for one model vs flash-attention fallback gating; different code paths and symptoms." + "reason": "Different failures: tokenizer loading regression vs flash-attn fallback gating." }, { "left": "issue:45020", "right": "issue:45823", "accept": false, - "reason": "Remote_code loading regression vs Gemma4 PLE device-map mismatch; unrelated bugs." + "reason": "Generic remote_code breakage vs Gemma4 device_map forward mismatch." }, { "left": "issue:42491", "right": "issue:44368", "accept": false, - "reason": "Both involve Qwen fine-tuning, but one is a LoRA/hf4.x compatibility failure and the other is a warning about tied embeddings; not the same bug." + "reason": "Qwen3 MoE LoRA compatibility issue vs a tie_word_embeddings warning on Qwen3.5." }, { "left": "issue:44661", "right": "issue:45020", "accept": false, - "reason": "Tokenizer-mapping helper failure vs remote_code loading breakage; same broad area, but not the same underlying issue." + "reason": "Tokenizer-mapping plumbing bug vs broad remote_code loading regression." }, { "left": "issue:43828", "right": "issue:45823", "accept": false, - "reason": "Autocast dtype mismatch in Phi-tiny-MoE vs a Gemma4 device placement bug; different model/runtime problems." + "reason": "Phi MoE autocast dtype mismatch vs Gemma4 device placement bug." }, { "left": "issue:45081", "right": "issue:45399", "accept": false, - "reason": "Mistral tokenizer regex patch crash vs flash-attention fallback checks; unrelated components." + "reason": "Mistral regex patch crash vs flash-attn fallback checks." }, { "left": "issue:43782", "right": "issue:44960", "accept": false, - "reason": "Qwen3VL weight_only load error vs a GLM5 issue; different models and failure modes." + "reason": "Qwen3VL weight_only load error vs unrelated GLM5 model support issue." }, { "left": "issue:43827", "right": "issue:44509", "accept": true, - "reason": "Both report stale docs still referencing removed pipeline tasks after the v5 pipeline removals; same documentation cleanup." + "reason": "Same docs cleanup: both report stale pipeline-task references removed in v5." }, { "left": "issue:45020", "right": "issue:45356", "accept": false, - "reason": "General remote_code regression vs Kimi-K2.5 tokenizer codec/fix_mistral_regex regression; different root cause." + "reason": "Broad remote_code regression vs Kimi tokenizer codec/mistral-regex regression." }, { "left": "issue:43742", "right": "issue:45399", "accept": false, - "reason": "MobileLLM key error while loading vs flash-attn fallback blocking; no shared code path." + "reason": "MobileLLM key error vs flash-attn fallback blocker." }, { "left": "issue:43404", "right": "issue:43950", "accept": false, - "reason": "Tied lm_head weights in Mistral3 vs non-persistent buffer corruption in from_pretrained; different serialization/model-init bugs." + "reason": "Untied lm_head in Mistral3 vs non-persistent buffer corruption on from_pretrained." }, { "left": "issue:43638", "right": "issue:45823", "accept": false, - "reason": "DeepSpeed ZeRO-3 index error with non-pretrained Bert vs Gemma4 device mismatch; not the same problem." + "reason": "DeepSpeed zero3 index error in Bert vs Gemma4 device mismatch." }, { "left": "issue:42915", "right": "issue:45020", "accept": false, - "reason": "Qwen3 MoE FP8 config failure is a model/config-specific issue, not the remote_code loading regression in #45020." + "reason": "Qwen3 MoE weight conversion failure vs generic remote_code breakage." }, { "left": "issue:43792", "right": "issue:44220", - "accept": true, - "reason": "Both point to Whisper audio feature extraction failing in the same preprocessing path (`_torch_extract_fbank_features`); plausible single fix." + "accept": false, + "reason": "Whisper loading failure vs _torch_extract_fbank_features helper issue; not enough evidence they are the same bug." }, { "left": "issue:43257", "right": "issue:43866", "accept": false, - "reason": "Qwen3 MoE weight conversion under accelerate+deepspeed vs a corrupted Ovis2 checkpoint; unrelated." + "reason": "Qwen3 MoE deepspeed weight-conversion bug vs corrupted Ovis2 checkpoint." }, { "left": "issue:43872", "right": "issue:44291", - "accept": true, - "reason": "Same underlying `_is_hf_initialized` incompatibility causing TypeError during model init/loading, just surfaced through different wrappers." + "accept": false, + "reason": "They share the _is_hf_initialized symptom, but one is a bitsandbytes incompatibility and the other is an init_empty_weights loading regression." }, { "left": "issue:42915", "right": "issue:43872", "accept": false, - "reason": "FP8/Qwen3 MoE failure vs bitsandbytes init-arg incompatibility; different mechanisms." + "reason": "Different bugs: Qwen3 MoE loading under accelerate+deepspeed vs bitsandbytes constructor incompatibility." }, { "left": "issue:43940", "right": "issue:45313", "accept": false, - "reason": "Qwen3-Next ZeRO-3 missing weights vs Qwen3.5 ZeRO-3 language_model load failure; same broad area, but not enough to call it the same bug." + "reason": "Both are DeepSpeed/Qwen family loading reports, but they target different model variants and failure modes." }, { "left": "issue:41553", "right": "issue:44991", "accept": false, - "reason": "Both tokenizer-related, but one is an error-message problem for Voxtral and the other is a real tokenizer load failure for a different model." + "reason": "Voxtral tokenizer error message vs est-roberta tokenizer loading failure." }, { "left": "issue:43854", "right": "issue:44863", "accept": false, - "reason": "GLM-4.7-Flash unit-test load failure vs NemotronH checkpoint incompatibility; different model implementations." + "reason": "Different model-support regressions: GLM-4.7-Flash test load vs NemotronH checkpoint load." }, { "left": "issue:42947", "right": "issue:45923", "accept": false, - "reason": "Gradient checkpointing ineffective in PEFT LoRA vs missing `supports_gradient_checkpointing` on a trust_remote_code variant; related theme, but distinct bugs." + "reason": "PEFT LoRA gradient-checkpointing effectiveness vs missing support flag on a trust_remote_code variant." }, { "left": "issue:36331", "right": "issue:41093", "accept": false, - "reason": "CustomTrainer API break (`num_items_in_batch`) vs tensor mask shape mismatch; unrelated errors." + "reason": "Different errors: compute_loss signature change vs mask/tensor shape mismatch." }, { "left": "issue:44928", "right": "issue:45588", "accept": false, - "reason": "Qwen3.5 RLHF gradient explosion from 3D position_ids/SDPA fallback vs flash-attention crash on `s_aux=None`; different failure modes." + "reason": "Qwen3.5 RLHF NaN/SDPA fallback issue vs flash_attention.py crash on sink-less models." }, { "left": "issue:43257", "right": "issue:45305", "accept": false, - "reason": "Both involve DeepSpeed-ish training behavior, but one is missing Qwen3 MoE weight conversion and the other is GAS gradient averaging; not the same bug." + "reason": "Qwen3 MoE weight conversion under deepspeed vs GAS gradient averaging with model_accepts_loss_kwargs." }, { "left": "issue:43872", "right": "issue:45538", "accept": false, - "reason": "bitsandbytes `_is_hf_initialized` incompatibility vs CLIPTokenizer max_length default; unrelated." + "reason": "bitsandbytes init argument incompatibility vs CLIPTokenizer max_length issue." }, { "left": "issue:41093", "right": "issue:44805", - "accept": false, - "reason": "Both show a mask/tensor shape mismatch, but the titles indicate separate occurrences and no shared concrete root cause." + "accept": true, + "reason": "Same underlying IndexError: identical mask/tensor shape-mismatch failure." }, { "left": "issue:44479", "right": "issue:44560", - "accept": true, - "reason": "Both are Qwen video-input regressions in v5.3.0-era code paths; `StopIteration` fits the same broken video preprocessing family." + "accept": false, + "reason": "Both involve video on Qwen VL models, but one is a broad regression and the other is a specific StopIteration report; not clearly the same bug." }, { "left": "issue:41553", "right": "issue:44488", "accept": false, - "reason": "Both are load failures, but for different tokenizers/models and different symptoms." + "reason": "Different tokenizer-loading problems on different models." }, { "left": "issue:44530", "right": "issue:44863", "accept": false, - "reason": "PagedAttentionCache linear_attention crash vs NemotronH checkpoint loading failure; unrelated." + "reason": "PagedAttentionCache linear_attention crash vs NemotronH checkpoint loading." }, { "left": "issue:24643", "right": "issue:30064", "accept": false, - "reason": "DeepSpeed training `weight must be 2-D` vs void segmentation-map preprocessing; completely different subsystems." + "reason": "Unrelated training/runtime error vs image processor segmentation-map bug." }, { "left": "issue:43366", "right": "issue:43828", "accept": false, - "reason": "GGUF/gpt-oss support vs Phi-tiny-MoE autocast dtype mismatch; no shared bug." + "reason": "GGUF gpt-oss architecture support vs Phi MoE autocast dtype mismatch." }, { "left": "issue:45325", "right": "issue:45902", "accept": false, - "reason": "Qwen2.5-VL rope index scaling bug vs uninitialized `inv_freq` after `to_empty(cuda)`; different state/materialization issues." + "reason": "Different rotary/position-id bugs in different Qwen variants and code paths." } ] }, "evaluator_result": { "accept": true, - "feedback": "The summary is well-grounded in the packet and stays conservative about the soft edges. The accepted pairs all look plausibly mergeable as single fixes or cleanup PRs, and the rejected pairs are generally cautious rather than overstated. No obvious evidence inflation." + "feedback": "The summary and pair judgments are grounded in the packet and stay conservative overall. The two accepted pairs are well-supported by the issue titles (docs cleanup and the identical mask/tensor shape-mismatch error), and the false pairs generally avoid overclaiming same-bug status when only broad thematic similarity is present." }, "evaluator_used": true, "retried": false, @@ -1632,8 +1642,8 @@ "issue:42617|issue:43366", "issue:36010|issue:42915", "issue:44661|issue:45823", - "issue:38175|issue:43994", "issue:43632|issue:45834", + "issue:38175|issue:43994", "issue:44560|issue:44805", "issue:44155|issue:45584", "issue:43638|issue:44661", @@ -1648,25 +1658,25 @@ "issue:44451|issue:44488", "issue:41720|issue:42915", "issue:43644|issue:44534", - "issue:43708|issue:44075", "issue:42491|issue:45276", + "issue:43708|issue:44075", "issue:42915|issue:44756", "issue:43854|issue:43931" ], - "prepared_review_unit_hash": "ede5952b5155d0cc94ddbc303c183f70587780f81d447d3cf780c4ff3e8008b9", + "prepared_review_unit_hash": "f63a12fe96a5bcd45a7f228a692022903de6e5dc7c999e9c61e2114fa4e58563", "component_budget": { "node_count": 413, "item_count": 413, - "soft_pair_count": 1543, - "serialized_chars": 796418, - "estimated_input_tokens": 199105, - "estimated_eval_tokens": 398466 + "soft_pair_count": 1541, + "serialized_chars": 795721, + "estimated_input_tokens": 198931, + "estimated_eval_tokens": 398118 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 32, - "serialized_chars": 37193, + "serialized_chars": 37195, "estimated_input_tokens": 9299, "estimated_eval_tokens": 18854 }, @@ -1675,72 +1685,72 @@ "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is mostly a loose mix of Transformers 5.x regressions and model-specific loading/inference bugs. Only a few pairs look like true duplicates or the same concrete code-path regression; most are just thematically similar.", - "confidence": 0.64, - "canonical_issue_reason": "issue:43644 is the clearest concrete regression in the set and has an exact duplicate (issue:44534); it is a strong representative for the v5 initialization/buffer-corruption subgroup.", + "summary": "This is a heterogeneous Transformers issue cluster. Only two soft pairs look like true duplicates: the non-persistent-buffer regression and the custom-model-initialization regression. The rest are related by theme or subsystem, but not the same concrete bug.", + "confidence": 0.84, + "canonical_issue_reason": null, "canonical_pr_reason": null, - "best_issue_reason": "issue:43644 is the best issue to keep because it is specific, reproducible, and directly duplicated, whereas many of the other items are broader or only loosely related.", + "best_issue_reason": "issue:43950 is the clearest, most actionable regression report in the set and best captures a concrete bug family; the rest of the cluster is too mixed to form one canonical duplicate target.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:45663", "right": "issue:45823", "accept": false, - "reason": "Both are Gemma4-related, but one is an FSDP2 attention-state bug and the other is a device_map/forward device mismatch; different failure modes." + "reason": "Different bugs: Gemma4 FSDP2 shared_kv_states rebuild vs PLE device mismatch under device_map=auto." }, { "left": "issue:43366", "right": "issue:43531", "accept": false, - "reason": "Different models and different bugs: GGUF/gpt-oss support versus Qwen3-MoE sliding_window behavior." + "reason": "Both involve Qwen3-MoE/GGUF themes, but one is GGUF architecture support and the other is sliding_window behavior." }, { "left": "issue:43950", "right": "issue:45834", "accept": false, - "reason": "Non-persistent buffer corruption is unrelated to Kosmos2.5 long-OCR index handling." + "reason": "Non-persistent-buffer corruption vs long-OCR index error in Kosmos2.5 are unrelated failures." }, { "left": "issue:43550", "right": "issue:44910", "accept": false, - "reason": "Both involve attention/compilation issues, but the model, trigger, and code path are different." + "reason": "Different model/code paths: Bamba torch.compile+SDPA vs Qwen3.5 flash-attention position_ids handling." }, { "left": "issue:43366", "right": "issue:44589", "accept": false, - "reason": "GGUF architecture support and missing Float8 storage are unrelated." + "reason": "GGUF gpt-oss support and Float8 storage lookup are unrelated issues." }, { "left": "issue:43645", "right": "issue:43646", "accept": true, - "reason": "Same underlying Transformers 5 custom model initialization regression; the notebook context is just a symptom/environment detail." + "reason": "Both report the same custom-model initialization regression in Transformers 5.0.0; the notebook case is just a narrower reproduction." }, { "left": "issue:44560", "right": "issue:44918", "accept": false, - "reason": "Different models and different pipeline paths; one is video embedding StopIteration, the other is TRL SFT unpacking failure." + "reason": "Different Qwen3.5 failures: video StopIteration vs input-embedding unpacking with TRL SFT trainer." }, { "left": "issue:42915", "right": "issue:43957", "accept": false, - "reason": "Qwen3-MoE FP8 loading and torch.device(\"meta\") loading failures are different bugs." + "reason": "Qwen3-MoE FP8 failure and meta-device loading breakage are different bugs." }, { "left": "issue:43824", "right": "issue:43957", "accept": false, - "reason": "Import failure for a missing class is not the same as meta-device loading breakage." + "reason": "ImportError for Qwen2.5-VL symbol is unrelated to meta-device loading failures." }, { "left": "issue:42617", "right": "issue:43366", "accept": false, - "reason": "3d_parallel execution failure is unrelated to GGUF/gpt-oss support." + "reason": "3d_parallel.py runtime failure is unrelated to GGUF architecture support." }, { "left": "issue:36010", @@ -1752,133 +1762,133 @@ "left": "issue:44661", "right": "issue:45823", "accept": false, - "reason": "Tokenizer mapping logic and Gemma4 forward-device mismatch are different code paths." - }, - { - "left": "issue:38175", - "right": "issue:43994", - "accept": true, - "reason": "Both report the same SigLIP2 model producing nonsensical/zero outputs, likely the same underlying preprocessing/model bug." + "reason": "Tokenizer-mapping/new-model registration failure is unrelated to Gemma4 PLE device mismatch." }, { "left": "issue:43632", "right": "issue:45834", "accept": false, - "reason": "_is_hf_initialized flag regression is unrelated to Kosmos2.5 OCR index errors." + "reason": "_is_hf_initialized regression and Kosmos2.5 OCR index error are unrelated." + }, + { + "left": "issue:38175", + "right": "issue:43994", + "accept": false, + "reason": "Same model family, but the reports describe different symptoms and API paths; not enough to confirm one underlying bug." }, { "left": "issue:44560", "right": "issue:44805", "accept": false, - "reason": "Different failure signatures and different model families; only a broad shape of inference bug is shared." + "reason": "Both are shape-related errors, but they affect different Qwen3.5 scenarios and are not the same bug." }, { "left": "issue:44155", "right": "issue:45584", "accept": false, - "reason": "AudioFlamingo3 track leakage and Whisper empty-transcription handling are unrelated." + "reason": "AudioFlamingo3 embedding/token leakage and Whisper empty-transcription failure are unrelated." }, { "left": "issue:43638", "right": "issue:44661", "accept": false, - "reason": "DeepSpeed ZeRO-3 BERT initialization and add-new-model-like/tokenizer mapping logic are different bugs." + "reason": "Both involve model initialization/loading, but the Bert+deepspeed zero3 index error is not the same as tokenizer-mapping registration failure." }, { "left": "issue:43596", "right": "issue:44661", "accept": false, - "reason": "Both mention BERT-related loading, but one is ZeRO-3 empty tensor indexing and the other is tokenizer-mapping registration logic." + "reason": "Different failure modes: zero3 BertModel indexing vs add-new-model-like tokenizer mapping bug." }, { "left": "issue:44661", "right": "issue:44805", "accept": false, - "reason": "Tokenizer mapping registration is unrelated to the mask/tensor shape mismatch." + "reason": "Tokenizer mapping registration issue and tensor mask shape mismatch are unrelated." }, { "left": "issue:44877", "right": "issue:45030", - "accept": true, - "reason": "Both describe config-loading failures caused by stricter config validation; this looks like the same underlying regression class." + "accept": false, + "reason": "Both mention config validation, but they concern different models and no concrete shared bug is evident." }, { "left": "issue:43317", "right": "issue:44756", "accept": false, - "reason": "Dequantized device_map loading and Strix Halo mmap/OOM are different memory/loading issues." + "reason": "Device-map offload load failure and Strix Halo mmap OOM are different problems." }, { "left": "issue:38175", "right": "issue:39692", "accept": false, - "reason": "SigLIP2 zero probabilities and SigLIP2 doc-example mismatches/quantization errors are not the same concrete bug." + "reason": "SigLIP2 output anomalies and doc-example model/processor mismatch are related only by model family, not the same bug." }, { "left": "issue:42491", "right": "issue:43720", "accept": false, - "reason": "Qwen3-MoE LoRA compatibility and BitNet packed-weight loading are unrelated." + "reason": "Qwen3_MoE LoRA incompatibility and BitNet packed-weight loading are unrelated." }, { "left": "issue:44960", "right": "issue:44977", "accept": false, - "reason": "GLM5 is too vague to equate with a Qwen3.5 flash-attention generation bug." + "reason": "GLM5 and Qwen3.5 flash-attention are different model-specific bugs." }, { "left": "issue:45313", "right": "issue:45357", "accept": false, - "reason": "Different Qwen3.5 subsystems: ZeRO-3 language_model loading versus save_pretrained visual encoder keys." + "reason": "ZeRO-3 language_model loading failure and incorrect visual-encoder save_pretrained keys are different regressions." }, { "left": "issue:44451", "right": "issue:44488", "accept": false, - "reason": "Both are model-loading failures, but there is not enough evidence they share the same concrete root cause." + "reason": "Both are BERT load failures, but they refer to different models and no shared concrete root cause is stated." }, { "left": "issue:41720", "right": "issue:42915", "accept": false, - "reason": "Auto device mapping cudaErrorAssert and FineGrainedFP8Config failures are different issues." + "reason": "Qwen3 auto device mapping assert and Qwen3-MoE FP8 failure are different runtime paths." }, { "left": "issue:43644", "right": "issue:44534", "accept": true, - "reason": "These are the same non-persistent-buffer corruption regression, with only the title wording changed." + "reason": "These describe the same non-persistent-buffer regression in Transformers v5; one is just a rephrased report of the same bug." }, { - "left": "issue:43708", - "right": "issue:44075", + "left": "issue:42491", + "right": "issue:45276", "accept": false, - "reason": "Checkpoint-resume step calculation and SGD optimizer args being ignored are unrelated." + "reason": "Qwen3_MoE LoRA incompatibility and Gemma4 resize_token_embeddings behavior are unrelated." }, { - "left": "issue:42491", - "right": "issue:45276", + "left": "issue:43708", + "right": "issue:44075", "accept": false, - "reason": "LoRA/Qwen3-MoE compatibility is unrelated to Gemma4 resize_token_embeddings behavior." + "reason": "Trainer resume/max_steps calculation and optimizer SGD args handling are distinct issues." }, { "left": "issue:42915", "right": "issue:44756", "accept": false, - "reason": "Qwen3-MoE FP8 loading and mmap/OOM on Strix Halo are not the same bug." + "reason": "Qwen3-MoE FP8 failure and mmap OOM on Strix Halo are unrelated." }, { "left": "issue:43854", "right": "issue:43931", "accept": false, - "reason": "Different model families and different loading errors: unit-test load issue versus weight-shape mismatch." + "reason": "Different Qwen3-VL/Qwen3-VL-30B load failures with no clear shared root cause." } ] }, "evaluator_result": { "accept": true, - "feedback": "The summary is grounded in the packet, and the accepted soft-edge pairs are reasonably conservative given the titles. The chosen canonical issue (43644/44534) is well supported as the clearest duplicate pair in the set." + "feedback": "The clustering is grounded in the packet, and the soft-edge verdicts are conservative overall. The two accepted pairs are strongly supported by near-identical titles/regression descriptions, and the rejected pairs avoid overclaiming duplicate status where the evidence is only thematic." }, "evaluator_used": true, "retried": false, @@ -1949,19 +1959,19 @@ ], "soft_pairs": [ "issue:45488|issue:45812", - "issue:39692|issue:43994", "issue:43257|issue:43854", + "issue:39692|issue:43994", "issue:43856|issue:43873", "issue:42491|issue:43931", - "issue:43856|issue:44387", "issue:43644|issue:43645", + "issue:43856|issue:44387", "issue:44910|issue:45588", "issue:42491|issue:45292", "issue:44488|issue:44991", "issue:45362|issue:45406", - "issue:36010|issue:39404", - "issue:45276|issue:45335", "issue:44164|issue:44291", + "issue:45276|issue:45335", + "issue:36010|issue:39404", "issue:43404|issue:43454", "issue:43425|issue:43957", "issue:44402|issue:44488", @@ -1980,20 +1990,20 @@ "issue:45276|issue:45292", "issue:45684|issue:45698" ], - "prepared_review_unit_hash": "f87477eab5b60dbf96446948a76ce25959e23c73f820769637d697a2abc7f770", + "prepared_review_unit_hash": "7c132cbd7a49175ecbdb62b85228bdcfff08a1eb8056a9b7ba4af629f7ba6885", "component_budget": { "node_count": 413, "item_count": 413, - "soft_pair_count": 1543, - "serialized_chars": 796418, - "estimated_input_tokens": 199105, - "estimated_eval_tokens": 398466 + "soft_pair_count": 1541, + "serialized_chars": 795721, + "estimated_input_tokens": 198931, + "estimated_eval_tokens": 398118 }, "budget": { "node_count": 47, "item_count": 47, "soft_pair_count": 31, - "serialized_chars": 36592, + "serialized_chars": 36590, "estimated_input_tokens": 9148, "estimated_eval_tokens": 18552 }, @@ -2002,204 +2012,204 @@ "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is mostly a grab-bag of unrelated Transformers regressions. The only clear duplicate-like pocket is around `resize_token_embeddings` not propagating to nested/output embeddings in composite models; most other soft links are thematic false positives.", - "confidence": 0.73, - "canonical_issue_reason": "Issue 45276 is the best local canonical anchor because it sits in the strongest duplicate family here: multiple reports of `resize_token_embeddings` failing to update nested/output embeddings across related model classes.", + "summary": "This cluster is mostly heterogeneous model/regression reports with only one clear duplicate mini-cluster: the resize_token_embeddings issues around model-specific embeddings. Most other soft links are same-theme but not the same underlying bug.", + "confidence": 0.77, + "canonical_issue_reason": "No single issue cleanly represents the whole cluster; if forced to anchor on the only clear duplicate subgroup, 45276 is the best representative because it captures the resize_token_embeddings failure in a concrete, model-specific way.", "canonical_pr_reason": null, - "best_issue_reason": "Issue 45276 is the best overall issue to represent the cluster because it is the clearest, most general instance of the only tight duplicate set, whereas the rest of the items are largely unrelated one-off bugs.", + "best_issue_reason": "45276 is the strongest issue to keep as the representative for triage: it is specific, actionable, and broad enough to subsume the closely related 45335/45292-style reports.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:45488", "right": "issue:45812", "accept": false, - "reason": "Both are tokenizer regressions, but they describe different failure modes and likely different code paths: DeepSeek byte-level pre-tokenizer override vs Granite token ID corruption." + "reason": "Both are tokenizer regressions, but for different model families and different failure modes; not the same bug." }, { - "left": "issue:39692", - "right": "issue:43994", + "left": "issue:43257", + "right": "issue:43854", "accept": false, - "reason": "Same model family, but one is a broken documentation example/quantization failure and the other is bad AutoModel/pipeline results; not enough evidence of one underlying bug." + "reason": "Qwen3 MoE offload/conversion issue vs GLM-4.7-Flash loading issue; unrelated code paths." }, { - "left": "issue:43257", - "right": "issue:43854", + "left": "issue:39692", + "right": "issue:43994", "accept": false, - "reason": "Both involve model loading on Qwen/GLM-like stacks, but the symptoms and models are unrelated (MoE offload/conversion vs unit-test load mismatch)." + "reason": "Both involve SigLIP2, but one is a docs example error and the other is a model/pipeline correctness bug." }, { "left": "issue:43856", "right": "issue:43873", "accept": false, - "reason": "Quantization/offloading are broad shared themes, but these are different problems: MoE training memory usage vs offloading behavior under quantization." + "reason": "Training memory usage vs quantization offload behavior; different problems." }, { "left": "issue:42491", "right": "issue:43931", "accept": false, - "reason": "Different concrete failures: LoRA checkpoint compatibility on qwen3_moe vs a weight-shape mismatch for Qwen3-VL." + "reason": "Different Qwen3 loading failures with different symptoms and model variants." }, { - "left": "issue:43856", - "right": "issue:44387", + "left": "issue:43644", + "right": "issue:43645", "accept": false, - "reason": "Both mention memory/quantization, but one is training-memory inefficiency and the other is int4 reserved-memory/OOM behavior; likely separate fixes." + "reason": "Both are Transformers 5 regressions, but one is buffer initialization and the other is custom model initialization in notebooks." }, { - "left": "issue:43644", - "right": "issue:43645", + "left": "issue:43856", + "right": "issue:44387", "accept": false, - "reason": "Both are Transformers 5 regressions, but one is about junk-filled buffers and the other is Jupyter/custom-model initialization; different bugs." + "reason": "Different memory/OOM causes: Qwen3 MoE training vs int4 quantization reserved-memory growth." }, { "left": "issue:44910", "right": "issue:45588", "accept": false, - "reason": "Both touch flash attention, but the concrete bugs differ: packed-sequence position_ids misinterpretation vs `s_aux=None` AttributeError on sink-less models." + "reason": "Both flash-attention related, but one is packed-sequence position_ids handling and the other is s_aux=None crash handling." }, { "left": "issue:42491", "right": "issue:45292", "accept": false, - "reason": "The overlap is only broad save/load or model plumbing; the actual bugs are different and model-specific." + "reason": "Different issues: LoRA checkpoint compatibility vs resize_token_embeddings not updating outputs." }, { "left": "issue:44488", "right": "issue:44991", "accept": false, - "reason": "Both are tokenizer-loading failures in v5, but they affect different models and likely different tokenizer edge cases." + "reason": "Both are tokenizer loading failures, but for different models and no evidence of the same root cause." }, { "left": "issue:45362", "right": "issue:45406", "accept": false, - "reason": "Both are chat/serving crashes on newer Qwen/Gemma-style models, but the reported failures and code paths are distinct." + "reason": "Different model/processor crash reports with distinct failing objects and call paths." }, { - "left": "issue:36010", - "right": "issue:39404", + "left": "issue:44164", + "right": "issue:44291", "accept": false, - "reason": "These are unrelated import vs Whisper pipeline issues; no shared underlying bug." + "reason": "save/from_pretrained extra_state handling vs init_empty_weights argument mismatch; unrelated." }, { "left": "issue:45276", "right": "issue:45335", "accept": true, - "reason": "Both report `resize_token_embeddings` not propagating to nested output/input embeddings in composite model classes; this looks like the same underlying resize bug." + "reason": "Same resize_token_embeddings regression: both report resized embeddings not propagating to model-specific embedding/output modules." }, { - "left": "issue:44164", - "right": "issue:44291", + "left": "issue:36010", + "right": "issue:39404", "accept": false, - "reason": "One is about extra_state in save/load, the other about an unexpected `_is_hf_initialized` arg with `init_empty_weights`; different failure surfaces." + "reason": "ImportError for GenerationMixin is unrelated to Whisper return_language pipeline behavior." }, { "left": "issue:43404", "right": "issue:43454", "accept": false, - "reason": "Both mention untied `lm_head` weights, but they affect different model classes and there is no evidence they share the same code path or fix." + "reason": "Same symptom of untied lm_head, but different model implementations and no clear shared code path." }, { "left": "issue:43425", "right": "issue:43957", "accept": false, - "reason": "A generic Torch 2.10 incompatibility and a meta-device loading regression are not the same bug." + "reason": "Torch version compatibility vs meta-device loading failure; different issues." }, { "left": "issue:44402", "right": "issue:44488", "accept": false, - "reason": "These are different tokenizer/vocab issues for different models; the similarity is only that loading fails." + "reason": "Both concern tokenizer/model loading, but the reported failures are for different models and likely different causes." }, { "left": "issue:39692", "right": "issue:44960", "accept": false, - "reason": "SigLIP2 doc/model issues are unrelated to GLM5; no common underlying defect." + "reason": "SigLIP2 docs/example issue vs GLM5 issue; unrelated." }, { "left": "issue:42947", "right": "issue:45704", "accept": false, - "reason": "Both involve memory, but PEFT LoRA checkpointing behavior and an apex RMSNorm leak are separate problems." + "reason": "PEFT gradient checkpointing vs apex RMSNorm memory leak; different subsystems and bugs." }, { "left": "issue:45663", "right": "issue:45759", "accept": false, - "reason": "Gemma-4 FSDP2 shared_kv_states failure and Qwen multimodal `text_config` unwrapping are different model-integration bugs." + "reason": "Gemma-4 FSDP2 shared_kv_states bug vs Qwen multimodal text_config unwrapping; unrelated." }, { "left": "issue:45663", "right": "issue:45859", "accept": false, - "reason": "FSDP2/shared_kv_states and CPU-offload rotary embedding compatibility are unrelated code paths." + "reason": "Gemma-4 FSDP2 KeyError vs Qwen3 MoE CPU offload incompatibility; different code paths." }, { "left": "issue:43335", "right": "issue:45663", "accept": false, - "reason": "Sparse-layer creation at zero layers and Gemma-4 FSDP2 attention state rebuilding are unrelated model bugs." + "reason": "Sparse-layer config bug vs Gemma-4 FSDP2 attention state bug; unrelated." }, { "left": "issue:43873", "right": "issue:44387", "accept": false, - "reason": "Both are quantization-related memory issues, but one is offloading not working as expected and the other is higher reserved memory/OOM under int4; not clearly the same bug." + "reason": "Both are memory problems, but one is offloading/quantization behavior and the other is reserved-memory growth under int4." }, { "left": "issue:44155", "right": "issue:45823", "accept": false, - "reason": "AudioFlamingo3 track leakage and Gemma4 device-map mismatches are entirely different failures." + "reason": "AudioFlamingo3 token leak vs Gemma4 PLE device mismatch; not the same bug." }, { "left": "issue:44291", "right": "issue:44756", "accept": false, - "reason": "`init_empty_weights` argument handling and Strix Halo mmap OOM are unrelated." + "reason": "init_empty_weights argument error vs mmap/OOM behavior; unrelated." }, { "left": "issue:44292", "right": "issue:44912", "accept": false, - "reason": "Both are quantized model-loading problems, but the model formats and symptoms differ (NVFP4 loading error vs MXFP4 falling back to bf16)." + "reason": "Different quantization/loading failures for different models and formats." }, { "left": "issue:44960", "right": "issue:46050", "accept": false, - "reason": "GLM5 loading and sinq save/load corruption are different problems." + "reason": "GLM5 loading issue vs sinq save/load corruption; unrelated." }, { "left": "issue:44387", "right": "issue:44756", "accept": false, - "reason": "Quantization OOM and Strix Halo mmap OOM are both memory issues, but they are not the same underlying bug." + "reason": "Different OOM causes; no shared concrete bug." }, { "left": "issue:43854", "right": "issue:45216", "accept": false, - "reason": "GLM-4.7-Flash test loading and Qwen3.5 save_pretrained regression are separate model-specific issues." + "reason": "GLM-4.7-Flash loading in tests vs Qwen3.5 save_pretrained regression; different bugs." }, { "left": "issue:45276", "right": "issue:45292", "accept": true, - "reason": "Same underlying `resize_token_embeddings` propagation bug: one report is model-specific, the other is the general output_embeddings symptom." + "reason": "Same embedding-resize regression; both say resize_token_embeddings fails to update the model\u2019s output/embedding weights." }, { "left": "issue:45684", "right": "issue:45698", "accept": false, - "reason": "One is about read-only permissions being propagated during `save_pretrained`; the other is loading the wrong custom module after `save_pretrained`. Different bugs." + "reason": "Both are save/from_pretrained adjacent, but one is permissions propagation and the other is wrong custom module loading." } ] }, "evaluator_result": { "accept": true, - "feedback": "The cluster summary is grounded in the packet and stays conservative. The two accepted soft links around `resize_token_embeddings` are well-supported by the issue titles and look like the same underlying propagation bug, while the other pairings are appropriately rejected as only thematic overlaps. No overstatement stands out." + "feedback": "The assessment is grounded in the packet and stays conservative. The cluster is indeed heterogeneous, and 45276 is a reasonable representative for the only clearly tight duplicate subgroup (45276/45292/45335) around resize_token_embeddings propagation. The other soft-edge rejections are cautious and not overstated." }, "evaluator_used": true, "retried": false, @@ -2278,8 +2288,8 @@ "issue:45588|issue:45663", "issue:43957|issue:44756", "issue:43646|issue:43708", - "issue:45292|issue:45335", "issue:43828|issue:43957", + "issue:45292|issue:45335", "issue:44402|issue:44451", "issue:43645|issue:44164", "issue:43425|issue:43828", @@ -2288,8 +2298,8 @@ "issue:44589|issue:44756", "issue:43425|issue:45823", "issue:43425|issue:43716", - "issue:39404|issue:45701", "issue:43611|issue:43645", + "issue:39404|issue:45701", "issue:43906|issue:44530", "issue:44530|issue:45084", "issue:43901|issue:44509", @@ -2304,20 +2314,20 @@ "issue:36032|issue:43452", "issue:44164|issue:45759" ], - "prepared_review_unit_hash": "8fecc04799f6528f4ed383f9ac3226d74ec1f03ef473231efeff754b10b45e38", + "prepared_review_unit_hash": "7c34e9bc1f6b88408708e25bf749d40cfe6606b66f5cb7e49d96dafb66811743", "component_budget": { "node_count": 413, "item_count": 413, - "soft_pair_count": 1543, - "serialized_chars": 796418, - "estimated_input_tokens": 199105, - "estimated_eval_tokens": 398466 + "soft_pair_count": 1541, + "serialized_chars": 795721, + "estimated_input_tokens": 198931, + "estimated_eval_tokens": 398118 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 33, - "serialized_chars": 37717, + "serialized_chars": 37719, "estimated_input_tokens": 9430, "estimated_eval_tokens": 19116 }, @@ -2326,216 +2336,216 @@ "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This set is mostly a loose cluster of Transformers v5 model-loading/init regressions plus unrelated model-specific bugs. Only one pair looks like the same concrete bug: resize_token_embeddings not propagating to tied output/decoder embeddings.", - "confidence": 0.67, - "canonical_issue_reason": "issue:43646 is the broadest, most model-agnostic regression report in the set and best represents the shared Transformers 5 custom-model initialization/loading breakage theme.", + "summary": "The set is mostly heterogeneous Transformers bug reports with only two strong duplicate-like pairs: one around `resize_token_embeddings` propagation and one around Qwen3-VL MoE loading. Most other soft edges are related only at a broad subsystem level and should stay separate.", + "confidence": 0.94, + "canonical_issue_reason": "issue:45292 is the clean generic formulation of the `resize_token_embeddings` propagation bug, with issue:45335 as the model-specific t5gemma instance.", "canonical_pr_reason": null, - "best_issue_reason": "issue:43646 is the most general issue to keep as the cluster representative; it covers the broader initialization/loading regression category better than the narrower model-specific reports.", + "best_issue_reason": "issue:45292 is the best triage anchor because it states the core bug broadly and matches a clear duplicate with a concrete downstream symptom.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:43381", "right": "issue:44928", "accept": false, - "reason": "Both involve gradient-checkpointing-related failures, but one is an eval-mode restriction and the other is a Qwen3.5 RLHF NaN/SDPA fallback bug." + "reason": "Different failures: eval-mode gradient checkpointing restriction vs Qwen3.5 NaN/SDPA-bf16 instability." }, { "left": "issue:42947", "right": "issue:43381", "accept": false, - "reason": "Related area, but PEFT LoRA checkpointing ineffectiveness and eval-mode checkpointing are different failure modes and code paths." + "reason": "Both involve gradient checkpointing, but one is PEFT/LoRA effectiveness and the other is eval-mode usage; not the same bug." }, { "left": "issue:44164", "right": "issue:44756", "accept": false, - "reason": "Extra_state save/load handling and Strix Halo mmap OOM are unrelated bugs." + "reason": "Save/from_pretrained `extra_state` handling and Strix Halo mmap OOM are unrelated code paths." }, { "left": "issue:44479", "right": "issue:44877", "accept": false, - "reason": "Video input regression and strict config loading are different subsystems and symptoms." + "reason": "Video-input regression for Qwen VL models is unrelated to strict config loading for granite_speech." }, { "left": "issue:41720", "right": "issue:44155", "accept": false, - "reason": "Qwen3 auto-device-map cuda assert and AudioFlamingo3 token/embedding leakage are unrelated." + "reason": "CUDA assert with auto device mapping is not the same issue as batched AudioFlamingo3 embedding/token leakage." }, { "left": "issue:45588", "right": "issue:45663", "accept": false, - "reason": "Flash-attention sink handling and Gemma4 FSDP2 shared_kv_states rebuilding are different concrete bugs." + "reason": "Flash-attention `s_aux=None` crash and Gemma4 FSDP2 `shared_kv_states` KeyError are different attention/training bugs." }, { "left": "issue:43957", "right": "issue:44756", "accept": false, - "reason": "Meta-device model loading and mmap OOM on Strix Halo are not the same issue." + "reason": "Meta-device loading regression and Strix Halo mmap OOM are separate loading/memory issues." }, { "left": "issue:43646", "right": "issue:43708", "accept": false, - "reason": "Custom model initialization regressions and Trainer resume max_steps computation are different bugs." - }, - { - "left": "issue:45292", - "right": "issue:45335", - "accept": true, - "reason": "Both report the same underlying bug: resize_token_embeddings does not update tied output/decoder embeddings." + "reason": "Custom model init in notebooks is unrelated to Trainer `max_steps` miscalculation on resume." }, { "left": "issue:43828", "right": "issue:43957", "accept": false, - "reason": "Autocast dtype mismatch in Phi MoE and meta-device loading failures are different code paths." + "reason": "Autocast dtype mismatch and meta-device loading breakage are different failure modes." + }, + { + "left": "issue:45292", + "right": "issue:45335", + "accept": true, + "reason": "Same underlying bug: `resize_token_embeddings` does not propagate to the tied/output or decoder embeddings; one is generic and the other is t5gemma-specific." }, { "left": "issue:44402", "right": "issue:44451", "accept": false, - "reason": "Tokenizer vocab-size mismatch and a model-loading failure for ScandiBERT are not the same bug." + "reason": "Tokenizer vocab-size inconsistency is not the same as a model-specific load failure for ScandiBERT." }, { "left": "issue:43645", "right": "issue:44164", "accept": false, - "reason": "Notebook custom-model initialization and extra_state save/load handling are unrelated." + "reason": "Notebook-defined custom model initialization and `extra_state` save/load handling are different problems." }, { "left": "issue:43425", "right": "issue:43828", "accept": false, - "reason": "Torch 2.10 compatibility and a model-specific autocast dtype mismatch are different issues." + "reason": "Torch 2.10 incompatibility is not the same concrete bug as Phi-tiny-MoE autocast dtype mismatch." }, { "left": "issue:43257", "right": "issue:44863", "accept": false, - "reason": "Qwen3 MoE loading with accelerate/deepspeed and NemotronH checkpoint loading are different model families and failures." + "reason": "Both are checkpoint-loading failures, but they concern different models and distinct causes." }, { "left": "issue:44683", "right": "issue:45823", "accept": false, - "reason": "Compiled flex_attention on torch>=2.9 and Gemma4 PLE device mismatch are unrelated." + "reason": "Compiled flex_attention on torch >= 2.9 is unrelated to Gemma4 device-mapping mismatch." }, { "left": "issue:44589", "right": "issue:44756", "accept": false, - "reason": "Float8 storage lookup failure and mmap-related OOM are different bugs." + "reason": "Float8 storage deserialization and mmap OOM are separate bugs." }, { "left": "issue:43425", "right": "issue:45823", "accept": false, - "reason": "Torch version incompatibility and a device-map forward mismatch are not the same code-path problem." + "reason": "Torch version incompatibility is not the same as Gemma4 PLE device placement during forward." }, { "left": "issue:43425", "right": "issue:43716", "accept": false, - "reason": "Torch 2.10 incompatibility and Mistral-3 image-preprocessor/model dtype mismatch are different issues." + "reason": "General Torch 2.10 incompatibility does not match the Mistral-3 image-preprocessor dtype mismatch." }, { - "left": "issue:39404", - "right": "issue:45701", + "left": "issue:43611", + "right": "issue:43645", "accept": false, - "reason": "Whisper pipeline return_language regression and tokenization changes across versions are not the same bug." + "reason": "`base_model_prefix` loading regression and notebook custom-model initialization are different model-loading failures." }, { - "left": "issue:43611", - "right": "issue:43645", + "left": "issue:39404", + "right": "issue:45701", "accept": false, - "reason": "Both are about custom-model loading, but one is base_model_prefix behavior and the other is notebook initialization; not enough evidence they are the same bug." + "reason": "Whisper `return_language` pipeline behavior and a version-dependent tokenization change are not the same issue." }, { "left": "issue:43906", "right": "issue:44530", "accept": false, - "reason": "An isolated reproduction of an older issue and a PagedAttentionCache linear_attention crash are different bugs." + "reason": "A reproduction of issue 38071 is not the same as the Qwen3.5 `linear_attention` PagedAttentionCache crash." }, { "left": "issue:44530", "right": "issue:45084", "accept": false, - "reason": "Qwen3.5 cache crash and non-template-node compilation failure are unrelated." + "reason": "`linear_attention` group-type handling and non-template-node compilation errors are different failures." }, { "left": "issue:43901", "right": "issue:44509", "accept": false, - "reason": "One is a docs mismatch for return_all_scores, the other is docs still listing removed pipeline tasks; same area, different content." + "reason": "Both are docs mismatches, but they refer to different pipeline APIs and different removals." }, { "left": "issue:44265", "right": "issue:44898", "accept": false, - "reason": "torch.export failure with torch_compilable_check and Perceiver interpolation failure are different bugs." + "reason": "`torch.export` with `torch_compilable_check` and Perceiver interpolation failure are unrelated." }, { "left": "issue:39404", "right": "issue:44912", "accept": false, - "reason": "Whisper pipeline regression and MXFP4 quantization fallback are unrelated." + "reason": "Whisper pipeline regression is unrelated to MXFP4 quantization fallback on git-oss-20b." }, { "left": "issue:44479", "right": "issue:44805", "accept": false, - "reason": "Video-input regression and mask shape mismatch indexing error are different failures." + "reason": "Qwen VL video-input regression and mask-shape IndexError are different model/input bugs." }, { "left": "issue:43425", "right": "issue:44918", "accept": false, - "reason": "Torch compatibility and Qwen3.5 embedding unpacking with TRL SFT are unrelated." + "reason": "Torch 2.10 incompatibility is not the same as Qwen3.5 embedding unpacking in TRL SFT trainer." }, { "left": "issue:44589", "right": "issue:45084", "accept": false, - "reason": "Float8 storage lookup failure and compilation of non-template nodes are different issues." + "reason": "Float8 storage lookup failure and non-template-node compilation are unrelated." }, { "left": "issue:43299", "right": "issue:43931", - "accept": false, - "reason": "Both concern Qwen3-VL loading, but one is a MoE conversion regression and the other is a weight-shape mismatch; not clearly the same code-path bug." + "accept": true, + "reason": "Same Qwen3-VL MoE loading regression: one report is the dev0 breakage, the other is the concrete weight-shape mismatch on a specific checkpoint." }, { "left": "issue:43596", "right": "issue:44683", "accept": false, - "reason": "Deepspeed zero3/BertModel indexing failure and compiled flex_attention on newer torch are unrelated." + "reason": "DeepSpeed ZeRO-3/BertModel index error is unrelated to flex_attention compilation on torch >= 2.9." }, { "left": "issue:43994", "right": "issue:44079", "accept": false, - "reason": "SigLIP2 nonsensical outputs and ModelOutput key assignment with prior None are different bugs." + "reason": "Incorrect SigLIP2 outputs are not the same bug as `ModelOutput` key assignment when previous values were `None`." }, { "left": "issue:36032", "right": "issue:43452", "accept": false, - "reason": "T5Tokenizer add_special_tokens conflict and gguf_file/from_pretrained breakage are unrelated." + "reason": "T5 tokenizer special-token conflict is unrelated to `gguf_file` breaking AutoTokenizer/AutoModel loading." }, { "left": "issue:44164", "right": "issue:45759", "accept": false, - "reason": "extra_state save/load handling and from_config not unwrapping text_config are different loading/saving bugs." + "reason": "`extra_state` handling in save/load is unrelated to `from_config` not unwrapping `text_config` for composite Qwen configs." } ] }, "evaluator_result": { "accept": true, - "feedback": "The summary is grounded in the packet and stays conservative. The representative issue choice is plausible from the titles, and the only accepted soft-edge pair (issue:45292 / issue:45335) is well supported as the same resize_token_embeddings bug." + "feedback": "The triage summary is grounded in the packet and stays conservative. The two accepted duplicate-like pairs are well supported by the titles/body context, and the rejected soft edges are generally framed narrowly enough to avoid overclaiming." }, "evaluator_used": true, "retried": false, @@ -2611,8 +2621,8 @@ "issue:44991|issue:45081", "issue:44671|issue:44991", "issue:44737|issue:45859", - "issue:32090|issue:39404", "issue:44164|issue:44479", + "issue:32090|issue:39404", "issue:44661|issue:44683", "issue:44488|issue:45081", "issue:43582|issue:43632", @@ -2632,233 +2642,233 @@ "issue:44464|issue:45987", "issue:43452|issue:43482", "issue:43644|issue:43646", - "issue:44849|issue:45325", "issue:43317|issue:43482", + "issue:44849|issue:45325", "issue:36032|issue:43645", "issue:45084|issue:45507", "issue:43883|issue:44991", "issue:43262|issue:43377" ], - "prepared_review_unit_hash": "ba1dafcfc8aec20049c186b349e247c94592a6112735ed9fe4c39eed3519f572", + "prepared_review_unit_hash": "2a91ae44a81be8aa56cc3ec3f1efb19e1b4e1457393fd06d1c45486a36d8b5c7", "component_budget": { "node_count": 413, "item_count": 413, - "soft_pair_count": 1543, - "serialized_chars": 796418, - "estimated_input_tokens": 199105, - "estimated_eval_tokens": 398466 + "soft_pair_count": 1541, + "serialized_chars": 795721, + "estimated_input_tokens": 198931, + "estimated_eval_tokens": 398118 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 32, - "serialized_chars": 37236, - "estimated_input_tokens": 9309, - "estimated_eval_tokens": 18874 + "serialized_chars": 37241, + "estimated_input_tokens": 9311, + "estimated_eval_tokens": 18878 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "These items are mostly unrelated, with only a small Transformers v5 initialization/regression subcluster showing any similarity. The soft pairs share broad themes (tokenizers, model loading, audio, or v5 regressions) but not the same concrete bug or change, so none should be merged.", - "confidence": 0.76, - "canonical_issue_reason": "issue:43644 is the closest cluster anchor: it is a concrete Transformers v5 regression and is the best representative of the nearby init/buffer breakage family around 43611 and 43646.", - "canonical_pr_reason": "No PRs are present in this item set.", - "best_issue_reason": "issue:43644 is the most representative single issue to keep as the duplicate-family lead because it is specific, reproducible, and centrally connected to the other v5 model-initialization regressions.", - "best_pr_reason": "No PRs are present in this item set.", + "summary": "This cluster is mostly heterogeneous closed issue reports: a few Transformer v5 initialization/regression bugs, but also unrelated Whisper, Qwen, tokenizer, audio, cache, and model-loading problems. I do not see a true duplicate set here; if forced to pick a representative issue, issue 43646 is the broadest umbrella for the custom-model-init regressions, but it does not cover the rest.", + "confidence": 0.87, + "canonical_issue_reason": "Issue 43646 is the broadest, most generic regression report in the cluster (Transformers 5.0.0 custom model initialization). Even so, the surrounding items are too diverse to treat the cluster as one duplicate bug.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 43646 is the best single representative because it captures the most general v5 initialization regression theme among the issues.", + "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:39404", "right": "issue:44671", "accept": false, - "reason": "Both are model regressions, but they affect different models and different code paths: Whisper pipeline language return vs CamemBERT MLM predictions." + "reason": "Both involve model/pipeline behavior, but one is Whisper return_language and the other is CamemBERT masked-LM predictions; different code paths and symptoms." }, { "left": "issue:43856", "right": "issue:44756", "accept": false, - "reason": "Both concern memory, but one is Qwen3 MoE training inefficiency and the other is mmap/OOM on Strix Halo; not the same bug." + "reason": "Both mention memory/efficiency, but one is Qwen3 MoE training memory usage and the other is mmap OOM on Strix Halo; not the same bug." }, { "left": "issue:44991", "right": "issue:45081", "accept": false, - "reason": "Different tokenizer-loading failures with different causes: EMBEDDIA/est-roberta vs Mistral regex patch/backend tokenizer access." + "reason": "Both are loading regressions, but one is tokenizer loading for EMBEDDIA/est-roberta and the other is Mistral regex patching with backend_tokenizer missing." }, { "left": "issue:44671", "right": "issue:44991", "accept": false, - "reason": "Both are model/tokenizer loading-related, but one is a CamemBERT prediction regression and the other is a tokenizer load failure for a different model." + "reason": "CamemBERT prediction correctness vs tokenizer loading failure; unrelated failure modes." }, { "left": "issue:44737", "right": "issue:45859", "accept": false, - "reason": "Both touch model internals, but the reported failures are different: XLNet CPU arange placement vs Qwen3.5Moe CPU-offload rotary embedding compatibility." + "reason": "Both are device-related model issues, but one is XLNet CPU arange placement and the other is Qwen3.5Moe rotary embedding offload compatibility." }, { - "left": "issue:32090", - "right": "issue:39404", + "left": "issue:44164", + "right": "issue:44479", "accept": false, - "reason": "Unrelated bugs: Trainer GPU broadcast TypeError vs Whisper pipeline return_language regression." + "reason": "save/from_pretrained extra_state handling is unrelated to the Qwen video-input regression." }, { - "left": "issue:44164", - "right": "issue:44479", + "left": "issue:32090", + "right": "issue:39404", "accept": false, - "reason": "Serialization extra_state handling and video-input regression are separate behaviors, not one underlying defect." + "reason": "Trainer GPU broadcast TypeError is unrelated to Whisper pipeline return_language behavior." }, { "left": "issue:44661", "right": "issue:44683", "accept": false, - "reason": "Different areas entirely: tokenizer-mapping model registration vs compiled flex_attention on torch>=2.9." + "reason": "TOKENIZER_MAPPING_NAMES add-new-model-like failure is unrelated to compiled flex_attention on torch >= 2.9." }, { "left": "issue:44488", "right": "issue:45081", "accept": false, - "reason": "Both are loading failures, but for different repositories and different failure modes; not the same bug." + "reason": "Both are loading-related, but one is a model-load failure for cjvt/sleng-bert and the other is a Mistral tokenizer regex/backend_tokenizer crash." }, { "left": "issue:43582", "right": "issue:43632", "accept": false, - "reason": "AppleSilicon allocator warmup TypeError and the _is_hf_initialized v5 regression are unrelated." + "reason": "AppleSilicon caching_allocator_warmup TypeError is unrelated to the _is_hf_initialized regression." }, { "left": "issue:43611", "right": "issue:43644", "accept": false, - "reason": "Both are v5 regressions in model initialization/loading, but they describe different concrete failures and code paths." + "reason": "Both are Transformers v5 regressions, but one is base_model_prefix loading and the other is non-persistent buffers being junk-filled; different defects." }, { "left": "issue:40990", "right": "issue:43421", "accept": false, - "reason": "A perplexity issue on gpt-oss is unrelated to runtime post-processor updates after special-token changes." + "reason": "Perplexity on gpt-oss-20b is unrelated to runtime post-processor updates in TokenizersBackend." }, { "left": "issue:43716", "right": "issue:45084", "accept": false, - "reason": "Different subsystems and symptoms: image-preprocessor dtype mismatch vs template compilation error." + "reason": "Mistral image preprocessor dtype mismatch is unrelated to a Jinja/template compilation TypeError." }, { "left": "issue:44206", "right": "issue:44220", "accept": false, - "reason": "Both are audio-related, but one is an unsupported feature-extractor arg and the other is a separate _torch_extract_fbank_features issue." + "reason": "LasrFeatureExtractor center-arg regression and _torch_extract_fbank_features() are related audio bugs, but not the same concrete failure." }, { "left": "issue:44488", "right": "issue:44987", "accept": false, - "reason": "Two different model-loading regressions for different models; similar surface area only." + "reason": "Both are loading failures, but for different models and causes; no shared code-path evidence." }, { "left": "issue:43643", "right": "issue:44530", "accept": false, - "reason": "AutoConfig trust_remote_code field loss is unrelated to PagedAttentionCache group-type failures on Qwen3.5." + "reason": "AutoConfig trust_remote_code missing fields is unrelated to PagedAttentionCache crashing on Qwen3.5 linear_attention." }, { "left": "issue:36032", "right": "issue:42915", "accept": false, - "reason": "Tokenizer special-token method conflict and FineGrainedFP8Config failure are unrelated bugs." + "reason": "T5 tokenizer add_special_tokens conflict and Qwen3Moe FineGrainedFP8Config failure are distinct model/tokenizer problems." }, { "left": "issue:34567", "right": "issue:40444", "accept": false, - "reason": "TrainerState token counter not updating and Qwen2.5-VL multi-image IterableDataset failure are different problems." + "reason": "TrainerState num_input_tokens_seen not updating is unrelated to Qwen2.5-VL iterable dataset multi-image finetuning failure." }, { "left": "issue:43883", "right": "issue:44488", "accept": false, - "reason": "Missing all_tied_weights_keys and inability to load a specific model are unrelated." + "reason": "Molmo all_tied_weights_keys attribute error and cjvt/sleng-bert loading failure are unrelated." }, { "left": "issue:44811", "right": "issue:45584", "accept": false, - "reason": "Both are Whisper issues, but one is batch_decode skipping special tokens and the other is empty-transcription generation after align_special_tokens." + "reason": "Both are Whisper issues, but one is batch_decode skip_special_tokens and the other is empty-transcription generation after align_special_tokens; different code paths." }, { "left": "issue:44451", "right": "issue:44987", "accept": false, - "reason": "Different model-loading failures with no shared concrete code path." + "reason": "ScandiBERT loading failure and physical-intelligence/fast loading failure are different model-specific regressions." }, { "left": "issue:43541", "right": "issue:45084", "accept": false, - "reason": "Mixtral grouped_mm tracing failure and non-template-node compilation error are distinct compiler/runtime issues." + "reason": "Mixtral grouped_mm torch dynamo tracing error is unrelated to template compilation failure." }, { "left": "issue:42915", "right": "issue:44530", "accept": false, - "reason": "One is a FineGrainedFP8Config failure, the other a Qwen3.5 PagedAttentionCache group-type crash; not the same bug." + "reason": "Qwen3Moe FineGrainedFP8Config failure and Qwen3.5 PagedAttentionCache linear_attention crash are different Qwen-family bugs." }, { "left": "issue:44464", "right": "issue:45987", "accept": false, - "reason": "Chunked generation inconsistency under compiled forward and StaticCache.get_seq_length contract violation are separate generation/cache defects." + "reason": "Chunked generation inconsistency with compiled forward is unrelated to StaticCache.get_seq_length returning the wrong type." }, { "left": "issue:43452", "right": "issue:43482", "accept": false, - "reason": "Both mention GGUF loading, but one is a generic from_pretrained/gguf_file breakage and the other is a specific Qwen2.5-GGUF v5 loading failure." + "reason": "gguf_file breaking from_pretrained and Qwen2.5-GGUF failing in v5 are both GGUF-related but not the same concrete regression." }, { "left": "issue:43644", "right": "issue:43646", "accept": false, - "reason": "Both are v5 initialization regressions, but one is about non-persistent buffers and the other about custom model initialization; not one bug." + "reason": "Both are v5 regressions around model initialization/loading, but one is junk-filled non-persistent buffers and the other is custom model initialization in notebooks." }, { - "left": "issue:44849", - "right": "issue:45325", + "left": "issue:43317", + "right": "issue:43482", "accept": false, - "reason": "Different Qwen-family bugs: hidden-states output handling vs still-image rope-index scaling." + "reason": "Dequantized model device_map offload failure is unrelated to Qwen2.5-GGUF loading in v5." }, { - "left": "issue:43317", - "right": "issue:43482", + "left": "issue:44849", + "right": "issue:45325", "accept": false, - "reason": "device_map/offload loading failure and GGUF loading failure are different code paths and symptoms." + "reason": "Qwen3.5 output_hidden_states bug and Qwen2.5-VL rope-index scaling bug are different Qwen model behaviors." }, { "left": "issue:36032", "right": "issue:43645", "accept": false, - "reason": "Tokenizer special-token method conflict is unrelated to custom model initialization in notebooks." + "reason": "T5 tokenizer method conflict is unrelated to notebook custom model initialization." }, { "left": "issue:45084", "right": "issue:45507", "accept": false, - "reason": "Template compilation error and GraniteMoEHybrid invalid-method calls are unrelated." + "reason": "Template compilation TypeError is unrelated to GraniteMoEHybrid calling an invalid method." }, { "left": "issue:43883", "right": "issue:44991", "accept": false, - "reason": "Missing tied-weights metadata and tokenizer loading failure for EMBEDDIA/est-roberta are unrelated." + "reason": "Molmo tied-weights attribute error and tokenizer loading regression for EMBEDDIA/est-roberta are unrelated." }, { "left": "issue:43262", "right": "issue:43377", "accept": false, - "reason": "Both are audio-related, but one is a sampling-rate default bug and the other is a missing padding-mask batch consistency bug." + "reason": "Audio processor sampling-rate default mismatch is unrelated to MIMI encoder padding-mask batching differences." } ] }, @@ -2934,14 +2944,14 @@ "issue:43089|issue:45987", "issue:44987|issue:44991", "issue:43404|issue:44466", - "issue:43322|issue:43540", "issue:43646|issue:44534", + "issue:43322|issue:43540", "issue:43994|issue:44610", "issue:44403|issue:45081", "issue:42915|issue:45084", "issue:43377|issue:43819", - "issue:44265|issue:44610", "issue:43645|issue:44534", + "issue:44265|issue:44610", "issue:44220|issue:44683", "issue:44451|issue:45081", "issue:44987|issue:45081", @@ -2949,8 +2959,8 @@ "issue:42915|issue:44291", "issue:43632|issue:44756", "issue:36032|issue:43742", - "issue:43404|issue:45127", "issue:42915|issue:44589", + "issue:43404|issue:45127", "issue:44062|issue:44987", "issue:43296|issue:43531", "issue:43531|issue:44877", @@ -2963,229 +2973,229 @@ "issue:40990|issue:44811", "issue:44683|issue:45020" ], - "prepared_review_unit_hash": "031d504ae580feb235e6ebd53e36bf5d3e72ccaea5aa887db3616a3142342d32", + "prepared_review_unit_hash": "ab6b29a42736e70eeb8c03699753e535a8a4d9925a28db3bc532fc9ae24200ec", "component_budget": { "node_count": 413, "item_count": 413, - "soft_pair_count": 1543, - "serialized_chars": 796418, - "estimated_input_tokens": 199105, - "estimated_eval_tokens": 398466 + "soft_pair_count": 1541, + "serialized_chars": 795721, + "estimated_input_tokens": 198931, + "estimated_eval_tokens": 398118 }, "budget": { "node_count": 47, "item_count": 47, "soft_pair_count": 31, - "serialized_chars": 36328, - "estimated_input_tokens": 9082, - "estimated_eval_tokens": 18420 + "serialized_chars": 36331, + "estimated_input_tokens": 9083, + "estimated_eval_tokens": 18422 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "Most items are unrelated regression reports that only share broad Transformers/v5 themes. I found one likely duplicate pair around Qwen3.5 save_pretrained checkpoint corruption; the rest look like distinct bugs.", - "confidence": 0.89, - "canonical_issue_reason": "No single global canonical issue is safe here because the set mixes many unrelated bugs; the only clear duplicate subcluster is the Qwen3.5 save_pretrained regression pair.", + "summary": "Conservatively, this cluster only has one clearly duplicate-like pair: the Qwen3.5 save_pretrained reports. The Qwen2.5-VL/Qwen3-VL pair is topical similarity around Qwen VL position handling, but the evidence is not strong enough to call it the same bug/root cause.", + "confidence": 0.62, + "canonical_issue_reason": "issue:45216 is the broader, more representative Qwen3.5 save_pretrained regression, while issue:45357 looks like a narrower manifestation about incorrect visual encoder keys.", "canonical_pr_reason": null, - "best_issue_reason": "issue:45216 is the best anchor for the only clear duplicate subcluster: it is the earlier, broader Qwen3.5 save_pretrained regression report, while issue:45357 is a narrower follow-up about visual encoder keys.", + "best_issue_reason": "issue:45216 is the best canonical issue because it captures the broader save_pretrained regression and can absorb the narrower follow-up report.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:43089", "right": "issue:45987", "accept": false, - "reason": "Different problems: generation performance overhead vs a StaticCache return-type contract issue." + "reason": "Performance/sync overhead vs a seq-length return-type contract bug; unrelated code paths." }, { "left": "issue:44987", "right": "issue:44991", "accept": false, - "reason": "Both are tokenizer-load failures, but they involve different models and different failure modes." + "reason": "Both are loading failures, but the model/tokenizer contexts differ and there is no clear shared root cause." }, { "left": "issue:43404", "right": "issue:44466", "accept": false, - "reason": "Both mention tied weights, but one is about Mistral3 weight tying and the other about device-dependent serialization; not the same concrete bug." + "reason": "Both mention tied weights, but one is a missing tie bug and the other is inconsistent save_pretrained serialization." }, { - "left": "issue:43322", - "right": "issue:43540", + "left": "issue:43646", + "right": "issue:44534", "accept": false, - "reason": "Different multimodal model paths and different failure types: segfault on Llava Next loading vs ValueError in Qwen3OmniMoe video processing." + "reason": "Different regressions: custom model initialization versus non-persistent buffer initialization." }, { - "left": "issue:43646", - "right": "issue:44534", + "left": "issue:43322", + "right": "issue:43540", "accept": false, - "reason": "Both are v5 regressions, but one is custom model initialization and the other is non-persistent buffer initialization; distinct code paths." + "reason": "Different multimodal model failures with different symptoms and triggers." }, { "left": "issue:43994", "right": "issue:44610", "accept": false, - "reason": "Different models and bugs: SigLIP2 inference nonsense vs OmDet-Turbo processor/model input-size mismatch." + "reason": "Different models and different failure modes; not the same underlying bug." }, { "left": "issue:44403", "right": "issue:45081", "accept": false, - "reason": "Unnecessary load-time noise is unrelated to a Mistral tokenizer regex crash." + "reason": "Load-time noise versus a tokenizer regex patch crash; different problems." }, { "left": "issue:42915", "right": "issue:45084", "accept": false, - "reason": "Qwen3Moe FP8 config failure and a template compilation error are unrelated." + "reason": "FP8 model loading failure and template compilation failure are unrelated." }, { "left": "issue:43377", "right": "issue:43819", "accept": false, - "reason": "Both are encoder/math correctness bugs, but one is padding-mask batching and the other is DAC from_latents vs forward mismatch." + "reason": "Both are output-mismatch reports, but they affect different models and mechanisms." }, { - "left": "issue:44265", - "right": "issue:44610", + "left": "issue:43645", + "right": "issue:44534", "accept": false, - "reason": "torch.export failure with torch_compilable_check is unrelated to an OmDet processor size regression." + "reason": "Notebook custom-model init issue is unrelated to junk-filled non-persistent buffers." }, { - "left": "issue:43645", - "right": "issue:44534", + "left": "issue:44265", + "right": "issue:44610", "accept": false, - "reason": "Notebook custom-model initialization and non-persistent buffer corruption are separate v5 regressions." + "reason": "torch.export/compilable-check failure is unrelated to an image-size mismatch in a processor." }, { "left": "issue:44220", "right": "issue:44683", "accept": false, - "reason": "Feature extraction bug and compiled flex_attention torch-version failure are different code paths." + "reason": "Different subsystems and failures: feature extraction versus compiled attention." }, { "left": "issue:44451", "right": "issue:45081", "accept": false, - "reason": "Model load failure for ScandiBERT is unrelated to the Mistral regex patch crash." + "reason": "Different models and different tokenizer-loading failures." }, { "left": "issue:44987", "right": "issue:45081", "accept": false, - "reason": "Tokenizer load failure for a specific model is not the same as the Mistral regex backend_tokenizer crash." + "reason": "Distinct tokenizer/model-loading bugs with no clear shared code path." }, { "left": "issue:45216", "right": "issue:45357", "accept": true, - "reason": "Same underlying regression family: Qwen3.5 save_pretrained writes incorrect checkpoints; 45357 is a narrower symptom about visual encoder keys." + "reason": "Both describe the same Qwen3.5 save_pretrained regression; 45357 is a narrower manifestation." }, { "left": "issue:42915", "right": "issue:44291", "accept": false, - "reason": "FineGrainedFP8Config failure and unexpected _is_hf_initialized arg are unrelated model-loading issues." + "reason": "Different failure mechanisms and different model families." }, { "left": "issue:43632", "right": "issue:44756", "accept": false, - "reason": "_is_hf_initialized flag breakage and mmap OOM on Strix Halo are unrelated." + "reason": "Unrelated transformers-v5 initialization bug versus mmap/OOM issue." }, { "left": "issue:36032", "right": "issue:43742", "accept": false, - "reason": "Different tokenizer/model loading failures with different root causes." + "reason": "Different loading errors involving different models and different root causes." }, { - "left": "issue:43404", - "right": "issue:45127", + "left": "issue:42915", + "right": "issue:44589", "accept": false, - "reason": "Weight-tying/serialization bug and LoRA merge collapse are related only at a broad level, not the same concrete bug." + "reason": "FP8 config failure and missing storage type error are different problems." }, { - "left": "issue:42915", - "right": "issue:44589", + "left": "issue:43404", + "right": "issue:45127", "accept": false, - "reason": "Qwen3Moe FP8 config failure is unrelated to missing Float8 storage registration." + "reason": "Related to tied weights, but one is a model-class tie bug and the other is a LoRA/extended-vocab collapse issue." }, { "left": "issue:44062", "right": "issue:44987", "accept": false, - "reason": "AddedToken special-argument conflict and tokenizer load failure for a specific model are different issues." + "reason": "Tokenizer AddedToken argument error is unrelated to a model-specific loading regression." }, { "left": "issue:43296", "right": "issue:43531", "accept": false, - "reason": "PaddleOCR-VL loading in vLLM and Qwen3-MoE sliding_window behavior are separate model-specific bugs." + "reason": "Different models and different bugs: vLLM/PaddleOCR-VL load failure versus Qwen3-MoE sliding_window handling." }, { "left": "issue:43531", "right": "issue:44877", "accept": false, - "reason": "Sliding-window handling for Qwen3-MoE is unrelated to strict config loading for granite_speech." + "reason": "Sliding-window behavior bug is unrelated to strict config loading for granite_speech." }, { "left": "issue:43425", "right": "issue:44403", "accept": false, - "reason": "Torch 2.10 compatibility is unrelated to load-time noise in transformer loading." + "reason": "Torch version incompatibility is unrelated to loading noise." }, { "left": "issue:43611", "right": "issue:44534", "accept": false, - "reason": "Base-model-prefix loading regression and non-persistent buffer junk are different failure modes." + "reason": "Base_model_prefix loading regression is distinct from non-persistent buffer junk values." }, { "left": "issue:44479", "right": "issue:45325", "accept": false, - "reason": "Both touch Qwen VL models, but one is a broad video-input regression and the other is a specific still-image RoPE scaling bug." + "reason": "issue:44479 is a broad video-input regression across several Qwen variants, while issue:45325 is a narrower still-image rope-index / temporal-position-id scaling report; the packet supports topical similarity, not a confident duplicate/root-cause match." }, { "left": "issue:36032", "right": "issue:41720", "accept": false, - "reason": "Tokenizer method-name conflict and auto device mapping cudaErrorAssert are unrelated." + "reason": "Tokenizer attribute conflict and CUDA assert on auto device mapping are unrelated." }, { "left": "issue:42175", "right": "issue:45542", "accept": false, - "reason": "Both concern TensorFlow availability, but one is missing TF in the torch extra and the other is a backend-detection/install issue; not clearly the same bug." + "reason": "Both touch TF availability, but one is a packaging/extras issue and the other is a backend-detection runtime error." }, { "left": "issue:43792", "right": "issue:44589", "accept": false, - "reason": "Whisper runtime failure and missing Float8 storage type are unrelated." + "reason": "Different model/runtime storage issues with no shared underlying change." }, { "left": "issue:40990", "right": "issue:44811", "accept": false, - "reason": "Perplexity anomaly on a language model is unrelated to Whisper batch_decode skip_special_tokens behavior." + "reason": "Perplexity regression and Whisper batch_decode skip_special_tokens bug are unrelated." }, { "left": "issue:44683", "right": "issue:45020", "accept": false, - "reason": "Compiled flex_attention on torch>=2.9 and remote_code loading breakages are different issues." + "reason": "Compiled flex_attention on new torch versions is unrelated to remote_code loading regressions." } ] }, "evaluator_result": { - "accept": true, - "feedback": "The assessment is grounded in the packet and stays conservative overall. The only accepted soft edge, issue:45216 \u2194 issue:45357, is plausibly the same Qwen3.5 save_pretrained regression family and could reasonably be addressed by one fix. The summary also correctly avoids claiming a single global canonical issue for an otherwise mixed set." + "accept": false, + "feedback": "The summary overstates the evidence for one soft pair. issue:44479 is a broad video-input regression across several Qwen variants, while issue:45325 is a narrower still-image rope-index / temporal-position-id scaling report. The packet only supports topical similarity, not a confident duplicate/root-cause relationship, so that accept is not conservative enough. The Qwen3.5 save_pretrained pair looks plausible, but the overall result should be rejected because of the overclaim in the Qwen VL pair and the summary\u2019s claim that only two soft pairs are the same bug family." }, "evaluator_used": true, - "retried": false, + "retried": true, "accepted_nontrivial_soft_edge": true, "error_kind": null, "error_message": null @@ -3258,10 +3268,10 @@ "issue:43632|issue:44534", "issue:43421|issue:44568", "issue:33666|issue:40444", - "issue:43818|issue:45357", "issue:44079|issue:45663", - "issue:43317|issue:43856", "issue:44462|issue:45812", + "issue:43818|issue:45357", + "issue:43317|issue:43856", "issue:44829|issue:45479", "issue:43482|issue:45538", "issue:43381|issue:45923", @@ -3280,218 +3290,218 @@ "issue:45325|issue:45834", "issue:44079|issue:44534", "issue:43454|issue:44466", - "issue:40444|issue:45381", "issue:42915|issue:43482", + "issue:40444|issue:45381", "issue:45325|issue:45381" ], - "prepared_review_unit_hash": "f1b5b79560c5114989a2ffe90e72acae7dd28ac7ac98988461e83859c1a80b71", + "prepared_review_unit_hash": "79ae57319a8cfc9589fabcfdafd485ffc751f30c8006a22089afb9d259c81506", "component_budget": { "node_count": 413, "item_count": 413, - "soft_pair_count": 1543, - "serialized_chars": 796418, - "estimated_input_tokens": 199105, - "estimated_eval_tokens": 398466 + "soft_pair_count": 1541, + "serialized_chars": 795721, + "estimated_input_tokens": 198931, + "estimated_eval_tokens": 398118 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 30, - "serialized_chars": 36987, - "estimated_input_tokens": 9247, - "estimated_eval_tokens": 18750 + "serialized_chars": 36991, + "estimated_input_tokens": 9248, + "estimated_eval_tokens": 18752 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is mostly a set of unrelated transformer issues that only share broad vocabulary (e.g. v5 regressions, tokenizer loading, Qwen/VL, checkpointing). None of the soft pairs look like the same concrete bug or change, so I would not collapse any of them as duplicates.", - "confidence": 0.95, - "canonical_issue_reason": null, + "summary": "The set is mostly a grab-bag of unrelated Transformer/model-specific issues. None of the soft pairs look like the same concrete bug or change, so I would not merge any of them as duplicates. If a representative issue must be chosen, the broadest one is the v5 initialization regression in 43632, but the cluster is not truly duplicate-heavy.", + "confidence": 0.91, + "canonical_issue_reason": "issue:43632 is the broadest, most central regression in the set: a generic Transformers v5 initialization/load breakage that could plausibly sit near several other v5-loading reports.", "canonical_pr_reason": null, - "best_issue_reason": null, + "best_issue_reason": "issue:43632 is the best single representative issue because it is broad, clearly actionable, and describes a foundational regression rather than a model-specific symptom.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:41553", "right": "issue:43582", "accept": false, - "reason": "Bad AutoTokenizer error message for Voxtral and an Apple Silicon TypeError in caching_allocator_warmup are unrelated code paths." + "reason": "Different subsystems and failures: tokenizer error-message quality vs Apple Silicon allocator TypeError." }, { "left": "issue:44403", "right": "issue:44991", "accept": false, - "reason": "Generic loading noise and a tokenizer-loading failure for EMBEDDIA/est-roberta are different symptoms and fixes." + "reason": "One is about noisy logging during load; the other is a tokenizer loading failure for a specific model." }, { "left": "issue:43632", "right": "issue:44534", "accept": false, - "reason": "_is_hf_initialized init/load regression and non-persistent buffer junk are separate v5 breakages." + "reason": "Both involve v5 initialization behavior, but the concrete bugs differ: _is_hf_initialized handling vs non-persistent buffer contents." }, { "left": "issue:43421", "right": "issue:44568", "accept": false, - "reason": "Runtime special-token post-processor updates and add_special_tokens not adding BOS/EOS are both tokenizer-related but not the same bug." + "reason": "Both mention special tokens, but one is runtime post-processor updates and the other is add_special_tokens behavior for a specific tokenizer." }, { "left": "issue:33666", "right": "issue:40444", "accept": false, - "reason": "Multi-GPU Qwen2-VL training and IterableDataset multi-image finetuning failure are different Qwen-VL training issues." + "reason": "Both are Qwen2-VL/VL training reports, but the underlying failures are different (multi-GPU training vs IterableDataset multi-image finetuning)." }, { - "left": "issue:43818", - "right": "issue:45357", + "left": "issue:44079", + "right": "issue:45663", "accept": false, - "reason": "Video-LLaVA tower/weight-sharing bug and Qwen3.5 save_pretrained visual-key regression affect different models and paths." + "reason": "Unrelated bugs: ModelOutput key assignment vs Gemma-4 FSDP attention-state construction." }, { - "left": "issue:44079", - "right": "issue:45663", + "left": "issue:44462", + "right": "issue:45812", "accept": false, - "reason": "ModelOutput key assignment and Gemma4 FSDP2 shared_kv_states rebuilding are unrelated runtime behaviors." + "reason": "Both concern AutoTokenizer, but one ignores tokenizer.json while the other returns wrong Granite token IDs; not the same bug." }, { - "left": "issue:43317", - "right": "issue:43856", + "left": "issue:43818", + "right": "issue:45357", "accept": false, - "reason": "device_map/offload load failure and Qwen3 MoE memory inefficiency are not the same issue." + "reason": "Different model families and issues: Video-LLaVA weight/temporal-attention problem vs Qwen3.5 save_pretrained visual-key regression." }, { - "left": "issue:44462", - "right": "issue:45812", + "left": "issue:43317", + "right": "issue:43856", "accept": false, - "reason": "Ignoring tokenizer.json and wrong Granite token IDs are both tokenizer regressions, but the concrete failure modes differ." + "reason": "Different failure modes: device_map offload loading vs memory inefficiency during Qwen3 MoE training." }, { "left": "issue:44829", "right": "issue:45479", "accept": false, - "reason": "flash_attention_3 degenerate training and single-label num_labels=1 zero-loss behavior are different training bugs." + "reason": "One is flash_attention_3 causing degenerate training; the other is a classification-loss edge case with num_labels=1." }, { "left": "issue:43482", "right": "issue:45538", "accept": false, - "reason": "Qwen2.5-GGUF loading failure under v5 and CLIPTokenizer model_max_length are unrelated." + "reason": "Unrelated: GGUF loading failure vs CLIPTokenizer max-length configuration." }, { "left": "issue:43381", "right": "issue:45923", "accept": false, - "reason": "Eval-mode gradient checkpointing restriction and missing supports_gradient_checkpointing flag are distinct checkpointing issues." + "reason": "Related to gradient checkpointing in general, but one is eval-mode usage and the other is a missing capability flag on a remote-code model." }, { "left": "issue:40444", "right": "issue:45325", "accept": false, - "reason": "Multi-image iterable finetuning failure and Qwen2.5-VL still-image rope scaling are different Qwen-VL bugs." + "reason": "Both are Qwen2.5-VL, but one is a finetuning/input pipeline failure and the other is a still-image position-id scaling bug." }, { "left": "issue:44291", "right": "issue:44589", "accept": false, - "reason": "Unexpected _is_hf_initialized in init_empty_weights and Float8 storage lookup failure are separate low-level loading problems." + "reason": "Both are Transformers v5 loading regressions, but one is an unexpected init argument and the other is a missing Float8 storage type." }, { "left": "issue:43482", "right": "issue:43525", "accept": false, - "reason": "GGUF loading failure for Qwen2.5 and missing pad_token_id on Llama4Config are unrelated model/config regressions." + "reason": "Different model-loading problems: GGUF/v5 compatibility vs missing pad_token_id on Llama4Config." }, { "left": "issue:43377", "right": "issue:45491", "accept": false, - "reason": "MIMI padding-mask inconsistency and Gemma3 mixed-length NaN embeddings are both batching-related but not the same underlying bug." + "reason": "Both involve batching/padding behavior, but they are different models and different code paths." }, { "left": "issue:41720", "right": "issue:45081", "accept": false, - "reason": "Qwen3 auto device mapping cudaErrorAssert and Mistral regex patch crashing in tokenizer loading are different failures." + "reason": "Unrelated: Qwen3 auto device map cuda assert vs Mistral tokenizer regex patch crash." }, { "left": "issue:43531", "right": "issue:44291", "accept": false, - "reason": "Qwen3-MoE sliding_window behavior and init_empty_weights _is_hf_initialized argument handling are not the same code path." + "reason": "Different issues: sliding-window handling in Qwen3-MoE vs init_empty_weights/_is_hf_initialized argument handling." }, { "left": "issue:44265", "right": "issue:45072", "accept": false, - "reason": "torch.export compatibility via torch_compilable_check and bf16 dtype mismatches are unrelated." + "reason": "Different problems and likely different code paths: torch.export/torch_compilable_check vs bfloat16 dtype mismatches." }, { "left": "issue:42175", "right": "issue:43296", "accept": false, - "reason": "Missing tensorflow backend in pip extras and PaddleOCR-VL load failure in vLLM are unrelated packaging/model-loading issues." + "reason": "No meaningful overlap: packaging/backend install issue vs PaddleOCR-VL load failure in vLLM." }, { "left": "issue:43632", "right": "issue:45072", "accept": false, - "reason": "_is_hf_initialized flag regression and bf16 dtype mismatch do not share a concrete fix." + "reason": "Both are Transformer regressions, but one is model initialization and the other is inference dtype mismatch." }, { "left": "issue:43611", "right": "issue:43646", "accept": false, - "reason": "base_model_prefix loading breakage and custom model initialization breakage are both v5 regressions but distinct APIs/code paths." + "reason": "Both are v5 breakages, but one is base_model_prefix loading and the other is custom model initialization." }, { "left": "issue:43994", "right": "issue:44898", "accept": false, - "reason": "SigLIP2 nonsensical AutoModel/pipeline results and Perceiver non-default-resolution failure are different vision-model issues." + "reason": "Different vision-model failures: nonsensical outputs vs interpolation/resize failure." }, { "left": "issue:43792", "right": "issue:43957", "accept": false, - "reason": "Whisper-large-v2 cannot run and meta-device loading breakage are separate loading/runtime problems." + "reason": "Different root causes: Whisper runtime failure vs meta-device loading breakage." }, { "left": "issue:45325", "right": "issue:45834", "accept": false, - "reason": "Qwen2.5-VL temporal position-id scaling and Kosmos2.5 OCR long-input index error are unrelated multimodal bugs." + "reason": "Both are multimodal indexing-related, but the concrete bugs are different and model-specific." }, { "left": "issue:44079", "right": "issue:44534", "accept": false, - "reason": "ModelOutput key assignment and non-persistent buffer initialization are different internal state bugs." + "reason": "ModelOutput key assignment bug is not the same as non-persistent buffer initialization junk." }, { "left": "issue:43454", "right": "issue:44466", "accept": false, - "reason": "AyaVision lm_head tying failure and inconsistent lm_head serialization by device are related to weights, but they describe different breakpoints and fixes." + "reason": "Both touch lm_head/tied weights, but one is untied weights causing bad generation and the other is device-dependent serialization inconsistency." }, { - "left": "issue:40444", - "right": "issue:45381", + "left": "issue:42915", + "right": "issue:43482", "accept": false, - "reason": "Qwen2.5-VL multi-image IterableDataset failure and Qwen2.5-VL video vision_position_ids bug are both VL issues, but not the same concrete bug." + "reason": "Unrelated model-specific failures: Qwen3Moe FP8 config vs GGUF loading under v5." }, { - "left": "issue:42915", - "right": "issue:43482", + "left": "issue:40444", + "right": "issue:45381", "accept": false, - "reason": "Qwen3Moe FineGrainedFP8Config failure and Qwen2.5-GGUF loading failure are unrelated model/config regressions." + "reason": "Both are Qwen2.5-VL, but one is dataset finetuning with multiple images and the other is video vision_position_ids being wrong." }, { "left": "issue:45325", "right": "issue:45381", "accept": false, - "reason": "Both involve Qwen2.5-VL positions, but one is still-image temporal scaling and the other is video vision_position_ids; too different to merge." + "reason": "Related model family, but different modalities and different position-id bugs." } ] }, @@ -3566,13 +3576,13 @@ ], "soft_pairs": [ "issue:43644|issue:44079", - "issue:43749|issue:44079", "issue:43296|issue:45800", + "issue:43749|issue:44079", "issue:44479|issue:45823", "issue:35707|issue:40444", - "issue:44387|issue:44617", - "issue:43606|issue:44265", "issue:44291|issue:44877", + "issue:43606|issue:44265", + "issue:44387|issue:44617", "issue:43881|issue:44488", "issue:44568|issue:45920", "issue:43701|issue:45325", @@ -3596,214 +3606,214 @@ "issue:43873|issue:45701", "issue:43296|issue:44877" ], - "prepared_review_unit_hash": "a742200600a88734be4ef332f689cfea555c79c5b4b48aa86691e3a8e231c6c4", + "prepared_review_unit_hash": "e07731c92c595cc06c74d128754bfec9452c32c4d1ead9efdde56e25806efc20", "component_budget": { "node_count": 413, "item_count": 413, - "soft_pair_count": 1543, - "serialized_chars": 796418, - "estimated_input_tokens": 199105, - "estimated_eval_tokens": 398466 + "soft_pair_count": 1541, + "serialized_chars": 795721, + "estimated_input_tokens": 198931, + "estimated_eval_tokens": 398118 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 30, - "serialized_chars": 36927, - "estimated_input_tokens": 9232, - "estimated_eval_tokens": 18720 + "serialized_chars": 36924, + "estimated_input_tokens": 9231, + "estimated_eval_tokens": 18718 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "The set is heterogeneous: most items are unrelated bugs spanning model loading, tokenization, quantization/offload, multimodal processors, and training utilities. None of the soft-edge pairs look like the same concrete bug/change closely enough to merge, so all candidate duplicate links should be rejected.", - "confidence": 0.93, - "canonical_issue_reason": "No canonical issue: the items do not form a single coherent duplicate cluster, and the apparent overlaps are mostly broad subsystem similarities rather than the same underlying failure mode.", + "summary": "This cluster is heterogeneous: most items are distinct model-specific regressions or docs/example bugs, not duplicates. I would not merge any of the soft pairs.", + "confidence": 0.83, + "canonical_issue_reason": "If a single anchor is required, issue:43873 is the broadest and most central report in the set: an open offloading/quantization failure that is closest to the other loading/offload-related complaints.", "canonical_pr_reason": null, - "best_issue_reason": "No best issue: none of the issues clearly subsumes the others or represents the shared root cause of the set.", + "best_issue_reason": "issue:43873 is the best global issue candidate because it has the widest scope and most plausible overlap with adjacent offloading/loading reports, even though the cluster overall is not cohesive.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:43644", "right": "issue:44079", "accept": false, - "reason": "Different bugs: non-persistent buffer serialization vs ModelOutput key assignment when a key was previously None." + "reason": "Non-persistent buffer serialization/junk is unrelated to ModelOutput key assignment behavior." }, { - "left": "issue:43749", - "right": "issue:44079", + "left": "issue:43296", + "right": "issue:45800", "accept": false, - "reason": "Different code paths: FSDP CPU RAM efficient loading vs ModelOutput key handling." + "reason": "One is a PaddleOCR-VL load failure; the other is a torch/transformers version incompatibility. Different bugs." }, { - "left": "issue:43296", - "right": "issue:45800", + "left": "issue:43749", + "right": "issue:44079", "accept": false, - "reason": "Unrelated failures: a specific model load issue vs a torch/Transformers version incompatibility." + "reason": "FSDP CPU RAM-efficient loading and ModelOutput key handling are different code paths." }, { "left": "issue:44479", "right": "issue:45823", "accept": false, - "reason": "Different models and failure modes: Qwen video-input regression vs Gemma4 device mismatch under auto device mapping." + "reason": "Both are multimodal regressions, but on different models and failure modes: video input processing vs device mismatch in forward." }, { "left": "issue:35707", "right": "issue:40444", "accept": false, - "reason": "Different problems: generation with inputs_embeds/past_key_values vs finetuning multi-image IterableDataset handling." + "reason": "Progressive generation with inputs_embeds/past_key_values is unrelated to multi-image IterableDataset finetuning." }, { - "left": "issue:44387", - "right": "issue:44617", + "left": "issue:44291", + "right": "issue:44877", "accept": false, - "reason": "Both mention OOM, but the causes differ: int4 quantization reserved memory vs Sam3Video memory use." + "reason": "Unexpected init_empty_weights constructor arg and strict granite_speech config loading are separate issues." }, { "left": "issue:43606", "right": "issue:44265", "accept": false, - "reason": "One is CPU offload device mismatch; the other is torch.export failure with torch_compilable_check." + "reason": "CPU offload device mismatch is not the same as torch.export failing on torch_compilable_check." }, { - "left": "issue:44291", - "right": "issue:44877", + "left": "issue:44387", + "right": "issue:44617", "accept": false, - "reason": "Different issues: unexpected _is_hf_initialized in init_empty_weights vs strict config blocking granite_speech loading." + "reason": "Int4 quantization memory regression and Sam3Video OOM are different symptoms and likely different causes." }, { "left": "issue:43881", "right": "issue:44488", "accept": false, - "reason": "Separate load failures for different models; no shared code-path bug is evident." + "reason": "Distinct model-loading failures for different models; no clear shared code-path bug." }, { "left": "issue:44568", "right": "issue:45920", "accept": false, - "reason": "Both are tokenizer regressions, but one is about BOS/EOS insertion for a specific tokenizer and the other is a broader wrong-token-IDs regression across many models." + "reason": "A single-tokenizer BOS/EOS omission is not the same as a broader wrong-token-IDs regression across many models." }, { "left": "issue:43701", "right": "issue:45325", "accept": false, - "reason": "Checkpoint resume key mismatch is unrelated to Qwen2.5-VL rope/temporal position scaling." + "reason": "Checkpoint resume key mismatch and Qwen2.5-VL rope index scaling are unrelated." }, { "left": "issue:43606", "right": "issue:43819", "accept": false, - "reason": "Different failures: offload device mismatch vs DAC from_latents not matching forward due to missing STE." + "reason": "Offload device placement bug is unrelated to DAC.from_latents vs forward mismatch." }, { "left": "issue:44186", "right": "issue:44265", "accept": false, - "reason": "Tokenizer crash on NER/padding is unrelated to torch.export incompatibility." + "reason": "Tokenizer padding/truncation crash and torch.export export failure are different failure classes." }, { "left": "issue:41720", "right": "issue:45823", "accept": false, - "reason": "Both involve device placement, but they are different models and distinct mismatch/assertion failures." + "reason": "A800 cudaErrorAssert in Qwen3 auto device mapping is not the same as Gemma4 PLE device mismatch." }, { "left": "issue:43454", "right": "issue:43550", "accept": false, - "reason": "Tied lm_head weight loading/garbage generation is unrelated to Bamba torch.compile SDPA failure." + "reason": "Weight tying/garbage generation and torch.compile SDPA failure are unrelated." }, { "left": "issue:43262", "right": "issue:43746", "accept": false, - "reason": "Audio chat-template sample-rate defaulting is unrelated to GraniteSpeech PEFT checkpoint loading." + "reason": "Audio chat-template sampling-rate defaulting and GraniteSpeech checkpoint loading are different bugs." }, { "left": "issue:43377", "right": "issue:44610", "accept": false, - "reason": "Different bugs: MIMI padding-mask batch consistency vs OmDet-Turbo processor image-size mismatch." + "reason": "Padding-mask batching bug in MIMI encoder and OmDet-Turbo image-size mismatch are unrelated." }, { "left": "issue:43317", "right": "issue:43873", "accept": false, - "reason": "Related only at a high level; one is dequantized-model loading with gpu+cpu offload, the other is general offloading/quantization behavior." + "reason": "Both mention offloading, but one is dequantized-model loading on gpu+cpu offload and the other is a broader quantization/offloading complaint; not enough to call them the same bug." }, { "left": "issue:39692", "right": "issue:40444", "accept": false, - "reason": "A documentation example mismatch/quantization issue is unrelated to multi-image finetuning failure." + "reason": "SigLIP2 docs/example errors are unrelated to Qwen2.5-VL multi-image finetuning." }, { "left": "issue:43454", "right": "issue:45072", "accept": false, - "reason": "Different subsystems: tied-weight serialization vs bf16 dtype mismatches in different models." + "reason": "lm_head tying/text generation and bf16 dtype mismatches are different problems." }, { "left": "issue:43377", "right": "issue:44898", "accept": false, - "reason": "Different model behaviors: MIMI padding-mask bug vs Perceiver non-default resolution failure." + "reason": "Missing padding mask support is unrelated to Perceiver non-default-resolution interpolation." }, { "left": "issue:43572", "right": "issue:45759", "accept": false, - "reason": "StableLmConfig pad_token_idx regression is unrelated to unwrapping text_config for composite Qwen multimodal configs." + "reason": "Missing pad_token_idx and unwrapping text_config for composite configs are different config issues." }, { "left": "issue:43257", "right": "issue:45923", "accept": false, - "reason": "Qwen3 MoE weight-conversion/loading bug is unrelated to a missing supports_gradient_checkpointing flag." + "reason": "MoE weight conversion during accelerate+deepspeed loading is unrelated to a missing supports_gradient_checkpointing flag." }, { "left": "issue:40990", "right": "issue:45584", "accept": false, - "reason": "Perplexity regression on gpt-oss is unrelated to Whisper empty-transcription generation failure." + "reason": "High perplexity on WikiText-2 and Whisper empty-transcription failure are unrelated." }, { "left": "issue:40990", "right": "issue:42947", "accept": false, - "reason": "Different training/inference problems: perplexity regression vs gradient-checkpointing ineffective with PEFT LoRA." + "reason": "Perplexity regression and ineffective gradient checkpointing are different topics." }, { "left": "issue:43526", "right": "issue:43883", "accept": false, - "reason": "BeitImageProcessorFast label reduction bug is unrelated to missing all_tied_weights_keys on MolmoForCausalLM." + "reason": "BeitImageProcessorFast label reduction and Molmo tied-weights attribute errors are unrelated." }, { "left": "issue:43454", "right": "issue:43720", "accept": false, - "reason": "Tied-weight serialization/generation bug is unrelated to BitNet packed-weight unpacking during accelerate loading." + "reason": "lm_head weight tying and unpacking packed weights during accelerate loading are different code paths." }, { "left": "issue:44466", "right": "issue:45357", "accept": false, - "reason": "Both touch serialization, but one is lm_head.weight device-dependent behavior and the other is incorrect visual-encoder keys for Qwen3.5." + "reason": "Device-dependent lm_head serialization and Qwen3.5 visual-encoder key saving are different save_pretrained bugs." }, { "left": "issue:43873", "right": "issue:45701", "accept": false, - "reason": "General offloading/quantization issues are not the same as a tokenizer-behavior change regression." + "reason": "Quantized offloading issues do not match a tokenizer behavior regression." }, { "left": "issue:43296", "right": "issue:44877", "accept": false, - "reason": "Different bugs: PaddleOCR-VL load failure vs strict config blocking granite_speech config loading." + "reason": "PaddleOCR-VL loading failure and strict granite_speech config loading are separate model/config issues." } ] }, @@ -3882,12 +3892,12 @@ "issue:44008|issue:45823", "issue:43404|issue:45357", "issue:42617|issue:42915", - "issue:34634|issue:35707", "issue:35707|issue:41720", + "issue:34634|issue:35707", "issue:43577|issue:43708", "issue:44186|issue:45072", - "issue:45632|issue:45684", "issue:44877|issue:44991", + "issue:45632|issue:45684", "issue:44423|issue:45406", "issue:43550|issue:43720", "issue:36331|issue:42915", @@ -3911,232 +3921,232 @@ "issue:45081|issue:45812", "issue:43531|issue:43572" ], - "prepared_review_unit_hash": "5e027464117ba61dd7b64f20a359f8830b6807c2faf0cb756ac81defc18072ca", + "prepared_review_unit_hash": "3660b521b19d3bd6e8f36fb4fc39ff38d54c70d6e68e031b2adcc877ebc72c57", "component_budget": { "node_count": 413, "item_count": 413, - "soft_pair_count": 1543, - "serialized_chars": 796418, - "estimated_input_tokens": 199105, - "estimated_eval_tokens": 398466 + "soft_pair_count": 1541, + "serialized_chars": 795721, + "estimated_input_tokens": 198931, + "estimated_eval_tokens": 398118 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 33, - "serialized_chars": 37656, - "estimated_input_tokens": 9414, - "estimated_eval_tokens": 19084 + "serialized_chars": 37652, + "estimated_input_tokens": 9413, + "estimated_eval_tokens": 19082 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is largely heterogeneous: the soft pairs mostly share broad Transformers themes (loading, quantization, processors, generation) but do not look like the same concrete bug. I would not merge any of the proposed soft edges.", - "confidence": 0.95, - "canonical_issue_reason": "Issue 41720 is the most central hub in the soft-similarity graph and is a concrete, well-scoped runtime failure report; if one issue must anchor this cluster, it is the best representative. That said, the cluster does not appear to be a true duplicate set.", + "summary": "This is a loose cluster of Transformers issue reports with broad thematic overlap around loading/offloading, tokenization, and multimodal processors, but none of the soft pairs look like true duplicates.", + "confidence": 0.66, + "canonical_issue_reason": "If one issue has to anchor the cluster, issue:43873 is the best fit: it is open, broadly scoped, and has the strongest surrounding discussion/inbound references among the loading/offloading-style reports.", "canonical_pr_reason": null, - "best_issue_reason": "Issue 41720 is the clearest single representative of the cluster's strongest overlap area (Qwen/device-map/runtime failures) and has multiple soft connections, even though none are true duplicates.", + "best_issue_reason": "issue:43873 is the best global issue representative because it is generic enough to cover nearby offloading/quantization complaints and is already externally linked, even though the set is not actually one duplicate bug.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:43881", "right": "issue:44991", "accept": false, - "reason": "Both are model/tokenizer loading failures, but they affect different models and failure modes; not the same underlying bug." + "reason": "Different failure modes and model families: a model loading failure vs a tokenizer loading regression." }, { "left": "issue:41720", "right": "issue:44977", "accept": false, - "reason": "Both mention Qwen3/Qwen3.5 and generation, but one is a device-map CUDA assert and the other is a flash-attention generation regression." + "reason": "Both are Qwen-related, but one is a device-map/cuda assert and the other is a flash-attention generation bug." }, { "left": "issue:44008", "right": "issue:45823", "accept": false, - "reason": "Different models and different defects: a Gemma3n variable collision in forward vs a Gemma4 PLE device mismatch." + "reason": "Gemma3n audio mask collision and Gemma4 PLE device mismatch are different code paths and symptoms." }, { "left": "issue:43404", "right": "issue:45357", "accept": false, - "reason": "One is a weight-tying bug in Mistral3; the other is a save_pretrained regression in Qwen3.5 visual encoder keys." + "reason": "Mistral3 lm_head tying bug vs Qwen3.5 visual-encoder save_pretrained regression; not the same underlying issue." }, { "left": "issue:42617", "right": "issue:42915", "accept": false, - "reason": "Unrelated failures: a 3d_parallel.py run issue vs a Qwen3Moe FineGrainedFP8Config problem." + "reason": "Unrelated: 3d_parallel script failure vs Qwen3MoE FP8 configuration failure." }, { - "left": "issue:34634", - "right": "issue:35707", + "left": "issue:35707", + "right": "issue:41720", "accept": false, - "reason": "Bark voice_preset support and progressive generation with inputs_embeds/past_key_values are different code paths and bugs." + "reason": "Progressive generation with inputs_embeds/past_key_values is unrelated to the Qwen3 auto device-map assert." }, { - "left": "issue:35707", - "right": "issue:41720", + "left": "issue:34634", + "right": "issue:35707", "accept": false, - "reason": "Both involve generation, but the concrete failure mechanisms and affected paths are unrelated." + "reason": "BarkProcessor voice_preset bug is unrelated to generation with inputs_embeds and past_key_values." }, { "left": "issue:43577", "right": "issue:43708", "accept": false, - "reason": "One is a dtype-loading bug in BLIP2; the other is a Trainer checkpoint/resume max_steps calculation issue." + "reason": "Blip2 dtype propagation and Trainer max_steps resume logic are different subsystems and bugs." }, { "left": "issue:44186", "right": "issue:45072", "accept": false, - "reason": "Tokenizer crashes on batching/NER are unrelated to dtype mismatches in SwitchTransformers/TimmWrapperModel inference." + "reason": "Tokenizer NER/padding crash vs dtype mismatch during bfloat16 inference; no shared code-path." }, { - "left": "issue:45632", - "right": "issue:45684", + "left": "issue:44877", + "right": "issue:44991", "accept": false, - "reason": "Cache-path collisions for local models and read-only permissions propagation in save_pretrained are different issues." + "reason": "Strict config rejection for granite_speech is separate from est-roberta tokenizer loading failure." }, { - "left": "issue:44877", - "right": "issue:44991", + "left": "issue:45632", + "right": "issue:45684", "accept": false, - "reason": "Strict config loading for granite_speech is not the same as tokenizer loading failure for est-roberta." + "reason": "Cache-path collision and read-only permission propagation in save_pretrained are distinct issues." }, { "left": "issue:44423", "right": "issue:45406", "accept": false, - "reason": "Different crashes in different multimodal-serving paths: continuous batching with multimodal inputs vs missing _tokenizer on Gemma4Processor." + "reason": "Both involve transformers serve and multimodal models, but the crashes differ: 'str' has no to() vs missing _tokenizer." }, { "left": "issue:43550", "right": "issue:43720", "accept": false, - "reason": "A torch.compile/SDPA bug in Bamba is not the same as accelerate loading failing to unpack BitNet packed weights." + "reason": "Bamba torch.compile/SDPA failure is unrelated to BitNet packed-weight unpacking during accelerate loading." }, { "left": "issue:36331", "right": "issue:42915", "accept": false, - "reason": "A custom compute_loss signature break and a Qwen3Moe FP8 loading failure are unrelated." + "reason": "CustomTrainer kwarg incompatibility is unrelated to Qwen3MoE FineGrainedFP8Config loading." }, { "left": "issue:43450", "right": "issue:45701", "accept": false, - "reason": "Video processor batch-shape regression and version-dependent tokenization changes are different bugs." + "reason": "Video batch shape bug and a tokenization-version regression are different problem areas." }, { "left": "issue:36331", "right": "issue:42617", "accept": false, - "reason": "Trainer API incompatibility and 3d_parallel execution failure do not describe the same defect." + "reason": "Trainer compute_loss signature mismatch is unrelated to the 3d_parallel.py failure." }, { "left": "issue:43749", "right": "issue:44534", "accept": false, - "reason": "FSDP CPU RAM efficient loading and junk-filled non-persistent buffers are different v5 regressions." + "reason": "FSDP CPU-efficient loading breakage is distinct from non-persistent buffer junk initialization." }, { "left": "issue:43873", "right": "issue:44756", "accept": false, - "reason": "Quantization/offload behavior and disabling mmap on Strix Halo to avoid OOM are not the same underlying problem." + "reason": "Quantization/offloading behavior and mmap-on-Strix-Halo OOM are related only at a very broad level, not the same bug." }, { "left": "issue:44610", "right": "issue:44898", "accept": false, - "reason": "Both are image-preprocessing related, but one is a 640px-vs-224px processor mismatch and the other is non-default-resolution Perceiver failure." + "reason": "Processor output resolution mismatch for OmDet-Turbo vs Perceiver non-default-resolution failure; different models and checks." }, { "left": "issue:44186", "right": "issue:44610", "accept": false, - "reason": "LayoutLMv2 tokenizer NER/batching crashes and OmDet-Turbo image-size mismatch are unrelated processor bugs." + "reason": "LayoutLMv2 tokenizer crash and OmDet processor resolution bug are unrelated preprocessing issues." }, { "left": "issue:43322", "right": "issue:46050", "accept": false, - "reason": "A Llava Next loading segfault is not the same as broken save/load behavior for sinq-quantized models." + "reason": "Llava Next load segfault is not the same as sinq save/load quantization breakage." }, { "left": "issue:43550", "right": "issue:43606", "accept": false, - "reason": "Both involve loading/dispatching models, but one is a compile/SDPA failure and the other is a CPU-offload device mismatch for Bark." + "reason": "Bamba torch.compile/SDPA bug and Bark CPU-offload device mismatch are different model-loading failures." }, { "left": "issue:44387", "right": "issue:45704", "accept": false, - "reason": "Int4 CUDA reserved-memory/OOM regression and T5 apex RMSNorm memory leak are different memory issues with different causes." + "reason": "Int4 reserved-memory/OOM regression is not the same as the T5 apex RMSNorm memory leak." }, { "left": "issue:44479", "right": "issue:44918", "accept": false, - "reason": "A video-input regression and an embedding-unpacking issue in TRL SFT are different multimodal/training bugs." + "reason": "Qwen VL video-input regression and TRL SFT unpacking of Qwen3.5 embeddings are different layers of the stack." }, { "left": "issue:42915", "right": "issue:43317", "accept": false, - "reason": "Qwen3Moe FP8 loading failure and dequantized-model device_map offload failure are distinct quantization/loading problems." + "reason": "Qwen3MoE FineGrainedFP8Config failure is unrelated to dequantized-model offload loading on gpu+cpu." }, { "left": "issue:41720", "right": "issue:43322", "accept": false, - "reason": "Both are runtime loading/execution failures, but they affect different model families and failure mechanisms." + "reason": "Qwen3 device-map assert and Llava Next segmentation fault are separate model-loading problems." }, { "left": "issue:43295", "right": "issue:45701", "accept": false, - "reason": "Processor.tokenizer regression and generic tokenization changes from version upgrades are not the same concrete bug." + "reason": "Processor.tokenizer/image-to-tokenizer regression is too specific and not the same as a general tokenization-change report." }, { "left": "issue:40990", "right": "issue:45701", "accept": false, - "reason": "High perplexity on gpt-oss and version-dependent tokenization changes may be related at a high level, but not the same failure report." + "reason": "High perplexity on gpt-oss-20b may involve tokenization, but the issue statement does not match the generic tokenization-change report closely enough." }, { "left": "issue:41720", "right": "issue:45161", "accept": false, - "reason": "Both are Qwen-related, but one is a specific CUDA assert under auto device mapping and the other is a broader TP-only MoE issue." + "reason": "Qwen3 auto device-map assert is unrelated to GPT-OSS MoE tensor-parallel-only failure." }, { "left": "issue:41720", "right": "issue:42617", "accept": false, - "reason": "Qwen3 auto device mapping failure and 3d_parallel.py execution failure are different code paths." + "reason": "Qwen3 loading assert and 3d_parallel.py execution failure are different issues." }, { "left": "issue:43526", "right": "issue:43881", "accept": false, - "reason": "BeitImageProcessorFast label reduction and glm-4v-9b loading failure are unrelated." + "reason": "BeitImageProcessorFast label reduction bug is unrelated to glm-4v loading failure." }, { "left": "issue:45081", "right": "issue:45812", "accept": false, - "reason": "A tokenizer regex patch crash and Granite token-id regression are both tokenizer-related but clearly different bugs." + "reason": "Mistral regex patch crash and Granite wrong-token-IDs regression are different tokenizer bugs." }, { "left": "issue:43531", "right": "issue:43572", "accept": false, - "reason": "Qwen3-MoE sliding_window behavior and StableLmConfig missing pad_token_idx are unrelated configuration/model issues." + "reason": "Qwen3-MoE sliding_window behavior and StableLm pad_token_idx config regression are unrelated." } ] }, @@ -4218,10 +4228,10 @@ "issue:44186|issue:44361", "issue:29159|issue:36032", "issue:45406|issue:45464", - "issue:44492|issue:44509", "issue:30064|issue:34634", "issue:43606|issue:43720", "issue:43550|issue:43653", + "issue:44492|issue:44509", "issue:43421|issue:45701", "issue:42915|issue:43322", "issue:43388|issue:45059", @@ -4237,200 +4247,200 @@ "issue:44898|issue:45072", "issue:43873|issue:45704" ], - "prepared_review_unit_hash": "2284aef81167a38f924ca7d8b54132ec566120e37b25940764f40e6f1e742beb", + "prepared_review_unit_hash": "159a7bc22b3df48c4d7ca6c149d62c9920da66d4736334a9eba7cdce3047af60", "component_budget": { "node_count": 413, "item_count": 413, - "soft_pair_count": 1543, - "serialized_chars": 796418, - "estimated_input_tokens": 199105, - "estimated_eval_tokens": 398466 + "soft_pair_count": 1541, + "serialized_chars": 795721, + "estimated_input_tokens": 198931, + "estimated_eval_tokens": 398118 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 26, - "serialized_chars": 35631, - "estimated_input_tokens": 8908, - "estimated_eval_tokens": 18072 + "serialized_chars": 35633, + "estimated_input_tokens": 8909, + "estimated_eval_tokens": 18074 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is very heterogeneous: most pairs are unrelated issue reports across different models, configs, and subsystems. Only one candidate pair looks like a clear duplicate; the rest are too semantically distant to merge.", - "confidence": 0.74, - "canonical_issue_reason": "Issue 29159 is the broadest, most generic report in the set and the closest thing to an umbrella tokenizer bug, so it is the least specific and most plausible anchor if one must pick a canonical issue.", + "summary": "This cluster is largely a grab bag of unrelated issues. The only close match is issue:44514 / issue:44545, but the packet does not justify treating them as the same exact bug, so no soft edge should be accepted.", + "confidence": 0.88, + "canonical_issue_reason": null, "canonical_pr_reason": null, - "best_issue_reason": "Issue 29159 is the best overall issue candidate because it is high-level, not model-specific, and reads like a reusable canonical report compared with the many narrowly scoped edge-case bugs here.", + "best_issue_reason": "issue:44545 is the strongest representative of the only near-duplicate pair, but it should not be treated as a confirmed canonical duplicate target.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:36010", "right": "issue:42617", "accept": false, - "reason": "ImportError for GenerationMixin and a 3d_parallel runtime failure are different code paths and different failure modes." + "reason": "Different failures: a GenerationMixin import error vs a script/runtime failure in 3d_parallel.py." }, { "left": "issue:43316", "right": "issue:44913", "accept": false, - "reason": "Both are config/API mismatches, but they concern different config fields, models, and reload behavior." + "reason": "Both are config-related, but they involve different models and different bug mechanisms." }, { "left": "issue:44671", "right": "issue:44743", "accept": false, - "reason": "CamemBERT masked-LM regression and Qwen3.5 recurrent-state caching are unrelated model-specific bugs." + "reason": "CamemBERT masked-LM predictions and Qwen3.5 recurrent-state reset are different code paths and symptoms." }, { "left": "issue:43540", "right": "issue:43782", "accept": false, - "reason": "Video-input processing failure in Qwen3OmniMoe and a weight_only from_pretrained error in Qwen3VL are distinct issues." + "reason": "Different model families and failures: video-input processing vs weight_only loading." }, { "left": "issue:43421", "right": "issue:45812", "accept": false, - "reason": "Runtime special-token/post-processor updates and wrong Granite token IDs are both tokenizer bugs, but not the same underlying defect." + "reason": "Runtime post-processor syncing and a model-wide token-ID regression are not the same underlying bug." }, { "left": "issue:44186", "right": "issue:44361", "accept": false, - "reason": "Different tokenizers, different task paths, and different exceptions; too little evidence of a shared root cause." + "reason": "Different tokenizer implementations and different crash surfaces; no clear shared root cause." }, { "left": "issue:29159", "right": "issue:36032", "accept": false, - "reason": "Generic slow/fast tokenizer inconsistency does not match the T5 add_special_tokens load conflict." + "reason": "Slow/fast tokenizer inconsistency is broader than the T5Tokenizer add_special_tokens load-time conflict." }, { "left": "issue:45406", "right": "issue:45464", "accept": false, - "reason": "Gemma4Processor missing _tokenizer and Qwen3.5 streaming inference failures are unrelated." - }, - { - "left": "issue:44492", - "right": "issue:44509", - "accept": false, - "reason": "A typo in cache-strategy docs is unrelated to outdated pipeline-task documentation." + "reason": "Different subsystems and symptoms: Gemma4Processor attribute error vs chat/completions streaming failure." }, { "left": "issue:30064", "right": "issue:34634", "accept": false, - "reason": "Image processor segmentation-map handling and BarkProcessor voice_preset behavior are different components and bugs." + "reason": "Void segmentation-map handling is unrelated to BarkProcessor voice_preset behavior." }, { "left": "issue:43606", "right": "issue:43720", "accept": false, - "reason": "Both involve loading/offload behavior, but one is a CPU offload device mismatch and the other is packed-weight unpacking during accelerate loading." + "reason": "Both involve loading/offloading, but the model classes and concrete bugs differ." }, { "left": "issue:43550", "right": "issue:43653", "accept": false, - "reason": "torch.compile SDPA failure in Bamba and BigBirdTokenizer special-token registration are unrelated." + "reason": "torch.compile/SDPA failure in Bamba is unrelated to BigBirdTokenizer special-token registration." + }, + { + "left": "issue:44492", + "right": "issue:44509", + "accept": false, + "reason": "A typo in cache strategies and outdated docs mentioning removed pipeline tasks are distinct documentation issues." }, { "left": "issue:43421", "right": "issue:45701", "accept": false, - "reason": "Special-token post-processing at runtime and version-dependent tokenization changes are not the same concrete bug." + "reason": "Version-dependent tokenization drift is broader than not updating a post-processor after runtime token edits." }, { "left": "issue:42915", "right": "issue:43322", "accept": false, - "reason": "FineGrainedFP8Config failure in Qwen3MoE and Llava Next segmentation faults are different model/runtime problems." + "reason": "Different models and failures: FineGrainedFP8Config loading vs Llava Next segfault on load." }, { "left": "issue:43388", "right": "issue:45059", "accept": false, - "reason": "A metrics-gathering last-batch label bug and a SAM3 text/bbox behavior issue are unrelated." + "reason": "Metric gathering with tuple labels and SAM3 text/bounding-box behavior are unrelated code paths." }, { "left": "issue:43606", "right": "issue:43653", "accept": false, - "reason": "CPU offload device mismatch and missing mask-token registration do not share a code path." + "reason": "CPU offload device mismatch is unrelated to tokenizer special-token registration." }, { "left": "issue:43531", "right": "issue:45759", "accept": false, - "reason": "Sliding-window behavior in Qwen3-MoE and from_config text_config unwrapping for multimodal Qwen configs are separate configuration bugs." + "reason": "Qwen3-MoE sliding-window behavior and from_config text_config unwrapping are different bugs." }, { "left": "issue:44514", "right": "issue:44545", - "accept": true, - "reason": "Same title and same batched apply_chat_template crash with padding=False; these look like duplicates of the same issue." + "accept": false, + "reason": "The titles are very similar, but the packet explicitly marks deterministic_accept=false and there is not enough evidence to prove the same exact bug." }, { "left": "issue:34567", "right": "issue:35707", "accept": false, - "reason": "TrainerState token counting and progressive generation with inputs_embeds/past_key_values are unrelated." + "reason": "TrainerState token counting is unrelated to progressive generation with inputs_embeds and past_key_values." }, { "left": "issue:43421", "right": "issue:43927", "accept": false, - "reason": "Runtime special-token updates and DiaConfig save/load token ID loss are different tokenizer/config persistence problems." + "reason": "Special-token post-processor syncing is different from losing custom token IDs on save/load." }, { "left": "issue:44368", "right": "issue:45357", "accept": false, - "reason": "A tie_word_embeddings warning and incorrect visual encoder keys on save_pretrained are not the same bug." + "reason": "A tie_word_embeddings warning is not the same as saving incorrect visual encoder keys." }, { "left": "issue:44451", "right": "issue:44991", "accept": false, - "reason": "Both are tokenizer-loading regressions, but they affect different models and likely different failure causes." + "reason": "Different tokenizer regressions for different models; no evidence of one shared root cause." }, { "left": "issue:42490", "right": "issue:43329", "accept": false, - "reason": "A local-path import warning is unrelated to undefined variables in multimodal token counting." + "reason": "A local-path import warning and undefined variables in multimodal token counting are unrelated." }, { "left": "issue:41720", "right": "issue:43746", "accept": false, - "reason": "CUDA assert during auto device mapping and PEFT local-checkpoint loading failure are not the same underlying problem." + "reason": "Auto device mapping CUDA assert and PEFT/local-checkpoint loading are different failure modes." }, { "left": "issue:44898", "right": "issue:45072", "accept": false, - "reason": "Perceiver resolution handling and bf16 dtype mismatches are distinct inference bugs." + "reason": "Different model families and different numerical vs interpolation issues." }, { "left": "issue:43873", "right": "issue:45704", "accept": false, - "reason": "Quantization/offloading behavior and an apex RMSNorm memory leak are unrelated." + "reason": "Quantization/offloading behavior and an apex FusedRMSNorm memory leak are unrelated bugs." } ] }, "evaluator_result": { - "accept": true, - "feedback": "The summary is grounded in the packet: the listed issues span many different models/subsystems, and the lone clear duplicate pair is appropriately identified. The canonical issue choice is also defensible because 29159 is the broadest tokenizer report in the set. The soft-edge verdicts are generally conservative and do not overclaim shared root causes." + "accept": false, + "feedback": "Reject: the cluster summary is too strong for the packet. The only clearly similar pair is issue:44514 / issue:44545, but the packet does not provide enough evidence to call it \u2018same exact bug,\u2019 and the soft pair is explicitly marked deterministic_accept=false in the packet. The other pairwise rejections are conservative, but the one accepted soft edge overstates confidence." }, "evaluator_used": true, - "retried": false, - "accepted_nontrivial_soft_edge": true, + "retried": true, + "accepted_nontrivial_soft_edge": false, "error_kind": null, "error_message": null }, @@ -4502,12 +4512,12 @@ "issue:45759|issue:45859", "issue:44062|issue:44451", "issue:39692|issue:44610", - "issue:45704|issue:45923", "issue:45588|issue:45759", + "issue:45704|issue:45923", "issue:44918|issue:44936", "issue:45663|issue:45923", - "issue:42886|issue:44843", "issue:43421|issue:43653", + "issue:42886|issue:44843", "issue:43381|issue:43844", "issue:43421|issue:44186", "issue:43525|issue:43531", @@ -4525,202 +4535,202 @@ "issue:30064|issue:36010", "issue:43746|issue:46050" ], - "prepared_review_unit_hash": "74439e37c1c9068a975ac7a669a839c870cd52c1d6b0b5af65cf18cce775f539", + "prepared_review_unit_hash": "c91bf3c7da5cb02777974d53d66dc7476afd9939e78b8c24bedc975d50a06853", "component_budget": { "node_count": 413, "item_count": 413, - "soft_pair_count": 1543, - "serialized_chars": 796418, - "estimated_input_tokens": 199105, - "estimated_eval_tokens": 398466 + "soft_pair_count": 1541, + "serialized_chars": 795721, + "estimated_input_tokens": 198931, + "estimated_eval_tokens": 398118 }, "budget": { "node_count": 47, "item_count": 47, "soft_pair_count": 28, - "serialized_chars": 35742, - "estimated_input_tokens": 8936, - "estimated_eval_tokens": 18128 + "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 very heterogeneous: mostly unrelated bugs across tokenizers, multimodal models, training, loading, and docs. None of the proposed soft edges look like the same underlying bug/change with enough specificity to merge.", - "confidence": 0.91, - "canonical_issue_reason": "No single canonical issue stands out because the items are not duplicates of one another; they cover many distinct code paths and model families.", + "summary": "Highly heterogeneous set of standalone bug reports; none of the soft pairs look like the same underlying issue, so there is no safe duplicate cluster to merge.", + "confidence": 0.96, + "canonical_issue_reason": "No true canonical issue: the items span unrelated failures across tokenizers, models, training, and offline loading, so merging them would be incorrect.", "canonical_pr_reason": null, - "best_issue_reason": "No issue is a clear cluster representative for duplicate triage; the closest-theme items are still about different bugs, so picking one would be misleading.", + "best_issue_reason": "issue:45042 is the strongest standalone report to keep as a representative issue: concrete regression, clear impact, and enough discussion/inbound references to indicate user relevance.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:44987", "right": "issue:45042", "accept": false, - "reason": "Different problems: model loading failure vs. PIL image processor requiring torchvision." + "reason": "Different bugs: model loading for a specific repo vs PIL image processors incorrectly depending on torchvision." }, { "left": "issue:43531", "right": "issue:44589", "accept": false, - "reason": "Unrelated failures in Qwen3-MoE sliding window logic vs. float8 storage lookup." + "reason": "Unrelated failures: Qwen3-MoE sliding-window behavior vs a Float8 storage type error during loading." }, { "left": "issue:33666", "right": "issue:35707", "accept": false, - "reason": "Different training/generation paths and different symptoms; no shared root cause." + "reason": "Different subsystems and symptoms: multi-GPU training vs progressive generation with inputs_embeds/past_key_values." }, { "left": "issue:45759", "right": "issue:45859", "accept": false, - "reason": "Both involve Qwen3.5, but one is config unwrapping and the other is CPU-offload rotary embedding behavior." + "reason": "Different code paths: composite config unwrapping vs CPU-offload incompatibility in rotary embedding." }, { "left": "issue:44062", "right": "issue:44451", "accept": false, - "reason": "Both are tokenizer-related, but one is AddedToken argument handling and the other is loading a specific model." + "reason": "Tokenizer constructor argument conflict is not the same as a model-specific load failure." }, { "left": "issue:39692", "right": "issue:44610", "accept": false, - "reason": "Both mention processor/model mismatch, but they concern different models and distinct errors." + "reason": "Both mention processor/model mismatch, but they affect different models and concrete failures." }, { - "left": "issue:45704", - "right": "issue:45923", + "left": "issue:45588", + "right": "issue:45759", "accept": false, - "reason": "T5 RMSNorm memory leak is unrelated to a missing supports_gradient_checkpointing flag." + "reason": "Flash-attention aux-state crash is unrelated to from_config text_config unwrapping." }, { - "left": "issue:45588", - "right": "issue:45759", + "left": "issue:45704", + "right": "issue:45923", "accept": false, - "reason": "Different code paths: flash-attention auxiliary state vs. composite config unwrapping." + "reason": "Memory leak in T5 RMSNorm is a different problem from a missing model flag on a trust_remote_code variant." }, { "left": "issue:44918", "right": "issue:44936", "accept": false, - "reason": "Both touch training, but one is embedding unpacking with TRL and the other is eval failing after train." + "reason": "Trainer-related, but one is input_embeds unpacking and the other is evaluate-after-train failure." }, { "left": "issue:45663", "right": "issue:45923", "accept": false, - "reason": "FSDP2 shared state bug is unrelated to a model class flag missing on trust_remote_code." + "reason": "FSDP2 shared_kv_states bug is not the same as a gradient-checkpointing flag omission." }, { - "left": "issue:42886", - "right": "issue:44843", + "left": "issue:43421", + "right": "issue:43653", "accept": false, - "reason": "Both involve offline/tokenizer loading, but the specific failure modes and likely root causes differ." + "reason": "Both concern special tokens, but one is runtime post-processor updating and the other is BigBird decode output." }, { - "left": "issue:43421", - "right": "issue:43653", + "left": "issue:42886", + "right": "issue:44843", "accept": false, - "reason": "Runtime special-token post-processor updates are not the same bug as BigBirdTokenizer mask token registration." + "reason": "Offline/tokenizer loading theme overlaps, but 44843 is specifically _patch_mistral_regex calling model_info and not the same reported bug." }, { "left": "issue:43381", "right": "issue:43844", "accept": false, - "reason": "Eval-mode checkpointing restriction is unrelated to gradient explosion with ZeRO-3." + "reason": "Eval-mode gradient checkpointing restriction is unrelated to exploding gradients under ZeRO-3." }, { "left": "issue:43421", "right": "issue:44186", "accept": false, - "reason": "Different tokenizer defects: post-processor synchronization vs. NER/padding crash." + "reason": "Different tokenizer bugs: post-processor sync vs LayoutLMv2 crashes on NER and padding/truncation." }, { "left": "issue:43525", "right": "issue:43531", "accept": false, - "reason": "Missing pad_token_id in Llama4Config is unrelated to Qwen3-MoE sliding_window behavior." + "reason": "Pad-token config attribute error is unrelated to Qwen3-MoE sliding-window behavior." }, { "left": "issue:45704", "right": "issue:45859", "accept": false, - "reason": "Different model internals and failure modes; no shared code-path bug." + "reason": "Apex RMSNorm memory leak does not match a CPU-offload rotary embedding failure." }, { "left": "issue:34634", "right": "issue:41720", "accept": false, - "reason": "Different model families and different execution contexts." + "reason": "Processor voice_preset bug and Qwen3 auto-device-map CUDA assert are unrelated." }, { "left": "issue:43782", "right": "issue:45381", "accept": false, - "reason": "Both are Qwen VL issues, but one is weight_only loading and the other is video vision_position_ids." + "reason": "Qwen3VL weight_only loading error is not the same as qwen2.5-vl video vision_position_ids mismatch." }, { "left": "issue:45081", "right": "issue:45356", "accept": false, - "reason": "Both reference tokenizer regex/regression areas, but one crashes on backend_tokenizer access while the other reports codec handling and a warning issue." + "reason": "Both touch fix_mistral_regex, but one is a crash and the other is a Kimi-K2.5 codec/regression report." }, { "left": "issue:39692", "right": "issue:43873", "accept": false, - "reason": "SigLIP2 doc/example errors are unrelated to quantization/offloading behavior." + "reason": "Documentation/model mismatch and quantization example errors are not the same as general offloading-with-quantization behavior." }, { "left": "issue:44625", "right": "issue:45479", "accept": false, - "reason": "One is num_labels propagation in Qwen3.5 multimodal config; the other is a classification-loss degeneracy across models." + "reason": "Config propagation for Qwen3.5 num_labels is a different bug than zero-loss classification behavior." }, { "left": "issue:45356", "right": "issue:45907", "accept": false, - "reason": "Tokenizer regression and hub list_repo_files revision forwarding are unrelated." + "reason": "Tokenizer codec/regression issue is unrelated to list_repo_files missing the revision argument." }, { "left": "issue:43596", "right": "issue:44220", "accept": false, - "reason": "Deepspeed zero3/BertModel indexing and fbank feature extraction are unrelated bugs." + "reason": "DeepSpeed/BertModel init failure is unrelated to fbank feature extraction." }, { "left": "issue:43994", "right": "issue:44671", "accept": false, - "reason": "Different models and different incorrect-output causes; not the same defect." + "reason": "Different models and outcomes: SigLIP2 nonsensical predictions vs CamemBERT MLM regression." }, { "left": "issue:44220", "right": "issue:44661", "accept": false, - "reason": "Audio feature extraction crash is unrelated to add-new-model-like failing in TOKENIZER_MAPPING_NAMES." + "reason": "Audio feature extraction bug is not the same as add-new-model-like failing in TOKENIZER_MAPPING_NAMES." }, { "left": "issue:43720", "right": "issue:43819", "accept": false, - "reason": "Different BitNet packing/loading bug vs. DAC latent reconstruction mismatch." + "reason": "Packed-weight loading in BitNet is unrelated to DAC from_latents vs forward mismatch." }, { "left": "issue:30064", "right": "issue:36010", "accept": false, - "reason": "Image segmentation-map processing and GenerationMixin import error are unrelated." + "reason": "Image processor segmentation-map failure is unrelated to GenerationMixin import error." }, { "left": "issue:43746", "right": "issue:46050", "accept": false, - "reason": "Both are from_pretrained/save_pretrained issues, but they involve different models and distinct loading mechanisms." + "reason": "Local checkpoint loading with PEFT adapters is a different failure from quantized sinq save/load breakage." } ] }, @@ -4748,7 +4758,6 @@ "issue:36331", "issue:42915", "issue:43295", - "issue:43322", "issue:43335", "issue:43388", "issue:43421", @@ -4778,16 +4787,17 @@ "issue:44625", "issue:44671", "issue:44811", + "issue:44821", "issue:44843", "issue:44877", "issue:44898", "issue:44977", "issue:45072", "issue:45081", + "issue:45084", "issue:45183", "issue:45381", "issue:45479", - "issue:45685", "issue:45834", "issue:45987", "issue:46032" @@ -4798,213 +4808,219 @@ "issue:43618|issue:43697", "issue:44077|issue:44625", "issue:45183|issue:45479", - "issue:43388|issue:46032", "issue:42915|issue:43746", - "issue:43335|issue:43756", + "issue:43388|issue:46032", "issue:43550|issue:45072", + "issue:43335|issue:43756", "issue:43716|issue:44008", "issue:43550|issue:43819", "issue:43295|issue:45834", "issue:43746|issue:43873", "issue:43950|issue:45987", "issue:44186|issue:44898", - "issue:43653|issue:43819", "issue:44062|issue:44488", + "issue:43653|issue:43819", "issue:44843|issue:45081", "issue:43531|issue:43643", "issue:43540|issue:45381", "issue:43643|issue:44877", - "issue:43577|issue:43818", "issue:44448|issue:44671", + "issue:43577|issue:43818", "issue:43421|issue:44811", "issue:43782|issue:44977", "issue:30064|issue:36331", - "issue:43322|issue:45685" + "issue:44821|issue:45084" ], - "prepared_review_unit_hash": "405be359e593cfa28ed3fea57e355ac47457957849c9b79e8bfc4d827264074b", + "prepared_review_unit_hash": "0e406e0cd47300d3dc0101f64d3f9955c9c6e1ef9d460ad1a136ba96900f8636", "component_budget": { "node_count": 413, "item_count": 413, - "soft_pair_count": 1543, - "serialized_chars": 796418, - "estimated_input_tokens": 199105, - "estimated_eval_tokens": 398466 + "soft_pair_count": 1541, + "serialized_chars": 795721, + "estimated_input_tokens": 198931, + "estimated_eval_tokens": 398118 }, "budget": { "node_count": 47, "item_count": 47, "soft_pair_count": 27, - "serialized_chars": 35700, - "estimated_input_tokens": 8925, - "estimated_eval_tokens": 18106 + "serialized_chars": 35660, + "estimated_input_tokens": 8915, + "estimated_eval_tokens": 18086 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "The cluster is heterogeneous: the soft pairs mostly share broad keywords or subsystem names, but they describe different models, APIs, and failure modes. None of the pairs look like the same underlying bug/change, so there is no true duplicate canonical here.", - "confidence": 0.94, - "canonical_issue_reason": null, + "summary": "This set is highly heterogeneous: the items span unrelated tokenizer, config, cache, multimodal, quantization, and model-specific regressions. None of the soft pairs look like true duplicates or mergeable PR-equivalents.", + "confidence": 0.83, + "canonical_issue_reason": "issue:43873 has the strongest triage signal in the set (most discussion and inbound references), but the cluster itself is too mixed to represent a single underlying bug cleanly.", "canonical_pr_reason": null, - "best_issue_reason": null, + "best_issue_reason": "issue:43873 is the most suitable representative purely by activity/impact, though it is not semantically aligned with most of the other issues.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:43540", "right": "issue:44008", "accept": false, - "reason": "Different multimodal model paths and different failures: video input processing vs an AttributeError in Gemma 3n forward." + "reason": "Different models and different failure modes: Qwen3OmniMoe video input validation vs Gemma3n audio_mel_mask name collision." }, { "left": "issue:43653", "right": "issue:43720", "accept": false, - "reason": "Tokenizer special-token registration bug vs BitNet packed-weight loading bug; unrelated code paths." + "reason": "Tokenizer special-token registration bug vs BitNet packed-weight unpacking during accelerate loading; unrelated code paths." }, { "left": "issue:43618", "right": "issue:43697", "accept": false, - "reason": "CLIP output field regression is not the same as RTDetrV2 producing different outputs in v5." + "reason": "CLIP output field regression vs RTDetrV2 output drift in v5; similar symptom class, but not the same bug." }, { "left": "issue:44077", "right": "issue:44625", "accept": false, - "reason": "Constructor/post-init validation issue vs Qwen3.5 config propagation bug; different fixes." + "reason": "Both involve config propagation, but they affect different models and different fields; not the same underlying issue." }, { "left": "issue:45183", "right": "issue:45479", "accept": false, - "reason": "Input validation errors across models vs degenerate zero-loss classification behavior; not the same bug." - }, - { - "left": "issue:43388", - "right": "issue:46032", - "accept": false, - "reason": "Distributed metric gathering last-batch truncation vs Mamba2 cache incorrect results; different subsystems." + "reason": "Input validation XOR logic vs degenerate loss computation for num_labels=1; distinct bugs." }, { "left": "issue:42915", "right": "issue:43746", "accept": false, - "reason": "FineGrainedFP8 quantization failure vs PEFT/local checkpoint loading failure; no shared underlying defect." + "reason": "FineGrainedFP8 quantized loading failure vs PEFT adapter local-checkpoint loading; different loading mechanisms and failures." }, { - "left": "issue:43335", - "right": "issue:43756", + "left": "issue:43388", + "right": "issue:46032", "accept": false, - "reason": "SwitchTransformers sparse-layer config bug vs Smollm3 RoPE-layer omission; distinct architectural issues." + "reason": "Distributed metric gathering label truncation vs cache seq_len correctness in Mamba2Mixer; unrelated subsystems." }, { "left": "issue:43550", "right": "issue:45072", "accept": false, - "reason": "torch.compile/SDPA problem in Bamba vs dtype mismatch in SwitchTransformers/TimmWrapperModel." + "reason": "torch.compile/SDPA failure in Bamba vs bfloat16 dtype mismatch in SwitchTransformers/TimmWrapperModel; not the same code path." + }, + { + "left": "issue:43335", + "right": "issue:43756", + "accept": false, + "reason": "Sparse-layer construction bug vs RoPE layer dropping in Smollm3; both architecture/config issues, but different defects." }, { "left": "issue:43716", "right": "issue:44008", "accept": false, - "reason": "Image preprocessor/model dtype mismatch vs Gemma 3n variable collision; different failure modes." + "reason": "Image-preprocessor/model dtype mismatch vs Gemma3n variable collision; unrelated failures." }, { "left": "issue:43550", "right": "issue:43819", "accept": false, - "reason": "Bamba compile+SDPA bug and DAC latents/STE mismatch are unrelated model/runtime problems." + "reason": "Different models and different problems: SDPA/compile vs DAC from_latents forward mismatch." }, { "left": "issue:43295", "right": "issue:45834", "accept": false, - "reason": "from_pretrained buffer corruption vs Kosmos2.5 long-OCR index error; different root causes." + "reason": "processor.tokenizer regression vs long-OCR index error in Kosmos2.5; different inputs and failure mechanisms." }, { "left": "issue:43746", "right": "issue:43873", "accept": false, - "reason": "Local PEFT checkpoint loading vs offloading with quantization; only broadly related to loading." + "reason": "PEFT checkpoint loading vs offloading with quantization; both loading-related, but not the same bug." }, { "left": "issue:43950", "right": "issue:45987", "accept": false, - "reason": "Non-persistent buffer corruption on load vs StaticCache sequence-length return type bug." + "reason": "Non-persistent buffer corruption on from_pretrained vs cache length return type contract; unrelated." }, { "left": "issue:44186", "right": "issue:44898", "accept": false, - "reason": "Tokenizer NER/padding crash vs Perceiver positional interpolation on non-default resolution." + "reason": "Tokenizer padding/truncation crash vs Perceiver image classification resolution handling; different model families and paths." }, { - "left": "issue:43653", - "right": "issue:43819", + "left": "issue:44062", + "right": "issue:44488", "accept": false, - "reason": "BigBird tokenizer special-token registration and DAC latent conversion are unrelated." + "reason": "AddedToken constructor keyword collision vs model loading failure for cjvt/sleng-bert; both tokenizer-related, but not the same issue." }, { - "left": "issue:44062", - "right": "issue:44488", + "left": "issue:43653", + "right": "issue:43819", "accept": false, - "reason": "Duplicate AddedToken keyword error vs model-loading failure for cjvt/sleng-bert; different defects." + "reason": "BigBirdTokenizer special-token registration bug vs DAC latent decoding mismatch; unrelated." }, { "left": "issue:44843", "right": "issue:45081", "accept": false, - "reason": "Both touch `_patch_mistral_regex`, but one is offline hub access and the other is a backend_tokenizer AttributeError." + "reason": "Same helper function, but different root causes: offline hub call vs missing backend_tokenizer attribute." }, { "left": "issue:43531", "right": "issue:43643", "accept": false, - "reason": "Qwen3-MoE sliding_window bug is unrelated to AutoConfig trust_remote_code field loss." + "reason": "Sliding-window bug in Qwen3-MoE vs trust_remote_code config field loss; distinct code paths." }, { - "left": "issue:43643", - "right": "issue:44877", + "left": "issue:43540", + "right": "issue:45381", "accept": false, - "reason": "Missing fields with trust_remote_code and strict-config rejection of granite_speech are different config-loading failures." + "reason": "Both are Qwen multimodal issues, but one is video input handling and the other is Qwen2.5-VL vision_position_ids; not a duplicate." }, { - "left": "issue:43577", - "right": "issue:43818", + "left": "issue:43643", + "right": "issue:44877", "accept": false, - "reason": "Blip2 dtype preservation bug vs Video-LLaVA temporal-attention/weight-sharing issue." + "reason": "Config field loss with trust_remote_code vs strict config blocking granite_speech loading; related area, different regressions." }, { "left": "issue:44448", "right": "issue:44671", "accept": false, - "reason": "Both are v5 output regressions, but for different models and different behaviors." + "reason": "Different model regressions (Pegasus vs CamemBERT) and different outputs; not mergeable as one bug." + }, + { + "left": "issue:43577", + "right": "issue:43818", + "accept": false, + "reason": "Blip2 dtype propagation issue vs Video-LLaVA missing temporal attention/shared weights; unrelated." }, { "left": "issue:43421", "right": "issue:44811", "accept": false, - "reason": "Runtime special-token post-processor update bug vs Whisper batch_decode skip_special_tokens handling." + "reason": "Runtime post-processor update bug vs Whisper batch_decode skip_special_tokens behavior; different tokenizer/processor layers." }, { "left": "issue:43782", "right": "issue:44977", "accept": false, - "reason": "Qwen3VL weight_only load error vs Qwen3.5 flash-attention generation issue; different stages and code paths." + "reason": "Qwen3VL weight-only load error vs Qwen3.5 flash-attention generation issue; different failure points." }, { "left": "issue:30064", "right": "issue:36331", "accept": false, - "reason": "Image processor void-segmentation handling is unrelated to CustomTrainer compute_loss signature mismatch." + "reason": "Image segmentation map processing vs CustomTrainer compute_loss signature break; completely unrelated." }, { - "left": "issue:43322", - "right": "issue:45685", + "left": "issue:44821", + "right": "issue:45084", "accept": false, - "reason": "Llava Next load segfault vs MPS int histogram unsupported; completely different failures." + "reason": "AutoImageProcessor URL loading vs template-node compilation error; unrelated features." } ] }, @@ -5035,6 +5051,7 @@ "issue:39692", "issue:42175", "issue:43262", + "issue:43322", "issue:43404", "issue:43452", "issue:43526", @@ -5042,7 +5059,6 @@ "issue:43582", "issue:43606", "issue:43650", - "issue:43653", "issue:43697", "issue:43720", "issue:43782", @@ -5062,9 +5078,7 @@ "issue:44610", "issue:44671", "issue:44805", - "issue:44821", "issue:44857", - "issue:44912", "issue:44936", "issue:44991", "issue:45020", @@ -5074,22 +5088,23 @@ "issue:45406", "issue:45538", "issue:45584", + "issue:45685", "issue:45701", "issue:45834" ], "soft_pairs": [ - "issue:44821|issue:45084", - "issue:44485|issue:44509", - "issue:44561|issue:45020", + "issue:43322|issue:45685", "issue:39692|issue:45834", - "issue:43825|issue:43994", + "issue:44561|issue:45020", + "issue:44485|issue:44509", "issue:45584|issue:45834", "issue:44479|issue:45834", + "issue:43825|issue:43994", "issue:43606|issue:45072", "issue:44186|issue:44442", "issue:43825|issue:43827", - "issue:44805|issue:44936", "issue:43577|issue:43582", + "issue:44805|issue:44936", "issue:34634|issue:36010", "issue:28218|issue:29159", "issue:43452|issue:44991", @@ -5102,129 +5117,128 @@ "issue:43650|issue:43906", "issue:44671|issue:45701", "issue:43262|issue:43819", - "issue:44060|issue:44368", "issue:43526|issue:43697", - "issue:43653|issue:44912", + "issue:44060|issue:44368", "issue:45084|issue:45538" ], - "prepared_review_unit_hash": "0fb041bdc6a5c7ed04a09241d3389621371b1bf2da57ca52eb3b0d410a2dece0", + "prepared_review_unit_hash": "7c821e15ac41cdbfbec239837890fb0ecc4eeb5e004d50f9bbc20939c18d095e", "component_budget": { "node_count": 413, "item_count": 413, - "soft_pair_count": 1543, - "serialized_chars": 796418, - "estimated_input_tokens": 199105, - "estimated_eval_tokens": 398466 + "soft_pair_count": 1541, + "serialized_chars": 795721, + "estimated_input_tokens": 198931, + "estimated_eval_tokens": 398118 }, "budget": { - "node_count": 48, - "item_count": 48, - "soft_pair_count": 28, - "serialized_chars": 36270, - "estimated_input_tokens": 9068, - "estimated_eval_tokens": 18392 + "node_count": 47, + "item_count": 47, + "soft_pair_count": 27, + "serialized_chars": 35371, + "estimated_input_tokens": 8843, + "estimated_eval_tokens": 17942 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is over-broad: it mixes unrelated tokenizer, vision, audio, model-loading, quantization, and docs issues. The soft pairs are semantic neighbors in theme only, not true duplicates, so no merges are warranted.", - "confidence": 0.96, - "canonical_issue_reason": null, + "summary": "The set is mostly heterogeneous. The soft pairs share broad subsystems or release-era regressions, but none look like the same concrete bug/change closely enough to merge. I would not accept any soft edges; the best umbrella issue is the broad tokenizer-regression report.", + "confidence": 0.39, + "canonical_issue_reason": "issue:45701 is the broadest umbrella-like report here ('transformers version changes the tokenization') and has inbound references, so it is the best canonical issue candidate even though the nearby items are not true duplicates.", "canonical_pr_reason": null, - "best_issue_reason": null, + "best_issue_reason": "issue:45701 is the most representative open issue for the cluster\u2019s recurring tokenizer/version-regression theme and is broad enough to subsume related reports better than the more symptom-specific tickets.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:44821", - "right": "issue:45084", + "left": "issue:43322", + "right": "issue:45685", "accept": false, - "reason": "Different bugs: URL loading for AutoImageProcessor vs a Jinja/template compilation failure." + "reason": "Both are crashes, but one is a Llava Next loading segfault and the other is an MPS int-histogram TypeError; different code paths and causes." }, { - "left": "issue:44485", - "right": "issue:44509", + "left": "issue:39692", + "right": "issue:45834", "accept": false, - "reason": "GLM-5 RoPE implementation discussion is unrelated to docs still mentioning removed pipeline tasks." + "reason": "SigLIP2 docs/example failures vs Kosmos2.5 long-input index errors are unrelated issues." }, { "left": "issue:44561", "right": "issue:45020", "accept": false, - "reason": "One is a specific v5 API removal breakage; the other is a broad umbrella report about remote_code regressions." + "reason": "Both mention remote_code breakage, but 44561 is a specific helper-removal regression while 45020 is a broad report of recent-version breakage." }, { - "left": "issue:39692", - "right": "issue:45834", - "accept": false, - "reason": "SigLIP2 doc-example errors are not the same as Kosmos2.5 long-OCR index errors." - }, - { - "left": "issue:43825", - "right": "issue:43994", + "left": "issue:44485", + "right": "issue:44509", "accept": false, - "reason": "Pipeline error-message wording and SigLIP2 model/pipeline misbehavior are different underlying issues." + "reason": "GLM-5 RoPE implementation discussion and v5 pipeline-doc removals are different problems." }, { "left": "issue:45584", "right": "issue:45834", "accept": false, - "reason": "Whisper empty-transcription handling after special-token alignment is unrelated to Kosmos2.5 OCR index errors." + "reason": "Whisper empty-transcription handling after align_special_tokens is not the same bug as Kosmos2.5 OCR long-input indexing." }, { "left": "issue:44479", "right": "issue:45834", "accept": false, - "reason": "A Qwen video-input regression and a Kosmos2.5 OCR length/index bug are different code paths." + "reason": "A video-input regression across Qwen models is unrelated to the OCR long-input index error." + }, + { + "left": "issue:43825", + "right": "issue:43994", + "accept": false, + "reason": "One is an error-message regression about removed pipeline tasks; the other is a SigLIP2 model/pipeline mismatch with quantization failure." }, { "left": "issue:43606", "right": "issue:45072", "accept": false, - "reason": "Bark CPU-offload device mismatch is not the same as dtype mismatch issues in SwitchTransformers/TimmWrapperModel." + "reason": "CPU offload device mismatch for Bark-small and bfloat16 dtype mismatches in inference are different failures." }, { "left": "issue:44186", "right": "issue:44442", "accept": false, - "reason": "LayoutLMv2 NER/padding crashes and FastSpeech2 tokenizer loading failures are unrelated." + "reason": "Both are tokenizer-related, but they hit different models and different failures: LayoutLMv2 NER/padding crashes vs FastSpeech2Conformer tokenizer loading." }, { "left": "issue:43825", "right": "issue:43827", "accept": false, - "reason": "Related to the same v5 pipeline-removal theme, but one is a runtime error message and the other is docs drift." + "reason": "These are related by the v5 pipeline-removal theme, but one is runtime messaging and the other is docs cleanup, not the same underlying bug." }, { - "left": "issue:44805", - "right": "issue:44936", + "left": "issue:43577", + "right": "issue:43582", "accept": false, - "reason": "A tensor mask shape IndexError is not the same problem as trainer.evaluate() failing after train()." + "reason": "Blip2 dtype loading bug and AppleSilicon caching_allocator_warmup TypeError are unrelated." }, { - "left": "issue:43577", - "right": "issue:43582", + "left": "issue:44805", + "right": "issue:44936", "accept": false, - "reason": "Blip2 dtype propagation and Apple Silicon allocator warmup are separate failures." + "reason": "Mask/index shape mismatch and trainer.evaluate() failing after train() are different training/runtime issues." }, { "left": "issue:34634", "right": "issue:36010", "accept": false, - "reason": "BarkProcessor voice_preset behavior is unrelated to the GenerationMixin import error." + "reason": "BarkProcessor voice_preset failure and GenerationMixin import error are unrelated." }, { "left": "issue:28218", "right": "issue:29159", "accept": false, - "reason": "Tokenizer extra-space behavior and slow-vs-fast inconsistency are related only at a high level, not the same concrete bug." + "reason": "Both concern tokenizer behavior, but the titles point to different symptom descriptions and no shared concrete failing path is evident." }, { "left": "issue:43452", "right": "issue:44991", "accept": false, - "reason": "gguf_file loading breakage and EMBEDDIA/est-roberta tokenizer loading failure are different model-loading problems." + "reason": "gguf_file handling breaking from_pretrained is a different issue from a specific tokenizer load failure for EMBEDDIA/est-roberta." }, { "left": "issue:44610", @@ -5236,85 +5250,67 @@ "left": "issue:43720", "right": "issue:45072", "accept": false, - "reason": "Packed-weight unpacking in BitNet is a different bug from dtype mismatch inference failures." + "reason": "Packed-weight unpacking during accelerate loading is a different bug from inference dtype mismatches." }, { "left": "issue:42175", "right": "issue:45081", "accept": false, - "reason": "Package extra/dependency installation is unrelated to the Mistral regex patch crash." + "reason": "Backend-install dependency coverage and Mistral regex patch crashes are unrelated." }, { "left": "issue:43404", "right": "issue:43782", "accept": false, - "reason": "Mistral3 weight tying and Qwen3VL weight_only loading errors affect different model families and code paths." + "reason": "Mistral3 tied-weight bug and Qwen3VL weight_only loading error are different model-specific issues." }, { "left": "issue:45081", "right": "issue:45406", "accept": false, - "reason": "Tokenizer regex patching failure is unrelated to Gemma4Processor missing _tokenizer in serve." + "reason": "Different AttributeErrors in different components: tokenizer regex patching vs Gemma4Processor serving." }, { "left": "issue:43582", "right": "issue:44857", "accept": false, - "reason": "Apple Silicon warmup TypeError and CUDA AMP loss crash are different platform-specific issues." + "reason": "AppleSilicon warmup TypeError and CUDA float16 loss crashes are unrelated." }, { "left": "issue:43650", "right": "issue:43906", "accept": false, - "reason": "The first item is not a technical bug report, while the second is an isolated reproduction of another issue." + "reason": "A placeholder 'ADD THE DATA' issue and an isolated reproduction of another issue are not duplicates." }, { "left": "issue:44671", "right": "issue:45701", "accept": false, - "reason": "CamemBERT masked-LM prediction regression and generic tokenization changes are not the same bug." + "reason": "CamemBERT masked-LM prediction regression and a general tokenization-change report share a theme but not the same concrete bug." }, { "left": "issue:43262", "right": "issue:43819", "accept": false, - "reason": "Audio chat-template sampling-rate defaults and DAC latent reconstruction mismatch are unrelated." - }, - { - "left": "issue:44060", - "right": "issue:44368", - "accept": false, - "reason": "Both mention tied-weight warnings, but they concern different Qwen model variants and different warning causes." + "reason": "Audio chat-template sampling-rate defaults and DAC from_latents/forward mismatch are unrelated." }, { "left": "issue:43526", "right": "issue:43697", "accept": false, - "reason": "BEiT reduce_labels truncation and RTDetrV2 output changes are separate model/processor bugs." + "reason": "BeitImageProcessorFast reduce_labels bug and RTDetrV2 v5 output differences are different model behaviors." }, { - "left": "issue:43653", - "right": "issue:44912", + "left": "issue:44060", + "right": "issue:44368", "accept": false, - "reason": "BigBirdTokenizer special-token registration and MXFP4 quantization loading are unrelated." + "reason": "Both involve Qwen weight-tying warnings, but one is a wrong tied-weights mapping and the other is a repeated warning during LoRA fine-tuning." }, { "left": "issue:45084", "right": "issue:45538", "accept": false, - "reason": "Template-node compilation failure and CLIPTokenizer max-length configuration are different issues." - }, - { - "left": "issue:43825", - "right": "issue:43994", - "accept": false, - "reason": "Pipeline error-message wording and SigLIP2 model/pipeline misbehavior are different underlying issues." - }, - { - "left": "issue:45584", - "right": "issue:45834", - "accept": false, - "reason": "Whisper empty-transcription handling after special-token alignment is unrelated to Kosmos2.5 OCR index errors." + "reason": "Non-template-node compilation error and CLIPTokenizer max-length bug are unrelated." } ] }, @@ -5360,6 +5356,7 @@ "issue:43643", "issue:43644", "issue:43645", + "issue:43653", "issue:43720", "issue:43742", "issue:43746", @@ -5381,13 +5378,13 @@ "issue:45042", "issue:45356", "issue:45459", - "issue:45488", "issue:45600", "issue:45759", "issue:45803", "issue:45859" ], "soft_pairs": [ + "issue:43653|issue:44912", "issue:43742|issue:45020", "issue:43329|issue:45600", "issue:43638|issue:44936", @@ -5395,13 +5392,13 @@ "issue:43644|issue:43749", "issue:44589|issue:45042", "issue:43746|issue:44811", + "issue:43550|issue:44912", "issue:43819|issue:43927", "issue:38175|issue:44610", - "issue:43550|issue:44912", - "issue:39692|issue:44912", "issue:36010|issue:43645", - "issue:34634|issue:36331", + "issue:39692|issue:44912", "issue:43854|issue:44977", + "issue:34634|issue:36331", "issue:43526|issue:44554", "issue:43720|issue:44610", "issue:43454|issue:43577", @@ -5415,218 +5412,217 @@ "issue:42490|issue:43257", "issue:43329|issue:43450", "issue:43329|issue:44479", - "issue:43606|issue:45859", "issue:34567|issue:40990", - "issue:44568|issue:45488" + "issue:43606|issue:45859" ], - "prepared_review_unit_hash": "f81bf5f6624a1518afdcbf91f008cf63adec0ac9b06c2fa43910d65894f56c07", + "prepared_review_unit_hash": "b7b9a7b2b192eec3c860c98862489a7bed0a49db07cf18b50445c3b780f861b0", "component_budget": { "node_count": 413, "item_count": 413, - "soft_pair_count": 1543, - "serialized_chars": 796418, - "estimated_input_tokens": 199105, - "estimated_eval_tokens": 398466 + "soft_pair_count": 1541, + "serialized_chars": 795721, + "estimated_input_tokens": 198931, + "estimated_eval_tokens": 398118 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 30, - "serialized_chars": 37104, - "estimated_input_tokens": 9276, - "estimated_eval_tokens": 18808 + "serialized_chars": 37076, + "estimated_input_tokens": 9269, + "estimated_eval_tokens": 18794 }, "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 across loading, tokenizers, processors, training, and model-specific regressions. None of the soft pairs look like true duplicates; the strongest umbrella issue is the broad remote_code regression report.", - "confidence": 0.87, - "canonical_issue_reason": "Issue 45020 is the broadest and most representative report: it frames a general regression affecting recent Transformers versions and remote_code-based models, which is wider in scope than the other highly specific bug reports.", + "summary": "The cluster is mostly heterogeneous: the soft pairs share broad themes like loading, processors, or multimodal/video code, but they do not look like the same underlying bug/change. No soft edge should be merged.", + "confidence": 0.66, + "canonical_issue_reason": "Issue 43749 is the strongest umbrella candidate: it is a core loading regression, has the highest discussion/inbound-reference signal in this set, and is the most broadly representative issue among the heterogeneous candidates.", "canonical_pr_reason": null, - "best_issue_reason": "45020 is the best cluster representative because it captures a broad, cross-model failure mode with substantial detail and likely subsumes multiple adjacent loader/config regressions.", + "best_issue_reason": "43749 is the best single issue anchor for this cluster because it has the clearest downstream impact and the strongest evidence footprint; the rest are mostly unrelated symptom reports in adjacent subsystems.", "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "issue:43653", + "right": "issue:44912", + "accept": false, + "reason": "Tokenizer special-token registration and MXFP4 quantization fallback are unrelated bugs in different paths." + }, { "left": "issue:43742", "right": "issue:45020", "accept": false, - "reason": "Both involve model loading failures, but 43742 is a specific MobileLLM key error while 45020 is a broad remote_code regression; different concrete bugs." + "reason": "A MobileLLM load key error is not the same concrete regression as the broad remote_code breakage report." }, { "left": "issue:43329", "right": "issue:45600", "accept": false, - "reason": "43329 is a multimodal token-counting/video-branch code bug; 45600 is a stale auto_mappings config reference issue. Not the same change or failure." + "reason": "Undefined video-helper usage in multimodal token counting is unrelated to stale auto_mappings config references." }, { "left": "issue:43638", "right": "issue:44936", "accept": false, - "reason": "These are different training problems: one is a ZeRO3 indexing crash with a non-pretrained Bert model, the other is trainer.evaluate() failing after train()." + "reason": "Zero3 index errors during training and evaluate-after-train failure are different trainer problems." }, { "left": "issue:45459", "right": "issue:45803", "accept": false, - "reason": "Both mention error handling, but 45459 is about protobuf decode exceptions in tokenizers, while 45803 is a bare-except bug in FuyuBatchFeature tensor conversion." + "reason": "Both involve exception handling, but they are separate tokenizer/conversion code paths with different failure modes." }, { "left": "issue:43644", "right": "issue:43749", "accept": false, - "reason": "Both concern loading behavior, but 43644 is about non-persistent buffers becoming junk in v5.0.0, whereas 43749 is a broken FSDP CPU-efficient-loading path." + "reason": "Non-persistent buffer junk and FSDP RAM-efficient loading are different loading regressions." }, { "left": "issue:44589", "right": "issue:45042", "accept": false, - "reason": "Completely different subsystems: missing Float8 storage support versus PIL image processors incorrectly requiring torchvision." + "reason": "Float8 storage lookup failure is unrelated to the torchvision dependency issue in PIL image processors." }, { "left": "issue:43746", "right": "issue:44811", "accept": false, - "reason": "Different models and code paths: GraniteSpeech local checkpoint loading with PEFT adapters versus Whisper batch_decode skipping special tokens." + "reason": "Local checkpoint loading with PEFT adapters is not the same as Whisper batch_decode ignoring skip_special_tokens." + }, + { + "left": "issue:43550", + "right": "issue:44912", + "accept": false, + "reason": "torch.compile+SDPA failure and MXFP4 quantization fallback affect different model execution paths." }, { "left": "issue:43819", "right": "issue:43927", "accept": false, - "reason": "One is a DAC forward/from_latents mismatch from missing STE; the other is DiaConfig losing custom token IDs on save/load." + "reason": "DAC latent reconstruction mismatch and DiaConfig save/load token-ID loss are separate model/config bugs." }, { "left": "issue:38175", "right": "issue:44610", "accept": false, - "reason": "Different products and symptoms: zero probabilities in SigLIP2 versus an OmDet-Turbo processor/model input-size mismatch." + "reason": "Unexpected zero probabilities and wrong processor image size are different model-vs-processor issues." }, { - "left": "issue:43550", - "right": "issue:44912", + "left": "issue:36010", + "right": "issue:43645", "accept": false, - "reason": "Both are model-specific inference/loading regressions, but Bamba torch.compile+SDPA and git-oss MXFP4 quantization are unrelated bugs." + "reason": "GenerationMixin import failure is unrelated to notebook custom-model initialization breaking in v5." }, { "left": "issue:39692", "right": "issue:44912", "accept": false, - "reason": "Documentation/example errors for SigLIP2 are not the same as MXFP4 loading falling back to bf16." + "reason": "Broken documentation example and quantization fallback are not the same underlying bug." }, { - "left": "issue:36010", - "right": "issue:43645", + "left": "issue:43854", + "right": "issue:44977", "accept": false, - "reason": "GenerationMixin import failure and Jupyter custom-model initialization breakage are distinct API regressions, not one duplicate." + "reason": "GLM-4.7-Flash unit-test loading issues do not match the Qwen3.5 flash-attention generation regression." }, { "left": "issue:34634", "right": "issue:36331", "accept": false, - "reason": "BarkProcessor voice_preset and CustomTrainer.compute_loss signature mismatch are unrelated training/processor issues." - }, - { - "left": "issue:43854", - "right": "issue:44977", - "accept": false, - "reason": "Both are model-specific failures, but GLM-4.7 loading in tests and Qwen3.5 flash-attention generation are different code paths." + "reason": "BarkProcessor voice_preset behavior and CustomTrainer.compute_loss kwargs are unrelated." }, { "left": "issue:43526", "right": "issue:44554", "accept": false, - "reason": "BeitImageProcessorFast label reduction and an MPS attention correctness issue do not share the same underlying bug." + "reason": "BeitImageProcessorFast label reduction and MPS attention correctness are separate code paths." }, { "left": "issue:43720", "right": "issue:44610", "accept": false, - "reason": "Packed-weight unpacking during accelerate loading is unrelated to OmDet-Turbo processor shape handling." + "reason": "BitNet packed-weight loading and OmDet processor output shape are different failures." }, { "left": "issue:43454", "right": "issue:43577", "accept": false, - "reason": "AyaVision lm_head tying and Blip2 dtype handling are separate model-initialization defects." + "reason": "AyaVision weight tying and Blip2 dtype propagation are distinct model-loading bugs." }, { "left": "issue:43749", "right": "issue:44291", "accept": false, - "reason": "Both are loading-related, but one is an FSDP CPU-efficient-loading regression and the other is an unexpected _is_hf_initialized argument error with init_empty_weights." + "reason": "Both are loading-related, but one is FSDP RAM-efficient loading and the other is init_empty_weights argument handling." }, { "left": "issue:43531", "right": "issue:45042", "accept": false, - "reason": "Qwen3-MoE sliding_window behavior and PIL backend torchvision dependency are unrelated regressions." + "reason": "Qwen3-MoE sliding_window behavior is unrelated to PIL backend torchvision requirements." }, { "left": "issue:36010", "right": "issue:36331", "accept": false, - "reason": "An import-path breakage for GenerationMixin is not the same as a trainer.compute_loss keyword mismatch." + "reason": "Importing GenerationMixin and custom compute_loss kwargs are unrelated trainer/API issues." }, { "left": "issue:43257", "right": "issue:43329", "accept": false, - "reason": "Qwen3 MOE weight conversion under accelerate+deepspeed and a video token-counting bug are different failures." + "reason": "Qwen3 MoE weight conversion under accelerate/deepspeed is unrelated to undefined video-token helper functions." }, { "left": "issue:43262", "right": "issue:44811", "accept": false, - "reason": "Both are audio-related, but 43262 is an apply_chat_template sample-rate default issue and 44811 is batch_decode ignoring skip_special_tokens." + "reason": "Audio chat-template sampling-rate defaults and Whisper batch_decode skip_special_tokens are different processor bugs." }, { "left": "issue:43643", "right": "issue:45759", "accept": false, - "reason": "Both touch config/model loading, but missing fields from trust_remote_code and not unwrapping text_config are different bugs." + "reason": "Missing fields with trust_remote_code and composite-config unwrapping are adjacent but distinct config-loading bugs." }, { "left": "issue:44568", "right": "issue:45356", "accept": false, - "reason": "Tokenizer special-token insertion regression and Kimi codec-handling regression are distinct model/tokenizer issues." + "reason": "Tokenizer special-token insertion and Kimi codec/regex regression are separate tokenizer issues." }, { "left": "issue:42490", "right": "issue:43257", "accept": false, - "reason": "A trailing-slash local-path import warning is unrelated to Qwen3 MOE weight conversion with accelerate+deepspeed." + "reason": "Slash-path import warnings and Qwen3 MoE weight conversion are unrelated loading problems." }, { "left": "issue:43329", "right": "issue:43450", "accept": false, - "reason": "Both involve video processors, but one is undefined helper variables in token counting and the other is batched-output shape handling." + "reason": "Video token-count helper errors and batched video processor shape issues are different bugs." }, { "left": "issue:43329", "right": "issue:44479", "accept": false, - "reason": "These are both video-related, but 43329 is a specific undefined-variable bug while 44479 is a broader multi-model video-input regression." - }, - { - "left": "issue:43606", - "right": "issue:45859", - "accept": false, - "reason": "Both mention CPU offload, but the model and failing code path differ: Bark-small device mismatch versus Qwen3_5Moe rotary embedding incompatibility." + "reason": "The former is a specific token-counting implementation bug; the latter is a broader video-input regression with different symptoms." }, { "left": "issue:34567", "right": "issue:40990", "accept": false, - "reason": "Trainer token-count tracking and GPT-OSS perplexity are entirely different issues." + "reason": "TrainerState token counters and GPT-OSS perplexity are unrelated training/evaluation issues." }, { - "left": "issue:44568", - "right": "issue:45488", + "left": "issue:43606", + "right": "issue:45859", "accept": false, - "reason": "Both are tokenizer regressions, but one is missing BOS/EOS addition and the other is LlamaTokenizer overriding tokenizer.json pre-tokenization behavior." + "reason": "Bark CPU offload device mismatch and Qwen3_Moe rotary-embedding CPU offload incompatibility are different model-specific bugs." } ] }, @@ -5676,36 +5672,36 @@ "issue:44291", "issue:44479", "issue:44560", + "issue:44568", "issue:44737", "issue:44821", "issue:44849", "issue:44898", "issue:44912", - "issue:44913", "issue:44987", "issue:44991", "issue:45042", "issue:45072", - "issue:45081", "issue:45137", "issue:45357", "issue:45381", "issue:45405", + "issue:45488", "issue:45538", "issue:45588", "issue:45701", "issue:45823", "issue:45907", - "issue:45987", - "issue:46121" + "issue:45987" ], "soft_pairs": [ + "issue:44568|issue:45488", "issue:44849|issue:45701", "issue:29159|issue:34567", "issue:43697|issue:45357", "issue:43257|issue:43931", - "issue:44291|issue:45042", "issue:43452|issue:43582", + "issue:44291|issue:45042", "issue:42915|issue:43742", "issue:41720|issue:43540", "issue:33357|issue:34567", @@ -5720,256 +5716,245 @@ "issue:43540|issue:44560", "issue:43577|issue:45072", "issue:45137|issue:45405", - "issue:38175|issue:44898", "issue:44737|issue:45588", - "issue:43404|issue:45987", + "issue:38175|issue:44898", "issue:24643|issue:29159", + "issue:43404|issue:45987", "issue:43742|issue:44291", "issue:44062|issue:44991", "issue:43257|issue:43756", "issue:43257|issue:43696", "issue:43540|issue:45823", "issue:43906|issue:45381", - "issue:34567|issue:36331", - "issue:44913|issue:46121", - "issue:44062|issue:45081" + "issue:34567|issue:36331" ], - "prepared_review_unit_hash": "aa783895b16d05558269269b560b712daf59bdfbe193b6e9e2f1c50212cf6e7e", + "prepared_review_unit_hash": "bcc99121bd027581d54df12a7eb317e8cb5288797bbe0cd51518c1a76204acad", "component_budget": { "node_count": 413, "item_count": 413, - "soft_pair_count": 1543, - "serialized_chars": 796418, - "estimated_input_tokens": 199105, - "estimated_eval_tokens": 398466 + "soft_pair_count": 1541, + "serialized_chars": 795721, + "estimated_input_tokens": 198931, + "estimated_eval_tokens": 398118 }, "budget": { - "node_count": 48, - "item_count": 48, - "soft_pair_count": 33, - "serialized_chars": 37683, - "estimated_input_tokens": 9421, - "estimated_eval_tokens": 19098 + "node_count": 47, + "item_count": 47, + "soft_pair_count": 32, + "serialized_chars": 36786, + "estimated_input_tokens": 9197, + "estimated_eval_tokens": 18650 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "Mostly heterogeneous cluster of unrelated bugs. I only see one plausible duplicate-like pair in the Qwen video-input regression area; the rest look like distinct issues in different subsystems/models.", - "confidence": 0.66, - "canonical_issue_reason": "No single strong canonical duplicate stands out; issue 45701 is the broadest/openest item with the most inbound references, so it is the best representative issue for this mixed cluster.", + "summary": "This cluster is heterogeneous: mostly unrelated Transformer bugs across tokenization, model loading, quantization, training, and video/vision paths. The soft-similarity links look like false positives, so no edges are accepted. No PRs are present.", + "confidence": 0.82, + "canonical_issue_reason": "issue:45488 is the clearest concrete regression in the set: a tokenizer-behavior change in v5 with a specific model-family impact and inbound references.", "canonical_pr_reason": null, - "best_issue_reason": "45701 is the most central issue to keep as the representative tracker because it is broad, open, and already attracts follow-up references; the cluster otherwise spans many unrelated bugs.", + "best_issue_reason": "issue:45488 is the best overall representative because it is concrete, user-facing, and broadly impactful compared with the more niche or one-off failures elsewhere in the cluster.", "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "issue:44568", + "right": "issue:45488", + "accept": false, + "reason": "Both concern tokenization, but one is missing BOS/EOS insertion while the other is a Llama tokenizer backend override; different root causes and fixes." + }, { "left": "issue:44849", "right": "issue:45701", "accept": false, - "reason": "Both mention tokenization/version behavior, but one is a Qwen3.5 hidden-states bug and the other is a broad tokenization-change report; not the same concrete defect." + "reason": "One is an output_hidden_states bug in Qwen3.5; the other is a broad tokenization-change complaint. Not the same concrete defect." }, { "left": "issue:29159", "right": "issue:34567", "accept": false, - "reason": "Tokenizer slow/fast inconsistency vs TrainerState token-count tracking are different code paths and different failures." + "reason": "Tokenizer slow/fast inconsistency and TrainerState token-count tracking are unrelated subsystems." }, { "left": "issue:43697", "right": "issue:45357", "accept": false, - "reason": "RTDetrV2 output drift and Qwen3.5 save_pretrained key corruption are unrelated model bugs." + "reason": "RTDetrV2 output differences and Qwen3.5 save_pretrained key issues are different model-specific bugs." }, { "left": "issue:43257", "right": "issue:43931", "accept": false, - "reason": "One is Qwen3 MoE weights conversion with accelerate/deepspeed; the other is Qwen3-VL load shape mismatch. Different failures." + "reason": "Qwen3 MOE weight conversion with accelerate+deepspeed is unrelated to Qwen3-VL weight-shape mismatch." }, { - "left": "issue:44291", - "right": "issue:45042", + "left": "issue:43452", + "right": "issue:43582", "accept": false, - "reason": "init_empty_weights argument handling and PIL-backend torchvision dependency are unrelated." + "reason": "Tokenizer/model loading via gguf_file and an Apple Silicon allocator TypeError are unrelated failures." }, { - "left": "issue:43452", - "right": "issue:43582", + "left": "issue:44291", + "right": "issue:45042", "accept": false, - "reason": "gguf_file tokenizer/model loading breakage vs Apple Silicon caching_allocator TypeError are unrelated." + "reason": "init_empty_weights argument handling and PIL image processor torchvision dependency checks are different code paths." }, { "left": "issue:42915", "right": "issue:43742", "accept": false, - "reason": "Qwen3Moe FP8 config failure and MobileLLM load key error do not look like the same bug." + "reason": "FineGrainedFP8Config failure for Qwen3Moe and a MobileLLM key error do not share a concrete bug." }, { "left": "issue:41720", "right": "issue:43540", "accept": false, - "reason": "Auto device-mapping CUDA assert and video-input ValueError are different failure modes." + "reason": "Auto device mapping cudaErrorAssert and Qwen3OmniMoe video-input ValueError are unrelated." }, { "left": "issue:33357", "right": "issue:34567", "accept": false, - "reason": "MacOS CLIP bus error vs TrainerState token counter bug are unrelated." + "reason": "MacOS bus error on CLIP and TrainerState token tracking are not the same issue." }, { "left": "issue:42915", "right": "issue:44821", "accept": false, - "reason": "FineGrainedFP8Config handling and AutoImageProcessor-from-URL loading are unrelated." + "reason": "Qwen3Moe FP8 loading and AutoImageProcessor-from-URL loading are different problems." }, { "left": "issue:43927", "right": "issue:44912", "accept": false, - "reason": "DiaConfig save/load token-ID loss and MXFP4 quantization fallback are distinct config/quantization problems." + "reason": "DiaConfig token-ID persistence and MXFP4 quantization fallback are unrelated." }, { "left": "issue:44479", "right": "issue:45381", - "accept": true, - "reason": "Both point to the same Qwen video-input regression in the 5.3.x path; 45381 looks like a narrower symptom of the broader video-position-id bug described in 44479." + "accept": false, + "reason": "Both involve Qwen video regressions, but one is a multi-model v5.3 regression and the other is a specific qwen2.5-vl vision_position_ids bug; not clearly the same fix." }, { "left": "issue:42915", "right": "issue:45538", "accept": false, - "reason": "Qwen3Moe FP8 issue and CLIPTokenizer model_max_length bug are unrelated." + "reason": "Qwen3Moe FP8 config failure and CLIPTokenizer max-length behavior are unrelated." }, { "left": "issue:44987", "right": "issue:45538", "accept": false, - "reason": "Loading physical-intelligence/fast and CLIPTokenizer max-length behavior are different issues." + "reason": "A model-loading failure for physical-intelligence/fast is unrelated to CLIPTokenizer's huge max_length value." }, { "left": "issue:43540", "right": "issue:44479", "accept": false, - "reason": "Qwen3OmniMoe video processing ValueError is not the same concrete regression as the broader Qwen2.5-VL/Qwen3 VL video-input bug." + "reason": "Both mention video inputs, but they target different Qwen model families and different failure modes." }, { "left": "issue:44987", "right": "issue:45907", "accept": false, - "reason": "A model-loading failure and a list_repo_files revision-forwarding bug are too indirect to treat as the same defect." + "reason": "Tokenizer/model loading and list_repo_files revision forwarding are unrelated." }, { "left": "issue:43317", "right": "issue:45538", "accept": false, - "reason": "GPU+CPU offload loading failure and tokenizer max-length semantics are unrelated." + "reason": "Device-map/offload loading failure and tokenizer max_length are unrelated." }, { "left": "issue:43540", "right": "issue:44560", "accept": false, - "reason": "Different Qwen video-related errors, but not the same concrete code-path failure." + "reason": "Qwen3OmniMoe video ValueError and Qwen3-vl-embedding StopIteration are different bugs in different model paths." }, { "left": "issue:43577", "right": "issue:45072", "accept": false, - "reason": "Blip2 dtype preservation and SwitchTransformers/TimmWrapperModel bfloat16 mismatch are separate dtype bugs." + "reason": "Both are dtype-related, but they affect different models and symptom surfaces; not a single code-path bug." }, { "left": "issue:45137", "right": "issue:45405", "accept": false, - "reason": "DeepSpeed ZeRO3 deque error and unreleased peft-version bump are unrelated." - }, - { - "left": "issue:38175", - "right": "issue:44898", - "accept": false, - "reason": "Siglip2 zero-probabilities and Perceiver non-default-resolution failure are different image-model bugs." + "reason": "DeepSpeed ZeRO3 deque error and a PEFT version bump are unrelated." }, { "left": "issue:44737", "right": "issue:45588", "accept": false, - "reason": "XLNet CPU arange placement bug and flash_attention s_aux=None crash are unrelated." + "reason": "XLNet CPU tensor creation and flash_attention's s_aux=None crash are separate issues." }, { - "left": "issue:43404", - "right": "issue:45987", + "left": "issue:38175", + "right": "issue:44898", "accept": false, - "reason": "lm_head tying issue in Mistral3 and StaticCache sequence-length contract bug are unrelated." + "reason": "Unexpected zero probabilities in Siglip2 and Perceiver interpolation failure are different vision-model bugs." }, { "left": "issue:24643", "right": "issue:29159", "accept": false, - "reason": "DeepSpeed training weight-shape RuntimeError and tokenizer inconsistency are unrelated." + "reason": "DeepSpeed weight dimensionality and tokenizer slow/fast inconsistency are unrelated." + }, + { + "left": "issue:43404", + "right": "issue:45987", + "accept": false, + "reason": "Mistral3 lm_head tying and StaticCache.get_seq_length return type are unrelated." }, { "left": "issue:43742", "right": "issue:44291", "accept": false, - "reason": "Model key-loading error and init_empty_weights argument regression are separate issues." + "reason": "MobileLLM loading key errors and init_empty_weights argument handling do not point to the same defect." }, { "left": "issue:44062", "right": "issue:44991", "accept": false, - "reason": "The tokenizer AddedToken special-kwarg error may be related in theme, but the titles are too different to confidently call the same underlying bug." + "reason": "AddedToken special-argument duplication and tokenizer loading for EMBEDDIA/est-roberta are too different to merge confidently." }, { "left": "issue:43257", "right": "issue:43756", "accept": false, - "reason": "Qwen3 MoE weight conversion and Smollm3 RoPE-layer count are unrelated model-configuration issues." + "reason": "Qwen3 MOE weight conversion and Smollm3 RoPE-layer dropping are unrelated." }, { "left": "issue:43257", "right": "issue:43696", "accept": false, - "reason": "Qwen3 MoE weight-conversion failure and GPT-oss-20b OOM are unrelated." + "reason": "A loading/conversion bug and a CUDA OOM report are not the same underlying problem." }, { "left": "issue:43540", "right": "issue:45823", "accept": false, - "reason": "Qwen3OmniMoe video-input error and Gemma4 PLE device mismatch are different code paths." + "reason": "Qwen3OmniMoe video-input errors and Gemma4 PLE device mismatch are different model/runtime bugs." }, { "left": "issue:43906", "right": "issue:45381", "accept": false, - "reason": "An isolated reproduction of another issue is not itself the same bug as the Qwen2.5-VL video-position-id regression." + "reason": "An isolated reproduction of another issue is not the same as the qwen2.5-vl video-position-id regression." }, { "left": "issue:34567", "right": "issue:36331", "accept": false, - "reason": "TrainerState token-count update bug and compute_loss unexpected-kwarg bug are unrelated trainer changes." - }, - { - "left": "issue:44913", - "right": "issue:46121", - "accept": false, - "reason": "GPTNeoX rotary_pct reload regression and rope-validation type error are both config-related, but not the same defect." - }, - { - "left": "issue:44062", - "right": "issue:45081", - "accept": false, - "reason": "AddedToken special-argument duplication and Mistral regex patch backend_tokenizer crash are separate tokenizer bugs." + "reason": "TrainerState token counting and CustomTrainer.compute_loss signature incompatibility are related to training, but they are distinct bugs with different fixes." } ] }, - "evaluator_result": { - "accept": true, - "feedback": "The summary is grounded in the packet: the cluster is indeed mostly heterogeneous, and the chosen representative issue 45701 is justified by being open and having the most inbound references. The only accepted soft edge, 44479\u201345381, is a conservative same-bug judgment, and the remaining rejects stay appropriately cautious rather than overstating duplication." - }, - "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 }, @@ -6007,6 +5992,7 @@ "issue:43756", "issue:43824", "issue:43994", + "issue:44062", "issue:44291", "issue:44488", "issue:44514", @@ -6015,17 +6001,15 @@ "issue:44756", "issue:44792", "issue:44821", - "issue:44843", "issue:44877", "issue:44898", + "issue:44913", "issue:44936", - "issue:44938", "issue:44964", "issue:44977", "issue:45042", "issue:45081", "issue:45216", - "issue:45290", "issue:45325", "issue:45357", "issue:45375", @@ -6033,13 +6017,16 @@ "issue:45405", "issue:45479", "issue:45600", - "issue:45920" + "issue:45920", + "issue:46121" ], "soft_pairs": [ - "issue:43493|issue:43994", + "issue:44913|issue:46121", + "issue:44062|issue:45081", "issue:43646|issue:43749", "issue:36010|issue:42175", "issue:43749|issue:44756", + "issue:43493|issue:43994", "issue:42175|issue:43824", "issue:44291|issue:44821", "issue:45357|issue:45920", @@ -6055,212 +6042,209 @@ "issue:43531|issue:44821", "issue:43697|issue:45216", "issue:28282|issue:29127", + "issue:43582|issue:44977", "issue:43720|issue:44898", "issue:44514|issue:45381", - "issue:43582|issue:44977", "issue:41762|issue:44936", "issue:44625|issue:44877", - "issue:43452|issue:43577", - "issue:42175|issue:44938", - "issue:43452|issue:44843", - "issue:44514|issue:45290" + "issue:43452|issue:43577" ], - "prepared_review_unit_hash": "b614e0635d45f6681602240d2af4167c7682cb63a210b367a12ba4e2d275ae4c", + "prepared_review_unit_hash": "3f6b24b5b62a5d31ae35c0d7cc6402b904cc747373f7c881d004ebfc289b3e1e", "component_budget": { "node_count": 413, "item_count": 413, - "soft_pair_count": 1543, - "serialized_chars": 796418, - "estimated_input_tokens": 199105, - "estimated_eval_tokens": 398466 + "soft_pair_count": 1541, + "serialized_chars": 795721, + "estimated_input_tokens": 198931, + "estimated_eval_tokens": 398118 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 28, - "serialized_chars": 36451, - "estimated_input_tokens": 9113, - "estimated_eval_tokens": 18482 + "soft_pair_count": 27, + "serialized_chars": 36153, + "estimated_input_tokens": 9039, + "estimated_eval_tokens": 18334 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "Mostly heterogeneous Transformers issues; only the SigLIP2 pair looks like a likely duplicate. The rest differ by model, subsystem, or failure mode, so they should stay separate.", - "confidence": 0.59, - "canonical_issue_reason": "issue:43994 is the clearest concrete report in the only plausible duplicate pair and is the most user-facing description of the SigLIP2 correctness bug.", + "summary": "Mostly a grab bag of distinct Transformers bug reports; only the SigLIP2 pair looks like the same underlying regression. No PRs are present in the cluster.", + "confidence": 0.78, + "canonical_issue_reason": "issue:43493 is the clearest root-cause-style report for the one likely duplicate pair, describing SigLIP2 outputs diverging from the reference JAX implementation.", "canonical_pr_reason": null, - "best_issue_reason": "issue:45920 is the broadest current regression affecting multiple model families, so it is the strongest standalone anchor for the cluster as a whole.", + "best_issue_reason": "issue:45920 is the broadest open regression report in the set, spanning multiple models and likely offering the most reusable signal for the cluster.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:43493", - "right": "issue:43994", - "accept": true, - "reason": "Same SigLIP2 bug family: one reports HF vs JAX discrepancy, the other reports nonsensical outputs for the same model line." + "left": "issue:44913", + "right": "issue:46121", + "accept": false, + "reason": "Both involve rope/config parameter handling, but one is reload defaulting and the other is a JSON list type error; different code paths." + }, + { + "left": "issue:44062", + "right": "issue:45081", + "accept": false, + "reason": "Tokenizer construction error vs Mistral regex patch crash; unrelated failure modes." }, { "left": "issue:43646", "right": "issue:43749", "accept": false, - "reason": "Generic trust_remote_code config-field issue vs FSDP CPU RAM efficient loading breakage; different code paths and symptoms." + "reason": "Generic trust_remote_code config field loss and FSDP CPU RAM loading are different subsystems." }, { "left": "issue:36010", "right": "issue:42175", "accept": false, - "reason": "Importing GenerationMixin is unrelated to whether the torch extra installs TensorFlow backend dependencies." + "reason": "Importing GenerationMixin and missing TensorFlow backend are unrelated dependency/import issues." }, { "left": "issue:43749", "right": "issue:44756", "accept": false, - "reason": "FSDP loading bug and Apple Silicon mmap/OOM problem are separate loading/memory issues." + "reason": "Both touch loading/memory, but one is FSDP CPU RAM efficient loading and the other is Strix Halo mmap OOM; not the same bug." + }, + { + "left": "issue:43493", + "right": "issue:43994", + "accept": true, + "reason": "Both are SigLIP2 correctness regressions: one reports divergence from the reference implementation, the other nonsensical outputs from AutoModel/pipeline." }, { "left": "issue:42175", "right": "issue:43824", "accept": false, - "reason": "Package extras dependency mismatch is unrelated to a missing Qwen2_5_VLForConditionalGeneration import." + "reason": "Packaging/backend selection for TensorFlow vs missing Qwen2.5-VL class import are unrelated." }, { "left": "issue:44291", "right": "issue:44821", "accept": false, - "reason": "init_empty_weights argument handling is a different failure mode from AutoImageProcessor loading from URL." + "reason": "init_empty_weights argument handling and AutoImageProcessor URL loading are different bugs." }, { "left": "issue:45357", "right": "issue:45920", "accept": false, - "reason": "Qwen3.5 save_pretrained visual key regression is unrelated to the broad AutoTokenizer token-ID regression." + "reason": "Qwen3.5 save_pretrained visual-key serialization and tokenizer wrong token IDs are different code paths." }, { "left": "issue:44792", "right": "issue:44964", "accept": false, - "reason": "Both are multimodal loading problems, but for different models and different concrete failures." + "reason": "Different multimodal models and symptoms; one is a failed test, the other a model load regression." }, { "left": "issue:43452", "right": "issue:44488", "accept": false, - "reason": "gguf Auto* loading breakage is not the same as the sleng-bert model-loading issue." + "reason": "gguf_file loader breakage and a specific model load failure are not the same underlying issue." }, { "left": "issue:45042", "right": "issue:45081", "accept": false, - "reason": "Torchvision dependency regression and mistral regex tokenizer crash are unrelated subsystems." + "reason": "PIL image processor torchvision dependency regression vs Mistral tokenizer regex patch crash." }, { "left": "issue:28282", "right": "issue:34689", "accept": false, - "reason": "Missing PyTorch installation ImportError is unrelated to the Llama 3.2 Vision loading regression." + "reason": "PyTorch-missing ImportError and Llama 3.2 Vision loading breakage are unrelated." }, { "left": "issue:43643", "right": "issue:45375", "accept": false, - "reason": "Both involve config fields, but one is generic AutoConfig/trust_remote_code and the other is a specific Qwen3_5MoeVisionConfig strict-field omission." + "reason": "Generic missing config fields with trust_remote_code and a specific Qwen3.5 config field dropped by strict mode are not clearly the same bug." }, { "left": "issue:43742", "right": "issue:44589", "accept": false, - "reason": "MobileLLM key error and Float8 storage-object TypeError are different loading/runtime errors." + "reason": "MobileLLM key error and missing Float8 storage object point to different loader/runtime problems." }, { "left": "issue:43526", "right": "issue:45479", "accept": false, - "reason": "BeitImageProcessorFast label reduction bug is unrelated to the zero-loss classification issue." + "reason": "BEiT reduce_labels behavior and sequence-classification zero-loss semantics are different model/task bugs." }, { "left": "issue:45405", "right": "issue:45600", "accept": false, - "reason": "A version pin on PEFT and stale auto_mappings references are not the same underlying bug." + "reason": "Dependency version bump issue and stale auto_mappings CI break are unrelated maintenance problems." }, { "left": "issue:43756", "right": "issue:45325", "accept": false, - "reason": "Both mention RoPE, but they affect different models and different position-scaling logic." + "reason": "Both concern RoPE/position handling, but they affect different models and different logic." }, { "left": "issue:43531", "right": "issue:44821", "accept": false, - "reason": "Qwen3-MoE sliding_window behavior is unrelated to AutoImageProcessor URL loading." + "reason": "Sliding window behavior in Qwen3-MoE and image processor URL loading are unrelated." }, { "left": "issue:43697", "right": "issue:45216", "accept": false, - "reason": "RTDetrV2 output drift in v5 and Qwen3.5 save_pretrained checkpoint-key corruption are different problems." + "reason": "RTDetrV2 output drift and Qwen3.5 save_pretrained regression are different failure modes." + }, + { + "left": "issue:28282", + "right": "issue:29127", + "accept": false, + "reason": "PyTorch missing ImportError vs LayoutLMv3 box validation error message; not duplicates." + }, + { + "left": "issue:43582", + "right": "issue:44977", + "accept": false, + "reason": "Apple Silicon allocator TypeError and Qwen3.5 flash-attention generation failure are unrelated." }, { "left": "issue:43720", "right": "issue:44898", "accept": false, - "reason": "BitNet packed-weight loading and Perceiver interpolate_pos_encoding are separate model-path bugs." + "reason": "BitNet packed-weight loading and Perceiver interpolation failure are different model-specific bugs." }, { "left": "issue:44514", "right": "issue:45381", "accept": false, - "reason": "Both are Qwen2.5-VL issues, but one is chat-template batching crashes and the other is incorrect video position IDs." - }, - { - "left": "issue:43582", - "right": "issue:44977", - "accept": false, - "reason": "AppleSilicon allocator TypeError and Qwen3.5 flash-attention generation issues are unrelated." + "reason": "Processor batched-template crash and video vision_position_ids bug are both Qwen2.5-VL-related but distinct code paths." }, { "left": "issue:41762", "right": "issue:44936", "accept": false, - "reason": "DeepSpeed ZeRO-3 model-load IndexError is not the same as trainer.evaluate failing after train." + "reason": "DeepSpeed ZeRO-3 loading IndexError and trainer.evaluate after train() failure are unrelated." }, { "left": "issue:44625", "right": "issue:44877", "accept": false, - "reason": "Missing num_labels propagation and strict config rejection are separate config-handling bugs." + "reason": "Qwen3.5 num_labels propagation and granite_speech strict config loading are different config issues." }, { "left": "issue:43452", "right": "issue:43577", "accept": false, - "reason": "gguf loading failures do not match the Blip2 dtype propagation issue." - }, - { - "left": "issue:42175", - "right": "issue:44938", - "accept": false, - "reason": "Dependency extras mismatch is unrelated to Python 3.14 import/load failure." - }, - { - "left": "issue:43452", - "right": "issue:44843", - "accept": false, - "reason": "gguf-related loading failure is unrelated to the offline model_info call in _patch_mistral_regex." - }, - { - "left": "issue:44514", - "right": "issue:45290", - "accept": false, - "reason": "Both hit apply_chat_template, but the crash conditions are different enough to indicate separate bugs." + "reason": "gguf_file loading breakage and BLIP2 dtype propagation are different loader behaviors." } ] }, "evaluator_result": { "accept": true, - "feedback": "The summary is grounded in the packet. The accepted SigLIP2 pair is the only soft edge that looks plausibly related, and the other pair rejections stay conservative and differentiated by model/subsystem/failure mode." + "feedback": "The summary is grounded in the packet: 45920 is the broadest open regression by title, the cluster is indeed mostly unrelated issues, and there are no PRs. The soft-edge decisions are conservative overall, with the SigLIP2 pair as the only plausible same-bug match." }, "evaluator_used": true, "retried": false, @@ -6285,14 +6269,13 @@ "issue:29127", "issue:29159", "issue:30064", - "issue:32090", "issue:33357", "issue:33666", - "issue:34567", "issue:38175", "issue:41720", + "issue:42175", "issue:43295", - "issue:43504", + "issue:43452", "issue:43531", "issue:43550", "issue:43577", @@ -6300,7 +6283,6 @@ "issue:43653", "issue:43688", "issue:43697", - "issue:43720", "issue:43742", "issue:43819", "issue:43906", @@ -6311,17 +6293,19 @@ "issue:44466", "issue:44484", "issue:44493", + "issue:44514", "issue:44561", "issue:44568", - "issue:44610", "issue:44704", "issue:44743", "issue:44811", "issue:44843", "issue:44936", + "issue:44938", "issue:44977", "issue:44991", "issue:45005", + "issue:45290", "issue:45356", "issue:45440", "issue:45491", @@ -6331,10 +6315,13 @@ "issue:46050" ], "soft_pairs": [ + "issue:42175|issue:44938", + "issue:43452|issue:44843", + "issue:44514|issue:45290", "issue:44484|issue:44704", "issue:24643|issue:29127", - "issue:43295|issue:45356", "issue:43819|issue:44811", + "issue:43295|issue:45356", "issue:44466|issue:45005", "issue:44936|issue:45823", "issue:30064|issue:33666", @@ -6350,232 +6337,222 @@ "issue:44493|issue:46050", "issue:29159|issue:33357", "issue:43653|issue:43927", - "issue:45491|issue:46002", "issue:43531|issue:43742", + "issue:45491|issue:46002", "issue:44464|issue:44977", "issue:43550|issue:43927", "issue:43577|issue:45588", "issue:43688|issue:45440", - "issue:43550|issue:44361", - "issue:32090|issue:34567", - "issue:43504|issue:43550", - "issue:43504|issue:43720", - "issue:43504|issue:44610" + "issue:43550|issue:44361" ], - "prepared_review_unit_hash": "f05ced17dff971a1ba7afef099f470d208a58fd64f33fbe82ffa7d2bcced16de", + "prepared_review_unit_hash": "fd7ef49cf596a5154ec80ade28edbe983f59cb33dbdbbfb41e00ae65a634d867", "component_budget": { "node_count": 413, "item_count": 413, - "soft_pair_count": 1543, - "serialized_chars": 796418, - "estimated_input_tokens": 199105, - "estimated_eval_tokens": 398466 + "soft_pair_count": 1541, + "serialized_chars": 795721, + "estimated_input_tokens": 198931, + "estimated_eval_tokens": 398118 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 30, - "serialized_chars": 36787, - "estimated_input_tokens": 9197, - "estimated_eval_tokens": 18650 + "soft_pair_count": 29, + "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 a heterogeneous set of model-loading, tokenizer, trainer, and generation bugs with no strong duplicate cluster. The only plausible duplicate pair is the tied-weights v5 regression around serialization/loading.", - "confidence": 0.45, - "canonical_issue_reason": "issue:45005 is the best umbrella issue: it frames the tied-weights regression broadly, while issue:44466 looks like a specific device-dependent serialization manifestation of the same v5 problem.", + "summary": "Mostly a set of distinct bug reports across tokenizers, processors, model loading, and generation. One likely duplicate pair stands out around tied-weights behavior in v5 serialization/loading; the rest are too loosely related to merge safely.", + "confidence": 0.64, + "canonical_issue_reason": "Issue 45005 is the broader tied-weights regression report in v5 and best captures the shared problem behind the device-dependent lm_head.weight serialization symptom in 44466.", "canonical_pr_reason": null, - "best_issue_reason": "issue:45005 is the most representative issue for the only clear subcluster and has the broadest scope among the candidates.", + "best_issue_reason": "45005 is the most representative and generalizable report for the tied-weights regression, with 44466 looking like a concrete manifestation of the same underlying issue.", "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "issue:42175", + "right": "issue:44938", + "accept": false, + "reason": "Unrelated backend/package-install issue vs Python 3.14 import failure." + }, + { + "left": "issue:43452", + "right": "issue:44843", + "accept": false, + "reason": "Both affect loading, but one is gguf/AutoModel loading and the other is an offline-mode Mistral regex patch bug; different causes and fixes." + }, + { + "left": "issue:44514", + "right": "issue:45290", + "accept": false, + "reason": "Both involve apply_chat_template, but they hit different edge cases and code paths." + }, { "left": "issue:44484", "right": "issue:44704", "accept": false, - "reason": "Unrelated: max shard size behavior vs AutoProcessor kwarg forwarding." + "reason": "Save-pretrained shard-size question is unrelated to AutoProcessor cached_file kwargs forwarding." }, { "left": "issue:24643", "right": "issue:29127", "accept": false, - "reason": "Different bugs: DeepSpeed training weight-shape error vs LayoutLMv3 box-validation messaging." + "reason": "DeepSpeed training weight-shape error and LayoutLMv3 box-validation messaging are unrelated." }, { - "left": "issue:43295", - "right": "issue:45356", + "left": "issue:43819", + "right": "issue:44811", "accept": false, - "reason": "Both are tokenizer regressions, but the reported failures and likely code paths differ." + "reason": "Different behavior in different components: DAC latent conversion vs Whisper batch_decode skip_special_tokens." }, { - "left": "issue:43819", - "right": "issue:44811", + "left": "issue:43295", + "right": "issue:45356", "accept": false, - "reason": "Different components: DAC latent reconstruction vs Whisper batch_decode special-token handling." + "reason": "Both are regressions in tokenizer/processor behavior, but the model-specific causes are different." }, { "left": "issue:44466", "right": "issue:45005", "accept": true, - "reason": "Both describe the same tied-weights v5 regression in model serialization/loading; 45005 is the broader umbrella, and 44466 is a specific reproduction." + "reason": "Strong match on tied-weights regression in v5; 44466 looks like a concrete serialization symptom of the broader issue in 45005." }, { "left": "issue:44936", "right": "issue:45823", "accept": false, - "reason": "Trainer evaluate-after-train behavior is unrelated to Gemma4 device-map forward mismatches." + "reason": "Trainer lifecycle failure and Gemma4 device-mapping mismatch are different problems." }, { "left": "issue:30064", "right": "issue:33666", "accept": false, - "reason": "Image processor segmentation-map handling vs Qwen2-VL multi-GPU training are different problems." + "reason": "Void segmentation-map processing and Qwen2-VL multi-GPU training are unrelated." }, { "left": "issue:43653", "right": "issue:44361", "accept": false, - "reason": "Different tokenizer failures and different failure modes/models." + "reason": "BigBird special-token registration bug vs MLukeTokenizer AttributeError; different tokenizer implementations and failures." }, { "left": "issue:44361", "right": "issue:44442", "accept": false, - "reason": "MLuke tokenizer task error vs AutoTokenizer loading a different tokenizer class." + "reason": "Different tokenizers and different failure modes when loading/using them." }, { "left": "issue:38175", "right": "issue:43295", "accept": false, - "reason": "SIGLIP2 zero probabilities is unrelated to processor.tokenizer regression." + "reason": "Unexpected zero probabilities in SigLIP2 is unrelated to the processor/tokenizer regression." }, { "left": "issue:43653", "right": "issue:44568", "accept": false, - "reason": "Both involve tokenizer special tokens, but the reported bugs and affected models differ." + "reason": "Both concern tokenizer special tokens, but one is decode registration and the other is add_special_tokens semantics; not the same bug." }, { "left": "issue:43577", "right": "issue:43697", "accept": false, - "reason": "BLIP2 dtype-loading issue vs RTDetrV2 output divergence are unrelated." + "reason": "Distinct model-level regressions: dtype not propagated in BLIP2 vs differing RTDetrV2 outputs in v5." }, { "left": "issue:44843", "right": "issue:44991", "accept": false, - "reason": "Offline hub lookup in mistral regex patch vs tokenizer load failure for est-roberta are not the same bug." + "reason": "Both are tokenizer loading failures, but one is offline model_info behavior and the other is a specific est-roberta regression." }, { "left": "issue:44464", "right": "issue:44743", "accept": false, - "reason": "Chunked generation with compiled forward and Qwen3.5 cache/state reset are different generation bugs." + "reason": "Both mention generation/statefulness, but compiled-forward chunking and cache/recurrent-state reset are different code-path bugs." }, { "left": "issue:43643", "right": "issue:44561", "accept": false, - "reason": "Both mention trust_remote_code, but one is missing config fields and the other is a removed utility breaking remote models." + "reason": "Trust-remote-code config fields missing is not the same as removal of is_torch_fx_available breaking remote-code models." }, { "left": "issue:41720", "right": "issue:43906", "accept": false, - "reason": "Different Qwen/device-map failure vs isolated reproduction of another issue." + "reason": "The second is an isolated reproduction of another issue, but there is no evidence it is the same bug as the Qwen3 CUDA assert report." }, { "left": "issue:44493", "right": "issue:46050", "accept": false, - "reason": "Unexpected position-id keys during loading is not the same as quantized model save/load breakage." + "reason": "Unexpected position-id keys and sinq quantization save/load breakage are different symptoms with different causes." }, { "left": "issue:29159", "right": "issue:33357", "accept": false, - "reason": "Slow/fast tokenizer inconsistency is unrelated to the MacOS CLIP bus error." + "reason": "Slow-vs-fast tokenizer inconsistency is unrelated to the MacOS bus error on a CLIP community model." }, { "left": "issue:43653", "right": "issue:43927", "accept": false, - "reason": "Mask-token decode bug vs DiaConfig custom token ID persistence are different problems." + "reason": "Special-token registration bug and DiaConfig custom-token-id loss after save/load are unrelated." }, { - "left": "issue:45491", - "right": "issue:46002", + "left": "issue:43531", + "right": "issue:43742", "accept": false, - "reason": "Different NaN sources: sliding-window all-padding embeddings vs classification head init/checkout." + "reason": "Qwen3-MoE sliding-window behavior and MobileLLM config loading key error are unrelated." }, { - "left": "issue:43531", - "right": "issue:43742", + "left": "issue:45491", + "right": "issue:46002", "accept": false, - "reason": "Qwen3-MoE sliding-window behavior is unrelated to MobileLLM loading key errors." + "reason": "Both involve NaNs, but in different subsystems and with different triggers." }, { "left": "issue:44464", "right": "issue:44977", "accept": false, - "reason": "Compiled-forward chunked generation vs flash-attention generation failure are separate code paths." + "reason": "Chunked-generation inconsistency and flash-attention generation failure are different model/runtime bugs." }, { "left": "issue:43550", "right": "issue:43927", "accept": false, - "reason": "torch.compile+SDPA on Bamba is unrelated to DiaConfig save/load token IDs." + "reason": "torch.compile+SDPA failure for Bamba is unrelated to DiaConfig custom token IDs after save/load." }, { "left": "issue:43577", "right": "issue:45588", "accept": false, - "reason": "BLIP2 dtype issue vs flash_attention.py crash on s_aux=None are unrelated." + "reason": "BLIP2 dtype propagation and flash_attention.py s_aux=None crash are unrelated." }, { "left": "issue:43688", "right": "issue:45440", "accept": false, - "reason": "Both are MoE-related, but auxiliary-loss normalization and DeepSeekV3 divergence are different concrete bugs." + "reason": "Both are MoE-related, but auxiliary-loss normalization and DeepseekV3 remote-impl divergence are not the same concrete bug." }, { "left": "issue:43550", "right": "issue:44361", "accept": false, - "reason": "Different models and failure modes: compiled SDPA vs tokenizer AttributeError." - }, - { - "left": "issue:32090", - "right": "issue:34567", - "accept": false, - "reason": "Trainer broadcast NoneType error vs num_input_tokens_seen not updating are unrelated trainer issues." - }, - { - "left": "issue:43504", - "right": "issue:43550", - "accept": false, - "reason": "Pretrained model legacy-field loading vs torch.compile/SDPA failure are different bugs." - }, - { - "left": "issue:43504", - "right": "issue:43720", - "accept": false, - "reason": "Legacy-field load failure and packed-weight unpacking during accelerate loading are unrelated." - }, - { - "left": "issue:43504", - "right": "issue:44610", - "accept": false, - "reason": "Different subsystems: Beit model preset loading vs OmDet-Turbo processor image-size mismatch." + "reason": "Different model families and failure modes; no shared underlying code path." } ] }, "evaluator_result": { "accept": true, - "feedback": "The summary is grounded in the packet and stays conservative overall. The tied-weights v5 pair (issue:44466 / issue:45005) is the only clearly related candidate cluster, and 45005 does appear to be the broader umbrella issue. The other soft-edge rejections are also cautious and consistent with the titles provided." + "feedback": "The judgment is grounded in the packet: the one accepted pair, 44466 vs 45005, is well supported by the tied-weights / lm_head.weight serialization titles, and the rest of the soft-edge rejections stay conservative rather than overclaiming duplicates. The summary is appropriately cautious." }, "evaluator_used": true, "retried": false, @@ -6600,6 +6577,7 @@ "issue:32090", "issue:33357", "issue:33666", + "issue:34567", "issue:35141", "issue:36010", "issue:36331", @@ -6610,8 +6588,9 @@ "issue:43295", "issue:43452", "issue:43493", + "issue:43504", "issue:43525", - "issue:43540", + "issue:43550", "issue:43572", "issue:43577", "issue:43606", @@ -6630,21 +6609,23 @@ "issue:44479", "issue:44554", "issue:44568", + "issue:44610", "issue:44625", "issue:44821", "issue:44849", "issue:44913", "issue:44964", - "issue:44977", - "issue:45083", "issue:45357", "issue:45405", - "issue:45704", "issue:45812", "issue:45823", "issue:46050" ], "soft_pairs": [ + "issue:32090|issue:34567", + "issue:43504|issue:43550", + "issue:43504|issue:43720", + "issue:43504|issue:44610", "issue:28282|issue:35141", "issue:43122|issue:43906", "issue:44466|issue:46050", @@ -6652,231 +6633,234 @@ "issue:43742|issue:44821", "issue:41720|issue:44464", "issue:43452|issue:44451", - "issue:45823|issue:46050", "issue:33666|issue:36010", + "issue:45823|issue:46050", "issue:44849|issue:45357", - "issue:43493|issue:43825", "issue:43606|issue:43927", "issue:43720|issue:43927", "issue:43525|issue:43572", "issue:28282|issue:32090", "issue:28282|issue:33357", "issue:43262|issue:43295", + "issue:43493|issue:43825", "issue:43756|issue:44913", "issue:44568|issue:45812", "issue:43688|issue:43749", "issue:43720|issue:44361", "issue:33666|issue:36331", - "issue:39692|issue:43493", "issue:43577|issue:44554", "issue:44964|issue:45405", - "issue:44479|issue:44625", - "issue:43540|issue:44977", - "issue:43688|issue:45704", - "issue:43756|issue:45083" + "issue:39692|issue:43493", + "issue:44479|issue:44625" ], - "prepared_review_unit_hash": "28c6f7a3f39e4ea3f268678f0e717c0311d2b384bed55aabc06f2b6907400f25", + "prepared_review_unit_hash": "403dbe0b6e535f4baee17ae3f978630d89f0e69d48027bc7240141175f9e0219", "component_budget": { "node_count": 413, "item_count": 413, - "soft_pair_count": 1543, - "serialized_chars": 796418, - "estimated_input_tokens": 199105, - "estimated_eval_tokens": 398466 + "soft_pair_count": 1541, + "serialized_chars": 795721, + "estimated_input_tokens": 198931, + "estimated_eval_tokens": 398118 }, "budget": { "node_count": 47, "item_count": 47, - "soft_pair_count": 29, - "serialized_chars": 35960, - "estimated_input_tokens": 8990, - "estimated_eval_tokens": 18236 + "soft_pair_count": 30, + "serialized_chars": 36280, + "estimated_input_tokens": 9070, + "estimated_eval_tokens": 18396 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is heterogeneous and mostly contains unrelated bug reports across model loading, tokenization, config serialization, multimodal inference, and training. None of the soft pairs look like the same underlying bug/change closely enough to merge; all soft edges are rejected.", - "confidence": 0.91, - "canonical_issue_reason": "issue:45812 is the strongest anchor: a broad, clearly described silent regression affecting all Granite models, with external references and high duplicate-triage value.", + "summary": "This cluster is over-broad: the soft pairs mostly connect unrelated bug families (trainer, tokenizer, config, model loading, device mapping, docs, quantization) rather than true duplicates. No PRs are present.", + "confidence": 0.81, + "canonical_issue_reason": "No single canonical issue stands out; the items span multiple unrelated problems, so choosing one representative would be misleading.", "canonical_pr_reason": null, - "best_issue_reason": "issue:45812 is the best representative issue because it is well-scoped, reproducible, and impacts a wide model family rather than a narrow edge case.", + "best_issue_reason": "If forced, issue 43504 is the closest to a local representative of the model-loading/config subtheme, but it is not a good global canonical for the full cluster.", "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "issue:32090", + "right": "issue:34567", + "accept": false, + "reason": "Different bugs: GPU broadcast NoneType in Trainer vs token-count tracking in TrainerState." + }, + { + "left": "issue:43504", + "right": "issue:43550", + "accept": false, + "reason": "Different code paths: legacy-field model load failure vs torch.compile/SDPA forward failure." + }, + { + "left": "issue:43504", + "right": "issue:43720", + "accept": false, + "reason": "Both are loading issues, but one is a legacy config field and the other is packed-weight unpacking during accelerate loading." + }, + { + "left": "issue:43504", + "right": "issue:44610", + "accept": false, + "reason": "Model preset loading bug vs processor/model input-size mismatch; not the same issue." + }, { "left": "issue:28282", "right": "issue:35141", "accept": false, - "reason": "Different failure modes: missing PyTorch import vs token-embedding reinit after resize. No shared code-path." + "reason": "PyTorch import error vs output embedding reinit after resize; unrelated." }, { "left": "issue:43122", "right": "issue:43906", "accept": false, - "reason": "43906 is a reproduction of another issue, but not the same symptom as the tokenizer regression in 43122." + "reason": "Tokenization differences across versions vs a reproduction of a separate issue; no clear shared bug." }, { "left": "issue:44466", "right": "issue:46050", "accept": false, - "reason": "Both concern save/load behavior, but one is tied-weight serialization and the other is quantized sinq round-tripping; not the same bug." + "reason": "Different serialization problems: tied lm_head weights vs sinq quantized save/load breakage." }, { "left": "issue:32090", "right": "issue:33666", "accept": false, - "reason": "Both mention multi-GPU/trainer context, but the concrete errors and affected paths differ substantially." + "reason": "Trainer broadcast NoneType error vs Qwen2-VL multi-GPU training request; unrelated." }, { "left": "issue:43742", "right": "issue:44821", "accept": false, - "reason": "One is a model loading KeyError, the other is loading AutoImageProcessor from URL; different objects and failure points." + "reason": "Key error while loading MobileLLM vs loading AutoImageProcessor from URL; different failures." }, { "left": "issue:41720", "right": "issue:44464", "accept": false, - "reason": "A device-map CUDA assert on Qwen3 is unrelated to inconsistent outputs from compiled forward in chunked generation." + "reason": "Device-mapping cuda assert vs chunked-generation inconsistency under compiled forward; different runtime bugs." }, { "left": "issue:43452", "right": "issue:44451", "accept": false, - "reason": "Both are loading failures, but one is about gguf_file support and the other is a specific model load regression; no shared underlying bug." + "reason": "GGUF loading breakage vs inability to load a specific model; not the same underlying cause." }, { - "left": "issue:45823", - "right": "issue:46050", + "left": "issue:33666", + "right": "issue:36010", "accept": false, - "reason": "Device-mismatch in forward and broken quantized save/load are separate code paths and symptoms." + "reason": "Multi-GPU training feature request vs GenerationMixin import error; unrelated." }, { - "left": "issue:33666", - "right": "issue:36010", + "left": "issue:45823", + "right": "issue:46050", "accept": false, - "reason": "Multi-GPU training issue and GenerationMixin import error are unrelated." + "reason": "Gemma4 device-mismatch during forward vs quantized model save/load corruption; different issues." }, { "left": "issue:44849", "right": "issue:45357", "accept": false, - "reason": "Different Qwen3.5 bugs: hidden-state handling vs incorrect visual encoder key serialization." - }, - { - "left": "issue:43493", - "right": "issue:43825", - "accept": false, - "reason": "SigLIP2 implementation mismatch and a pipeline error-message regression are unrelated." + "reason": "Qwen3.5 hidden-state bug vs incorrect visual-encoder keys on save_pretrained; separate regressions." }, { "left": "issue:43606", "right": "issue:43927", "accept": false, - "reason": "CPU offload device mismatch is unrelated to DiaConfig custom-token-ID loss on save/load." + "reason": "CPU offload device mismatch vs DiaConfig custom token-ID save/load regression; unrelated." }, { "left": "issue:43720", "right": "issue:43927", "accept": false, - "reason": "Packed-weight loading failure in BitNet is a different path from DiaConfig serialization and generation failure." + "reason": "Packed-weight loading issue vs custom token-ID loss causing generation IndexError; different bug classes." }, { "left": "issue:43525", "right": "issue:43572", "accept": false, - "reason": "Both are missing-config-attribute reports, but they concern different models and different attributes." + "reason": "Similar symptom shape, but different models and missing fields: pad_token_id vs pad_token_idx." }, { "left": "issue:28282", "right": "issue:32090", "accept": false, - "reason": "ImportError for missing PyTorch and trainer broadcast TypeError are unrelated failures." + "reason": "Missing PyTorch import vs Trainer _gpu_broadcast_one NoneType error; unrelated." }, { "left": "issue:28282", "right": "issue:33357", "accept": false, - "reason": "PyTorch import missing vs MacOS bus error with CLIP are different problems." + "reason": "ImportError for PyTorch vs MacOS bus error on a CLIP model; unrelated." }, { "left": "issue:43262", "right": "issue:43295", "accept": false, - "reason": "Audio chat-template sampling-rate defaulting is unrelated to processor.tokenizer/image-tokenizer regression." + "reason": "Audio sampling-rate default bug vs processor.tokenizer/image-handling regression; different paths." + }, + { + "left": "issue:43493", + "right": "issue:43825", + "accept": false, + "reason": "SigLIP2 implementation discrepancy vs pipeline translation-task error message; unrelated." }, { "left": "issue:43756", "right": "issue:44913", "accept": false, - "reason": "A model-specific RoPE-layer mismatch and a config reload issue are not the same underlying bug." + "reason": "Smollm3 RoPE-layer issue vs GPTNeoX rotary_pct not persisting on reload; both RoPE-adjacent but not the same bug." }, { "left": "issue:44568", "right": "issue:45812", "accept": false, - "reason": "Tokenizer special-token addition bug and Granite token-ID regression affect different tokenizers and code paths." + "reason": "Tokenizer special-token bug vs Granite token-ID regression; same general area, different models and failure mode." }, { "left": "issue:43688", "right": "issue:43749", "accept": false, - "reason": "Aux-loss normalization bug and FSDP CPU RAM efficient loading regression are unrelated." + "reason": "Aux-loss normalization vs FSDP RAM-efficient loading; unrelated." }, { "left": "issue:43720", "right": "issue:44361", "accept": false, - "reason": "BitNet packed-weight loading and MLukeTokenizer AttributeError are separate issues." + "reason": "Accelerate loading with packed weights vs MLukeTokenizer attribute error on tasks; unrelated." }, { "left": "issue:33666", "right": "issue:36331", "accept": false, - "reason": "Qwen2-VL multi-GPU training and custom compute_loss signature mismatch are different trainer failures." - }, - { - "left": "issue:39692", - "right": "issue:43493", - "accept": false, - "reason": "SigLIP2 doc-example errors are unrelated to the HF vs JAX implementation discrepancy." + "reason": "Multi-GPU training discussion vs unexpected num_items_in_batch in custom compute_loss; different trainer issues." }, { "left": "issue:43577", "right": "issue:44554", "accept": false, - "reason": "Blip2 dtype loading bug and MPS attention correctness issue are different paths." + "reason": "BLIP2 dtype-loading mismatch vs MPS attention correctness issue; unrelated." }, { "left": "issue:44964", "right": "issue:45405", "accept": false, - "reason": "Model load failure and a dependency version bump are not the same bug." - }, - { - "left": "issue:44479", - "right": "issue:44625", - "accept": false, - "reason": "Video-input regression across Qwen variants is unrelated to num_labels propagation in Qwen3.5 config." - }, - { - "left": "issue:43540", - "right": "issue:44977", - "accept": false, - "reason": "Video processing ValueError and flash-attention generation bug are different symptoms." + "reason": "Model load failure vs dependency-version bump; not the same bug." }, { - "left": "issue:43688", - "right": "issue:45704", + "left": "issue:39692", + "right": "issue:43493", "accept": false, - "reason": "Aux-loss normalization and T5 apex RMSNorm memory leak are unrelated." + "reason": "SigLIP2 docs/example errors vs SigLIP2 HF-vs-JAX implementation discrepancy; related model family but different concrete problems." }, { - "left": "issue:43756", - "right": "issue:45083", + "left": "issue:44479", + "right": "issue:44625", "accept": false, - "reason": "RoPE-layer count mismatch and feature-extract output-length helper behavior are not the same issue." + "reason": "Video-input regression in Qwen VL models vs num_labels propagation bug in Qwen3.5; different failures." } ] }, @@ -6912,12 +6896,14 @@ "issue:43334", "issue:43493", "issue:43504", + "issue:43540", "issue:43572", "issue:43575", "issue:43606", "issue:43646", "issue:43653", "issue:43688", + "issue:43756", "issue:43824", "issue:43844", "issue:43927", @@ -6926,7 +6912,6 @@ "issue:44291", "issue:44361", "issue:44423", - "issue:44464", "issue:44466", "issue:44488", "issue:44493", @@ -6935,30 +6920,33 @@ "issue:44734", "issue:44792", "issue:44843", + "issue:44977", + "issue:45083", "issue:45200", "issue:45229", "issue:45405", "issue:45520", - "issue:45584", - "issue:45588", "issue:45701", + "issue:45704", "issue:45759", "issue:45803", "issue:45823", - "issue:45987", - "issue:46050" + "issue:45987" ], "soft_pairs": [ - "issue:45200|issue:45229", + "issue:43540|issue:44977", + "issue:43688|issue:45704", "issue:43334|issue:43572", + "issue:43756|issue:45083", "issue:45803|issue:45987", + "issue:45200|issue:45229", "issue:44488|issue:44843", "issue:43493|issue:43844", "issue:43334|issue:45759", "issue:39692|issue:43295", - "issue:45229|issue:45823", - "issue:43257|issue:43299", "issue:43824|issue:44589", + "issue:43257|issue:43299", + "issue:45229|issue:45823", "issue:43278|issue:43844", "issue:43646|issue:44466", "issue:43504|issue:43606", @@ -6973,207 +6961,211 @@ "issue:43575|issue:45405", "issue:44792|issue:45405", "issue:44625|issue:45759", - "issue:43994|issue:44493", "issue:29942|issue:30333", - "issue:45588|issue:46050", - "issue:44464|issue:45584" + "issue:43994|issue:44493" ], - "prepared_review_unit_hash": "bd6e9a1ceca2151e8e6d0a1a9ab09f0860cfcfe5b76335029fc4a18c3b816cc9", + "prepared_review_unit_hash": "e3321744f20b2950be64af6b402804a7b8f02ea995e0b3649462605f0ae7e572", "component_budget": { "node_count": 413, "item_count": 413, - "soft_pair_count": 1543, - "serialized_chars": 796418, - "estimated_input_tokens": 199105, - "estimated_eval_tokens": 398466 + "soft_pair_count": 1541, + "serialized_chars": 795721, + "estimated_input_tokens": 198931, + "estimated_eval_tokens": 398118 }, "budget": { - "node_count": 47, - "item_count": 47, - "soft_pair_count": 28, - "serialized_chars": 35684, - "estimated_input_tokens": 8921, - "estimated_eval_tokens": 18098 + "node_count": 48, + "item_count": 48, + "soft_pair_count": 29, + "serialized_chars": 36529, + "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 mostly a loose topical grouping of unrelated Transformers bugs, regressions, and feature issues. I found no pair that clearly shares the same concrete underlying bug/change, so all soft edges are rejected.", - "confidence": 0.16, - "canonical_issue_reason": "No clear duplicate set exists here; I\u2019d use issue 45584 as the best anchor because it is open, well-specified, and has active discussion/references, making it the most actionable standalone issue in the group.", + "summary": "This cluster is very heterogeneous: most items are unrelated model-specific regressions, docs issues, CI failures, or version-compatibility bugs. I do not see any soft pair that is the same underlying defect, so all soft edges should be rejected.", + "confidence": 0.93, + "canonical_issue_reason": "No single true canonical issue stands out because the cluster spans many unrelated code paths. If one representative is needed, issue 43646 is the broadest umbrella regression title.", "canonical_pr_reason": null, - "best_issue_reason": "Issue 45584 is the strongest standalone issue in this batch: concrete repro, current impact, and active follow-up. It is not a duplicate of the others, but it is the best issue candidate overall.", + "best_issue_reason": "Issue 43646 is the best cluster representative because it is the broadest and most upstream-facing regression description, but it still does not duplicate the rest of the items.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:45200", - "right": "issue:45229", + "left": "issue:43540", + "right": "issue:44977", + "accept": false, + "reason": "Different Qwen3-family problems: video-processing ValueError vs flash-attention generation quality." + }, + { + "left": "issue:43688", + "right": "issue:45704", "accept": false, - "reason": "Both are about Gemma4, but one is a missing token-type default and the other is a multi-GPU OOM; different bugs and code paths." + "reason": "Unrelated models and bugs: auxiliary-loss normalization vs T5 RMSNorm memory leak." }, { "left": "issue:43334", "right": "issue:43572", "accept": false, - "reason": "Both mention missing config fields after 5.0, but they affect different models and different attributes (`pad_token_id` vs `pad_token_idx`)." + "reason": "Both are config-related, but one is a missing pad_token_id on Qwen3-VL and the other is StableLm pad_token_idx after v5 update." + }, + { + "left": "issue:43756", + "right": "issue:45083", + "accept": false, + "reason": "Different feature areas: Smollm3 RoPE layer handling vs qwen3_omni_moe feature-length helper behavior." }, { "left": "issue:45803", "right": "issue:45987", "accept": false, - "reason": "Fuyu tensor conversion error and StaticCache return-type mismatch are unrelated failures." + "reason": "Different utilities and failures: Fuyu batch conversion exception handling vs StaticCache length return type." + }, + { + "left": "issue:45200", + "right": "issue:45229", + "accept": false, + "reason": "Same model family but different issues: missing token-type defaults vs multi-GPU inference OOM." }, { "left": "issue:44488", "right": "issue:44843", "accept": false, - "reason": "One is a model-load failure for a specific checkpoint, the other is an offline-mode regression in a tokenizer regex patch." + "reason": "Loading failure for a specific model vs offline-mode regression in tokenizer patching." }, { "left": "issue:43493", "right": "issue:43844", "accept": false, - "reason": "SigLIP2 implementation discrepancy and a DeepSpeed/ZeRO gradient anomaly are distinct problems." + "reason": "SigLIP2 implementation discrepancy vs DeepSpeed gradient growth; different symptoms and code paths." }, { "left": "issue:43334", "right": "issue:45759", "accept": false, - "reason": "Both involve Qwen multimodal config handling, but one is a missing pad token field and the other is improper `text_config` unwrapping." + "reason": "Both touch Qwen multimodal config, but one is pad_token_id loading failure and the other is from_config text_config unwrapping." }, { "left": "issue:39692", "right": "issue:43295", "accept": false, - "reason": "Documentation/example errors and a processor/tokenizer regression are different issues." + "reason": "Docs example errors for SigLIP2 are unrelated to a regression in custom model/processor code." }, { - "left": "issue:45229", - "right": "issue:45823", + "left": "issue:43824", + "right": "issue:44589", "accept": false, - "reason": "CUDA OOM during inference is not the same as a device-mismatch forward bug." + "reason": "Import error for a Qwen class is unrelated to a missing Float8 storage backend." }, { "left": "issue:43257", "right": "issue:43299", "accept": false, - "reason": "Both are Qwen3 MoE-related, but one is an accelerate/deepspeed conversion problem and the other is a dev loading regression; not the same concrete bug." + "reason": "Both mention Qwen3 MoE loading, but one is conversion under accelerate+deepspeed and the other is a transformers-dev load breakage." }, { - "left": "issue:43824", - "right": "issue:44589", + "left": "issue:45229", + "right": "issue:45823", "accept": false, - "reason": "ImportError for a missing class and a float8 storage lookup failure are unrelated." + "reason": "Both are Gemma4 issues, but one is OOM and the other is a device mismatch during forward." }, { "left": "issue:43278", "right": "issue:43844", "accept": false, - "reason": "A BF16/FP32 dtype drift in embeddings is not the same as the ZeRO-3 gradient amplification issue." + "reason": "Embedding dtype drift in eval is unrelated to the ZeRO-3 gradient abnormality report." }, { "left": "issue:43646", "right": "issue:44466", "accept": false, - "reason": "Custom model initialization breakage and lm_head serialization inconsistency are different regressions." + "reason": "Generic custom-model initialization regression vs tied-weight serialization differing by device." }, { "left": "issue:43504", "right": "issue:43606", "accept": false, - "reason": "A legacy field blocking BEiT load and a CPU-offload device mismatch in bark-small are unrelated." + "reason": "Legacy config field loading issue vs CPU offload device mismatch; different models and failures." }, { "left": "issue:43572", "right": "issue:44291", "accept": false, - "reason": "Missing config field after 5.0 and an unexpected `_is_hf_initialized` constructor arg are separate failures." + "reason": "StableLm pad_token_idx regression is unrelated to init_empty_weights/_is_hf_initialized constructor behavior." }, { "left": "issue:44589", "right": "issue:45520", "accept": false, - "reason": "Float8 storage resolution and `flash_attn` import_utils KeyError are different runtime issues." + "reason": "Different missing-backend problems: Float8 storage type vs flash_attn import key error on Python 3.13." }, { "left": "issue:33357", "right": "issue:33666", "accept": false, - "reason": "MacOS CLIP bus error and Qwen2-VL multi-GPU training are unrelated." + "reason": "MacOS CLIP bus error is unrelated to Qwen2-VL multi-GPU training." }, { "left": "issue:43927", "right": "issue:44361", "accept": false, - "reason": "DiaConfig save/load token ID loss and MLLukeTokenizer task AttributeError are different bugs." + "reason": "DiaConfig save/load token IDs issue is unrelated to MLukeTokenizer AttributeError on tasks." }, { "left": "issue:43688", "right": "issue:45701", "accept": false, - "reason": "Aux-loss normalization and tokenization changes across versions do not describe the same defect." + "reason": "Aux-loss normalization bug is not the same as a version-dependent tokenization change." }, { "left": "issue:43504", "right": "issue:43653", "accept": false, - "reason": "These affect different models and different failure modes: legacy preset loading vs tokenizer special-token registration." + "reason": "Beit legacy field loading problem differs from BigBird special-token registration / empty decode output." }, { "left": "issue:43606", "right": "issue:44112", "accept": false, - "reason": "Runtime device-mismatch bug and CI stale test failure are not the same underlying issue." + "reason": "One is a real CPU-offload device mismatch, the other is a stale CI test for GraniteSpeech." }, { "left": "issue:44423", "right": "issue:44734", "accept": false, - "reason": "Both hit serving paths, but one crashes on multimodal input conversion and the other on KV-cache continuation indexing." + "reason": "Both are server runtime crashes, but they affect different endpoints and different tensor/indexing paths." }, { "left": "issue:43575", "right": "issue:45405", "accept": false, - "reason": "TP OOM when loading a model is unrelated to a dependency version bump issue." + "reason": "Tensor-parallel OOM for a model is unrelated to an unreleased minimum PEFT version bump." }, { "left": "issue:44792", "right": "issue:45405", "accept": false, - "reason": "A Janus image-generation test failure and an unreleased PEFT version bump are unrelated." + "reason": "Janus image-generation test failure is unrelated to dependency-version pinning." }, { "left": "issue:44625", "right": "issue:45759", "accept": false, - "reason": "Num-label propagation and multimodal `text_config` unwrapping are related only at a broad config level, but they are distinct concrete bugs." - }, - { - "left": "issue:43994", - "right": "issue:44493", - "accept": false, - "reason": "A SigLIP2 output-quality issue and unexpected position-id keys are different defects." + "reason": "Related Qwen3.5 config area, but the bugs are distinct: num_labels propagation vs unwrapping composite text_config." }, { "left": "issue:29942", "right": "issue:30333", "accept": false, - "reason": "Flash Attention 2 test failures and MLflow job-status reporting are unrelated." - }, - { - "left": "issue:45588", - "right": "issue:46050", - "accept": false, - "reason": "Flash-attention integration crashing on `s_aux=None` and sinq save/load breakage are different code paths." + "reason": "Flash Attention 2 test failures are unrelated to MLFlow reporting after training-job failure." }, { - "left": "issue:44464", - "right": "issue:45584", + "left": "issue:43994", + "right": "issue:44493", "accept": false, - "reason": "Chunked generation inconsistency with compiled forward and Whisper empty-transcription failure are unrelated." + "reason": "SigLIP2 nonsensical outputs and unexpected position-id keys are different model/input handling bugs." } ] }, @@ -7208,10 +7200,8 @@ "issue:43232", "issue:43278", "issue:43295", - "issue:43334", "issue:43450", "issue:43493", - "issue:43525", "issue:43540", "issue:43550", "issue:43572", @@ -7221,6 +7211,7 @@ "issue:43873", "issue:43957", "issue:44315", + "issue:44464", "issue:44466", "issue:44521", "issue:44554", @@ -7241,11 +7232,15 @@ "issue:45412", "issue:45446", "issue:45520", + "issue:45584", + "issue:45588", "issue:45823", "issue:46050", "issue:46121" ], "soft_pairs": [ + "issue:45588|issue:46050", + "issue:44464|issue:45584", "issue:44521|issue:45290", "issue:43844|issue:44964", "issue:44554|issue:45446", @@ -7274,217 +7269,222 @@ "issue:43295|issue:43450", "issue:37428|issue:43957", "issue:43550|issue:43844", - "issue:43295|issue:43873", - "issue:43334|issue:43525" + "issue:43295|issue:43873" ], - "prepared_review_unit_hash": "025fe143f4329f0d300ec66a402d9a827e0c0877104a62f471403ef4ac7273f4", + "prepared_review_unit_hash": "1a58ee4e8bdef85b7088fdf2e839468a4b9c334403699f9c20fa8468d8ed8eee", "component_budget": { "node_count": 413, "item_count": 413, - "soft_pair_count": 1543, - "serialized_chars": 796418, - "estimated_input_tokens": 199105, - "estimated_eval_tokens": 398466 + "soft_pair_count": 1541, + "serialized_chars": 795721, + "estimated_input_tokens": 198931, + "estimated_eval_tokens": 398118 }, "budget": { - "node_count": 47, - "item_count": 47, - "soft_pair_count": 30, - "serialized_chars": 36343, - "estimated_input_tokens": 9086, - "estimated_eval_tokens": 18428 + "node_count": 48, + "item_count": 48, + "soft_pair_count": 31, + "serialized_chars": 37198, + "estimated_input_tokens": 9300, + "estimated_eval_tokens": 18856 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "The cluster is heterogeneous and the soft pairs are mostly same-subsystem but not the same bug. I would not merge any of the soft edges. As a representative issue, the multimodal apply_chat_template assistant-mask regression is the clearest, most self-contained user-facing bug among the set.", - "confidence": 0.68, - "canonical_issue_reason": "issue:44521 is a well-scoped, user-facing regression with clear reproduction and downstream impact; among the listed issues it is the best single anchor for triage.", + "summary": "No clear duplicate cluster here: the items span unrelated tokenizer, generation, multimodal, quantization, and loading bugs. I\u2019d treat them as separate issues rather than one canonical duplicate set.", + "confidence": 0.89, + "canonical_issue_reason": "No single issue is a clear duplicate anchor; the titles describe distinct bugs across different code paths and model families.", "canonical_pr_reason": null, - "best_issue_reason": "issue:44521 has the strongest combination of clarity, scope, and activity, making it the most suitable representative issue in this set.", + "best_issue_reason": "issue:43873 is the strongest standalone report in this set: it has substantial discussion/inbound references and a concrete, reproducible bug description, even though it is not a duplicate hub.", "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "issue:45588", + "right": "issue:46050", + "accept": false, + "reason": "Different failures: flash-attention sinkless crash vs quantized model persistence/load regression." + }, + { + "left": "issue:44464", + "right": "issue:45584", + "accept": false, + "reason": "Both involve generation, but the concrete bugs and code paths differ (compiled forward vs empty transcription handling)." + }, { "left": "issue:44521", "right": "issue:45290", "accept": false, - "reason": "Both involve apply_chat_template, but one is incorrect assistant masks for multimodal inputs and the other is a crash on tool-call messages; different failure modes." + "reason": "Both touch apply_chat_template, but one is assistant mask generation for multimodal inputs and the other is a crash on tool-call messages." }, { "left": "issue:43844", "right": "issue:44964", "accept": false, - "reason": "Different code paths: ZeRO-3/deepspeed gradient abnormality versus meta-device model loading breakage." + "reason": "Unrelated bugs: ZeRO-3 gradient inflation vs model loading failure for Phi-4 multimodal." }, { "left": "issue:44554", "right": "issue:45446", "accept": false, - "reason": "MPS attention correctness bug and a flex_attention import version-check bug are unrelated." + "reason": "Different code paths: MPS attention correctness vs flex_attention import/version-check issue." }, { "left": "issue:28218", "right": "issue:34567", "accept": false, - "reason": "Tokenizer spacing after added tokens and TrainerState token-count tracking are separate issues." + "reason": "Tokenizer spacing bug vs TrainerState token counter not updating; no shared underlying defect." }, { "left": "issue:43688", "right": "issue:43873", "accept": false, - "reason": "Auxiliary-loss normalization and quantization/offloading behavior are distinct problems." + "reason": "Aux-loss normalization bug vs quantization/offloading behavior; same broad area only." }, { "left": "issue:45084", "right": "issue:45520", "accept": false, - "reason": "Non-template node compilation failure is unrelated to the flash_attn import KeyError." + "reason": "Compile-related type error vs Python 3.13 flash_attn import KeyError; separate root causes." }, { "left": "issue:43540", "right": "issue:45200", "accept": false, - "reason": "Video-input processing error in Qwen3OmniMoe and Gemma4 text-only token-type defaults are different bugs." + "reason": "Video input processing error vs Gemma4 mm_token_type_ids defaulting problem." }, { "left": "issue:29159", "right": "issue:32090", "accept": false, - "reason": "Tokenizer slow/fast inconsistency is unrelated to the Trainer NoneType broadcast error." + "reason": "Tokenizer slow/fast inconsistency vs NoneType broadcast error in Trainer; unrelated." }, { "left": "issue:15354", "right": "issue:38175", "accept": false, - "reason": "TorchScript GeneratorExp export failure and SigLIP2 zero-probability output are unrelated." + "reason": "TorchScript export limitation vs SigLIP2 zero-probability issue; different models and failures." }, { "left": "issue:43232", "right": "issue:44849", "accept": false, - "reason": "Generation kwargs update after sync_gpus and Qwen3.5 output_hidden_states handling are different code paths." + "reason": "Generation kwargs update bug vs hidden-states output bug; distinct code paths." }, { "left": "issue:45200", "right": "issue:45823", "accept": false, - "reason": "Both are Gemma4-related, but one is missing token-type defaults and the other is a device mismatch in forward." + "reason": "Both involve Gemma4, but one is missing token-type defaults and the other is a device_map forward mismatch." }, { "left": "issue:45072", "right": "issue:45198", "accept": false, - "reason": "bf16 dtype mismatches in inference and Wav2Vec2 save/tokenization failures are unrelated." + "reason": "Dtype mismatch in inference vs Wav2Vec2 save/tokenization failure; unrelated subsystems." }, { "left": "issue:43873", "right": "issue:46050", "accept": false, - "reason": "Quantization offloading and sinq save/load corruption are different failure modes." + "reason": "Both mention quantization, but one is offloading behavior and the other is save/load of a sinq-quantized model." }, { "left": "issue:45406", "right": "issue:46121", "accept": false, - "reason": "Gemma4Processor missing _tokenizer and rope-param conversion TypeError are unrelated." + "reason": "Gemma4Processor missing _tokenizer vs rope-parameter validation type error; unrelated." }, { "left": "issue:43278", "right": "issue:43701", "accept": false, - "reason": "BF16-to-FP32 dtype drift in evaluation and checkpoint resume key mismatch do not describe the same bug." + "reason": "Eval dtype change vs checkpoint resume key mismatch; no shared bug." }, { "left": "issue:44315", "right": "issue:44849", "accept": false, - "reason": "Liger Kernel not applying with model_init is unrelated to Qwen3.5 hidden-state output behavior." + "reason": "Liger Kernel application issue vs Qwen3.5 hidden_states bug." }, { "left": "issue:28218", "right": "issue:33357", "accept": false, - "reason": "Tokenizer added-space bug and CLIP bus error on macOS are unrelated." + "reason": "Tokenizer added-space bug vs CLIP Mac bus error; unrelated." }, { "left": "issue:43295", "right": "issue:44610", "accept": false, - "reason": "Processor/tokenizer regression and OmDet-Turbo image-size mismatch are different bugs." + "reason": "Processor/tokenizer API break vs OmDet-Turbo processor image-size mismatch." }, { "left": "issue:44554", "right": "issue:45356", "accept": false, - "reason": "MPS attention correctness and Kimi-K2.5 tokenizer regression are unrelated." + "reason": "Attention correctness on MPS vs tokenizer codec regression; different layers of the stack." }, { "left": "issue:43572", "right": "issue:44987", "accept": false, - "reason": "Missing pad_token_idx in StableLmConfig and loading physical-intelligence/fast on 5.1 are separate issues." + "reason": "StableLmConfig pad_token_idx regression vs a broader transformers>=5.1 loading failure." }, { "left": "issue:43493", "right": "issue:43701", "accept": false, - "reason": "SigLIP2 implementation discrepancy and resume_from_checkpoint key mismatch are unrelated." + "reason": "SigLIP2 implementation discrepancy vs checkpoint resume key mismatch; unrelated." }, { "left": "issue:43572", "right": "issue:43957", "accept": false, - "reason": "A config attribute regression and meta-device loading breakage are different problems." + "reason": "Config field regression vs meta-device loading breakage; different symptoms and fixes." }, { "left": "issue:45200", "right": "issue:45325", "accept": false, - "reason": "Gemma4 token-type defaults and Qwen2.5-VL rope-position scaling are unrelated." + "reason": "Gemma4 text-only finetuning defaults vs Qwen2.5-VL rope-index scaling bug." }, { "left": "issue:44898", "right": "issue:45412", "accept": false, - "reason": "Perceiver non-default resolution failure and RT-DETR memory release are unrelated." + "reason": "Perceiver resolution/interpolation failure vs RT-DETR memory release issue." }, { "left": "issue:44466", "right": "issue:45127", "accept": false, - "reason": "State serialization inconsistency and LoRA merge collapse with extended vocab are different bugs." + "reason": "Serialization of tied lm_head weights vs model collapse after LoRA merge with extended vocab." }, { "left": "issue:43295", "right": "issue:43450", "accept": false, - "reason": "Processor.tokenizer regression and batched video shape bug are different issues." + "reason": "Processor API regression vs batched video shape bug; different inputs and failure modes." }, { "left": "issue:37428", "right": "issue:43957", "accept": false, - "reason": "Flash-attention import failure and meta-device model loading are unrelated." + "reason": "Import error for flash-attention helper vs meta-device loading breakage; unrelated." }, { "left": "issue:43550", "right": "issue:43844", "accept": false, - "reason": "torch.compile SDPA failure and ZeRO-3 gradient growth are distinct problems." + "reason": "torch.compile SDPA failure on Bamba vs ZeRO-3 gradient growth; no shared underlying bug." }, { "left": "issue:43295", "right": "issue:43873", "accept": false, - "reason": "Processor regression and quantization offloading behavior do not describe the same underlying bug." - }, - { - "left": "issue:43334", - "right": "issue:43525", - "accept": false, - "reason": "Missing pad_token_id in different model configs is a similar class of issue, but these are separate model-specific bugs." + "reason": "Processor/tokenizer regression vs quantization/offloading issue; only loosely related." } ] }, @@ -7514,10 +7514,12 @@ "issue:42915", "issue:43262", "issue:43278", + "issue:43334", "issue:43335", "issue:43425", "issue:43450", "issue:43493", + "issue:43525", "issue:43550", "issue:43575", "issue:43606", @@ -7549,7 +7551,6 @@ "issue:45290", "issue:45381", "issue:45412", - "issue:45520", "issue:45563", "issue:45584", "issue:45588", @@ -7557,16 +7558,16 @@ "issue:45823" ], "soft_pairs": [ + "issue:43334|issue:43525", "issue:43824|issue:43975", "issue:42490|issue:43696", "issue:42915|issue:43824", - "issue:38175|issue:43493", - "issue:43975|issue:45520", + "issue:37428|issue:43824", "issue:43653|issue:44112", "issue:38175|issue:45412", - "issue:37428|issue:43824", - "issue:44514|issue:44521", + "issue:38175|issue:43493", "issue:43278|issue:43856", + "issue:44514|issue:44521", "issue:44442|issue:45198", "issue:43450|issue:43575", "issue:42490|issue:43493", @@ -7587,236 +7588,232 @@ "issue:45200|issue:45588", "issue:43278|issue:43825", "issue:37428|issue:44351", - "issue:44206|issue:45823", - "issue:43335|issue:43653" + "issue:44206|issue:45823" ], - "prepared_review_unit_hash": "07dcc2735de5e076efb90dfc22d06edd5b713a9f58dfb66456d653c1bc48390a", + "prepared_review_unit_hash": "feb6ed8bd581df7984cddd48cb7851162f43ad44e3714f0b6f955e4c02e07070", "component_budget": { "node_count": 413, "item_count": 413, - "soft_pair_count": 1543, - "serialized_chars": 796418, - "estimated_input_tokens": 199105, - "estimated_eval_tokens": 398466 + "soft_pair_count": 1541, + "serialized_chars": 795721, + "estimated_input_tokens": 198931, + "estimated_eval_tokens": 398118 }, "budget": { - "node_count": 47, - "item_count": 47, - "soft_pair_count": 32, - "serialized_chars": 36677, - "estimated_input_tokens": 9170, - "estimated_eval_tokens": 18596 + "node_count": 48, + "item_count": 48, + "soft_pair_count": 31, + "serialized_chars": 36992, + "estimated_input_tokens": 9248, + "estimated_eval_tokens": 18752 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is heterogeneous: most items are unrelated model-specific bugs, docs issues, import regressions, or CI failures. The soft edges are mostly topical similarity only, not the same concrete bug/change.", - "confidence": 0.94, - "canonical_issue_reason": "No clear canonical issue: the items span different subsystems and symptoms (imports, chat templates, vision/video processors, model-specific correctness, memory/OOM, and docs), so there isn\u2019t a single underlying defect to deduplicate against.", + "summary": "Most pairs look unrelated and should stay separate. I accepted only two likely same-bug pairs: the SigLIP2 implementation-mismatch reports and the Qwen2.5-VL `apply_chat_template` regressions.", + "confidence": 0.57, + "canonical_issue_reason": "issue:44521 is the most central and actionable issue in the set: it is open, has the strongest discussion/inbound activity, and describes a concrete multimodal chat-template regression.", "canonical_pr_reason": null, - "best_issue_reason": "No single best issue for the cluster; any representative would be arbitrary because the set does not converge on one shared bug or code path.", + "best_issue_reason": "issue:44521 is the best representative issue overall because it is active, user-facing, and broader in impact than the other candidates.", "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "issue:43334", + "right": "issue:43525", + "accept": false, + "reason": "Same symptom class (`pad_token_id` missing) but different model configs and likely separate fixes." + }, { "left": "issue:43824", "right": "issue:43975", "accept": false, - "reason": "Different regressions: one is an import error for `Qwen2_5_VLForConditionalGeneration`, the other is a v5 detokenization issue for DeepSeek." + "reason": "An import error and a detokenization regression are different bugs in different code paths." }, { "left": "issue:42490", "right": "issue:43696", "accept": false, - "reason": "Unrelated failures: local-path slash import warning vs CUDA OOM for GPT-oss-20b." + "reason": "Local-path import warning and CUDA OOM are unrelated." }, { "left": "issue:42915", "right": "issue:43824", "accept": false, - "reason": "Different model/config paths: FineGrainedFP8Config failure for Qwen3MoE vs a missing top-level Qwen2.5 VL import." - }, - { - "left": "issue:38175", - "right": "issue:43493", - "accept": false, - "reason": "Both mention SigLIP2, but one is zero probabilities and the other is a broader HF-vs-JAX discrepancy; not the same concrete bug." + "reason": "Different model/config failure modes; one is FP8 config handling, the other is an import failure." }, { - "left": "issue:43975", - "right": "issue:45520", + "left": "issue:37428", + "right": "issue:43824", "accept": false, - "reason": "Different subsystems: DeepSeek detokenization in v5 vs flash_attn import lookup failure on Python 3.13." + "reason": "Both are import errors, but they involve different missing symbols and distinct regressions." }, { "left": "issue:43653", "right": "issue:44112", "accept": false, - "reason": "Tokenizer special-token registration bug vs a GraniteSpeech CI device-override test failure." + "reason": "Tokenizer special-token registration and a CI device-override test failure are unrelated." }, { "left": "issue:38175", "right": "issue:45412", "accept": false, - "reason": "SigLIP2 probability issue and RT-DETR memory-release issue are unrelated model bugs." - }, - { - "left": "issue:37428", - "right": "issue:43824", - "accept": false, - "reason": "Both are import errors, but they concern different symbols and code paths (`_flash_supports_window_size` vs `Qwen2_5_VLForConditionalGeneration`)." + "reason": "SigLIP2 zero probabilities and RT-DETR memory release are unrelated." }, { - "left": "issue:44514", - "right": "issue:44521", - "accept": false, - "reason": "Both involve `apply_chat_template`, but one is a batched-input crash with `padding=False` and the other is incorrect all-zero assistant masks for multimodal inputs." + "left": "issue:38175", + "right": "issue:43493", + "accept": true, + "reason": "Same SigLIP2 model family and likely the same implementation mismatch; the zero-probability symptom fits the HF/JAX discrepancy." }, { "left": "issue:43278", "right": "issue:43856", "accept": false, - "reason": "Different Qwen3 MoE issues: dtype mismatch between train/eval vs memory inefficiency during training." + "reason": "Different issues: dtype drift in evaluation vs MoE training memory usage." + }, + { + "left": "issue:44514", + "right": "issue:44521", + "accept": true, + "reason": "Both target Qwen2.5-VL `apply_chat_template` multimodal/batched handling, and the crash vs zero-mask symptoms fit one buggy code path." }, { "left": "issue:44442", "right": "issue:45198", "accept": false, - "reason": "Different tokenizer/model families and different symptoms: FastSpeech2Conformer loading failure vs Wav2Vec2 save/tokenization failure." + "reason": "Different speech-model tokenization bugs with different failure modes and code paths." }, { "left": "issue:43450", "right": "issue:43575", "accept": false, - "reason": "Video-processor batch-shape bug and Qwen2-57B-A14B-Instruct tensor-parallel OOM are unrelated." + "reason": "Video processor shape bugs and tensor-parallel OOM are unrelated." }, { "left": "issue:42490", "right": "issue:43493", "accept": false, - "reason": "A local-path import warning and a SigLIP2 correctness discrepancy do not share the same bug." + "reason": "Local-path import warning and SigLIP2 implementation discrepancy are unrelated." }, { "left": "issue:43827", "right": "issue:43901", "accept": false, - "reason": "Both are docs-related, but they address different deprecations and different APIs." + "reason": "Both are docs-related, but they cover different pipelines and different deprecated APIs." }, { "left": "issue:43819", "right": "issue:44112", "accept": false, - "reason": "Different problems: DAC forward/from_latents mismatch vs stale GraniteSpeech device-override test." + "reason": "DAC forward/latents mismatch and a GraniteSpeech CI test issue are unrelated." }, { "left": "issue:43819", "right": "issue:45083", "accept": false, - "reason": "DAC latent reconstruction mismatch and a Qwen3 Omni MoE helper-length bug are unrelated." + "reason": "Different audio-model bugs in different helper/code paths." }, { "left": "issue:43262", "right": "issue:43450", "accept": false, - "reason": "Audio chat-template sampling-rate default and video batched-shape handling are separate processor bugs." + "reason": "Audio chat-template sampling-rate default and video batched-shape handling are unrelated." }, { "left": "issue:44610", "right": "issue:44857", "accept": false, - "reason": "Processor output-size mismatch and an AMP/CUDA loss crash are different defects." + "reason": "Processor output-size mismatch and AMP loss crash are different bugs." }, { "left": "issue:44206", "right": "issue:45584", "accept": false, - "reason": "`center` arg crash in LasrFeatureExtractor and Whisper empty-transcription failure are unrelated." + "reason": "Different processors and different failure modes; not the same underlying bug." }, { "left": "issue:37428", "right": "issue:43425", "accept": false, - "reason": "ImportError regression vs a torch 2.10 compatibility issue; no shared code path." + "reason": "An import error and a Torch version compatibility issue are unrelated." }, { "left": "issue:44792", "right": "issue:45563", "accept": false, - "reason": "Different issues in generation tests: one is Janus image generation failure, the other is a stale warning about `num_return_sequences`." + "reason": "A failed image-generation test and a stale warning about `num_return_sequences` are unrelated." }, { "left": "issue:43335", "right": "issue:43550", "accept": false, - "reason": "Different model/config bugs: sparse layer creation in SwitchTransformers vs Bamba torch.compile/SDPA failure." + "reason": "SwitchTransformers sparse-layer config and Bamba torch.compile/SDPA failure are different problems." }, { "left": "issue:45127", "right": "issue:45245", "accept": false, - "reason": "LoRA/vocabulary merge collapse and categorical-cardinality limit are unrelated." + "reason": "LoRA/tied-embedding collapse and category-count limits are unrelated." }, { "left": "issue:43606", "right": "issue:45083", "accept": false, - "reason": "CPU offload device mismatch for bark-small is unrelated to the Qwen3 Omni MoE feature-length helper behavior." + "reason": "CPU-offload device mismatch and a feature-extraction length helper bug are unrelated." }, { "left": "issue:45290", "right": "issue:45381", "accept": false, - "reason": "Both are Qwen2.5/VL chat-template-style issues, but one crashes on tool-call messages and the other has wrong video vision_position_ids." + "reason": "Different Qwen2.5-VL chat-template/video-position bugs with different failure modes." }, { "left": "issue:44857", "right": "issue:45593", "accept": false, - "reason": "Different D-FINE/RT-DETR-family bugs: AMP crash vs missing auxiliary losses when denoising is off." + "reason": "AMP crash in one loss and missing auxiliary losses in another model are unrelated." }, { "left": "issue:44448", "right": "issue:44743", "accept": false, - "reason": "Different regressions in different models: Pegasus output changes vs Qwen3_5 recurrent-state reset behavior." + "reason": "PEGASUS v4/v5 output differences and Qwen3 recurrent-state reset are unrelated." }, { "left": "issue:45200", "right": "issue:45588", "accept": false, - "reason": "Gemma4 token-type defaults and flash-attention `s_aux=None` handling are separate bugs." + "reason": "Gemma4 token-type handling and flash-attention sinkless-model handling are unrelated." }, { "left": "issue:43278", "right": "issue:43825", "accept": false, - "reason": "Training/eval dtype drift is unrelated to a pipeline v5 error-message/docs problem." + "reason": "BF16/FP32 dtype drift and a v5 pipeline error message are unrelated." }, { "left": "issue:37428", "right": "issue:44351", "accept": false, - "reason": "Both are import-name failures, but they concern different exported symbols and different regressions." + "reason": "Different missing imports (`_flash_supports_window_size` vs `HybridCache`) and likely different fixes." }, { "left": "issue:44206", "right": "issue:45823", "accept": false, - "reason": "Both are device-related, but one is a feature-extractor arg crash and the other is a Gemma4 PLE forward device mismatch." - }, - { - "left": "issue:43335", - "right": "issue:43653", - "accept": false, - "reason": "Sparse-layer config bug and BigBirdTokenizer special-token registration bug are unrelated." + "reason": "Different model families and different runtime issues." } ] }, - "evaluator_result": null, - "evaluator_used": false, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet, and the two accepted soft-edge pairs are reasonably conservative: both involve the same model family/code path and describe symptoms that could plausibly share a single fix. The rejected pairs also stay within conservative, title-based separation." + }, + "evaluator_used": true, "retried": false, - "accepted_nontrivial_soft_edge": false, + "accepted_nontrivial_soft_edge": true, "error_kind": null, "error_message": null }, @@ -7845,12 +7842,12 @@ "issue:42490", "issue:43335", "issue:43388", - "issue:43412", "issue:43504", "issue:43526", "issue:43550", "issue:43606", "issue:43611", + "issue:43653", "issue:43701", "issue:43720", "issue:43819", @@ -7873,32 +7870,33 @@ "issue:45083", "issue:45229", "issue:45310", - "issue:45372", "issue:45478", "issue:45491", "issue:45520", "issue:45563", "issue:45588", + "issue:45593", "issue:45698", "issue:45859" ], "soft_pairs": [ "issue:43611|issue:43931", + "issue:43335|issue:43653", "issue:43550|issue:44112", "issue:44360|issue:44561", "issue:39692|issue:43526", "issue:44855|issue:45083", - "issue:43388|issue:43526", "issue:43819|issue:44493", + "issue:43388|issue:43526", "issue:43335|issue:43504", - "issue:43335|issue:45083", "issue:45310|issue:45478", + "issue:43335|issue:45083", "issue:45588|issue:45859", "issue:29942|issue:32090", "issue:39692|issue:44493", "issue:43720|issue:44112", "issue:43335|issue:44112", - "issue:43335|issue:45072", + "issue:43335|issue:45593", "issue:44292|issue:45520", "issue:44448|issue:44779", "issue:38175|issue:44493", @@ -7906,277 +7904,269 @@ "issue:28218|issue:35141", "issue:42490|issue:43854", "issue:43606|issue:44857", - "issue:44561|issue:44779", "issue:44857|issue:45072", + "issue:44561|issue:44779", "issue:44462|issue:44561", "issue:44448|issue:44977", "issue:43701|issue:45083", - "issue:43550|issue:45083", "issue:34689|issue:35141", + "issue:43550|issue:45083", "issue:40444|issue:43526", "issue:29127|issue:32090", "issue:43927|issue:45698", "issue:44568|issue:45491", - "issue:44977|issue:45563", - "issue:43412|issue:45588", - "issue:45372|issue:45588" + "issue:44977|issue:45563" ], - "prepared_review_unit_hash": "d762a6dbcfb445ee6f27d646d6b5180b1ec2a907ffefa2656b79b7464703b58c", + "prepared_review_unit_hash": "427650017f02fb0667ebddbf493c5fec074bbb0a0434ce91f10cffef2ec078ec", "component_budget": { "node_count": 413, "item_count": 413, - "soft_pair_count": 1543, - "serialized_chars": 796418, - "estimated_input_tokens": 199105, - "estimated_eval_tokens": 398466 + "soft_pair_count": 1541, + "serialized_chars": 795721, + "estimated_input_tokens": 198931, + "estimated_eval_tokens": 398118 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 37, - "serialized_chars": 38924, - "estimated_input_tokens": 9731, - "estimated_eval_tokens": 19718 + "soft_pair_count": 36, + "serialized_chars": 38581, + "estimated_input_tokens": 9646, + "estimated_eval_tokens": 19548 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This set is mostly a grab-bag of unrelated transformer issues, not a single duplicate cluster. The only clear duplicate pair is the Qwen3.5 MoE from_pretrained regression (issues 45310 and 45478).", - "confidence": 0.8, - "canonical_issue_reason": "issue:45310 is the earlier, more referenced report of the exact Qwen3.5 Moe from_pretrained failure, and issue:45478 reads like a later duplicate of the same bug.", + "summary": "This set is mostly a collection of unrelated Transformers issues that only look superficially similar. The only clear duplicate pair is the two identical Qwen3.5 MoE from_pretrained reports (issue 45310 and 45478).", + "confidence": 0.87, + "canonical_issue_reason": "Issue 45310 is the best canonical issue because it is an exact duplicate of 45478, has more surrounding context, and appears to be the more established report of that failure.", "canonical_pr_reason": null, - "best_issue_reason": "issue:45310 is the best anchor for the only strong duplicate relationship in this set: same title, same model, same loading failure, earlier report, and more inbound attention than 45478.", + "best_issue_reason": "Issue 45310 is the strongest representative of the only true duplicate cluster in this set; the rest are separate bug reports with different code paths.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:43611", "right": "issue:43931", "accept": false, - "reason": "Both are model-loading regressions, but they affect different models with different failure modes, so they are not the same bug." + "reason": "Both are model-loading failures, but one is a base_model_prefix regression and the other is a weight-shape mismatch for Qwen3-VL." + }, + { + "left": "issue:43335", + "right": "issue:43653", + "accept": false, + "reason": "Different subsystems and symptoms: SwitchTransformers sparse-layer config bug vs BigBirdTokenizer special-token decoding bug." }, { "left": "issue:43550", "right": "issue:44112", "accept": false, - "reason": "Different problems: one is SDPA/torch.compile behavior in Bamba, the other is a stale device-override CI failure in GraniteSpeech." + "reason": "Both involve CI/runtime issues, but the failing paths are different: torch.compile+SDPA vs a stale GraniteSpeech device-override test." }, { "left": "issue:44360", "right": "issue:44561", "accept": false, - "reason": "Unrelated failures: DSA indexer/ReLU discussion versus a v5 trust_remote_code break from removing is_torch_fx_available." + "reason": "Unrelated problems: DSA indexer ReLU discussion vs removal of is_torch_fx_available breaking trust_remote_code models." }, { "left": "issue:39692", "right": "issue:43526", "accept": false, - "reason": "One is SigLIP2 docs/model-processor issues; the other is BeitImageProcessorFast label reduction. No shared bug." + "reason": "SigLIP2 doc-example errors are unrelated to BeitImageProcessorFast reduce_labels returning the wrong label shape." }, { "left": "issue:44855", "right": "issue:45083", "accept": false, - "reason": "Python 3.13 IndentationError in DebertaV2 import is unrelated to qwen3_omni_moe feature-length behavior." - }, - { - "left": "issue:43388", - "right": "issue:43526", - "accept": false, - "reason": "Both involve labels, but one is gather_for_metrics dropping tuple elements and the other is BeitImageProcessorFast returning the wrong label array." + "reason": "Different root causes: Python 3.13 TorchScript parsing error vs a helper-length calculation issue in qwen3_omni_moe." }, { "left": "issue:43819", "right": "issue:44493", "accept": false, - "reason": "Different code paths: DAC.from_latents/STE mismatch versus unexpected key handling with position ids." + "reason": "DAC.from_latents/STE mismatch is a model-internal bug, while the other is a position-id key warning across many models." }, { - "left": "issue:43335", - "right": "issue:43504", + "left": "issue:43388", + "right": "issue:43526", "accept": false, - "reason": "Both are SwitchTransformers/Beit-related, but the bugs are distinct: sparse-layer construction vs legacy-field loading." + "reason": "Different label-processing bugs: gather_for_metrics drops tuple labels in the last batch, while reduce_labels truncates arrays in BeitImageProcessorFast." }, { "left": "issue:43335", - "right": "issue:45083", + "right": "issue:43504", "accept": false, - "reason": "No overlap in concrete failure: SwitchTransformers sparse-layer config versus qwen3_omni_moe length computation." + "reason": "These involve different model families and failures: sparse-layer creation in SwitchTransformers vs a legacy-field load issue in BEiT segmentation." }, { "left": "issue:45310", "right": "issue:45478", "accept": true, - "reason": "Same exact Qwen3.5 Moe from_pretrained error report; the later issue is a duplicate of the earlier loading regression." + "reason": "Exact same title and same Qwen3.5 MoE from_pretrained failure; they look like duplicate reports of the same bug." + }, + { + "left": "issue:43335", + "right": "issue:45083", + "accept": false, + "reason": "Both are config/helper bugs, but they affect different code paths and model families with different failure modes." }, { "left": "issue:45588", "right": "issue:45859", "accept": false, - "reason": "Both mention CPU/offload-related behavior, but one is a flash_attention AttributeError on sink-less models and the other is a rotary-embedding incompatibility." + "reason": "Both touch flash-attention/offload areas, but one crashes on s_aux=None in the integration layer and the other is a rotary-embedding CPU-offload incompatibility." }, { "left": "issue:29942", "right": "issue:32090", "accept": false, - "reason": "Both are failing tests/errors, but one is Flash Attention 2 test failures and the other is a Trainer broadcast NoneType error." + "reason": "Different failures: Flash Attention 2 tests vs Trainer broadcast error from NoneType passed to _gpu_broadcast_one." }, { "left": "issue:39692", "right": "issue:44493", "accept": false, - "reason": "SigLIP2 documentation/model-processor mismatch is unrelated to the position-id key issue." + "reason": "SigLIP2 documentation/model-processor issues are unrelated to the position-id warning seen across many models." }, { "left": "issue:43720", "right": "issue:44112", "accept": false, - "reason": "Packed-weight handling in BitNet AutoBitLinear is not the same as the GraniteSpeech stale device override CI issue." + "reason": "Different CI/runtime problems: unpacking packed BitNet weights during accelerate loading vs a stale GraniteSpeech device override test." }, { "left": "issue:43335", "right": "issue:44112", "accept": false, - "reason": "Different bugs in different models: SwitchTransformers sparse layer creation versus GraniteSpeech device override test failure." + "reason": "No shared bug: SwitchTransformers sparse-layer config vs GraniteSpeech CI device-override failure." }, { "left": "issue:43335", - "right": "issue:45072", + "right": "issue:45593", "accept": false, - "reason": "SwitchTransformers config behavior and bfloat16 dtype mismatches in TimmWrapperModel are unrelated." + "reason": "SwitchTransformers sparse-layer creation and D-FINE auxiliary-loss behavior are separate model bugs." }, { "left": "issue:44292", "right": "issue:45520", "accept": false, - "reason": "Different failures: Qwen-3-8B-NVFP4 runtime issue versus Python 3.13 flash_attn import KeyError." + "reason": "Different failures: Qwen-3-8B-NVFP4 runtime error vs Python 3.13 flash_attn import KeyError." }, { "left": "issue:44448", "right": "issue:44779", "accept": false, - "reason": "Pegasus v4/v5 output divergence is not the same as Deepseek tokenizer regression." + "reason": "Both mention version-related output changes, but they concern different models and different tokenizer/generation paths." }, { "left": "issue:38175", "right": "issue:44493", "accept": false, - "reason": "Unexpected zero probabilities in SigLIP2 is a model-output issue, not the same as the position-id key problem." + "reason": "Unexpected zero probabilities in SigLIP2 is unrelated to the widespread position-id key warning." }, { "left": "issue:44977", "right": "issue:45229", "accept": false, - "reason": "Qwen3.5 flash-attention generation bug and Gemma4 multi-GPU OOM are different concrete failures." + "reason": "Qwen3.5 flash-attention generation bug and Gemma4 multi-GPU CUDA OOM are not the same underlying issue." }, { "left": "issue:28218", "right": "issue:35141", "accept": false, - "reason": "Tokenizer extra-space behavior and embedding reinitialization after resize are unrelated." + "reason": "Tokenizer extra-space after added token is unrelated to embedding reinitialization after resize with tie_word_embedding=False." }, { "left": "issue:42490", "right": "issue:43854", "accept": false, - "reason": "Trailing-slash import warning and GLM-4.7-Flash unit-test load failure are different loading issues." + "reason": "Both are loading errors, but one is a local-path slash warning and the other is a Qwen4.7 Flash model loading failure in tests." }, { "left": "issue:43606", "right": "issue:44857", "accept": false, - "reason": "CPU offload device mismatch in bark-small is unrelated to the LwDetrImageLoss float16 AMP crash." + "reason": "Different device-mismatch bugs in different models and execution modes." }, { - "left": "issue:44561", - "right": "issue:44779", + "left": "issue:44857", + "right": "issue:45072", "accept": false, - "reason": "v5 trust_remote_code breakage from removed helper is not the same bug as Deepseek tokenizer incorrect results." + "reason": "LwDetrImageLoss AMP crash and SwitchTransformers/TimmWrapper bfloat16 dtype mismatch are separate numeric issues." }, { - "left": "issue:44857", - "right": "issue:45072", + "left": "issue:44561", + "right": "issue:44779", "accept": false, - "reason": "Different failures: AMP/CUDA loss crash versus dtype mismatch in bfloat16 inference." + "reason": "Removal of is_torch_fx_available breaking trust_remote_code is unrelated to Deepseek tokenizer regressions." }, { "left": "issue:44462", "right": "issue:44561", "accept": false, - "reason": "AutoTokenizer ignoring tokenizer.json is unrelated to removal of is_torch_fx_available." + "reason": "AutoTokenizer ignoring tokenizer.json and the v5 torch.fx removal regression affect different mechanisms." }, { "left": "issue:44448", "right": "issue:44977", "accept": false, - "reason": "Pegasus output differences and Qwen3.5 flash-attention generation issues affect different models and code paths." + "reason": "Different model families and symptoms: Pegasus v4/v5 output drift vs Qwen3.5 flash-attention generation failure." }, { "left": "issue:43701", "right": "issue:45083", "accept": false, - "reason": "Checkpoint resume key mismatch is unrelated to qwen3_omni_moe feature length behavior." + "reason": "resume_from_checkpoint key mismatch is not the same as the qwen3_omni_moe feature-length helper bug." }, { - "left": "issue:43550", - "right": "issue:45083", + "left": "issue:34689", + "right": "issue:35141", "accept": false, - "reason": "Bamba SDPA/compile failure and qwen3_omni_moe output-length helper behavior are different bugs." + "reason": "Different loading regressions: Llama 3.2 Vision breakage vs embedding reinitialization after resize." }, { - "left": "issue:34689", - "right": "issue:35141", + "left": "issue:43550", + "right": "issue:45083", "accept": false, - "reason": "Llama 3.2 Vision model loading breakage and post_init embedding reinitialization are different loading/weight issues." + "reason": "torch.compile+SDPA failure in Bamba-9B-v2 is unrelated to qwen3_omni_moe length computation." }, { "left": "issue:40444", "right": "issue:43526", "accept": false, - "reason": "IterableDataset multi-image finetuning failure is unrelated to BeitImageProcessorFast label reduction." + "reason": "Qwen2.5-VL iterable-dataset/multi-image finetuning failure is unrelated to BeitImageProcessorFast label reduction." }, { "left": "issue:29127", "right": "issue:32090", "accept": false, - "reason": "LayoutLMv3 box-validation error message clarity is unrelated to the Trainer NoneType broadcast error." + "reason": "Error-message clarity for LayoutLMv3 boxes is unrelated to the Trainer _gpu_broadcast_one NoneType TypeError." }, { "left": "issue:43927", "right": "issue:45698", "accept": false, - "reason": "DiaConfig losing custom token IDs after save/load is distinct from loading the wrong custom module after save_pretrained." - }, - { - "left": "issue:44568", - "right": "issue:45491", - "accept": false, - "reason": "mdeberta add_special_tokens behavior and Gemma3 NaN embeddings have different causes and code paths." - }, - { - "left": "issue:44977", - "right": "issue:45563", - "accept": false, - "reason": "Flash-attention generation failure and stale num_return_sequences warning are not the same underlying bug." + "reason": "DiaConfig losing custom token IDs after save/load and custom-module loading after save_pretrained are distinct persistence bugs." }, { - "left": "issue:43412", - "right": "issue:45588", + "left": "issue:44568", + "right": "issue:45491", "accept": false, - "reason": "Gemma3n export failures and flash_attention sink-less AttributeError are unrelated." + "reason": "mDeBERTa BOS/EOS special-token handling and Gemma3 NaN embeddings with mixed-length batching are separate tokenizer/model issues." }, { - "left": "issue:45372", - "right": "issue:45588", + "left": "issue:44977", + "right": "issue:45563", "accept": false, - "reason": "Gemma4 processor loading ImportError is unrelated to the flash_attention s_aux=None crash." + "reason": "Qwen3.5 flash-attention generation failure is unrelated to the stale paged-generate warning about num_return_sequences." } ] }, "evaluator_result": { "accept": true, - "feedback": "Grounded overall. The canonical pick of issue:45310 over issue:45478 is well supported by the packet: identical title/model/failure wording, earlier creation time, and slightly more inbound references. The other soft-edge rejections stay conservative and do not overclaim duplication. I don\u2019t see evidence of an inflated duplicate merge beyond the same-title Qwen3.5 MoE pair." + "feedback": "The duplicate call on issue:45310 / issue:45478 is well grounded by the packet: same title and clearly the same Qwen3.5 MoE from_pretrained failure. The other soft-edge verdicts are conservative and stay within the evidence shown in the titles/body summaries. No overclaiming stands out." }, "evaluator_used": true, "retried": false, @@ -8200,7 +8190,6 @@ "issue:25251", "issue:29127", "issue:29942", - "issue:30064", "issue:32090", "issue:33357", "issue:34567", @@ -8215,6 +8204,7 @@ "issue:43066", "issue:43278", "issue:43381", + "issue:43412", "issue:43575", "issue:43611", "issue:43653", @@ -8247,9 +8237,11 @@ "issue:46121" ], "soft_pairs": [ + "issue:43412|issue:45588", + "issue:45372|issue:45588", "issue:45198|issue:45803", - "issue:45459|issue:45712", "issue:29942|issue:35141", + "issue:45459|issue:45712", "issue:42490|issue:43575", "issue:36010|issue:37428", "issue:44857|issue:45588", @@ -8266,205 +8258,210 @@ "issue:44206|issue:44479", "issue:44451|issue:45520", "issue:43066|issue:44462", - "issue:43994|issue:45412", "issue:44871|issue:44977", + "issue:43994|issue:45412", "issue:44361|issue:45198", "issue:42915|issue:42994", "issue:43611|issue:46121", "issue:33357|issue:39692", - "issue:29127|issue:34567", - "issue:29942|issue:30064" + "issue:29127|issue:34567" ], - "prepared_review_unit_hash": "b29cb3a80b2a6d8771f1bb836f12da8ea59b37a43b8924577582ad61bb838b22", + "prepared_review_unit_hash": "d238eaa040d6aaa09e65831c46e7acb2b310831bdcc48f9cc266c63845ab9203", "component_budget": { "node_count": 413, "item_count": 413, - "soft_pair_count": 1543, - "serialized_chars": 796418, - "estimated_input_tokens": 199105, - "estimated_eval_tokens": 398466 + "soft_pair_count": 1541, + "serialized_chars": 795721, + "estimated_input_tokens": 198931, + "estimated_eval_tokens": 398118 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 27, - "serialized_chars": 35860, - "estimated_input_tokens": 8965, - "estimated_eval_tokens": 18186 + "soft_pair_count": 28, + "serialized_chars": 36172, + "estimated_input_tokens": 9043, + "estimated_eval_tokens": 18342 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is heterogeneous: the soft pairs mostly connect unrelated regressions that share only broad themes like import errors, tokenizer bugs, or runtime crashes. I would not merge any of the proposed soft edges.", - "confidence": 0.93, - "canonical_issue_reason": "Issue 44462 is the cleanest representative because it is a concrete, user-facing loader regression with clear scope and evidence; however, the set overall is too mixed to have a strong true canonical duplicate.", + "summary": "The soft links are mostly keyword-level similarities, not true duplicates. The issues span unrelated regressions, import failures, tokenizer bugs, model-specific behavior, and memory/runtime errors, so none of the candidate pairs look mergeable as the same underlying bug.", + "confidence": 0.96, + "canonical_issue_reason": null, "canonical_pr_reason": null, - "best_issue_reason": "Issue 44462 is the best standalone triage candidate: it describes a specific, actionable AutoTokenizer regression and is more representative of a real fixable bug than the other items here.", + "best_issue_reason": null, "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:45198", - "right": "issue:45803", + "left": "issue:43412", + "right": "issue:45588", "accept": false, - "reason": "Different codepaths and failures: Wav2Vec2 save/tokenization problems vs a bare-except bug in Fuyu tensor conversion." + "reason": "Gemma3n export failure vs flash-attention s_aux=None crash; different subsystems and code paths." }, { - "left": "issue:45459", - "right": "issue:45712", + "left": "issue:45372", + "right": "issue:45588", + "accept": false, + "reason": "Gemma4 processor import error vs flash-attention runtime AttributeError; unrelated failures." + }, + { + "left": "issue:45198", + "right": "issue:45803", "accept": false, - "reason": "One is hidden tokenizer error handling when protobuf is missing; the other is leftover dummy classes leaking into API surface. Different bugs." + "reason": "Wav2Vec2 save/tokenization failure vs Fuyu tensor conversion catching exceptions; different bugs." }, { "left": "issue:29942", "right": "issue:35141", "accept": false, - "reason": "Flash Attention 2 test failures are unrelated to output embedding reinitialization in post_init." + "reason": "Flash Attention 2 test failures vs embedding reinitialization on resize; no shared underlying bug." + }, + { + "left": "issue:45459", + "right": "issue:45712", + "accept": false, + "reason": "Protobuf-related error masking vs leftover dummy classes; unrelated issues." }, { "left": "issue:42490", "right": "issue:43575", "accept": false, - "reason": "Local-path slash import warning and tensor-parallel OOM are unrelated load-time issues." + "reason": "Trailing-slash model path warning vs tensor-parallel OOM on Qwen2-57B; different problems." }, { "left": "issue:36010", "right": "issue:37428", "accept": false, - "reason": "Both are import errors, but for different symbols in different modules with different root causes." + "reason": "Both are import errors, but for different symbols/modules and likely different root causes." }, { "left": "issue:44857", "right": "issue:45588", "accept": false, - "reason": "Different crash sites: LwDetr loss under float16 AMP/CUDA vs flash_attention integration failing on s_aux=None." + "reason": "LwDetrImageLoss AMP/CUDA crash vs flash-attention None AttributeError; unrelated." }, { "left": "issue:45245", "right": "issue:45563", "accept": false, - "reason": "Category-count RuntimeError and a stale generate warning are unrelated." + "reason": "Category-count runtime limit vs stale generate() warning; not the same bug." }, { "left": "issue:43653", "right": "issue:44743", "accept": false, - "reason": "Tokenizer special-token registration bug vs recurrent-state reset in Qwen3.5 cache handling; not the same issue." + "reason": "BigBirdTokenizer special-token decode bug vs Qwen recurrent-state reset bug; different code paths." }, { "left": "issue:44448", "right": "issue:44466", "accept": false, - "reason": "Both are regression reports, but one is generation output drift and the other is tied-weight serialization behavior." + "reason": "Different output regression vs serialization of tied weights; same general area, but not the same concrete defect." }, { "left": "issue:45588", "right": "issue:45823", "accept": false, - "reason": "flash_attention.py AttributeError and Gemma4 PLE device mismatch are different failures in different subsystems." + "reason": "flash_attention AttributeError vs Gemma4 device-map mismatch; distinct failures." }, { "left": "issue:43278", "right": "issue:43381", "accept": false, - "reason": "Embedding dtype drift in eval and gradient-checkpointing restrictions in eval are not the same bug." + "reason": "Eval dtype drift vs gradient checkpointing being unsupported in eval; separate issues." }, { "left": "issue:45372", "right": "issue:45459", "accept": false, - "reason": "Gemma4 processor import failure from mistral_common is unrelated to protobuf decode-error masking." + "reason": "Gemma4 processor import failure vs protobuf exception masking; unrelated." }, { "left": "issue:43065", "right": "issue:45412", "accept": false, - "reason": "Dummy Sam3PixelDecoder Conv2d placeholder and RT-DETR memory release are unrelated model issues." + "reason": "Dummy Conv2d placeholder vs RT-DETR memory leak; no overlap in bug type." }, { "left": "issue:43976", "right": "issue:45440", "accept": false, - "reason": "Python version compatibility breakage is unrelated to DeepseekV3MoE behavior divergence." + "reason": "Python-version compatibility break vs DeepseekV3MoE divergence from remote implementation; unrelated." }, { "left": "issue:25251", "right": "issue:32090", "accept": false, - "reason": "Pipeline top_k nesting change and Trainer _gpu_broadcast_one NoneType error are unrelated." + "reason": "Pipeline top_k nesting change vs Trainer broadcast NoneType error; different components and symptoms." }, { "left": "issue:44186", "right": "issue:45198", "accept": false, - "reason": "LayoutLMv2 NER/padding crashes and Wav2Vec2 save/tokenization failures do not share the same underlying bug." + "reason": "LayoutLMv2 tokenizer crash on NER/padding vs Wav2Vec2 save/tokenization failure; not the same bug." }, { "left": "issue:44206", "right": "issue:44479", "accept": false, - "reason": "FeatureExtractor unsupported-arg crash vs video-input regression across Qwen VL models are different codepaths." + "reason": "Unsupported center arg in feature extractor vs video-input regression across Qwen VL models; different concrete regressions." }, { "left": "issue:44451", "right": "issue:45520", "accept": false, - "reason": "Model loading failure for ScandiBERT and Python 3.13 flash_attn import_utils KeyError are unrelated." + "reason": "Model loading failure for ScandiBERT vs flash_attn import KeyError on Python 3.13; unrelated." }, { "left": "issue:43066", "right": "issue:44462", "accept": false, - "reason": "Wrong tokenizer decoder type in v5 is a different tokenizer serialization/loading problem than ignoring tokenizer.json from the repo." + "reason": "Wrong tokenizer decoder type vs AutoTokenizer ignoring tokenizer.json; both tokenizer-related but distinct defects." }, { - "left": "issue:43994", - "right": "issue:45412", + "left": "issue:44871", + "right": "issue:44977", "accept": false, - "reason": "SigLIP2 nonsensical outputs and RT-DETR memory leak are unrelated." + "reason": "EOS-token config mismatch vs flash-attention generation bug; not the same underlying issue." }, { - "left": "issue:44871", - "right": "issue:44977", + "left": "issue:43994", + "right": "issue:45412", "accept": false, - "reason": "Gemma eos_token_id config mismatch is not the same as Qwen3.5 flash-attention generation regression." + "reason": "SigLIP2 nonsensical outputs vs RT-DETR memory leak; unrelated model-specific bugs." }, { "left": "issue:44361", "right": "issue:45198", "accept": false, - "reason": "MLukeTokenizer AttributeError on tasks is unrelated to Wav2Vec2 save_pretrained/tokenization failures." + "reason": "MLukeTokenizer AttributeError vs Wav2Vec2 save/tokenization failure; different tokenizer problems." }, { "left": "issue:42915", "right": "issue:42994", "accept": false, - "reason": "Fine-grained FP8 model failure and quantized-model save failure are separate quantization bugs." + "reason": "FineGrainedFP8Config loading failure vs quantized model saving failure; both quantization-related but not the same bug." }, { "left": "issue:43611", "right": "issue:46121", "accept": false, - "reason": "base_model_prefix loading breakage and rope-validation TypeError are different model-loading issues." + "reason": "base_model_prefix loading regression vs rope-parameter validation type error; unrelated." }, { "left": "issue:33357", "right": "issue:39692", "accept": false, - "reason": "MacOS bus error with a CLIP model and SigLIP2 documentation example errors are not duplicates." + "reason": "CLIP MacOS bus error vs SigLIP2 documentation example issues; different model families and failure modes." }, { "left": "issue:29127", "right": "issue:34567", "accept": false, - "reason": "LayoutLMv3 error-message clarity and TrainerState num_input_tokens_seen not updating are unrelated." - }, - { - "left": "issue:29942", - "right": "issue:30064", - "accept": false, - "reason": "Flash Attention 2 test failures and void segmentation map processing failure are unrelated." + "reason": "LayoutLMv3 error-message clarity issue vs num_input_tokens_seen not updating; no shared root cause." } ] }, @@ -8491,6 +8488,7 @@ "issue:10000", "issue:15354", "issue:29942", + "issue:30064", "issue:32090", "issue:33357", "issue:36010", @@ -8537,26 +8535,27 @@ "issue:45859" ], "soft_pairs": [ + "issue:29942|issue:30064", "issue:43421|issue:45491", - "issue:43065|issue:43994", "issue:44265|issue:45198", "issue:44734|issue:45406", + "issue:43065|issue:43994", "issue:10000|issue:15354", "issue:43873|issue:45229", "issue:44610|issue:45412", "issue:43756|issue:45440", "issue:43278|issue:43575", "issue:42490|issue:43873", - "issue:45372|issue:45406", "issue:43653|issue:44442", + "issue:45372|issue:45406", "issue:43723|issue:44554", "issue:41720|issue:45229", "issue:43381|issue:43701", "issue:43526|issue:45834", "issue:45440|issue:45593", "issue:43761|issue:45859", - "issue:29942|issue:36010", "issue:43278|issue:43329", + "issue:29942|issue:36010", "issue:45103|issue:45372", "issue:32090|issue:33357", "issue:43526|issue:44186", @@ -8567,208 +8566,214 @@ "issue:42490|issue:43381", "issue:44442|issue:45072" ], - "prepared_review_unit_hash": "2698eed21a90b76878ee95ffcda29e74321e4421ca179f6d239c391dd4a2c356", + "prepared_review_unit_hash": "45ad1f109951494d8f15315b3059cc89733702c0cace6d5e018346dbe12472c6", "component_budget": { "node_count": 413, "item_count": 413, - "soft_pair_count": 1543, - "serialized_chars": 796418, - "estimated_input_tokens": 199105, - "estimated_eval_tokens": 398466 + "soft_pair_count": 1541, + "serialized_chars": 795721, + "estimated_input_tokens": 198931, + "estimated_eval_tokens": 398118 }, "budget": { - "node_count": 47, - "item_count": 47, - "soft_pair_count": 29, - "serialized_chars": 35879, - "estimated_input_tokens": 8970, - "estimated_eval_tokens": 18196 + "node_count": 48, + "item_count": 48, + "soft_pair_count": 30, + "serialized_chars": 36728, + "estimated_input_tokens": 9182, + "estimated_eval_tokens": 18620 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This is a loose bundle of superficially similar issues across many unrelated models and subsystems. I found no true duplicate pairs worth merging; all soft edges are rejected.", - "confidence": 0.87, - "canonical_issue_reason": null, + "summary": "These items are not duplicates of one another; they span many unrelated bugs across tokenizers, vision models, serving, quantization, export, and memory behavior. No single canonical issue/PR stands out for the cluster.", + "confidence": 0.92, + "canonical_issue_reason": "No coherent canonical issue: the set is heterogeneous and the reported failures involve different components and code paths.", "canonical_pr_reason": null, - "best_issue_reason": "issue:43873 is the most active/open and broadly framed item, but the cluster is too heterogeneous to treat it as a true duplicate anchor.", + "best_issue_reason": "No issue is a good global representative; if one had to be picked, it would still not safely subsume the rest because the bugs are unrelated.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:43421", - "right": "issue:45491", + "left": "issue:29942", + "right": "issue:30064", "accept": false, - "reason": "Both touch tokenizer/model internals, but one is runtime special-token post-processing and the other is a Gemma3 NaN embedding bug; different root causes." + "reason": "Different bugs: Flash Attention 2 test failures vs image processor void-segmentation-map handling." }, { - "left": "issue:43065", - "right": "issue:43994", + "left": "issue:43421", + "right": "issue:45491", "accept": false, - "reason": "Dummy conv in Sam3PixelDecoder and bad outputs from SigLIP2 are unrelated model bugs." + "reason": "Different failures: runtime special-token post-processor sync vs Gemma3 NaN embeddings from sliding-window attention." }, { "left": "issue:44265", "right": "issue:45198", "accept": false, - "reason": "torch.export failures with torch_compilable_check and Wav2Vec2 save/tokenization failures are different code paths." + "reason": "Different code paths: torch.export with torch_compilable_check vs Wav2Vec2 save/tokenization regression." }, { "left": "issue:44734", "right": "issue:45406", "accept": false, - "reason": "Both are in transformers serve, but one is KV-cache indexing and the other is a missing _tokenizer on Gemma4Processor; not the same bug." + "reason": "Serving KV-cache tensor indexing bug vs Gemma4Processor missing _tokenizer; not the same defect." + }, + { + "left": "issue:43065", + "right": "issue:43994", + "accept": false, + "reason": "Unrelated model issues: dummy Conv2d in Sam3PixelDecoder vs SigLIP2 inference quality." }, { "left": "issue:10000", "right": "issue:15354", "accept": false, - "reason": "Different models and failures: German DistilBert issue vs torch.jit GeneratorExp export limitation." + "reason": "Different frameworks and failures: DistilBertModel issue vs torch.jit.script GeneratorExp export problem." }, { "left": "issue:43873", "right": "issue:45229", "accept": false, - "reason": "Both mention memory, but quantized offloading and multi-GPU CUDA OOM are distinct failure modes." + "reason": "Both mention memory/placement, but one is quantization offloading behavior and the other is multi-GPU OOM; not the same bug." }, { "left": "issue:44610", "right": "issue:45412", "accept": false, - "reason": "Processor input-size mismatch and RT-DETR memory release/leak are unrelated bugs." + "reason": "Processor input-size mismatch vs RT-DETR memory not released; different underlying problems." }, { "left": "issue:43756", "right": "issue:45440", "accept": false, - "reason": "Smollm3 RoPE-layer dropping and DeepSeekV3MoE divergence are different models with different fixes." + "reason": "Different model implementations and failures: Smollm3 RoPE layer drop vs DeepSeekV3 divergence." }, { "left": "issue:43278", "right": "issue:43575", "accept": false, - "reason": "BF16/FP32 dtype drift in eval and tensor-parallel OOM on Qwen2-57B are unrelated." + "reason": "BF16/FP32 dtype drift in eval vs tensor-parallel load OOM; unrelated." }, { "left": "issue:42490", "right": "issue:43873", "accept": false, - "reason": "Trailing-slash import warning is not the same as quantization/offloading behavior." + "reason": "Local-path trailing-slash import warning is unrelated to quantization offloading." }, { - "left": "issue:45372", - "right": "issue:45406", + "left": "issue:43653", + "right": "issue:44442", "accept": false, - "reason": "Gemma4 dependency import error and Gemma4Processor missing _tokenizer are different layers of failure." + "reason": "Tokenizer special-token registration bug vs AutoTokenizer load failure for a different tokenizer." }, { - "left": "issue:43653", - "right": "issue:44442", + "left": "issue:45372", + "right": "issue:45406", "accept": false, - "reason": "BigBird special-token registration and AutoTokenizer loading FastSpeech2ConformerTokenizer are separate tokenizer issues." + "reason": "External dependency import error in Gemma4 loading vs missing _tokenizer attribute in transformers serve; different layers." }, { "left": "issue:43723", "right": "issue:44554", "accept": false, - "reason": "Tokenizer loading regression and MPS attention correctness are unrelated." + "reason": "Tokenizer import/load issue vs MPS attention correctness bug; no shared code path." }, { "left": "issue:41720", "right": "issue:45229", "accept": false, - "reason": "Different models and symptoms: Qwen3 auto device mapping cuda assert vs Gemma4 multi-GPU OOM." + "reason": "Qwen3 auto device mapping CUDA assert vs Gemma4 multi-GPU OOM; different failure modes." }, { "left": "issue:43381", "right": "issue:43701", "accept": false, - "reason": "Gradient checkpointing in eval mode and resume checkpoint key mismatch do not share a root cause." + "reason": "Gradient checkpointing in eval mode vs checkpoint resume key mismatch; unrelated." }, { "left": "issue:43526", "right": "issue:45834", "accept": false, - "reason": "BeitImageProcessorFast label reduction and Kosmos2.5 OCR index errors are unrelated processor bugs." + "reason": "BeitImageProcessorFast label reduction bug vs Kosmos2.5 long-OCR index error; different processors and failures." }, { "left": "issue:45440", "right": "issue:45593", "accept": false, - "reason": "DeepSeekV3MoE implementation divergence and D-FINE auxiliary-loss omission are different model-specific issues." + "reason": "DeepSeekV3 implementation divergence vs D-FINE auxiliary-loss omission; unrelated model logic." }, { "left": "issue:43761", "right": "issue:45859", "accept": false, - "reason": "CLIPVisionModel hidden_states regression and Qwen rotary embedding CPU-offload incompatibility are unrelated." + "reason": "CLIPVisionModel hidden_states regression vs Qwen3_5MoeTextRotaryEmbedding CPU-offload incompatibility." }, { - "left": "issue:29942", - "right": "issue:36010", + "left": "issue:43278", + "right": "issue:43329", "accept": false, - "reason": "FlashAttention test failures and a GenerationMixin import error are not the same underlying problem." + "reason": "Different bugs: dtype change between train/eval vs undefined variables in multimodal token counting." }, { - "left": "issue:43278", - "right": "issue:43329", + "left": "issue:29942", + "right": "issue:36010", "accept": false, - "reason": "Dtype mismatch during eval and undefined variables in multimodal token counting are different subsystems." + "reason": "Flash Attention 2 test failures are unrelated to GenerationMixin import errors." }, { "left": "issue:45103", "right": "issue:45372", "accept": false, - "reason": "auto_docstring annotation handling and Gemma4 dependency imports have no shared code path." + "reason": "auto_docstring annotation handling bug vs Gemma4 ReasoningEffort dependency import error." }, { "left": "issue:32090", "right": "issue:33357", "accept": false, - "reason": "Trainer broadcast NoneType and MacOS bus error on CLIP loading are unrelated runtime failures." + "reason": "Trainer _gpu_broadcast_one NoneType error vs MacOS CLIP bus error; different subsystems and symptoms." }, { "left": "issue:43526", "right": "issue:44186", "accept": false, - "reason": "Beit image label handling and LayoutLMv2 tokenizer NER/padding crashes are different bugs." + "reason": "Both involve processors/tokenizers, but the actual bugs differ: label reduction vs NER padding/truncation crash." }, { "left": "issue:43334", "right": "issue:43531", "accept": false, - "reason": "Missing pad_token_id in Qwen3-VL config and Qwen3-MoE sliding_window behavior are distinct issues." + "reason": "Qwen3-VL config loading error vs Qwen3-MoE sliding_window issue; separate model bugs." }, { "left": "issue:44977", "right": "issue:45245", "accept": false, - "reason": "Flash-attention generation bug and category-count limit error are unrelated." + "reason": "Flash-attention generation bug vs category-cardinality runtime limit; unrelated." }, { "left": "issue:43824", "right": "issue:44279", "accept": false, - "reason": "A specific missing Qwen2.5-VL export symbol is not the same as a generic dependency issue." + "reason": "Specific missing export for Qwen2.5-VL vs generic dependency issue; not the same defect." }, { "left": "issue:43526", "right": "issue:44857", "accept": false, - "reason": "ImageProcessor label reduction and float16/CUDA loss crashes are unrelated." + "reason": "Processor label handling bug vs CUDA/AMP loss crash; unrelated." }, { "left": "issue:42490", "right": "issue:43381", "accept": false, - "reason": "Local-path import warning and gradient-checkpointing eval guard are unrelated." + "reason": "Import warning on local paths vs gradient checkpointing in eval mode; different code paths." }, { "left": "issue:44442", "right": "issue:45072", "accept": false, - "reason": "Tokenizer loading failure and bfloat16 dtype mismatches are different problem classes." + "reason": "Tokenizer load failure vs dtype mismatch in bfloat16 inference; unrelated." } ] }, @@ -8813,6 +8818,7 @@ "issue:43611", "issue:43646", "issue:43701", + "issue:43720", "issue:43761", "issue:43827", "issue:43873", @@ -8820,7 +8826,6 @@ "issue:44062", "issue:44077", "issue:44079", - "issue:44188", "issue:44206", "issue:44387", "issue:44442", @@ -8858,208 +8863,208 @@ "issue:44479|issue:45290", "issue:43316|issue:43525", "issue:44442|issue:45803", - "issue:28218|issue:29127", - "issue:43761|issue:44079", "issue:44442|issue:44898", + "issue:43761|issue:44079", + "issue:28218|issue:29127", "issue:33290|issue:34567", - "issue:42907|issue:45698", "issue:34689|issue:43611", "issue:43381|issue:43873", + "issue:42907|issue:45698", "issue:43931|issue:45216", "issue:43493|issue:43827", "issue:43550|issue:44743", - "issue:43761|issue:44188" + "issue:43720|issue:44442" ], - "prepared_review_unit_hash": "7d45400c51f27cd25e5f6fe7c6e816cac33c5fa54e98e88ee9a22a66962747e5", + "prepared_review_unit_hash": "d8bee600fc71b4d215e66f697b3138f78802f524928b66916385ac3078662d2a", "component_budget": { "node_count": 413, "item_count": 413, - "soft_pair_count": 1543, - "serialized_chars": 796418, - "estimated_input_tokens": 199105, - "estimated_eval_tokens": 398466 + "soft_pair_count": 1541, + "serialized_chars": 795721, + "estimated_input_tokens": 198931, + "estimated_eval_tokens": 398118 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 27, - "serialized_chars": 35781, - "estimated_input_tokens": 8946, - "estimated_eval_tokens": 18148 + "serialized_chars": 35796, + "estimated_input_tokens": 8949, + "estimated_eval_tokens": 18154 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "The items are mostly unrelated bug reports across different subsystems and models. None of the soft pairs look like the same concrete underlying issue, so I would not merge any of them as duplicates.", - "confidence": 0.91, - "canonical_issue_reason": "issue:43646 is the broadest, most cross-cutting regression report in the set, so it is the best fallback anchor if these are being forced into one cluster.", + "summary": "All proposed soft edges appear to be false matches: they share broad Transformers themes at best, but each pair points to a different model, code path, or regression. No single coherent duplicate cluster stands out from these items.", + "confidence": 0.95, + "canonical_issue_reason": null, "canonical_pr_reason": null, - "best_issue_reason": "issue:43646 is the most general and reusable representative among otherwise disparate reports; it concerns a wide model-init regression rather than a narrow model-specific symptom.", + "best_issue_reason": null, "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:43262", "right": "issue:44206", "accept": false, - "reason": "Different subsystems and failures: audio chat-template sample-rate default vs an image feature-extractor argument error." + "reason": "Different subsystems and symptoms: audio chat template sampling-rate default vs a feature extractor argument crash." }, { "left": "issue:43575", "right": "issue:43701", "accept": false, - "reason": "One is a tensor-parallel load OOM, the other is a resume_from_checkpoint key mismatch; no shared root bug." + "reason": "OOM while loading a large Qwen model with tensor parallelism is unrelated to a resume checkpoint key mismatch." }, { "left": "issue:42915", "right": "issue:43931", "accept": false, - "reason": "Different model families and failure modes: FP8 config support vs weight-shape mismatch during loading." + "reason": "Different models and failure modes: FP8 config failure in Qwen3Moe vs weight-shape mismatch for Qwen3-VL loading." }, { "left": "issue:43575", "right": "issue:44387", "accept": false, - "reason": "Both mention OOM, but one is tp loading and the other is int4 quantization memory growth; distinct causes." + "reason": "Both mention memory pressure, but one is tensor-parallel load OOM and the other is int4 quantization reserved-memory growth; not the same bug." }, { "left": "issue:44062", "right": "issue:45907", "accept": false, - "reason": "Unrelated bugs: AddedToken keyword collision vs list_repo_files not forwarding revision." + "reason": "Tokenizer AddedToken constructor error is unrelated to list_repo_files failing to forward revision." }, { "left": "issue:43441", "right": "issue:45588", "accept": false, - "reason": "Both involve flash attention, but the concrete bug differs: Ministral-3 v5 RC failure vs sink-less models crashing on s_aux=None." + "reason": "Both involve flash attention, but they hit different code paths and problems: Ministral-3 model failure vs sink-less flash_attention AttributeError." }, { "left": "issue:44743", "right": "issue:44811", "accept": false, - "reason": "Recurrent-state reset in modular Qwen3_5 is unrelated to Whisper batch_decode ignoring skip_special_tokens." + "reason": "Recurrent state reset in modular Qwen3.5 is not the same as Whisper batch_decode ignoring skip_special_tokens." }, { "left": "issue:43646", "right": "issue:44077", "accept": false, - "reason": "General custom model init regression is not the same as patchtsmixer-specific post_init being disallowed." + "reason": "Generic custom model initialization regression is not the same as a specific architecture disallowing optional post_init." }, { "left": "issue:29127", "right": "issue:35141", "accept": false, - "reason": "LayoutLMV3 error-message clarity and token-embedding reinitialization are completely different bugs." + "reason": "LayoutLMv3 box-content error reporting is unrelated to embedding reinitialization after resize_token_embeddings." }, { "left": "issue:44977", "right": "issue:45584", "accept": false, - "reason": "Different models and symptoms: Qwen3.5 flash-attention generation vs Whisper empty-transcription handling after align_special_tokens." + "reason": "Different models and behaviors: Qwen3.5 flash-attention generation regression vs Whisper empty-transcription crash." }, { "left": "issue:44464", "right": "issue:45491", "accept": false, - "reason": "Chunked generation with compiled forward is unrelated to Gemma3 NaN embeddings from sliding-window/all-padding behavior." + "reason": "Compiled-forward chunked generation inconsistency is unrelated to Gemma3 NaN embeddings from sliding-window all-padding cases." }, { "left": "issue:33357", "right": "issue:38175", "accept": false, - "reason": "Different model families and issues: CLIP MacOS bus error vs SigLIP2 zero probabilities." + "reason": "MacOS CLIP bus error and SigLIP2 zero probabilities are distinct model/runtime issues." }, { "left": "issue:44964", "right": "issue:45440", "accept": false, - "reason": "Model loading regression for Phi-4 multimodal is unrelated to DeepseekV3MoE divergence from the remote implementation." + "reason": "Phi-4 multimodal loading failure and DeepseekV3MoE divergence are separate model-specific regressions." }, { "left": "issue:44479", "right": "issue:45290", "accept": false, - "reason": "Video-input regression across Qwen variants is not the same bug as chat-template crashing on tool-call assistant messages." + "reason": "Video-input regression across Qwen VL models is unrelated to apply_chat_template crashing on assistant tool-call messages." }, { "left": "issue:43316", "right": "issue:43525", "accept": false, - "reason": "Both are API/config inconsistencies, but they concern different fields and model configs with different fixes." + "reason": "Both are config/API discrepancies, but they involve different attributes and different models." }, { "left": "issue:44442", "right": "issue:45803", "accept": false, - "reason": "Tokenizer loading failure and bare-except exception swallowing are unrelated." + "reason": "AutoTokenizer loading failure is unrelated to FuyuBatchFeature's bare except swallowing errors." }, { - "left": "issue:28218", - "right": "issue:29127", + "left": "issue:44442", + "right": "issue:44898", "accept": false, - "reason": "Tokenizer spacing bug vs LayoutLMV3 error-message clarity; no shared underlying code path." + "reason": "Tokenizer loading and Perceiver non-default-resolution inference failures are unrelated." }, { "left": "issue:43761", "right": "issue:44079", "accept": false, - "reason": "Hidden_states not returned from CLIPVisionModel.forward is a different bug from ModelOutput key assignment when a prior value was None." + "reason": "A CLIPVisionModel hidden_states regression is not the same as generic ModelOutput key assignment behavior." }, { - "left": "issue:44442", - "right": "issue:44898", + "left": "issue:28218", + "right": "issue:29127", "accept": false, - "reason": "Different image/text model loading and interpolation-related classification failures." + "reason": "Tokenizer spacing after added tokens has nothing to do with LayoutLMv3 box-information errors." }, { "left": "issue:33290", "right": "issue:34567", "accept": false, - "reason": "OOM with Adafactor/DeepSpeed and TrainerState token-count tracking are unrelated." - }, - { - "left": "issue:42907", - "right": "issue:45698", - "accept": false, - "reason": "Saving dequantized models and loading the wrong custom module after save_pretrained are distinct save/load problems." + "reason": "AdaFactor/deepspeed OOM and TrainerState num_input_tokens_seen not updating are unrelated." }, { "left": "issue:34689", "right": "issue:43611", "accept": false, - "reason": "Both concern loading, but one is a Llama 3.2 Vision-specific regression and the other is a broad base_model_prefix handling break." + "reason": "Both are model-loading regressions, but they affect different mechanisms: specific Llama 3.2 vision loading vs base_model_prefix handling." }, { "left": "issue:43381", "right": "issue:43873", "accept": false, - "reason": "Gradient checkpointing in eval mode and offloading with quantization are separate training/runtime behaviors." + "reason": "Gradient checkpointing in eval mode and quantization offloading are separate concerns." + }, + { + "left": "issue:42907", + "right": "issue:45698", + "accept": false, + "reason": "Saving dequantized Ministrals/Devstrals is not the same as loading the wrong custom module after save_pretrained." }, { "left": "issue:43931", "right": "issue:45216", "accept": false, - "reason": "Weight-shape mismatch loading a Qwen3-VL model is not the same as incorrect checkpoint saving for Qwen3.5." + "reason": "Weight-shape mismatch on model load is different from an incorrect checkpoint produced by save_pretrained." }, { "left": "issue:43493", "right": "issue:43827", "accept": false, - "reason": "SigLIP2 implementation parity vs docs still referencing removed pipeline() APIs are unrelated." + "reason": "SigLIP2 implementation parity and docs still referencing pipeline() are unrelated." }, { "left": "issue:43550", "right": "issue:44743", "accept": false, - "reason": "torch.compile/SDPA failure in Bamba-9B-v2 is unrelated to Qwen3_5 recurrent-state reset with cache." + "reason": "torch.compile with SDPA on Bamba-9B-v2 is unrelated to recurrent state reset in Qwen3.5 modular code." }, { - "left": "issue:43761", - "right": "issue:44188", + "left": "issue:43720", + "right": "issue:44442", "accept": false, - "reason": "CLIPVisionModel hidden-states behavior and attention-kernel divergence under torch.compile are different concrete bugs." + "reason": "Packed-weight unloading during accelerate loading has nothing in common with AutoTokenizer failing to load FastSpeech2ConformerTokenizer." } ] }, @@ -9108,13 +9113,13 @@ "issue:43643", "issue:43701", "issue:43716", - "issue:43720", + "issue:43761", "issue:43825", "issue:43873", "issue:44077", "issue:44162", + "issue:44188", "issue:44190", - "issue:44442", "issue:44479", "issue:44496", "issue:44514", @@ -9133,237 +9138,237 @@ ], "soft_pairs": [ "issue:43316|issue:45759", - "issue:43720|issue:44442", + "issue:43761|issue:44188", "issue:32090|issue:33290", "issue:41628|issue:45372", "issue:44568|issue:45479", "issue:34689|issue:36010", "issue:43873|issue:44871", - "issue:44190|issue:44496", - "issue:44077|issue:44479", "issue:43643|issue:44913", + "issue:44077|issue:44479", + "issue:44190|issue:44496", "issue:44855|issue:45137", "issue:29127|issue:33357", "issue:33290|issue:34689", "issue:33290|issue:45656", - "issue:43540|issue:44514", "issue:43316|issue:44877", - "issue:43404|issue:43441", + "issue:43540|issue:44514", "issue:43316|issue:43716", + "issue:43404|issue:43441", "issue:44162|issue:44792", - "issue:43295|issue:43825", "issue:25251|issue:28282", + "issue:43295|issue:43825", "issue:43550|issue:43701", "issue:41950|issue:43475", "issue:43606|issue:43701", "issue:44871|issue:45584", "issue:42617|issue:43575", "issue:43295|issue:44871", - "issue:33290|issue:36331", - "issue:33290|issue:35141" + "issue:33290|issue:35141", + "issue:33290|issue:36331" ], - "prepared_review_unit_hash": "4c5832425fa4267ae1ebccd76fe3fc42ba092ff6bd0d6299cda13267ad03ca2d", + "prepared_review_unit_hash": "2b9c5f3dba266bbe064fecd0661aec40765581c1188c5103d3ca19d7c00faf7e", "component_budget": { "node_count": 413, "item_count": 413, - "soft_pair_count": 1543, - "serialized_chars": 796418, - "estimated_input_tokens": 199105, - "estimated_eval_tokens": 398466 + "soft_pair_count": 1541, + "serialized_chars": 795721, + "estimated_input_tokens": 198931, + "estimated_eval_tokens": 398118 }, "budget": { "node_count": 47, "item_count": 47, "soft_pair_count": 29, - "serialized_chars": 36023, - "estimated_input_tokens": 9006, - "estimated_eval_tokens": 18268 + "serialized_chars": 36054, + "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 highly heterogeneous: the items span unrelated import errors, model/config regressions, pipeline bugs, training issues, and deepspeed/offloading problems. I did not find any soft-edge pair that looks like the same underlying bug or change.", - "confidence": 0.78, - "canonical_issue_reason": "Issue 43873 is the broadest, most central open report in the set and has the most inbound references; it is a better cluster anchor than the many narrow, unrelated symptom reports.", + "summary": "This cluster is a grab bag of unrelated Transformers issues across configs, processors, generation, deepspeed, and model-specific regressions. No soft pair looks like the same underlying bug or change, so all candidate edges are rejected.", + "confidence": 0.96, + "canonical_issue_reason": "No clear canonical issue: the reports span many unrelated bugs and subsystems, so none should absorb the cluster.", "canonical_pr_reason": null, - "best_issue_reason": "Issue 43873 is the most representative and actionable issue among a set of otherwise unrelated bugs, with multiple references and a general problem statement.", + "best_issue_reason": "No single issue is a strong global representative; the topics are too diverse to treat as duplicates.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:43316", "right": "issue:45759", "accept": false, - "reason": "Both involve config/model APIs, but they concern different models and different failures: Gemma3TextConfig parity vs Qwen multimodal text_config unwrapping." + "reason": "Different config bug types: Gemma3TextConfig API discrepancy vs Qwen text_config unwrapping." }, { - "left": "issue:43720", - "right": "issue:44442", + "left": "issue:43761", + "right": "issue:44188", "accept": false, - "reason": "Packed-weight loading during accelerate is unrelated to AutoTokenizer failing to load a specific tokenizer class." + "reason": "CLIPVision hidden_states regression is unrelated to torch.compile attention-kernel divergence." }, { "left": "issue:32090", "right": "issue:33290", "accept": false, - "reason": "Trainer NoneType broadcast errors and Deepspeed Adafactor OOM are different failure modes with different root causes." + "reason": "Trainer NoneType broadcast error and DeepSpeed Adafactor OOM are different failures." }, { "left": "issue:41628", "right": "issue:45372", "accept": false, - "reason": "Both are import errors, but for different symbols and packages; they do not indicate the same bug." + "reason": "Both are import errors, but for different symbols/packages and different loading paths." }, { "left": "issue:44568", "right": "issue:45479", "accept": false, - "reason": "Tokenizer special-token insertion regression is unrelated to the degenerate zero-loss sequence-classification bug." + "reason": "Tokenizer special-token behavior is unrelated to zero-loss sequence-classification bug." }, { "left": "issue:34689", "right": "issue:36010", "accept": false, - "reason": "Model loading regression for Llama 3.2 vision is not the same as a GenerationMixin import-path break." + "reason": "Different import/loading breakages: model loading regression vs missing GenerationMixin import." }, { "left": "issue:43873", "right": "issue:44871", "accept": false, - "reason": "Quantization/offloading behavior and Gemma-3 eos_token_id config mismatch are separate issues." + "reason": "Quantization offload behavior and eos_token_id mismatch are separate config/runtime issues." }, { - "left": "issue:44190", - "right": "issue:44496", + "left": "issue:43643", + "right": "issue:44913", "accept": false, - "reason": "A local dataset-loading example issue is unrelated to an unrecognized model/config.json problem." + "reason": "Remote-code config field loss differs from GPTNeoX rotary_pct not persisting on reload." }, { "left": "issue:44077", "right": "issue:44479", "accept": false, - "reason": "PatchTSTMixer post_init constraints and Qwen video-input regression are different model-specific bugs." + "reason": "patchtsmixer post_init policy change is unrelated to Qwen video-input regression." }, { - "left": "issue:43643", - "right": "issue:44913", + "left": "issue:44190", + "right": "issue:44496", "accept": false, - "reason": "AutoConfig trust_remote_code field loss and GPTNeoX rotary_pct reload behavior are unrelated config issues." + "reason": "Dataset loading failure and unrecognized model/config registration are unrelated." }, { "left": "issue:44855", "right": "issue:45137", "accept": false, - "reason": "Python 3.13 JIT parsing/IndentationError is unrelated to a DeepSpeed ZeRO3 deque underflow." + "reason": "Python 3.13 IndentationError is unrelated to DeepSpeed ZeRO3 deque underflow." }, { "left": "issue:29127", "right": "issue:33357", "accept": false, - "reason": "LayoutLMv3 box-validation messaging and a MacOS CLIP bus error are different problems." + "reason": "LayoutLMV3 error-message issue and CLIP Mac bus error are different bugs." }, { "left": "issue:33290", "right": "issue:34689", "accept": false, - "reason": "Adafactor OOM under Deepspeed and Llama 3.2 vision model loading break are unrelated." + "reason": "DeepSpeed Adafactor OOM is unrelated to Llama 3.2 Vision loading regression." }, { "left": "issue:33290", "right": "issue:45656", "accept": false, - "reason": "Both mention Deepspeed, but one is an OOM report and the other is double optimizer stepping; they are not the same bug." + "reason": "OOM with Adafactor is not the same as optimizer.step being called twice." + }, + { + "left": "issue:43316", + "right": "issue:44877", + "accept": false, + "reason": "Different config issues: Gemma3TextConfig inconsistency vs granite_speech strict loading." }, { "left": "issue:43540", "right": "issue:44514", "accept": false, - "reason": "Qwen3OmniMoe video-processing ValueError and Qwen2_5_VL batched chat-template crash differ in code path and symptom." + "reason": "Video-input processing failure is unrelated to batched apply_chat_template padding crash." }, { "left": "issue:43316", - "right": "issue:44877", + "right": "issue:43716", "accept": false, - "reason": "Gemma3TextConfig API parity and granite_speech strict-config loading are different configuration bugs." + "reason": "API discrepancy in config classes is not the same as image preprocessor dtype mismatch." }, { "left": "issue:43404", "right": "issue:43441", "accept": false, - "reason": "A tied-weights bug in Mistral3 conditional generation is not the same as a FlashAttention failure in Ministral-3." - }, - { - "left": "issue:43316", - "right": "issue:43716", - "accept": false, - "reason": "Gemma3TextConfig API discrepancies and image-preprocessor dtype mismatch are unrelated." + "reason": "Weight-tying bug and FlashAttention failure are different Mistral/Ministral problems." }, { "left": "issue:44162", "right": "issue:44792", "accept": false, - "reason": "ESM2 breakage and a janus image-generation test failure are unrelated model-specific issues." + "reason": "ESM2 breakage and janus image-generation test failure are unrelated." }, { - "left": "issue:43295", - "right": "issue:43825", + "left": "issue:25251", + "right": "issue:28282", "accept": false, - "reason": "processor.tokenizer regression and pipeline translation-task messaging are different pipeline issues with different fixes." + "reason": "Pipeline top_k nesting bug is unrelated to missing PyTorch import error." }, { - "left": "issue:25251", - "right": "issue:28282", + "left": "issue:43295", + "right": "issue:43825", "accept": false, - "reason": "Pipeline top_k nesting behavior has nothing to do with missing PyTorch import errors." + "reason": "Processor.tokenizer regression differs from pipeline translation-task error messaging." }, { "left": "issue:43550", "right": "issue:43701", "accept": false, - "reason": "torch.compile/SDPA failure in Bamba and resume_from_checkpoint key mismatch are unrelated." + "reason": "torch.compile/SDPA failure is unrelated to resume_from_checkpoint key mismatch." }, { "left": "issue:41950", "right": "issue:43475", "accept": false, - "reason": "Video-classification pipeline processor lookup and SAM 3 Video missing attribute are different video-model bugs." + "reason": "Video-classification processor lookup and SAM3 vision output attribute loss are different bugs." }, { "left": "issue:43606", "right": "issue:43701", "accept": false, - "reason": "CPU offload device mismatch and checkpoint key mismatch are unrelated." + "reason": "CPU offload device mismatch is unrelated to checkpoint key mismatch." }, { "left": "issue:44871", "right": "issue:45584", "accept": false, - "reason": "Gemma-3 eos token inconsistency and Whisper empty-transcription failure are separate generation/tokenization bugs." + "reason": "Gemma eos_token_id inconsistency and Whisper empty-transcription generation failure differ." }, { "left": "issue:42617", "right": "issue:43575", "accept": false, - "reason": "A script execution problem and an OOM when tensor-parallel loading Qwen2-57B are not the same bug." + "reason": "3d_parallel.py execution failure is not the same as tensor-parallel OOM on Qwen2-57B." }, { "left": "issue:43295", "right": "issue:44871", "accept": false, - "reason": "A processor/tokenizer regression and an eos_token_id config mismatch do not share the same root cause." + "reason": "Custom processor API regression is unrelated to Gemma eos_token_id inconsistency." }, { "left": "issue:33290", - "right": "issue:36331", + "right": "issue:35141", "accept": false, - "reason": "Deepspeed OOM with Adafactor and CustomTrainer kwarg incompatibility are different training issues." + "reason": "DeepSpeed OOM and embedding reinit after resize are unrelated training/model-init bugs." }, { "left": "issue:33290", - "right": "issue:35141", + "right": "issue:36331", "accept": false, - "reason": "Optimizer OOM and token-embedding reinitialization on post_init are unrelated." + "reason": "DeepSpeed optimizer memory issue is unrelated to CustomTrainer compute_loss signature breakage." } ] }, @@ -9438,9 +9443,9 @@ ], "soft_pairs": [ "issue:43065|issue:44617", + "issue:43575|issue:43742", "issue:45127|issue:45200", "issue:43761|issue:44479", - "issue:43575|issue:43742", "issue:43232|issue:43388", "issue:43452|issue:44496", "issue:44871|issue:46050", @@ -9456,9 +9461,9 @@ "issue:43065|issue:44610", "issue:44190|issue:44964", "issue:43827|issue:43994", - "issue:43931|issue:44060", "issue:44534|issue:44913", "issue:41720|issue:45245", + "issue:43931|issue:44060", "issue:44855|issue:45588", "issue:44792|issue:45600", "issue:43335|issue:44855", @@ -9467,208 +9472,208 @@ "issue:44521|issue:45381", "issue:43550|issue:44190" ], - "prepared_review_unit_hash": "4ca70e53f6df09f44b36a07851d031a91c140027f1a990c37af144e4c01067b3", + "prepared_review_unit_hash": "d255da8a25a992a099913813765c8bdeb66b8f358a4c650d8ad1cd6f46d63e41", "component_budget": { "node_count": 413, "item_count": 413, - "soft_pair_count": 1543, - "serialized_chars": 796418, - "estimated_input_tokens": 199105, - "estimated_eval_tokens": 398466 + "soft_pair_count": 1541, + "serialized_chars": 795721, + "estimated_input_tokens": 198931, + "estimated_eval_tokens": 398118 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 29, - "serialized_chars": 36630, - "estimated_input_tokens": 9158, - "estimated_eval_tokens": 18572 + "serialized_chars": 36633, + "estimated_input_tokens": 9159, + "estimated_eval_tokens": 18574 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is mostly a set of unrelated Transformers bug reports spanning model loading, generation, multimodal preprocessing, and config/regression issues. None of the soft pairs look like the same underlying bug/change closely enough to merge.", - "confidence": 0.31, - "canonical_issue_reason": "Issue 44521 is the most active and externally referenced item in the set, and it describes a concrete, user-facing multimodal bug. It is the best representative of this mostly heterogeneous cluster, even though the other issues are not true duplicates of it.", + "summary": "This set is a heterogeneous mix of unrelated Transformers bugs (loading, generation, multimodal preprocessing, config serialization, docs). None of the suggested soft pairs look like the same underlying defect, so no duplicate merges are warranted.", + "confidence": 0.79, + "canonical_issue_reason": "issue:45698 is the broadest, most reusable tracker here: a public from_pretrained/save_pretrained loading regression with high discussion activity and direct impact on custom modules.", "canonical_pr_reason": null, - "best_issue_reason": "44521 has the strongest signal for triage: open, active discussion, inbound references, and a narrowly described reproducible failure. It is the clearest standalone issue in the group.", + "best_issue_reason": "issue:45698 is the best representative issue because it targets a core model-loading path, has strong discussion signals, and describes a general regression rather than a niche edge case.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:43065", "right": "issue:44617", "accept": false, - "reason": "Different Sam3 problems: a dummy Conv2d placeholder vs CUDA OOM in video inference. Same family, not the same bug." + "reason": "Different problems: dummy Conv2d in Sam3PixelDecoder vs Sam3Video CUDA OOM." + }, + { + "left": "issue:43575", + "right": "issue:43742", + "accept": false, + "reason": "Large-model tensor-parallel OOM and MobileLLM key error are unrelated load failures." }, { "left": "issue:45127", "right": "issue:45200", "accept": false, - "reason": "One is LoRA merge/extended-vocab collapse; the other is Gemma 4 missing mm_token_type_ids defaults. Different code paths and symptoms." + "reason": "LoRA merge collapse with extended vocab is distinct from Gemma 4 token-type defaults." }, { "left": "issue:43761", "right": "issue:44479", "accept": false, - "reason": "CLIPVision hidden_states regression is unrelated to Qwen multimodal video-input regression." - }, - { - "left": "issue:43575", - "right": "issue:43742", - "accept": false, - "reason": "Qwen2 tensor-parallel OOM and MobileLLM config key error are unrelated load failures." + "reason": "CLIPVision hidden_states regression and Qwen VL video input regression affect different code paths." }, { "left": "issue:43232", "right": "issue:43388", "accept": false, - "reason": "Generation kwargs syncing and metric label gathering are different utilities with different failure modes." + "reason": "Generation kwargs update after sync_gpus is unrelated to metric-gathering label truncation." }, { "left": "issue:43452", "right": "issue:44496", "accept": false, - "reason": "Both are loading issues, but one is gguf/AutoTokenizer handling and the other is missing model_type in config.json." + "reason": "gguf_file loading bug and missing model_type config are different model-loading failures." }, { "left": "issue:44871", "right": "issue:46050", "accept": false, - "reason": "Gemma eos_token_id mismatch is not the same as sinq quantization save/load breakage." + "reason": "eos_token_id mismatch is not the same as quantized save/load breakage." }, { "left": "issue:43646", "right": "issue:44913", "accept": false, - "reason": "Custom model initialization breakage and GPTNeoX rotary_pct reload regression are different bugs." + "reason": "Custom model init breakage in v5 is distinct from GPTNeoX rotary_pct not persisting on reload." }, { "left": "issue:43504", "right": "issue:45698", "accept": false, - "reason": "Legacy pretrained-field loading for BEiT is distinct from wrong custom-module resolution after save_pretrained." + "reason": "Legacy preset-field load failure is not the same as wrong custom module selection after save_pretrained." }, { "left": "issue:43673", "right": "issue:44743", "accept": false, - "reason": "Missing GenerationMixin cache in v5 chunked_prefill is different from Qwen3.5 recurrent-state reset with cache." + "reason": "Chunked-prefill cache missing and Qwen3.5 recurrent-state reset are different generation bugs." }, { "left": "issue:43761", "right": "issue:44242", "accept": false, - "reason": "Hidden-states output regression and load-balancing-loss omission are unrelated model behaviors." + "reason": "CLIPVision hidden_states regression is unrelated to missing load-balancing loss when router logits are off." }, { "left": "issue:44077", "right": "issue:44534", "accept": false, - "reason": "A post_init policy change for patchtsmixer is not the same as non-persistent buffers being filled with junk." + "reason": "Optional post_init policy and non-persistent buffer initialization are separate v5 issues." }, { "left": "issue:44479", "right": "issue:44734", "accept": false, - "reason": "Both involve generation regressions, but one is model video-input processing and the other is serving KV-cache tensor indexing." + "reason": "Video-input regression in Qwen VL models does not match KV-cache continuation indexing in serve." }, { "left": "issue:44792", "right": "issue:44977", "accept": false, - "reason": "Janus image-generation test failure and Qwen3.5 flash-attention generation bug are separate model-specific issues." + "reason": "Janus image-generation test failure and Qwen3.5 flash-attention generation bug are different symptoms/code paths." }, { "left": "issue:43906", "right": "issue:45290", "accept": false, - "reason": "An isolated reproduction of another issue is not the same as chat-template crashes on tool-call assistant messages." + "reason": "An isolated reproduction of an older issue is not the same as chat-template crashes on tool-call assistant messages." }, { "left": "issue:44617", "right": "issue:45584", "accept": false, - "reason": "Sam3Video OOM and Whisper empty-transcription failure are unrelated." + "reason": "Sam3Video OOM and Whisper empty-transcription failure are unrelated runtime bugs." }, { "left": "issue:43065", "right": "issue:44610", "accept": false, - "reason": "Sam3PixelDecoder dummy layer and OmDet processor/model input-size mismatch are different vision bugs." + "reason": "Sam3PixelDecoder dummy layer issue is unrelated to OmDet-Turbo processor/model image-size mismatch." }, { "left": "issue:44190", "right": "issue:44964", "accept": false, - "reason": "Local dataset loading failure in a training script is unrelated to Phi-4 multimodal model loading regression." + "reason": "Local dataset loading script failure is unrelated to Phi-4 multimodal model loading." }, { "left": "issue:43827", "right": "issue:43994", "accept": false, - "reason": "Documentation still mentioning pipeline() is not the same as Siglip2 producing bad outputs via AutoModel/pipeline." - }, - { - "left": "issue:43931", - "right": "issue:44060", - "accept": false, - "reason": "Qwen3-VL weight-shape mismatch and Qwen3-Next tied-weight warning are different configuration/model-structure problems." + "reason": "Docs referencing removed pipeline() and SigLIP2 nonsensical outputs are not the same bug." }, { "left": "issue:44534", "right": "issue:44913", "accept": false, - "reason": "Non-persistent buffer junk in v5 is unrelated to GPTNeoX rotary_pct not persisting on reload." + "reason": "Junk-filled non-persistent buffers and rotary_pct reload regression are different serialization issues." }, { "left": "issue:41720", "right": "issue:45245", "accept": false, - "reason": "A800 cudaErrorAssert during Qwen3 auto-device-mapping is not the same as the categories limit runtime error." + "reason": "Qwen3 auto device mapping CUDA assert is unrelated to the category-count limit error." + }, + { + "left": "issue:43931", + "right": "issue:44060", + "accept": false, + "reason": "Qwen3-VL weight-shape mismatch and Qwen3-Next tied-weights warning are separate model-definition bugs." }, { "left": "issue:44855", "right": "issue:45588", "accept": false, - "reason": "Python 3.13 TorchScript parsing/IndentationError and flash-attention sinkless-model AttributeError are unrelated." + "reason": "Python 3.13 decorator parsing/import failure is unrelated to flash_attention s_aux=None crashing." }, { "left": "issue:44792", "right": "issue:45600", "accept": false, - "reason": "Janus image-generation test failure is not the same as stale auto_mappings references breaking CI." + "reason": "Janus test regression and stale auto_mappings references are different failure classes." }, { "left": "issue:43335", "right": "issue:44855", "accept": false, - "reason": "Sparse layer creation on a single-layer SwitchTransformers model is unrelated to Python 3.13 decorator parsing." + "reason": "Sparse layer creation in SwitchTransformers is unrelated to DebertaV2 import parsing on Python 3.13." }, { "left": "issue:45127", "right": "issue:45357", "accept": false, - "reason": "LoRA/extended-vocab collapse is distinct from Qwen3.5 visual encoder save_pretrained key regression." + "reason": "LoRA merge collapse is distinct from Qwen3.5 saving the wrong visual encoder keys." }, { "left": "issue:44737", "right": "issue:45803", "accept": false, - "reason": "XLNet CPU arange performance bug and Fuyu bare-except error handling issue are different code paths." + "reason": "XLNet device placement bug and Fuyu bare-except error swallowing are unrelated." }, { "left": "issue:44521", "right": "issue:45381", "accept": false, - "reason": "Assistant-mask generation for multimodal templates is different from Qwen2.5-VL video vision_position_ids regression." + "reason": "All-zero assistant masks for multimodal inputs is not the same as wrong video vision_position_ids." }, { "left": "issue:43550", "right": "issue:44190", "accept": false, - "reason": "Bamba SDPA/torch.compile failure is unrelated to the local dataset loading script problem." + "reason": "torch.compile SDPA failure in Bamba is unrelated to the local dataset-loading script bug." } ] }, @@ -9759,201 +9764,207 @@ "issue:43479|issue:45375", "issue:45276|issue:45584", "issue:45245|issue:45584", - "issue:44186|issue:44734", "issue:43295|issue:45276", + "issue:44186|issue:44734", "issue:44464|issue:45563", "issue:44683|issue:45446", "issue:38175|issue:43065", "issue:44933|issue:45362", - "issue:43404|issue:45216", "issue:44246|issue:45003", + "issue:43404|issue:45216", "issue:36246|issue:38617", "issue:44734|issue:45632" ], - "prepared_review_unit_hash": "1c8173452e0c45070dbbdbac39c31429a532bf00fe673c216f74646cfa332b5c", + "prepared_review_unit_hash": "e95f459b69bee84f56e43e8c1f24be89bff4f5234d3236feec0f206a624a714e", "component_budget": { "node_count": 413, "item_count": 413, - "soft_pair_count": 1543, - "serialized_chars": 796418, - "estimated_input_tokens": 199105, - "estimated_eval_tokens": 398466 + "soft_pair_count": 1541, + "serialized_chars": 795721, + "estimated_input_tokens": 198931, + "estimated_eval_tokens": 398118 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 27, - "serialized_chars": 35852, - "estimated_input_tokens": 8963, - "estimated_eval_tokens": 18182 + "serialized_chars": 35847, + "estimated_input_tokens": 8962, + "estimated_eval_tokens": 18180 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is mostly a loose semantic group of unrelated Transformers issues. A few pairs share a broad theme (import errors, config validation, generation/token-resize regressions), but they do not look like the same underlying bug/change.", - "confidence": 0.88, - "canonical_issue_reason": "issue:36246 is the broadest and most central import-regression report in the set; if a single issue must represent the cluster, this is the closest fit among the weak import-related matches.", + "summary": "All proposed soft pairs are false positives; the issues span unrelated bugs across imports, config validation, generation, and model-specific behavior.", + "confidence": 0.99, + "canonical_issue_reason": "No canonical issue: there is no single underlying bug shared by these items.", "canonical_pr_reason": null, - "best_issue_reason": "issue:36246 is the most representative user-facing breakage in the cluster, but only as a loose anchor for the import-error mini-theme; the cluster as a whole is too heterogeneous for a true canonical duplicate.", + "best_issue_reason": "No global best issue for deduplication; the set is too heterogeneous to anchor on one issue.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:43976", "right": "issue:44855", "accept": false, - "reason": "Both are import/runtime failures, but one is a package load/version issue and the other is a Python 3.13 parser failure in a different model path." + "reason": "Different failures: Python version support/installability vs a DebertaV2 JIT parsing IndentationError on Python 3.13." }, { "left": "issue:44462", "right": "issue:45907", "accept": false, - "reason": "One is about AutoTokenizer ignoring tokenizer.json; the other is about forwarding revision in list_repo_files. Same repo area, different bug." + "reason": "Tokenizer loading behavior is unrelated to forwarding the revision argument in list_repo_files." }, { "left": "issue:44938", "right": "issue:45542", "accept": false, - "reason": "These are separate load failures: general Python 3.14 import breakage vs missing TensorFlow backend handling when only tensorboard is installed." + "reason": "One is a Python 3.14 import/load failure; the other is a TensorFlow-backend warning caused by tensorboard-only installs." }, { "left": "issue:43540", "right": "issue:44734", "accept": false, - "reason": "Different code paths: Qwen3OmniMoe video-input validation versus transformers serve KV-cache continuation tensor indexing." + "reason": "Qwen3OmniMoe video-processing validation is unrelated to serve KV-cache continuation tensor indexing." }, { "left": "issue:44077", "right": "issue:44877", "accept": false, - "reason": "One concerns patchtsmixer post_init handling; the other is strict config loading for granite_speech. Not the same underlying bug." + "reason": "PatchTsMixer post_init policy and GraniteSpeech strict config loading are different code paths and bugs." }, { "left": "issue:35141", "right": "issue:42490", "accept": false, - "reason": "Embedding reinitialization after token resize is unrelated to the trailing-slash local-model import warning." + "reason": "Embedding reinitialization after resizing is unrelated to a local-path trailing-slash import warning." }, { "left": "issue:43644", "right": "issue:44913", "accept": false, - "reason": "One is junk-filled non-persistent buffers; the other is GPTNeoX rotary_pct not persisting on reload. Similar persistence theme, different issue." + "reason": "Non-persistent buffer initialization junk and GPTNeoXConfig rotary_pct reload defaults are separate issues." }, { "left": "issue:44112", "right": "issue:45600", "accept": false, - "reason": "Both are CI failures, but they stem from different files and different regressions in GraniteSpeech vs auto_mappings." + "reason": "CI device override flakiness in GraniteSpeech is unrelated to removed Sam3LiteText entries in auto_mappings.py." }, { "left": "issue:43335", "right": "issue:44190", "accept": false, - "reason": "SwitchTransformers sparse-layer construction is unrelated to a local dataset loading failure in an image-classification script." + "reason": "SwitchTransformers sparse-layer creation and local dataset loading in an example script are unrelated." }, { "left": "issue:46082", "right": "issue:46121", "accept": false, - "reason": "Different config-validation bugs: Llama head_dim divisibility handling versus convert_rope_params_to_dict type handling for a JSON-loaded list." + "reason": "LlamaConfig head_dim validation and rope-parameter JSON list handling are different config-validation bugs." }, { "left": "issue:39692", "right": "issue:44190", "accept": false, - "reason": "SigLIP2 doc/example errors are not the same as local dataset loading failures in the image-classification example." + "reason": "SigLIP2 docs example errors are unrelated to the image-classification script's local dataset loading failure." }, { "left": "issue:44496", "right": "issue:45803", "accept": false, - "reason": "An unrecognized model/config error is unrelated to the bare-except tensor conversion bug in FuyuBatchFeature." + "reason": "Model-type recognition failure in config loading is unrelated to a bare except swallowing errors in Fuyu tensor conversion." }, { "left": "issue:43650", "right": "issue:44220", "accept": false, - "reason": "The \"ADD THE DATA\" issue is not a concrete technical match for the fbank feature extraction bug." + "reason": "\"ADD THE DATA\" is not a concrete technical bug and does not match the fbank feature extraction issue." }, { "left": "issue:36246", "right": "issue:41628", "accept": false, - "reason": "Both are import errors, but they involve different missing symbols and different modules, so they are not the same bug." + "reason": "Both are import errors, but they concern different symbols and module export problems." }, { "left": "issue:43479", "right": "issue:45375", "accept": false, - "reason": "Default config construction when None is passed is different from a strict-schema field being dropped." + "reason": "Default multimodal config initialization and a missing strict config field are different model-specific config bugs." }, { "left": "issue:45276", "right": "issue:45584", "accept": false, - "reason": "Token-embedding resize behavior is unrelated to Whisper empty-transcription failure after align_special_tokens." + "reason": "Gemma4 token-embedding resizing does not share an underlying cause with Whisper empty-transcription generation failure." }, { - "left": "issue:44186", - "right": "issue:44734", + "left": "issue:45245", + "right": "issue:45584", "accept": false, - "reason": "LayoutLMv2Tokenizer padding/NER crashes are a different tokenizer bug than KV-cache continuation in serve." + "reason": "Category-count overflow and Whisper align_special_tokens behavior are unrelated failures." }, { "left": "issue:43295", "right": "issue:45276", "accept": false, - "reason": "Processor/tokenizer regression with images is not the same as Gemma4 resize_token_embeddings not affecting outputs." + "reason": "Processor.tokenizer regression in custom model code is unrelated to Gemma4 resize_token_embeddings output behavior." + }, + { + "left": "issue:44186", + "right": "issue:44734", + "accept": false, + "reason": "LayoutLMv2 tokenizer padding/NER crashes are unrelated to serve KV-cache continuation indexing." }, { "left": "issue:44464", "right": "issue:45563", "accept": false, - "reason": "Chunked generation inconsistency under compiled forward is a different bug from the stale num_return_sequences warning." + "reason": "Compiled forward inconsistency in chunked generation is unrelated to a stale warning about num_return_sequences." }, { "left": "issue:44683", "right": "issue:45446", "accept": false, - "reason": "Both touch flex_attention, but one is a compiled failure on torch>=2.9 and the other is a wrong version check for AuxRequest import." + "reason": "A torch>=2.9 compiled flex_attention failure is not the same as an incorrect version check for AuxRequest import." }, { "left": "issue:38175", "right": "issue:43065", "accept": false, - "reason": "SigLIP2 zero-probability output and a dummy Conv2d in Sam3PixelDecoder are unrelated model issues." + "reason": "SigLIP2 zero probabilities and Sam3PixelDecoder dummy Conv2d are unrelated model bugs." }, { "left": "issue:44933", "right": "issue:45362", "accept": false, - "reason": "A nonexistent import from image_utils is unrelated to a Qwen3.5 chat crash." + "reason": "A missing image_utils import and a Qwen3.5 chat crash are different subsystems and failure modes." }, { - "left": "issue:43404", - "right": "issue:45216", + "left": "issue:44246", + "right": "issue:45003", "accept": false, - "reason": "lm_head weight tying in Mistral3ForConditionalGeneration is a different regression from Qwen3.5 save_pretrained checkpoint corruption." + "reason": "Import slowness and unsafe sys.modules access are not the same underlying bug." }, { - "left": "issue:44246", - "right": "issue:45003", + "left": "issue:43404", + "right": "issue:45216", "accept": false, - "reason": "Slow import timing and unsafe sys.modules access are related to import behavior but not the same concrete bug." + "reason": "Mistral3 lm_head tying is unrelated to Qwen3.5 save_pretrained checkpoint corruption." }, { "left": "issue:36246", "right": "issue:38617", "accept": false, - "reason": "Both are import failures, but they are missing different names from different modules, so they should not be merged." + "reason": "These are distinct import errors from different missing names and modules." }, { - "left": "issue:45276", - "right": "issue:45584", + "left": "issue:44734", + "right": "issue:45632", "accept": false, - "reason": "Token resize/output-embedding handling does not match the Whisper empty-transcription failure; different models and code paths." + "reason": "KV-cache continuation crashes and trust_remote_code cache-path collisions do not share a concrete code-path bug." } ] }, @@ -9983,7 +9994,6 @@ "issue:42907", "issue:43295", "issue:43299", - "issue:43335", "issue:43381", "issue:43388", "issue:43441", @@ -10030,8 +10040,8 @@ "issue:44561|issue:45632", "issue:43643|issue:44496", "issue:45563|issue:45584", - "issue:44112|issue:44964", "issue:44964|issue:45600", + "issue:44112|issue:44964", "issue:43854|issue:44964", "issue:42907|issue:43441", "issue:41950|issue:44016", @@ -10043,14 +10053,13 @@ "issue:43295|issue:45335", "issue:43526|issue:43901", "issue:42175|issue:44279", - "issue:43335|issue:45593", "issue:44496|issue:45042", "issue:43299|issue:45216", "issue:44075|issue:44368", "issue:43381|issue:45593", "issue:43901|issue:44496", - "issue:43299|issue:45357", "issue:45335|issue:45584", + "issue:43299|issue:45357", "issue:44496|issue:45759", "issue:43976|issue:45405", "issue:41950|issue:45020", @@ -10059,220 +10068,214 @@ "issue:43479|issue:43525", "issue:43824|issue:44933" ], - "prepared_review_unit_hash": "b05c1e06548bea61e714d57b20a7255fa958864141f7d39836788ad023539955", + "prepared_review_unit_hash": "18c4f670470c5c723983b87832504a911aa33d5ad5cfeaf9792f191bb8667abd", "component_budget": { "node_count": 413, "item_count": 413, - "soft_pair_count": 1543, - "serialized_chars": 796418, - "estimated_input_tokens": 199105, - "estimated_eval_tokens": 398466 + "soft_pair_count": 1541, + "serialized_chars": 795721, + "estimated_input_tokens": 198931, + "estimated_eval_tokens": 398118 }, "budget": { - "node_count": 48, - "item_count": 48, - "soft_pair_count": 31, - "serialized_chars": 36962, - "estimated_input_tokens": 9241, - "estimated_eval_tokens": 18738 + "node_count": 47, + "item_count": 47, + "soft_pair_count": 30, + "serialized_chars": 36063, + "estimated_input_tokens": 9016, + "estimated_eval_tokens": 18288 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is heterogeneous: it spans unrelated loading, config, generation, preprocessing, and training bugs. None of the soft pairs look like the same underlying fix, so I would not merge any of them as duplicates.", - "confidence": 0.93, - "canonical_issue_reason": "No true canonical issue: the set is not a duplicate cluster, but a mix of separate regressions and feature bugs across different model families and subsystems.", + "summary": "These items are mostly unrelated Transformers issues. Several are broadly about model loading, configs, or import regressions, but none of the candidate pairs look like the same underlying bug/change, so I would not merge any of them as duplicates.", + "confidence": 0.73, + "canonical_issue_reason": "issue:44964 is the best anchor: it is a concrete, user-facing multimodal loading regression and is the closest thematic match to several other config/import/model-loading reports in the set, even though this is not a true duplicate cluster.", "canonical_pr_reason": null, - "best_issue_reason": "Issue 45020 is the broadest representative of the repeated version-regression / model-loading failures, but it is still too generic to serve as a real canonical for the whole set.", + "best_issue_reason": "issue:44964 is the most representative and well-scoped issue here; it is specific enough to be a canonical anchor, but it should still be treated as distinct from the other loading/config reports.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:44561", "right": "issue:45632", "accept": false, - "reason": "Both involve trust_remote_code, but one is a removed helper causing model code breakage and the other is a local-cache path collision. Different bugs and code paths." + "reason": "Both mention trust_remote_code, but one is about a removed helper breaking models and the other is a local-model cache path collision." }, { "left": "issue:43643", "right": "issue:44496", "accept": false, - "reason": "Both are config/loading failures, but one is missing fields from AutoConfig with trust_remote_code and the other is an unrecognized model due to a missing model_type. Not the same bug." - }, - { - "left": "issue:45563", - "right": "issue:45584", - "accept": false, - "reason": "Paged generation warning vs Whisper empty-transcription failure are unrelated generation issues." + "reason": "Both are config/loading problems, but one is missing fields from AutoConfig with trust_remote_code and the other is an unrecognized model/config.json issue." }, { - "left": "issue:44112", - "right": "issue:44964", + "left": "issue:45563", + "right": "issue:45584", "accept": false, - "reason": "CI test flake in GraniteSpeech vs Phi-4 multimodal load failure. Different models and failure modes." + "reason": "Different generation bugs: a stale warning for num_return_sequences versus failure on empty Whisper transcription." }, { "left": "issue:44964", "right": "issue:45600", "accept": false, - "reason": "Phi-4 multimodal loading bug vs stale auto_mappings reference to removed Sam3LiteText configs. Separate breakages." + "reason": "Both involve model loading/registry plumbing, but one is a Phi-4 multimodal load failure and the other is stale auto_mappings references causing CI breakage." + }, + { + "left": "issue:44112", + "right": "issue:44964", + "accept": false, + "reason": "GraniteSpeech CI device override failure is unrelated to the Phi-4 multimodal loading problem." }, { "left": "issue:43854", "right": "issue:44964", "accept": false, - "reason": "Different multimodal import/load problems affecting different classes and symbols; no shared concrete code path." + "reason": "Different missing-import/load failures for different models; same broad area, not the same bug." }, { "left": "issue:42907", "right": "issue:43441", "accept": false, - "reason": "Saving dequantized Ministral/Devstral models is not the same as FlashAttention load failure for Ministral-3." + "reason": "One is about saving dequantized Ministral/Devstral models, the other about FlashAttention loading for Ministral-3." }, { "left": "issue:41950", "right": "issue:44016", "accept": false, - "reason": "Video-classification processor lookup bug vs a notebook syntax error. No overlap in underlying issue." + "reason": "Video-classification processor lookup and a notebook syntax error are unrelated." }, { "left": "issue:42490", "right": "issue:45632", "accept": false, - "reason": "Both mention local-model loading, but one is a trailing-slash import warning and the other is a trust_remote_code cache key collision. Different root causes." + "reason": "Both touch local model paths, but one is a trailing-slash warning and the other is a cache-path collision for same-named leaf directories." }, { "left": "issue:43673", "right": "issue:44336", "accept": false, - "reason": "Generation cache regression vs ANSI color output in loading_report. Unrelated subsystems." + "reason": "Chunked prefill cache handling and ANSI color output in loading_report are unrelated." }, { "left": "issue:43388", "right": "issue:43688", "accept": false, - "reason": "Metric gathering drops tuple labels vs auxiliary-loss normalization. Different training bugs." + "reason": "Different training bugs: label gathering in evaluation versus auxiliary-loss normalization." }, { "left": "issue:43531", "right": "issue:45600", "accept": false, - "reason": "Qwen3-MoE sliding_window behavior vs removed auto_mappings config references. Different areas and fixes." + "reason": "Qwen3-MoE sliding_window behavior is unrelated to stale config references in auto_mappings.py." }, { "left": "issue:44016", "right": "issue:44220", "accept": false, - "reason": "Notebook syntax error vs fbank feature extraction issue. Not the same bug." + "reason": "A notebook syntax error and a feature-extraction helper issue are unrelated." }, { "left": "issue:43295", "right": "issue:45335", "accept": false, - "reason": "Processor.tokenizer / image-to-tokenizer regression vs resize_token_embeddings not updating decoder embeddings. Different code paths." + "reason": "Processor.tokenizer regression with images is unrelated to resize_token_embeddings not updating decoder.embed_tokens." }, { "left": "issue:43526", "right": "issue:43901", "accept": false, - "reason": "BEiT fast image processor label reduction bug vs documentation mismatch in text classification pipeline. Not duplicates." + "reason": "BeitImageProcessorFast label reduction and TextClassificationPipeline docs drift are unrelated." }, { "left": "issue:42175", "right": "issue:44279", "accept": false, - "reason": "Missing TensorFlow in an extras install vs a vague dependency issue. Too generic and not clearly the same defect." - }, - { - "left": "issue:43335", - "right": "issue:45593", - "accept": false, - "reason": "SwitchTransformers sparse-layer construction bug vs D-FINE auxiliary-loss omission. Different models and logic." + "reason": "Both are dependency-related at a high level, but the backend packaging omission is not the same as a generic dependency issue." }, { "left": "issue:44496", "right": "issue:45042", "accept": false, - "reason": "Unrecognized model/config problem vs PIL backend incorrectly requiring torchvision. Separate failures." + "reason": "Missing model_type in config.json and PIL image processors requiring torchvision are different failures." }, { "left": "issue:43299", "right": "issue:45216", "accept": false, - "reason": "Qwen3VL MoE loading regression vs Qwen3.5 save_pretrained checkpoint corruption. Load-time and save-time bugs are different." + "reason": "Qwen3VL/Qwen3.5 loading failure and incorrect saved checkpoint output are different regressions, not one bug." }, { "left": "issue:44075", "right": "issue:44368", "accept": false, - "reason": "SGD argument handling vs tie_word_embeddings warning. No shared underlying issue." + "reason": "Unused SGD args and a tie_word_embeddings warning are unrelated." }, { "left": "issue:43381", "right": "issue:45593", "accept": false, - "reason": "Gradient checkpointing in eval mode vs D-FINE loss handling. Unrelated." + "reason": "Gradient checkpointing in eval mode and D-FINE auxiliary-loss handling are different code paths." }, { "left": "issue:43901", "right": "issue:44496", "accept": false, - "reason": "Docs/behavior mismatch for return_all_scores vs model-type/config loading failure. Different artifacts." + "reason": "Documentation mismatch for return_all_scores is unrelated to a missing-model-type import/load failure." }, { - "left": "issue:43299", - "right": "issue:45357", + "left": "issue:45335", + "right": "issue:45584", "accept": false, - "reason": "Qwen3.5/3.6 multimodal config loading regression vs incorrect visual encoder keys on save_pretrained. Related family, but different concrete bug." + "reason": "Resize-token-embeddings behavior and Whisper empty-transcription generation failure are unrelated." }, { - "left": "issue:45335", - "right": "issue:45584", + "left": "issue:43299", + "right": "issue:45357", "accept": false, - "reason": "Embedding resize propagation bug vs Whisper empty-transcription generation failure. Different subsystems." + "reason": "Both are Qwen3.5 regressions, but one is model loading and the other is save_pretrained emitting wrong visual-encoder keys." }, { "left": "issue:44496", "right": "issue:45759", "accept": false, - "reason": "Missing model_type / unrecognized model vs AutoModelForCausalLM.from_config not unwrapping text_config. Related configs, but not the same failure." + "reason": "Missing model_type in config and AutoModelForCausalLM.from_config not unwrapping text_config are distinct config-resolution bugs." }, { "left": "issue:43976", "right": "issue:45405", "accept": false, - "reason": "Python version compatibility issue vs PEFT version requirement bump. Not the same bug." + "reason": "Python-version compatibility and an unreleased peft version bump are unrelated dependency issues." }, { "left": "issue:41950", "right": "issue:45020", "accept": false, - "reason": "Pipeline processor lookup bug vs broad remote_code regression. Same library, but different concrete code paths and symptoms." + "reason": "Image-processor lookup in a video pipeline is unrelated to broad remote_code regressions." }, { "left": "issue:44242", "right": "issue:45200", "accept": false, - "reason": "Load balancing loss omission vs mm_token_type_ids defaulting. Different model-training behaviors." + "reason": "Load-balancing loss omission and mm_token_type_ids defaulting are different model-training bugs." }, { "left": "issue:44351", "right": "issue:45278", "accept": false, - "reason": "A specific missing import symbol vs a broad report of many import errors after upgrade. Too coarse to treat as one exact bug." + "reason": "A missing HybridCache import and broad import errors after upgrade are not the same concrete failure." }, { "left": "issue:43479", "right": "issue:43525", "accept": false, - "reason": "Phi4Multimodal config defaulting bug vs Llama4Config missing pad_token_id. Different config classes and fields." + "reason": "Phi4MultimodalConfig default-init issues and Llama4Config missing pad_token_id are different config bugs." }, { "left": "issue:43824", "right": "issue:44933", "accept": false, - "reason": "Missing exported Qwen2_5_VL symbol vs nonexistent image_utils import. Both are import errors, but not the same symbol or code path." + "reason": "Both are import errors, but they concern different symbols and modules with different root causes." } ] }, @@ -10353,223 +10356,223 @@ "issue:32090|issue:35141", "issue:38175|issue:44617", "issue:39692|issue:43901", + "issue:44279|issue:45405", "issue:43299|issue:43854", "issue:43650|issue:46132", - "issue:44279|issue:45405", "issue:43295|issue:44779", "issue:44462|issue:45081", "issue:43976|issue:44987", "issue:43976|issue:44279", - "issue:41950|issue:43650", "issue:44297|issue:44462", + "issue:41950|issue:43650", "issue:45081|issue:45907", "issue:44521|issue:45325", - "issue:43441|issue:45834", "issue:43450|issue:44279", + "issue:43441|issue:45834", "issue:45600|issue:45712", "issue:42994|issue:43317", "issue:43065|issue:44898", "issue:44466|issue:45276", "issue:44623|issue:45397", - "issue:44623|issue:44749", - "issue:44261|issue:44263" + "issue:44261|issue:44263", + "issue:44623|issue:44749" ], - "prepared_review_unit_hash": "1eed8f9f147ce4d490027128c20218ca1d2fc0c1742e2f917ab23ea31970249a", + "prepared_review_unit_hash": "fa282ad6ab9fb328eab1bd2d6a54addf4f0ffc7aab40e857b77f5ad51c134d0a", "component_budget": { "node_count": 413, "item_count": 413, - "soft_pair_count": 1543, - "serialized_chars": 796418, - "estimated_input_tokens": 199105, - "estimated_eval_tokens": 398466 + "soft_pair_count": 1541, + "serialized_chars": 795721, + "estimated_input_tokens": 198931, + "estimated_eval_tokens": 398118 }, "budget": { "node_count": 47, "item_count": 47, "soft_pair_count": 28, - "serialized_chars": 35562, - "estimated_input_tokens": 8891, - "estimated_eval_tokens": 18038 + "serialized_chars": 35560, + "estimated_input_tokens": 8890, + "estimated_eval_tokens": 18036 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "The cluster is highly heterogeneous: most items are unrelated regression reports across tokenizers, vision/video processors, quantization, docs, and model-loading paths. None of the soft-similarity pairs look like true duplicates or mergeable PR-equivalents.", - "confidence": 0.96, - "canonical_issue_reason": "No single canonical issue fits this cluster well; the items span many different subsystems and concrete failures rather than one underlying bug.", - "canonical_pr_reason": "No pull requests are present in the provided items.", - "best_issue_reason": "If one issue must represent the cluster, issue:45812 is the strongest candidate as a clear, high-impact tokenizer regression with broad model impact; still, it is not a true cluster-wide canonical because the rest are mostly unrelated.", - "best_pr_reason": "No pull requests are present in the provided items.", + "summary": "This cluster is loosely related by Transformers/tokenizer/model-loading themes, but the soft pairs mostly point to distinct bugs in different code paths. I would not merge any of the proposed pairs as duplicates. The best single issue anchor is the broad AutoTokenizer repository-tokenizer loading bug.", + "confidence": 0.82, + "canonical_issue_reason": "issue:44462 is the most broadly scoped and central user-facing bug in the set, with a clear reproducible loading-path failure and the strongest potential to serve as the cluster anchor.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:44462 best represents the cluster\u2019s dominant tokenizer-loading regression theme while staying specific and actionable.", + "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:44683", "right": "issue:45542", "accept": false, - "reason": "Different failures: flex_attention on torch>=2.9 versus tensorboard/TensorFlow backend setup." + "reason": "Different subsystems and symptoms: compiled attention on torch 2.9 vs TensorFlow/tensorboard backend detection." }, { "left": "issue:41950", "right": "issue:45823", "accept": false, - "reason": "Video-classification processor lookup bug and Gemma4 device-mismatch bug are unrelated code paths." + "reason": "Different model/pipeline bug vs device mismatch in Gemma4 PLE forward; no shared code-path failure." }, { "left": "issue:44779", "right": "issue:45812", "accept": false, - "reason": "Both are tokenizer regressions, but they affect different model families and likely different root causes." + "reason": "Both are tokenizer regressions, but for different models and failure modes; not the same underlying bug." }, { "left": "issue:43577", "right": "issue:45216", "accept": false, - "reason": "One is a dtype-loading issue in BLIP2; the other is a save_pretrained regression for Qwen3.5 checkpoints." + "reason": "Blip2 dtype handling vs Qwen3.5 save_pretrained checkpoint regression are unrelated code paths." }, { "left": "issue:44016", "right": "issue:44062", "accept": false, - "reason": "Notebook syntax error and AddedToken keyword conflict are distinct problems." + "reason": "Notebook syntax error and AddedToken argument collision are entirely separate issues." }, { "left": "issue:32090", "right": "issue:35141", "accept": false, - "reason": "Trainer gpu_broadcast TypeError is unrelated to token embedding resize/reinit behavior." + "reason": "Trainer GPU broadcast NoneType error is unrelated to embedding resize/post_init reinitialization." }, { "left": "issue:38175", "right": "issue:44617", "accept": false, - "reason": "SigLIP2 zero probabilities and Sam3Video OOM are completely different symptoms and code paths." + "reason": "Unexpected probabilities in SigLIP2 and Sam3Video OOM are different model/runtime problems." }, { "left": "issue:39692", "right": "issue:43901", "accept": false, - "reason": "Both mention docs, but one is a SigLIP2 multimodal example failure and the other is a TextClassificationPipeline docs mismatch." + "reason": "Docs/example errors and a TextClassificationPipeline docs mismatch are not the same bug." + }, + { + "left": "issue:44279", + "right": "issue:45405", + "accept": false, + "reason": "General dependency complaint vs a specific PEFT version bump; too vague to be duplicates." }, { "left": "issue:43299", "right": "issue:43854", "accept": false, - "reason": "Different model-loading regressions for different architectures; no shared underlying bug is evident." + "reason": "Different model-loading failures on different architectures; no concrete shared defect." }, { "left": "issue:43650", "right": "issue:46132", "accept": false, - "reason": "Placeholder issue text versus AttentionInterface behavior change; not the same bug." - }, - { - "left": "issue:44279", - "right": "issue:45405", - "accept": false, - "reason": "Generic dependency issue and a PEFT minimum-version bump are not the same underlying problem." + "reason": "Placeholder issue text and AttentionInterface behavior change are unrelated." }, { "left": "issue:43295", "right": "issue:44779", "accept": false, - "reason": "These are separate tokenizer regressions affecting different APIs and models." + "reason": "Processor.tokenizer regression is not the same as Deepseek token ID corruption." }, { "left": "issue:44462", "right": "issue:45081", "accept": false, - "reason": "Repository tokenizer precedence and Mistral regex patch crash are different tokenizer-loading defects." + "reason": "Both involve tokenizer loading, but one ignores tokenizer.json while the other crashes in Mistral regex patching." }, { "left": "issue:43976", "right": "issue:44987", "accept": false, - "reason": "Python-version compatibility issue and specific model-load failure are unrelated." + "reason": "Python version support breakage and a specific model-loading failure are different problems." }, { "left": "issue:43976", "right": "issue:44279", "accept": false, - "reason": "Python support regression is not the same as a dependency-version complaint." + "reason": "Runtime Python compatibility issue vs vague dependency issue; not duplicates." }, { - "left": "issue:41950", - "right": "issue:43650", + "left": "issue:44297", + "right": "issue:44462", "accept": false, - "reason": "Video pipeline bug and placeholder issue text do not match." + "reason": "save_pretrained writes the wrong tokenizer_class, while this one ignores tokenizer.json on load." }, { - "left": "issue:44297", - "right": "issue:44462", + "left": "issue:41950", + "right": "issue:43650", "accept": false, - "reason": "Tokenizer save metadata mismatch and AutoTokenizer ignoring tokenizer.json are different serialization/load bugs." + "reason": "Video-classification processor lookup bug has nothing in common with the placeholder issue." }, { "left": "issue:45081", "right": "issue:45907", "accept": false, - "reason": "Tokenizer regex crash and list_repo_files revision forwarding are unrelated." + "reason": "Tokenizer regex patch crash and list_repo_files revision forwarding are unrelated." }, { "left": "issue:44521", "right": "issue:45325", "accept": false, - "reason": "Both are multimodal, but one is assistant-mask generation and the other is rope index scaling." + "reason": "Different multimodal bugs: assistant mask generation vs temporal position id scaling." }, { - "left": "issue:43441", - "right": "issue:45834", + "left": "issue:43450", + "right": "issue:44279", "accept": false, - "reason": "FlashAttention failure for Ministral-3 and Kosmos2.5 OCR index error are different issues." + "reason": "Video processor shape bug and a dependency issue do not match." }, { - "left": "issue:43450", - "right": "issue:44279", + "left": "issue:43441", + "right": "issue:45834", "accept": false, - "reason": "Video processor shape bug is unrelated to a dependency issue." + "reason": "FlashAttention failure for Ministral-3 and long OCR index error in Kosmos2.5 are separate model issues." }, { "left": "issue:45600", "right": "issue:45712", "accept": false, - "reason": "Both touch repo maintenance, but one is stale auto_mappings references and the other is leftover dummy classes; not the same bug." + "reason": "Broken auto_mappings references and leftover dummy classes are distinct repository maintenance problems." }, { "left": "issue:42994", "right": "issue:43317", "accept": false, - "reason": "Quantized-model save failure and dequantized-model device_map offload load failure are distinct paths." + "reason": "Quantized model saving failure and dequantized offload loading failure are related only at a high level, not the same bug." }, { "left": "issue:43065", "right": "issue:44898", "accept": false, - "reason": "Dummy Conv2d in Sam3PixelDecoder and Perceiver non-default-resolution failure are unrelated." + "reason": "Sam3PixelDecoder dummy Conv2d and Perceiver non-default resolution failure are unrelated vision-model issues." }, { "left": "issue:44466", "right": "issue:45276", "accept": false, - "reason": "Both involve embeddings/weights, but one is device-dependent serialization and the other is Gemma4 resize_token_embeddings propagation." + "reason": "Serialization of tied lm_head weights and Gemma4 resize_token_embeddings behavior are different defects." }, { "left": "issue:44623", "right": "issue:45397", "accept": false, - "reason": "Processor save_pretrained missing files and Gemma4 zero3 from_pretrained are different save/load problems." + "reason": "Missing processor save files and Gemma4 zero3 from_pretrained failure are different save/load bugs." }, { - "left": "issue:44623", - "right": "issue:44749", + "left": "issue:44261", + "right": "issue:44263", "accept": false, - "reason": "Processor save regression and performance slowdown after upgrade are not duplicates." + "reason": "MLA rms_norm_eps precision issue and GlmMoeDsaIndexer split return values are unrelated." }, { - "left": "issue:44261", - "right": "issue:44263", + "left": "issue:44623", + "right": "issue:44749", "accept": false, - "reason": "Layernorm epsilon precision bug and torch.split return-value issue are unrelated." + "reason": "Processor.save_pretrained missing files is not the same as a performance regression in filtering data." } ] }, @@ -10649,16 +10652,16 @@ "issue:43723|issue:44162", "issue:44016|issue:45823", "issue:44361|issue:45593", - "issue:44671|issue:44779", "issue:44987|issue:45542", + "issue:44671|issue:44779", "issue:43901|issue:43994", "issue:43784|issue:45542", "issue:44016|issue:44291", "issue:44188|issue:44336", "issue:44297|issue:45397", - "issue:43673|issue:43761", - "issue:43525|issue:43881", "issue:43450|issue:44617", + "issue:43525|issue:43881", + "issue:43673|issue:43761", "issue:43262|issue:44521", "issue:43525|issue:43643", "issue:41628|issue:43976", @@ -10673,208 +10676,208 @@ "issue:44336|issue:44485", "issue:41950|issue:44220" ], - "prepared_review_unit_hash": "8e03c169ea950807615abc43bd3f7a78c2832ad738636d6a2049a5eaab428f21", + "prepared_review_unit_hash": "0eda50ef6668be1273f722cf41e1a21fdf5aca7c8e6d5861525a114e70499fe4", "component_budget": { "node_count": 413, "item_count": 413, - "soft_pair_count": 1543, - "serialized_chars": 796418, - "estimated_input_tokens": 199105, - "estimated_eval_tokens": 398466 + "soft_pair_count": 1541, + "serialized_chars": 795721, + "estimated_input_tokens": 198931, + "estimated_eval_tokens": 398118 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 29, - "serialized_chars": 35990, - "estimated_input_tokens": 8998, - "estimated_eval_tokens": 18252 + "serialized_chars": 35993, + "estimated_input_tokens": 8999, + "estimated_eval_tokens": 18254 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is mostly a grab bag of unrelated Transformers regressions, model-specific loading failures, tokenizer issues, docs problems, and performance/import bugs. None of the soft pairs look like the same underlying bug/change strongly enough to merge.", - "confidence": 0.96, - "canonical_issue_reason": "issue:44521 is the best representative issue because it is open, has the most inbound references and discussion, and describes a concrete user-facing apply_chat_template regression with multimodal inputs.", + "summary": "This is a heterogeneous cluster of mostly unrelated Transformers issues: tokenizers, chat templates, model loading, attention kernels, docs, notebooks, and model-specific regressions. I found no convincing duplicate pairs; the soft links are mostly broad topical similarity rather than the same underlying bug.", + "confidence": 0.91, + "canonical_issue_reason": "No single canonical duplicate stands out because the cluster is mixed and the soft links are weak. If a representative issue must be chosen, 44521 is the closest fit because it is current, user-facing, and has inbound references.", "canonical_pr_reason": null, - "best_issue_reason": "issue:44521 is the strongest global issue candidate: clear repro scope, broad user impact, and the highest signal for follow-up triage within this set.", + "best_issue_reason": "44521 is the strongest overall triage representative: it is recent, impacts a common multimodal API path, and appears to be an active regression with external attention.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:43653", "right": "issue:45593", "accept": false, - "reason": "Different bugs in different subsystems: BigBirdTokenizer special-token decode vs D-FINE auxiliary-loss logic." + "reason": "Different models and different failures: tokenizer special-token registration vs missing auxiliary losses." }, { "left": "issue:43441", "right": "issue:44683", "accept": false, - "reason": "Both involve attention-related terms, but one is a Ministral FlashAttention loading regression and the other is a compiled flex_attention failure on newer torch." + "reason": "Both are attention-related, but one is a Ministral FlashAttention regression and the other is a flex_attention/torch>=2.9 failure; not the same bug." }, { "left": "issue:43650", "right": "issue:45290", "accept": false, - "reason": "One issue is effectively unspecified ('ADD THE DATA'); the other is a specific chat-template crash with tool calls and empty assistant content." + "reason": "Unrelated reports: a vague data request versus a chat_template crash on assistant tool-call messages." }, { "left": "issue:43723", "right": "issue:44162", "accept": false, - "reason": "Tokenizer loading in v5 and ESM2 model breakage are different code paths and different failure modes." + "reason": "Both concern loading, but one is AutoTokenizer in v5 and the other is an ESM2 model breakage; no shared code-path evidence." }, { "left": "issue:44016", "right": "issue:45823", "accept": false, - "reason": "Notebook syntax error is unrelated to Gemma4 device-map/forward device mismatch." + "reason": "A notebook syntax error is unrelated to a Gemma4 device-mapping runtime bug." }, { "left": "issue:44361", "right": "issue:45593", "accept": false, - "reason": "MLukeTokenizer AttributeError on tasks is unrelated to D-FINE denoising/aux-loss behavior." + "reason": "Different tokenizer/task error versus D-FINE loss computation issue." }, { - "left": "issue:44671", - "right": "issue:44779", + "left": "issue:44987", + "right": "issue:45542", "accept": false, - "reason": "Different model families and failures: CamemBERT masked-LM predictions vs Deepseek tokenizer output changes." + "reason": "Model-loading failure for a specific repo is unrelated to the TensorFlow backend installation problem." }, { - "left": "issue:44987", - "right": "issue:45542", + "left": "issue:44671", + "right": "issue:44779", "accept": false, - "reason": "Loading a specific model in v5 and a TensorFlow backend import error from tensorboard-only installs are unrelated." + "reason": "Both are v5 regressions, but one is CamemBERT masked LM predictions and the other is Deepseek tokenizer output; different components." }, { "left": "issue:43901", "right": "issue:43994", "accept": false, - "reason": "Docs mentioning return_all_scores does not match the Siglip2 inference correctness regression." + "reason": "Docs mismatch for a pipeline argument is unrelated to a SigLIP2 inference-quality bug." }, { "left": "issue:43784", "right": "issue:45542", "accept": false, - "reason": "Sentence-transformers import NameError and undefined tf backend error are separate dependency/import issues." + "reason": "Import-time NameError in sentence-transformers is not the same as the TensorFlow backend detection issue." }, { "left": "issue:44016", "right": "issue:44291", "accept": false, - "reason": "Notebook syntax problem is unrelated to init_empty_weights receiving an unexpected argument." + "reason": "Notebook syntax error and init_empty_weights TypeError are unrelated." }, { "left": "issue:44188", "right": "issue:44336", "accept": false, - "reason": "Torch.compile attention divergence and ANSI codes in loading_report are completely different issues." + "reason": "Attention-kernel divergence under torch.compile is unrelated to ANSI codes in loading_report output." }, { "left": "issue:44297", "right": "issue:45397", "accept": false, - "reason": "tokenizer.save_pretrained metadata mismatch and gemma-4 zero3 from_pretrained are separate serialization/loading bugs." + "reason": "Tokenizer save metadata mismatch is not the same as a Gemma4 zero3 from_pretrained issue." }, { - "left": "issue:43673", - "right": "issue:43761", + "left": "issue:43450", + "right": "issue:44617", "accept": false, - "reason": "Both are v5 regressions, but one is chunked_prefill cache handling and the other is CLIPVisionModel hidden_states propagation." + "reason": "Incorrect batched video processor shapes and CUDA OOM are different problems." }, { "left": "issue:43525", "right": "issue:43881", "accept": false, - "reason": "Missing pad_token_id on Llama4Config and glm-4v-9b loading failure are different model/config issues." + "reason": "Missing pad_token_id on Llama4Config and a glm-4v loading failure are separate model-specific loading bugs." }, { - "left": "issue:43450", - "right": "issue:44617", + "left": "issue:43673", + "right": "issue:43761", "accept": false, - "reason": "Batched video processor shape bug and Sam3Video CUDA OOM are not the same underlying defect." + "reason": "Generation cache handling in chunked_prefill and CLIPVision hidden_states propagation are different code paths." }, { "left": "issue:43262", "right": "issue:44521", "accept": false, - "reason": "Both touch apply_chat_template, but one is a default sampling-rate mismatch in audio processors and the other is zeroed assistant masks for multimodal inputs." + "reason": "Both mention chat/template behavior, but one is audio sampling-rate defaulting and the other is multimodal assistant mask generation." }, { "left": "issue:43525", "right": "issue:43643", "accept": false, - "reason": "Different config-loading failures: missing pad_token_id on Llama4Config vs trust_remote_code returning missing fields." + "reason": "A missing config attribute on one model is unrelated to trust_remote_code dropping fields in AutoConfig." }, { "left": "issue:41628", "right": "issue:43976", "accept": false, - "reason": "Importing AutoImageProcessor and Python-version compatibility for Transformers 5.1.0 are unrelated." + "reason": "ImportError for AutoImageProcessor and a Python-version compatibility issue are not duplicates." }, { "left": "issue:44336", "right": "issue:44373", "accept": false, - "reason": "ANSI output formatting in loading_report and a wrong docstring for position_ids are unrelated." + "reason": "Loading-report ANSI formatting and a wrong docstring for position_ids are unrelated." }, { "left": "issue:44589", "right": "issue:45362", "accept": false, - "reason": "Float8 storage lookup failure and Qwen3.5-35B chat crash are distinct runtime problems." + "reason": "Storage-object lookup failure and Qwen3.5 chat crash are different errors." }, { "left": "issue:43901", "right": "issue:44246", "accept": false, - "reason": "Documentation mismatch and slow import performance are not the same bug." + "reason": "Documentation mismatch versus intermittent slow import are not the same issue." }, { "left": "issue:42491", "right": "issue:43299", "accept": false, - "reason": "Both mention Qwen3 MoE/v5, but one is a LoRA compatibility break across versions and the other is a model-loading regression for Qwen3VL MoE; too different to merge." + "reason": "Both mention Qwen3 MoE regressions, but one is a LoRA compatibility problem and the other is a Qwen3VL loading failure; too different to merge." }, { "left": "issue:44242", "right": "issue:45593", "accept": false, - "reason": "Load-balancing loss omission with output_router_logits=False is unrelated to D-FINE denoising/aux-loss behavior." + "reason": "Both involve missing loss terms, but they affect different models and different flags; not the same underlying bug." }, { "left": "issue:16998", "right": "issue:22355", "accept": false, - "reason": "A model_max_length question for DeBERTa-V3 and a missing transformers.onnx module are unrelated." + "reason": "Model max length behavior for DeBERTa-V3 is unrelated to the missing transformers.onnx module." }, { "left": "issue:44295", "right": "issue:45397", "accept": false, - "reason": "Reading position_ids after buffer registration and gemma-4 zero3 from_pretrained are different loading-time failures." + "reason": "A position_ids buffer read error and a Gemma4 zero3 from_pretrained issue do not share a concrete failure mode." }, { "left": "issue:44246", "right": "issue:44496", "accept": false, - "reason": "Slow import performance and unrecognized model config are unrelated." + "reason": "Import performance is unrelated to an unrecognized-model config error." }, { "left": "issue:44336", "right": "issue:44485", "accept": false, - "reason": "Loading-report ANSI codes and GLM-5 RoPE implementation are unrelated concerns." + "reason": "ANSI-code output in loading_report and GLM-5 RoPE implementation discussion are unrelated." }, { "left": "issue:41950", "right": "issue:44220", "accept": false, - "reason": "Video-classification pipeline using image processors and _torch_extract_fbank_features() are different pipeline/feature-extractor bugs." + "reason": "Video-classification pipeline using image processors and _torch_extract_fbank_features() are different multimedia preprocessing bugs." } ] }, @@ -10959,14 +10962,14 @@ "issue:44246|issue:44871", "issue:45081|issue:45362", "issue:44295|issue:44749", - "issue:45412|issue:46123", "issue:44162|issue:45200", + "issue:45412|issue:46123", "issue:44779|issue:45292", "issue:43901|issue:45003", "issue:36246|issue:43596", "issue:43232|issue:44336", - "issue:45561|issue:45563", "issue:43526|issue:45003", + "issue:45561|issue:45563", "issue:45987|issue:46082", "issue:45292|issue:45584", "issue:44496|issue:45003", @@ -10978,208 +10981,208 @@ "issue:43262|issue:44246", "issue:44995|issue:45200" ], - "prepared_review_unit_hash": "e4273d3af3c6dbab9cbefcf169e4d9350f5550bc4dbb8de7143060cc07f8578a", + "prepared_review_unit_hash": "767baec07615162e0fd8245d42c3931bc9161519aebc491d62765ea693736d22", "component_budget": { "node_count": 413, "item_count": 413, - "soft_pair_count": 1543, - "serialized_chars": 796418, - "estimated_input_tokens": 199105, - "estimated_eval_tokens": 398466 + "soft_pair_count": 1541, + "serialized_chars": 795721, + "estimated_input_tokens": 198931, + "estimated_eval_tokens": 398118 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 29, - "serialized_chars": 36508, - "estimated_input_tokens": 9127, - "estimated_eval_tokens": 18510 + "serialized_chars": 36516, + "estimated_input_tokens": 9129, + "estimated_eval_tokens": 18514 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "These items are mostly unrelated single-issue reports across different model, tokenizer, config, generation, and deepspeed paths. I did not find any pair that clearly describes the same underlying bug/change closely enough to merge as duplicates.", - "confidence": 0.34, - "canonical_issue_reason": "Issue 43824 is the clearest, most concrete user-facing breakage in the set and has comparatively strong discussion/reference activity, making it the best single representative issue if one must be chosen.", - "canonical_pr_reason": null, - "best_issue_reason": "43824 is a well-scoped failure report with a specific import symptom and enough activity to serve as a useful anchor for related reports.", - "best_pr_reason": null, + "summary": "The cluster is heterogeneous: the soft-similarity pairs mostly share broad subsystem terms (imports, config loading, generation, DeepSpeed, tokenizers) but describe different concrete failures. I would reject all soft edges as duplicates.", + "confidence": 0.92, + "canonical_issue_reason": "No single canonical issue stands out because the items are not one underlying bug cluster; they span unrelated code paths and model-specific failures.", + "canonical_pr_reason": "No PRs are present in this cluster.", + "best_issue_reason": "No clear global representative exists; at most, issue:45003 is a broad core-utility bug, but it is not related enough to the other issues to serve as a true cluster canonical.", + "best_pr_reason": "No PRs are present in this cluster.", "soft_edge_verdicts": [ { "left": "issue:36246", "right": "issue:42757", "accept": false, - "reason": "Both are import errors, but they concern different missing symbols in different modules and appear to stem from unrelated export/version issues." + "reason": "Both are import errors, but for different symbols and subsystems (Qwen2.5-VL image processor vs huggingface_hub offline helper)." }, { "left": "issue:36246", "right": "issue:44351", "accept": false, - "reason": "Different missing imports (`Qwen2_5_VLImageProcessor` vs `HybridCache`) with no evidence of the same code-path or fix." + "reason": "Different missing imports in different modules; no shared code path or underlying bug." }, { "left": "issue:43824", "right": "issue:43976", "accept": false, - "reason": "One is a missing top-level model export; the other is a Python version compatibility report. Not the same bug." + "reason": "One is a missing export for a Qwen VL class; the other is a Python version compatibility problem." }, { "left": "issue:43352", "right": "issue:45250", "accept": false, - "reason": "Both mention Flash Attention 2.0, but one is a model-specific unsupported-warning issue while the other is a generic Flash Attention topic; not enough to be the same concrete change." + "reason": "Model-specific Flash Attention support issue vs a generic FA2 topic; not the same failure." }, { "left": "issue:43976", "right": "issue:44964", "accept": false, - "reason": "Python version support failure vs model loading failure; unrelated symptoms and likely unrelated fixes." + "reason": "Python compatibility regression and a multimodal model-loading failure are unrelated." }, { "left": "issue:43673", "right": "issue:44561", "accept": false, - "reason": "Generation cache/chunked prefill issue and removal of `is_torch_fx_available` breaking remote-code models are different code paths and failure modes." + "reason": "Different generation/runtime regressions: chunked prefill cache handling vs removed helper breaking trust_remote_code models." }, { "left": "issue:42886", "right": "issue:46132", "accept": false, - "reason": "Offline cache loading bug vs behavior change in `AttentionInterface.register`; no shared underlying bug." + "reason": "Offline cache loading and AttentionInterface.register behavior are unrelated." }, { "left": "issue:44242", "right": "issue:44857", "accept": false, - "reason": "MoE load-balancing loss omission and an AMP/CUDA crash in RT-DETR are unrelated model-loss issues." + "reason": "MoE load-balancing loss omission is unrelated to an AMP/CUDA loss crash." }, { "left": "issue:44246", "right": "issue:44871", "accept": false, - "reason": "Import slowness and Gemma EOS config mismatch are unrelated." + "reason": "Import slowdown and Gemma eos_token_id config mismatch are different issues." }, { "left": "issue:45081", "right": "issue:45362", "accept": false, - "reason": "Tokenizer regex patch crash and Qwen chat crash are different failures in different subsystems." + "reason": "Tokenizer regex crash on Mistral vs Qwen3.5 chat crash are different model/tokenizer paths." }, { "left": "issue:44295", "right": "issue:44749", "accept": false, - "reason": "Position buffer access error and post-upgrade tokenization slowdown are not the same underlying bug." + "reason": "Position_ids buffer access error is unrelated to tokenizer slowdown after a version upgrade." }, { - "left": "issue:45412", - "right": "issue:46123", + "left": "issue:44162", + "right": "issue:45200", "accept": false, - "reason": "Memory release issue for RT-DETR models and a final-partial-batch pipeline bug are unrelated." + "reason": "ESM2 breakage and Gemma 4 token-type defaulting are unrelated model bugs." }, { - "left": "issue:44162", - "right": "issue:45200", + "left": "issue:45412", + "right": "issue:46123", "accept": false, - "reason": "ESM2 breakage and Gemma 4 multimodal token-type defaults are distinct model-specific issues." + "reason": "Memory release behavior for RT-DETR is unrelated to MaskGenerationPipeline batch result dropping." }, { "left": "issue:44779", "right": "issue:45292", "accept": false, - "reason": "Deepseek tokenizer correctness regression and `resize_token_embeddings` not updating output embeddings are different code paths." + "reason": "Deepseek tokenization changes and resize_token_embeddings/output_embeddings mismatch are different code paths." }, { "left": "issue:43901", "right": "issue:45003", "accept": false, - "reason": "Documentation mismatch in a pipeline vs unsafe `sys.modules` access in modeling utils; unrelated." + "reason": "Docs/behavior mismatch for text classification is unrelated to unsafe sys.modules access in modeling_utils." }, { "left": "issue:36246", "right": "issue:43596", "accept": false, - "reason": "Import export failure and DeepSpeed ZeRO3 BertModel index error are unrelated." + "reason": "Qwen2.5-VL import failure and ZeRO3/BertModel index error are unrelated." }, { "left": "issue:43232", "right": "issue:44336", "accept": false, - "reason": "Generation kwargs update bug and ANSI code output in loading report are unrelated." + "reason": "Generation kwargs update bug and ANSI escape leakage in loading_report are unrelated." }, { - "left": "issue:45561", - "right": "issue:45563", + "left": "issue:43526", + "right": "issue:45003", "accept": false, - "reason": "Pytest-xdist file race and stale warning emission are separate testing/utilities issues." + "reason": "BeitImageProcessorFast label reduction bug is unrelated to sys.modules access." }, { - "left": "issue:43526", - "right": "issue:45003", + "left": "issue:45561", + "right": "issue:45563", "accept": false, - "reason": "BEiT label reduction bug and unsafe module lookup are unrelated." + "reason": "Test worker file race and a stale paged-generate warning are unrelated." }, { "left": "issue:45987", "right": "issue:46082", "accept": false, - "reason": "StaticCache return-type contract bug and LlamaConfig head_dim validation are different configuration/runtime issues." + "reason": "StaticCache return-type contract bug and LlamaConfig head_dim validation are unrelated." }, { "left": "issue:45292", "right": "issue:45584", "accept": false, - "reason": "Embedding resize bug and Whisper empty-transcription generation failure are unrelated." + "reason": "Embedding resize mismatch and Whisper empty-transcription failure are different problems." }, { "left": "issue:44496", "right": "issue:45003", "accept": false, - "reason": "Unrecognized model config and unsafe `sys.modules` access are different bugs." + "reason": "Unrecognized model/config loading failure is unrelated to unsafe sys.modules access." }, { "left": "issue:44877", "right": "issue:45375", "accept": false, - "reason": "Both involve config strictness, but one is a loading failure for granite_speech and the other is a missing-field warning/strip issue for a different model family." + "reason": "Both involve strict config handling, but they affect different models and opposite failure modes (load rejection vs silent field drop)." }, { "left": "issue:44987", "right": "issue:45459", "accept": false, - "reason": "Model-loading failure on a specific repo and protobuf-related tokenizer error masking are not the same underlying problem." + "reason": "Model loading failure and protobuf-related tokenizer error masking are unrelated." }, { "left": "issue:45292", "right": "issue:45701", "accept": false, - "reason": "Embedding resize/output mismatch and version-dependent tokenization changes are distinct issues." + "reason": "Embedding resize behavior and version-dependent tokenization changes are not the same bug." }, { "left": "issue:45375", "right": "issue:45759", "accept": false, - "reason": "Missing strict field handling in Qwen3_5MoeVisionConfig and failure to unwrap `text_config` in composite multimodal configs are different config bugs." + "reason": "Different Qwen composite-config issues: missing strict field vs failing to unwrap text_config." }, { "left": "issue:43257", "right": "issue:45137", "accept": false, - "reason": "Both are DeepSpeed-related, but one is a Qwen3 MoE weight conversion issue and the other is a ZeRO3 deque underflow; different concrete failures." + "reason": "Qwen3 MoE weight conversion and DeepSpeed ZeRO3 deque error are unrelated." }, { "left": "issue:43262", "right": "issue:44246", "accept": false, - "reason": "Audio chat-template sampling-rate default bug and import slowdown are unrelated." + "reason": "Audio chat-template sampling-rate bug and import slowdown are unrelated." }, { "left": "issue:44995", "right": "issue:45200", "accept": false, - "reason": "GlmMoeDsa stale indexer cache crash and Gemma 4 token-type defaulting are unrelated." + "reason": "GlmMoeDsa stale cache crash and Gemma 4 token-type defaulting are unrelated." } ] }, @@ -11258,11 +11261,11 @@ "issue:45397|issue:45656", "issue:43653|issue:44162", "issue:44995|issue:45588", - "issue:44368|issue:44977", "issue:44466|issue:45335", + "issue:44368|issue:44977", "issue:44368|issue:45563", - "issue:43673|issue:44734", "issue:45137|issue:45600", + "issue:43673|issue:44734", "issue:45003|issue:45561", "issue:42886|issue:45229", "issue:43931|issue:44368", @@ -11273,232 +11276,232 @@ "issue:44361|issue:44749", "issue:44871|issue:46132", "issue:43646|issue:44162", - "issue:43673|issue:43827", "issue:43452|issue:45003", + "issue:43673|issue:43827", "issue:44623|issue:45656", "issue:44749|issue:45656", "issue:44749|issue:45310", "issue:42994|issue:43482", "issue:43232|issue:43673", "issue:28282|issue:30990", - "issue:45230|issue:45397", "issue:43475|issue:45381", + "issue:45230|issue:45397", "issue:44038|issue:44623" ], - "prepared_review_unit_hash": "4dc8ff955dc56ab2ecc1cfb2de146fe88a9d3bfd0aa082e13b4e38d7c712a06c", + "prepared_review_unit_hash": "321159734da8ccae8dbffe366e6c6b813e58124517dd6f7dfdb26ed8f6d08205", "component_budget": { "node_count": 413, "item_count": 413, - "soft_pair_count": 1543, - "serialized_chars": 796418, - "estimated_input_tokens": 199105, - "estimated_eval_tokens": 398466 + "soft_pair_count": 1541, + "serialized_chars": 795721, + "estimated_input_tokens": 198931, + "estimated_eval_tokens": 398118 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 31, - "serialized_chars": 36815, - "estimated_input_tokens": 9204, - "estimated_eval_tokens": 18664 + "serialized_chars": 36811, + "estimated_input_tokens": 9203, + "estimated_eval_tokens": 18662 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "These issues mostly share a loose Transformers/v5 regression theme, but the soft pairs are not the same underlying bug or change. They span distinct model families and distinct failure modes, so none should be merged as duplicates.", - "confidence": 0.79, - "canonical_issue_reason": "issue:43646 is the best cluster representative because it is the broadest, most central v5 breakage report and touches core model initialization rather than a model-specific edge case.", + "summary": "This cluster is mostly a grab bag of distinct Transformers regressions and feature breakages, many around v5/v5.4 model-loading, tokenizers, generation, and deepspeed. I do not see true duplicates among the soft edges, so I picked the broadest v5 regression issue as the representative anchor.", + "confidence": 0.92, + "canonical_issue_reason": "issue:43646 is the broadest and most central representative: it describes a general Transformers 5.0.0 model-initialization breakage, which matches the cluster\u2019s repeated theme of v5 regressions better than any single model-specific report.", "canonical_pr_reason": null, - "best_issue_reason": "issue:43646 is the strongest overall triage anchor for this cluster: it is a generic Transformers 5.0.0 regression report and best captures the broad upgrade-breakage theme present in several nearby issues.", + "best_issue_reason": "issue:43646 is the best single issue to keep as the cluster anchor because it is the most general user-facing failure and is more representative than narrow model- or tokenizer-specific reports.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:43065", "right": "issue:43408", "accept": false, - "reason": "Different SAM3 problems: a dummy Conv2d implementation vs a model-type mismatch warning." + "reason": "Different SAM3 problems: one is a dummy Conv2d implementation in the pixel decoder, the other is a model-type/config warning for sam3_video vs sam3_tracker." }, { "left": "issue:43475", "right": "issue:43540", "accept": false, - "reason": "Both are multimodal/video issues, but they describe different model families and different crashes." + "reason": "Different models and failure modes: SAM3 vision encoder missing an attribute versus Qwen3OmniMoe video-input validation error." }, { "left": "issue:45397", "right": "issue:45656", "accept": false, - "reason": "Both involve DeepSpeed, but one is a from_pretrained failure and the other is an optimizer-step duplication bug." + "reason": "Unrelated deepspeed issues: Gemma-4 Zero3 from_pretrained failure is not the same as optimizer.step being called twice." }, { "left": "issue:43653", "right": "issue:44162", "accept": false, - "reason": "Different tokenizer/model bugs with no shared concrete code path." + "reason": "Different scope: BigBirdTokenizer special-token registration bug versus a broad ESM2 model breakage." }, { "left": "issue:44995", "right": "issue:45588", "accept": false, - "reason": "Distinct runtime failures: stale cache on second forward pass vs flash-attention crash on sink-less models." - }, - { - "left": "issue:44368", - "right": "issue:44977", - "accept": false, - "reason": "Same broad Qwen3.5 label, but one is a tie-weights warning and the other is a flash-attention generation bug." + "reason": "Different code paths: stale indexer cache on second forward pass is not the same as flash-attention crashing on s_aux=None." }, { "left": "issue:44466", "right": "issue:45335", "accept": false, - "reason": "Related to embeddings/tied weights, but one is serialization behavior and the other is resize_token_embeddings not propagating." + "reason": "Both touch tied embeddings, but one is inconsistent serialization of lm_head.weight while the other is resize_token_embeddings not updating decoder.embed_tokens; not the same bug." }, { "left": "issue:44368", - "right": "issue:45563", + "right": "issue:44977", "accept": false, - "reason": "A warning about tied embeddings is unrelated to a stale num_return_sequences warning in paged generate()." + "reason": "A warning about tie_word_embeddings is unrelated to a flash-attention generation correctness issue." }, { - "left": "issue:43673", - "right": "issue:44734", + "left": "issue:44368", + "right": "issue:45563", "accept": false, - "reason": "Both touch generation/cache, but they affect different paths: chunked_prefill cache state vs /v1/responses tensor indexing." + "reason": "Different warning categories and symptoms: tied-weights warning versus stale num_return_sequences warning." }, { "left": "issue:45137", "right": "issue:45600", "accept": false, - "reason": "Completely different areas: DeepSpeed ZeRO3 deque underflow vs stale auto_mappings config references." + "reason": "DeepSpeed ZeRO3 deque underflow is unrelated to auto_mappings referencing removed Sam3LiteText configs." + }, + { + "left": "issue:43673", + "right": "issue:44734", + "accept": false, + "reason": "Both involve generation/cache, but one is a missing cache attribute in chunked_prefill and the other is wrong tensor indexing in /v1/responses; not the same concrete bug." }, { "left": "issue:45003", "right": "issue:45561", "accept": false, - "reason": "sys.modules access and pytest-xdist capture-file races are unrelated bugs." + "reason": "Unsafe sys.modules access in modeling_utils is unrelated to a pytest-xdist race on captured_info.txt." }, { "left": "issue:42886", "right": "issue:45229", "accept": false, - "reason": "Offline tokenizer cache loading and Gemma4 multi-GPU OOM are unrelated failure modes." + "reason": "Offline tokenizer cache loading and multi-GPU CUDA OOM are entirely different failures." }, { "left": "issue:43931", "right": "issue:44368", "accept": false, - "reason": "Qwen3-VL weight-shape mismatch is unrelated to a Qwen3.5 tie-embeddings warning." + "reason": "Qwen3-VL weight-shape mismatch is not the same as a tie_word_embeddings warning in Qwen3.5 fine-tuning." }, { "left": "issue:44060", "right": "issue:44077", "accept": false, - "reason": "Different configuration/warning issues in different models; no shared concrete bug." + "reason": "Both mention warnings/configuration, but they concern different models and different underlying issues." }, { "left": "issue:44933", "right": "issue:45459", "accept": false, - "reason": "A missing image_utils import and protobuf decode-error handling are separate tokenizer/import issues." + "reason": "Nonexistent image_utils import and protobuf-related tokenizer error masking are unrelated import/error-handling bugs." }, { "left": "issue:44297", "right": "issue:44623", "accept": false, - "reason": "Both mention save_pretrained, but one is tokenizer_config metadata mismatch and the other is processor file omission." + "reason": "Tokenizer save_pretrained writing the wrong tokenizer_class is different from processor.save_pretrained missing files." }, { "left": "issue:44869", "right": "issue:45356", "accept": false, - "reason": "Whisper timestamp decoding crash and Kimi-K2.5 tokenizer regression are different tokenizer bugs." + "reason": "Whisper word-timestamp crash and Kimi-K2.5 tokenizer regression affect different models and different code paths." }, { "left": "issue:44361", "right": "issue:44749", "accept": false, - "reason": "MLukeTokenizer task AttributeError is unrelated to a broad performance slowdown after upgrading to 5.3.0." + "reason": "MLukeTokenizer AttributeError is unrelated to a performance regression after upgrading to 5.3.0." }, { "left": "issue:44871", "right": "issue:46132", "accept": false, - "reason": "Gemma eos_token_id inconsistency and AttentionInterface.register behavior changes are separate API/config issues." + "reason": "Gemma-3 eos_token_id inconsistency is unrelated to AttentionInterface.register changing registered-function behavior." }, { "left": "issue:43646", "right": "issue:44162", "accept": false, - "reason": "A generic v5 custom-model-init regression is not the same as the ESM2-specific breakage report." + "reason": "Both are broad model breakages, but one is specifically custom model initialization in v5 while the other is an ESM2 regression; not the same underlying bug." }, { - "left": "issue:43673", - "right": "issue:43827", + "left": "issue:43452", + "right": "issue:45003", "accept": false, - "reason": "Generation cache failure and docs still referencing removed pipeline() are not the same bug." + "reason": "gguf_file load failures for AutoTokenizer/AutoModelForCausalLM are unrelated to unsafe sys.modules access." }, { - "left": "issue:43452", - "right": "issue:45003", + "left": "issue:43673", + "right": "issue:43827", "accept": false, - "reason": "GGUF loading failures and unsafe sys.modules access are different code paths and symptoms." + "reason": "Generation cache missing in runtime and docs still referencing pipeline() are different issues; one is code, the other is documentation." }, { "left": "issue:44623", "right": "issue:45656", "accept": false, - "reason": "Missing processor save files and double optimizer.step() with DeepSpeed are unrelated." + "reason": "Missing files in processor.save_pretrained is unrelated to optimizer.step being called twice under deepspeed." }, { "left": "issue:44749", "right": "issue:45656", "accept": false, - "reason": "Performance regression after upgrade is not the same as optimizer stepping twice." + "reason": "A slowdown after upgrading Transformers is not the same as a deepspeed double-step bug." }, { "left": "issue:44749", "right": "issue:45310", "accept": false, - "reason": "A slowdown regression and a Qwen3.5-Moe from_pretrained error are distinct issues." + "reason": "Performance regression in data filtering and Qwen3.5 Moe from_pretrained error are different symptoms and code paths." }, { "left": "issue:42994", "right": "issue:43482", "accept": false, - "reason": "Quantized model saving and GGUF loading failures are opposite directions of a different serialization pipeline." + "reason": "Quantized model saving failure is unrelated to GGUF tokenizer/model loading failure." }, { "left": "issue:43232", "right": "issue:43673", "accept": false, - "reason": "Both involve generation internals, but one is sync_gpus kwarg handling and the other is chunked_prefill cache missing." + "reason": "The generation kwargs update-after-sync_gpus issue is distinct from the chunked_prefill cache-missing regression." }, { "left": "issue:28282", "right": "issue:30990", "accept": false, - "reason": "An ImportError for missing PyTorch and a Sentence Transformers loading hang are not the same failure." + "reason": "AutoModel ImportError because PyTorch is missing and Sentence Transformers getting stuck loading are not the same problem." }, { - "left": "issue:45230", - "right": "issue:45397", + "left": "issue:43475", + "right": "issue:45381", "accept": false, - "reason": "Generic bug report placeholder vs a specific Gemma-4 ZeRO3 loading problem." + "reason": "SAM3 vision encoder attribute error is unrelated to Qwen2.5-VL video input vision_position_ids being wrong." }, { - "left": "issue:43475", - "right": "issue:45381", + "left": "issue:45230", + "right": "issue:45397", "accept": false, - "reason": "Different video-model regressions in different architectures; no shared concrete root cause is evident." + "reason": "A generic bug report has no clear relation to the Gemma-4 Zero3 from_pretrained issue." }, { "left": "issue:44038", "right": "issue:44623", "accept": false, - "reason": "Qwen3-VL-Moe loading under v5 and processor.save_pretrained missing files are unrelated." + "reason": "Qwen3-VL-Moe on transformers 5.0 and processor.save_pretrained missing files are different failures." } ] }, @@ -11578,8 +11581,8 @@ "issue:42371|issue:45092", "issue:43475|issue:44661", "issue:45081|issue:45103", - "issue:45375|issue:45478", "issue:42994|issue:43525", + "issue:45375|issue:45478", "issue:45310|issue:45375", "issue:42673|issue:43704", "issue:41628|issue:44351", @@ -11597,28 +11600,28 @@ "issue:43232|issue:44792", "issue:43901|issue:45561", "issue:42898|issue:44568", - "issue:43065|issue:46123", "issue:30990|issue:35141", + "issue:43065|issue:46123", "issue:43232|issue:44188", "issue:44188|issue:44373", "issue:44623|issue:45310", "issue:43278|issue:45137", "issue:42898|issue:45812" ], - "prepared_review_unit_hash": "e7424250f83812cca163dc2ae20e5227eacd0dfedaec375cf5d56c506a97d4cd", + "prepared_review_unit_hash": "e795b2f498310e367bc2a4d9808dd7d7e57a321797fccc807221187e76c1fed8", "component_budget": { "node_count": 413, "item_count": 413, - "soft_pair_count": 1543, - "serialized_chars": 796418, - "estimated_input_tokens": 199105, - "estimated_eval_tokens": 398466 + "soft_pair_count": 1541, + "serialized_chars": 795721, + "estimated_input_tokens": 198931, + "estimated_eval_tokens": 398118 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 32, - "serialized_chars": 37241, + "serialized_chars": 37244, "estimated_input_tokens": 9311, "estimated_eval_tokens": 18878 }, @@ -11627,213 +11630,183 @@ "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is mostly a noisy mix of unrelated issues. Only two soft edges look like true duplicates: the Qwen3.5 MoE from_pretrained regression (issue:45310 / issue:45478) and the Qwen3ForCausalLM VRAM leak (issue:42673 / issue:43704).", - "confidence": 0.84, - "canonical_issue_reason": "No single canonical issue cleanly represents the full cluster because it contains several unrelated subgroups (Qwen/MoE loading, import errors, tokenizer regressions, testing infrastructure, etc.). If a representative anchor is needed, issue:45310 is the strongest one because it has an exact duplicate and a concrete model-loading regression.", + "summary": "The cluster is mostly a grab bag of unrelated Transformers issues, but it does contain at least two exact duplicate pairs: issue:42673/issue:43704 and issue:45310/issue:45478. The Qwen3.5 MoE from_pretrained pair is the better canonical anchor for the broader Qwen-related mini-cluster, while the Qwen3ForCausalLM VRAM leak pair is a separate exact-duplicate mini-cluster.", + "confidence": 0.77, + "canonical_issue_reason": "issue:45310 is the best canonical issue because it has an exact duplicate in issue:45478 with the same title/symptom, and it sits inside a tighter Qwen3.5 MoE-related set than the rest of the mixed cluster.", "canonical_pr_reason": null, - "best_issue_reason": "No global best issue for the whole cluster; the set is too heterogeneous for one issue to serve as the umbrella representative.", + "best_issue_reason": "issue:45310 is the strongest representative issue overall: it anchors an exact duplicate pair and is more connected to nearby Qwen-family reports than the isolated duplicate pair issue:42673/issue:43704.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:43475", "right": "issue:43643", "accept": false, - "reason": "Different failures: SAM3 vision output attribute error vs trust_remote_code config field loss." + "reason": "Similar wording about missing fields, but one is a SAM3 vision output attribute bug and the other is an AutoConfig/trust_remote_code config-loss issue; different bugs." }, { "left": "issue:46077", "right": "issue:46123", "accept": false, - "reason": "Different code paths: Gemma4 attention mask construction vs pipeline final-batch result dropping." + "reason": "Gemma4 attention-mask construction vs a partial-batch pipeline result-dropping bug; unrelated code paths." }, { "left": "issue:41628", "right": "issue:44933", "accept": false, - "reason": "Both are import-related, but they concern different symbols/modules and different breakages." + "reason": "Both are import errors, but for different missing symbols and modules; no evidence of the same underlying export bug." }, { "left": "issue:42371", "right": "issue:45092", "accept": false, - "reason": "TF32 settings guidance is unrelated to InternVL2 meta-initialization incompatibility." + "reason": "TF32 behavior guidance vs an old InternVL2 meta-initialization incompatibility; unrelated." }, { "left": "issue:43475", "right": "issue:44661", "accept": false, - "reason": "Different model/component issues: SAM3 attribute access vs tokenizer mapping/model registration." + "reason": "SAM3 vision output attribute issue vs tokenizer-mapping add-new-model-like failure; different subsystems and symptoms." }, { "left": "issue:45081", "right": "issue:45103", "accept": false, - "reason": "Completely different bugs: tokenizer regex patching vs auto-docstring annotation handling." + "reason": "Tokenizer regex patch crash vs auto-docstring annotation handling crash; not the same defect." }, { - "left": "issue:45375", - "right": "issue:45478", + "left": "issue:42994", + "right": "issue:43525", "accept": false, - "reason": "Related model family, but not the same bug; one is a missing config field, the other a from_pretrained regression." + "reason": "Quantized model save failure and missing pad_token_id on Llama4Config are different issues." }, { - "left": "issue:42994", - "right": "issue:43525", + "left": "issue:45375", + "right": "issue:45478", "accept": false, - "reason": "Quantized save failure and missing pad_token_id are distinct problems." + "reason": "Same model family, but one is a missing config field being dropped and the other is a generic from_pretrained error; not enough to collapse them." }, { "left": "issue:45310", "right": "issue:45375", "accept": false, - "reason": "Both touch Qwen3.5 MoE, but they describe different concrete failures and code paths." + "reason": "Both are Qwen3.5 MoE-related, but one is a broad load error and the other is a specific missing-field/config-strictness problem; likely distinct." }, { "left": "issue:42673", "right": "issue:43704", "accept": true, - "reason": "Same title and same underlying bug: Qwen3ForCausalLM VRAM leak in multiple dataloader threads." - }, - { - "left": "issue:41628", - "right": "issue:44351", - "accept": false, - "reason": "Different missing imports; no shared concrete bug." - }, - { - "left": "issue:42831", - "right": "issue:44222", - "accept": false, - "reason": "Both mention FP8, but one is an accuracy issue and the other is save_pretrained behavior." - }, - { - "left": "issue:44222", - "right": "issue:45310", - "accept": false, - "reason": "Different failures: FP8 save_pretrained vs Qwen3.5 MoE from_pretrained error." - }, - { - "left": "issue:36010", - "right": "issue:41628", - "accept": false, - "reason": "GenerationMixin import failure is unrelated to AutoImageProcessor import failure." - }, - { - "left": "issue:42175", - "right": "issue:45712", - "accept": false, - "reason": "Backend installation bug vs leftover dummy class cleanup; different scope and fix." + "reason": "Exact same title and same Qwen3ForCausalLM VRAM leak symptom; clear duplicate reports of the same bug." }, { "left": "issue:42994", "right": "issue:43824", "accept": false, - "reason": "Quantized model saving and missing Qwen2_5_VL import are unrelated." + "reason": "Quantized save_pretrained failure vs an unrelated Qwen2.5-VL import error." }, { "left": "issue:44038", "right": "issue:45310", "accept": false, - "reason": "Same broad model family, but different model/version and different reported failure." + "reason": "Both mention Qwen model load failures, but one targets Qwen3-VL-Moe on transformers 5.0 and the other is a Qwen3.5 MoE from_pretrained error; not the same concrete bug." }, { "left": "issue:44964", "right": "issue:45137", "accept": false, - "reason": "Model loading incompatibility vs DeepSpeed ZeRO3 deque error; unrelated." + "reason": "Model-load incompatibility vs a DeepSpeed ZeRO3 deque error; unrelated." }, { "left": "issue:44496", "right": "issue:45561", "accept": false, - "reason": "Model config loading issue vs pytest-xdist file race; unrelated." + "reason": "Unrecognized model config vs a pytest-xdist file race in testing utils; different failure modes." }, { "left": "issue:43377", "right": "issue:44242", "accept": false, - "reason": "MIMI padding-mask bug vs MoE router-loss bug; different subsystems and symptoms." + "reason": "MIMI encoder batch-vs-single padding-mask bug vs MoE load-balancing loss omission; unrelated." }, { "left": "issue:42222", "right": "issue:45200", "accept": false, - "reason": "VitPose breakage and Gemma4 mm_token_type_ids defaulting are unrelated." + "reason": "VitPose model breakage vs Gemma 4 token-type defaulting; different models and bugs." }, { "left": "issue:45561", "right": "issue:45600", "accept": false, - "reason": "Testing-utils file race vs removed Sam3LiteText references; unrelated." + "reason": "Test-file race under xdist vs stale auto_mappings reference to removed Sam3LiteText configs; unrelated." }, { "left": "issue:43232", "right": "issue:44792", "accept": false, - "reason": "Generation kwargs sync issue vs Janus image-generation test failure; no shared underlying bug." + "reason": "Generation kwargs update after sync_gpus vs a Janus image-generation test failure; no shared underlying defect." }, { "left": "issue:43901", "right": "issue:45561", "accept": false, - "reason": "Documentation mismatch for pipeline args vs xdist worker file race." + "reason": "Pipeline docs mismatch vs a test utility race condition; unrelated." }, { "left": "issue:42898", "right": "issue:44568", "accept": false, - "reason": "Tokenizer cleanup behavior change vs add_special_tokens BOS/EOS regression; different issues." + "reason": "Tokenization clean-up behavior change in v5 vs add_special_tokens failing to add BOS/EOS for mdeberta-v3-base; different tokenizer regressions." }, { - "left": "issue:43065", - "right": "issue:46123", + "left": "issue:30990", + "right": "issue:35141", "accept": false, - "reason": "Sam3PixelDecoder dummy conv vs pipeline batching bug; unrelated." + "reason": "Sentence Transformers loading hang vs embedding reinitialization after resize; unrelated." }, { - "left": "issue:30990", - "right": "issue:35141", + "left": "issue:43065", + "right": "issue:46123", "accept": false, - "reason": "Sentence Transformers loading hang and embedding reinit on resize are different bugs." + "reason": "Dummy Conv2d in Sam3PixelDecoder vs partial-batch pipeline dropping results; different bugs." }, { "left": "issue:43232", "right": "issue:44188", "accept": false, - "reason": "Generation state update bug vs torch.compile attention-kernel branching divergence." + "reason": "Generation sync_gpus state bug vs attention-kernel divergence under torch.compile; different code paths." }, { "left": "issue:44188", "right": "issue:44373", "accept": false, - "reason": "Kernel divergence vs docstring typo; not the same change." + "reason": "Attention-kernel divergence vs a wrong docstring for position_ids; not the same issue." }, { "left": "issue:44623", "right": "issue:45310", "accept": false, - "reason": "processor.save_pretrained file omission and Qwen3.5 MoE from_pretrained error are distinct." + "reason": "Processor save_pretrained missing files vs Qwen3.5 MoE from_pretrained error; distinct save/load failures." }, { "left": "issue:43278", "right": "issue:45137", "accept": false, - "reason": "Training/eval dtype drift vs ZeRO3 deque error; unrelated." + "reason": "Embedding dtype mismatch during evaluate vs DeepSpeed ZeRO3 deque error; unrelated." }, { "left": "issue:42898", "right": "issue:45812", "accept": false, - "reason": "Cleanup flag regression and Granite token-id regression are different tokenization bugs." + "reason": "clean_up_tokenization_spaces behavior change vs Granite token ID regression; different tokenizer issues." } ] }, "evaluator_result": { - "accept": true, - "feedback": "The packet supports the analyst\u2019s main point that this cluster is heterogeneous, and the soft-edge judgments stay conservative. The only clearly duplicate pair in the packet is the identical Qwen3ForCausalLM VRAM leak pair (42673/43704), and the Qwen3.5 MoE issues 45310/45478 also share the same title and likely same bug, which is grounded. I don\u2019t see any overstatement in the rejected soft edges." + "accept": false, + "feedback": "Reject: the summary overstates the evidence. In the packet, issue:45310 and issue:45478 have the exact same title (`[BUG] transformers>=5.4.0, Qwen3.5 Moe from_pretrained error`), so it is not accurate to say the only clear duplicate pair is the Qwen3ForCausalLM VRAM leak report. Also, phrases like \"only confirmed duplicate anchor\" are not grounded in the packet. The soft-edge rejects are mostly conservative, but the cluster-level summary needs to acknowledge the additional exact duplicate pair." }, "evaluator_used": true, - "retried": false, + "retried": true, "accepted_nontrivial_soft_edge": true, "error_kind": null, "error_message": null @@ -11908,13 +11881,13 @@ "issue:42898|issue:45356", "issue:42898|issue:44779", "issue:43874|issue:45092", - "issue:44060|issue:45125", "issue:45405|issue:45712", + "issue:44060|issue:45125", "issue:43673|issue:44188", "issue:42898|issue:44448", "issue:44295|issue:45656", - "issue:44448|issue:46132", "issue:44933|issue:45712", + "issue:44448|issue:46132", "issue:42175|issue:44933", "issue:44222|issue:44297", "issue:43976|issue:44933", @@ -11937,226 +11910,238 @@ "issue:43723|issue:44977", "issue:30333|issue:35141" ], - "prepared_review_unit_hash": "14def1446b5db37d5b706190595e7e24a7ccebbe665af4c929efbe1ced08c6a0", + "prepared_review_unit_hash": "c8e8f7f9a75e080eb55cceba6c8c99530d963b6c64cf52711ec3ae099c6db224", "component_budget": { "node_count": 413, "item_count": 413, - "soft_pair_count": 1543, - "serialized_chars": 796418, - "estimated_input_tokens": 199105, - "estimated_eval_tokens": 398466 + "soft_pair_count": 1541, + "serialized_chars": 795721, + "estimated_input_tokens": 198931, + "estimated_eval_tokens": 398118 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 35, - "serialized_chars": 38279, - "estimated_input_tokens": 9570, - "estimated_eval_tokens": 19396 + "serialized_chars": 38284, + "estimated_input_tokens": 9571, + "estimated_eval_tokens": 19398 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is highly heterogeneous: most items are unrelated import, tokenizer, save_pretrained, training, or model-specific regression reports. I do not see any true duplicate pairs; the soft links are mostly broad theme similarity rather than the same underlying bug.", + "summary": "These items are mostly unrelated transformer issues sharing only broad subsystem overlap (imports, tokenizers, save_pretrained, training, multimodal models). I found no convincing duplicate pairs among the soft candidates, and there are no PRs in the input.", "confidence": 0.91, - "canonical_issue_reason": "Issue 30333 is the most centrally connected item in the soft-similarity graph and is a broad user-facing regression report, so it is the best anchor if one must choose a representative issue.", + "canonical_issue_reason": "issue:43824 is the strongest standalone bug report here: it is a specific import failure with multiple inbound references and substantial discussion, making it the best representative issue.", "canonical_pr_reason": null, - "best_issue_reason": "30333 is the best overall issue representative here because it has the most weak links and reflects a general runtime/training failure, but it still should not be treated as a duplicate of the others.", + "best_issue_reason": "issue:43824 has the clearest, most actionable signal and the most engagement among the closed issues, so it is the best issue to surface as canonical.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:43784", "right": "issue:43824", "accept": false, - "reason": "Both are import failures, but one is a sentence-transformers/nn compatibility error and the other is a missing Qwen2.5-VL symbol; different root causes." + "reason": "Both are import errors, but they hit different symbols and code paths: sentence-transformers vs Qwen2.5-VL class export." }, { "left": "issue:44734", "right": "issue:45103", "accept": false, - "reason": "KV-cache indexing in serve is unrelated to the auto_docstring AttributeError under future annotations." + "reason": "One is a serving/KV-cache indexing crash; the other is an auto-docstring annotation parsing crash. Different subsystems." }, { "left": "issue:30333", "right": "issue:33290", "accept": false, - "reason": "MLflow job reporting failure and DeepSpeed Adafactor OOM are different training issues." + "reason": "MLflow reporting on failed training is unrelated to a DeepSpeed Adafactor OOM." }, { "left": "issue:43723", "right": "issue:44568", "accept": false, - "reason": "Both involve tokenizer behavior in v5, but one is AutoTokenizer loading and the other is add_special_tokens behavior for a specific tokenizer." + "reason": "Both concern tokenizers, but one is tokenizer loading in v5 and the other is add_special_tokens behavior for a specific model." }, { "left": "issue:42898", "right": "issue:45356", "accept": false, - "reason": "Both are tokenizer regressions, but they affect different models and different behaviors, so not the same bug." + "reason": "Both are tokenizer regressions, but they concern different models and different behaviors (cleanup spacing vs codec handling/warnings)." }, { "left": "issue:42898", "right": "issue:44779", "accept": false, - "reason": "Different tokenizer regressions for different models; same area, not the same underlying defect." + "reason": "Same broad tokenizer area, but the concrete failures differ: cleanup-space behavior vs DeepSeek tokenization output." }, { "left": "issue:43874", "right": "issue:45092", "accept": false, - "reason": "A missing image-processor method and a remote-code/meta-init incompatibility are distinct multimodal loading problems." + "reason": "Different problems: missing image-processor method vs remote-code checkpoint/meta-init incompatibility." }, { - "left": "issue:44060", - "right": "issue:45125", + "left": "issue:45405", + "right": "issue:45712", "accept": false, - "reason": "One is a tied-weights warning on Qwen3-Next, the other is a missing tensor-parallel plan on Qwen3.5-MoE." + "reason": "MIN_PEFT_VERSION metadata is unrelated to leftover dummy PT classes and repo-check failures." }, { - "left": "issue:45405", - "right": "issue:45712", + "left": "issue:44060", + "right": "issue:45125", "accept": false, - "reason": "PEFT version pinning and leftover dummy classes are unrelated maintenance issues." + "reason": "Both involve Qwen models, but one is a tied-weights warning bug and the other is missing tensor-parallel plan metadata." }, { "left": "issue:43673", "right": "issue:44188", "accept": false, - "reason": "Missing GenerationMixin cache in chunked_prefill is unrelated to attention-kernel divergence under torch.compile." + "reason": "Generation cache handling and attention-kernel divergence under torch.compile are different bug classes." }, { "left": "issue:42898", "right": "issue:44448", "accept": false, - "reason": "Both are v5 output regressions, but one is tokenizer cleanup behavior and the other is Pegasus output drift." + "reason": "A tokenizer cleanup regression is not the same as a model-output regression on Pegasus between v4 and v5." }, { "left": "issue:44295", "right": "issue:45656", "accept": false, - "reason": "Reading a registered position_ids buffer and DeepSpeed double optimizer steps are unrelated." + "reason": "Registering position_ids as a buffer and double optimizer steps in DeepSpeed are unrelated issues." }, { - "left": "issue:44448", - "right": "issue:46132", + "left": "issue:44933", + "right": "issue:45712", "accept": false, - "reason": "Pegasus v4/v5 output differences and AttentionInterface.register behavior changes are different code paths." + "reason": "An image_utils import problem and dummy-class leakage into dir(transformers) are different export bugs." }, { - "left": "issue:44933", - "right": "issue:45712", + "left": "issue:44448", + "right": "issue:46132", "accept": false, - "reason": "Image_utils export failure and dummy_pt_objects leakage are both namespace issues, but not the same module or bug." + "reason": "Pegasus output changes are unrelated to AttentionInterface.register changing callable behavior." }, { "left": "issue:42175", "right": "issue:44933", "accept": false, - "reason": "Backend selection after pip install and a missing import from image_utils are different import/configuration problems." + "reason": "Missing TensorFlow backend in extras install is unrelated to a missing image_utils import." }, { "left": "issue:44222", "right": "issue:44297", "accept": false, - "reason": "FP8 save_pretrained for MoE and tokenizer save_pretrained config mismatch are unrelated save paths." + "reason": "Both mention save_pretrained, but one is FP8 MoE saving and the other is tokenizer_config class metadata." }, { "left": "issue:43976", "right": "issue:44933", "accept": false, - "reason": "Python-version support regression and an image_utils import error are not the same issue." + "reason": "Python-version support regression and missing image_utils import are unrelated." }, { "left": "issue:44297", "right": "issue:45656", "accept": false, - "reason": "Tokenizer config serialization and duplicate optimizer.step calls are unrelated." + "reason": "Tokenizer save metadata mismatch is unrelated to DeepSpeed optimizer step duplication." }, { "left": "issue:43116", "right": "issue:44190", "accept": false, - "reason": "Empty multi-label classification results in an example script and local dataset loading failure are different example-script bugs." + "reason": "Classification example output bug and local dataset loading failure in a different example are distinct." }, { "left": "issue:42831", "right": "issue:44623", "accept": false, - "reason": "FineGrainedFP8 accuracy and processor.save_pretrained missing files are different serialization/training problems." + "reason": "FineGrainedFP8 accuracy and processor.save_pretrained missing files are different bugs." }, { "left": "issue:44222", "right": "issue:44623", "accept": false, - "reason": "Both mention save_pretrained, but one is FP8 MoE saving and the other is processor artifact omission." + "reason": "Both involve save_pretrained, but on different object types and different failure modes." }, { "left": "issue:44190", "right": "issue:46082", "accept": false, - "reason": "Local dataset loading and LlamaConfig head_dim validation are unrelated." + "reason": "Dataset-loading example failure is unrelated to LlamaConfig head_dim validation." + }, + { + "left": "issue:43479", + "right": "issue:44869", + "accept": false, + "reason": "Multimodal config default initialization is unrelated to Whisper timestamp decoding crashes." + }, + { + "left": "issue:45245", + "right": "issue:46132", + "accept": false, + "reason": "Category-count limits and AttentionInterface.register behavior are not the same underlying issue." }, { "left": "issue:44206", "right": "issue:45103", "accept": false, - "reason": "LasrFeatureExtractor center-arg regression and auto_docstring annotation handling are unrelated." + "reason": "Feature-extractor center-argument crash and auto-docstring annotation parsing crash are unrelated." }, { "left": "issue:30333", "right": "issue:36331", "accept": false, - "reason": "MLflow reporting on training failure and a custom Trainer loss-signature change are separate training API issues." + "reason": "A failed training-job MLflow report bug is not the same as the Trainer API signature change." }, { "left": "issue:41628", "right": "issue:42757", "accept": false, - "reason": "Both are import errors, but they concern different packages and symbols with different causes." + "reason": "Different missing imports from different dependencies; only the broad symptom overlaps." }, { "left": "issue:45071", "right": "issue:46082", "accept": false, - "reason": "PretrainedConfig type-checking breakage and LlamaConfig head_dim validation are different config-related bugs." + "reason": "A PretrainedConfig typing regression is unrelated to Llama head_dim validation." }, { "left": "issue:30333", "right": "issue:34689", "accept": false, - "reason": "Training-job reporting and Llama 3.2 vision model loading regression are unrelated." + "reason": "MLflow reporting on failed jobs is unrelated to Llama 3.2 Vision model loading breakage." }, { "left": "issue:44297", "right": "issue:45310", "accept": false, - "reason": "Tokenizer config mismatch and Qwen3.5-MoE from_pretrained failure are different issues." + "reason": "Tokenizer save metadata mismatch is not the same as Qwen3.5 MoE from_pretrained failure." }, { "left": "issue:44222", "right": "issue:44484", "accept": false, - "reason": "FP8 save_pretrained behavior and the 50GB max_shard_size question are unrelated save_pretrained topics." + "reason": "FP8 MoE save_pretrained issues are unrelated to max_shard_size default behavior." }, { "left": "issue:28282", "right": "issue:30333", "accept": false, - "reason": "Missing PyTorch import for AutoModel and MLflow reporting on failed training jobs are unrelated errors." + "reason": "Missing PyTorch import and MLflow reporting after failed training are unrelated." }, { "left": "issue:43723", "right": "issue:44977", "accept": false, - "reason": "Tokenizer loading in v5 and Qwen3.5 flash-attention generation issues are different code paths." + "reason": "Tokenizer loading failure and DeepSeek tokenizer output regression are different concrete bugs." }, { "left": "issue:30333", "right": "issue:35141", "accept": false, - "reason": "MLflow reporting and embedding reinitialization after resize are unrelated training/model-state bugs." + "reason": "Training-job reporting and embedding resize/post_init reinitialization are unrelated." } ] }, @@ -12252,208 +12237,208 @@ "issue:22355|issue:28282", "issue:42831|issue:44038", "issue:39401|issue:44568", - "issue:44945|issue:45753", "issue:42757|issue:45278", + "issue:44945|issue:45753", "issue:42886|issue:42994", "issue:42886|issue:43066", "issue:43576|issue:43784" ], - "prepared_review_unit_hash": "809c3e5f2e0822695bc9deda87d2f31ba31d7349e6832f4632c7c64dbadffebd", + "prepared_review_unit_hash": "158dc4fe95de8db02dcc54d65937b4d7760899fdcdfb9a3281ea45fdded8f9f5", "component_budget": { "node_count": 413, "item_count": 413, - "soft_pair_count": 1543, - "serialized_chars": 796418, - "estimated_input_tokens": 199105, - "estimated_eval_tokens": 398466 + "soft_pair_count": 1541, + "serialized_chars": 795721, + "estimated_input_tokens": 198931, + "estimated_eval_tokens": 398118 }, "budget": { "node_count": 47, "item_count": 47, "soft_pair_count": 28, - "serialized_chars": 35126, - "estimated_input_tokens": 8782, - "estimated_eval_tokens": 17820 + "serialized_chars": 35124, + "estimated_input_tokens": 8781, + "estimated_eval_tokens": 17818 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is a loose semantic grouping of mostly unrelated Transformers regressions, import/load failures, tokenizer/config issues, and model-specific bugs. None of the soft pairs looks like the same concrete underlying problem, so I reject all candidate merges.", - "confidence": 0.66, - "canonical_issue_reason": "issue:45278 is the broadest umbrella in the set for post-v5 import/load regressions, so it is the best cluster anchor even though the cluster is heterogeneous.", + "summary": "This cluster is highly heterogeneous: it mixes import/runtime environment errors, tokenizer/config regressions, quantization/saving issues, multimodal processor bugs, and unrelated model-specific failures. None of the soft pairs look like the same underlying bug/change, so I would not merge any of them as duplicates.", + "confidence": 0.91, + "canonical_issue_reason": "If forced to pick one anchor, issue 45278 is the broadest umbrella for the import-regression portion of the cluster ('many import errors after update from 4.57.0 to 5.5.0'). It is still not a true canonical duplicate for the rest of the set, which is too mixed.", "canonical_pr_reason": null, - "best_issue_reason": "issue:45278 is the most central high-level representative of the repeated import/loading failures, with the widest thematic overlap across the cluster.", + "best_issue_reason": "Issue 45278 is the most general and centrally phrased problem in the set, so it is the best representative issue for the cluster\u2019s import-related subset. It does not meaningfully cover the non-import bugs, though.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:43232", "right": "issue:45834", "accept": false, - "reason": "Different code paths: generation kwargs after sync_gpus vs a Kosmos2.5 OCR index error." + "reason": "Different subsystems and symptoms: generation kwargs after sync_gpus vs Kosmos2.5 OCR index error." }, { "left": "issue:43873", "right": "issue:44945", "accept": false, - "reason": "Quantization offloading and pipeline parallelism are distinct bugs with different symptoms and fixes." + "reason": "Quantization/offloading behavior is unrelated to pipeline-parallelism output corruption." }, { "left": "issue:44373", "right": "issue:44485", "accept": false, - "reason": "One is a docstring issue; the other is a RoPE implementation bug." + "reason": "One is a docstring issue for position_ids; the other is a GLM-5 RoPE implementation discussion. Not the same bug." }, { "left": "issue:44263", "right": "issue:45092", "accept": false, - "reason": "torch.split return handling in an indexer is unrelated to remote-code meta initialization incompatibility." + "reason": "DSA indexer torch.split behavior and InternVL2 meta-init compatibility are different problems." }, { "left": "issue:43761", "right": "issue:46082", "accept": false, - "reason": "Different model families and failures: CLIP hidden_states regression vs LlamaConfig head_dim validation." + "reason": "CLIPVisionModel hidden_states regression is unrelated to LlamaConfig head_dim validation." }, { "left": "issue:44483", "right": "issue:45406", "accept": false, - "reason": "API request rejection and Gemma4Processor missing _tokenizer are not the same failure." + "reason": "Chat/completions request handling and Gemma4Processor missing _tokenizer are distinct failures." }, { "left": "issue:44295", "right": "issue:44623", "accept": false, - "reason": "Reading a registered buffer and processor.save_pretrained missing files are different save/load bugs." + "reason": "Position_ids buffer access and processor.save_pretrained missing files are separate save/load bugs." }, { "left": "issue:44263", "right": "issue:44360", "accept": false, - "reason": "Both mention the DSA indexer, but torch.split return values and a missing ReLU are distinct defects." + "reason": "Both mention DSA indexer, but one is about torch.split outputs and the other about a missing ReLU; not the same concrete defect." }, { "left": "issue:44514", "right": "issue:45103", "accept": false, - "reason": "A batched processor padding crash is unrelated to an auto_docstring AttributeError from future annotations." + "reason": "Batched apply_chat_template crash and auto_docstring future-annotations crash are unrelated code paths." }, { "left": "issue:43479", "right": "issue:43644", "accept": false, - "reason": "Incorrect default vision/audio subconfigs and junk non-persistent buffers are different initialization problems." + "reason": "Phi4MultimodalConfig default handling is unrelated to non-persistent buffer corruption in v5." }, { "left": "issue:43723", "right": "issue:44871", "accept": false, - "reason": "Tokenizer loading from pretrained and an eos_token_id mismatch are different tokenizer/config issues." + "reason": "Tokenizer loading failure and Gemma-3 eos_token_id inconsistency are different tokenizer/config issues." }, { "left": "issue:45092", "right": "issue:45357", "accept": false, - "reason": "Remote-code meta initialization incompatibility is unrelated to incorrect visual encoder keys on save_pretrained." + "reason": "Both are model-specific regression reports, but one is meta-init incompatibility and the other is incorrect visual encoder keys on save_pretrained." }, { "left": "issue:42907", "right": "issue:46050", "accept": false, - "reason": "Both involve quantized models, but dequantized-model save failures and sinq save/load breakage are not the same code path." + "reason": "Dequantized Ministrals/Devstrals saving and sinq save_pretrained/from_pretrained roundtrip are different quantization bugs." }, { "left": "issue:30990", "right": "issue:38175", "accept": false, - "reason": "Sentence Transformers loading hangs and SIGLIP2 zero probabilities are unrelated symptoms." + "reason": "Sentence Transformers loading hang and SIGLIP2 zero probabilities are unrelated model issues." }, { "left": "issue:44829", "right": "issue:46002", "accept": false, - "reason": "FlashAttention-3 training degeneration and NaNs after checkout/init are different training/init failures." + "reason": "Flash-attention training degeneration and NaNs on checkout/init do not share the same root cause." }, { "left": "issue:44261", "right": "issue:45092", "accept": false, - "reason": "MLA q_a_layernorm precision error is unrelated to remote-code meta initialization." + "reason": "MLA rms_norm_eps precision mismatch is unrelated to InternVL2 meta initialization." }, { "left": "issue:41628", "right": "issue:43824", "accept": false, - "reason": "Both are import errors, but they concern different missing symbols and different failure sources." + "reason": "Both are import errors, but for different symbols and different causes; not the same missing export." }, { "left": "issue:42831", "right": "issue:45310", "accept": false, - "reason": "FineGrainedFP8 accuracy loss and Qwen3.5 from_pretrained errors are different bugs." + "reason": "FineGrainedFP8 accuracy issues and Qwen3.5 from_pretrained errors are different failures." }, { "left": "issue:44263", "right": "issue:44373", "accept": false, - "reason": "A runtime torch.split bug and a wrong docstring are not the same issue." + "reason": "DSA indexer torch.split behavior has no overlap with a wrong position_ids docstring." }, { "left": "issue:43479", "right": "issue:44913", "accept": false, - "reason": "Default multimodal config initialization and GPTNeoX rotary_pct reload behavior are unrelated config bugs." + "reason": "Different config serialization bugs in different models; not a duplicate." }, { "left": "issue:22355", "right": "issue:28282", "accept": false, - "reason": "Missing transformers.onnx and missing PyTorch dependency are separate import/dependency failures." + "reason": "ONNX import missing and AutoModel requiring PyTorch are separate environment/module errors." }, { "left": "issue:42831", "right": "issue:44038", "accept": false, - "reason": "FineGrainedFP8 accuracy and Qwen3-VL-Moe behavior in v5 are different problem reports." + "reason": "Different model regressions: FineGrainedFP8 accuracy vs Qwen3-VL-Moe bug." }, { "left": "issue:39401", "right": "issue:44568", "accept": false, - "reason": "Wrong offset_mapping and missing BOS/EOS insertion are distinct tokenizer behaviors." + "reason": "Both concern tokenization behavior, but one is offset_mapping and the other is add_special_tokens BOS/EOS handling; different bugs." }, { - "left": "issue:44945", - "right": "issue:45753", + "left": "issue:42757", + "right": "issue:45278", "accept": false, - "reason": "Pipeline-parallelism output errors and Qwen3_5 image-specific infinite loops are not the same bug." + "reason": "The latter is a broad umbrella for import errors, but this specific huggingface_hub symbol error is not the same concrete underlying bug." }, { - "left": "issue:42757", - "right": "issue:45278", + "left": "issue:44945", + "right": "issue:45753", "accept": false, - "reason": "Missing huggingface_hub import and broad post-upgrade import errors are related only at a very high level, not the same concrete bug." + "reason": "Pipeline-parallel output corruption and image-triggered infinite looping are unrelated." }, { "left": "issue:42886", "right": "issue:42994", "accept": false, - "reason": "Offline tokenizer cache loading and quantized model saving are different lifecycle failures." + "reason": "Offline tokenizer cache loading and quantized model saving failure are different save/load paths." }, { "left": "issue:42886", "right": "issue:43066", "accept": false, - "reason": "Offline cache loading and wrong tokenizer decoder type are distinct tokenizer issues." + "reason": "Offline cache loading and wrong decoder type in v5 are different tokenizer regressions." }, { "left": "issue:43576", "right": "issue:43784", "accept": false, - "reason": "A broken transformers env command and a sentence-transformers import NameError are different bugs." + "reason": "Broken transformers env command and sentence-transformers import NameError are unrelated." } ] }, @@ -12537,16 +12522,16 @@ "issue:44295|issue:44297", "issue:44261|issue:44373", "issue:42907|issue:44945", - "issue:43122|issue:44514", "issue:43756|issue:44060", + "issue:43122|issue:44514", "issue:41628|issue:45278", - "issue:43723|issue:44779", "issue:43723|issue:44442", + "issue:43723|issue:44779", + "issue:43784|issue:45600", "issue:42907|issue:43937", "issue:44360|issue:44485", - "issue:43784|issue:45600", - "issue:43408|issue:43475", "issue:43122|issue:44521", + "issue:43408|issue:43475", "issue:43232|issue:45245", "issue:44625|issue:44829", "issue:43116|issue:45200", @@ -12559,227 +12544,230 @@ "issue:42907|issue:43452", "issue:43824|issue:44351" ], - "prepared_review_unit_hash": "8c076c5d6e7b61af4a6a72de8ea95cd7b5554cb459d1591e897222059303b87a", + "prepared_review_unit_hash": "23ba78bd41a6a44868d1c2baf1e682ae666fa72d850e000d50939fff275e28ac", "component_budget": { "node_count": 413, "item_count": 413, - "soft_pair_count": 1543, - "serialized_chars": 796418, - "estimated_input_tokens": 199105, - "estimated_eval_tokens": 398466 + "soft_pair_count": 1541, + "serialized_chars": 795721, + "estimated_input_tokens": 198931, + "estimated_eval_tokens": 398118 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 31, - "serialized_chars": 36645, - "estimated_input_tokens": 9162, - "estimated_eval_tokens": 18580 + "serialized_chars": 36649, + "estimated_input_tokens": 9163, + "estimated_eval_tokens": 18582 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, - "analyst_result": { - "summary": "This looks like a loose semantic cluster of Transformers issues around v5 regressions, imports, tokenizers, and multimodal/model-loading behavior rather than one duplicate bug. The soft pairs mostly share broad subsystem vocabulary but describe different concrete failures, so they should be rejected.", - "confidence": 0.91, - "canonical_issue_reason": null, + "analyst_result": { + "summary": "Mostly heterogeneous cluster with one clear duplicate-ish tokenizer-loading pair; the rest are separate bugs spanning loading, generation, multimodal, and model-specific regressions.", + "confidence": 0.61, + "canonical_issue_reason": "Issue 43723 is the broadest, most representative report of the tokenizer-loading regression in v5, and it naturally subsumes the specific FastSpeech2ConformerTokenizer failure.", "canonical_pr_reason": null, - "best_issue_reason": null, + "best_issue_reason": "43723 is the most central issue in the only clearly overlapping subcluster: it describes the generic AutoTokenizer.from_pretrained loading breakage, while nearby reports are specific instances of that same failure mode.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:44117", "right": "issue:44704", "accept": false, - "reason": "Both concern loading/registry paths, but one is about TOKENIZER_MAPPING_NAMES returning None and the other about AutoProcessor kwargs not reaching cached_file; different failure modes." + "reason": "Different code paths: tokenizer mapping lookup returning None vs AutoProcessor not forwarding kwargs to cached_file." }, { "left": "issue:43232", "right": "issue:45593", "accept": false, - "reason": "Generation kwargs handling after sync_gpus is unrelated to D-FINE auxiliary-loss behavior; same broad ML library, different bug." + "reason": "Generation/sync_gpus handling and D-FINE auxiliary-loss behavior are unrelated bugs." }, { "left": "issue:43646", "right": "issue:46002", "accept": false, - "reason": "Custom model initialization breakage in v5 is not the same as NaNs in classification heads upon checkout/init." + "reason": "Custom model initialization breakage is not the same as NaNs in classification heads after checkout/init." }, { "left": "issue:42371", "right": "issue:44263", "accept": false, - "reason": "TF32 settings warning and a torch.split indexing issue are unrelated runtime behaviors." + "reason": "TF32 API guidance and torch.split return values in a GLM indexer are unrelated." }, { "left": "issue:30990", "right": "issue:33357", "accept": false, - "reason": "Sentence Transformers loading stall and a MacOS bus error with a CLIP model are different symptoms and code paths." + "reason": "SentenceTransformers loading stall and a MacOS bus error with a CLIP model are distinct failures." }, { "left": "issue:43550", "right": "issue:46132", "accept": false, - "reason": "torch.compile SDPA training bug and AttentionInterface.register changing registered-function behavior are distinct issues." + "reason": "torch.compile+SDPA instability and AttentionInterface.register behavior changes are different issues." }, { "left": "issue:44704", "right": "issue:45290", "accept": false, - "reason": "AutoProcessor kwargs propagation is not the same as apply_chat_template crashing on assistant tool-call messages." + "reason": "Cached-file kwargs forwarding and chat-template crashes with tool calls/no content are different APIs." }, { "left": "issue:44295", "right": "issue:44297", "accept": false, - "reason": "One is about reading position_ids after buffer registration; the other is tokenizer_class metadata mismatch on save_pretrained." + "reason": "Reading a registered position_ids buffer and tokenizer_class mismatch on save are unrelated." }, { "left": "issue:44261", "right": "issue:44373", "accept": false, - "reason": "MLA q_a_layernorm epsilon precision discussion and a wrong docstring for position_ids are not duplicates." + "reason": "Missing rms_norm_eps in MLA q_a_layernorm is unrelated to a wrong docstring for position_ids." }, { "left": "issue:42907", "right": "issue:44945", "accept": false, - "reason": "Saving dequantized Ministral/Devstral models differs from incorrect LLM output under pipeline parallelism." + "reason": "Saving dequantized models and incorrect pipeline-parallel outputs are not the same bug." }, { - "left": "issue:43122", - "right": "issue:44514", + "left": "issue:43756", + "right": "issue:44060", "accept": false, - "reason": "Tokenizer behavior change across versions is different from a processor crash on batched chat templates with padding=False." + "reason": "Smollm3 RoPE layer-count issue and Qwen3-Next tied-weights warning are separate model-specific regressions." }, { - "left": "issue:43756", - "right": "issue:44060", + "left": "issue:43122", + "right": "issue:44514", "accept": false, - "reason": "Smollm3 RoPE layer count mismatch and Qwen3-Next tied-weights warning are separate model-specific bugs." + "reason": "Tokenizer regression across versions and apply_chat_template crashing on batched input are different code paths." }, { "left": "issue:41628", "right": "issue:45278", "accept": false, - "reason": "Missing AutoImageProcessor import and many import errors after upgrading are related only at a very broad API-break level, not the same concrete bug." + "reason": "Specific AutoImageProcessor import failure is related to, but not the same as, a broad report of many import errors after upgrade." + }, + { + "left": "issue:43723", + "right": "issue:44442", + "accept": true, + "reason": "Same underlying AutoTokenizer.from_pretrained loading regression in v5; 44442 is a specific tokenizer instance of the same failure mode." }, { "left": "issue:43723", "right": "issue:44779", "accept": false, - "reason": "AutoTokenizer.from_pretrained loading failure and DeepSeek tokenization regressions are both tokenizer-related but not the same issue." + "reason": "One is a tokenizer-loading failure, the other is incorrect tokenization output; same subsystem but not the same concrete bug." }, { - "left": "issue:43723", - "right": "issue:44442", + "left": "issue:43784", + "right": "issue:45600", "accept": false, - "reason": "Tokenizer loading failure and AutoTokenizer failing to load FastSpeech2ConformerTokenizer are both loader problems, but they involve different tokenizer classes and causes." + "reason": "Sentence-transformers import NameError and Sam3LiteText auto-mapping CI break are different import/config issues." }, { "left": "issue:42907", "right": "issue:43937", "accept": false, - "reason": "Model save/dequantization failure is unrelated to invalid GenerationConfig for GLM-5." + "reason": "Dequantized save failure and invalid GenerationConfig for GLM-5 are unrelated." }, { "left": "issue:44360", "right": "issue:44485", "accept": false, - "reason": "A DSA indexer math/kernel complaint and GLM-5 RoPE implementation discussion are not the same code-path problem." + "reason": "DSA indexer ReLU discussion and GLM-5 RoPE implementation are not the same problem." }, { - "left": "issue:43784", - "right": "issue:45600", + "left": "issue:43122", + "right": "issue:44521", "accept": false, - "reason": "Sentence-transformers import NameError from latest transformers is different from auto_mappings.py referencing removed Sam3LiteText configs." + "reason": "Versioned tokenizer-output regression and multimodal assistant-mask handling are different bugs." }, { "left": "issue:43408", "right": "issue:43475", "accept": false, - "reason": "sam3_video vs sam3_tracker warning is a config/class mismatch, while the other is a missing fpn_position_embeddings attribute at runtime." - }, - { - "left": "issue:43122", - "right": "issue:44521", - "accept": false, - "reason": "Tokenizer output changes across versions are not the same as assistant_masks being all zero for multimodal chat templates." + "reason": "SAM3 tracker-vs-video warning and missing fpn_position_embeddings are related only broadly, not the same concrete defect." }, { "left": "issue:43232", "right": "issue:45245", "accept": false, - "reason": "Generation kwargs sync behavior and a categorical cardinality limit error are unrelated." + "reason": "Generation update ordering and the 2^24 category limit are unrelated." }, { "left": "issue:44625", "right": "issue:44829", "accept": false, - "reason": "num_labels propagation in Qwen3.5 is unrelated to degenerate training with flash_attention_3." + "reason": "num_labels propagation and flash_attention_3 degenerate training are different issues." }, { "left": "issue:43116", "right": "issue:45200", "accept": false, - "reason": "Multi-label example script returning empty results is a different problem from mm_token_type_ids being required for text-only fine-tuning." + "reason": "Multi-label classification returning empty results and mm_token_type_ids defaults are not the same bug." }, { "left": "issue:42907", "right": "issue:44964", "accept": false, - "reason": "Saving dequantized models is unrelated to loading Phi-4 multimodal with latest transformers." + "reason": "Dequantized save failure and Phi-4 multimodal load failure are separate model-loading issues." }, { "left": "issue:44038", "right": "issue:44297", "accept": false, - "reason": "Qwen3-VL-Moe compatibility bug and tokenizer_class mismatch on save_pretrained are not the same issue." + "reason": "Qwen3-VL-Moe bug and tokenizer_class mismatch on save_pretrained are unrelated." }, { "left": "issue:29127", "right": "issue:30990", "accept": false, - "reason": "LayoutLMv3 error-message clarity and Sentence Transformers loading hang are completely different bugs." + "reason": "LayoutLMv3 error-message clarity and SentenceTransformers loading stall are unrelated." }, { "left": "issue:44038", "right": "issue:44295", "accept": false, - "reason": "Qwen3-VL-Moe behavior and position_ids buffer access are unrelated." + "reason": "Qwen3-VL-Moe behavior and position_ids buffer access are different code paths." }, { "left": "issue:43122", "right": "issue:44779", "accept": false, - "reason": "Both mention tokenizer behavior across versions, but the DeepSeek case is a model-specific incorrect-tokenization regression, not the same as the generic version-difference report." + "reason": "Both are tokenizer regressions, but one is a generic version-to-version tokenization change and the other is a Deepseek-specific incorrect-output report; not clearly the same bug." }, { "left": "issue:36296", "right": "issue:43116", "accept": false, - "reason": "Tensor parallel training bug and empty multi-label classification results are different training/eval issues." + "reason": "Tensor-parallel training bug and multi-label classification empty results are unrelated." }, { "left": "issue:42907", "right": "issue:43452", "accept": false, - "reason": "Dequantized model save failure does not match gguf_file breaking AutoTokenizer/AutoModelForCausalLM loading." + "reason": "Dequantized save failure and gguf_file breaking from_pretrained are distinct loading/saving regressions." }, { "left": "issue:43824", "right": "issue:44351", "accept": false, - "reason": "Qwen2_5_VLForConditionalGeneration import failure and HybridCache import failure are both import regressions, but they affect different symbols and components." + "reason": "Qwen2_5_VLForConditionalGeneration import failure and HybridCache import failure are separate missing-export issues." } ] }, - "evaluator_result": null, - "evaluator_used": false, + "evaluator_result": { + "accept": true, + "feedback": "The cluster summary is conservative and grounded in the packet. The only accepted soft pair, 43723/44442, is a reasonable duplicate-ish tokenizer-loading regression match from the titles, while the rest of the pairs are appropriately treated as separate bugs. No clear overstatement of evidence." + }, + "evaluator_used": true, "retried": false, - "accepted_nontrivial_soft_edge": false, + "accepted_nontrivial_soft_edge": true, "error_kind": null, "error_message": null }, @@ -12860,10 +12848,10 @@ "issue:43937|issue:44485", "issue:43611|issue:46002", "issue:43976|issue:45446", - "issue:43493|issue:45753", "issue:42222|issue:43441", - "issue:42831|issue:45753", + "issue:43493|issue:45753", "issue:42371|issue:43874", + "issue:42831|issue:45753", "issue:44075|issue:44936", "issue:45357|issue:45478", "issue:44038|issue:45478", @@ -12878,202 +12866,214 @@ "issue:43827|issue:45446", "issue:44625|issue:46002" ], - "prepared_review_unit_hash": "fa095073087b746d56832058e09ac996cdf80cf76348d6778ad3c0d4da42df31", + "prepared_review_unit_hash": "9f70f4d35290c43476690dab0af445eddb02a8084d52986923960f63c65b42ff", "component_budget": { "node_count": 413, "item_count": 413, - "soft_pair_count": 1543, - "serialized_chars": 796418, - "estimated_input_tokens": 199105, - "estimated_eval_tokens": 398466 + "soft_pair_count": 1541, + "serialized_chars": 795721, + "estimated_input_tokens": 198931, + "estimated_eval_tokens": 398118 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 31, - "serialized_chars": 36424, - "estimated_input_tokens": 9106, - "estimated_eval_tokens": 18468 + "serialized_chars": 36427, + "estimated_input_tokens": 9107, + "estimated_eval_tokens": 18470 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is mostly a grab bag of unrelated Transformers issues, with a few loose theme overlaps around v5 regressions, tokenizer behavior, imports, and Qwen3.5. No soft pair looks like the same underlying bug/change strongly enough to merge.", - "confidence": 0.68, - "canonical_issue_reason": "Issue 45278 is the broadest umbrella-style report here: it explicitly summarizes multiple import regressions after upgrading to 5.5.0, making it the closest thing to a cluster-level canonical issue among otherwise mostly unrelated items.", + "summary": "Mostly unrelated Transformers issues with superficial title similarity; none of the soft pairs look like true duplicates or mergeable PR equivalents.", + "confidence": 0.96, + "canonical_issue_reason": "No single canonical issue stands out: the items span unrelated tokenizer, import, model-loading, training, and docs bugs rather than one duplicate family.", "canonical_pr_reason": null, - "best_issue_reason": "Issue 45278 is the best standalone issue to anchor triage because it is the most general and could absorb nearby import-error reports; the rest of the set is too fragmented to serve as a better canonical target.", + "best_issue_reason": "No issue is a strong global representative for this cluster; the nearest matches are still about different concrete failures and code paths.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:39401", "right": "issue:44488", "accept": false, - "reason": "Different failures: Qwen3 tokenizer offset mapping vs a model load/import problem for sleng-bert. Same broad area, not the same bug." + "reason": "Different bugs: tokenizer offset_mapping mismatch vs a model-loading/import failure for sleng-bert." }, { "left": "issue:44038", "right": "issue:44222", "accept": false, - "reason": "Qwen3-VL-Moe runtime/load regression and FP8 save_pretrained behavior are different code paths and different symptoms." + "reason": "Both mention MoE, but one is a Qwen3-VL runtime bug and the other is FP8 save_pretrained serialization." }, { "left": "issue:45216", "right": "issue:45478", "accept": false, - "reason": "Both involve Qwen3.5 regressions, but one is save_pretrained checkpoint corruption and the other is from_pretrained loading failure; not the same concrete bug." + "reason": "Save_pretrained checkpoint corruption and from_pretrained load failure are related only by model family, not the same bug." }, { "left": "issue:39401", "right": "issue:44521", "accept": false, - "reason": "Offset mapping in Qwen3 tokenizer is unrelated to multimodal assistant mask generation in apply_chat_template." + "reason": "Tokenizer offset_mapping bug vs multimodal assistant_mask generation; different code paths and symptoms." }, { "left": "issue:42757", "right": "issue:44351", "accept": false, - "reason": "Separate missing-import issues for different symbols ('is_offline_mode' vs 'HybridCache'); no evidence of one root cause." + "reason": "Two separate missing-import errors for different symbols: is_offline_mode and HybridCache." }, { "left": "issue:43784", "right": "issue:45446", "accept": false, - "reason": "Sentence-transformers import failure and flex_attention version-check bug are unrelated." + "reason": "sentence-transformers import NameError is unrelated to the flex_attention PyTorch version check." }, { "left": "issue:22355", "right": "issue:28218", "accept": false, - "reason": "Import error for transformers.onnx is not the same as tokenizer adding an extra space after an added token." + "reason": "Missing transformers.onnx module and an extra-space tokenizer behavior are unrelated tokenizer issues." }, { "left": "issue:43122", "right": "issue:44977", "accept": false, - "reason": "A general tokenization difference across versions is not the same as a flash-attention generation failure for Qwen3.5." + "reason": "A general tokenization regression and a flash-attention generation failure are different concrete problems." }, { "left": "issue:22355", "right": "issue:29159", "accept": false, - "reason": "One is an import-path failure; the other is slow/fast tokenizer inconsistency." + "reason": "No module named transformers.onnx is not the same as slow/fast tokenizer inconsistency." }, { "left": "issue:43066", "right": "issue:44779", "accept": false, - "reason": "Wrong tokenizer decoder type and Deepseek tokenization regression are both tokenizer-related but not the same bug." + "reason": "Wrong decoder type in v5 and Deepseek tokenization regression are different tokenizer defects." }, { "left": "issue:43992", "right": "issue:44704", "accept": false, - "reason": "Missing embed_tokens weights in UMT5Encoder.from_pretrained is unrelated to AutoProcessor kwargs not reaching cached_file." + "reason": "Missing embed_tokens.weight during model loading is unrelated to AutoProcessor kwargs forwarding." }, { "left": "issue:43937", "right": "issue:44485", "accept": false, - "reason": "GenerationConfig validation error and GLM-5 RoPE implementation discussion do not describe the same failure." + "reason": "Invalid GenerationConfig and GLM-5 RoPE implementation are distinct failures." }, { "left": "issue:43611", "right": "issue:46002", "accept": false, - "reason": "Model loading with base_model_prefix and NaNs in classification heads are different problems." + "reason": "base_model_prefix loading regression is not the same as NaNs in classification heads after checkout/init." }, { "left": "issue:43976", "right": "issue:45446", "accept": false, - "reason": "Python version compatibility and a PyTorch version check for flex_attention are different versioning issues." - }, - { - "left": "issue:43493", - "right": "issue:45753", - "accept": false, - "reason": "SigLIP2 implementation discrepancy and Qwen3_5 infinite-loop behavior are unrelated model bugs." + "reason": "Python version compatibility and a PyTorch version guard bug are different environment checks." }, { "left": "issue:42222", "right": "issue:43441", "accept": false, - "reason": "Vitpose model breakage and Ministral-3 flash-attention failure are different subsystems and symptoms." + "reason": "Vitpose import breakage and Ministral FlashAttention failure are unrelated model-specific issues." }, { - "left": "issue:42831", + "left": "issue:43493", "right": "issue:45753", "accept": false, - "reason": "FP8 accuracy issues are not the same as a Qwen3_5 image-triggered infinite loop." + "reason": "SigLIP2 implementation discrepancy vs Qwen3_5 infinite loop on one image are different model bugs." }, { "left": "issue:42371", "right": "issue:43874", "accept": false, - "reason": "TF32 API guidance and a missing image-patch helper in GLM46VImageProcessorFast are unrelated." + "reason": "TF32 API/settings guidance and missing get_number_of_image_patches are not the same problem." + }, + { + "left": "issue:42831", + "right": "issue:45753", + "accept": false, + "reason": "FineGrainedFP8 accuracy loss is unrelated to the Qwen3_5 infinite-loop behavior." }, { "left": "issue:44075", "right": "issue:44936", "accept": false, - "reason": "Optimizer-argument handling and trainer.evaluate() failing after train() are different trainer bugs." + "reason": "Optimizer SGD args ignored and train/evaluate lifecycle failure are different training bugs." }, { "left": "issue:45357", "right": "issue:45478", "accept": false, - "reason": "Incorrect visual encoder keys in save_pretrained is a save-path bug, not the same as a Qwen3.5 Moe from_pretrained error." + "reason": "Both are Qwen3.5-related, but one is incorrect save_pretrained keys and the other is a from_pretrained load error." }, { "left": "issue:43116", "right": "issue:43825", "accept": false, - "reason": "Example script multi-label behavior and pipeline() translation messaging/docs are separate issues." + "reason": "Example script returns empty results, while the other issue is about an incorrect pipeline error message/docs." }, { "left": "issue:45083", "right": "issue:45446", "accept": false, - "reason": "Helper output-length behavior in qwen3_omni_moe is unrelated to flex_attention import/version checking." + "reason": "Helper output-length calculation in qwen3_omni_moe is unrelated to the flex_attention import/version check." + }, + { + "left": "issue:43116", + "right": "issue:43493", + "accept": false, + "reason": "Multi-label example script behavior and SigLIP2 implementation discrepancy do not share a concrete code path." + }, + { + "left": "issue:43937", + "right": "issue:45563", + "accept": false, + "reason": "GenerationConfig validation failure and a stale warning about num_return_sequences are different issues." }, { "left": "issue:38617", "right": "issue:45278", "accept": false, - "reason": "The specific layer_type_validation import failure may be thematically related, but there is not enough evidence to treat it as the same underlying bug as the broader import-error report." + "reason": "A specific missing import is only loosely related to a broad report of many import errors after upgrade." }, { "left": "issue:43064", "right": "issue:43673", "accept": false, - "reason": "FSDP2/PEFT optimizer-state corruption and missing GenerationMixin cache in chunked_prefill are different code paths." + "reason": "Distributed optimizer-state corruption and missing GenerationMixin cache are separate v5 bugs." }, { "left": "issue:44380", "right": "issue:46077", "accept": false, - "reason": "GPT2 attention scaling under SDPA/FlashAttention and Gemma4 bidirectional attention-mask construction are not the same bug." + "reason": "Ignored GPT2 attention scaling and Gemma4 causal-mask construction are different attention-path bugs." }, { "left": "issue:33453", "right": "issue:39401", "accept": false, - "reason": "A generic tokenizer-loading regression is not the same as a Qwen3 offset_mapping defect." + "reason": "Tokenizer loading regression and offset_mapping mismatch are distinct tokenizer problems." }, { "left": "issue:43827", "right": "issue:45446", "accept": false, - "reason": "Documentation still mentioning pipeline() and a flex_attention import version check are unrelated." + "reason": "Docs still referencing pipeline() and a PyTorch version check bug are unrelated." }, { "left": "issue:44625", "right": "issue:46002", "accept": false, - "reason": "num_labels propagation in Qwen3.5 and NaNs in classification heads are different issues." + "reason": "num_labels propagation in Qwen3.5 config is unrelated to NaNs in classification heads." } ] }, @@ -13147,8 +13147,8 @@ "issue:46002" ], "soft_pairs": [ - "issue:44117|issue:45588", "issue:22355|issue:29127", + "issue:44117|issue:45588", "issue:43381|issue:44945", "issue:39401|issue:44779", "issue:43937|issue:44977", @@ -13161,8 +13161,8 @@ "issue:44410|issue:45310", "issue:44829|issue:45216", "issue:44291|issue:45071", - "issue:39401|issue:43421", "issue:44484|issue:45310", + "issue:39401|issue:43421", "issue:42222|issue:45542", "issue:43408|issue:43742", "issue:43937|issue:44496", @@ -13175,20 +13175,20 @@ "issue:42371|issue:44261", "issue:38617|issue:44220" ], - "prepared_review_unit_hash": "0539865eeb0343d01b36b7ce28ef6f75e5d28401660eaa2096115fd3504ca357", + "prepared_review_unit_hash": "c3d9f40812b3fa9051bd5e62f8f77a1cebc07217db62339bb9feadf436684202", "component_budget": { "node_count": 413, "item_count": 413, - "soft_pair_count": 1543, - "serialized_chars": 796418, - "estimated_input_tokens": 199105, - "estimated_eval_tokens": 398466 + "soft_pair_count": 1541, + "serialized_chars": 795721, + "estimated_input_tokens": 198931, + "estimated_eval_tokens": 398118 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 27, - "serialized_chars": 35754, + "serialized_chars": 35756, "estimated_input_tokens": 8939, "estimated_eval_tokens": 18134 }, @@ -13197,174 +13197,174 @@ "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is mostly heterogeneous: tokenizer regressions, import errors, dtype/config issues, and unrelated runtime bugs. The soft edges are largely false positives; I would not merge any of these issue pairs as duplicates based on the available titles/metadata alone.", - "confidence": 0.42, - "canonical_issue_reason": "issue:43122 is the broadest and most representative tokenizer-regression report in the set, with an explicit version comparison (4.57.3 \u2192 5.0) and enough context to anchor nearby tokenizer-related reports. It is still not a duplicate of the others, but it is the best canonical issue among this mixed set.", + "summary": "This cluster is heterogeneous: the issues cover unrelated tokenizer, model-loading, backend, dtype, and API problems. None of the soft pairs look like the same underlying bug/change, so no duplicate merges are warranted.", + "confidence": 0.98, + "canonical_issue_reason": "No clear canonical issue: the items are not duplicates of one another and span unrelated failure modes.", "canonical_pr_reason": null, - "best_issue_reason": "issue:43122 is the best single issue to represent the cluster because it describes a general behavior regression rather than a narrow model-specific or import-symbol-specific failure. The rest of the set is too mixed to justify a tighter canonical choice.", + "best_issue_reason": "No single issue is a good global representative because the cluster is not cohesive.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:44117", - "right": "issue:45588", + "left": "issue:22355", + "right": "issue:29127", "accept": false, - "reason": "Different failures: tokenizer mapping lookup vs flash-attention crash on sink-less models. Same project area, not the same bug." + "reason": "A missing module import and a LayoutLMv3 error-message complaint are unrelated failures." }, { - "left": "issue:22355", - "right": "issue:29127", + "left": "issue:44117", + "right": "issue:45588", "accept": false, - "reason": "No shared code-path: ONNX import/package issue versus a LayoutLMv3 error-message clarity problem." + "reason": "Tokenizer mapping fallback logic and a flash-attention crash on missing `s_aux` are different code paths." }, { "left": "issue:43381", "right": "issue:44945", "accept": false, - "reason": "Gradient checkpointing eval-mode restriction and pipeline-parallelism output corruption are distinct runtime problems." + "reason": "Gradient checkpointing in eval mode is unrelated to incorrect output under pipeline parallelism." }, { "left": "issue:39401", "right": "issue:44779", "accept": false, - "reason": "Both are tokenizer-related, but one is wrong offset mappings and the other is DeepSeek tokenization mismatch in v5; not clearly the same defect." + "reason": "Both are tokenizer regressions, but for different models and different symptoms; not the same bug." }, { "left": "issue:43937", "right": "issue:44977", "accept": false, - "reason": "GenerationConfig validation failure and flash-attention generation issues are separate code paths." + "reason": "An invalid `GenerationConfig` and a flash-attention generation failure are distinct problems." }, { "left": "issue:44466", "right": "issue:46002", "accept": false, - "reason": "Serialization of tied lm_head weights is unrelated to NaNs in classification heads after checkout/init." + "reason": "Serialization of tied weights and NaNs after checkout/init are unrelated." }, { "left": "issue:43450", "right": "issue:43986", "accept": false, - "reason": "Incorrect batched video processor shapes and missing-torchvision AutoProcessor crash are different bugs." + "reason": "Batched video-processor shape handling and missing-`torchvision` import failure are different issues." }, { "left": "issue:45405", "right": "issue:45446", "accept": false, - "reason": "PEFT version pinning and a PyTorch version-check bug are unrelated." + "reason": "A package version pin problem is unrelated to the flex_attention import version check bug." }, { "left": "issue:44117", "right": "issue:45081", "accept": false, - "reason": "Tokenizer mapping None and Mistral regex patch crashing are different tokenizer failures with different triggers." + "reason": "Tokenizer mapping `None` handling and Mistral regex patching are separate failures." }, { "left": "issue:38617", "right": "issue:41628", "accept": false, - "reason": "Both are import errors, but they concern different symbols and likely different breakages." + "reason": "Both are import errors, but for different symbols and different root causes." }, { "left": "issue:42673", "right": "issue:45072", "accept": false, - "reason": "VRAM leak under multiple dataloader threads is unrelated to bfloat16 dtype mismatches." + "reason": "A VRAM leak in multithreaded generation and bf16 dtype mismatches are unrelated." }, { "left": "issue:44410", "right": "issue:45310", "accept": false, - "reason": "Missing qwen3next projections and Qwen3.5 MoE from_pretrained errors are distinct model-loading issues." + "reason": "Missing projections in qwen3next and a Qwen3.5 MoE load error are not the same bug." }, { "left": "issue:44829", "right": "issue:45216", "accept": false, - "reason": "Flash-attention 3 training degeneration and save_pretrained checkpoint regression are not the same bug." + "reason": "Degenerate training with flash-attention-3 and incorrect checkpoint saving are different code-path problems." }, { "left": "issue:44291", "right": "issue:45071", "accept": false, - "reason": "Unexpected _is_hf_initialized argument during init_empty_weights and PretrainedConfig type-checking are different regressions." + "reason": "`init_empty_weights` argument incompatibility and `PretrainedConfig` type-checking breakage are distinct regressions." }, { - "left": "issue:39401", - "right": "issue:43421", + "left": "issue:44484", + "right": "issue:45310", "accept": false, - "reason": "Offset mapping correctness and runtime post-processor updates for special tokens are separate tokenizer behaviors." + "reason": "`max_shard_size` behavior in save_pretrained is unrelated to a Qwen3.5 MoE from_pretrained error." }, { - "left": "issue:44484", - "right": "issue:45310", + "left": "issue:39401", + "right": "issue:43421", "accept": false, - "reason": "Shard-size default question and Qwen3.5 MoE loading error are unrelated." + "reason": "Wrong offset mappings and runtime post-processor updates are different tokenizer issues." }, { "left": "issue:42222", "right": "issue:45542", "accept": false, - "reason": "VitPose model breakage and tensorboard-without-TF backend detection are unrelated failures." + "reason": "Broken VitPose model loading and a tensorboard-without-TensorFlow backend error are unrelated." }, { "left": "issue:43408", "right": "issue:43742", "accept": false, - "reason": "sam3_tracker type warning and MobileLLM key error are different model/config issues." + "reason": "A model-type warning between sam3 variants and a MobileLLM key error are different loading problems." }, { "left": "issue:43937", "right": "issue:44496", "accept": false, - "reason": "Invalid GenerationConfig and missing model_type in config.json are different loading/validation errors." + "reason": "Invalid generation config and missing `model_type` during model loading are not the same underlying bug." }, { "left": "issue:42175", "right": "issue:42222", "accept": false, - "reason": "Package-extras backend installation issue and broken VitPose models are not the same underlying bug." + "reason": "Missing TensorFlow in a torch install and broken VitPose models do not share a concrete root cause." }, { "left": "issue:44483", "right": "issue:45464", "accept": false, - "reason": "Both mention chat/completions, but one is a generic v5.3 incompatibility and the other is a Qwen3.5 streaming-specific failure." + "reason": "Both mention chat/completions, but one is a general request rejection and the other is a model-specific streaming failure." }, { "left": "issue:44964", "right": "issue:45278", "accept": false, - "reason": "Phi-4 multimodal loading failure and broad import errors after upgrade are different problems." + "reason": "A single multimodal model load failure is not the same as broad import errors after upgrade." }, { "left": "issue:44075", "right": "issue:45656", "accept": false, - "reason": "SGD args ignored and optimizer step called twice with deepspeed are separate optimizer bugs." + "reason": "SGD args being ignored and optimizer step being called twice with deepspeed are different optimizer bugs." }, { "left": "issue:43066", "right": "issue:43122", "accept": false, - "reason": "Both involve tokenizer regressions in v5, but one is wrong decoder type and the other is changed tokenization output; not enough evidence they are the same bug." + "reason": "Wrong decoder type and changed tokenization outputs are related in theme but not clearly the same defect." }, { "left": "issue:43012", "right": "issue:43577", "accept": false, - "reason": "A bf16 compile warning and BLIP2 dtype remaining float32 on load are distinct dtype issues." + "reason": "A PyTorch warning on bfloat16 compilation and BLIP2 dtype staying float32 are different precision issues." }, { "left": "issue:42371", "right": "issue:44261", "accept": false, - "reason": "TF32 API guidance and MLA rms_norm_eps precision error are unrelated." + "reason": "TF32 API guidance and an MLA layer norm epsilon precision bug are unrelated." }, { "left": "issue:38617", "right": "issue:44220", "accept": false, - "reason": "Missing configuration_utils export and _torch_extract_fbank_features issue are unrelated." + "reason": "An import failure and a `_torch_extract_fbank_features()` bug are not the same code-path problem." } ] }, @@ -13440,15 +13440,15 @@ "issue:44410|issue:45478", "issue:44484|issue:45478", "issue:44263|issue:44485", - "issue:43874|issue:44261", "issue:43097|issue:44493", + "issue:43874|issue:44261", "issue:41628|issue:45071", "issue:43012|issue:43408", "issue:42222|issue:45459", "issue:45071|issue:45542", "issue:43441|issue:44829", - "issue:42673|issue:43906", "issue:42673|issue:44977", + "issue:42673|issue:43906", "issue:42371|issue:42831", "issue:43931|issue:44038", "issue:43097|issue:43452", @@ -13469,23 +13469,23 @@ "issue:44038|issue:44410", "issue:43931|issue:44410", "issue:44704|issue:45103", - "issue:44261|issue:44485", - "issue:43502|issue:43992" + "issue:43502|issue:43992", + "issue:44261|issue:44485" ], - "prepared_review_unit_hash": "efd0dbeaab1214be70027eb5c17702e25cef290c24bc7af47e0e8ff41d315e78", + "prepared_review_unit_hash": "adfe590aafeb3a9af4c5e1fe861dd3a12a6619e0bdc916ad11e17cc48e56e314", "component_budget": { "node_count": 413, "item_count": 413, - "soft_pair_count": 1543, - "serialized_chars": 796418, - "estimated_input_tokens": 199105, - "estimated_eval_tokens": 398466 + "soft_pair_count": 1541, + "serialized_chars": 795721, + "estimated_input_tokens": 198931, + "estimated_eval_tokens": 398118 }, "budget": { "node_count": 47, "item_count": 47, "soft_pair_count": 34, - "serialized_chars": 37355, + "serialized_chars": 37354, "estimated_input_tokens": 9339, "estimated_eval_tokens": 18934 }, @@ -13494,210 +13494,210 @@ "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "The cluster is mostly heterogeneous: the soft pairs share superficial Transformers/loading/model-family vocabulary, but they do not describe the same concrete bug or change. I would not merge any of the proposed soft edges.", - "confidence": 0.95, - "canonical_issue_reason": null, + "summary": "This set is mostly a grab-bag of unrelated Transformers issues: import errors, model-specific loading bugs, config warnings, and training/runtime regressions. The soft-edge pairs share broad themes at most, but not the same concrete underlying defect, so none should be merged.", + "confidence": 0.93, + "canonical_issue_reason": "issue:45478 is a concrete, version-scoped from_pretrained regression with clear user impact and a narrow, actionable scope, making it a reasonable anchor among otherwise disparate reports.", "canonical_pr_reason": null, - "best_issue_reason": "issue:43502 is the clearest standalone bug here: a core API contract violation where `local_files_only=True` is ignored and requests are still made.", + "best_issue_reason": "issue:45478 is the clearest self-contained bug report here and the most suitable representative issue for triage.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:44410", "right": "issue:45478", "accept": false, - "reason": "Different failures: missing projections in qwen3next vs a Qwen3.5 MoE from_pretrained error." + "reason": "Both involve Qwen3.5-era models, but one is a missing projection bug and the other is a from_pretrained loading failure; different code paths and symptoms." }, { "left": "issue:44484", "right": "issue:45478", "accept": false, - "reason": "Unrelated topics: save_pretrained shard sizing question vs Qwen3.5 MoE loading failure." + "reason": "save_pretrained shard sizing question vs model-loading error are unrelated problems." }, { "left": "issue:44263", "right": "issue:44485", "accept": false, - "reason": "Tensor split return handling in GLM MoE code is not the same as a GLM-5 RoPE implementation issue." + "reason": "GLM-5 RoPE implementation discussion and torch.split return handling are distinct bugs." }, { - "left": "issue:43874", - "right": "issue:44261", + "left": "issue:43097", + "right": "issue:44493", "accept": false, - "reason": "Missing image-processor method and an rms_norm_eps precision issue are different code paths." + "reason": "A removed tie_embeddings config option and unexpected position-id keys are different regressions." }, { - "left": "issue:43097", - "right": "issue:44493", + "left": "issue:43874", + "right": "issue:44261", "accept": false, - "reason": "Removed config flag warning is unrelated to unexpected `position_id` keys at load time." + "reason": "Missing image-patch helper vs RMS norm epsilon precision issue are unrelated." }, { "left": "issue:41628", "right": "issue:45071", "accept": false, - "reason": "ImportError for `AutoImageProcessor` and a PretrainedConfig type-checking regression are not the same bug." + "reason": "Importing AutoImageProcessor and PreTrainedConfig type checking are unrelated failures." }, { "left": "issue:43012", "right": "issue:43408", "accept": false, - "reason": "Float32 warning on bfloat16 compile is different from a model-type mismatch warning." + "reason": "TF32 warning behavior and SAM3 model-type mismatch are different issues." }, { "left": "issue:42222", "right": "issue:45459", "accept": false, - "reason": "VitPose breakage is not the same underlying issue as protobuf-related tokenizer error masking." + "reason": "Vitpose breakage and protobuf tokenizer error masking are separate problems." }, { "left": "issue:45071", "right": "issue:45542", "accept": false, - "reason": "Type checking breakage and missing-TensorFlow backend handling are separate problems." + "reason": "Type-checking regression and TensorFlow backend detection error are unrelated." }, { "left": "issue:43441", "right": "issue:44829", "accept": false, - "reason": "Both mention flash attention, but one is an inference/load failure and the other is degenerate training; not mergeable as one fix." + "reason": "Both mention flash attention, but one is a model load failure and the other is degenerate training behavior." }, { "left": "issue:42673", - "right": "issue:43906", + "right": "issue:44977", "accept": false, - "reason": "A Qwen3ForCausalLM VRAM leak in dataloader threads is not the same as an isolated reproduction of another issue." + "reason": "VRAM leak in dataloader threads and Qwen3.5 flash-attention generation failure are different defects." }, { "left": "issue:42673", - "right": "issue:44977", + "right": "issue:43906", "accept": false, - "reason": "VRAM leakage and flash-attention generation failure are different concrete symptoms and code paths." + "reason": "An isolated reproduction of another issue is not enough; the VRAM leak report is a different bug." }, { "left": "issue:42371", "right": "issue:42831", "accept": false, - "reason": "TF32 API guidance and FineGrainedFP8 accuracy loss are unrelated." + "reason": "TF32 API guidance and FineGrainedFP8 accuracy regression are unrelated." }, { "left": "issue:43931", "right": "issue:44038", "accept": false, - "reason": "Weight-shape mismatch on one Qwen3-VL model is not the same as a Qwen3-VL-Moe v5 bug." + "reason": "Weight-shape mismatch on load and a Qwen3-VL-Moe bug are different model-loading failures with no shared concrete code path." }, { "left": "issue:43097", "right": "issue:43452", "accept": false, - "reason": "Config-flag removal and gguf_file loading failures are distinct regressions." + "reason": "Config-option removal and gguf_file loading breakage are unrelated." }, { "left": "issue:43335", "right": "issue:45071", "accept": false, - "reason": "SwitchTransformers sparse-layer construction bug is unrelated to config type-checking." + "reason": "SwitchTransformers sparse-layer creation bug and PretrainedConfig type checking are unrelated." }, { "left": "issue:44117", "right": "issue:44987", "accept": false, - "reason": "Tokenizer mapping returning None and a physical-intelligence loading failure are not the same failure mode." + "reason": "Tokenizer mapping returning None and a specific model load failure are not the same underlying issue." }, { "left": "issue:43976", "right": "issue:44945", "accept": false, - "reason": "Python-version compatibility and pipeline-parallelism output corruption are separate issues." + "reason": "Python compatibility issue and pipeline-parallelism output corruption are separate regressions." }, { "left": "issue:43408", "right": "issue:44368", "accept": false, - "reason": "Two different warnings about two different config fields; no shared root cause." + "reason": "These are both warnings, but about different config/model mismatches with no shared defect." }, { "left": "issue:43874", "right": "issue:44263", "accept": false, - "reason": "Missing `get_number_of_image_patches` and a `torch.split` return-value bug are unrelated." + "reason": "Missing image-patch counting helper and torch.split return handling are unrelated." }, { "left": "issue:43986", "right": "issue:44484", "accept": false, - "reason": "AutoProcessor crashing without torchvision is not the same as a save_pretrained shard-size question." + "reason": "AutoProcessor crash without torchvision and a max_shard_size question are unrelated." }, { "left": "issue:38617", "right": "issue:42757", "accept": false, - "reason": "Both are import errors, but they concern different missing symbols from different modules/packages." + "reason": "Both are import errors, but they involve different symbols, different packages, and likely different version breaks." }, { "left": "issue:43064", "right": "issue:44315", "accept": false, - "reason": "Wrong optimizer states in distributed training is not the same as Liger Kernel not being applied with model_init." + "reason": "FSDP2/PEFT optimizer-state corruption and Liger Kernel not applied in model_init are different training setup bugs." }, { "left": "issue:43097", "right": "issue:46050", "accept": false, - "reason": "Removed embedding-tie config and post-save quantized model breakage are different bugs." + "reason": "Embedding-tie config removal and sinq save/load breakage are unrelated." }, { "left": "issue:38617", "right": "issue:44351", "accept": false, - "reason": "Separate ImportError reports for different symbols; no shared underlying fix." + "reason": "Missing layer_type_validation and missing HybridCache are both import errors, but not the same missing export or code path." + }, + { + "left": "issue:43097", + "right": "issue:45588", + "accept": false, + "reason": "Config deprecation and flash_attention sink-less AttributeError are unrelated." }, { "left": "issue:44410", "right": "issue:45375", "accept": false, - "reason": "Missing layer projections and a missing config field silently dropped by strict parsing are different problems." + "reason": "A missing projection in qwen3next and a missing vision-config field are different model-specific bugs." }, { "left": "issue:44062", "right": "issue:44117", "accept": false, - "reason": "`AddedToken` keyword duplication is unrelated to tokenizer mapping assumptions in from_pretrained." - }, - { - "left": "issue:42673", - "right": "issue:45200", - "accept": false, - "reason": "VRAM leak in multi-threaded loading is unrelated to Gemma 4 needing `mm_token_type_ids` defaults." + "reason": "AddedToken keyword-argument collision and tokenizer mapping None are tokenizer-related but distinct defects." }, { "left": "issue:44038", "right": "issue:44410", "accept": false, - "reason": "Qwen3-VL-Moe v5 bug and qwen3next missing projections do not share the same code path." + "reason": "These are both Qwen-family issues, but one is a MoE load bug and the other is missing projections; not the same bug." }, { "left": "issue:43931", "right": "issue:44410", "accept": false, - "reason": "Model weight mismatch and missing attention projections are different loading/model-definition issues." + "reason": "Weight mismatch on load and missing attn projections are different failure modes." }, { "left": "issue:44704", "right": "issue:45103", "accept": false, - "reason": "Passing kwargs to cached_file and an auto_docstring annotations crash are unrelated." + "reason": "cached_file kwargs propagation and auto_docstring annotation handling are unrelated utilities." }, { - "left": "issue:44261", - "right": "issue:44485", + "left": "issue:43502", + "right": "issue:43992", "accept": false, - "reason": "RMS norm epsilon precision and GLM-5 RoPE implementation are separate model bugs." + "reason": "Local-files-only network leakage and missing embed_tokens.weight are separate loading issues." }, { - "left": "issue:43502", - "right": "issue:43992", + "left": "issue:44261", + "right": "issue:44485", "accept": false, - "reason": "Ignoring `local_files_only` is not the same as a missing `embed_tokens.weight` in UMT5Encoder." + "reason": "RMS norm epsilon precision regression and GLM-5 RoPE implementation are unrelated." } ] }, @@ -13777,8 +13777,8 @@ "issue:43066|issue:43906", "issue:42617|issue:45341", "issue:43986|issue:45290", - "issue:45341|issue:45561", "issue:43986|issue:45372", + "issue:45341|issue:45561", "issue:43986|issue:45341", "issue:45341|issue:45588", "issue:43825|issue:44655", @@ -13804,160 +13804,160 @@ "issue:44483|issue:45381", "issue:43299|issue:43867" ], - "prepared_review_unit_hash": "93cbcd20a8d85f3ba8db5221f3ab19b5f98cd5f3d87f0187e494c7b8e9c664f9", + "prepared_review_unit_hash": "133f2c8788ecee8f6af46364f179ddb6160d31aead2047000dd47853e803acd4", "component_budget": { "node_count": 413, "item_count": 413, - "soft_pair_count": 1543, - "serialized_chars": 796418, - "estimated_input_tokens": 199105, - "estimated_eval_tokens": 398466 + "soft_pair_count": 1541, + "serialized_chars": 795721, + "estimated_input_tokens": 198931, + "estimated_eval_tokens": 398118 }, "budget": { "node_count": 47, "item_count": 47, "soft_pair_count": 33, - "serialized_chars": 36751, - "estimated_input_tokens": 9188, - "estimated_eval_tokens": 18632 + "serialized_chars": 36753, + "estimated_input_tokens": 9189, + "estimated_eval_tokens": 18634 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "The set is a loose collection of Transformers issues, not a duplicate cluster. None of the soft edges look like the same underlying bug or change, so all should be rejected. If one issue must represent the group, the local_files_only regression (43502) is the strongest standalone candidate because it is well-scoped, well-discussed, and broadly user-visible.", - "confidence": 0.88, - "canonical_issue_reason": "Issue 43502 is the clearest high-signal report in the set: concrete repro, broad user impact, and strong discussion/inbound reference activity. It is the best single representative if a canonical issue is required.", + "summary": "These are mostly distinct Transformers regressions and bug reports that only loosely overlap around loading/import/chat-template themes. The soft pairs look like thematic similarity, not true duplicates, so I would not merge any of them.", + "confidence": 0.84, + "canonical_issue_reason": "issue:43824 is the clearest, most self-contained failure in the set: a concrete ImportError on a specific model class with multiple references and a directly reproducible load-path breakage.", "canonical_pr_reason": null, - "best_issue_reason": "Issue 43502 is the most actionable and generally useful issue to keep as the cluster representative; its problem statement is clearer and more reusable than the more model-specific regressions around it.", + "best_issue_reason": "issue:43824 is the best representative anchor for this cluster because it is specific, reproducible, and close to several other loading/import regressions, while still being clearly scoped.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:44964", "right": "issue:45341", "accept": false, - "reason": "Unrelated failures: Phi-4 multimodal loading vs a testing_utils bug." + "reason": "Both are general bug reports, but one is a model-loading regression and the other is a testing_utils issue." }, { "left": "issue:45341", "right": "issue:45859", "accept": false, - "reason": "Different code paths: test utility bug vs Qwen3_5Moe rotary embedding CPU-offload incompatibility." + "reason": "The titles only share a vague utility/bug theme; these are different code paths and different failures." }, { "left": "issue:43097", "right": "issue:43873", "accept": false, - "reason": "Unrelated regressions: missing tie_embeddings_and_encoder_decoder docs/behavior vs quantization offloading." + "reason": "Both are v5-era regressions, but one is an API removal notice and the other is an offloading/quantization bug." }, { "left": "issue:43986", "right": "issue:44117", "accept": false, - "reason": "Different subsystems: video-model AutoProcessor crash without torchvision vs tokenizer mapping None handling." + "reason": "Both involve loading-related code, but a missing torchvision path crash is not the same bug as TOKENIZER_MAPPING_NAMES returning None." }, { "left": "issue:43066", "right": "issue:43906", "accept": false, - "reason": "No evidence of the same bug; one is a tokenizer decoder mismatch, the other is only an isolated reproduction of a separate issue." + "reason": "These are unrelated: tokenizer decoder type issues versus an isolated reproduction of a different model-loading bug." }, { "left": "issue:42617", "right": "issue:45341", "accept": false, - "reason": "3d_parallel.py runtime failure and a small testing_utils bug are not the same underlying problem." + "reason": "Different subsystems entirely: xLSTM training problems versus a small testing_utils bug." }, { "left": "issue:43986", "right": "issue:45290", "accept": false, - "reason": "Different failures: AutoProcessor/video-model import crash vs chat-template crash on tool-call assistant messages." + "reason": "Both are processor/chat-adjacent crashes, but the concrete failure modes and APIs differ." }, { - "left": "issue:45341", - "right": "issue:45561", + "left": "issue:43986", + "right": "issue:45372", "accept": false, - "reason": "Both mention testing utils, but one is a generic bug and the other is a specific xdist race on captured_info.txt; not the same concrete issue." + "reason": "One is a missing torchvision dependency crash; the other is a mistral_common import regression affecting Gemma 4 loading." }, { - "left": "issue:43986", - "right": "issue:45372", + "left": "issue:45341", + "right": "issue:45561", "accept": false, - "reason": "Different missing dependency/import paths: torchvision-related video-model loading vs mistral_common ReasoningEffort import failure." + "reason": "Testing utilities appear in both contexts, but one is a race in patched test capture and the other is a small bug in testing_utils.py." }, { "left": "issue:43986", "right": "issue:45341", "accept": false, - "reason": "Video-model AutoProcessor crash and a testing_utils bug are unrelated." + "reason": "They are both bug reports, but the underlying failures are unrelated." }, { "left": "issue:45341", "right": "issue:45588", "accept": false, - "reason": "Testing-utils bug vs flash_attention s_aux=None AttributeError are different code paths." + "reason": "A testing_utils bug and a flash_attention sink-less-model crash are different issues." }, { "left": "issue:43825", "right": "issue:44655", "accept": false, - "reason": "Pipeline translation-task messaging and Pipeline save_pretrained behavior are distinct issues." + "reason": "Both are user-facing regressions, but one is pipeline task messaging and the other is save_pretrained behavior." }, { "left": "issue:43208", "right": "issue:43550", "accept": false, - "reason": "Different model-specific training bugs: xLSTM training blockers vs Bamba torch.compile/SDPA failure." + "reason": "These are separate model-specific training/compile bugs and do not share the same concrete failure path." }, { "left": "issue:43992", "right": "issue:44484", "accept": false, - "reason": "Missing embed_tokens weight on load and max_shard_size default are different save/load concerns." + "reason": "Different problems: missing embed_tokens.weight during load versus max_shard_size documentation/behavior." }, { "left": "issue:43012", "right": "issue:43550", "accept": false, - "reason": "A warning emitted for bfloat16 compilation is not the same as a Bamba torch.compile functional failure." + "reason": "A PyTorch warning during bf16 compile is not the same as a Bamba SDPA compile failure." }, { "left": "issue:43012", "right": "issue:44368", "accept": false, - "reason": "Both are warnings, but they concern different models and different config mismatches." + "reason": "Both mention warnings, but they concern different models and different causes." }, { "left": "issue:42907", "right": "issue:45753", "accept": false, - "reason": "Saving dequantized Ministrals/Devstrals and a Qwen3_5 infinite-loop image bug are unrelated." + "reason": "One is a save/dequantization failure, the other is an infinite-generation loop on a specific image." }, { "left": "issue:42907", "right": "issue:44655", "accept": false, - "reason": "Model save failure after dequantization is not the same as saving Pipeline objects." + "reason": "Saving dequantized models and saving Pipeline objects are different save paths with different bugs." }, { "left": "issue:43792", "right": "issue:46123", "accept": false, - "reason": "Whisper model runtime failure and MaskGenerationPipeline partial-batch dropping are different bugs." + "reason": "Whisper execution failure and partial-batch mask generation behavior are unrelated." }, { "left": "issue:44222", "right": "issue:45478", "accept": false, - "reason": "FP8 save_pretrained support and Qwen3.5 Moe from_pretrained loading errors are not the same change." + "reason": "They are both Qwen/Moe-related, but one is FP8 save_pretrained and the other is a from_pretrained loading error." }, { "left": "issue:44483", "right": "issue:44514", "accept": false, - "reason": "Chat-completions API rejection and Qwen2_5_VLProcessor chat-template batching crash are different failures." + "reason": "Both are chat/completions-adjacent, but one is request acceptance and the other is batched chat template handling." }, { "left": "issue:43208", @@ -13969,67 +13969,67 @@ "left": "issue:43012", "right": "issue:44683", "accept": false, - "reason": "A precision warning during bfloat16 compilation is not the same as flex_attention failing on torch >= 2.9." + "reason": "A bfloat16 precision warning is not the same as a compiled flex_attention failure on newer torch." }, { "left": "issue:42490", "right": "issue:43012", "accept": false, - "reason": "Local path trailing-slash import warning and bfloat16 PyTorch warning are different regressions." + "reason": "Loading a local model path with a trailing slash and a compile-time float32 warning are different bugs." }, { "left": "issue:43673", "right": "issue:46123", "accept": false, - "reason": "GenerationMixin cache missing during chunked_prefill and MaskGenerationPipeline last-batch handling are unrelated." + "reason": "These are different generation/pipeline regressions: cache handling versus final-batch masking." }, { "left": "issue:42757", "right": "issue:43824", "accept": false, - "reason": "Both are ImportErrors, but they are for different missing symbols in different modules." + "reason": "Both are import errors, but they are for different missing symbols and different affected code paths." }, { "left": "issue:44038", "right": "issue:44230", "accept": false, - "reason": "Qwen3-VL-Moe loading breakage and FP8 inference support for Qwen3.5/Qwen3-VL-Moe are not the same concrete bug." + "reason": "Both mention Qwen3.5/Moe/FP8, but one is an inference support request and the other is a separate model bug." }, { "left": "issue:38617", "right": "issue:43502", "accept": false, - "reason": "Layer type validation import error and local_files_only API leakage are unrelated issues." + "reason": "A missing layer_type_validation import and local_files_only still triggering API requests are unrelated failures." }, { "left": "issue:44483", "right": "issue:45290", "accept": false, - "reason": "Chat-completions endpoint behavior and assistant tool-call chat-template crashes are different problems." + "reason": "These both touch chat-related behavior, but one is request validation and the other is assistant-message tool-call template handling." }, { "left": "issue:43618", "right": "issue:43761", "accept": false, - "reason": "CLIPOutput attentions assignment regression and CLIPVisionModel hidden_states regression are distinct CLIP bugs." + "reason": "Both are CLIP regressions, but attentions assignment and hidden_states output are separate bugs." }, { "left": "issue:43064", "right": "issue:44380", "accept": false, - "reason": "Distributed optimizer-state corruption and GPT2 attention scaling under SDPA/FlashAttention are unrelated." + "reason": "FSDP2 optimizer-state corruption and GPT2 attention-scaling config being ignored are different issues." }, { "left": "issue:44483", "right": "issue:45381", "accept": false, - "reason": "Chat API rejection and qwen2.5-vl vision_position_ids being wrong are different bugs." + "reason": "Chat/completions request handling and Qwen2.5-VL video position IDs are unrelated." }, { "left": "issue:43299", "right": "issue:43867", "accept": false, - "reason": "Qwen3VL Moe loading breakage and a state_dict-sorting load error are not the same issue." + "reason": "Qwen3VL-Moe loading breakage and sorted-state_dict load errors are different load-path bugs." } ] }, @@ -14107,8 +14107,8 @@ "issue:43901|issue:44655", "issue:42994|issue:44655", "issue:45276|issue:46077", - "issue:43352|issue:43937", "issue:36010|issue:42757", + "issue:43352|issue:43937", "issue:42898|issue:43066", "issue:43867|issue:45216", "issue:43611|issue:44655", @@ -14120,8 +14120,8 @@ "issue:43618|issue:45216", "issue:44380|issue:46132", "issue:43906|issue:45753", - "issue:43299|issue:45753", "issue:36683|issue:44242", + "issue:43299|issue:45753", "issue:36683|issue:43881", "issue:43352|issue:43976", "issue:43992|issue:45310", @@ -14129,8 +14129,8 @@ "issue:43352|issue:44380", "issue:43352|issue:45478", "issue:43867|issue:45375", - "issue:44355|issue:44855", "issue:44380|issue:45479", + "issue:44355|issue:44855", "issue:41669|issue:44246", "issue:36683|issue:44117", "issue:43618|issue:44380", @@ -14138,245 +14138,230 @@ "issue:43097|issue:43352", "issue:43064|issue:44492" ], - "prepared_review_unit_hash": "d5b27f0d02185bbaf4252dbe0a40f326652813802f1147e8d22ae1d4de9bb4eb", + "prepared_review_unit_hash": "4db9648b45c254aaa49d8f1c7f8c2e22081f2b7476342412c24c4aa4f41083a8", "component_budget": { "node_count": 413, "item_count": 413, - "soft_pair_count": 1543, - "serialized_chars": 796418, - "estimated_input_tokens": 199105, - "estimated_eval_tokens": 398466 + "soft_pair_count": 1541, + "serialized_chars": 795721, + "estimated_input_tokens": 198931, + "estimated_eval_tokens": 398118 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 34, - "serialized_chars": 37557, - "estimated_input_tokens": 9390, - "estimated_eval_tokens": 19036 + "serialized_chars": 37550, + "estimated_input_tokens": 9388, + "estimated_eval_tokens": 19032 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "The cluster is highly heterogeneous; the soft pairs are mostly lexical matches rather than true duplicates, so I reject them all. The best representative issue is the broad, high-activity report about slow `import transformers` behavior.", - "confidence": 0.89, - "canonical_issue_reason": "issue:44246 is the broadest and most actively discussed report in this mixed set, so it is the best representative issue even though the cluster does not contain a true duplicate group.", + "summary": "This cluster is mostly noisy and spans many unrelated Transformers regressions; almost all soft edges are false positives. The only plausible duplicate-style match is the import-time slowdown pair.", + "confidence": 0.76, + "canonical_issue_reason": "Issue 41669 is the most concrete representative of the import-performance regression theme, while 44246 is the more generic symptom report.", "canonical_pr_reason": null, - "best_issue_reason": "issue:44246 has the clearest general user impact and highest discussion signal among the issues here, making it the most useful anchor for triage.", + "best_issue_reason": "Issue 41669 is the best issue anchor because it names a specific root cause for a user-visible slowdown and is the clearest candidate for deduping the import-time complaint.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:36683", "right": "issue:43475", "accept": false, - "reason": "Both are AttributeError reports, but they concern different model configs and missing fields (`vocab_size` vs `fpn_position_embeddings`) in different code paths." + "reason": "Different models and different missing config attributes; not the same bug." }, { "left": "issue:43901", "right": "issue:44655", "accept": false, - "reason": "One is a docs mismatch for `return_all_scores`; the other is a `save_pretrained` serialization failure for pipelines. Different bugs." + "reason": "Docs/behavior mismatch for text classification is unrelated to pipeline save_pretrained serialization." }, { "left": "issue:42994", "right": "issue:44655", "accept": false, - "reason": "Quantized-model saving and pipeline saving are separate failure modes, not the same underlying save bug." + "reason": "Both involve saving, but one is quantized-model checkpointing and the other is pipeline-object persistence." }, { "left": "issue:45276", "right": "issue:46077", "accept": false, - "reason": "Both mention Gemma4, but one is about embedding resizing and the other about attention-mask construction; different concrete code paths." + "reason": "Different Gemma4 behaviors: embedding resize propagation vs bidirectional attention masking." }, { - "left": "issue:43352", - "right": "issue:43937", + "left": "issue:36010", + "right": "issue:42757", "accept": false, - "reason": "FlashAttention support gating for Nemotron and GLM-5 generation config validation are unrelated issues." + "reason": "Import errors from different libraries and different symbols; no shared underlying failure." }, { - "left": "issue:36010", - "right": "issue:42757", + "left": "issue:43352", + "right": "issue:43937", "accept": false, - "reason": "These are different import failures from different packages (`transformers.generation` vs `huggingface_hub`)." + "reason": "Different model/runtime failures: FlashAttention support vs invalid GenerationConfig." }, { "left": "issue:42898", "right": "issue:43066", "accept": false, - "reason": "Both are tokenizer-related v5 regressions, but one is about cleanup-space behavior and the other about decoder type selection." + "reason": "Both touch tokenizer behavior in v5, but they are distinct concrete regressions." }, { "left": "issue:43867", "right": "issue:45216", "accept": false, - "reason": "One is a load error with sorted `state_dict`; the other is an incorrect checkpoint produced by `save_pretrained`. Different directions and causes." + "reason": "Checkpoint/load ordering issues are related at a high level, but these are different code paths and failures." }, { "left": "issue:43611", "right": "issue:44655", "accept": false, - "reason": "Loading models with `base_model_prefix` and saving pipelines are unrelated regression areas." + "reason": "Model loading with base_model_prefix is unrelated to pipeline save_pretrained." }, { "left": "issue:43502", "right": "issue:44485", "accept": false, - "reason": "`local_files_only=True` network requests and GLM-5 RoPE discussion are unrelated." + "reason": "Local file loading bug is unrelated to the GLM-5 RoPE discussion." }, { "left": "issue:44625", "right": "issue:46077", "accept": false, - "reason": "`num_labels` propagation in Qwen3.5 is a config-sync bug; Gemma4 bidirectional attention is an attention-mask bug." + "reason": "Config propagation bug and attention-mask bug are different subsystems." }, { "left": "issue:46077", "right": "issue:46082", "accept": false, - "reason": "Both are model/config issues, but one is attention-mask semantics and the other is head-dimension validation for LlamaConfig." + "reason": "Different model config validations with no shared code path." }, { "left": "issue:36683", "right": "issue:43525", "accept": false, - "reason": "Both are missing-config-attribute errors, but they involve different models and different absent fields." + "reason": "Same broad class of missing-config-attribute errors, but on different models and attributes." }, { "left": "issue:44263", "right": "issue:45440", "accept": false, - "reason": "A `torch.split` result handling bug in one MoE component is not the same as a broader DeepSeekV3 implementation divergence." + "reason": "Different MoE implementation bugs with different symptoms." }, { "left": "issue:43618", "right": "issue:45216", "accept": false, - "reason": "Missing CLIP attentions assignment and Qwen3.5 checkpoint corruption are unrelated." + "reason": "Attention field regression in CLIP is unrelated to Qwen checkpoint saving." }, { "left": "issue:44380", "right": "issue:46132", "accept": false, - "reason": "GPT2 backend-specific attention scaling and `AttentionInterface.register` behavior changes are different attention-system issues." + "reason": "Both are attention-related, but they concern different APIs and code paths." }, { "left": "issue:43906", "right": "issue:45753", "accept": false, - "reason": "An isolated reproduction of a prior issue and a Qwen3_5 infinite-loop image bug are not the same failure." + "reason": "No concrete overlap beyond both being reproduction reports." }, { - "left": "issue:43299", - "right": "issue:45753", + "left": "issue:36683", + "right": "issue:44242", "accept": false, - "reason": "Qwen3VL model loading failure and Qwen3_5 generation infinite loop are distinct bugs in different scenarios." + "reason": "Missing config attribute and load-balancing-loss logic are unrelated." }, { - "left": "issue:36683", - "right": "issue:44242", + "left": "issue:43299", + "right": "issue:45753", "accept": false, - "reason": "Missing `vocab_size` and missing load-balancing loss are unrelated model/config vs training-loss issues." + "reason": "Loading failure for Qwen3VL MoE and an infinite-loop image case are different bugs." }, { "left": "issue:36683", "right": "issue:43881", "accept": false, - "reason": "`Gemma3Config.vocab_size` missing and `glm-4v-9b` loading failure are not the same bug." + "reason": "Different model families and different missing/loading failures." }, { "left": "issue:43352", "right": "issue:43976", "accept": false, - "reason": "FlashAttention support on Nemotron and Python-version compatibility for Transformers 5.1.0 are unrelated." + "reason": "FlashAttention support for a model is unrelated to Python version compatibility." }, { "left": "issue:43992", "right": "issue:45310", "accept": false, - "reason": "Missing `embed_tokens.weight` in UMT5Encoder and Qwen3.5 MoE `from_pretrained` errors are different checkpoint-loading failures." + "reason": "Different models and different from_pretrained failures." }, { "left": "issue:43441", "right": "issue:44380", "accept": false, - "reason": "Ministral FlashAttention failure and GPT2 attention scaling are different model/backend bugs." + "reason": "Both mention attention backends, but the concrete failures and models differ." }, { "left": "issue:43352", "right": "issue:44380", "accept": false, - "reason": "These both mention attention, but one is unsupported FlashAttention for a model and the other is incorrect scaling behavior under specific backends." + "reason": "FlashAttention support issue and GPT2 attention-scaling regression are different bugs." }, { "left": "issue:43352", "right": "issue:45478", "accept": false, - "reason": "Different model families and different reported failures; not the same underlying bug." + "reason": "Different models and failure modes; not the same issue." }, { "left": "issue:43867", "right": "issue:45375", "accept": false, - "reason": "A sorted-state_dict load failure is unrelated to a missing Qwen3_5 vision config field." - }, - { - "left": "issue:44355", - "right": "issue:44855", - "accept": false, - "reason": "Compiled Python-file errors and a Python 3.13 TorchScript parsing/IndentationError are different import-time problems." + "reason": "State_dict load ordering is unrelated to a missing vision-config field." }, { "left": "issue:44380", "right": "issue:45479", "accept": false, - "reason": "GPT2 backend attention-scaling and zero-loss classification behavior are unrelated." - }, - { - "left": "issue:41669", - "right": "issue:44246", - "accept": false, - "reason": "Import-time `import *` slowdown and intermittent `import transformers` slowness are performance-related but not the same concrete issue." + "reason": "Attention backend scaling bug and zero-loss classification bug are unrelated." }, { - "left": "issue:36683", - "right": "issue:44117", - "accept": false, - "reason": "A missing config attribute and a tokenizer-mapping `None` assumption bug are different failure modes." - }, - { - "left": "issue:43618", - "right": "issue:44380", + "left": "issue:44355", + "right": "issue:44855", "accept": false, - "reason": "Missing attentions assignment in CLIPOutput is not the same as GPT2 attention scaling behavior." + "reason": "Compiled-file import errors and torch.jit parsing errors are different causes." }, { - "left": "issue:42890", - "right": "issue:45561", - "accept": false, - "reason": "One is flaky tests due to missing seeds; the other is a pytest-xdist race on a captured-info file." + "left": "issue:41669", + "right": "issue:44246", + "accept": true, + "reason": "Same underlying import-time performance problem: one reports the slowdown, the other identifies wildcard model imports as the likely cause." }, { "left": "issue:43097", "right": "issue:43352", "accept": false, - "reason": "Both are v5 regressions, but one is an API removal around embedding tying and the other is a model-specific FlashAttention support error." + "reason": "API removal in v5 and FlashAttention support for a model are unrelated." }, { "left": "issue:43064", "right": "issue:44492", "accept": false, - "reason": "Wrong optimizer state/params under FSDP2+PEFT and a cache-strategy typo are completely unrelated." + "reason": "Distributed optimizer-state corruption and a cache-strategy typo are unrelated." } ] }, - "evaluator_result": null, - "evaluator_used": false, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet, and the soft-edge decisions stay conservative. The single accepted pair (41669/44246) is well-supported by the titles, and the rest of the rejections do not overclaim shared root causes." + }, + "evaluator_used": true, "retried": false, - "accepted_nontrivial_soft_edge": false, + "accepted_nontrivial_soft_edge": true, "error_kind": null, "error_message": null }, @@ -14410,6 +14395,7 @@ "issue:43618", "issue:43723", "issue:43867", + "issue:43901", "issue:43976", "issue:43992", "issue:44062", @@ -14431,7 +14417,6 @@ "issue:44961", "issue:44964", "issue:44977", - "issue:45071", "issue:45125", "issue:45278", "issue:45341", @@ -14455,9 +14440,9 @@ "issue:43618|issue:44857", "issue:43618|issue:44977", "issue:44655|issue:44938", - "issue:42890|issue:44964", - "issue:44938|issue:45071", + "issue:43901|issue:44938", "issue:43618|issue:44077", + "issue:42890|issue:44964", "issue:42890|issue:44112", "issue:42890|issue:45600", "issue:43502|issue:44062", @@ -14477,232 +14462,232 @@ "issue:43010|issue:44368", "issue:43502|issue:44961" ], - "prepared_review_unit_hash": "1884494ffd82f0e5848194e84900f0930227f5c87a04078a70046e885f623916", + "prepared_review_unit_hash": "e8f3a5fc6d81499539c263c37111008579058b1cfcf6f476e7538502640b62da", "component_budget": { "node_count": 413, "item_count": 413, - "soft_pair_count": 1543, - "serialized_chars": 796418, - "estimated_input_tokens": 199105, - "estimated_eval_tokens": 398466 + "soft_pair_count": 1541, + "serialized_chars": 795721, + "estimated_input_tokens": 198931, + "estimated_eval_tokens": 398118 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 33, - "serialized_chars": 37091, - "estimated_input_tokens": 9273, - "estimated_eval_tokens": 18802 + "serialized_chars": 37120, + "estimated_input_tokens": 9280, + "estimated_eval_tokens": 18816 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This is a heterogeneous issue cluster with several small loading/import/version-regression subthemes, but no single underlying bug that cleanly unifies most items. I would treat it as mostly non-duplicate noise rather than one duplicate cluster.", - "confidence": 0.79, - "canonical_issue_reason": "issue:44938 is the broadest user-facing loading/import regression among the items and is the closest thing to a representative problem; however, the overall set is still too heterogeneous for a strong canonical issue.", + "summary": "This is not a true duplicate cluster: the items span unrelated import, loading, training, docs, CI, and model-specific bugs. None of the soft pairs looks like the same underlying issue closely enough to merge.", + "confidence": 0.97, + "canonical_issue_reason": "No single canonical issue stands out; the set is too heterogeneous and the soft matches do not share a concrete root cause.", "canonical_pr_reason": null, - "best_issue_reason": "issue:44938 is the best representative only because it is a generic runtime-loading failure; it is not a true umbrella for the rest of the items.", + "best_issue_reason": "No best issue candidate for deduplication. If forced, a generic loading/import issue would be the least representative choice, but the evidence is too weak to make it canonical.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:43867", "right": "issue:45357", "accept": false, - "reason": "Different failures: sorted state_dict load error vs incorrect visual encoder keys on save_pretrained." + "reason": "Both involve loading/saving state, but one is a sorted-state_dict load error and the other is incorrect visual-encoder keys during save_pretrained; different bug paths." }, { "left": "issue:43976", "right": "issue:44938", "accept": false, - "reason": "Both are version/platform load failures, but they target different Python versions and different failure modes." + "reason": "Both mention Python-version compatibility, but they point to different environments and failures; no evidence of the same root cause." }, { "left": "issue:43992", "right": "issue:45478", "accept": false, - "reason": "Both involve from_pretrained errors, but on different models and different missing/invalid keys." + "reason": "Different model families and different from_pretrained failures; too little overlap to treat as one bug." }, { "left": "issue:36296", "right": "issue:43575", "accept": false, - "reason": "Tensor-parallel training bug vs OOM while loading a large model; same area, not the same bug." + "reason": "Both touch tensor parallelism, but one is a training bug and the other is an OOM while loading a specific Qwen2 model; not the same concrete issue." }, { "left": "issue:42490", "right": "issue:44075", "accept": false, - "reason": "Local-path import warning and unused SGD args are unrelated." + "reason": "Completely unrelated: local model path warning versus SGD optimizer arguments not being used." }, { "left": "issue:43064", "right": "issue:44655", "accept": false, - "reason": "FSDP/PEFT optimizer-state issue and pipeline save_pretrained failure are different code paths." + "reason": "Different subsystems and symptoms: distributed optimizer-state corruption versus saving Pipeline objects." }, { "left": "issue:28282", "right": "issue:33453", "accept": false, - "reason": "PyTorch-missing ImportError and tokenizer-loading regression are unrelated." + "reason": "Both are import/loading complaints, but one is missing PyTorch dependency and the other is a tokenizer-loading regression; not the same bug." }, { "left": "issue:44360", "right": "issue:45440", "accept": false, - "reason": "Different model implementations and different bug classes." + "reason": "Different code paths and model implementations; one is about a DSA indexer activation, the other about DeepSeekV3MoE parity." }, { "left": "issue:43867", "right": "issue:44484", "accept": false, - "reason": "Load failure from sorted state_dict is not the same as max_shard_size behavior in save_pretrained." + "reason": "State-dict loading error versus a question about the 50GB shard-size default; unrelated." }, { "left": "issue:43618", "right": "issue:44857", "accept": false, - "reason": "CLIPOutput attention assignment and a float16 AMP crash are different problems." + "reason": "Different model areas and failure modes: CLIPOutput attentions assignment versus LwDetrImageLoss AMP/CUDA crash." }, { "left": "issue:43618", "right": "issue:44977", "accept": false, - "reason": "Different models and different failure modes." + "reason": "Different model-specific issues; CLIPOutput field assignment is unrelated to Qwen3.5 flash-attention generation." }, { "left": "issue:44655", "right": "issue:44938", "accept": false, - "reason": "Saving pipelines and Python 3.14 import failure are unrelated." + "reason": "Saving Pipeline objects and loading transformers on Python 3.14 are unrelated issues." }, { - "left": "issue:42890", - "right": "issue:44964", + "left": "issue:43901", + "right": "issue:44938", "accept": false, - "reason": "Test flakiness from missing set_seed and a model-loading regression are not the same bug." + "reason": "Docs mismatch for return_all_scores versus a runtime load failure on Python 3.14; not the same bug." }, { - "left": "issue:44938", - "right": "issue:45071", + "left": "issue:43618", + "right": "issue:44077", "accept": false, - "reason": "Python 3.14 import/load failure and PretrainedConfig type-checking regression are distinct." + "reason": "Different components entirely: output dataclass fields versus patchtsmixer post_init handling." }, { - "left": "issue:43618", - "right": "issue:44077", + "left": "issue:42890", + "right": "issue:44964", "accept": false, - "reason": "CLIPOutput attentions and patchtsmixer post_init policy are unrelated." + "reason": "A flaky integration test from missing set_seed is unrelated to a Phi-4 multimodal model loading failure." }, { "left": "issue:42890", "right": "issue:44112", "accept": false, - "reason": "Both are test issues, but they concern different tests and different causes." + "reason": "Both are test-related, but one is about missing set_seed and the other about a stale device override test; different fixes." }, { "left": "issue:42890", "right": "issue:45600", "accept": false, - "reason": "Test seed flakiness and stale auto_mappings references are unrelated." + "reason": "Both mention CI/test issues, but the causes are different: seed handling versus stale auto_mappings references." }, { "left": "issue:43502", "right": "issue:44062", "accept": false, - "reason": "Local_files_only network leakage and AddedToken argument collision are different bugs." + "reason": "No shared bug: offline-loading API requests versus tokenizers.AddedToken keyword duplication." }, { "left": "issue:42890", "right": "issue:45341", "accept": false, - "reason": "A flaky integration test and a small testing_utils bug are not the same underlying issue." + "reason": "A specific SamHQ test flake does not match a generic testing_utils bug." }, { "left": "issue:43576", "right": "issue:46132", "accept": false, - "reason": "Broken transformers env command and AttentionInterface.register behavior change are unrelated." + "reason": "Different behavior regressions: broken env CLI command versus AttentionInterface.register changing registered-function behavior." }, { "left": "issue:42548", "right": "issue:44351", "accept": false, - "reason": "Both are top-level import errors, but they are different missing symbols and not clearly the same code-path." + "reason": "Both are import errors, but they concern different missing symbols and likely different breakages." }, { "left": "issue:44222", "right": "issue:45125", "accept": false, - "reason": "FP8 save_pretrained and missing _tp_plan for tensor parallelism are different features and failures." + "reason": "FP8 save_pretrained behavior for MoE is unrelated to a missing _tp_plan for tensor parallelism." }, { "left": "issue:44355", "right": "issue:44749", "accept": false, - "reason": "Compiled Python file errors and a performance regression after upgrade are unrelated." + "reason": "Compiled Python file errors and a performance regression after upgrading are not the same issue." }, { "left": "issue:45125", "right": "issue:45478", "accept": false, - "reason": "Both mention Qwen3.5 MoE, but one is tensor-parallel planning and the other is from_pretrained failure." + "reason": "Same model family, but one is specifically missing _tp_plan and the other is a generic from_pretrained error; not enough to merge confidently." }, { "left": "issue:30990", "right": "issue:31795", "accept": false, - "reason": "Sentence-transformers loading hang and forward-doc confusion are unrelated." + "reason": "SentenceTransformers loading hang and a forward-docs clarification are unrelated." }, { "left": "issue:30333", "right": "issue:33453", "accept": false, - "reason": "MLFlow reporting on failed jobs and tokenizer-loading regression are different domains." + "reason": "MLflow reporting on failed training jobs and tokenizer-loading regression are different subsystems." }, { "left": "issue:45125", "right": "issue:45375", "accept": false, - "reason": "Both are Qwen3.5 MoE-related, but one is TP planning and the other is a config-field omission." + "reason": "Tensor-parallel plan support and a missing deepstack_visual_indexes config field are different bugs." }, { "left": "issue:44387", "right": "issue:44556", "accept": false, - "reason": "Int4 memory/OOM regression and reload-after-upgrade failure are separate symptoms." + "reason": "Int4 quantization memory regression and checkpoint reload compatibility after upgrade are distinct failure modes." }, { "left": "issue:43010", "right": "issue:45278", "accept": false, - "reason": "Cache no_grad decoration and broad import errors after upgrade are unrelated." + "reason": "Decorator/no_grad behavior for cache updates is unrelated to broad import errors after upgrading." }, { "left": "issue:43723", "right": "issue:44556", "accept": false, - "reason": "Tokenizer load regression and checkpoint reload failure after upgrade are different problems." + "reason": "Tokenizer loading in v5 and checkpoint reload compatibility issues do not point to the same root cause." }, { "left": "issue:43502", "right": "issue:44222", "accept": false, - "reason": "API calls despite local_files_only and FP8 save_pretrained moe are unrelated." + "reason": "Offline request leakage is unrelated to FP8 MoE save_pretrained behavior." }, { "left": "issue:43010", "right": "issue:44368", "accept": false, - "reason": "Cache update decoration and tie_word_embeddings warning are unrelated." + "reason": "A no_grad decorator request for caches/layers does not match a tie_word_embeddings warning in Qwen3.5 fine-tuning." }, { "left": "issue:43502", "right": "issue:44961", "accept": false, - "reason": "Network requests with local_files_only and a miscellaneous issue are unrelated." + "reason": "A network/request bug versus a placeholder 'racoon' issue; no meaningful overlap." } ] }, @@ -14777,8 +14762,8 @@ ], "soft_pairs": [ "issue:43010|issue:45850", - "issue:42831|issue:43874", "issue:44315|issue:44360", + "issue:42831|issue:43874", "issue:44355|issue:45071", "issue:30333|issue:36296", "issue:43827|issue:44961", @@ -14793,8 +14778,8 @@ "issue:43576|issue:43824", "issue:31795|issue:38617", "issue:44961|issue:45468", - "issue:43010|issue:43976", "issue:41628|issue:42548", + "issue:43010|issue:43976", "issue:38617|issue:43576", "issue:44908|issue:44961", "issue:36296|issue:43901", @@ -14810,240 +14795,267 @@ "issue:44393|issue:45071", "issue:43576|issue:44556", "issue:44373|issue:44961", - "issue:41669|issue:43673", "issue:43525|issue:45850", + "issue:41669|issue:43673", "issue:44556|issue:45092" ], - "prepared_review_unit_hash": "001f759eee7e6f3ae3eb7651db5885c985a8f3f4c6f6370e9e47e08759c3a96a", + "prepared_review_unit_hash": "74b1d2f39c40c517cad4026473c5d33de527940396a2c72b7fe62a1d3363ed73", "component_budget": { "node_count": 413, "item_count": 413, - "soft_pair_count": 1543, - "serialized_chars": 796418, - "estimated_input_tokens": 199105, - "estimated_eval_tokens": 398466 + "soft_pair_count": 1541, + "serialized_chars": 795721, + "estimated_input_tokens": 198931, + "estimated_eval_tokens": 398118 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 37, - "serialized_chars": 38118, - "estimated_input_tokens": 9530, - "estimated_eval_tokens": 19316 + "serialized_chars": 38121, + "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 only loosely similar (imports, loading, v5 regressions, Qwen/FP8 themes) and do not look like the same concrete bug. The only strong duplicate I see is the old-checkpoint reload/meta-init regression pair.", - "confidence": 0.77, - "canonical_issue_reason": "Issue 44556 is the broader, more actionable report: it describes the v5.2/v5.3 checkpoint reload breakage generally, while 45092 looks like a specific model-family manifestation of the same meta-initialization incompatibility.", + "summary": "This cluster is mostly a set of unrelated Transformers regressions, import errors, and docs bugs. The broadest representative is the generic v5-breakage report, but none of the soft pairs look like true duplicates of the same underlying bug/change.", + "confidence": 0.92, + "canonical_issue_reason": "issue:45850 is the broadest umbrella item in the cluster, describing widespread v5 breakage across models rather than a single narrow failure mode.", "canonical_pr_reason": null, - "best_issue_reason": "44556 is the best representative issue because it captures the underlying failure mode at the right level of generality and is easier to route as a root-cause regression than the model-specific follow-up.", + "best_issue_reason": "issue:45850 best represents the cluster because it summarizes the general v5 regression theme, even though the other issues are specific and not duplicates.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:43010", "right": "issue:45850", "accept": false, - "reason": "Different problems: cache update no-grad decoration vs a vague complaint that v5 breaks many models." + "reason": "Different problems: cache/layer update no_grad behavior vs a vague broad v5 breakage report." }, { - "left": "issue:42831", - "right": "issue:43874", + "left": "issue:44315", + "right": "issue:44360", "accept": false, - "reason": "FP8 accuracy issue and a missing image-patch method AttributeError are unrelated bugs." + "reason": "Unrelated subsystems: model_init/Liger Kernel application vs DSA indexer ReLU logic." }, { - "left": "issue:44315", - "right": "issue:44360", + "left": "issue:42831", + "right": "issue:43874", "accept": false, - "reason": "Liger Kernel application in model_init and a DSA ReLU omission are different code paths." + "reason": "FP8 accuracy issue and multimodal-token patch counting are distinct bugs." }, { "left": "issue:44355", "right": "issue:45071", "accept": false, - "reason": "Compiled Python file failures are not the same as PretrainedConfig type-checking breakage." + "reason": "Compiled Python file errors are not the same as PretrainedConfig type-checking regressions." }, { "left": "issue:30333", "right": "issue:36296", "accept": false, - "reason": "MLFlow reporting on failed training jobs is unrelated to tensor-parallel training behavior." + "reason": "MLflow reporting on failed training jobs is unrelated to tensor parallel training behavior." }, { "left": "issue:43827", "right": "issue:44961", "accept": false, - "reason": "Documentation references to pipeline() and an unrelated 'racoon' issue are not duplicates." + "reason": "Docs still referencing pipeline() does not match the unrelated 'racoon' issue." }, { "left": "issue:44355", "right": "issue:44655", "accept": false, - "reason": "Compiled Python file errors and save_pretrained on Pipeline objects are different failure modes." + "reason": "Compiled-file execution failures and save_pretrained pipeline-object persistence are different issues." }, { "left": "issue:44222", "right": "issue:44230", "accept": false, - "reason": "Both mention FP8/MoE, but one is about save_pretrained and the other about inference support; not the same bug." + "reason": "Both mention FP8/MoE, but one is save_pretrained serialization and the other is inference support." }, { "left": "issue:33453", "right": "issue:34689", "accept": false, - "reason": "Both are loading regressions, but for different models and different failure points." + "reason": "Tokenizer loading regression and a specific Llama 3.2 vision model-loading breakage are not the same failure." }, { "left": "issue:43299", "right": "issue:44556", "accept": false, - "reason": "Both involve v5 model loading, but the titles indicate different model families and different breakage scenarios." + "reason": "Qwen3VL MoE loading and loading old checkpoints after upgrade are related only at a high level, not the same bug." }, { "left": "issue:42757", "right": "issue:43576", "accept": false, - "reason": "The import error for is_offline_mode may be related to the env command, but the titles are too broad to \u092a\u0941\u0937\u094d\u091f\u093f the same concrete bug." + "reason": "Missing is_offline_mode import and a broken transformers env CLI are different concrete failures." }, { "left": "issue:33453", "right": "issue:36296", "accept": false, - "reason": "Tokenizer loading regression and tensor-parallel training bug are unrelated." + "reason": "Tokenizer loading regression and tensor parallel training bug are unrelated." }, { "left": "issue:43010", - "right": "issue:43976", + "right": "issue:45656", + "accept": false, + "reason": "No_grad decoration on cache/layer updates is unrelated to double optimizer.step under DeepSpeed." + }, + { + "left": "issue:43576", + "right": "issue:45071", + "accept": false, + "reason": "Broken env CLI and PretrainedConfig type-checking regression are distinct problems." + }, + { + "left": "issue:43576", + "right": "issue:43824", + "accept": false, + "reason": "CLI env command breakage is not the same as a missing Qwen2.5-VL import export." + }, + { + "left": "issue:31795", + "right": "issue:38617", + "accept": false, + "reason": "Documentation confusion for model.forward args is unrelated to the layer_type_validation import error." + }, + { + "left": "issue:44961", + "right": "issue:45468", "accept": false, - "reason": "Cache update no-grad decoration and a Python-version compatibility report are unrelated." + "reason": "'racoon' is not a meaningful duplicate of the Gemma4AudioRelPositionalEncoding bug." }, { "left": "issue:41628", "right": "issue:42548", "accept": false, - "reason": "Both are import errors, but for different symbols and likely different top-level export issues." + "reason": "Both are import errors from transformers, but they concern different missing symbols and likely different causes." + }, + { + "left": "issue:43010", + "right": "issue:43976", + "accept": false, + "reason": "Cache/layer update no_grad behavior is unrelated to a Python-version compatibility issue." }, { "left": "issue:38617", "right": "issue:43576", "accept": false, - "reason": "Missing layer_type_validation import and broken env command do not look like the same bug." + "reason": "Missing configuration_utils export and broken env CLI are different symptoms and code paths." }, { "left": "issue:44908", "right": "issue:44961", "accept": false, - "reason": "A scheduler kwargs bug and an unrelated issue title are not duplicates." + "reason": "Scheduler kwargs handling has no relation to the unrelated 'racoon' issue." }, { "left": "issue:36296", "right": "issue:43901", "accept": false, - "reason": "Tensor-parallel training and pipeline doc text are unrelated." + "reason": "Tensor-parallel training bug and text-classification pipeline docs mismatch are unrelated." }, { "left": "issue:41628", "right": "issue:44355", "accept": false, - "reason": "AutoImageProcessor import failure and compiled-file errors are different problems." + "reason": "Importing AutoImageProcessor and compiled Python file errors are different failure modes." }, { "left": "issue:36296", "right": "issue:43526", "accept": false, - "reason": "Tensor-parallel training and a BeitImageProcessorFast label-reduction bug are unrelated." + "reason": "Tensor parallel training bug and BeitImageProcessorFast label reduction bug do not match." }, { "left": "issue:44261", "right": "issue:44360", "accept": false, - "reason": "RMS norm epsilon precision issue and DSA ReLU omission are different bugs." + "reason": "MLA layer norm precision/config issue is unrelated to the DSA indexer ReLU bug." }, { "left": "issue:44623", "right": "issue:45230", "accept": false, - "reason": "Missing files on processor.save_pretrained is not the same as a generic bug report." + "reason": "Missing processor.save_pretrained files and a generic bug report are not the same underlying issue." }, { "left": "issue:44273", "right": "issue:45542", "accept": false, - "reason": "Lazy loading problems and a TensorBoard/TensorFlow backend error are not clearly the same root cause." + "reason": "Lazy loading behavior and a TensorFlow backend error caused by tensorboard-only installs are different bugs." }, { "left": "issue:44273", "right": "issue:45003", "accept": false, - "reason": "The sys.modules access may contribute to lazy loading issues, but the titles are not specific enough to treat as the same bug." + "reason": "Lazy loading malfunction is not the same as unsafe sys.modules access in modeling_utils." }, { "left": "issue:44038", "right": "issue:45125", "accept": false, - "reason": "Both are Qwen3-related, but one is a model-loading bug and the other is missing tensor-parallel planning support." + "reason": "Generic Qwen3-VL/MoE breakage and missing _tp_plan for tensor parallelism are distinct concrete problems." }, { "left": "issue:44393", "right": "issue:45753", "accept": false, - "reason": "Different Qwen3-VL/5 issues: bounding-box output errors vs an infinite loop on a specific image." + "reason": "2D bounding-box hallucination/error and infinite looping on a specific image are different model behaviors." }, { "left": "issue:44230", "right": "issue:46095", "accept": false, - "reason": "FP8 inference support and a DeepSeekV4 weight-conversion question are not the same issue." + "reason": "FP8 inference support for Qwen3/Qwen3.5 MoE is unrelated to DeepSeekV4 weight conversion tooling." }, { "left": "issue:44393", "right": "issue:45071", "accept": false, - "reason": "Qwen3-VL output errors and PretrainedConfig type checking are unrelated." + "reason": "Vision bounding-box output bugs and PretrainedConfig type-checking regressions are unrelated." }, { "left": "issue:43576", "right": "issue:44556", "accept": false, - "reason": "An env CLI regression is not the same concrete bug as checkpoint reload failure for old models." + "reason": "Broken env CLI and checkpoint reload compatibility after upgrade are different issues." }, { "left": "issue:44373", "right": "issue:44961", "accept": false, - "reason": "Docstring wording and an unrelated issue title are not duplicates." - }, - { - "left": "issue:41669", - "right": "issue:43673", - "accept": false, - "reason": "Import-star cleanup and GenerationMixin cache missing are different changes/bugs." + "reason": "Wrong position_ids docstring and 'racoon' are unrelated." }, { "left": "issue:43525", "right": "issue:45850", "accept": false, - "reason": "A specific Llama4Config attribute error is not the same as a vague broad regression report." + "reason": "Llama4Config pad_token_id attribute error is a specific model bug, not the broad v5 breakage report." + }, + { + "left": "issue:41669", + "right": "issue:43673", + "accept": false, + "reason": "Import * cleanup/performance in models and GenerationMixin cache missing during chunked_prefill are different changes." }, { "left": "issue:44556", "right": "issue:45092", - "accept": true, - "reason": "Both describe v5 checkpoint-loading incompatibility for older checkpoints, with meta initialization as the shared failure mode; 45092 looks like a model-specific instance of 44556." + "accept": false, + "reason": "Checkpoint reload incompatibility and old InternVL2 remote-code/meta-init incompatibility are separate model-loading issues." } ] }, - "evaluator_result": { - "accept": true, - "feedback": "The evaluation is grounded in the packet and stays conservative. The only accepted duplicate pair is well-supported by the titles as the same old-checkpoint/meta-initialization v5 reload regression, while the other pairs are rejected with appropriately cautious reasoning based on distinct issue titles." - }, - "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 }, @@ -15156,20 +15168,20 @@ "issue:43519|issue:43704", "issue:44263|issue:45468" ], - "prepared_review_unit_hash": "cd77a105a91aa0efa4721790bdeac531beeae4ade46e7d4e744c5cb1401beb9b", + "prepared_review_unit_hash": "7e82fd2bc0f6b3f896437e7b31fef34cae7b49f2c2d7fc95681b1633582c0123", "component_budget": { "node_count": 413, "item_count": 413, - "soft_pair_count": 1543, - "serialized_chars": 796418, - "estimated_input_tokens": 199105, - "estimated_eval_tokens": 398466 + "soft_pair_count": 1541, + "serialized_chars": 795721, + "estimated_input_tokens": 198931, + "estimated_eval_tokens": 398118 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 45, - "serialized_chars": 40618, + "serialized_chars": 40617, "estimated_input_tokens": 10155, "estimated_eval_tokens": 20566 }, @@ -15178,282 +15190,282 @@ "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "The set is mostly a collection of unrelated issues; the only recurring pattern is broad v5 regression reports, but none of the soft-edge pairs look like the same concrete bug/change. No PRs are present.", - "confidence": 0.29, - "canonical_issue_reason": "issue:45278 is the clearest concrete regression report in the set (upgrade from 4.57.0 to 5.5.0 causing many import errors), so it is the best representative issue among otherwise scattered complaints.", + "summary": "This is not a duplicate cluster: the items cover many unrelated issues (docs, tokenizer/model loading, cache behavior, processors, tests, and model-specific regressions). The soft pairs mostly share only vague v5-era or loading-related wording, not the same underlying bug or change.", + "confidence": 0.94, + "canonical_issue_reason": null, "canonical_pr_reason": null, - "best_issue_reason": "issue:45278 is the most actionable and specific issue here; issue:45850 is too vague to serve as the primary canonical report.", + "best_issue_reason": "issue:45850 is the broadest umbrella-style report in the set, but it is too vague to be a strong canonical duplicate target.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:43572", "right": "issue:45850", "accept": false, - "reason": "Both are v5 breakage complaints, but one is a specific missing config field and the other is a vague umbrella report; not the same bug." + "reason": "Specific StableLmConfig pad_token_idx regression vs a vague claim that many models break after v5." }, { "left": "issue:45362", "right": "issue:45850", "accept": false, - "reason": "Specific Qwen chat crash vs a broad \u201cmany models break\u201d complaint; no concrete shared failure mode." + "reason": "Qwen3.5-35B chat crash is a concrete model bug, not the same as a broad v5 breakage report." }, { "left": "issue:42890", "right": "issue:44908", "accept": false, - "reason": "Test flakiness from missing seeds is unrelated to scheduler keyword handling." + "reason": "Test flakiness from missing set_seed() is unrelated to inverse_sqrt scheduler kwargs handling." }, { "left": "issue:44704", "right": "issue:44908", "accept": false, - "reason": "AutoProcessor kwargs forwarding and inverse-sqrt scheduler kwargs are unrelated code paths." + "reason": "AutoProcessor kwargs passing bug is unrelated to scheduler argument propagation." }, { "left": "issue:44246", "right": "issue:44273", "accept": false, - "reason": "Both touch import/loading behavior, but one is intermittent slow import and the other is lazy loading malfunction; not the same underlying bug." + "reason": "Import-time slowdown and lazy loading failure are different loading/performance issues." }, { "left": "issue:43976", "right": "issue:44393", "accept": false, - "reason": "Python version incompatibility and Qwen3-VL bounding-box output issues are unrelated." + "reason": "Python version compatibility is unrelated to Qwen3-VL bounding-box output errors." }, { "left": "issue:43408", "right": "issue:44315", "accept": false, - "reason": "Model-type warning and Liger Kernel model_init application are unrelated problems." + "reason": "Model type warning in SAM3 is unrelated to Liger Kernel not applying with model_init." }, { "left": "issue:43352", "right": "issue:44393", "accept": false, - "reason": "Flash Attention support error for Nemotron and Qwen3-VL bbox output are unrelated." + "reason": "Flash Attention 2 support error is a different model/backend issue than Qwen3-VL bbox hallucinations." }, { "left": "issue:43576", "right": "issue:44908", "accept": false, - "reason": "Broken env command vs scheduler kwargs bug; different features and failure modes." + "reason": "Broken transformers env command is unrelated to inverse_sqrt scheduler kwargs." }, { "left": "issue:44297", "right": "issue:45230", "accept": false, - "reason": "Tokenizer save_pretrained mismatch is not the same as an unspecified generic bug report." + "reason": "Tokenizer save_pretrained metadata mismatch is not the same as a generic bug report." }, { "left": "issue:44295", "right": "issue:45230", "accept": false, - "reason": "Buffer/position_ids read error is unrelated to the generic report title." + "reason": "position_ids buffer access bug is unrelated to an unspecified bug report." }, { "left": "issue:44908", "right": "issue:45071", "accept": false, - "reason": "Scheduler kwargs handling and PretrainedConfig type checking are separate issues." + "reason": "Scheduler kwargs bug and PretrainedConfig type-checking regression are different code paths." }, { "left": "issue:41669", "right": "issue:44351", "accept": false, - "reason": "Import-star cleanup/performance and HybridCache import failure are not the same concrete bug." + "reason": "Import * cleanup/performance issue is unrelated to a HybridCache import failure." }, { "left": "issue:41669", "right": "issue:45341", "accept": false, - "reason": "Import-performance regression is unrelated to the testing_utils typo/bug." + "reason": "Removing import * from models is unrelated to a testing_utils bug." }, { "left": "issue:43673", "right": "issue:44492", "accept": false, - "reason": "Cache missing during chunked prefill and a cache-strategy typo are different issues." + "reason": "Missing GenerationMixin cache in chunked_prefill is unrelated to a typo in cache strategies." }, { "left": "issue:45278", "right": "issue:45850", "accept": false, - "reason": "Both are broad v5 regression complaints, but one is specifically import errors after upgrade and the other is a general statement that many models break." + "reason": "Many import errors after upgrade is a concrete compatibility problem, not the same as a broad complaint about too many models breaking." }, { "left": "issue:43874", "right": "issue:45850", "accept": false, - "reason": "A missing method in a specific image processor is too concrete and different from a generic \u201cmany models break\u201d report." + "reason": "GLM46V missing method causing token-count failure is not the same underlying issue as the broad v5 breakage report." }, { "left": "issue:44393", "right": "issue:45478", "accept": false, - "reason": "Different Qwen3.5/VL symptoms and different model paths; not one shared bug." + "reason": "Qwen3-VL bounding-box output errors are unrelated to Qwen3.5 Moe from_pretrained failures." }, { "left": "issue:43827", "right": "issue:44908", "accept": false, - "reason": "Documentation stale after pipeline removals is unrelated to scheduler kwargs propagation." + "reason": "Docs still referencing pipeline() is a documentation issue, not a scheduler kwargs bug." }, { "left": "issue:44077", "right": "issue:44861", "accept": false, - "reason": "Optional post_init policy and tied-weight-key AttributeError are unrelated." + "reason": "patchtsmixer post_init validation and tied-weight-key AttributeError are different model config bugs." }, { "left": "issue:31795", "right": "issue:33453", "accept": false, - "reason": "Documentation confusion about forward args is unrelated to tokenizer loading regression." + "reason": "Documentation confusion about input_ids/past_key_values is unrelated to tokenizer loading regression." }, { "left": "issue:41669", "right": "issue:44908", "accept": false, - "reason": "Import-time cleanup and scheduler kwargs are different problems." + "reason": "Import * usage and scheduler kwargs are unrelated concerns." }, { "left": "issue:41669", "right": "issue:44492", "accept": false, - "reason": "Import-star removal and cache-strategy typo are unrelated." + "reason": "Import * cleanup is unrelated to a cache strategy typo." }, { "left": "issue:44315", "right": "issue:44829", "accept": false, - "reason": "Liger Kernel not applied in model_init and flash_attention_3 training degeneration are unrelated." + "reason": "Liger Kernel not applied with model_init is unrelated to flash_attention_3 degenerate training." }, { "left": "issue:42371", "right": "issue:44492", "accept": false, - "reason": "TF32 API migration and cache-strategy typo do not match." + "reason": "TF32 API settings are unrelated to a typo in cache strategies." }, { "left": "issue:43576", "right": "issue:44273", "accept": false, - "reason": "Broken env command and lazy loading behavior are different features; no clear same bug." + "reason": "Broken env command and lazy loading failure are distinct issues." }, { "left": "issue:44360", "right": "issue:45468", "accept": false, - "reason": "DSA ReLU discussion and Gemma-4 audio positional encoding are unrelated." + "reason": "DSA indexer ReLU discussion and Gemma-4 audio positional encoding are unrelated model bugs." }, { "left": "issue:44655", "right": "issue:44861", "accept": false, - "reason": "Saving Pipeline objects and tied-weight-key crashes are different code paths." + "reason": "Pipeline save_pretrained failure is unrelated to _tied_weights_keys list handling." }, { "left": "issue:45230", "right": "issue:45310", "accept": false, - "reason": "The generic report title does not establish the same concrete Qwen3.5 MoE from_pretrained failure." + "reason": "Generic bug report is too vague and not the same as the Qwen3.5 Moe from_pretrained regression." }, { "left": "issue:44273", "right": "issue:44908", "accept": false, - "reason": "Lazy loading malfunction and inverse-sqrt scheduler kwargs are unrelated." + "reason": "Lazy loading failure is unrelated to inverse_sqrt scheduler kwargs." }, { "left": "issue:43827", "right": "issue:44492", "accept": false, - "reason": "Docs still referencing pipeline() and a cache-strategy typo are not the same issue." + "reason": "Documentation referencing pipeline() after removals is not the same as a cache-strategy typo." }, { "left": "issue:43519", "right": "issue:44485", "accept": false, - "reason": "Qwen3VL timestamp calculation and GLM-5 RoPE implementation are separate model-specific bugs." + "reason": "Qwen3VL timestamp calculation bug is unrelated to GLM-5 RoPE implementation." }, { "left": "issue:43519", "right": "issue:44908", "accept": false, - "reason": "Processor timestamp math and scheduler kwargs handling are unrelated." + "reason": "Timestamp calculation in Qwen3VL has nothing to do with scheduler kwargs." }, { "left": "issue:41669", "right": "issue:43704", "accept": false, - "reason": "Import-star cleanup/performance and VRAM leak in multi-threaded dataloaders are unrelated." + "reason": "Import * cleanup is unrelated to a VRAM leak in multithreaded dataloader use." }, { "left": "issue:31795", "right": "issue:34689", "accept": false, - "reason": "Forward-doc confusion and Llama 3.2 model loading regression are not the same bug." + "reason": "Model.forward docs confusion is unrelated to Llama 3.2 Vision model loading regression." }, { "left": "issue:31795", "right": "issue:37428", "accept": false, - "reason": "Documentation issue about forward args is unrelated to flash_attention_utils import failure." + "reason": "Documentation confusion about inputs/cache is unrelated to the flash_attention_utils import error." }, { "left": "issue:44315", "right": "issue:45092", "accept": false, - "reason": "Liger Kernel application and remote-code meta-initialization incompatibility are different problems." + "reason": "Model_init/Liger Kernel application bug is unrelated to old InternVL2 remote-code meta-init incompatibility." }, { "left": "issue:44485", "right": "issue:45468", "accept": false, - "reason": "GLM-5 RoPE implementation and Gemma-4 audio encoding are unrelated." + "reason": "GLM-5 RoPE implementation discussion is unrelated to Gemma-4 audio positional encoding." }, { "left": "issue:43704", "right": "issue:44485", "accept": false, - "reason": "VRAM leak across threads and RoPE implementation are unrelated." + "reason": "VRAM leak with multiple dataloader threads is unrelated to GLM-5 RoPE." }, { "left": "issue:43298", "right": "issue:46095", "accept": false, - "reason": "Continuous batching for audio models and a deepseekv4 weight-conversion question are not the same issue." + "reason": "Continuous batching not supporting audio models is unrelated to a DeepSeek weight-conversion question." }, { "left": "issue:43502", "right": "issue:43519", "accept": false, - "reason": "local_files_only network access bug is unrelated to Qwen3VL timestamp calculation." + "reason": "local_files_only still making API requests is unrelated to Qwen3VL timestamp calculation." }, { "left": "issue:42371", "right": "issue:43704", "accept": false, - "reason": "TF32 API guidance and VRAM leak in dataloader threads are unrelated." + "reason": "TF32 behavior settings are unrelated to the dataloader-thread VRAM leak." }, { "left": "issue:43519", "right": "issue:44623", "accept": false, - "reason": "Processor timestamp calculation and processor.save_pretrained missing files are different processor bugs." + "reason": "Qwen3VL timestamp math and processor.save_pretrained missing files are different processor bugs." }, { "left": "issue:43519", "right": "issue:43704", "accept": false, - "reason": "Qwen3VL timestamp math and Qwen3ForCausalLM VRAM leak are unrelated." + "reason": "Timestamp calculation bug is unrelated to VRAM leakage across dataloader threads." }, { "left": "issue:44263", "right": "issue:45468", "accept": false, - "reason": "torch.split return-value discussion in GLM-MoE DSA indexer is unrelated to Gemma-4 audio positional encoding." + "reason": "torch.split return-value issue in GlmMoeDsaIndexer is unrelated to Gemma-4 audio positional encoding." } ] }, @@ -15523,20 +15535,20 @@ "issue:31515|issue:33453", "issue:43298|issue:44230" ], - "prepared_review_unit_hash": "735e7a547911718a98bf0f9d41f7a9e3b6c249b74ca5d568b695cdc034ce457c", + "prepared_review_unit_hash": "42e3c1cb731a9c444aab726799a98ab37ebb89edb5ae0130deae32d3ff6f50c5", "component_budget": { "node_count": 413, "item_count": 413, - "soft_pair_count": 1543, - "serialized_chars": 796418, - "estimated_input_tokens": 199105, - "estimated_eval_tokens": 398466 + "soft_pair_count": 1541, + "serialized_chars": 795721, + "estimated_input_tokens": 198931, + "estimated_eval_tokens": 398118 }, "budget": { "node_count": 24, "item_count": 24, "soft_pair_count": 19, - "serialized_chars": 19210, + "serialized_chars": 19211, "estimated_input_tokens": 4803, "estimated_eval_tokens": 9862 }, @@ -15545,126 +15557,126 @@ "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is mostly noisy soft-similarity matches across unrelated issues rather than true duplicates. The only semi-coherent subgroup is around loading/regression issues, but even there the concrete bugs differ.", - "confidence": 0.31, - "canonical_issue_reason": "No single canonical issue stands out because the cluster is heterogeneous. If one anchor is needed, 31515 is the most connected issue and best matches the broad loading/regression theme shared by several neighbors.", + "summary": "This set is not a true duplicate cluster: the issues span unrelated areas such as training, tokenizer loading, configs, schedulers, model-specific bugs, and documentation. None of the soft pairs look like the same underlying bug/change.", + "confidence": 0.97, + "canonical_issue_reason": "No clear canonical issue; the items are heterogeneous and do not share one underlying defect or change.", "canonical_pr_reason": null, - "best_issue_reason": "31515 is the best representative anchor only by connectivity: it links to multiple other loading-related reports, while the rest of the cluster is too mixed to serve as a true duplicate hub.", + "best_issue_reason": "No issue is suitable as a global representative because this is not a coherent duplicate group.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:43606", "right": "issue:45468", "accept": false, - "reason": "Different bugs: CPU offload device mismatch in bark-small vs Gemma4 audio positional encoding. Same broad area, not the same fix." + "reason": "Different models and failures: CPU offload device mismatch vs Gemma4 audio positional encoding." }, { "left": "issue:44261", "right": "issue:45468", "accept": false, - "reason": "RMS norm epsilon precision issue in MLA q_a_layernorm is unrelated to Gemma4AudioRelPositionalEncoding." + "reason": "MLA layernorm epsilon precision issue is unrelated to Gemma4 audio positional encoding." }, { "left": "issue:42913", "right": "issue:43066", "accept": false, - "reason": "Both involve tokenizer v5, but one is a general behavior change and the other is a specific wrong decoder type bug. Not the same concrete issue." + "reason": "Both mention tokenizer/v5, but the symptoms and likely code paths differ; not enough to treat as the same bug." }, { "left": "issue:44908", "right": "issue:44998", "accept": false, - "reason": "Scheduler kwargs bug and an unrelated placeholder issue title; no shared underlying code path." + "reason": "Scheduler kwargs bug vs unrelated non-technical issue." }, { "left": "issue:44861", "right": "issue:45290", "accept": false, - "reason": "_get_tied_weight_keys AttributeError and apply_chat_template tool-call crash affect different parts of the stack." + "reason": "Different code paths: tied-weight key handling vs chat template tool-call crash." }, { "left": "issue:43525", "right": "issue:44861", "accept": false, - "reason": "Missing pad_token_id on Llama4Config is unrelated to the tied-weights list AttributeError." + "reason": "Missing pad_token_id in config is unrelated to tied-weight key extraction crash." }, { "left": "issue:43704", "right": "issue:44998", "accept": false, - "reason": "VRAM leak in Qwen3ForCausalLM with dataloader threads is unrelated to the other issue." + "reason": "VRAM leak in Qwen3ForCausalLM threads is unrelated to the other issue." }, { "left": "issue:41669", "right": "issue:44998", "accept": false, - "reason": "Import-star performance cleanup and an unrelated placeholder issue are not duplicates." + "reason": "Import-star cleanup/perf issue is unrelated to the other issue." }, { "left": "issue:43572", "right": "issue:44861", "accept": false, - "reason": "StableLmConfig pad_token_idx regression and tied-weights handling are different bugs." + "reason": "StableLmConfig pad token field regression is unrelated to tied-weight key handling." }, { "left": "issue:43066", "right": "issue:44998", "accept": false, - "reason": "Wrong tokenizer decoder type is unrelated to the other issue." + "reason": "Tokenizer decoder type regression is unrelated to the other issue." }, { "left": "issue:31515", "right": "issue:38617", "accept": false, - "reason": "Checkpoint loading slowness and an ImportError for layer_type_validation are different failure modes and code paths." + "reason": "Slow checkpoint loading and missing import are different failures." }, { "left": "issue:44230", "right": "issue:44623", "accept": false, - "reason": "FP8 Qwen3-VL/MoE support request is unrelated to missing processor.save_pretrained files." + "reason": "FP8 inference support request is unrelated to missing processor save files." }, { "left": "issue:44360", "right": "issue:44998", "accept": false, - "reason": "DSA indexer ReLU discussion is unrelated to the other issue." + "reason": "DSA ReLU omission is unrelated to the other issue." }, { "left": "issue:30333", "right": "issue:31515", "accept": false, - "reason": "MLflow reporting on failed training jobs and slow checkpoint loading are unrelated." + "reason": "MLFlow reporting on failed training jobs is unrelated to slow from_pretrained checkpoint loading." }, { "left": "issue:31515", "right": "issue:36296", "accept": false, - "reason": "from_pretrained checkpoint slowness and tensor-parallel training bug do not share the same concrete code-path." + "reason": "Checkpoint loading slowness and tensor-parallel training bug are different problems." }, { "left": "issue:31515", "right": "issue:31795", "accept": false, - "reason": "Loading-performance issue and documentation confusion in model.forward are not duplicates." + "reason": "Runtime loading performance issue is unrelated to documentation confusion." }, { "left": "issue:44230", "right": "issue:45310", "accept": false, - "reason": "FP8 support for Qwen3-VL/MoE and a Qwen3.5 from_pretrained error are different issues, even if both mention Qwen models." + "reason": "FP8 support request and Qwen3.5 moe from_pretrained error are not the same concrete bug." }, { "left": "issue:31515", "right": "issue:33453", "accept": false, - "reason": "Checkpoint loading slowness and tokenizer loading regression are distinct bugs." + "reason": "Checkpoint load slowness and tokenizer loading regression are separate issues." }, { "left": "issue:43298", "right": "issue:44230", "accept": false, - "reason": "Continuous batching audio-model support and FP8 Qwen3-VL/MoE support are unrelated feature/bug reports." + "reason": "Continuous batching audio-model support and Qwen3 fp8 inference are unrelated." } ] }, @@ -15696,7 +15708,7 @@ "issue:13244|issue:16618", "issue:15980|issue:16618" ], - "prepared_review_unit_hash": "8579832271acaf4cfd962e58ae08d6d6e7462f9f160391312ed8f4889fce24eb", + "prepared_review_unit_hash": "8163ad2790e6baaebd7b1f38808fc28e850961116e72109a970cc5985e217dce", "component_budget": { "node_count": 3, "item_count": 3, @@ -15718,24 +15730,24 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These three issues are not duplicates: one is about Tapas tokenization mismatch, one about a bad auth-related error when downloading a private model, and one about failing to load bert-base-uncased. They touch different failure modes and likely different code paths.", - "confidence": 0.95, - "canonical_issue_reason": "Issue 16618 is the broadest user-facing model-loading report, but it is not a true canonical duplicate target for the others because their symptoms and causes differ.", + "summary": "These three issues do not describe the same bug. Two are model-loading related, but one is an auth/error-message problem and the other is a generic load failure; the tokenization report is separate.", + "confidence": 0.88, + "canonical_issue_reason": "issue:16618 is the most concrete and broadly representative report in the set, centered on a specific model-loading failure.", "canonical_pr_reason": null, - "best_issue_reason": "None of the issues appear to represent the same underlying bug, so there is no strong canonical issue candidate for deduplication.", + "best_issue_reason": "issue:16618 is the clearest standalone problem statement and the best cluster representative, even though the other issues are not true duplicates.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:13244", "right": "issue:16618", "accept": false, - "reason": "Tapas tokenization mismatch is a model/tokenizer behavior issue, while bert-base-uncased loading failure is a model-loading issue; they do not describe the same bug or code path." + "reason": "Tokenization mismatch vs. model loading failure; different underlying code paths and symptoms." }, { "left": "issue:15980", "right": "issue:16618", "accept": false, - "reason": "Private-model download auth/error-message handling is unrelated to the bert-base-uncased load failure; they may both involve model loading but not the same underlying problem." + "reason": "Private-model auth/error-message issue is not the same as failing to load bert-base-uncased." } ] }, @@ -15765,12 +15777,12 @@ "soft_pairs": [ "issue:26350|issue:33260" ], - "prepared_review_unit_hash": "264523cde81a9569360d06db6f6120d14813742c19f4210b699d0986be3dcd15", + "prepared_review_unit_hash": "ee639e5cb9cbb696a1276e32201a3ad8ff840634210fddd3e42f50bb61c5e074", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 1590, + "serialized_chars": 1589, "estimated_input_tokens": 398, "estimated_eval_tokens": 1052 }, @@ -15778,7 +15790,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 1590, + "serialized_chars": 1589, "estimated_input_tokens": 398, "estimated_eval_tokens": 1052 }, @@ -15787,18 +15799,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These are not duplicates: one request is for Flash Attention 2 support across more architectures, the other is for GGUF support across more architectures. They share a templated \u201ccommunity contribution\u201d framing but target different features and code paths.", - "confidence": 0.95, - "canonical_issue_reason": null, + "summary": "These are two distinct feature requests, not duplicates: one is for Flash Attention 2 support on more architectures, the other is for GGUF support on more architectures.", + "confidence": 0.98, + "canonical_issue_reason": "No canonical issue: the requests target different features and code paths.", "canonical_pr_reason": null, - "best_issue_reason": null, + "best_issue_reason": "Neither issue is a good global representative because they are unrelated enhancement requests.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:26350", "right": "issue:33260", "accept": false, - "reason": "Different underlying changes: Flash Attention 2 support vs GGUF support. Similar wording and broad architecture-expansion theme are not enough to treat them as the same issue." + "reason": "Different underlying enhancements (Flash Attention 2 vs GGUF); the similarity is only that both are community contribution requests for broader architecture support." } ] }, @@ -15840,12 +15852,12 @@ "issue:43834|issue:44365", "issue:44365|issue:44370" ], - "prepared_review_unit_hash": "f0ffcb9ea248f57a33d394fa67cbb2e29215f441b9b4017b08ea64a067cb099f", + "prepared_review_unit_hash": "949adefad050edaff93ab13700e5d4b72350b6a246326b265e51bdd19fd1f043", "component_budget": { "node_count": 5, "item_count": 5, "soft_pair_count": 10, - "serialized_chars": 6440, + "serialized_chars": 6438, "estimated_input_tokens": 1610, "estimated_eval_tokens": 3476 }, @@ -15853,7 +15865,7 @@ "node_count": 5, "item_count": 5, "soft_pair_count": 10, - "serialized_chars": 6440, + "serialized_chars": 6438, "estimated_input_tokens": 1610, "estimated_eval_tokens": 3476 }, @@ -15862,72 +15874,72 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These are translation-request issues for different languages, not true duplicates. The near-identical generic titles are template-like and not enough to merge the issues.", - "confidence": 0.97, - "canonical_issue_reason": "No canonical issue: the cluster mixes concrete Turkish/Spanish translation requests with placeholder/template issues that do not clearly refer to the same underlying request.", + "summary": "These are i18n docs-translation requests, but they split into distinct language-specific issues and a near-identical generic template trio; the available metadata does not justify merging across languages.", + "confidence": 0.84, + "canonical_issue_reason": "No single canonical across the full cluster: Turkish and Spanish are distinct requests, and the three generic placeholder issues are only template-similar, not provably the same task.", "canonical_pr_reason": null, - "best_issue_reason": "None is a strong canonical representative; 43834 is only the closest template-like match, but it still shouldn't subsume the language-specific issues.", + "best_issue_reason": "issue:43834 is the best representative of the generic translation-template subgroup because it is the earliest and most central of the near-identical placeholder issues.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:27088", "right": "issue:44370", "accept": false, - "reason": "Different translation request; only shares the same template wording." + "reason": "Same i18n translation theme, but different language-specific request; not the same underlying issue." }, { "left": "issue:27088", "right": "issue:44365", "accept": false, - "reason": "Different translation request; no evidence they are the same language or same work item." + "reason": "Turkish vs. generic translation template; similarity is topical, not a duplicate task." }, { "left": "issue:27088", "right": "issue:43834", "accept": false, - "reason": "Turkish-specific request vs generic template text; not the same underlying issue." + "reason": "Language-specific Turkish request does not match the generic template issue closely enough to merge." }, { "left": "issue:27088", "right": "issue:28936", "accept": false, - "reason": "Turkish and Spanish translation requests are distinct issues." + "reason": "Different target languages (Turkish vs. Spanish), so these are separate issues." }, { "left": "issue:28936", "right": "issue:43834", "accept": false, - "reason": "Spanish-specific request vs generic template text; not a duplicate." + "reason": "Spanish translation request is distinct from the generic placeholder task." }, { "left": "issue:28936", "right": "issue:44365", "accept": false, - "reason": "Different translation request; same template language only." + "reason": "Spanish vs. generic template; same subsystem, but not the same underlying request." }, { "left": "issue:28936", "right": "issue:44370", "accept": false, - "reason": "Different translation request; same template language only." + "reason": "Different language/request; the overlap is only in the translation-docs theme." }, { "left": "issue:43834", "right": "issue:44370", "accept": false, - "reason": "Very similar template text, but no evidence they are the same concrete translation request." + "reason": "Near-identical templates, but no evidence they are the same language/task instance." }, { "left": "issue:43834", "right": "issue:44365", "accept": false, - "reason": "Template-like similarity is not enough to merge; underlying language request is unclear." + "reason": "Highly similar wording, but not enough to prove a single duplicate issue." }, { "left": "issue:44365", "right": "issue:44370", "accept": false, - "reason": "Nearly identical template wording, but they still may correspond to different language requests." + "reason": "The generic placeholder issues are very close, but the metadata does not confirm the same underlying request." } ] }, @@ -15949,7 +15961,7 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-36817-15", + "cluster_id": "cluster-36817-16", "nodes": [ "issue:36817", "issue:36879", @@ -15965,7 +15977,8 @@ "issue:44205", "issue:45027", "issue:45177", - "issue:45322" + "issue:45322", + "issue:46133" ], "soft_pairs": [ "issue:36817|issue:41211", @@ -16002,246 +16015,253 @@ "issue:43837|issue:44121", "issue:43837|issue:45027", "issue:37015|issue:45027", - "issue:43837|issue:45177" + "issue:43837|issue:45177", + "issue:45322|issue:46133" ], - "prepared_review_unit_hash": "88016f64dcf789326a4fbc7e75c2c4038920c662b4f8c29cf347c937c587ef4e", + "prepared_review_unit_hash": "b3bf7352c85852aef214b33943c6ab34630dfeba6ccb589077401cb1ebeb80e9", "component_budget": { - "node_count": 15, - "item_count": 15, - "soft_pair_count": 35, - "serialized_chars": 20706, - "estimated_input_tokens": 5177, - "estimated_eval_tokens": 10610 + "node_count": 16, + "item_count": 16, + "soft_pair_count": 36, + "serialized_chars": 21658, + "estimated_input_tokens": 5415, + "estimated_eval_tokens": 11086 }, "budget": { - "node_count": 15, - "item_count": 15, - "soft_pair_count": 35, - "serialized_chars": 20706, - "estimated_input_tokens": 5177, - "estimated_eval_tokens": 10610 + "node_count": 16, + "item_count": 16, + "soft_pair_count": 36, + "serialized_chars": 21658, + "estimated_input_tokens": 5415, + "estimated_eval_tokens": 11086 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "This cluster is mostly a collection of generic model-addition requests across different architectures and modalities; the overlap is topical, not duplicate-level. I found no soft-edge pair that looks like the same underlying change.", - "confidence": 0.55, - "canonical_issue_reason": "issue:43671 is the best representative hub for the cluster: it is a concrete model-support request and sits near the center of the similarity graph.", + "summary": "This is a broad false-positive similarity cluster: all items are separate model-addition requests across different model names and modalities, not duplicates. All soft edges should be rejected.", + "confidence": 0.98, + "canonical_issue_reason": "No canonical issue: the cluster contains distinct model requests, not duplicates.", "canonical_pr_reason": null, - "best_issue_reason": "If one issue must represent this set, issue:43671 is the most central and generic among the model-addition requests; none of the others are better duplicate anchors.", + "best_issue_reason": "No global best issue: the items span unrelated models and modalities, so none is a good umbrella representative.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:36817", "right": "issue:41211", "accept": false, - "reason": "Different model families and use-cases; only the wording 'add model' is shared." + "reason": "Different model requests (EuroBert vs DEIMv2); same request pattern only." }, { "left": "issue:36817", "right": "issue:43671", "accept": false, - "reason": "EuroBert config vs Qwen3-TTS support are unrelated changes." + "reason": "BERT config request vs Qwen3-TTS audio support; unrelated targets." }, { "left": "issue:36817", "right": "issue:36879", "accept": false, - "reason": "EuroBert vs RF-DETR are different model additions, not the same bug/change." + "reason": "EuroBert config vs RF-DETR; different models and tasks." }, { "left": "issue:36879", "right": "issue:41211", "accept": false, - "reason": "RF-DETR and DEIMv2 are distinct models with different implementation paths." + "reason": "RF-DETR detection model vs DEIMv2; not the same bug/change." }, { "left": "issue:36879", "right": "issue:43909", "accept": false, - "reason": "RF-DETR vision model request is unrelated to LFM2.5 Audio support." + "reason": "RF-DETR vs LFM2.5 Audio; different modalities and model families." }, { "left": "issue:36879", "right": "issue:44121", "accept": false, - "reason": "Different model families; one is object detection, the other is sparse transformer support." + "reason": "RF-DETR vs weight-sparse transformer; unrelated model requests." }, { "left": "issue:36879", "right": "issue:43837", "accept": false, - "reason": "RF-DETR and Qwen3-ASR are different models and modalities." + "reason": "RF-DETR vision model vs Qwen3-ASR audio support; different changes." }, { "left": "issue:36879", "right": "issue:43671", "accept": false, - "reason": "RF-DETR and Qwen3-TTS are separate model requests with different code paths." + "reason": "RF-DETR vs Qwen3-TTS; unrelated model additions." }, { "left": "issue:37015", "right": "issue:43837", "accept": false, - "reason": "NeoBERT and Qwen3-ASR are unrelated model additions." + "reason": "NeoBERT vs Qwen3-ASR; different model families and modalities." }, { "left": "issue:37015", "right": "issue:44121", "accept": false, - "reason": "NeoBERT vs weight-sparse transformer are not the same underlying change." + "reason": "NeoBERT request vs sparse transformer request; not the same concrete change." }, { "left": "issue:37015", "right": "issue:43909", "accept": false, - "reason": "NeoBERT and LFM2.5 Audio target different architectures and tasks." + "reason": "NeoBERT vs LFM2.5 Audio; unrelated model requests." }, { "left": "issue:36879", "right": "issue:37015", "accept": false, - "reason": "RF-DETR and NeoBERT are different models; no shared concrete fix." + "reason": "RF-DETR detection model vs NeoBERT language model; distinct requests." }, { "left": "issue:37015", "right": "issue:42503", "accept": false, - "reason": "NeoBERT and ModernVBERT are distinct model requests, not duplicates." + "reason": "NeoBERT vs ModernVBERT; similar naming only, but different models." }, { "left": "issue:41115", "right": "issue:43837", "accept": false, - "reason": "MiniCPM3 architecture support and Qwen3-ASR support are different additions." + "reason": "MiniCPM3 architecture vs Qwen3-ASR support; different models and tasks." }, { "left": "issue:41115", "right": "issue:44121", "accept": false, - "reason": "MiniCPM3 and OpenAI weight-sparse transformer are unrelated model changes." + "reason": "MiniCPM3 vs sparse transformer request; not the same code-path problem." }, { "left": "issue:41115", "right": "issue:42503", "accept": false, - "reason": "MiniCPM3 and ModernVBERT are separate model-architecture requests." + "reason": "MiniCPM3 vs ModernVBERT; both model requests but clearly different." }, { "left": "issue:41115", "right": "issue:45027", "accept": false, - "reason": "MiniCPM3 and Voxtral TTS are different model families and implementation paths." + "reason": "MiniCPM3 vs Voxtral TTS support; unrelated model additions." }, { "left": "issue:41211", "right": "issue:43671", "accept": false, - "reason": "DEIMv2 and Qwen3-TTS are different models with no shared concrete bug/change." + "reason": "DEIMv2 detection model vs Qwen3-TTS audio support; different underlying request." }, { "left": "issue:42503", "right": "issue:43837", "accept": false, - "reason": "ModernVBERT and Qwen3-ASR are distinct model additions." + "reason": "ModernVBERT vs Qwen3-ASR; different models and modalities." }, { "left": "issue:42503", "right": "issue:43671", "accept": false, - "reason": "ModernVBERT and Qwen3-TTS are unrelated model requests." + "reason": "ModernVBERT vs Qwen3-TTS; unrelated model requests." }, { "left": "issue:42503", "right": "issue:42738", "accept": false, - "reason": "ModernVBERT and BERT-like RoPE coverage overlap only at a high level, not as the same change." + "reason": "ModernVBERT models vs generic BERT-like RoPE discussion; not the same model." }, { "left": "issue:42738", "right": "issue:45027", "accept": false, - "reason": "Generic BERT-like RoPE support and Voxtral TTS are not the same code-path change." + "reason": "BERT-like RoPE models vs Voxtral TTS; different modalities and changes." }, { "left": "issue:43671", "right": "issue:43837", "accept": false, - "reason": "Qwen3-TTS and Qwen3-ASR are different modalities and would not merge into one PR." + "reason": "TTS support vs ASR support for different Qwen3 variants; related domain, but distinct requests." }, { "left": "issue:43671", "right": "issue:45027", "accept": false, - "reason": "Qwen3-TTS and Voxtral TTS are separate model-support requests." + "reason": "Qwen3-TTS vs Voxtral TTS; same modality but different models and implementations." }, { "left": "issue:43671", "right": "issue:45177", "accept": false, - "reason": "Qwen3-TTS and DeepSeek-OCR2 are unrelated model additions." + "reason": "Audio TTS request vs DeepSeek-OCR2; unrelated model families." }, { "left": "issue:43671", "right": "issue:44121", "accept": false, - "reason": "Qwen3-TTS support is unrelated to adding a weight-sparse transformer model." + "reason": "Qwen3-TTS support vs sparse transformer request; different code paths." }, { "left": "issue:43837", "right": "issue:45322", "accept": false, - "reason": "Qwen3-ASR and EUPE are different model architectures and tasks." + "reason": "Qwen3-ASR audio request vs EUPE vision-language encoder; different models." }, { "left": "issue:43837", "right": "issue:43909", "accept": false, - "reason": "Qwen3-ASR and LFM2.5 Audio are different audio-model support requests." + "reason": "Qwen3-ASR vs LFM2.5 Audio; both audio-related, but distinct model requests." }, { "left": "issue:43909", "right": "issue:44205", "accept": false, - "reason": "LFM2.5 Audio and SAM3-LiteText are unrelated models." + "reason": "LFM2.5 Audio vs SAM3-LiteText; audio model request vs vision/text model request." }, { "left": "issue:43671", "right": "issue:43909", "accept": false, - "reason": "Qwen3-TTS and LFM2.5 Audio are both audio-related but still different model integrations." + "reason": "Qwen3-TTS vs LFM2.5 Audio; both audio, but different models and change sets." }, { "left": "issue:44121", "right": "issue:45322", "accept": false, - "reason": "Weight-sparse transformer and EUPE are separate model requests with different implementations." + "reason": "Weight-sparse transformer request vs EUPE; unrelated model additions." }, { "left": "issue:43837", "right": "issue:44121", "accept": false, - "reason": "Qwen3-ASR and weight-sparse transformer are unrelated changes." + "reason": "Qwen3-ASR support vs sparse transformer request; different underlying work." }, { "left": "issue:43837", "right": "issue:45027", "accept": false, - "reason": "Qwen3-ASR and Voxtral TTS are different audio model support requests." + "reason": "Qwen3-ASR vs Voxtral TTS; different audio model requests." }, { "left": "issue:37015", "right": "issue:45027", "accept": false, - "reason": "NeoBERT and Voxtral TTS are unrelated model additions." + "reason": "NeoBERT vs Voxtral TTS; unrelated model families." }, { "left": "issue:43837", "right": "issue:45177", "accept": false, - "reason": "Qwen3-ASR and DeepSeek-OCR2 are different model families and tasks." + "reason": "ASR request vs OCR2 request; different modalities and models." + }, + { + "left": "issue:45322", + "right": "issue:46133", + "accept": false, + "reason": "EUPE vs TIPSv2; both vision-language, but different models and implementations." } ] }, @@ -16284,12 +16304,12 @@ "issue:43668|issue:44031", "issue:43668|issue:43813" ], - "prepared_review_unit_hash": "9bbb484eeb1d81c2d258ef25bd36ce1657101ef9e60501a994acf2850febf82c", + "prepared_review_unit_hash": "6a438879b537b75c88531fc3b24ab5f926da0daf328369ca5c1159a81f87a3b7", "component_budget": { "node_count": 7, "item_count": 7, "soft_pair_count": 9, - "serialized_chars": 7185, + "serialized_chars": 7187, "estimated_input_tokens": 1797, "estimated_eval_tokens": 3850 }, @@ -16297,7 +16317,7 @@ "node_count": 7, "item_count": 7, "soft_pair_count": 9, - "serialized_chars": 7185, + "serialized_chars": 7187, "estimated_input_tokens": 1797, "estimated_eval_tokens": 3850 }, @@ -16306,66 +16326,66 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These issues cover distinct bugs across unrelated models/features, and none of the soft pairs look like the same underlying problem. The broadest/general report is the loss-kwargs issue (#43240).", - "confidence": 0.92, - "canonical_issue_reason": "#43240 is the most general and reusable bug report in the set: it describes a concrete framework-wide failure to forward kwargs into loss calculation, with downstream impact beyond one model.", + "summary": "These issues are only weakly text-similar; they cover unrelated bugs/features across different models and tokenizer/config areas, so this cluster should not be merged as duplicates.", + "confidence": 0.94, + "canonical_issue_reason": "issue:43668 is the cleanest, most self-contained bug report in the set, but it is not actually a duplicate of the others.", "canonical_pr_reason": null, - "best_issue_reason": "#43240 has the strongest triage value because it is actionable, has inbound references, and describes a clear code-path bug rather than a model-specific typo or wording issue.", + "best_issue_reason": "issue:43668 is the best representative only in the sense that it is concrete and narrowly scoped; the rest are too heterogeneous to form a real duplicate cluster.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:37934", "right": "issue:43668", "accept": false, - "reason": "Both mention normalization-related terminology, but one questions whether a model layer should be RMSNorm while the other is only about a type-hint on a config field. Different bug classes and code paths." + "reason": "One is about Llama4TextL2Norm possibly being RMSNorm; the other is a ModernBERT config type hint typo. Different code paths and bug types." }, { "left": "issue:42936", "right": "issue:43240", "accept": false, - "reason": "One is about an unused ignore_value in Mask2Former, the other about kwargs not being forwarded to a loss function. Related to loss handling broadly, but not the same concrete defect." + "reason": "Mask2Former ignore_value not being used is unrelated to kwargs not reaching a loss function. Different models and failure modes." }, { "left": "issue:42936", "right": "issue:46018", "accept": false, - "reason": "Mask2Former ignore_value handling and DeepSeek-V4 shared expert gating are unrelated model-specific behaviors with different failure modes." + "reason": "Mask2Former ignore_value handling and DeepSeek-V4 shared expert gating are unrelated model-specific bugs." }, { "left": "issue:42936", "right": "issue:44031", "accept": false, - "reason": "Unused loss ignore_value and tokenizer regex warnings are completely different subsystems and bugs." + "reason": "A Mask2Former loss-parameter bug is not the same as tokenizer regex warning behavior. Different subsystems." }, { "left": "issue:42936", "right": "issue:43813", "accept": false, - "reason": "A missing use of ignore_value is unrelated to a typo in a quantization attribute name." + "reason": "Mask2Former loss ignore_value usage and a quantization attribute typo are unrelated." }, { "left": "issue:42936", "right": "issue:43668", "accept": false, - "reason": "One concerns a model loss parameter being ignored; the other is a config type annotation mistake. Not the same issue." + "reason": "Mask2Former loss handling and ModernBERT norm_eps type hint are unrelated issues." }, { "left": "issue:43240", "right": "issue:43668", "accept": false, - "reason": "Forwarding kwargs to loss functions and a wrong type hint for norm_eps are different defects with no shared concrete code path." + "reason": "Missing kwargs in loss calculation is a runtime behavior bug, not a config type-hint issue." }, { "left": "issue:43668", "right": "issue:44031", "accept": false, - "reason": "A ModernBERT config type hint bug is unrelated to tokenizer regex warning behavior." + "reason": "ModernBERT norm_eps typing and tokenizer regex warnings are separate concerns with no shared concrete fix." }, { "left": "issue:43668", "right": "issue:43813", "accept": false, - "reason": "These are both small correctness issues, but in different components and with different fixes: config typing vs. a typo in a quantization attribute." + "reason": "A type-hint correction in ModernBERT is not the same as a typo in a quantization operation name." } ] }, @@ -16395,12 +16415,12 @@ "soft_pairs": [ "issue:41084|issue:43037" ], - "prepared_review_unit_hash": "6d35e8519c00c911da184aa32a09ab064125f8ff10a4cf33ec4da38c869ad64c", + "prepared_review_unit_hash": "94fb0d8d9cb9c17588dc5d33f937a0ab0190a2a9ce759553ef7aee8a22c39e00", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 1480, + "serialized_chars": 1479, "estimated_input_tokens": 370, "estimated_eval_tokens": 996 }, @@ -16408,7 +16428,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 1480, + "serialized_chars": 1479, "estimated_input_tokens": 370, "estimated_eval_tokens": 996 }, @@ -16417,18 +16437,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These two issues are not duplicates: one is about block decoding, the other about DeepSeek v3.2 support. They describe different feature/workstream requests with no shared targets or code-path evidence.", - "confidence": 0.98, - "canonical_issue_reason": "Issue 43037 is the more concrete feature request, while 41084 is a separate decoding-related topic; there is no single canonical issue for both.", + "summary": "These two issues are not duplicates: one asks about block decoding, while the other requests DeepSeek v3.2 support. They do not describe the same underlying bug or feature change.", + "confidence": 0.97, + "canonical_issue_reason": "No canonical issue for duplication purposes; the issues cover unrelated topics (block decoding vs DeepSeek model support).", "canonical_pr_reason": null, - "best_issue_reason": "43037 is the better representative only because it is more specific and self-contained, but it should not be treated as the same underlying request as 41084.", + "best_issue_reason": "If a representative issue must be picked, issue #43037 is slightly more actionable because it is a concrete support request with more discussion, but it is not a duplicate of #41084.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:41084", "right": "issue:43037", "accept": false, - "reason": "The titles and likely problem domains are unrelated: block decoding vs DeepSeek v3.2 support. No shared filenames, targets, or concrete code-path overlap indicate a duplicate." + "reason": "Different requests with no shared code-path or problem statement; one is about block decoding, the other about adding support for DeepSeek v3.2." } ] }, @@ -16458,12 +16478,12 @@ "soft_pairs": [ "issue:43598|issue:43600" ], - "prepared_review_unit_hash": "57a8c676fc4007b7a50d22518f3ab1f6d203d2343002040ed33316f1fbcfb17b", + "prepared_review_unit_hash": "ef3c5117a5839531efe365b40a78af6e4e498e062916aa56992e94ff37721900", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 1584, + "serialized_chars": 1583, "estimated_input_tokens": 396, "estimated_eval_tokens": 1048 }, @@ -16471,7 +16491,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 1584, + "serialized_chars": 1583, "estimated_input_tokens": 396, "estimated_eval_tokens": 1048 }, @@ -16480,18 +16500,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These are related only at a high level (Trainer/custom trainers), but they describe different problems: one is about `remove_unused_column` behavior, the other about FLOPS estimation for custom trainers. They should not be merged as duplicates.", - "confidence": 0.93, - "canonical_issue_reason": "No true canonical duplicate: issue #43598 is about making `remove_unused_column` more customizable, while issue #43600 is about handling custom trainers when estimating FLOPS.", + "summary": "Both issues mention custom trainers, but they describe different problems in different code paths: one is about `remove_unused_column` behavior in `Trainer`, the other about FLOPS estimation. They are related in theme, not duplicates.", + "confidence": 0.94, + "canonical_issue_reason": null, "canonical_pr_reason": null, - "best_issue_reason": "#43598 is the more representative issue for the shared Trainer customization theme, but it still addresses a distinct concern from FLOPS estimation.", + "best_issue_reason": null, "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:43598", "right": "issue:43600", "accept": false, - "reason": "Same broad area, but different concrete behaviors: column removal customization vs FLOPS counting for custom trainers. Not the same underlying bug/change." + "reason": "Shared mention of custom trainers is too broad; one concerns input-column removal customizability, the other FLOPS counting. Different bugs, different fixes." } ] }, @@ -16521,12 +16541,12 @@ "soft_pairs": [ "issue:43684|issue:44405" ], - "prepared_review_unit_hash": "363133d47a3b8bfa0cfe6832b8345aacf3b24352978153da6111d4aab393d706", + "prepared_review_unit_hash": "144a37f49e44ee185b248a2290e9d36f9ac3bf88bfc16aeb3fdd91c418218908", "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 }, @@ -16534,7 +16554,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 1611, + "serialized_chars": 1612, "estimated_input_tokens": 403, "estimated_eval_tokens": 1062 }, @@ -16543,18 +16563,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These are separate feature requests: one asks for Qwen3-Omni registration in AutoModel/AutoModelForConditionalGeneration, while the other asks for AutoModelForSequenceClassification support for Qwen3.5. They target different model families and different auto classes, so they should not be clustered as duplicates.", - "confidence": 0.93, - "canonical_issue_reason": "Issue #43684 is the broader registration request and best represents the Qwen3-Omni AutoModel/AutoModelForConditionalGeneration gap.", + "summary": "These issues are about different Qwen model families and different AutoModel registrations, so they do not appear to be duplicates.", + "confidence": 0.95, + "canonical_issue_reason": "#43684 is the broader, more central request: register Qwen3-Omni in AutoModel and AutoModelForConditionalGeneration.", "canonical_pr_reason": null, - "best_issue_reason": "Issue #43684 is the clearest representative issue in this set because it names the model-family registration problem directly and at a higher-level auto-class scope.", + "best_issue_reason": "#43684 is the best anchor for the cluster because it describes a general model-registration gap rather than a narrow task-specific extension.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:43684", "right": "issue:44405", "accept": false, - "reason": "Different underlying requests: Qwen3-Omni model registration for AutoModel/AutoModelForConditionalGeneration versus Qwen3.5 sequence-classification support for AutoModelForSequenceClassification. Not the same bug/change." + "reason": "Different underlying change requests: Qwen3-Omni registration for AutoModel/AutoModelForConditionalGeneration vs. AutoModelForSequenceClassification support for Qwen3.5. They target different model variants and different auto classes." } ] }, @@ -16591,70 +16611,70 @@ "issue:43845|issue:43859", "issue:43846|issue:43859" ], - "prepared_review_unit_hash": "3d9df6851db999677e893947309e5318effeeb2fb578e32a432d169154232a6d", + "prepared_review_unit_hash": "59305e83905e98c0224d80e4260ff9e3b7c6366f67cdd73d61ef0e611c906840", "component_budget": { "node_count": 4, "item_count": 4, "soft_pair_count": 6, - "serialized_chars": 4263, - "estimated_input_tokens": 1066, - "estimated_eval_tokens": 2388 + "serialized_chars": 4266, + "estimated_input_tokens": 1067, + "estimated_eval_tokens": 2390 }, "budget": { "node_count": 4, "item_count": 4, "soft_pair_count": 6, - "serialized_chars": 4263, - "estimated_input_tokens": 1066, - "estimated_eval_tokens": 2388 + "serialized_chars": 4266, + "estimated_input_tokens": 1067, + "estimated_eval_tokens": 2390 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "The cluster is dominated by three near-empty issues titled \"huggingface\"; one issue titled \"Fett\" looks unrelated. There is not enough concrete evidence to merge any pair as the same underlying bug.", - "confidence": 0.91, - "canonical_issue_reason": "Issue #43845 is the best canonical representative only because it is one of the repeated \"huggingface\" reports and is the earliest among the near-identical titles; there is no substantive body/detail to distinguish it from #43846 or #43859.", + "summary": "One unrelated issue ('Fett') and three near-identical but content-poor 'huggingface' issues. There is not enough evidence to confidently merge any pair, though 43845/43846/43859 look like likely duplicate reports.", + "confidence": 0.41, + "canonical_issue_reason": "Issue 43845 is the earliest of the repeated 'huggingface' reports, but the bodies are too sparse to prove a single underlying bug.", "canonical_pr_reason": null, - "best_issue_reason": "#43845 is the best overall issue candidate because it matches the repeated title pattern and is earliest among the duplicate-looking issues. #43835 has a different title and does not fit the apparent group.", + "best_issue_reason": "43845 is the best representative only because it is earliest among the near-identical 'huggingface' entries; no issue contains enough detail to be a strong canonical source.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:43835", "right": "issue:43845", "accept": false, - "reason": "Different titles ('Fett' vs 'huggingface') and no body/target evidence that they describe the same problem." + "reason": "Different titles and no shared context; 'Fett' does not look like the same underlying issue as 'huggingface'." }, { "left": "issue:43835", "right": "issue:43846", "accept": false, - "reason": "Different titles and no substantive description or linked target to support same underlying issue." + "reason": "Different titles and no shared context; these do not appear to describe the same bug." }, { "left": "issue:43835", "right": "issue:43859", "accept": false, - "reason": "Different titles and no concrete evidence beyond loose similarity." + "reason": "Different titles and no shared context; no evidence they are the same report." }, { "left": "issue:43845", "right": "issue:43846", "accept": false, - "reason": "Same title, but the issues are too sparse to verify they are the same underlying bug; title-only similarity is not enough." + "reason": "Same generic title, but the bodies are too sparse to verify the same underlying bug with enough confidence." }, { "left": "issue:43845", "right": "issue:43859", "accept": false, - "reason": "Same title, but no body details, targets, or references to confirm identical cause or impact." + "reason": "Repeated generic title suggests duplication, but there is insufficient description to confirm a shared concrete issue." }, { "left": "issue:43846", "right": "issue:43859", "accept": false, - "reason": "Same title, but insufficient evidence to treat them as duplicates of the same concrete issue." + "reason": "Repeated generic title suggests duplication, but there is insufficient description to confirm a shared concrete issue." } ] }, @@ -16695,88 +16715,88 @@ "issue:44572|issue:44937", "issue:44573|issue:44937" ], - "prepared_review_unit_hash": "2d1c4cb796deb841a111a2cae9759227ab686624357cd3c297e48ee189e964a7", + "prepared_review_unit_hash": "e548b009bbdfa137a648f6a4d3cb0d3718de362a07caf48f5d5574c7795e213c", "component_budget": { "node_count": 5, "item_count": 5, "soft_pair_count": 9, - "serialized_chars": 5791, - "estimated_input_tokens": 1448, - "estimated_eval_tokens": 3152 + "serialized_chars": 5788, + "estimated_input_tokens": 1447, + "estimated_eval_tokens": 3150 }, "budget": { "node_count": 5, "item_count": 5, "soft_pair_count": 9, - "serialized_chars": 5791, - "estimated_input_tokens": 1448, - "estimated_eval_tokens": 3152 + "serialized_chars": 5788, + "estimated_input_tokens": 1447, + "estimated_eval_tokens": 3150 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These are spammy or placeholder issues with no concrete shared bug/report to deduplicate. The apparent similarities are mostly generic text or identical spam markers, not a real underlying issue.", - "confidence": 0.92, - "canonical_issue_reason": "No strong canonical issue exists; the items do not describe one concrete problem, and the shared text is too generic/spam-like to justify a true duplicate cluster.", + "summary": "These are all low-information, likely spammy issues with no substantive evidence of a shared bug or change. None should be merged as duplicates.", + "confidence": 0.97, + "canonical_issue_reason": null, "canonical_pr_reason": null, - "best_issue_reason": "If a representative must be chosen, issue 44371 is the earliest and one of the identical '' entries, but it is only a placeholder representative, not a meaningful canonical report.", + "best_issue_reason": null, "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:44371", "right": "issue:44572", "accept": false, - "reason": "Identical spam placeholders, but they do not describe the same underlying bug or change." + "reason": "Both are generic '' placeholders with no concrete bug, target, or description showing the same underlying issue." }, { "left": "issue:44371", "right": "issue:44573", "accept": false, - "reason": "Identical spam placeholders, but there is no concrete shared issue to merge." + "reason": "Identical spam-like titles are not enough to establish a shared bug or change; no substantive content is available." }, { "left": "issue:44371", "right": "issue:44418", "accept": false, - "reason": "Generic spam placeholder vs. vague documentation suggestion; not the same underlying report." + "reason": "'' and 'Documentation Enhancement Suggestion' are too vague and point to different apparent intent; no same underlying issue is shown." }, { "left": "issue:44371", "right": "issue:44937", "accept": false, - "reason": "Spam placeholder vs. unrelated promotional-looking title; no shared bug/change." + "reason": "A spam placeholder and a 'Check out \"Google LLC\"' post do not indicate the same concrete problem." }, { "left": "issue:44418", "right": "issue:44572", "accept": false, - "reason": "Documentation suggestion and spam placeholder are unrelated." + "reason": "Documentation enhancement and spam placeholder are unrelated; no shared bug/change is evident." }, { "left": "issue:44418", "right": "issue:44573", "accept": false, - "reason": "Documentation suggestion and spam placeholder are unrelated." + "reason": "Documentation enhancement and spam placeholder are unrelated; not the same underlying issue." }, { "left": "issue:44572", "right": "issue:44573", "accept": false, - "reason": "Both are spam placeholders, but that is not enough to treat them as the same underlying issue." + "reason": "Both are spam placeholders, but there is no evidence they refer to the same bug or change rather than separate spam posts." }, { "left": "issue:44572", "right": "issue:44937", "accept": false, - "reason": "Spam placeholder vs. unrelated promotional-looking title; no concrete shared issue." + "reason": "Two different spam-style issues with no concrete shared code-path, target, or problem statement." }, { "left": "issue:44573", "right": "issue:44937", "accept": false, - "reason": "Spam placeholder vs. unrelated promotional-looking title; no concrete shared issue." + "reason": "No actionable overlap beyond being low-quality posts; they do not describe the same underlying issue." } ] }, @@ -16806,7 +16826,7 @@ "soft_pairs": [ "issue:45145|issue:45151" ], - "prepared_review_unit_hash": "a6fa1e6d38b40edb6e05a3d248533d776ad12d927417dfd4c784559b58e4de0c", + "prepared_review_unit_hash": "eb2d9e2530fb24f6314d0c7b7735f9558e68f6497785d290091bfdb59a85ada7", "component_budget": { "node_count": 2, "item_count": 2, @@ -16828,27 +16848,27 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "The two closed issues appear to be the same report: identical title, very similar body length, and no distinguishing metadata. This is a straightforward duplicate issue cluster.", - "confidence": 0.98, - "canonical_issue_reason": "issue:45145 is a good canonical choice because it is the earlier-created report and has the only inbound reference, suggesting it is the more established thread.", + "summary": "These two closed issues appear to be duplicate reports of the same energy-reduction request: they have identical titles, similar body lengths, and one has an inbound reference. The evidence is suggestive but not strong enough to call them near-identical with high confidence.", + "confidence": 0.72, + "canonical_issue_reason": "#45145 is the earlier issue and it has the only inbound reference, so it is the better canonical thread for this duplicate pair.", "canonical_pr_reason": null, - "best_issue_reason": "issue:45145 is the best single issue to keep as the representative because it predates issue:45151 and already has some linkage/activity, while the other looks redundant.", + "best_issue_reason": "#45145 is the best issue to keep as the primary thread because it predates #45151 and already has reference activity.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:45145", "right": "issue:45151", "accept": true, - "reason": "Accept: same title, same apparent problem statement, and no evidence of different scope; these look like duplicate reports of the same issue." + "reason": "Identical titles and broadly similar body sizes make these look like duplicate reports of the same underlying issue, though the available evidence is limited." } ] }, "evaluator_result": { - "accept": true, - "feedback": "The conclusion is grounded: the issues share an identical title, similar body size, and only soft similarity evidence, while the canonical choice is sensibly the earlier report with the inbound reference. The soft-edge duplicate verdict is conservative enough for the packet evidence." + "accept": false, + "feedback": "The pairing is plausibly a duplicate, but the writeup overstates the evidence. The packet only shows same titles, similar body lengths, one inbound reference vs. none, and a soft-similarity signal (Jaccard ~0.63); it does not establish that the issues are \"near-identical\" or that the bodies are \"highly similar\" with high confidence. The canonical-thread choice is reasonable because #45145 is earlier and has the inbound reference, but the 0.98 confidence and the stronger wording are not sufficiently grounded." }, "evaluator_used": true, - "retried": false, + "retried": true, "accepted_nontrivial_soft_edge": true, "error_kind": null, "error_message": null @@ -16926,40 +16946,40 @@ "soft_pairs": [ "issue:45672|issue:45674" ], - "prepared_review_unit_hash": "0997ecb9141a05f3a59e40c77d11a96f0b3d0f0f24d07eb75093b696bac32006", + "prepared_review_unit_hash": "407f16963b4284f272418d67d54eb08779542174b13ccb6b48526712a85295ba", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 1668, - "estimated_input_tokens": 417, - "estimated_eval_tokens": 1090 + "serialized_chars": 1669, + "estimated_input_tokens": 418, + "estimated_eval_tokens": 1092 }, "budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 1668, - "estimated_input_tokens": 417, - "estimated_eval_tokens": 1090 + "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": "The two issues are not duplicates: one is a Gemma4 audio-module uint8/NF4 inference TypeError, the other is a BitsAndBytesConfig skip-modules/lm_head exclusion AssertionError. They share only the broad area of 4-bit inference, not the same bug or code path.", - "confidence": 0.95, - "canonical_issue_reason": "No canonical issue as a duplicate pair: issue 45672 and issue 45674 describe different failures in different parts of the 4-bit inference stack.", + "summary": "These are two distinct 4-bit inference bugs: one in Gemma4 audio modules with uint8 weights and torch.finfo(), and one in BitsAndBytesConfig skip-module handling that drops the default lm_head exclusion. They overlap only at a broad quantization/4-bit level, not at the same underlying code path.", + "confidence": 0.94, + "canonical_issue_reason": null, "canonical_pr_reason": null, - "best_issue_reason": "Issue 45674 is the better standalone representative because it is more specific about the configuration interaction and failure mode, making it more actionable.", + "best_issue_reason": "#45674 is the better standalone representative because it describes a concrete, reproducible regression in BitsAndBytesConfig with a clear failure mode; #45672 is a separate Gemma4/audio-module TypeError.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:45672", "right": "issue:45674", "accept": false, - "reason": "Different underlying bugs: Gemma4 audio module uint8/NF4 path triggers torch.finfo TypeError, while BitsAndBytesConfig skip_modules changes lm_head exclusion and causes an AssertionError. Same broad subsystem, not the same fix." + "reason": "Both are 4-bit inference issues, but they involve different subsystems and different failure mechanisms: torch.finfo() on uint8 weights versus lm_head exclusion being cleared by llm_int8_skip_modules. They do not look like the same underlying bug." } ] }, @@ -16989,7 +17009,7 @@ "soft_pairs": [ "issue:45762|issue:45763" ], - "prepared_review_unit_hash": "91b3ed72a563874bb4f2c95c27bc692b783d72437243cfe3892cf72c920c46a7", + "prepared_review_unit_hash": "957fc607b2802b02f29f54033622616579148f2c83672ea53c65e781af8699a0", "component_budget": { "node_count": 2, "item_count": 2, @@ -17011,18 +17031,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "The two issues do not appear to be duplicates or the same underlying bug/report; they are separate person-name/date entries with no shared technical context.", + "summary": "These two closed issues are not duplicates: their titles reference different names and different dates, with no shared body, links, or other evidence of a common bug or request.", "confidence": 0.98, "canonical_issue_reason": null, "canonical_pr_reason": null, - "best_issue_reason": "Issue #45762 is the earliest created item in the cluster, so it is the most plausible representative if one must be chosen, but there is no real canonical duplicate target here.", + "best_issue_reason": "Neither issue is a strong canonical candidate because there is no indication they describe the same underlying problem.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:45762", "right": "issue:45763", "accept": false, - "reason": "These are distinct closed issues with different names and dates and no shared technical subject, so they are not the same underlying report." + "reason": "The titles refer to different people and different birth dates; there is no sign they report the same issue or change request." } ] }, @@ -17052,7 +17072,7 @@ "soft_pairs": [ "issue:45764|issue:45765" ], - "prepared_review_unit_hash": "13180457f7a4032e4313aa79746cb56ac0712d75c8d51e08dd1ed3b2941b2edd", + "prepared_review_unit_hash": "bda4eaea88d96290ba6067ecfaf5930f07dedf7a562ef5d0bb4fd30fd73a78f3", "component_budget": { "node_count": 2, "item_count": 2, @@ -17074,18 +17094,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "The two issues look like unrelated low-content submissions (different personal-name/date titles) rather than duplicate reports of the same problem.", - "confidence": 0.98, + "summary": "These are two low-information issues with similar surnames and date-like text in the titles, but no evidence they describe the same underlying problem.", + "confidence": 0.96, "canonical_issue_reason": null, "canonical_pr_reason": null, - "best_issue_reason": "No strong canonical issue candidate; both are similarly empty and unrelated, so neither is a clear representative of a shared underlying report.", + "best_issue_reason": null, "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:45764", "right": "issue:45765", "accept": false, - "reason": "The titles refer to different people/dates and there is no shared bug, code path, or explicit linkage; this does not look like the same underlying issue." + "reason": "Titles mention different full names and different dates; with no body, links, or shared targets, this looks unrelated rather than a duplicate." } ] }, @@ -17125,88 +17145,88 @@ "issue:45871|issue:45873", "issue:45872|issue:45873" ], - "prepared_review_unit_hash": "a6d1fbdf3fc06766fcf5a845b826123adb1556a4385fec76e14249b17d4ff0b4", + "prepared_review_unit_hash": "7fd500006b505630000aaea932d0eefe46fde0f7c240c673aa86127978955a7e", "component_budget": { "node_count": 5, "item_count": 5, "soft_pair_count": 8, - "serialized_chars": 5721, - "estimated_input_tokens": 1431, - "estimated_eval_tokens": 3118 + "serialized_chars": 5720, + "estimated_input_tokens": 1430, + "estimated_eval_tokens": 3116 }, "budget": { "node_count": 5, "item_count": 5, "soft_pair_count": 8, - "serialized_chars": 5721, - "estimated_input_tokens": 1431, - "estimated_eval_tokens": 3118 + "serialized_chars": 5720, + "estimated_input_tokens": 1430, + "estimated_eval_tokens": 3116 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "The cluster contains two true duplicate issue pairs: 45870/45871 and 45872/45873. The remaining issue (45869) is only loosely related by financial-domain wording and does not look like the same underlying request as the others.", - "confidence": 0.93, - "canonical_issue_reason": "45870 is the earliest member of an exact-duplicate pair (with 45871) and has the clean, generic title that makes it the safest canonical anchor.", + "summary": "The cluster contains two clear duplicate issue pairs on different topics, plus one unrelated dataset-promo issue. Only 45870/45871 and 45872/45873 look like true duplicates; the rest should stay separate.", + "confidence": 0.94, + "canonical_issue_reason": "No single canonical issue covers the whole cluster because it splits into two unrelated duplicate pairs: 45870/45871 and 45872/45873, with 45869 being a different dataset listing.", "canonical_pr_reason": null, - "best_issue_reason": "45870 is the strongest single representative to keep open because it is an exact duplicate match, earliest in its pair, and the title is broad enough to serve as the reference point for that request.", + "best_issue_reason": "If a representative issue must be chosen, 45870 is the cleanest exemplar: it is an exact duplicate pair with 45871, appears first, and has the clearest standalone title.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:45869", "right": "issue:45870", "accept": false, - "reason": "Related financial/topic area, but 'dataset bundle' and 'financial time series prediction' are different requests, not the same issue." + "reason": "Different artifact types/content: a dataset bundle listing vs a financial prediction example." }, { "left": "issue:45869", "right": "issue:45871", "accept": false, - "reason": "Same as above: topical similarity only; no evidence they describe the same underlying task or bug." + "reason": "Different artifact types/content: a dataset bundle listing vs a financial prediction example." }, { "left": "issue:45870", "right": "issue:45871", "accept": true, - "reason": "Exact same title and apparent duplicate issue request; these look like the same item." + "reason": "Same title and apparently same underlying financial prediction example; this looks like a duplicate issue." }, { "left": "issue:45870", "right": "issue:45872", "accept": false, - "reason": "Both mention financial time series/DataForge, but one is an example issue and the other adds a scraping-service feature; too different to merge as the same issue." + "reason": "Different underlying topic: financial prediction example vs financial time series + scraping service." }, { "left": "issue:45870", "right": "issue:45873", "accept": false, - "reason": "Same reasoning as 45870/45872: related domain, but not the same concrete request." + "reason": "Different underlying topic: financial prediction example vs financial time series + scraping service." }, { "left": "issue:45871", "right": "issue:45872", "accept": false, - "reason": "Different feature framing and scope; sharing a topic is not enough to treat them as duplicates." + "reason": "Different underlying topic: financial prediction example vs financial time series + scraping service." }, { "left": "issue:45871", "right": "issue:45873", "accept": false, - "reason": "Related only by theme; the scraping-service request is not the same as the example prediction issue." + "reason": "Different underlying topic: financial prediction example vs financial time series + scraping service." }, { "left": "issue:45872", "right": "issue:45873", "accept": true, - "reason": "Exact same title and likely duplicate report of the same DataForge scraping-service request." + "reason": "Same title and apparently same underlying financial time series + scraping service request; this looks like a duplicate issue." } ] }, "evaluator_result": { "accept": true, - "feedback": "The summary is grounded in the packet: 45870/45871 and 45872/45873 have identical titles and matching body lengths, while 45869 is clearly different. The soft-edge verdicts are conservative overall, especially rejecting the cross-topic matches. " + "feedback": "The summary is grounded in the packet: 45870/45871 and 45872/45873 are the only clear duplicate pairs based on identical titles, while 45869 is a different dataset listing. The canonical/clustering conclusions stay conservative and do not overreach beyond the evidence shown." }, "evaluator_used": true, "retried": false, @@ -17266,172 +17286,172 @@ "pull_request:43823|pull_request:45213", "pull_request:43251|pull_request:43254" ], - "prepared_review_unit_hash": "cf4eb64129e6f97a12e445d455a9cc925b412f5767c69db947ebe57e76119a5a", + "prepared_review_unit_hash": "fff86b71094e7d22857ed619d0620b9947e56dd0e78b8f3db5dc4ba0c4f020de", "component_budget": { "node_count": 14, "item_count": 14, "soft_pair_count": 22, - "serialized_chars": 38373, - "estimated_input_tokens": 9594, - "estimated_eval_tokens": 19444 + "serialized_chars": 38368, + "estimated_input_tokens": 9592, + "estimated_eval_tokens": 19440 }, "budget": { "node_count": 14, "item_count": 14, "soft_pair_count": 22, - "serialized_chars": 38373, - "estimated_input_tokens": 9594, - "estimated_eval_tokens": 19444 + "serialized_chars": 38368, + "estimated_input_tokens": 9592, + "estimated_eval_tokens": 19440 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Only one true duplicate pair stands out: the two `fixed_cross_entropy` PRs (#43251 and #43254). The rest are separate feature additions, model ports, or unrelated bug fixes despite superficial similarity.", - "confidence": 0.93, + "summary": "Most candidate pairs are clearly unrelated PRs spanning different models, docs, and utilities. The only plausible duplicate/overlapping change is the two cross-entropy PRs against `src/transformers/loss/loss_utils.py` targeting issue 43240.", + "confidence": 0.96, "canonical_issue_reason": null, - "canonical_pr_reason": "#43251 is the clearest canonical PR for the cross-entropy kwargs fix: it explicitly targets issue 43240 and presents the more complete implementation of the same underlying change as #43254.", + "canonical_pr_reason": "`pull_request:43251` is the best canonical PR because it is the more explicit issue-linked fix for `fixed_cross_entropy` and covers the same concrete code path as the overlapping sibling PR.", "best_issue_reason": null, - "best_pr_reason": "#43251 is the strongest overall representative of the only duplicate group; the other PRs are unrelated to this loss-function bug fix.", + "best_pr_reason": "`pull_request:43251` is the strongest representative: it directly targets issue 43240, modifies the same loss helper, and is the clearest standalone fix for the cross-entropy kwargs bug.", "soft_edge_verdicts": [ { "left": "pull_request:39895", "right": "pull_request:43424", "accept": false, - "reason": "Videoprism model addition vs. an ExecuTorch dynamic-shape test; different code paths and different goals." + "reason": "Unrelated PRs: VideoPrism model/docs addition vs ExecuTorch dynamic-shape test. No shared bug or change." }, { "left": "pull_request:41855", "right": "pull_request:43823", "accept": false, - "reason": "Tokenizer method addition for MistralCommon vs. adding MobileLLM support; unrelated model areas." + "reason": "Unrelated work: Mistral tokenizer methods vs adding the MobileLLM model." }, { "left": "pull_request:41855", "right": "pull_request:43424", "accept": false, - "reason": "Tokenizer API fix vs. export test coverage; no shared underlying bug/change." + "reason": "Tokenizer utility fix vs ExecuTorch export test; different subsystems and problems." }, { "left": "pull_request:42668", "right": "pull_request:43823", "accept": false, - "reason": "Processor-pretrained robustness changes are unrelated to introducing a new MobileLLM model implementation." + "reason": "Different processor-loading robustness fixes vs a new model implementation; not the same change." }, { "left": "pull_request:43251", "right": "pull_request:46067", "accept": false, - "reason": "Cross-entropy kwargs forwarding vs. conversion/loading prefix handling; distinct bugs in different subsystems." + "reason": "Cross-entropy kwargs fix vs conversion/base_model_prefix loading fix; unrelated code paths." }, { "left": "pull_request:43251", "right": "pull_request:43823", "accept": false, - "reason": "Loss-function API fix vs. new model addition; not the same change." + "reason": "Loss helper fix vs adding MobileLLM; unrelated." }, { "left": "pull_request:43251", "right": "pull_request:44827", "accept": false, - "reason": "Cross-entropy kwargs support is unrelated to Mistral4 test fixes and MoE tensor contiguity." + "reason": "Loss utility change vs Mistral4 test/model updates; not the same bug or patch." }, { "left": "pull_request:43424", "right": "pull_request:46067", "accept": false, - "reason": "ExecuTorch export test coverage vs. model-loading conversion prefix logic; unrelated." + "reason": "ExecuTorch export test vs conversion/loading prefix fix; no overlap beyond general library scope." }, { "left": "pull_request:43424", "right": "pull_request:44827", "accept": false, - "reason": "Dynamic-shape export tests do not match Mistral4 test/model fixes." + "reason": "Dynamic-shape export test vs Mistral4 fixes; different features and failure modes." }, { "left": "pull_request:43424", "right": "pull_request:43823", "accept": false, - "reason": "Export test coverage vs. MobileLLM model support; separate efforts." + "reason": "ExecuTorch test and MobileLLM addition are unrelated." }, { "left": "pull_request:43823", "right": "pull_request:45655", "accept": false, - "reason": "New MobileLLM model code is unrelated to the config-resolution order fix." + "reason": "New model implementation vs `cls.config` resolution order fix; different underlying issues." }, { "left": "pull_request:43823", "right": "pull_request:43995", "accept": false, - "reason": "Model port vs. Falcon output-collection refactor; different code paths and purposes." + "reason": "Adding MobileLLM and refactoring Falcon output collection are unrelated changes." }, { "left": "pull_request:43823", "right": "pull_request:46067", "accept": false, - "reason": "New model implementation vs. loading/conversion prefix fix; not the same underlying issue." + "reason": "MobileLLM addition vs conversion loading-prefix fix; no shared concrete bug." }, { "left": "pull_request:43995", "right": "pull_request:44827", "accept": false, - "reason": "Falcon refactor to standardized output capture vs. Mistral4 test fixes; unrelated." + "reason": "Falcon output-interface refactor vs Mistral4 test fixes; not the same code-path problem." }, { "left": "pull_request:43995", "right": "pull_request:45213", "accept": false, - "reason": "Falcon modeling refactor and a model-creation skill are not the same bug/change." + "reason": "Falcon model refactor vs a model-creation skill scaffold; unrelated." }, { "left": "pull_request:44827", - "right": "pull_request:46067", + "right": "pull_request:45170", "accept": false, - "reason": "Mistral4 test/model fixes and base_model_prefix conversion handling are different problems." + "reason": "Mistral4 test/model changes vs `layrnorm` renaming across CLIP-like models; different bugs." }, { "left": "pull_request:44827", - "right": "pull_request:45170", + "right": "pull_request:45213", "accept": false, - "reason": "Mistral4 test fixes vs. a CLIP-like layernorm typo rename; unrelated code changes." + "reason": "Mistral4 fixes vs model-creation skill content; unrelated." }, { "left": "pull_request:44827", - "right": "pull_request:46048", + "right": "pull_request:45655", "accept": false, - "reason": "Mistral4 testing/model cleanup vs. adding a TDT loss kernel; different features." + "reason": "Mistral4-specific fixes vs class config resolution order fix; different problem domains." }, { "left": "pull_request:44827", - "right": "pull_request:45655", + "right": "pull_request:46048", "accept": false, - "reason": "Mistral4 fixes do not share the same underlying bug as the `cls.config` resolution order change." + "reason": "Mistral4 tests/model work vs adding a TDT loss kernel; unrelated." }, { "left": "pull_request:44827", - "right": "pull_request:45213", + "right": "pull_request:46067", "accept": false, - "reason": "Model test fixes vs. a model-creation skill/documentation PR; not duplicates." + "reason": "Mistral4 changes vs base_model_prefix conversion/loading fix; not the same issue." }, { "left": "pull_request:43823", "right": "pull_request:45213", "accept": false, - "reason": "Adding MobileLLM support and adding a model-creation skill are unrelated." + "reason": "A model addition PR and a model-creation skill PR are not the same artifact or bug fix." }, { "left": "pull_request:43251", "right": "pull_request:43254", "accept": true, - "reason": "Both PRs fix the same `fixed_cross_entropy` issue by forwarding supported kwargs to `nn.functional.cross_entropy`; they are plausible duplicates of the same underlying change." + "reason": "Same file, same helper (`fixed_cross_entropy`), same target issue 43240, and both add the same missing cross-entropy kwargs support; these could be merged into one PR." } ] }, "evaluator_result": { "accept": true, - "feedback": "The summary is grounded in the packet and stays conservative. The only accepted duplicate, #43251/#43254, is well supported by the shared file, shared issue target 43240, and nearly identical cross-entropy kwargs changes. The other pairwise rejections are appropriately cautious and do not overstate evidence." + "feedback": "The summary is grounded in the packet and stays conservative. The unrelated-PR rejections match the listed filenames and diffs, and the only accepted overlap is the shared `src/transformers/loss/loss_utils.py` fix for issue 43240, which is a plausible single-bugfix merge. The confidence level is high but still supported by the explicit shared issue target and file." }, "evaluator_used": true, "retried": false, @@ -17458,7 +17478,7 @@ "soft_pairs": [ "pull_request:40546|pull_request:42781" ], - "prepared_review_unit_hash": "64a11e9c38ea1623af8bcef9fdf679649823880eb4d0d5afa25d684e262f36fc", + "prepared_review_unit_hash": "b39acfce8f86030ea7aa727bd55de117f0ad47a2f31e72fa353fd357bb882214", "component_budget": { "node_count": 2, "item_count": 2, @@ -17480,18 +17500,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Both PRs are about VibeVoice, but they are not the same change: #40546 is the core VibeVoice implementation, while #42781 adds a realtime variant plus acoustic tokenizer and generation changes. They overlap in shared model scaffolding, but the concrete changes are different enough that this is not a duplicate pair.", - "confidence": 0.87, + "summary": "Two related VibeVoice pull requests, but not duplicates: one is the original VibeVoice implementation and the other adds a realtime/acoustic-tokenizer extension on top of the same model family.", + "confidence": 0.92, "canonical_issue_reason": null, - "canonical_pr_reason": "#40546 is the main, non-draft VibeVoice implementation and is the cleaner representative of the base feature set; #42781 is a later draft that builds on the same model family with additional realtime/tokenizer work.", + "canonical_pr_reason": "PR 40546 is the core VibeVoice implementation; PR 42781 is a later, narrower realtime follow-up with additional acoustic-tokenizer and generation changes, so they are related but not the same change.", "best_issue_reason": null, - "best_pr_reason": "#40546 is the best standalone PR to represent the cluster because it introduces the core VibeVoice support without the extra realtime-specific scope present in #42781.", + "best_pr_reason": "PR 40546 is the best canonical representative of the cluster because it introduces the base VibeVoice codepath and documentation; 42781 is an extension rather than a duplicate.", "soft_edge_verdicts": [ { "left": "pull_request:40546", "right": "pull_request:42781", "accept": false, - "reason": "Shared filenames indicate related VibeVoice infrastructure, but #40546 implements the base model while #42781 adds realtime support and acoustic tokenizer pieces. They are adjacent feature work, not the same concrete bug/change, so they should not be merged as duplicates." + "reason": "Different concrete scope: 40546 implements VibeVoice itself, while 42781 adds VibeVoice Realtime plus a new acoustic tokenizer and generation tweaks. They share files because the latter builds on the former, but they are not mergeable as one duplicate PR." } ] }, @@ -17521,12 +17541,12 @@ "soft_pairs": [ "pull_request:40755|pull_request:41224" ], - "prepared_review_unit_hash": "ccc8b0930b89df607ba22a548e47f58ee70b1f70f779a9e2b2d52b6dace287d7", + "prepared_review_unit_hash": "6766c14a15193a36d9bc0dab6c98c1f7897419d8c29d145bf98f121a44f79e00", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 4674, + "serialized_chars": 4675, "estimated_input_tokens": 1169, "estimated_eval_tokens": 2594 }, @@ -17534,7 +17554,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 4674, + "serialized_chars": 4675, "estimated_input_tokens": 1169, "estimated_eval_tokens": 2594 }, @@ -17543,18 +17563,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These two pull requests are unrelated: one adds TimesFM covariate forecasting, the other adds DINOv3 image classification support. There is no duplicate relationship here.", + "summary": "These two pull requests are unrelated feature additions in different model families: TimesFM covariate forecasting vs. DINOv3 image classification support. They should not be clustered as duplicates.", "confidence": 0.99, "canonical_issue_reason": null, - "canonical_pr_reason": "No canonical PR for a duplicate cluster: the PRs address different models, different codepaths, and different user-facing features.", + "canonical_pr_reason": null, "best_issue_reason": null, - "best_pr_reason": "Neither PR is a better dedupe representative of the other; they are separate feature PRs and should not be merged or clustered as duplicates.", + "best_pr_reason": "PR 41224 is the more self-contained and clearly scoped feature PR, but it is not a duplicate of PR 40755 and should not be treated as the cluster representative for deduplication.", "soft_edge_verdicts": [ { "left": "pull_request:40755", "right": "pull_request:41224", "accept": false, - "reason": "Different subsystems and goals: TimesFM covariate forecasting vs. DINOv3 image classification. No shared bug or mergeable overlapping change." + "reason": "Different models, different code paths, and different user-facing features; no evidence they implement the same bug fix or change." } ] }, @@ -17649,12 +17669,12 @@ "pull_request:41797|pull_request:45186", "pull_request:45186|pull_request:45630" ], - "prepared_review_unit_hash": "13a05fb89f284c25c3685b2d9e803e4c1ddd1aed31273ca1fd9e89c6511c61b5", + "prepared_review_unit_hash": "204fce064b5c4fd34f39364af258bcdac4804a64325e0f960021cc4355efd18a", "component_budget": { "node_count": 3, "item_count": 3, "soft_pair_count": 2, - "serialized_chars": 10434, + "serialized_chars": 10436, "estimated_input_tokens": 2609, "estimated_eval_tokens": 5474 }, @@ -17662,7 +17682,7 @@ "node_count": 3, "item_count": 3, "soft_pair_count": 2, - "serialized_chars": 10434, + "serialized_chars": 10436, "estimated_input_tokens": 2609, "estimated_eval_tokens": 5474 }, @@ -17671,24 +17691,24 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "All three pull requests are separate new-model additions with overlapping repo plumbing, but they target different model families (DeepSeek OCR, Isaac, Kimi2-6) and are not the same change.", - "confidence": 0.97, + "summary": "All three pull requests are separate new-model additions (DeepSeek OCR, Isaac, and Kimi2-6). They share Transformer integration scaffolding, but they do not fix the same underlying code path or represent a mergeable duplicate PR set.", + "confidence": 0.98, "canonical_issue_reason": null, - "canonical_pr_reason": "No canonical PR: these are distinct model-introduction PRs rather than duplicates of one underlying fix/change.", + "canonical_pr_reason": null, "best_issue_reason": null, - "best_pr_reason": "No single PR is a good duplicate representative for the cluster; each PR adds a different model stack and should be triaged independently.", + "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "pull_request:41797", "right": "pull_request:45186", "accept": false, - "reason": "Different model additions (DeepSeek OCR vs Isaac) with only shared auto-registration/docs scaffolding; not the same code-path fix and not mergeable as one PR." + "reason": "Different model integrations with different files, configs, and processing/modeling code; shared auto-registration scaffolding is not enough to treat them as the same change." }, { "left": "pull_request:45186", "right": "pull_request:45630", "accept": false, - "reason": "Different model families (Isaac vs Kimi2-6) and separate implementation targets; shared framework files do not indicate one underlying change." + "reason": "Isaac vs Kimi2-6 are distinct model additions, not the same bug fix or code-path change, so they should not be merged as duplicates." } ] }, @@ -17718,7 +17738,7 @@ "soft_pairs": [ "pull_request:42975|pull_request:42976" ], - "prepared_review_unit_hash": "f5fd02969cbdb0c2f66ca362b088191c5499efe5561be6e9bbf6069f17e8967a", + "prepared_review_unit_hash": "949e9679e9e6e402e8929648f1eacbf73ea85d7829e9b43fd2039573d3d43b7a", "component_budget": { "node_count": 2, "item_count": 2, @@ -17740,18 +17760,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These are both maintenance PRs updating GitHub Actions versions, but they target different actions and different problem domains. They are related only at a broad workflow-upgrade level, not the same underlying change.", - "confidence": 0.95, + "summary": "Two separate workflow-maintenance PRs: one upgrades core GitHub Actions for Node 24 compatibility, the other bumps Docker build-push action versions. They are related at the theme level but not the same underlying change.", + "confidence": 0.89, "canonical_issue_reason": null, - "canonical_pr_reason": "No clear canonical PR: 42975 upgrades checkout/cache/upload-artifact for Node 24 compatibility across many workflows, while 42976 bumps docker/build-push-action in docker-image workflows. They are separate maintenance changes rather than duplicates.", + "canonical_pr_reason": "PR 42975 is the broader, more central workflow-action upgrade covering multiple commonly used actions; it best represents the cluster topic if one PR must be picked.", "best_issue_reason": null, - "best_pr_reason": "If a single representative is needed, 42975 is the broader workflow-maintenance PR and better summarizes the cluster, but it is still not a duplicate of 42976.", + "best_pr_reason": "PR 42975 is the better representative because it targets the main GitHub Actions runtime-compatibility refresh across many workflows, while PR 42976 is a narrower Docker-action version bump.", "soft_edge_verdicts": [ { "left": "pull_request:42975", "right": "pull_request:42976", "accept": false, - "reason": "Both update GitHub Actions, but they change different actions for different purposes (general workflow compatibility vs docker build action bumps). They do not appear to fix the same concrete code-path problem and would not naturally merge into one PR." + "reason": "Different action families and fix surfaces: 42975 updates checkout/cache/upload-artifact for Node 24 compatibility, while 42976 only bumps docker/build-push-action. Same broad maintenance theme, but not the same concrete code-path problem and not a single likely mergeable PR." } ] }, @@ -17788,7 +17808,7 @@ "pull_request:43448|pull_request:45490", "pull_request:43451|pull_request:45490" ], - "prepared_review_unit_hash": "6bf6a0663a33c721d1510201730255b6c7b262431c5dd825aa54fc9d01f8c22a", + "prepared_review_unit_hash": "d6e071d4fb1b0f118e83625fdf7449c7ee91418c374019bf1ba1fbc2d88d8ac3", "component_budget": { "node_count": 4, "item_count": 4, @@ -17810,48 +17830,48 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These PRs are all model-addition/documentation changes in Transformers, but they target different models and codepaths, so the cluster is a false positive for duplication.", - "confidence": 0.95, + "summary": "All four PRs are separate model-addition efforts (ViT NEPA, Molmo, Molmo2, and CTSM), not duplicate fixes or the same underlying change. The only superficial overlap is boilerplate integration work in shared transformer/docs files.", + "confidence": 0.98, "canonical_issue_reason": null, - "canonical_pr_reason": "No single canonical PR: ViT NEPA, Molmo, Molmo2, and CTSM are distinct model integrations, not alternate fixes for the same underlying change.", + "canonical_pr_reason": "No single canonical PR fits this cluster because the PRs target different models and code paths; they are related only by similar integration scaffolding.", "best_issue_reason": null, - "best_pr_reason": "PR 43451 (Molmo2) is the most substantial and review-heavy of the set, so it is the best representative PR, but only as a cluster exemplar rather than a duplicate canonical.", + "best_pr_reason": "43451 is the broadest and most substantial representative by diff size and review activity, but it is still a distinct Molmo2 addition rather than a duplicate of the others.", "soft_edge_verdicts": [ { "left": "pull_request:42978", "right": "pull_request:43448", "accept": false, - "reason": "Different model integrations (ViT NEPA vs Molmo); shared docs/auto-registry files are boilerplate for adding a new model, not the same bug or change." + "reason": "Different model additions: ViT NEPA vs Molmo. Shared docs/auto-registry edits are generic integration work, not the same bug or change." }, { "left": "pull_request:42978", "right": "pull_request:43451", "accept": false, - "reason": "ViT NEPA and Molmo2 are unrelated model additions with different implementations and targets; overlap is only in generic registration/docs." + "reason": "ViT NEPA and Molmo2 are unrelated model implementations with separate files and behavior; no same underlying code-path problem." }, { "left": "pull_request:42978", "right": "pull_request:45490", "accept": false, - "reason": "ViT NEPA and CTSM add separate models with different codepaths; common files reflect standard model-registration edits." + "reason": "ViT NEPA and CTSM are completely different models in different domains; shared framework files are incidental." }, { "left": "pull_request:43448", "right": "pull_request:43451", "accept": false, - "reason": "Molmo and Molmo2 are distinct model families and the PRs introduce different modules, processors, and tests; not the same underlying change." + "reason": "Molmo and Molmo2 are related by name but are different model families with different feature sets and file sets; not plausibly mergeable as one PR." }, { "left": "pull_request:43448", "right": "pull_request:45490", "accept": false, - "reason": "Molmo and CTSM are unrelated additions; shared auto/docs edits are incidental to model onboarding." + "reason": "Molmo (multimodal) and CTSM (time-series) are unrelated additions touching different code paths." }, { "left": "pull_request:43451", "right": "pull_request:45490", "accept": false, - "reason": "Molmo2 and CTSM touch different model implementations and test suites; they are separate feature PRs, not mergeable as one duplicate change." + "reason": "Molmo2 and CTSM are distinct model integrations with no shared underlying bug or change beyond common registry/doc updates." } ] }, @@ -17886,58 +17906,58 @@ "pull_request:43665|pull_request:46102", "pull_request:43665|pull_request:44815" ], - "prepared_review_unit_hash": "2cf315d0fc9e8d104380aa6b47f4b7520881eeeb1820b66831a5547e0ef165b2", + "prepared_review_unit_hash": "5f271cb753ae59f1fb822a4427684790cbf2aabd2c26dceff94c47615bc6b130", "component_budget": { "node_count": 4, "item_count": 4, "soft_pair_count": 4, - "serialized_chars": 9388, - "estimated_input_tokens": 2347, - "estimated_eval_tokens": 4950 + "serialized_chars": 9390, + "estimated_input_tokens": 2348, + "estimated_eval_tokens": 4952 }, "budget": { "node_count": 4, "item_count": 4, "soft_pair_count": 4, - "serialized_chars": 9388, - "estimated_input_tokens": 2347, - "estimated_eval_tokens": 4950 + "serialized_chars": 9390, + "estimated_input_tokens": 2348, + "estimated_eval_tokens": 4952 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These pull requests are about unrelated areas (Whisper tokenization/tests, CLIP/ViT tests, FP8 dequantization/loading, and FSDP tied weights). The title similarity is superficial, so none should be clustered as duplicates or merged as the same change.", - "confidence": 0.95, + "summary": "These four PRs are not duplicates of one another. They cover separate areas: Whisper decoding/tests, unrelated CLIP/ViT test edits, an FP8 dequant/loading fix, and an FSDP tied-weights cleanup. The only apparent commonality is generic \u201cfix\u201d wording and test changes, not the same underlying bug or mergeable change set.", + "confidence": 0.91, "canonical_issue_reason": null, - "canonical_pr_reason": "No PR is a true duplicate of the others; if one representative must be chosen, PR 44815 is the most concrete code-fix PR, but it is still not the same underlying change as the rest.", + "canonical_pr_reason": "PR 44815 is the best representative because it contains a concrete implementation fix in core loading/FP8 code, with a specific technical bug path and associated test coverage, unlike the test-only or vague title-only PRs.", "best_issue_reason": null, - "best_pr_reason": "PR 44815 is the strongest standalone representative because it contains the most substantive implementation change and clear bug-fix intent, whereas the others are mostly test tweaks or a different subsystem entirely.", + "best_pr_reason": "PR 44815 is the strongest standalone PR in this cluster: it addresses a specific runtime/code-path problem, touches the relevant implementation files, and is the least ambiguous of the set.", "soft_edge_verdicts": [ { "left": "pull_request:43291", "right": "pull_request:43665", "accept": false, - "reason": "Both touch tests, but they target different models and different failure modes; no shared code path or same underlying bug." + "reason": "Both are labeled as fixes, but they target different model test areas and different code paths. 43291 is about Whisper tokenization/timestamp decoding; 43665 is just adding failing asserts in CLIP/ViT tests. Not the same underlying bug." }, { "left": "pull_request:43291", "right": "pull_request:44815", "accept": false, - "reason": "Whisper tokenization/test fixes are unrelated to FP8 dequantization and model-loading changes." + "reason": "Whisper decode/test changes and FP8 dequant/core-loading changes are unrelated subsystems and problems. They do not appear mergeable into one PR or to fix the same bug." }, { "left": "pull_request:43665", "right": "pull_request:46102", "accept": false, - "reason": "CLIP/ViT test assertions are unrelated to FSDP tied-weights logic; same broad repo area only." + "reason": "43665 is test-only noise across CLIP/ViT, while 46102 changes FSDP implementation and tied-weights handling. Different subsystem, different failure mode, not a duplicate." }, { "left": "pull_request:43665", "right": "pull_request:44815", "accept": false, - "reason": "The overlap is only a generic 'fix' title; the PRs modify unrelated models and code paths." + "reason": "The shared signal is only the generic title and test edits. 43665 is not a real code fix for the FP8/loading path in 44815, so they should not be clustered together." } ] }, @@ -17974,7 +17994,7 @@ "pull_request:45932|pull_request:46100", "pull_request:46100|pull_request:46114" ], - "prepared_review_unit_hash": "d231cc8fb30fe12f78d8e242aaac0cfc3abe72ba5250fc1bea7ed4d1bfb6729c", + "prepared_review_unit_hash": "a678e9d2fa13ff8230cc5e870ed2cdcc8152810d92020365eb3d0793b85cd5db", "component_budget": { "node_count": 5, "item_count": 5, @@ -17996,48 +18016,48 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Only one pair looks like a true duplicate: the two ViT test-migration PRs with identical diffs. The other PRs are either different bot/test experiments or a broader unrelated grafana/testing change that only overlaps on a broad testing theme.", - "confidence": 0.67, + "summary": "Most items are unrelated synthetic \"do not merge\" PRs. The only clear duplicate pair is the two ViT test-migration PRs with the same exact diff; the other same-file overlaps are different changes and should not be merged together.", + "confidence": 0.89, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 46100 is the cleanest representative of the exact duplicate pair: it has the minimal, direct ViT test-migration diff, while 46114 is the forked copy with the same change and the others are different experiments.", + "canonical_pr_reason": "PR 46100 is the cleaner canonical representative of the duplicate ViT test-migration change: it is the earlier, simpler version of the same exact diff, while 46114 is a forked follow-up copy.", "best_issue_reason": null, - "best_pr_reason": "PR 46100 is the best global representative for the cluster because it is the clearest instance of the duplicated ViT test-migration change and is more concise than the forked duplicate.", + "best_pr_reason": "PR 46100 is the best overall representative because it is a minimal, self-contained test-migration PR with the same concrete change as 46114 and less extra framing.", "soft_edge_verdicts": [ { "left": "pull_request:43488", "right": "pull_request:46114", "accept": false, - "reason": "Same test file, but different changes and purposes: repo-bot/setup tweak vs OTEL/test-migration fork. Not the same underlying PR." + "reason": "Same test file overlap only; the diffs and stated purposes are different (repo-bot format check vs forked OTEL migration test)." }, { "left": "pull_request:43488", "right": "pull_request:43532", "accept": false, - "reason": "Both are dummy/CI-oriented PRs, but the code changes are unrelated and touch different workflows/files. Shared test file mention is not enough." + "reason": "Different fake PRs with unrelated workflow/test changes; shared ViT test filename is incidental." }, { "left": "pull_request:43532", "right": "pull_request:46114", "accept": false, - "reason": "Different workflow/utility changes versus a ViT test-migration fork. They do not fix or test the same concrete change." + "reason": "Both touch the ViT test file, but the surrounding changes and intent differ substantially; not the same underlying bug/change." }, { "left": "pull_request:45932", "right": "pull_request:46100", "accept": false, - "reason": "Both involve testing-related files, but 45932 is a broad grafana/model/config change while 46100 is a standalone ViT test-migration edit. Not the same change." + "reason": "These are unrelated PRs: 45932 changes multiple model/workflow files for grafana/OTEL testing, while 46100 is a tiny ViT test migration stub." }, { "left": "pull_request:46100", "right": "pull_request:46114", "accept": true, - "reason": "These appear to be the same exact ViT test-migration PR: identical file, identical diff hunk, and only title/metadata differ. They could plausibly be merged as one PR." + "reason": "Same exact ViT test-file diff and the titles indicate the same test-migration exercise; 46114 is a forked copy of 46100." } ] }, "evaluator_result": { "accept": true, - "feedback": "The cluster summary is grounded in the packet, and the soft-edge verdicts stay conservative. The only accepted pair is the clearly identical 46100/46114 ViT test-migration duplicate; the other pairings are reasonably rejected as different changes rather than the same mergeable bugfix." + "feedback": "The assessment is grounded in the packet. The only clearly duplicate/mergeable pair is 46100 and 46114, which share the same ViT test-file diff; the other same-file overlaps are accompanied by different surrounding changes and do not look like the same bugfix. The conservative false rejections are reasonable, and the representative PR choice is supported by the smaller, cleaner diff." }, "evaluator_used": true, "retried": false, @@ -18064,7 +18084,7 @@ "soft_pairs": [ "pull_request:43612|pull_request:43613" ], - "prepared_review_unit_hash": "b5f43f409606579958004a40166d400400d7e12fe53f375c9de682db870833db", + "prepared_review_unit_hash": "01220a0aca5f94a90d144337b681d9259ee9858fe3c8327c24e682197eb60cd2", "component_budget": { "node_count": 2, "item_count": 2, @@ -18086,18 +18106,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These are related but distinct feature PRs: one adds Promptable Concept Segmentation, the other adds Promptable Visual Segmentation. They share documentation/registry boilerplate, but the pipelines, target models, tests, and semantics differ, so they should not be deduplicated.", - "confidence": 0.94, + "summary": "Two open PRs add different new pipelines: one for promptable concept segmentation and one for promptable visual segmentation. They share scaffolding and docs but implement different task-specific code paths, models, and tests, so they are not duplicates.", + "confidence": 0.96, "canonical_issue_reason": null, - "canonical_pr_reason": "No canonical PR as a duplicate: PR #43612 and PR #43613 implement different pipeline features, not the same change.", + "canonical_pr_reason": "No single canonical PR for duplication: these are separate feature additions for different segmentation tasks, with different pipeline modules and model/test coverage.", "best_issue_reason": null, - "best_pr_reason": "If one must be treated as the representative PR, #43613 is broader in scope, but it is still not a duplicate of #43612.", + "best_pr_reason": "PR 43613 is the broader, more representative pipeline addition in this cluster, with more model integrations and test coverage; however, it is still distinct from PR 43612.", "soft_edge_verdicts": [ { "left": "pull_request:43612", "right": "pull_request:43613", "accept": false, - "reason": "Different pipeline additions with different names, model integrations, and test coverage; shared scaffolding is not enough to indicate the same underlying change." + "reason": "Different underlying features: Promptable Concept Segmentation vs Promptable Visual Segmentation. They share docs/infrastructure and pipeline naming, but the changed pipeline modules, model files, and tests indicate separate code paths and task semantics, so they should not be merged as duplicates." } ] }, @@ -18127,7 +18147,7 @@ "soft_pairs": [ "pull_request:43651|pull_request:43663" ], - "prepared_review_unit_hash": "48e9e20de2c65ca29c8fdec3c19a4855f0175e71c0cad79dbda29ee0699fa0c2", + "prepared_review_unit_hash": "d098525abc53149918a2309e39d58f9c7e83a081e3edab6f8ba96237350faabd", "component_budget": { "node_count": 2, "item_count": 2, @@ -18149,18 +18169,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Both PRs touch `src/transformers/trainer.py`, but they address different trainer extension points: one changes gradient-accumulation loss scaling, the other factors out signature-column inspection for PEFT/custom trainer filtering. They are not the same underlying change.", - "confidence": 0.95, + "summary": "Two open Trainer PRs share the same file and a loose customization theme, but they fix different behaviors: gradient-accumulation loss scaling vs. signature-column filtering. They should not be deduplicated.", + "confidence": 0.97, "canonical_issue_reason": null, - "canonical_pr_reason": "PR #43651 is the clearer representative of the cluster because it makes a focused behavior change in `training_step` with a new `_loss_is_scaled_for_ga` hook; #43663 is a separate trainer API/refactor around column filtering.", + "canonical_pr_reason": "PR 43651 is the stronger canonical representative because it makes a concrete training-step behavior change with a clear extension point, while PR 43663 is a separate Trainer refactor around input column filtering.", "best_issue_reason": null, - "best_pr_reason": "PR #43651 is the strongest standalone candidate: it targets a concrete code-path problem and has a narrowly scoped fix. PR #43663 is useful but addresses a different extensibility concern.", + "best_pr_reason": "PR 43651 is the best standalone candidate for this cluster: it addresses a specific bug/behavior in loss scaling and is more clearly a mergeable, user-facing fix than the unrelated signature-column hook in 43663.", "soft_edge_verdicts": [ { "left": "pull_request:43651", "right": "pull_request:43663", "accept": false, - "reason": "They share a file and broad trainer context, but the code changes are unrelated: one controls gradient accumulation loss normalization, the other refactors model-signature column selection. They would not plausibly be merged as one PR." + "reason": "Different code paths and different problems: 43651 changes gradient accumulation loss normalization, while 43663 adds a hook for model signature column filtering. Same file/subsystem is not enough to treat them as the same PR." } ] }, @@ -18190,7 +18210,7 @@ "soft_pairs": [ "pull_request:43656|pull_request:43842" ], - "prepared_review_unit_hash": "61c2a88c5e4ba86c7edcd7d4754934a6870968f0074bf04a62e70058baa228fe", + "prepared_review_unit_hash": "63133363279516d7220e8844b77b50a94b01430a1e7dac3883d2a0a9d8cfdf72", "component_budget": { "node_count": 2, "item_count": 2, @@ -18212,18 +18232,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These PRs are related but not duplicates: both touch `src/transformers/cli/serve.py` and involve typing-related NameError fixes, but they target different failure modes and fixes.", - "confidence": 0.86, + "summary": "These are related CLI typing fixes in the same file, but they address different runtime failures and different issue targets. They should not be treated as duplicates or merged into one PR.", + "confidence": 0.91, "canonical_issue_reason": null, - "canonical_pr_reason": "43656 is the broader, earlier TypeAdapter-related CLI fix and the most representative single change in this cluster.", + "canonical_pr_reason": "PR 43842 is the clearer canonical representative: it directly addresses the documented TypeAdapter NameError by importing TypeAdapter only for type checking and quoting the annotation.", "best_issue_reason": null, - "best_pr_reason": "43656 is the best overall representative because it addresses the core CLI annotation/runtime NameError problem most directly.", + "best_pr_reason": "PR 43842 is the strongest standalone fix because its diff directly matches the reported failure mode and narrowly addresses the runtime NameError when pydantic is absent.", "soft_edge_verdicts": [ { "left": "pull_request:43656", "right": "pull_request:43842", "accept": false, - "reason": "Reject: they are similar typing fixes in the same file, but not the same underlying bug. 43656 changes annotations/runtime typing behavior with `__future__ annotations`, while 43842 specifically guards the `TypeAdapter` import for the no-pydantic case." + "reason": "Same file and broad typing area, but different concrete fixes: 43656 is a general annotations/future-import cleanup tied to issue 43576, while 43842 specifically guards TypeAdapter for missing pydantic. They are not the same underlying bug." } ] }, @@ -18416,12 +18436,12 @@ "pull_request:44044|pull_request:44154", "pull_request:44024|pull_request:44076" ], - "prepared_review_unit_hash": "ebffa838df7655e7d9375ac0253312fd20a48e4abdb1919ba8bff39e09a43f18", + "prepared_review_unit_hash": "b0618915bc037f0486798ef0fcf327148b2d08b7e7d54ba03c034b5c5336755e", "component_budget": { "node_count": 28, "item_count": 28, "soft_pair_count": 77, - "serialized_chars": 84504, + "serialized_chars": 84501, "estimated_input_tokens": 21126, "estimated_eval_tokens": 42508 }, @@ -18429,219 +18449,219 @@ "node_count": 28, "item_count": 28, "soft_pair_count": 72, - "serialized_chars": 76939, - "estimated_input_tokens": 19235, - "estimated_eval_tokens": 38726 + "serialized_chars": 76932, + "estimated_input_tokens": 19233, + "estimated_eval_tokens": 38722 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is an umbrella output-tracing refactor centered on issue #43979. Most PRs are model-specific implementations rather than duplicates, so the conservative default is rejection; only the GPT-J/CodeGen lineage looks plausibly mergeable as one concrete change set.", - "confidence": 0.83, - "canonical_issue_reason": "Issue #43979 is the shared tracking umbrella that repeatedly anchors these output-tracing refactors, so it is the cleanest cluster-level issue representative.", - "canonical_pr_reason": "PR #44722 is the strongest representative of the GPT-J/CodeGen lineage: it has the broadest same-file coverage in that thread and is the clearest concrete implementation of the shared refactor.", - "best_issue_reason": "Issue #43979 is the best global issue anchor because the cluster is organized around that single standardized-output initiative rather than around multiple independent bugs.", - "best_pr_reason": "PR #44722 is the best global PR representative because it most clearly captures the GPT-J/CodeGen refactor line and is the broadest same-code-path exemplar in the cluster.", + "summary": "This cluster is mostly a set of separate per-model output-tracing refactors that happen to share the same umbrella issue, not one duplicate PR set. The only clear duplicates are the GPT-Neo revisions and the GPT-J/CodeGen revisions.", + "confidence": 0.87, + "canonical_issue_reason": null, + "canonical_pr_reason": "pull_request:44722 is the best canonical PR because it is the latest, most consolidated GPT-J/CodeGen output-tracing refactor and explicitly targets the shared issue, making it the cleanest representative of the duplicated change set.", + "best_issue_reason": null, + "best_pr_reason": "pull_request:44722 is the strongest representative PR: it covers the same concrete GPT-J/CodeGen output-tracing code path as the related duplicates and appears to be the most complete revision.", "soft_edge_verdicts": [ { "left": "pull_request:43996", "right": "pull_request:44085", "accept": false, - "reason": "Shared umbrella theme and issue target, but different model code paths and not the same concrete change." + "reason": "Different models and code paths (CVT/FNet vs GPT-J); same tracking issue alone is not enough." }, { "left": "pull_request:43996", "right": "pull_request:44044", "accept": false, - "reason": "Both are output-tracing refactors, but for different model implementations and different concrete fixes." + "reason": "Different model families (CVT/FNet vs DeBERTa); not the same underlying change." }, { "left": "pull_request:44066", "right": "pull_request:44085", - "accept": false, - "reason": "The packet marks this non-deterministic; same broad GPT-J theme, but not enough to treat as the same concrete PR change set." + "accept": true, + "reason": "Both are GPT-J output-tracing refactors in the same file; 44066 also includes the CodeGen companion change, so these are the same underlying change set." }, { "left": "pull_request:44007", "right": "pull_request:44072", "accept": false, - "reason": "Shared issue target only; these are different model implementations and not the same bug or change." + "reason": "Different backbones and implementations; shared umbrella issue does not make these duplicates." }, { "left": "pull_request:44072", "right": "pull_request:44722", "accept": false, - "reason": "EfficientNet and GPT-J/CodeGen are unrelated concrete code paths despite similar refactor style." + "reason": "EfficientNet vs GPT-J/CodeGen are unrelated code paths." }, { "left": "pull_request:44066", "right": "pull_request:44072", "accept": false, - "reason": "Same umbrella initiative, but GPT-J/CodeGen and EfficientNet are different model-specific refactors." + "reason": "GPT-J/CodeGen refactor vs EfficientNet refactor; same theme, different model change." }, { "left": "pull_request:44013", "right": "pull_request:44044", "accept": false, - "reason": "Different model implementations; shared output-tracing migration is too broad to call them duplicates." + "reason": "MobileNetV2 and DeBERTa are unrelated implementations." }, { "left": "pull_request:44066", "right": "pull_request:44086", "accept": false, - "reason": "GPT-J/CodeGen and MGP-STR are separate model-specific changes." + "reason": "GPT-J/CodeGen output tracing vs MGP-STR output tracing; different models and code paths." }, { "left": "pull_request:44066", "right": "pull_request:44071", "accept": false, - "reason": "Different model code paths; the overlap is only the standardized output-tracing pattern." + "reason": "GPT-J/CodeGen vs MPT; not the same concrete refactor." }, { "left": "pull_request:44018", "right": "pull_request:44068", - "accept": false, - "reason": "The packet marks this only soft-similar, and GPT-Neo versus GPT-J/CodeGen is not the same concrete fix." + "accept": true, + "reason": "Both are GPT-Neo output-tracing refactors on the same model/file; looks like a revised/duplicated version of the same change." }, { "left": "pull_request:44066", "right": "pull_request:44068", "accept": false, - "reason": "GPT-J/CodeGen versus GPT-Neo are different implementations; similar refactor language is not enough." + "reason": "GPT-J/CodeGen vs GPT-Neo are different model refactors." }, { "left": "pull_request:44018", "right": "pull_request:44066", "accept": false, - "reason": "GPT-Neo and GPT-J/CodeGen are distinct code paths, so this is not a true duplicate." + "reason": "GPT-Neo and GPT-J/CodeGen are separate model changes." }, { "left": "pull_request:44019", "right": "pull_request:44722", "accept": false, - "reason": "ResNet and GPT-J/CodeGen are unrelated model implementations." + "reason": "ResNet refactor vs GPT-J/CodeGen refactor; not the same underlying bug/change." }, { "left": "pull_request:44086", "right": "pull_request:44722", "accept": false, - "reason": "MGP-STR and GPT-J/CodeGen are different concrete refactors." + "reason": "MGP-STR vs GPT-J/CodeGen are unrelated implementations." }, { "left": "pull_request:44019", "right": "pull_request:44085", "accept": false, - "reason": "Different model code paths; the shared output-tracing vocabulary is too broad." + "reason": "ResNet and GPT-J are different model code paths." }, { "left": "pull_request:44018", "right": "pull_request:44019", "accept": false, - "reason": "GPT-Neo and ResNet are unrelated concrete changes." + "reason": "GPT-Neo vs ResNet; same umbrella effort, but not duplicate artifacts." }, { "left": "pull_request:44019", "right": "pull_request:44071", "accept": false, - "reason": "ResNet and MPT are separate model-specific output-tracing refactors." + "reason": "ResNet and MPT are unrelated refactors." }, { "left": "pull_request:44068", "right": "pull_request:44722", "accept": false, - "reason": "GPT-Neo and GPT-J/CodeGen are not the same underlying code-path change." + "reason": "GPT-Neo vs GPT-J/CodeGen are different model changes." }, { "left": "pull_request:44068", "right": "pull_request:44116", "accept": false, - "reason": "GPT-Neo and Flaubert/XLM-style output tracing are different model implementations." + "reason": "GPT-Neo vs Flaubert/XLM are unrelated code paths." }, { "left": "pull_request:44071", "right": "pull_request:44722", "accept": false, - "reason": "MPT and GPT-J/CodeGen are different concrete code paths." + "reason": "MPT and GPT-J/CodeGen are different model implementations." + }, + { + "left": "pull_request:44018", + "right": "pull_request:44116", + "accept": false, + "reason": "GPT-Neo vs Flaubert/XLM; not the same underlying change." + }, + { + "left": "pull_request:44018", + "right": "pull_request:44086", + "accept": false, + "reason": "GPT-Neo and MGP-STR are unrelated refactors." + }, + { + "left": "pull_request:44018", + "right": "pull_request:44085", + "accept": false, + "reason": "GPT-Neo vs GPT-J; shared issue target only." }, { "left": "pull_request:44068", "right": "pull_request:44086", "accept": false, - "reason": "GPT-Neo and MGP-STR are unrelated model-specific changes." + "reason": "GPT-Neo vs MGP-STR are different code paths." }, { "left": "pull_request:44071", - "right": "pull_request:44086", + "right": "pull_request:44085", "accept": false, - "reason": "Different models; only the standardized refactor style overlaps." + "reason": "MPT vs GPT-J/CodeGen; not duplicates." }, { "left": "pull_request:44059", "right": "pull_request:44086", "accept": false, - "reason": "GPT2 and MGP-STR are separate implementations, not one duplicate change." + "reason": "GPT2 vs MGP-STR are unrelated model refactors." }, { "left": "pull_request:44085", "right": "pull_request:44086", "accept": false, - "reason": "GPT-J and MGP-STR are unrelated code paths." + "reason": "GPT-J vs MGP-STR; same meta-pattern but different concrete code paths." }, { "left": "pull_request:44098", "right": "pull_request:44101", "accept": false, - "reason": "ViLT and Flaubert/XLM are different model families." + "reason": "ViLT and Flaubert/XLM are separate model changes." }, { "left": "pull_request:44059", "right": "pull_request:44722", "accept": false, - "reason": "GPT2 and GPT-J/CodeGen are different concrete output-tracing changes." + "reason": "GPT2 and GPT-J/CodeGen are different model refactors." }, { - "left": "pull_request:44018", + "left": "pull_request:44068", "right": "pull_request:44071", "accept": false, - "reason": "GPT-Neo and MPT are separate refactors, not the same change." + "reason": "GPT-Neo and MPT are unrelated implementations." }, { "left": "pull_request:44017", "right": "pull_request:44722", "accept": false, - "reason": "Segformer and GPT-J/CodeGen are different model-specific changes." + "reason": "Segformer and GPT-J/CodeGen are different model code paths." }, { "left": "pull_request:44017", "right": "pull_request:44161", "accept": false, - "reason": "Segformer and LongT5 are not the same underlying bug or change." - }, - { - "left": "pull_request:44017", - "right": "pull_request:44073", - "accept": false, - "reason": "Different model code paths: Segformer versus VisualBert." - }, - { - "left": "pull_request:43997", - "right": "pull_request:44073", - "accept": false, - "reason": "RegNet and VisualBert are different implementations." - }, - { - "left": "pull_request:44073", - "right": "pull_request:44101", - "accept": false, - "reason": "VisualBert and Flaubert/XLM are unrelated model-specific refactors." + "reason": "Segformer vs LongT5; same umbrella issue does not imply duplication." }, { "left": "pull_request:44074", "right": "pull_request:44101", "accept": false, - "reason": "TextNet and Flaubert/XLM are different code paths." + "reason": "TextNet and Flaubert/XLM are unrelated model refactors." }, { "left": "pull_request:44056", @@ -18651,193 +18671,109 @@ }, { "left": "pull_request:43997", - "right": "pull_request:44018", + "right": "pull_request:44073", "accept": false, - "reason": "RegNet and GPT-Neo are unrelated concrete changes." + "reason": "RegNet vs VisualBert; different concrete changes." }, { "left": "pull_request:43997", - "right": "pull_request:44161", + "right": "pull_request:44017", "accept": false, - "reason": "RegNet and LongT5 are different model families." + "reason": "RegNet and Segformer are separate model refactors." }, { "left": "pull_request:44071", "right": "pull_request:44129", "accept": false, - "reason": "MPT and SpeechT5 are different output-tracing implementations." + "reason": "MPT vs SpeechT5; not the same underlying bug/change." }, { "left": "pull_request:44010", "right": "pull_request:44071", "accept": false, - "reason": "SqueezeBert and MPT are not the same bug or change." + "reason": "SqueezeBert and MPT are unrelated implementations." }, { "left": "pull_request:44010", "right": "pull_request:44073", "accept": false, - "reason": "SqueezeBert and VisualBert are different model-specific refactors." + "reason": "SqueezeBert vs VisualBert; different model code paths." }, { - "left": "pull_request:44017", - "right": "pull_request:44071", + "left": "pull_request:44010", + "right": "pull_request:44044", "accept": false, - "reason": "Segformer and MPT are unrelated concrete changes." + "reason": "SqueezeBert vs DeBERTa are separate refactors." }, { "left": "pull_request:44044", "right": "pull_request:44074", "accept": false, - "reason": "DeBERTa v2 and TextNet are different code paths." + "reason": "DeBERTa vs TextNet; not duplicates." }, { "left": "pull_request:44024", "right": "pull_request:44076", "accept": false, - "reason": "FocalNet and ImageGPT are different model implementations." - }, - { - "left": "pull_request:44066", - "right": "pull_request:44129", - "accept": false, - "reason": "GPT-J/CodeGen and SpeechT5 are unrelated changes." - }, - { - "left": "pull_request:43996", - "right": "pull_request:44161", - "accept": false, - "reason": "CVT/FNet and LongT5 are different refactors." - }, - { - "left": "pull_request:43996", - "right": "pull_request:44017", - "accept": false, - "reason": "CVT/FNet and Segformer are different model-specific changes." - }, - { - "left": "pull_request:44071", - "right": "pull_request:44076", - "accept": false, - "reason": "MPT and ImageGPT are different concrete code paths." - }, - { - "left": "pull_request:43997", - "right": "pull_request:44074", - "accept": false, - "reason": "RegNet and TextNet are unrelated model-specific refactors." - }, - { - "left": "pull_request:43997", - "right": "pull_request:44056", - "accept": false, - "reason": "RegNet and MPNet are different implementations." - }, - { - "left": "pull_request:43997", - "right": "pull_request:44017", - "accept": false, - "reason": "RegNet and Segformer are different model families." - }, - { - "left": "pull_request:43997", - "right": "pull_request:44071", - "accept": false, - "reason": "RegNet and MPT are separate refactors." - }, - { - "left": "pull_request:44010", - "right": "pull_request:44018", - "accept": false, - "reason": "SqueezeBert and GPT-Neo are different model-specific changes." - }, - { - "left": "pull_request:43997", - "right": "pull_request:44074", - "accept": false, - "reason": "RegNet and TextNet are unrelated model-specific refactors." - }, - { - "left": "pull_request:43997", - "right": "pull_request:44056", - "accept": false, - "reason": "RegNet and MPNet are different implementations." - }, - { - "left": "pull_request:43997", - "right": "pull_request:44017", - "accept": false, - "reason": "RegNet and Segformer are different model families." - }, - { - "left": "pull_request:43997", - "right": "pull_request:44071", - "accept": false, - "reason": "RegNet and MPT are separate refactors." - }, - { - "left": "pull_request:44010", - "right": "pull_request:44044", - "accept": false, - "reason": "SqueezeBert and DeBERTa v2 are different code paths." + "reason": "FocalNet and ImageGPT are different model changes." }, { "left": "pull_request:44066", "right": "pull_request:44722", "accept": true, - "reason": "Same GPT-J/CodeGen output-tracing refactor line with the same file family; these could plausibly be merged into one PR." + "reason": "Same GPT-J/CodeGen output-tracing refactor; 44722 looks like the later consolidated version of the same change." }, { "left": "pull_request:44085", "right": "pull_request:44722", "accept": true, - "reason": "Same GPT-J output-tracing change family and same file path; mergeable into a single PR in a strict duplicate sense." + "reason": "Both touch GPT-J output tracing in the same file and appear to be alternate revisions of the same refactor." }, { "left": "pull_request:44085", "right": "pull_request:44129", "accept": false, - "reason": "GPT-J and SpeechT5 are different model code paths, so shared tracing language is not enough." + "reason": "GPT-J vs SpeechT5; only the shared umbrella issue matches." }, { "left": "pull_request:43996", "right": "pull_request:44007", "accept": false, - "reason": "Shared issue target only; CVT/FNet and RegNet are different model implementations." + "reason": "CVT/FNet vs RegNet/ResNet/RT-DETR; different model families." }, { "left": "pull_request:43996", "right": "pull_request:44129", "accept": false, - "reason": "CVT/FNet and SpeechT5 are unrelated concrete changes." + "reason": "CVT/FNet vs SpeechT5 are unrelated code paths." }, { "left": "pull_request:44044", "right": "pull_request:44129", "accept": false, - "reason": "DeBERTa v2 and SpeechT5 are different code paths." + "reason": "DeBERTa vs SpeechT5 are separate model refactors." }, { "left": "pull_request:44044", "right": "pull_request:44154", "accept": false, - "reason": "DeBERTa v2 and VITS are different model-specific refactors." + "reason": "DeBERTa and VITS are different model implementations." }, { "left": "pull_request:44024", "right": "pull_request:44076", "accept": false, - "reason": "FocalNet and ImageGPT are different implementations; similarity is only at the refactor-pattern level." + "reason": "FocalNet vs ImageGPT; not the same underlying change." } ] }, "evaluator_result": { - "accept": false, - "feedback": "The cluster-level framing is mostly fine, but the soft-edge verdicts overstate evidence in a few places. In particular, the packet does not support accepting pull_request:44066 \u2194 pull_request:44085 as a duplicate-like pair: the packet marks that pair as deterministic_accept=false despite shared issue and shared GPT-J filename overlap. Likewise, pull_request:44018 \u2194 pull_request:44068 is only soft-similar in the packet and is also deterministic_accept=false, so calling it an accept is too strong. The summary\u2019s claim that the only clear duplicate-like overlaps are the GPT-Neo pair and the GPT-J/CodeGen pair is therefore not grounded in the packet. Conservative rejection is warranted." + "accept": true, + "feedback": "The summary is grounded in the packet and stays conservative about the soft edges. The accepted duplicate calls are limited to clearly matching GPT-Neo revisions and GPT-J/CodeGen revisions, while the rest are correctly treated as different model/code paths that only share the umbrella issue." }, "evaluator_used": true, - "retried": true, - "accepted_nontrivial_soft_edge": false, + "retried": false, + "accepted_nontrivial_soft_edge": true, "error_kind": null, "error_message": null }, @@ -18868,12 +18804,12 @@ "pull_request:43997|pull_request:44010", "pull_request:44010|pull_request:44129" ], - "prepared_review_unit_hash": "a479127be10983ace924e19103a9b0751d58d065c2d1b9f0aa5d398bcc6b8073", + "prepared_review_unit_hash": "309ed11e6dac0b092676113c04212bebf4a71d034b03dc97ff1ad13707b89fd5", "component_budget": { "node_count": 28, "item_count": 28, "soft_pair_count": 77, - "serialized_chars": 84504, + "serialized_chars": 84501, "estimated_input_tokens": 21126, "estimated_eval_tokens": 42508 }, @@ -18881,51 +18817,51 @@ "node_count": 6, "item_count": 6, "soft_pair_count": 5, - "serialized_chars": 13065, - "estimated_input_tokens": 3267, - "estimated_eval_tokens": 6790 + "serialized_chars": 13069, + "estimated_input_tokens": 3268, + "estimated_eval_tokens": 6792 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "These PRs all move different model implementations toward the same standardized output-tracing framework, but they are model-specific refactors rather than duplicates of one another. The cluster is thematic, not a single underlying change.", - "confidence": 0.96, + "summary": "These are not duplicate PRs; they are separate per-model refactors to standardized output tracing across different code paths. The cluster is thematically related, but each PR touches a different model implementation, so they should not be merged together as one change.", + "confidence": 0.95, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 44073 is a good representative of the cluster\u2019s theme because it clearly shows the standardized output-tracing refactor pattern and touches the new decorator/wiring logic in one model, but it is not a duplicate of the others.", + "canonical_pr_reason": "44129 is the clearest representative because it has an explicit issue target and a more complete SpeechT5-specific output-tracing refactor, while the others are independent model migrations.", "best_issue_reason": null, - "best_pr_reason": "PR 44129 is the strongest standalone representative because it has an explicit issue target, a concrete model-specific output-tracing refactor, and clearer implementation scope than the smaller pattern-matching PRs.", + "best_pr_reason": "44129 is the strongest standalone PR in this set: it is well-scoped, tied to issue 43979, and clearly demonstrates the standardized output capture refactor pattern.", "soft_edge_verdicts": [ { "left": "pull_request:44073", "right": "pull_request:44074", "accept": false, - "reason": "Both are output-tracing refactors, but they affect different models (VisualBert vs TextNet) and different code paths; they are not the same change and would not plausibly be merged into one PR." + "reason": "Both are output-tracing refactors, but they affect different models and different forward paths (VisualBert vs TextNet); they are not the same underlying change." }, { "left": "pull_request:44056", "right": "pull_request:44073", "accept": false, - "reason": "MPNet and VisualBert have separate model implementations and separate tracing registrations; this is the same refactor pattern, not the same underlying bug or patch." + "reason": "Same broad refactor theme, but MPNet and VisualBert are distinct model implementations with different code paths and no shared bug/change." }, { "left": "pull_request:44056", "right": "pull_request:44074", "accept": false, - "reason": "These are distinct model-specific migrations (MPNet vs TextNet) with different files and output-capture wiring, so they are not duplicates." + "reason": "These are separate model-specific refactors in MPNet and TextNet; they do not look like one mergeable fix." }, { "left": "pull_request:43997", "right": "pull_request:44010", "accept": false, - "reason": "RegNet and SqueezeBert are unrelated model codepaths; the shared theme is only the standardized output-tracing migration." + "reason": "RegNet and SqueezeBert are unrelated model files; the similarity is only that both migrate output handling, not that they fix the same concrete issue." }, { "left": "pull_request:44010", "right": "pull_request:44129", "accept": false, - "reason": "SqueezeBert and SpeechT5 each implement the tracing refactor in separate model stacks; the overlap is architectural, not a single mergeable fix." + "reason": "Both change output handling, but they target different architectures and code paths (SqueezeBert vs SpeechT5), so they are not duplicates." } ] }, @@ -19011,304 +18947,298 @@ "pull_request:44002|pull_request:46106", "pull_request:43998|pull_request:46106" ], - "prepared_review_unit_hash": "86584200f380bb5be8c3e44a0570b9653382072e8d756104323e2d13a7e4433c", + "prepared_review_unit_hash": "7d1396f0a988d58ea725d000d88627d4cd176a8bd80e653e36d28b7170fe7b3c", "component_budget": { "node_count": 14, "item_count": 14, "soft_pair_count": 45, - "serialized_chars": 43780, - "estimated_input_tokens": 10945, - "estimated_eval_tokens": 22146 + "serialized_chars": 43768, + "estimated_input_tokens": 10942, + "estimated_eval_tokens": 22140 }, "budget": { "node_count": 14, "item_count": 14, "soft_pair_count": 45, - "serialized_chars": 43780, - "estimated_input_tokens": 10945, - "estimated_eval_tokens": 22146 + "serialized_chars": 43768, + "estimated_input_tokens": 10942, + "estimated_eval_tokens": 22140 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "This cluster is a collection of independent model-specific output-tracing refactors (plus one docs-only toctree change). The PRs share a naming pattern and utility imports, but they target different architectures and codepaths, so they should not be deduplicated.", - "confidence": 0.91, + "summary": "This cluster is mostly a set of unrelated model-specific output-tracing refactors that share a theme but not a single duplicate change; the docs PR is unrelated.", + "confidence": 0.79, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 44003 is the most representative because it is a substantive tracing refactor spanning two related model files and introduces the output-capturing machinery itself, rather than only adjusting one wrapper.", + "canonical_pr_reason": "PR 44003 is the broadest concrete code change in the cluster, spanning both `mamba` and `falcon_mamba` and adding the tracing/capture plumbing, so it is the best representative of the overall theme.", "best_issue_reason": null, - "best_pr_reason": "PR 44003 is the strongest single representative of the cluster\u2019s theme: it changes the tracing mechanism across model code and is broader than the one-file refactors or docs-only update.", + "best_pr_reason": "PR 44003 has the most substantial implementation surface and is the clearest stand-in for this output-tracing refactor cluster.", "soft_edge_verdicts": [ { "left": "pull_request:43998", "right": "pull_request:44002", "accept": false, - "reason": "Same tracing/refactor theme, but different model families and forward paths." + "reason": "Different model backbones (`timm_backbone` vs `upernet`); same refactor theme, but not the same concrete change." }, { "left": "pull_request:43998", "right": "pull_request:44000", "accept": false, - "reason": "Different architectures and model codepaths; only the refactor style matches." + "reason": "Separate model codepaths (`timm_backbone` vs `vision_text_dual_encoder`); not one duplicate bug or fix." }, { "left": "pull_request:43998", "right": "pull_request:44001", "accept": false, - "reason": "Different models and output flows; not the same concrete bug/change." + "reason": "Unrelated model implementations; both are tracing refactors, but not the same change." }, { "left": "pull_request:43998", "right": "pull_request:44003", "accept": false, - "reason": "Different model families and implementations; too broad to treat as one PR." + "reason": "Different architectures and files; no single shared code-path problem." }, { "left": "pull_request:43998", "right": "pull_request:44029", "accept": false, - "reason": "Unrelated model codepaths; shared output-tracing pattern is not enough." + "reason": "`timm_backbone` and `rwkv` are unrelated models; not a duplicate PR." }, { "left": "pull_request:43999", "right": "pull_request:44001", "accept": false, - "reason": "Different model families and tracing implementations; not mergeable as one fix." + "reason": "`mobilenet_v1` and `univnet` are different model families; similar refactor pattern only." }, { "left": "pull_request:43999", "right": "pull_request:44002", "accept": false, - "reason": "Same general refactor theme, but distinct model codepaths." + "reason": "These touch different model codepaths and are not the same underlying fix." }, { "left": "pull_request:43999", "right": "pull_request:44025", "accept": false, - "reason": "Different architectures and files; only the output-refactor pattern overlaps." + "reason": "Different models (`mobilenet_v1` vs `depth_anything`/`prompt_depth_anything`), so not one mergeable duplicate." }, { "left": "pull_request:43999", "right": "pull_request:44026", "accept": false, - "reason": "Different models and forward signatures; not the same underlying change." + "reason": "Separate model wrappers; same general tracing work, but not the same concrete change." }, { "left": "pull_request:43999", "right": "pull_request:44027", "accept": false, - "reason": "Different model families and codepaths; too broad for duplicate triage." + "reason": "Different subsystems and files; too broad to treat as duplicates." }, { "left": "pull_request:44000", "right": "pull_request:44001", "accept": false, - "reason": "Different model architectures with separate forward logic; same utility pattern only." + "reason": "`vision_text_dual_encoder` vs `univnet`; same theme, different implementation targets." }, { "left": "pull_request:44000", "right": "pull_request:44002", "accept": false, - "reason": "Different model families and output handling paths." + "reason": "Distinct model codepaths; no shared concrete bug/fix." }, { "left": "pull_request:44000", "right": "pull_request:44003", "accept": false, - "reason": "Different architectures and codepaths; not the same bug or change." + "reason": "Different model families and files; not the same underlying change." }, { "left": "pull_request:44000", "right": "pull_request:44025", "accept": false, - "reason": "Distinct model files and behaviors; only the refactor theme overlaps." + "reason": "These are model-specific tracing refactors in different architectures, not duplicates." }, { "left": "pull_request:44001", "right": "pull_request:44002", "accept": false, - "reason": "Separate model implementations; not the same concrete fix." + "reason": "`univnet` and `upernet` are unrelated model implementations." }, { "left": "pull_request:44001", "right": "pull_request:44003", "accept": false, - "reason": "Different model codepaths and tracing logic." + "reason": "No shared concrete code-path problem; only a broad output-tracing theme." }, { "left": "pull_request:44001", "right": "pull_request:44025", "accept": false, - "reason": "Different models and forward implementations; same pattern only." + "reason": "Different models and files; not plausibly one combined PR for the same bug." }, { "left": "pull_request:44002", "right": "pull_request:44029", "accept": false, - "reason": "Different model families and output paths; no single shared bug." + "reason": "`upernet` and `rwkv` are unrelated implementations; reject as duplicate." }, { "left": "pull_request:44002", "right": "pull_request:44003", "accept": false, - "reason": "Different architectures and refactor scopes." + "reason": "Separate model-specific refactors; not the same fix." }, { "left": "pull_request:44003", "right": "pull_request:44028", "accept": false, - "reason": "Different architectures and forward implementations; not the same codepath problem." + "reason": "`mamba`/`falcon_mamba` vs `superpoint`; different codepaths and model families." }, { "left": "pull_request:44003", "right": "pull_request:44004", "accept": false, - "reason": "Different model families and output semantics; only the utility refactor overlaps." + "reason": "`mamba` vs `codegen`; broad tracing refactor theme only." }, { "left": "pull_request:43998", "right": "pull_request:44004", "accept": false, - "reason": "Different architectures and codepaths; these are separate model refactors." + "reason": "`timm_backbone` and `codegen` are unrelated models; not a duplicate." }, { "left": "pull_request:44001", "right": "pull_request:44004", "accept": false, - "reason": "Separate model implementations; same refactor pattern is not enough." + "reason": "Different model implementations; same subsystem theme is not enough." }, { "left": "pull_request:44002", "right": "pull_request:44004", "accept": false, - "reason": "Different models and forward logic; not a duplicate change." - }, - { - "left": "pull_request:44000", - "right": "pull_request:44004", - "accept": false, - "reason": "Different architectures and codepaths; no shared concrete bug." + "reason": "These are distinct model-specific refactors, not one underlying change." }, { "left": "pull_request:44025", "right": "pull_request:44026", "accept": false, - "reason": "Different model families and forward paths; similar output-tracing cleanup only." + "reason": "`depth_anything` and `vision_encoder_decoder` are separate codepaths; same refactor pattern only." }, { "left": "pull_request:44025", "right": "pull_request:44027", "accept": false, - "reason": "Different encoder-decoder wrappers and codepaths; not the same fix." + "reason": "Different model families and files; not the same concrete issue." }, { "left": "pull_request:44025", "right": "pull_request:44028", "accept": false, - "reason": "Different architectures and output handling; same refactor theme only." + "reason": "`depth_anything` vs `superpoint` are unrelated implementations." }, { "left": "pull_request:44025", "right": "pull_request:44029", "accept": false, - "reason": "Different model families and implementations; not mergeable as one PR." + "reason": "Different model architectures; not mergeable as one duplicate PR." }, { "left": "pull_request:44025", "right": "pull_request:44030", "accept": false, - "reason": "Distinct model codepaths and tracing behavior." + "reason": "`depth_anything` and `dpr` are distinct model codepaths." }, { "left": "pull_request:44026", "right": "pull_request:44029", "accept": false, - "reason": "Different architectures and output capture sites; only the theme matches." + "reason": "`vision_encoder_decoder` and `rwkv` are unrelated models; not the same fix." }, { "left": "pull_request:44026", "right": "pull_request:44027", "accept": false, - "reason": "Vision vs speech encoder-decoder wrappers are different codepaths." + "reason": "Both are encoder-decoder wrappers, but vision and speech are different concrete codepaths; too broad to merge as duplicates." }, { "left": "pull_request:44026", "right": "pull_request:44028", "accept": false, - "reason": "Different model families and implementations; not the same bug/change." + "reason": "Different model families and implementation details; not one bug/change." }, { "left": "pull_request:44026", "right": "pull_request:44030", "accept": false, - "reason": "Separate model codepaths with similar tracing cleanup only." + "reason": "`vision_encoder_decoder` and `dpr` are separate model implementations." }, { "left": "pull_request:44027", "right": "pull_request:44028", "accept": false, - "reason": "Different model architectures and forward methods." + "reason": "`speech_encoder_decoder` and `superpoint` are unrelated codepaths." }, { "left": "pull_request:44027", "right": "pull_request:44029", "accept": false, - "reason": "Different model families and tracing logic; not one fix." + "reason": "Different model families; similar tracing cleanup only." }, { "left": "pull_request:44027", "right": "pull_request:44030", "accept": false, - "reason": "Distinct model codepaths; same pattern only." + "reason": "`speech_encoder_decoder` and `dpr` are not the same concrete change." }, { "left": "pull_request:44028", "right": "pull_request:44029", "accept": false, - "reason": "Different architectures and output tracing implementations." + "reason": "`superpoint` and `rwkv` are unrelated model implementations." }, { "left": "pull_request:44028", "right": "pull_request:44030", "accept": false, - "reason": "Separate model codepaths and semantics; not duplicates." + "reason": "Different models and codepaths; not a duplicate triage match." }, { "left": "pull_request:44029", "right": "pull_request:44030", "accept": false, - "reason": "Different model families and forward logic; no shared concrete bug." + "reason": "`rwkv` and `dpr` are separate model-specific refactors, not one underlying fix." }, { "left": "pull_request:44027", "right": "pull_request:46106", "accept": false, - "reason": "One is a model-code refactor and the other is a docs-only toctree change; unrelated." + "reason": "`speech_encoder_decoder` tracing refactor vs a docs toctree edit; completely unrelated." }, { "left": "pull_request:44026", "right": "pull_request:46106", "accept": false, - "reason": "Model implementation versus docs-only change; not the same underlying work." + "reason": "Model code change vs documentation navigation cleanup; not related." }, { "left": "pull_request:44001", - "right": "46106", + "right": "pull_request:46106", "accept": false, - "reason": "One is model code, the other is documentation structure; unrelated." + "reason": "`univnet` model refactor and docs-only toctree change are unrelated." }, { "left": "pull_request:44002", - "right": "46106", + "right": "pull_request:46106", "accept": false, - "reason": "Model refactor versus docs-only update; not a duplicate." + "reason": "`upernet` code change vs docs toctree cleanup; no shared bug or fix." }, { "left": "pull_request:43998", - "right": "46106", + "right": "pull_request:46106", "accept": false, - "reason": "Different artifact types and codepaths; docs change is unrelated to model tracing." + "reason": "`timm_backbone` tracing refactor and docs-only navigation change are unrelated." } ] }, @@ -19341,7 +19271,7 @@ "pull_request:44662|pull_request:45075", "pull_request:45075|pull_request:45401" ], - "prepared_review_unit_hash": "612399847798f9372f79782161be1674781c9c5b3fb537e644c7a98abda30ba9", + "prepared_review_unit_hash": "8ea83b351cd867b803b28ce89441d0f63acbf5d600e281f9f393312d326532b5", "component_budget": { "node_count": 3, "item_count": 3, @@ -19363,30 +19293,30 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These are three distinct model-addition PRs (PenguinVL, DeepSeek-OCR-2, Voxtral TTS). They overlap in registry/docs boilerplate but implement different models, configs, processors, and tests, so they are not duplicates.", - "confidence": 0.97, + "summary": "Three open PRs, each adding a different model integration (PenguinVL, DeepSeek-OCR-2, and Voxtral TTS). They share only generic Hugging Face boilerplate around docs and auto-registration, not the same underlying change.", + "confidence": 0.98, "canonical_issue_reason": null, - "canonical_pr_reason": null, + "canonical_pr_reason": "No canonical PR: these are distinct model-addition efforts for different architectures and codepaths, not duplicates.", "best_issue_reason": null, - "best_pr_reason": null, + "best_pr_reason": "No single PR is a strong cluster representative beyond generic model-implementation boilerplate; the substantive work is different in each case.", "soft_edge_verdicts": [ { "left": "pull_request:44662", "right": "pull_request:45401", "accept": false, - "reason": "Different underlying changes: PenguinVL is a vision-language model implementation, while Voxtral TTS is a text-to-speech model. Shared auto-registry/docs updates are generic boilerplate, not the same code-path fix." + "reason": "Different model families (PenguinVL vs Voxtral TTS). Shared docs/auto-mapping files are just boilerplate, not the same bug or change." }, { "left": "pull_request:44662", "right": "pull_request:45075", "accept": false, - "reason": "They add different model families with different architectures and files. Similar framework registration edits do not make them the same change." + "reason": "Different integrations (PenguinVL vs DeepSeek-OCR-2). Overlap is limited to generic model-registration scaffolding, so they should not be merged as duplicates." }, { "left": "pull_request:45075", "right": "pull_request:45401", "accept": false, - "reason": "DeepSeek-OCR-2 OCR/vision model support and Voxtral TTS support address unrelated functionality and cannot plausibly be merged as one duplicate PR." + "reason": "DeepSeek-OCR-2 and Voxtral TTS are unrelated model additions with different implementations and tests; only superficial framework files overlap." } ] }, @@ -19416,7 +19346,7 @@ "soft_pairs": [ "pull_request:44979|pull_request:45363" ], - "prepared_review_unit_hash": "bb2ae2ab53104d9f483aad9758e3b1426b4618da1034f22d15897bf35a724e21", + "prepared_review_unit_hash": "e4a14562932ebbd4ee3dcdc19835f5eaed9ef07be67964fbffa491e4a20a7680", "component_budget": { "node_count": 2, "item_count": 2, @@ -19438,18 +19368,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These are related in theme (module/kernel fusion) but they target different implementations and code paths: PR #44979 adds a new generic module fusion API, while PR #45363 adds KernelConfig-based n-to-1 kernel fusion plumbing and an example. They should not be deduplicated.", - "confidence": 0.93, + "summary": "Related feature work in the fusion/kernels area, but these PRs implement different abstractions and code paths: one introduces a general module-fusion API, the other adds KernelConfig-based n-to-1 kernel fusion integration and an example.", + "confidence": 0.88, "canonical_issue_reason": null, - "canonical_pr_reason": "No canonical PR: the PRs address different fusion mechanisms and different implementation surfaces, so they are not the same change.", + "canonical_pr_reason": "PR #45363 is the more concrete, user-facing fusion change and is broader in scope across model loading/integration; PR #44979 is a separate foundational API rather than the same change.", "best_issue_reason": null, - "best_pr_reason": "PR #44979 is the better representative artifact because it introduces the foundational module-fusion API and tests, which is broader and more central than the usage-oriented KernelConfig integration in #45363.", + "best_pr_reason": "PR #45363 is the best representative of the cluster because it adds an end-to-end kernel-fusion feature with integration points and example usage, whereas #44979 is a distinct API-layer addition.", "soft_edge_verdicts": [ { "left": "pull_request:44979", "right": "pull_request:45363", "accept": false, - "reason": "Reject: they share the general fusion theme, but #44979 adds a new Module Fusion API in src/transformers/module_fusion.py, whereas #45363 wires up n-to-1 kernel fusion via KernelConfig and integrations. Different concrete behavior and not plausibly one merged PR." + "reason": "Same general fusion theme, but not the same underlying bug or change: #44979 adds a new Module Fusion API in src/transformers/module_fusion.py, while #45363 implements n-to-1 kernel fusion via KernelConfig across integration/modeling files. They target different layers and would not plausibly be merged into one PR." } ] }, @@ -19479,7 +19409,7 @@ "soft_pairs": [ "pull_request:45086|pull_request:45317" ], - "prepared_review_unit_hash": "e074ef31909412f376ffff908a29e4e067853e50334b1b0f219cf700b06c796f", + "prepared_review_unit_hash": "ca0e6093b4eda5b9fdefebdca28e49e89b85f67768d9f4c18f9b9c787b94ff85", "component_budget": { "node_count": 2, "item_count": 2, @@ -19501,18 +19431,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Two PRs address the same Mistral regex patch AttributeError by switching from `backend_tokenizer.pre_tokenizer` to `tokenizer.pre_tokenizer`; the second adds test coverage and is the more complete duplicate candidate.", - "confidence": 0.98, + "summary": "Both PRs fix the same _patch_mistral_regex AttributeError in the Mistral tokenizer path, with the same code change in the same file; 45317 appears to be the more complete patch because it adds tests as well.", + "confidence": 0.96, "canonical_issue_reason": null, - "canonical_pr_reason": "PR #45317 is the better canonical PR because it fixes the same code path as #45086 but also adds a test file, making it the more complete and merge-ready change.", + "canonical_pr_reason": "pull_request:45317 is the stronger canonical PR because it implements the same fix as 45086 and also adds a test file, making it the more complete merge candidate.", "best_issue_reason": null, - "best_pr_reason": "PR #45317 is the best overall representative of the cluster: same fix, same target issue, and broader validation via tests.", + "best_pr_reason": "pull_request:45317 is the best PR for the cluster: same underlying bug fix as 45086, same target issue, and it includes tests in addition to the code change.", "soft_edge_verdicts": [ { "left": "pull_request:45086", "right": "pull_request:45317", "accept": true, - "reason": "Same underlying AttributeError in `_patch_mistral_regex`, same shared file and issue target, and the diffs show the same code change with #45317 adding tests." + "reason": "Same AttributeError fix in _patch_mistral_regex, same changed code path in src/transformers/tokenization_utils_tokenizers.py, and the diff preview matches; 45317 just adds tests on top." } ] }, @@ -19542,7 +19472,7 @@ "soft_pairs": [ "pull_request:45115|pull_request:45569" ], - "prepared_review_unit_hash": "fd4afb49688fd82099405882a7fe3af2a1d694a5732328ca8b6534ff6618d768", + "prepared_review_unit_hash": "d88fa6d0dbb00e81e4daaa865644150640c387d9b0cec3c0c1d144d85e5b8a4f", "component_budget": { "node_count": 2, "item_count": 2, @@ -19564,18 +19494,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Both PRs touch NemotronH internals, but they are not the same change: one is a conversion/inheritance refactor, the other introduces separate NemotronHDense/NemotronHSparse model support with docs and tests.", - "confidence": 0.78, + "summary": "These PRs are related to NemotronH, but they target different changes: one refactors conversion/mapping and inheritance plumbing, while the other introduces proper NemotronH dense/sparse model variants plus docs/tests. They are not duplicates.", + "confidence": 0.89, "canonical_issue_reason": null, - "canonical_pr_reason": "PR #45569 is the better canonical PR because it is the broader, more complete user-facing implementation: it adds the dense/sparse model split, updates auto-mapping/docs, and includes tests. PR #45115 is a narrower conversion/refactor step.", + "canonical_pr_reason": "PR 45569 is the better canonical representative because it is the broader, user-facing implementation change: it adds the new NemotronH dense/sparse model variants, updates auto-mapping/docs, and includes test coverage. PR 45115 is a narrower refactor focused on conversion mappings and inheritance wiring.", "best_issue_reason": null, - "best_pr_reason": "PR #45569 is the strongest representative of the cluster since it encompasses the major functional change and supporting documentation/test updates, whereas #45115 is mainly a lower-level structural refactor.", + "best_pr_reason": "PR 45569 is the strongest standalone PR in the cluster because it appears to deliver the complete functional model split and documentation update, whereas PR 45115 is an internal conversion/refactor change that does not cover the same end-user behavior.", "soft_edge_verdicts": [ { "left": "pull_request:45115", "right": "pull_request:45569", "accept": false, - "reason": "Related NemotronH work, but the diffs target different concrete changes: #45115 focuses on conversion mapping and inheritance refactoring, while #45569 adds separate NemotronHDense/NemotronHSparse implementations plus docs/tests. They do not look mergeable into one single PR without conflating distinct changes." + "reason": "Both mention NemotronH and share a few model files, but the changes are different: 45115 is about checkpoint conversion and class/inheritance refactoring, while 45569 adds dense/sparse variants, docs, and tests. They do not look like the same concrete code-path fix and would not plausibly merge into one PR as duplicates." } ] }, @@ -19605,7 +19535,7 @@ "soft_pairs": [ "pull_request:45332|pull_request:45333" ], - "prepared_review_unit_hash": "cfb90f8c348006b0fed8a2a3a0c57ecdd9088bd4d71c8f059d90184fcd1923c6", + "prepared_review_unit_hash": "ac534cf37fae6c6930b71cf7c15a517bc4850d07c92fb58889cece4b1ea2fc7f", "component_budget": { "node_count": 2, "item_count": 2, @@ -19627,18 +19557,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "The two PRs are related pieces of a larger heterogeneous-model effort, but they are not the same change: one adds heterogeneous config support, the other adds broader per-layer modeling/cache support. I would not collapse them as duplicates.", + "summary": "Two open PRs propose adjacent heterogeneous-model work: one adds per-layer config support, the other adds broader heterogeneous modeling/cache integration. They overlap in the new heterogeneity infrastructure but are not the same concrete change.", "confidence": 0.84, "canonical_issue_reason": null, - "canonical_pr_reason": "PR #45332 is the better canonical PR because it is the broader umbrella change and includes the modeling/runtime side in addition to config handling; #45333 is narrower and looks like a prerequisite or companion piece rather than the same fix.", + "canonical_pr_reason": "PR #45332 is the better canonical PR because it covers the larger end-to-end heterogeneous model support path, including config, cache handling, masking, and model-side integration, while #45333 is a narrower config-only foundation.", "best_issue_reason": null, - "best_pr_reason": "PR #45332 is the best representative of the cluster because its scope is wider and it touches the main heterogeneous-model code paths, whereas #45333 is mostly the config infrastructure piece.", + "best_pr_reason": "PR #45332 is the strongest representative of the cluster since it is the most complete and user-facing change; #45333 looks like a smaller prerequisite/adjacent piece rather than a duplicate of the same fix.", "soft_edge_verdicts": [ { "left": "pull_request:45332", "right": "pull_request:45333", "accept": false, - "reason": "Related but distinct: #45333 focuses on per-layer heterogeneous config support, while #45332 adds heterogeneous model/runtime support (cache/modeling changes). They share files and a theme, but they are not the same concrete code-path change and would not plausibly be merged as one PR without broadening scope." + "reason": "Related heterogeneous-config work, but not the same underlying bug/change. #45333 adds per-layer configuration support, while #45332 extends that into broader heterogeneous model/cache/masking behavior; they could coexist, but are not mergeable as one duplicate PR." } ] }, @@ -19668,12 +19598,12 @@ "soft_pairs": [ "pull_request:45415|pull_request:45425" ], - "prepared_review_unit_hash": "28d710144d579959c9671aaccc90728c87b14cab7374c7708f1d79e1bfd60cb5", + "prepared_review_unit_hash": "1012a36e7fc028d9f08680a7a87b1f506d970e9f39bc056c4bf965b71cae69e3", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 5514, + "serialized_chars": 5513, "estimated_input_tokens": 1379, "estimated_eval_tokens": 3014 }, @@ -19681,7 +19611,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 5514, + "serialized_chars": 5513, "estimated_input_tokens": 1379, "estimated_eval_tokens": 3014 }, @@ -19690,18 +19620,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Both PRs are typing-related, but they are not the same change: #45415 is a broad repository-wide type-checking pass, while #45425 adds specific typing protocols and related modeling utils plumbing. The overlap in a few files is not enough to treat them as duplicates.", - "confidence": 0.86, + "summary": "Both items are typing-focused PRs, but they are not duplicates: one is a broad repo-wide type-checking sweep, the other adds shared typing protocols and targeted fixes around modeling_utils/PEFT. Similarity is mostly superficial.", + "confidence": 0.9, "canonical_issue_reason": null, - "canonical_pr_reason": "#45425 is the more focused, self-contained typing change; #45415 is a much broader sweep across many files and a different scope of work.", + "canonical_pr_reason": "PR 45425 is the more self-contained, concrete typing change centered on shared protocols and a small set of related files; PR 45415 is a much broader type-checking pass across many unrelated modules.", "best_issue_reason": null, - "best_pr_reason": "#45425 is the better representative for the cluster because it targets a concrete typing refactor, whereas #45415 is a large generalized type-checking cleanup that is less canonical for a single underlying change.", + "best_pr_reason": "PR 45425 is the better canonical representative for this cluster because it has a tighter scope and a clearer single change set, making it easier to triage than the repository-wide typing sweep in 45415.", "soft_edge_verdicts": [ { "left": "pull_request:45415", "right": "pull_request:45425", "accept": false, - "reason": "They both touch typing infrastructure, but #45415 is a broad type-checking cleanup across many modules and #45425 is a focused protocol/typing update around modeling_utils and PEFT-like types; not the same concrete bug or change." + "reason": "They both involve typing, but they target different underlying changes: 45415 is a broad type-checking cleanup across many files, while 45425 introduces new typing protocols and related fixes in specific code paths. Shared files alone are not enough to treat them as the same PR." } ] }, @@ -19731,7 +19661,7 @@ "soft_pairs": [ "pull_request:45487|pull_request:46101" ], - "prepared_review_unit_hash": "e20be8453190b5463ea0385de3aa95f8c0729e7f41dab04a18c7271c8f6129db", + "prepared_review_unit_hash": "18b40b62b6601ba2fdbd5b085a14ade10baf1de8b23f4c49fbdd2a28d3d75374", "component_budget": { "node_count": 2, "item_count": 2, @@ -19753,18 +19683,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Both pull requests fix device-placement issues in model-specific forward helpers, but they target different models and different code paths, so they are not duplicates.", - "confidence": 0.94, + "summary": "The two PRs are both device-placement fixes in Transformers, but they target different model families and different code paths, so they are not duplicates of the same underlying change.", + "confidence": 0.95, "canonical_issue_reason": null, - "canonical_pr_reason": "PR #45487 is the better canonical PR because it addresses the more general model-parallel/device-mismatch bug across multiple text/vision models, includes code and test updates, and has clearer evidence of the underlying failure mode.", + "canonical_pr_reason": "PR #45487 is the better representative only because it is the larger, more explicit fix and touches multiple model implementations; however, it is still not a canonical match for the Qwen2 Audio PR because the underlying bugs are unrelated.", "best_issue_reason": null, - "best_pr_reason": "PR #45487 is the best representative artifact for this cluster since it has broader scope and clearer fixes than the smaller Qwen2 Audio patch.", + "best_pr_reason": "PR #45487 is the stronger standalone representative of a concrete bug fix: it addresses model-parallel/device mismatch in AltCLIP/ChineseCLIP token type handling across several related files, whereas PR #46101 is a separate Qwen2 Audio tensor-device fix.", "soft_edge_verdicts": [ { "left": "pull_request:45487", "right": "pull_request:46101", "accept": false, - "reason": "Both are device-placement fixes, but #45487 fixes token_type_ids handling for AltCLIP/ChineseCLIP-family model parallelism, while #46101 fixes audio feature masking in Qwen2 Audio. Different models and different concrete bugs, so they should not be merged as duplicates." + "reason": "Reject: these are different model-specific fixes. #45487 patches token_type_ids/device handling in AltCLIP, ChineseCLIP, and related encoder models; #46101 fixes audio feature masking in Qwen2 Audio. They do not appear to fix the same underlying bug or be mergeable into one PR." } ] }, @@ -19796,7 +19726,7 @@ "pull_request:45513|pull_request:46084", "pull_request:46084|pull_request:46098" ], - "prepared_review_unit_hash": "ff6972b3fe9ad69f22487a92c96f6658e55fbf466e4d4019650c9087730ba794", + "prepared_review_unit_hash": "f8b51115f2d9f2e3af11c7eba226ff8e985e1b6ebcd13508924b4fd123a8c0bf", "component_budget": { "node_count": 3, "item_count": 3, @@ -19818,31 +19748,34 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "PR 46098 is the broadest and most complete fix for Mamba2 cache handling with seq_len > 1. PR 46084 appears to cover a narrower GPU-path variant of the same symptom, but it is not clearly the same exact change; PR 45513 is a separate multi-token cached-forward bug in different model families and should not be merged with Mamba2 fixes.", - "confidence": 0.88, + "summary": "One PR is unrelated to the others (Qwen3.5 vs Mamba2). The two Mamba2 PRs appear to fix the same seq_len>1 cached-forward bug in the same code path, with the later PR adding a fuller CPU/GPU fix and docs.", + "confidence": 0.96, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 46098 is the best canonical PR because it addresses the Mamba2 use_cache seq_len > 1 bug more comprehensively, including both CPU and GPU paths plus tests/docs, while still targeting the same concrete failure mode.", + "canonical_pr_reason": "pull_request:46098 is the most complete representative of the Mamba2 cache bug: it targets the same issue, covers the seq_len>1 cached path in Mamba2, and adds tests plus documentation.", "best_issue_reason": null, - "best_pr_reason": "PR 46098 is the strongest representative for this cluster: it has the clearest title, explicit issue target, and the most complete fix scope for the Mamba2 cached-forward bug.", + "best_pr_reason": "pull_request:46098 is the best standalone PR to keep because it is the most explicit and comprehensive fix for the Mamba2 use_cache seq_len>1 bug, including both code-path coverage and docs.", "soft_edge_verdicts": [ { "left": "pull_request:45513", "right": "pull_request:46084", "accept": false, - "reason": "Both involve cached multi-token forward behavior, but they are for different model families and different code paths. The similarity is too broad to treat as the same underlying bug or a single mergeable PR." + "reason": "Different models and different bugs: Qwen3.5/Olmo hybrid linear-attention cached forwarding vs Mamba2 use_cache seq_len>1 handling. Similar pattern, but not the same underlying change." }, { "left": "pull_request:46084", "right": "pull_request:46098", - "accept": false, - "reason": "They share the same issue target and symptom, but 46084 appears to fix a narrower GPU-path case while 46098 explicitly expands to CPU and GPU paths and includes docs. Related, but not clearly the same exact change set to merge as duplicates." + "accept": true, + "reason": "Same underlying Mamba2 seq_len>1 cached-forward bug on the same files and issue target (#46032). The later PR looks like a broader version of the same fix and could plausibly be merged as one change." } ] }, - "evaluator_result": null, - "evaluator_used": false, + "evaluator_result": { + "accept": true, + "feedback": "The analyst output is grounded in the packet and stays conservative. The Qwen3.5/Olmo hybrid PR is correctly treated as a different bug family from the Mamba2 fixes, and the Mamba2 pair appears to be the same issue on the same files/target, so treating them as mergeable is reasonable." + }, + "evaluator_used": true, "retried": false, - "accepted_nontrivial_soft_edge": false, + "accepted_nontrivial_soft_edge": true, "error_kind": null, "error_message": null }, @@ -19865,7 +19798,7 @@ "soft_pairs": [ "pull_request:45548|pull_request:45662" ], - "prepared_review_unit_hash": "b77f957b4af55462c4f604eda8f6ed4e788040074e73c8b9057fe98486fbe316", + "prepared_review_unit_hash": "42e4e89ac84107da3a77d371d6433188ff8e3f0d3de5d26d8482c43efeb6e561", "component_budget": { "node_count": 2, "item_count": 2, @@ -19887,18 +19820,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Both PRs are about expert-parallel (EP) model loading, but they fix different concrete failures: 45548 targets Accelerate/DeepSpeed ZeRO-3 loading and config serialization, while 45662 fixes FSDP2 rank-0 broadcast overwriting expert parameters. They are related, but not duplicates.", - "confidence": 0.91, + "summary": "Two open PRs in the same EP/loading area, but they fix different bugs: one is about preserving/loading distributed_config for Accelerate/ZeRO-3, the other about avoiding expert weights being overwritten under FSDP2.", + "confidence": 0.94, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 45662 is the better representative of the cluster because it addresses a concrete EP parameter corruption bug in the loading/sharding path, with a clearer failure mode and broader code-path coverage than the more plumbing-focused 45548.", + "canonical_pr_reason": "PR #45662 is the better canonical representative because it targets a concrete, user-visible loading corruption bug with a clear fix in the core loading path; PR #45548 is a narrower configuration/feature-detection fix.", "best_issue_reason": null, - "best_pr_reason": "PR 45662 is the strongest standalone candidate: it fixes a specific, user-visible expert overwrite issue and touches the loading pipeline directly, making it the most useful representative of the EP bug set.", + "best_pr_reason": "PR #45662 is the strongest standalone candidate overall: it addresses a specific expert-parameter overwrite failure and includes the most direct code-path correction across loading/integration logic.", "soft_edge_verdicts": [ { "left": "pull_request:45548", "right": "pull_request:45662", "accept": false, - "reason": "Different underlying bugs and merge scopes: 45548 is about preserving distributed_config/has_ep for Accelerate+ZeRO-3 loading, while 45662 prevents expert tensors from being overwritten after post-shard wrapping under FSDP2. Same broad subsystem, not the same change." + "reason": "Both concern expert parallelism loading, but they fix different underlying problems: #45548 removes distributed_config from serialization and adds has_ep for ZeRO-3/accelerate launch, while #45662 post-wraps loaded params to prevent expert weights being overwritten under FSDP2. Not the same change and not safely mergeable as one PR." } ] }, @@ -19928,7 +19861,7 @@ "soft_pairs": [ "pull_request:45639|pull_request:45645" ], - "prepared_review_unit_hash": "01c1a5c4eaa11ee825b0f7dcf3379fda378b5fb4eeb64ed19cdbb4df153ffdb2", + "prepared_review_unit_hash": "f2dafac563f1bd1f81e5d05c8ec0dc687048a0e644b56c9f541ed6ccb90af0b0", "component_budget": { "node_count": 2, "item_count": 2, @@ -19950,18 +19883,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Both PRs address the same captured_info xdist-collision problem in testing_utils; 45645 is the more complete change because it also updates the CI log collection path to handle multiple worker-specific files.", - "confidence": 0.91, + "summary": "Both PRs address the same xdist-related captured_info logging collision rooted in `src/transformers/testing_utils.py`; PR 45645 is the broader, more complete version of the same fix.", + "confidence": 0.92, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 45645 is the better canonical PR because it includes the core xdist-safe file isolation in `src/transformers/testing_utils.py` and also updates downstream CI/reporting code to consume the new per-worker artifact layout.", + "canonical_pr_reason": "PR 45645 is the better canonical PR because it includes the core xdist-safe logging change plus the CI/workflow updates needed to consume multiple `captured_info*.txt` files, making it the more complete fix for the shared issue.", "best_issue_reason": null, - "best_pr_reason": "PR 45645 is the strongest overall representative of the fix: it addresses the underlying collision bug and the artifact-collection fallout in one change set, making it the most complete standalone resolution.", + "best_pr_reason": "PR 45645 is the best representative of the cluster: it subsumes the code change in 45639 and extends it to the reporting pipeline, so it better captures the full underlying fix.", "soft_edge_verdicts": [ { "left": "pull_request:45639", "right": "pull_request:45645", "accept": true, - "reason": "Both PRs fix the same underlying bug: unsafe shared `captured_info.txt` writes under pytest-xdist. 45645 expands the same fix to CI handling of the new files, so they are plausibly one combined change." + "reason": "Accept: both PRs target the same concrete xdist collision in patched testing debug logs and share the same implementation area (`testing_utils.py` and tests); 45645 is a superset of 45639 rather than a different change." } ] }, @@ -20057,12 +19990,12 @@ "soft_pairs": [ "pull_request:46069|pull_request:46073" ], - "prepared_review_unit_hash": "beb2f00b475a187f146aae19a1a03322fb51b3b8e9c12c1fdedd48dd7971a016", + "prepared_review_unit_hash": "9757b1c818d8595112903583cac1f05f0160ac7d9a64892368a2ff8efb2a7224", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 4393, + "serialized_chars": 4394, "estimated_input_tokens": 1099, "estimated_eval_tokens": 2454 }, @@ -20070,7 +20003,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 4393, + "serialized_chars": 4394, "estimated_input_tokens": 1099, "estimated_eval_tokens": 2454 }, @@ -20079,18 +20012,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These are two separate model-specific PRs adding attention dispatch support to different codepaths (ShieldGemma2 vs CTRL). They share a broad theme and doc badge updates, but not the same underlying bug or mergeable change.", - "confidence": 0.98, + "summary": "The two PRs are superficially similar (both add attention-dispatch support and update docs), but they target different model implementations and code paths: ShieldGemma2 vs CTRL. They should not be deduplicated.", + "confidence": 0.96, "canonical_issue_reason": null, - "canonical_pr_reason": "No single canonical PR fits both items because they target different model implementations and different files, so they should remain separate triage entries.", + "canonical_pr_reason": "No single canonical PR: the changes are for different models and are not mergeable into one concrete fix.", "best_issue_reason": null, - "best_pr_reason": "PR #46073 is a clean, narrowly scoped model-specific change with minimal diff and no competing issue linkage; however, it is not a global canonical choice over #46069, just a reasonable representative of this cluster's theme.", + "best_pr_reason": "Neither PR is a true cluster representative for duplication purposes; they solve separate model-specific attention dispatch gaps.", "soft_edge_verdicts": [ { "left": "pull_request:46069", "right": "pull_request:46073", "accept": false, - "reason": "Both PRs are about enabling attn_implementation dispatch, but they affect different models and different codepaths, so they are not the same underlying change and should not be merged as duplicates." + "reason": "Different model families and different files/code paths; same broad theme but not the same underlying bug or change." } ] }, diff --git a/analysis/current/manifest.json b/analysis/current/manifest.json index b7b7b7d0eae80e1f86ead8044c3d7db98cc74ea3..d18192377c87a85eed4448b3cb2281ed529f6d96 100644 --- a/analysis/current/manifest.json +++ b/analysis/current/manifest.json @@ -1,8 +1,8 @@ { - "analysis_id": "hybrid-model-20260521t000027z", + "analysis_id": "hybrid-model-20260521t060133z", "archived_artifacts": { - "hybrid": "snapshots/20260521T000027Z/analysis-runs/hybrid-model-20260521t000027z/analysis-report-hybrid.json", - "hybrid_reviews": "snapshots/20260521T000027Z/analysis-runs/hybrid-model-20260521t000027z/analysis-report-hybrid.llm-reviews.json" + "hybrid": 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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, + "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, + "duplicate_pr_numbers": [ + 45086 + ], + "target_issue_number": 45081, + "reason": "PRs in cluster-45081-3 are treated as duplicates because they converge on issue #45081 with closing_reference, shared_issue_target, soft_similarity evidence." + }, + { + "cluster_id": "cluster-45561-3", + "canonical_pr_number": 45645, + "duplicate_pr_numbers": [ + 45639 + ], + "target_issue_number": 45561, + "reason": "PRs in cluster-45561-3 are treated as duplicates because they converge on issue #45561 with closing_reference, shared_issue_target, soft_similarity evidence." + }, + { + "cluster_id": "cluster-45647-3", + "canonical_pr_number": 45738, + "duplicate_pr_numbers": [ + 45737 + ], + "target_issue_number": 45647, + "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-46032-3", + "canonical_pr_number": 46084, + "duplicate_pr_numbers": [ + 46098 + ], + "target_issue_number": 46032, + "reason": "PRs in cluster-46032-3 are treated as duplicates because they converge on issue #46032 with closing_reference, shared_issue_target evidence." + }, + { + "cluster_id": "cluster-46100-2", + "canonical_pr_number": 46100, + "duplicate_pr_numbers": [ + 46114 + ], + "target_issue_number": null, + "reason": "PRs in cluster-46100-2 are treated as duplicates because they share soft_similarity evidence." + } + ], + "best_issue": { + "cluster_id": "cluster-45647-3", + "issue_number": 45647, + "reason": "Issue #45647 is the strongest global issue candidate because it is open, belongs to a cluster with 3 artifacts, and carries 12 discussion comments plus 8 inbound references.", + "score": 162.0 + }, + "best_pr": { + "cluster_id": "cluster-43979-11", + "pr_number": 44007, + "reason": "PR #44007 is the strongest global PR candidate because it is open, belongs to a cluster with 11 artifacts, links to 1 issues, and carries 2 review/discussion events.", + "score": 238.886 + } +} diff --git a/snapshots/20260521T060133Z/analysis-runs/hybrid-model-20260521t060133z/analysis-report-hybrid.llm-reviews.json b/snapshots/20260521T060133Z/analysis-runs/hybrid-model-20260521t060133z/analysis-report-hybrid.llm-reviews.json new file mode 100644 index 0000000000000000000000000000000000000000..5e87fbcac972c44975d537f6e0bb68000932c5af --- /dev/null +++ b/snapshots/20260521T060133Z/analysis-runs/hybrid-model-20260521t060133z/analysis-report-hybrid.llm-reviews.json @@ -0,0 +1,20038 @@ +{ + "schema_version": "1.0", + "repo": "huggingface/transformers", + "snapshot_id": "20260521T060133Z", + "generated_at": "2026-05-21T06:10:29Z", + "model": "gpt-5.4-mini?service_tier=flex", + "reviews": [ + { + "label": "issue", + "component_index": 1, + "component_count": 17, + "review_unit_index": 1, + "review_unit_count": 49, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-413", + "nodes": [ + "issue:24643", + "issue:30277", + "issue:34634", + "issue:34928", + "issue:35545", + "issue:36010", + "issue:36331", + "issue:39290", + "issue:41093", + "issue:41720", + "issue:41762", + "issue:42915", + "issue:43039", + "issue:43425", + "issue:43531", + "issue:43541", + "issue:43596", + "issue:43638", + "issue:43716", + "issue:43827", + "issue:43828", + "issue:43866", + "issue:43901", + "issue:43975", + "issue:44292", + "issue:44322", + "issue:44457", + "issue:44509", + "issue:44512", + "issue:44560", + "issue:44805", + "issue:44841", + "issue:44863", + "issue:44918", + "issue:45081", + "issue:45161", + "issue:45237", + "issue:45464", + "issue:45507", + "issue:45685", + "issue:45812", + "issue:45823", + "issue:45859", + "issue:45874", + "issue:45901", + "issue:45902", + "issue:45920", + "issue:46015" + ], + "soft_pairs": [ + "issue:44322|issue:45464", + "issue:45237|issue:45685", + "issue:43716|issue:45237", + "issue:43828|issue:45237", + "issue:45237|issue:45507", + "issue:44292|issue:45237", + "issue:30277|issue:35545", + "issue:35545|issue:42915", + "issue:35545|issue:41720", + "issue:45901|issue:46015", + "issue:44509|issue:44512", + "issue:35545|issue:36010", + "issue:44805|issue:45823", + "issue:43638|issue:44805", + "issue:43596|issue:44805", + "issue:44805|issue:45161", + "issue:44805|issue:44918", + "issue:34634|issue:35545", + "issue:30277|issue:43638", + "issue:43596|issue:43638", + "issue:43039|issue:45161", + "issue:43975|issue:44457", + "issue:44292|issue:44457", + "issue:34928|issue:44805", + "issue:24643|issue:30277", + "issue:45859|issue:45902", + "issue:43638|issue:45161", + "issue:34928|issue:36331", + "issue:43596|issue:45161", + "issue:43716|issue:45507", + "issue:39290|issue:45081", + "issue:45823|issue:45874", + "issue:43425|issue:44292", + "issue:43828|issue:45161", + "issue:34928|issue:41720", + "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:44292|issue:44918", + "issue:43039|issue:44918", + "issue:41762|issue:43638", + "issue:43827|issue:44512", + "issue:43716|issue:44560", + "issue:43828|issue:45685", + "issue:44560|issue:45685", + "issue:43039|issue:43828", + "issue:30277|issue:36331", + "issue:45237|issue:46015", + "issue:34928|issue:36010", + "issue:43039|issue:44805", + "issue:41762|issue:43596", + "issue:43901|issue:44512", + "issue:39290|issue:41720", + "issue:45237|issue:45901", + "issue:44841|issue:45823", + "issue:43039|issue:44560", + "issue:43975|issue:46015", + "issue:45812|issue:45920", + "issue:44863|issue:46015", + "issue:43866|issue:44863", + "issue:44292|issue:46015", + "issue:41093|issue:43638", + "issue:39290|issue:43531" + ], + "prepared_review_unit_hash": "10adfe7ce5098f671bc125746c54673039364119d118bf973d59d91fcae71816", + "component_budget": { + "node_count": 413, + "item_count": 413, + "soft_pair_count": 1541, + "serialized_chars": 795721, + "estimated_input_tokens": 198931, + "estimated_eval_tokens": 398118 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 66, + "serialized_chars": 47537, + "estimated_input_tokens": 11885, + "estimated_eval_tokens": 24026 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly noisy and spans unrelated issues. The only clear duplicate groups are the DeepSpeed ZeRO-3 load failures around index-0/out-of-bounds and the AutoTokenizer v4\u2192v5 token-ID regression; most other pairs only share a broad subsystem or a docs theme, not the same underlying bug.", + "confidence": 0.83, + "canonical_issue_reason": "issue:45920 is the broadest and most representative report of the shared AutoTokenizer v5 token-ID regression, covering multiple model families and subsuming the narrower Granite-specific report.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45920 is the best cluster representative: it captures the clearest cross-model user-facing regression and has the widest scope among the issues here.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44322", + "right": "issue:45464", + "accept": false, + "reason": "Different model/config error vs streaming API failure; no shared code path." + }, + { + "left": "issue:45237", + "right": "issue:45685", + "accept": false, + "reason": "Different hardware/backend failures in different models; not the same bug." + }, + { + "left": "issue:43716", + "right": "issue:45237", + "accept": false, + "reason": "Image-preprocessor dtype mismatch vs AMD GPU failure in GPT-OSS; unrelated." + }, + { + "left": "issue:43828", + "right": "issue:45237", + "accept": false, + "reason": "Autocast dtype mismatch in Phi MoE is not the same as GPT-OSS-on-AMD failure." + }, + { + "left": "issue:45237", + "right": "issue:45507", + "accept": false, + "reason": "Different model families and different failure modes." + }, + { + "left": "issue:44292", + "right": "issue:45237", + "accept": false, + "reason": "Qwen NVFP4 error and GPT-OSS AMD issue are distinct." + }, + { + "left": "issue:30277", + "right": "issue:35545", + "accept": false, + "reason": "DeepSpeed collective mismatch vs ONNX export error; unrelated." + }, + { + "left": "issue:35545", + "right": "issue:42915", + "accept": false, + "reason": "ONNX export and Qwen3-MoE FP8 failure are different bugs." + }, + { + "left": "issue:35545", + "right": "issue:41720", + "accept": false, + "reason": "Different subsystems and different failures." + }, + { + "left": "issue:45901", + "right": "issue:46015", + "accept": false, + "reason": "Table QA crash vs outdated RAG docs; not the same issue." + }, + { + "left": "issue:44509", + "right": "issue:44512", + "accept": false, + "reason": "Both are docs cleanups for v5, but they target different removed items and could not be merged as one concrete fix." + }, + { + "left": "issue:35545", + "right": "issue:36010", + "accept": false, + "reason": "ONNX export problem vs GenerationMixin import error; unrelated." + }, + { + "left": "issue:44805", + "right": "issue:45823", + "accept": false, + "reason": "Both mention shape/device problems, but the underlying bugs are different." + }, + { + "left": "issue:43638", + "right": "issue:44805", + "accept": false, + "reason": "ZeRO-3 load bug vs mask/tensor shape mismatch; different failures." + }, + { + "left": "issue:43596", + "right": "issue:44805", + "accept": false, + "reason": "Different error signature and different code path." + }, + { + "left": "issue:44805", + "right": "issue:45161", + "accept": false, + "reason": "Mask shape error vs GPT-OSS tensor-parallel issue; unrelated." + }, + { + "left": "issue:44805", + "right": "issue:44918", + "accept": false, + "reason": "Shape mismatch error vs TRL input-embedding unpacking bug; different issues." + }, + { + "left": "issue:34634", + "right": "issue:35545", + "accept": false, + "reason": "Processor voice preset bug vs ONNX export; unrelated." + }, + { + "left": "issue:30277", + "right": "issue:43638", + "accept": false, + "reason": "Different DeepSpeed errors and different model contexts." + }, + { + "left": "issue:43596", + "right": "issue:43638", + "accept": true, + "reason": "Same DeepSpeed ZeRO-3 index-0-out-of-bounds/size-0 load-time failure; same underlying bug." + }, + { + "left": "issue:43039", + "right": "issue:45161", + "accept": false, + "reason": "Liger cross-entropy dispatch vs GPT-OSS TP failure; not the same bug." + }, + { + "left": "issue:43975", + "right": "issue:44457", + "accept": false, + "reason": "Detokenization regression vs LoRA merge/save mismatch; different problems." + }, + { + "left": "issue:44292", + "right": "issue:44457", + "accept": false, + "reason": "NVFP4 runtime error vs LoRA save/load inconsistency; unrelated." + }, + { + "left": "issue:34928", + "right": "issue:44805", + "accept": false, + "reason": "FSDP activation-checkpointing mismatch vs mask/tensor shape mismatch; different bugs." + }, + { + "left": "issue:24643", + "right": "issue:30277", + "accept": false, + "reason": "Both involve DeepSpeed, but the failure modes and affected paths differ." + }, + { + "left": "issue:45859", + "right": "issue:45902", + "accept": false, + "reason": "Same module family, but CPU-offload incompatibility and meta-to_empty uninitialized-memory are distinct failures." + }, + { + "left": "issue:43638", + "right": "issue:45161", + "accept": false, + "reason": "ZeRO-3 load error vs tensor-parallel model issue; unrelated." + }, + { + "left": "issue:34928", + "right": "issue:36331", + "accept": false, + "reason": "Activation-checkpointing/FSDP bug vs trainer signature mismatch; different code paths." + }, + { + "left": "issue:43596", + "right": "issue:45161", + "accept": false, + "reason": "Zero3 loading failure and GPT-OSS TP failure are unrelated." + }, + { + "left": "issue:43716", + "right": "issue:45507", + "accept": false, + "reason": "Different models and different error classes." + }, + { + "left": "issue:39290", + "right": "issue:45081", + "accept": false, + "reason": "Both are model/tokenizer regressions, but the specific code paths and failures are different." + }, + { + "left": "issue:45823", + "right": "issue:45874", + "accept": false, + "reason": "Both are Gemma4 issues, but one is device placement and the other is reverse embedding lookup; not the same bug." + }, + { + "left": "issue:43425", + "right": "issue:44292", + "accept": false, + "reason": "General Torch compatibility issue vs a model-specific NVFP4 runtime error." + }, + { + "left": "issue:43828", + "right": "issue:45161", + "accept": false, + "reason": "Autocast dtype mismatch vs tensor-parallel failure; different bugs." + }, + { + "left": "issue:44918", + "right": "issue:45161", + "accept": false, + "reason": "TRL SFT embedding unpacking bug vs GPT-OSS TP bug; unrelated." + }, + { + "left": "issue:43716", + "right": "issue:45685", + "accept": false, + "reason": "Different model/backend failures." + }, + { + "left": "issue:43828", + "right": "issue:44292", + "accept": false, + "reason": "Different models and different runtime issues." + }, + { + "left": "issue:43541", + "right": "issue:43716", + "accept": false, + "reason": "Torch Dynamo grouped_mm tracing error vs dtype mismatch in vision preprocessing; unrelated." + }, + { + "left": "issue:43828", + "right": "issue:45685", + "accept": false, + "reason": "Autocast dtype mismatch and MPS histogram limitation are different bugs." + }, + { + "left": "issue:44560", + "right": "issue:45685", + "accept": false, + "reason": "Video processor StopIteration vs MPS Int histogram error; unrelated." + }, + { + "left": "issue:43039", + "right": "issue:43828", + "accept": false, + "reason": "Liger kernel cross-entropy routing vs autocast dtype mismatch; not the same bug." + }, + { + "left": "issue:30277", + "right": "issue:36331", + "accept": false, + "reason": "Collective mismatch vs trainer signature change; unrelated." + }, + { + "left": "issue:45237", + "right": "issue:46015", + "accept": false, + "reason": "GPU/model runtime bug vs outdated docs example." + }, + { + "left": "issue:34928", + "right": "issue:36010", + "accept": false, + "reason": "FSDP checkpointing issue vs import error; unrelated." + }, + { + "left": "issue:43039", + "right": "issue:44805", + "accept": false, + "reason": "Liger kernel dispatch bug vs tensor mask shape mismatch; different failures." + }, + { + "left": "issue:41762", + "right": "issue:43596", + "accept": true, + "reason": "Same DeepSpeed ZeRO-3 load-time index-0-out-of-bounds/size-0 bug across models." + }, + { + "left": "issue:43901", + "right": "issue:44512", + "accept": false, + "reason": "Different documentation topics and different removed behaviors." + }, + { + "left": "issue:39290", + "right": "issue:41720", + "accept": false, + "reason": "Different model families and different failures." + }, + { + "left": "issue:45237", + "right": "issue:45901", + "accept": false, + "reason": "Different model/runtime bug vs table QA crash." + }, + { + "left": "issue:44841", + "right": "issue:45823", + "accept": false, + "reason": "Processor failure for Voxtral vs Gemma4 device mismatch; unrelated." + }, + { + "left": "issue:43039", + "right": "issue:44560", + "accept": false, + "reason": "Liger kernel issue vs video embedding StopIteration; different bugs." + }, + { + "left": "issue:43975", + "right": "issue:46015", + "accept": false, + "reason": "Model detokenization bug vs docs cleanup; unrelated." + }, + { + "left": "issue:45812", + "right": "issue:45920", + "accept": true, + "reason": "Same v4\u2192v5 AutoTokenizer token-ID regression; 45920 is the broader umbrella report." + }, + { + "left": "issue:44863", + "right": "issue:46015", + "accept": false, + "reason": "Checkpoint loading bug vs docs example cleanup; unrelated." + }, + { + "left": "issue:43866", + "right": "issue:44863", + "accept": false, + "reason": "Corrupted checkpoint vs model implementation load failure; different problems." + }, + { + "left": "issue:44292", + "right": "issue:46015", + "accept": false, + "reason": "Runtime error for Qwen-3 NVFP4 vs docs cleanup; unrelated." + }, + { + "left": "issue:41093", + "right": "issue:43638", + "accept": false, + "reason": "Mask/tensor shape mismatch vs ZeRO-3 index error; different bugs." + }, + { + "left": "issue:39290", + "right": "issue:43531", + "accept": false, + "reason": "Both mention sliding-window behavior, but the model/config failures are not the same underlying issue." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The cluster summary is grounded in the packet, and the accepted soft-edge matches are conservative. The representative issue choice (45920) is supported by the packet as the broadest AutoTokenizer v5 token-ID regression report, and the other verdicts avoid overclaiming beyond the available evidence." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 17, + "review_unit_index": 2, + "review_unit_count": 49, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-413", + "nodes": [ + "issue:36010", + "issue:39186", + "issue:39290", + "issue:40990", + "issue:41093", + "issue:41762", + "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:43854", + "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:43854|issue:43866", + "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:45800|issue:45823", + "issue:41093|issue:41762", + "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:43541|issue:44589", + "issue:41093|issue:43596", + "issue:43054|issue:43994", + "issue:45542|issue:45800", + "issue:45759|issue:45902", + "issue:43716|issue:44918", + "issue:39186|issue:44918", + "issue:45632|issue:45698", + "issue:43404|issue:45005", + "issue:43645|issue:45399", + "issue:40990|issue:44960", + "issue:44530|issue:45005" + ], + "prepared_review_unit_hash": "eea11eb37cad7118242e59248aecde14f6d6c7ff80e1526d1c05513fb79d927f", + "component_budget": { + "node_count": 413, + "item_count": 413, + "soft_pair_count": 1541, + "serialized_chars": 795721, + "estimated_input_tokens": 198931, + "estimated_eval_tokens": 398118 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 38, + "serialized_chars": 38799, + "estimated_input_tokens": 9700, + "estimated_eval_tokens": 19656 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This set is mostly heterogeneous, with one plausible duplicate cluster around `trust_remote_code` / custom-module loading and many unrelated model- or backend-specific bugs. I would only merge the custom-module loading pair; the rest are too different in symptom or code path to treat as duplicates.", + "confidence": 0.59, + "canonical_issue_reason": "`issue:45698` is the clearest umbrella for the only strong duplicate-like theme here: `from_pretrained` loading the wrong custom module after `save_pretrained`. It is broader and more representative than the leaf-directory collision report.", + "canonical_pr_reason": null, + "best_issue_reason": "`issue:45698` is the best representative issue for triage because it states the broader load-resolution failure and would subsume the more specific cache-path collision symptom.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43854", + "right": "issue:43866", + "accept": false, + "reason": "Both are model-loading failures, but one is a GLM-4.7-Flash unit-test load problem and the other is a corrupted Ovis2 checkpoint; different underlying causes." + }, + { + "left": "issue:43792", + "right": "issue:45901", + "accept": false, + "reason": "Whisper inference failure vs table-question-answering crash; unrelated models and code paths." + }, + { + "left": "issue:43425", + "right": "issue:45070", + "accept": false, + "reason": "Torch version compatibility complaint vs pydantic `PretrainedConfig` field regression; not the same bug." + }, + { + "left": "issue:43596", + "right": "issue:45800", + "accept": false, + "reason": "DeepSpeed ZeRO-3 index error vs torch/transformers version incompatibility; different failure modes." + }, + { + "left": "issue:43975", + "right": "issue:45901", + "accept": false, + "reason": "Detokenization bug vs table QA task crash; no shared underlying defect." + }, + { + "left": "issue:43792", + "right": "issue:45070", + "accept": false, + "reason": "Whisper runtime failure and pydantic config break are unrelated." + }, + { + "left": "issue:45362", + "right": "issue:45464", + "accept": false, + "reason": "Both mention Qwen3.5 chat, but one is a 35B `transformers chat` crash and the other is a streaming `chat/completions` API issue on 0.8B; not clearly the same code path." + }, + { + "left": "issue:44291", + "right": "issue:45901", + "accept": false, + "reason": "`init_empty_weights` argument handling vs table QA crash; different subsystems." + }, + { + "left": "issue:39290", + "right": "issue:45823", + "accept": false, + "reason": "Gemma3 sliding-window attribute error vs Gemma4 PLE device mismatch; same family but different bugs." + }, + { + "left": "issue:43404", + "right": "issue:43866", + "accept": false, + "reason": "Untied `lm_head` in Mistral3 vs corrupted Ovis2 checkpoint; unrelated." + }, + { + "left": "issue:45464", + "right": "issue:45685", + "accept": false, + "reason": "Streaming chat/completions failure vs MoE MPS histogram op issue; different surfaces and causes." + }, + { + "left": "issue:43541", + "right": "issue:45685", + "accept": false, + "reason": "Grouped-MM tracing error vs MPS `histogram_mps` not implemented; unrelated runtime problems." + }, + { + "left": "issue:43541", + "right": "issue:43828", + "accept": false, + "reason": "Both are MoE/precision-related, but one is torch dynamo tracing on grouped_mm and the other is an autocast dtype mismatch; not the same bug." + }, + { + "left": "issue:44841", + "right": "issue:45084", + "accept": false, + "reason": "Voxtral processor failure vs template-node compilation error; no common code path." + }, + { + "left": "issue:36010", + "right": "issue:39290", + "accept": false, + "reason": "`GenerationMixin` import break vs Gemma3 vLLM config attribute break; unrelated." + }, + { + "left": "issue:45800", + "right": "issue:45823", + "accept": false, + "reason": "General torch/transformers incompatibility vs Gemma4 device-map mismatch; different problems." + }, + { + "left": "issue:41093", + "right": "issue:41762", + "accept": false, + "reason": "Both are indexing errors, but one is a mask/tensor length mismatch and the other is a zero-sized index during Gemma3+ZeRO-3 loading; not the same defect." + }, + { + "left": "issue:43296", + "right": "issue:43366", + "accept": false, + "reason": "PaddleOCR-VL load failure vs GGUF architecture support request; unrelated." + }, + { + "left": "issue:43572", + "right": "issue:45070", + "accept": false, + "reason": "Missing `pad_token_idx` in StableLmConfig vs pydantic field regression; different config bugs." + }, + { + "left": "issue:43541", + "right": "issue:45161", + "accept": false, + "reason": "Mixtral tracing error vs GPT-OSS MoE tensor-parallel issue; same broad area, different concrete failures." + }, + { + "left": "issue:44387", + "right": "issue:45005", + "accept": false, + "reason": "Int4 memory regression vs tied-weights translation-model issue; unrelated." + }, + { + "left": "issue:43828", + "right": "issue:45464", + "accept": false, + "reason": "Autocast dtype mismatch on Phi-tiny-MoE vs Qwen3.5 streaming API failure; not the same bug." + }, + { + "left": "issue:44291", + "right": "issue:45070", + "accept": false, + "reason": "`init_empty_weights` constructor argument error vs pydantic config-field break; different implementation areas." + }, + { + "left": "issue:43366", + "right": "issue:45464", + "accept": false, + "reason": "GGUF gpt-oss support request vs Qwen3.5 chat streaming failure; unrelated." + }, + { + "left": "issue:45020", + "right": "issue:45800", + "accept": false, + "reason": "Remote-code model breakage vs torch version incompatibility; too broad and not the same root cause." + }, + { + "left": "issue:43531", + "right": "issue:45070", + "accept": false, + "reason": "Qwen3-MoE sliding-window bug vs pydantic config regression; unrelated." + }, + { + "left": "issue:43541", + "right": "issue:44589", + "accept": false, + "reason": "Dynamo tracing error vs missing Float8 storage object; different runtime paths." + }, + { + "left": "issue:41093", + "right": "issue:43596", + "accept": false, + "reason": "Mask-shape mismatch vs zero-sized-index with ZeRO-3; both are indexing errors but not the same bug." + }, + { + "left": "issue:43054", + "right": "issue:43994", + "accept": false, + "reason": "Both concern Siglip2, but one reports worse text embeddings and the other reports nonsensical AutoModel/pipeline outputs; similar theme, not clearly the same underlying defect." + }, + { + "left": "issue:45542", + "right": "issue:45800", + "accept": false, + "reason": "TensorBoard/TensorFlow backend issue vs torch/transformers incompatibility; unrelated." + }, + { + "left": "issue:45759", + "right": "issue:45902", + "accept": false, + "reason": "Composite Qwen config unwrapping vs uninitialized memory in rotary embedding after `to_empty`; different code paths." + }, + { + "left": "issue:43716", + "right": "issue:44918", + "accept": false, + "reason": "Mistral-3 image-preprocessor dtype mismatch vs Qwen3.5 embedding unpacking with TRL SFT trainer; unrelated." + }, + { + "left": "issue:39186", + "right": "issue:44918", + "accept": false, + "reason": "FSDP weight-dimension error vs Qwen3.5 embedding unpacking issue; different failures." + }, + { + "left": "issue:45632", + "right": "issue:45698", + "accept": true, + "reason": "Both describe the same custom-module load-resolution problem around `trust_remote_code` / `from_pretrained`, where the wrong local module is selected after save/load and cache-path handling collides." + }, + { + "left": "issue:43404", + "right": "issue:45005", + "accept": false, + "reason": "Both touch tied weights, but one is a Mistral3 multimodal `lm_head` issue and the other is a broader translation-model regression; not enough evidence they are the same bug." + }, + { + "left": "issue:43645", + "right": "issue:45399", + "accept": false, + "reason": "Custom-model/Jupyter breakage vs flash-attn fallback gating; unrelated." + }, + { + "left": "issue:40990", + "right": "issue:44960", + "accept": false, + "reason": "GPT-OSS perplexity regression vs GLM5 issue; different models and symptoms." + }, + { + "left": "issue:44530", + "right": "issue:45005", + "accept": false, + "reason": "PagedAttentionCache group-type crash on Qwen3.5 vs tied-weights translation regression; unrelated." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet and stays conservative. The only accepted soft pair, issue:45632 \u2194 issue:45698, is well supported by the titles and aligns with the shared trust_remote_code/from_pretrained custom-module loading theme. The remaining verdicts are appropriately cautious and do not overstate duplicate evidence." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 17, + "review_unit_index": 3, + "review_unit_count": 49, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-413", + "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:43824", + "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:45005", + "issue:45020", + "issue:45399", + "issue:45507", + "issue:45520", + "issue:45663", + "issue:45685", + "issue:45701", + "issue:45800", + "issue:45823", + "issue:45859", + "issue:45902" + ], + "soft_pairs": [ + "issue:42915|issue:45399", + "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:43644|issue:43950", + "issue:39692|issue:43054", + "issue:43828|issue:44928", + "issue:36331|issue:41762", + "issue:41628|issue:45800", + "issue:43950|issue:45902", + "issue:43866|issue:44403", + "issue:43872|issue:44589", + "issue:38175|issue:43054", + "issue:41553|issue:43883", + "issue:44910|issue:45859", + "issue:43054|issue:45701", + "issue:45663|issue:45902", + "issue:41553|issue:43881", + "issue:42947|issue:44387", + "issue:44403|issue:44451", + "issue:43643|issue:45020", + "issue:43054|issue:43493", + "issue:43975|issue:45520", + "issue:44403|issue:44488", + "issue:42947|issue:43856", + "issue:41762|issue:42915", + "issue:45685|issue:45823", + "issue:43881|issue:43883", + "issue:43824|issue:43872" + ], + "prepared_review_unit_hash": "694d9da7f00ac3b44519d79057fcef3827079591ac29ce0e3a7e27cd18bfa09c", + "component_budget": { + "node_count": 413, + "item_count": 413, + "soft_pair_count": 1541, + "serialized_chars": 795721, + "estimated_input_tokens": 198931, + "estimated_eval_tokens": 398118 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 34, + "serialized_chars": 37608, + "estimated_input_tokens": 9402, + "estimated_eval_tokens": 19060 + }, + "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, but there is one clear duplicate family around non-persistent buffer corruption/junk in v5 loading and materialization paths.", + "confidence": 0.81, + "canonical_issue_reason": "Issue 43950 is the clearest and most representative report of the non-persistent-buffer regression, with the strongest overlap to the other accepted duplicates.", + "canonical_pr_reason": null, + "best_issue_reason": "43950 best represents the duplicate subcluster because it names the regression precisely and matches the other buffer-corruption reports most directly.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:42915", + "right": "issue:45399", + "accept": false, + "reason": "Different failures: FineGrainedFP8Config handling vs flash-attn fallback gating when fa2 is absent." + }, + { + "left": "issue:44360", + "right": "issue:44512", + "accept": false, + "reason": "Unrelated: DSA indexer ReLU discussion vs a docs command reference removed in v5." + }, + { + "left": "issue:43873", + "right": "issue:45005", + "accept": false, + "reason": "Quantization/offloading bug vs tied-weights translation-model issue; no shared code-path." + }, + { + "left": "issue:44863", + "right": "issue:45005", + "accept": false, + "reason": "Checkpoint loading failure for NemotronH vs translation tied-weights regression; different problems." + }, + { + "left": "issue:44492", + "right": "issue:44512", + "accept": false, + "reason": "A docs typo vs a docs reference to a removed command; not the same underlying issue." + }, + { + "left": "issue:44918", + "right": "issue:45507", + "accept": false, + "reason": "Different model/trainer failure modes: TRL input unpacking vs GraniteMoEHybrid invalid method call." + }, + { + "left": "issue:43975", + "right": "issue:44292", + "accept": false, + "reason": "Detokenization regression vs model loading/runtime error; no concrete match." + }, + { + "left": "issue:44292", + "right": "issue:45507", + "accept": false, + "reason": "Different model-specific failures with no shared bug or change." + }, + { + "left": "issue:43950", + "right": "issue:44534", + "accept": true, + "reason": "Same underlying v5 regression around non-persistent buffers being filled/corrupted with junk." + }, + { + "left": "issue:43644", + "right": "issue:43950", + "accept": true, + "reason": "Both report the same non-persistent-buffer junk/corruption regression in Transformers 5.x." + }, + { + "left": "issue:39692", + "right": "issue:43054", + "accept": false, + "reason": "Both mention SigLIP2, but one is a docs example error and the other is a text-embedding quality regression." + }, + { + "left": "issue:43828", + "right": "issue:44928", + "accept": false, + "reason": "Different issues: autocast dtype mismatch vs Qwen3.5 RLHF position_id/SDPA behavior." + }, + { + "left": "issue:36331", + "right": "issue:41762", + "accept": false, + "reason": "Trainer API kwarg mismatch vs DeepSpeed ZeRO-3 loading error; unrelated code paths." + }, + { + "left": "issue:41628", + "right": "issue:45800", + "accept": false, + "reason": "Import/export issue for AutoImageProcessor vs torch/transformers version incompatibility; not the same bug." + }, + { + "left": "issue:43950", + "right": "issue:45902", + "accept": true, + "reason": "Same underlying non-persistent-buffer regression, expressed as uninitialized/junk data after meta->to_empty materialization." + }, + { + "left": "issue:43866", + "right": "issue:44403", + "accept": false, + "reason": "Checkpoint corruption vs generic load noise; different severity and cause." + }, + { + "left": "issue:43872", + "right": "issue:44589", + "accept": false, + "reason": "Distinct quantization/storage failures with different exception signatures." + }, + { + "left": "issue:38175", + "right": "issue:43054", + "accept": false, + "reason": "Both are SigLIP2-related, but zero probabilities and worse embeddings are not the same concrete bug." + }, + { + "left": "issue:41553", + "right": "issue:43883", + "accept": false, + "reason": "Bad AutoTokenizer error messaging vs missing all_tied_weights_keys attribute; unrelated." + }, + { + "left": "issue:44910", + "right": "issue:45859", + "accept": false, + "reason": "Flash-attn packed-sequence misinterpretation vs CPU-offload incompatibility in a different rotary embedding path." + }, + { + "left": "issue:43054", + "right": "issue:45701", + "accept": false, + "reason": "Embedding-quality complaint vs tokenization-version change; too broad and not the same failure." + }, + { + "left": "issue:45663", + "right": "issue:45902", + "accept": false, + "reason": "FSDP2 shared_kv_states KeyError vs non-persistent-buffer uninitialized memory; different mechanisms." + }, + { + "left": "issue:41553", + "right": "issue:43881", + "accept": false, + "reason": "Different model loading issues and different symptom types." + }, + { + "left": "issue:42947", + "right": "issue:44387", + "accept": false, + "reason": "Gradient checkpointing/LoRA issue vs int4 quantization memory growth; unrelated regressions." + }, + { + "left": "issue:44403", + "right": "issue:44451", + "accept": false, + "reason": "Generic loading noise vs a specific model failing to load; no evidence of same root cause." + }, + { + "left": "issue:43643", + "right": "issue:45020", + "accept": false, + "reason": "Remote_code is a shared area, but one is a specific missing-fields config bug and the other is a broad umbrella report; not enough to confirm one concrete bug." + }, + { + "left": "issue:43054", + "right": "issue:43493", + "accept": false, + "reason": "Both concern SigLIP2 behavior, but one is model-quality regression and the other is HF-vs-JAX implementation discrepancy." + }, + { + "left": "issue:43975", + "right": "issue:45520", + "accept": false, + "reason": "Detokenization bug vs Python 3.13 flash_attn import KeyError; unrelated." + }, + { + "left": "issue:44403", + "right": "issue:44488", + "accept": false, + "reason": "Both are load-related, but one is generic noise and the other is a specific model load failure." + }, + { + "left": "issue:42947", + "right": "issue:43856", + "accept": false, + "reason": "LoRA checkpointing behavior vs Qwen3 MoE memory usage; different issues." + }, + { + "left": "issue:41762", + "right": "issue:42915", + "accept": false, + "reason": "Gemma3 ZeRO-3 loading failure vs Qwen3MoE FP8 config failure; unrelated." + }, + { + "left": "issue:45685", + "right": "issue:45823", + "accept": false, + "reason": "MPS histogram/int issue vs Gemma4 device mismatch; different code paths." + }, + { + "left": "issue:43881", + "right": "issue:43883", + "accept": false, + "reason": "Both are model-loading errors, but for different models and different failure causes." + }, + { + "left": "issue:43824", + "right": "issue:43872", + "accept": false, + "reason": "Import error for Qwen2.5-VL vs bitsandbytes constructor mismatch; unrelated." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "Grounded overall. The only clearly supported duplicate family is the non-persistent-buffer corruption/junk regression around Transformers v5 materialization/loading, and the positive soft-edge calls stay within what the titles support. The negative calls are mostly conservative and do not overclaim. No PR-pair mergeability issue applies here." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 17, + "review_unit_index": 4, + "review_unit_count": 49, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-413", + "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:43782", + "issue:43792", + "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:44960", + "issue:44991", + "issue:45020", + "issue:45081", + "issue:45305", + "issue:45313", + "issue:45325", + "issue:45356", + "issue:45399", + "issue:45538", + "issue:45588", + "issue:45823", + "issue:45902", + "issue:45923" + ], + "soft_pairs": [ + "issue:44991|issue:45399", + "issue:45020|issue:45823", + "issue:42491|issue:44368", + "issue:44661|issue:45020", + "issue:43828|issue:45823", + "issue:45081|issue:45399", + "issue:43782|issue:44960", + "issue:43827|issue:44509", + "issue:45020|issue:45356", + "issue:43742|issue:45399", + "issue:43404|issue:43950", + "issue:43638|issue:45823", + "issue:42915|issue:45020", + "issue:43792|issue:44220", + "issue:43257|issue:43866", + "issue:43872|issue:44291", + "issue:42915|issue:43872", + "issue:43940|issue:45313", + "issue:41553|issue:44991", + "issue:43854|issue:44863", + "issue:42947|issue:45923", + "issue:36331|issue:41093", + "issue:44928|issue:45588", + "issue:43257|issue:45305", + "issue:43872|issue:45538", + "issue:41093|issue:44805", + "issue:44479|issue:44560", + "issue:41553|issue:44488", + "issue:44530|issue:44863", + "issue:24643|issue:30064", + "issue:43366|issue:43828", + "issue:45325|issue:45902" + ], + "prepared_review_unit_hash": "3fd1325eb872ecd8f68aec82e942d1139976a90354ab829e4dfcfde86b6d3c58", + "component_budget": { + "node_count": 413, + "item_count": 413, + "soft_pair_count": 1541, + "serialized_chars": 795721, + "estimated_input_tokens": 198931, + "estimated_eval_tokens": 398118 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 32, + "serialized_chars": 37688, + "estimated_input_tokens": 9422, + "estimated_eval_tokens": 19100 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "Mostly a heterogeneous set of transformer/model-loading regressions; only a couple of soft pairs are true duplicates (docs cleanup for removed pipeline tasks, and the mask/tensor shape-mismatch IndexError).", + "confidence": 0.87, + "canonical_issue_reason": "Issue 45020 is the best umbrella anchor because it captures the broad recent-v5 remote_code/tokenizer loading regression theme better than the narrower model-specific reports.", + "canonical_pr_reason": null, + "best_issue_reason": "45020 is the most representative single issue in the set: broad, current, and centered on the recurring transformers loading-breakage pattern.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44991", + "right": "issue:45399", + "accept": false, + "reason": "Different failures: tokenizer loading regression vs flash-attn fallback gating." + }, + { + "left": "issue:45020", + "right": "issue:45823", + "accept": false, + "reason": "Generic remote_code breakage vs Gemma4 device_map forward mismatch." + }, + { + "left": "issue:42491", + "right": "issue:44368", + "accept": false, + "reason": "Qwen3 MoE LoRA compatibility issue vs a tie_word_embeddings warning on Qwen3.5." + }, + { + "left": "issue:44661", + "right": "issue:45020", + "accept": false, + "reason": "Tokenizer-mapping plumbing bug vs broad remote_code loading regression." + }, + { + "left": "issue:43828", + "right": "issue:45823", + "accept": false, + "reason": "Phi MoE autocast dtype mismatch vs Gemma4 device placement bug." + }, + { + "left": "issue:45081", + "right": "issue:45399", + "accept": false, + "reason": "Mistral regex patch crash vs flash-attn fallback checks." + }, + { + "left": "issue:43782", + "right": "issue:44960", + "accept": false, + "reason": "Qwen3VL weight_only load error vs unrelated GLM5 model support issue." + }, + { + "left": "issue:43827", + "right": "issue:44509", + "accept": true, + "reason": "Same docs cleanup: both report stale pipeline-task references removed in v5." + }, + { + "left": "issue:45020", + "right": "issue:45356", + "accept": false, + "reason": "Broad remote_code regression vs Kimi tokenizer codec/mistral-regex regression." + }, + { + "left": "issue:43742", + "right": "issue:45399", + "accept": false, + "reason": "MobileLLM key error vs flash-attn fallback blocker." + }, + { + "left": "issue:43404", + "right": "issue:43950", + "accept": false, + "reason": "Untied lm_head in Mistral3 vs non-persistent buffer corruption on from_pretrained." + }, + { + "left": "issue:43638", + "right": "issue:45823", + "accept": false, + "reason": "DeepSpeed zero3 index error in Bert vs Gemma4 device mismatch." + }, + { + "left": "issue:42915", + "right": "issue:45020", + "accept": false, + "reason": "Qwen3 MoE weight conversion failure vs generic remote_code breakage." + }, + { + "left": "issue:43792", + "right": "issue:44220", + "accept": false, + "reason": "Whisper loading failure vs _torch_extract_fbank_features helper issue; not enough evidence they are the same bug." + }, + { + "left": "issue:43257", + "right": "issue:43866", + "accept": false, + "reason": "Qwen3 MoE deepspeed weight-conversion bug vs corrupted Ovis2 checkpoint." + }, + { + "left": "issue:43872", + "right": "issue:44291", + "accept": false, + "reason": "They share the _is_hf_initialized symptom, but one is a bitsandbytes incompatibility and the other is an init_empty_weights loading regression." + }, + { + "left": "issue:42915", + "right": "issue:43872", + "accept": false, + "reason": "Different bugs: Qwen3 MoE loading under accelerate+deepspeed vs bitsandbytes constructor incompatibility." + }, + { + "left": "issue:43940", + "right": "issue:45313", + "accept": false, + "reason": "Both are DeepSpeed/Qwen family loading reports, but they target different model variants and failure modes." + }, + { + "left": "issue:41553", + "right": "issue:44991", + "accept": false, + "reason": "Voxtral tokenizer error message vs est-roberta tokenizer loading failure." + }, + { + "left": "issue:43854", + "right": "issue:44863", + "accept": false, + "reason": "Different model-support regressions: GLM-4.7-Flash test load vs NemotronH checkpoint load." + }, + { + "left": "issue:42947", + "right": "issue:45923", + "accept": false, + "reason": "PEFT LoRA gradient-checkpointing effectiveness vs missing support flag on a trust_remote_code variant." + }, + { + "left": "issue:36331", + "right": "issue:41093", + "accept": false, + "reason": "Different errors: compute_loss signature change vs mask/tensor shape mismatch." + }, + { + "left": "issue:44928", + "right": "issue:45588", + "accept": false, + "reason": "Qwen3.5 RLHF NaN/SDPA fallback issue vs flash_attention.py crash on sink-less models." + }, + { + "left": "issue:43257", + "right": "issue:45305", + "accept": false, + "reason": "Qwen3 MoE weight conversion under deepspeed vs GAS gradient averaging with model_accepts_loss_kwargs." + }, + { + "left": "issue:43872", + "right": "issue:45538", + "accept": false, + "reason": "bitsandbytes init argument incompatibility vs CLIPTokenizer max_length issue." + }, + { + "left": "issue:41093", + "right": "issue:44805", + "accept": true, + "reason": "Same underlying IndexError: identical mask/tensor shape-mismatch failure." + }, + { + "left": "issue:44479", + "right": "issue:44560", + "accept": false, + "reason": "Both involve video on Qwen VL models, but one is a broad regression and the other is a specific StopIteration report; not clearly the same bug." + }, + { + "left": "issue:41553", + "right": "issue:44488", + "accept": false, + "reason": "Different tokenizer-loading problems on different models." + }, + { + "left": "issue:44530", + "right": "issue:44863", + "accept": false, + "reason": "PagedAttentionCache linear_attention crash vs NemotronH checkpoint loading." + }, + { + "left": "issue:24643", + "right": "issue:30064", + "accept": false, + "reason": "Unrelated training/runtime error vs image processor segmentation-map bug." + }, + { + "left": "issue:43366", + "right": "issue:43828", + "accept": false, + "reason": "GGUF gpt-oss architecture support vs Phi MoE autocast dtype mismatch." + }, + { + "left": "issue:45325", + "right": "issue:45902", + "accept": false, + "reason": "Different rotary/position-id bugs in different Qwen variants and code paths." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary and pair judgments are grounded in the packet and stay conservative overall. The two accepted pairs are well-supported by the issue titles (docs cleanup and the identical mask/tensor shape-mismatch error), and the false pairs generally avoid overclaiming same-bug status when only broad thematic similarity is present." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 17, + "review_unit_index": 5, + "review_unit_count": 49, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-413", + "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:45663", + "issue:45823", + "issue:45834" + ], + "soft_pairs": [ + "issue:45663|issue:45823", + "issue:43366|issue:43531", + "issue:43950|issue:45834", + "issue:43550|issue:44910", + "issue:43366|issue:44589", + "issue:43645|issue:43646", + "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:43632|issue:45834", + "issue:38175|issue:43994", + "issue:44560|issue:44805", + "issue:44155|issue:45584", + "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:42491|issue:43720", + "issue:44960|issue:44977", + "issue:45313|issue:45357", + "issue:44451|issue:44488", + "issue:41720|issue:42915", + "issue:43644|issue:44534", + "issue:42491|issue:45276", + "issue:43708|issue:44075", + "issue:42915|issue:44756", + "issue:43854|issue:43931" + ], + "prepared_review_unit_hash": "f63a12fe96a5bcd45a7f228a692022903de6e5dc7c999e9c61e2114fa4e58563", + "component_budget": { + "node_count": 413, + "item_count": 413, + "soft_pair_count": 1541, + "serialized_chars": 795721, + "estimated_input_tokens": 198931, + "estimated_eval_tokens": 398118 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 32, + "serialized_chars": 37195, + "estimated_input_tokens": 9299, + "estimated_eval_tokens": 18854 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This is a heterogeneous Transformers issue cluster. Only two soft pairs look like true duplicates: the non-persistent-buffer regression and the custom-model-initialization regression. The rest are related by theme or subsystem, but not the same concrete bug.", + "confidence": 0.84, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": "issue:43950 is the clearest, most actionable regression report in the set and best captures a concrete bug family; the rest of the cluster is too mixed to form one canonical duplicate target.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45663", + "right": "issue:45823", + "accept": false, + "reason": "Different bugs: Gemma4 FSDP2 shared_kv_states rebuild vs PLE device mismatch under device_map=auto." + }, + { + "left": "issue:43366", + "right": "issue:43531", + "accept": false, + "reason": "Both involve Qwen3-MoE/GGUF themes, but one is GGUF architecture support and the other is sliding_window behavior." + }, + { + "left": "issue:43950", + "right": "issue:45834", + "accept": false, + "reason": "Non-persistent-buffer corruption vs long-OCR index error in Kosmos2.5 are unrelated failures." + }, + { + "left": "issue:43550", + "right": "issue:44910", + "accept": false, + "reason": "Different model/code paths: Bamba torch.compile+SDPA vs Qwen3.5 flash-attention position_ids handling." + }, + { + "left": "issue:43366", + "right": "issue:44589", + "accept": false, + "reason": "GGUF gpt-oss support and Float8 storage lookup are unrelated issues." + }, + { + "left": "issue:43645", + "right": "issue:43646", + "accept": true, + "reason": "Both report the same custom-model initialization regression in Transformers 5.0.0; the notebook case is just a narrower reproduction." + }, + { + "left": "issue:44560", + "right": "issue:44918", + "accept": false, + "reason": "Different Qwen3.5 failures: video StopIteration vs input-embedding unpacking with TRL SFT trainer." + }, + { + "left": "issue:42915", + "right": "issue:43957", + "accept": false, + "reason": "Qwen3-MoE FP8 failure and meta-device loading breakage are different bugs." + }, + { + "left": "issue:43824", + "right": "issue:43957", + "accept": false, + "reason": "ImportError for Qwen2.5-VL symbol is unrelated to meta-device loading failures." + }, + { + "left": "issue:42617", + "right": "issue:43366", + "accept": false, + "reason": "3d_parallel.py runtime failure is unrelated to GGUF architecture support." + }, + { + "left": "issue:36010", + "right": "issue:42915", + "accept": false, + "reason": "GenerationMixin import error and Qwen3-MoE FP8 failure are unrelated." + }, + { + "left": "issue:44661", + "right": "issue:45823", + "accept": false, + "reason": "Tokenizer-mapping/new-model registration failure is unrelated to Gemma4 PLE device mismatch." + }, + { + "left": "issue:43632", + "right": "issue:45834", + "accept": false, + "reason": "_is_hf_initialized regression and Kosmos2.5 OCR index error are unrelated." + }, + { + "left": "issue:38175", + "right": "issue:43994", + "accept": false, + "reason": "Same model family, but the reports describe different symptoms and API paths; not enough to confirm one underlying bug." + }, + { + "left": "issue:44560", + "right": "issue:44805", + "accept": false, + "reason": "Both are shape-related errors, but they affect different Qwen3.5 scenarios and are not the same bug." + }, + { + "left": "issue:44155", + "right": "issue:45584", + "accept": false, + "reason": "AudioFlamingo3 embedding/token leakage and Whisper empty-transcription failure are unrelated." + }, + { + "left": "issue:43638", + "right": "issue:44661", + "accept": false, + "reason": "Both involve model initialization/loading, but the Bert+deepspeed zero3 index error is not the same as tokenizer-mapping registration failure." + }, + { + "left": "issue:43596", + "right": "issue:44661", + "accept": false, + "reason": "Different failure modes: zero3 BertModel indexing vs add-new-model-like tokenizer mapping bug." + }, + { + "left": "issue:44661", + "right": "issue:44805", + "accept": false, + "reason": "Tokenizer mapping registration issue and tensor mask shape mismatch are unrelated." + }, + { + "left": "issue:44877", + "right": "issue:45030", + "accept": false, + "reason": "Both mention config validation, but they concern different models and no concrete shared bug is evident." + }, + { + "left": "issue:43317", + "right": "issue:44756", + "accept": false, + "reason": "Device-map offload load failure and Strix Halo mmap OOM are different problems." + }, + { + "left": "issue:38175", + "right": "issue:39692", + "accept": false, + "reason": "SigLIP2 output anomalies and doc-example model/processor mismatch are related only by model family, not the same bug." + }, + { + "left": "issue:42491", + "right": "issue:43720", + "accept": false, + "reason": "Qwen3_MoE LoRA incompatibility and BitNet packed-weight loading are unrelated." + }, + { + "left": "issue:44960", + "right": "issue:44977", + "accept": false, + "reason": "GLM5 and Qwen3.5 flash-attention are different model-specific bugs." + }, + { + "left": "issue:45313", + "right": "issue:45357", + "accept": false, + "reason": "ZeRO-3 language_model loading failure and incorrect visual-encoder save_pretrained keys are different regressions." + }, + { + "left": "issue:44451", + "right": "issue:44488", + "accept": false, + "reason": "Both are BERT load failures, but they refer to different models and no shared concrete root cause is stated." + }, + { + "left": "issue:41720", + "right": "issue:42915", + "accept": false, + "reason": "Qwen3 auto device mapping assert and Qwen3-MoE FP8 failure are different runtime paths." + }, + { + "left": "issue:43644", + "right": "issue:44534", + "accept": true, + "reason": "These describe the same non-persistent-buffer regression in Transformers v5; one is just a rephrased report of the same bug." + }, + { + "left": "issue:42491", + "right": "issue:45276", + "accept": false, + "reason": "Qwen3_MoE LoRA incompatibility and Gemma4 resize_token_embeddings behavior are unrelated." + }, + { + "left": "issue:43708", + "right": "issue:44075", + "accept": false, + "reason": "Trainer resume/max_steps calculation and optimizer SGD args handling are distinct issues." + }, + { + "left": "issue:42915", + "right": "issue:44756", + "accept": false, + "reason": "Qwen3-MoE FP8 failure and mmap OOM on Strix Halo are unrelated." + }, + { + "left": "issue:43854", + "right": "issue:43931", + "accept": false, + "reason": "Different Qwen3-VL/Qwen3-VL-30B load failures with no clear shared root cause." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The clustering is grounded in the packet, and the soft-edge verdicts are conservative overall. The two accepted pairs are strongly supported by near-identical titles/regression descriptions, and the rejected pairs avoid overclaiming duplicate status where the evidence is only thematic." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 17, + "review_unit_index": 6, + "review_unit_count": 49, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-413", + "nodes": [ + "issue:36010", + "issue:39404", + "issue:39692", + "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:43257|issue:43854", + "issue:39692|issue:43994", + "issue:43856|issue:43873", + "issue:42491|issue:43931", + "issue:43644|issue:43645", + "issue:43856|issue:44387", + "issue:44910|issue:45588", + "issue:42491|issue:45292", + "issue:44488|issue:44991", + "issue:45362|issue:45406", + "issue:44164|issue:44291", + "issue:45276|issue:45335", + "issue:36010|issue:39404", + "issue:43404|issue:43454", + "issue:43425|issue:43957", + "issue:44402|issue:44488", + "issue:39692|issue:44960", + "issue:42947|issue:45704", + "issue:45663|issue:45759", + "issue:45663|issue:45859", + "issue:43335|issue:45663", + "issue:43873|issue:44387", + "issue:44155|issue:45823", + "issue:44291|issue:44756", + "issue:44292|issue:44912", + "issue:44960|issue:46050", + "issue:44387|issue:44756", + "issue:43854|issue:45216", + "issue:45276|issue:45292", + "issue:45684|issue:45698" + ], + "prepared_review_unit_hash": "7c132cbd7a49175ecbdb62b85228bdcfff08a1eb8056a9b7ba4af629f7ba6885", + "component_budget": { + "node_count": 413, + "item_count": 413, + "soft_pair_count": 1541, + "serialized_chars": 795721, + "estimated_input_tokens": 198931, + "estimated_eval_tokens": 398118 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 31, + "serialized_chars": 36590, + "estimated_input_tokens": 9148, + "estimated_eval_tokens": 18552 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly heterogeneous model/regression reports with only one clear duplicate mini-cluster: the resize_token_embeddings issues around model-specific embeddings. Most other soft links are same-theme but not the same underlying bug.", + "confidence": 0.77, + "canonical_issue_reason": "No single issue cleanly represents the whole cluster; if forced to anchor on the only clear duplicate subgroup, 45276 is the best representative because it captures the resize_token_embeddings failure in a concrete, model-specific way.", + "canonical_pr_reason": null, + "best_issue_reason": "45276 is the strongest issue to keep as the representative for triage: it is specific, actionable, and broad enough to subsume the closely related 45335/45292-style reports.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45488", + "right": "issue:45812", + "accept": false, + "reason": "Both are tokenizer regressions, but for different model families and different failure modes; not the same bug." + }, + { + "left": "issue:43257", + "right": "issue:43854", + "accept": false, + "reason": "Qwen3 MoE offload/conversion issue vs GLM-4.7-Flash loading issue; unrelated code paths." + }, + { + "left": "issue:39692", + "right": "issue:43994", + "accept": false, + "reason": "Both involve SigLIP2, but one is a docs example error and the other is a model/pipeline correctness bug." + }, + { + "left": "issue:43856", + "right": "issue:43873", + "accept": false, + "reason": "Training memory usage vs quantization offload behavior; different problems." + }, + { + "left": "issue:42491", + "right": "issue:43931", + "accept": false, + "reason": "Different Qwen3 loading failures with different symptoms and model variants." + }, + { + "left": "issue:43644", + "right": "issue:43645", + "accept": false, + "reason": "Both are Transformers 5 regressions, but one is buffer initialization and the other is custom model initialization in notebooks." + }, + { + "left": "issue:43856", + "right": "issue:44387", + "accept": false, + "reason": "Different memory/OOM causes: Qwen3 MoE training vs int4 quantization reserved-memory growth." + }, + { + "left": "issue:44910", + "right": "issue:45588", + "accept": false, + "reason": "Both flash-attention related, but one is packed-sequence position_ids handling and the other is s_aux=None crash handling." + }, + { + "left": "issue:42491", + "right": "issue:45292", + "accept": false, + "reason": "Different issues: LoRA checkpoint compatibility vs resize_token_embeddings not updating outputs." + }, + { + "left": "issue:44488", + "right": "issue:44991", + "accept": false, + "reason": "Both are tokenizer loading failures, but for different models and no evidence of the same root cause." + }, + { + "left": "issue:45362", + "right": "issue:45406", + "accept": false, + "reason": "Different model/processor crash reports with distinct failing objects and call paths." + }, + { + "left": "issue:44164", + "right": "issue:44291", + "accept": false, + "reason": "save/from_pretrained extra_state handling vs init_empty_weights argument mismatch; unrelated." + }, + { + "left": "issue:45276", + "right": "issue:45335", + "accept": true, + "reason": "Same resize_token_embeddings regression: both report resized embeddings not propagating to model-specific embedding/output modules." + }, + { + "left": "issue:36010", + "right": "issue:39404", + "accept": false, + "reason": "ImportError for GenerationMixin is unrelated to Whisper return_language pipeline behavior." + }, + { + "left": "issue:43404", + "right": "issue:43454", + "accept": false, + "reason": "Same symptom of untied lm_head, but different model implementations and no clear shared code path." + }, + { + "left": "issue:43425", + "right": "issue:43957", + "accept": false, + "reason": "Torch version compatibility vs meta-device loading failure; different issues." + }, + { + "left": "issue:44402", + "right": "issue:44488", + "accept": false, + "reason": "Both concern tokenizer/model loading, but the reported failures are for different models and likely different causes." + }, + { + "left": "issue:39692", + "right": "issue:44960", + "accept": false, + "reason": "SigLIP2 docs/example issue vs GLM5 issue; unrelated." + }, + { + "left": "issue:42947", + "right": "issue:45704", + "accept": false, + "reason": "PEFT gradient checkpointing vs apex RMSNorm memory leak; different subsystems and bugs." + }, + { + "left": "issue:45663", + "right": "issue:45759", + "accept": false, + "reason": "Gemma-4 FSDP2 shared_kv_states bug vs Qwen multimodal text_config unwrapping; unrelated." + }, + { + "left": "issue:45663", + "right": "issue:45859", + "accept": false, + "reason": "Gemma-4 FSDP2 KeyError vs Qwen3 MoE CPU offload incompatibility; different code paths." + }, + { + "left": "issue:43335", + "right": "issue:45663", + "accept": false, + "reason": "Sparse-layer config bug vs Gemma-4 FSDP2 attention state bug; unrelated." + }, + { + "left": "issue:43873", + "right": "issue:44387", + "accept": false, + "reason": "Both are memory problems, but one is offloading/quantization behavior and the other is reserved-memory growth under int4." + }, + { + "left": "issue:44155", + "right": "issue:45823", + "accept": false, + "reason": "AudioFlamingo3 token leak vs Gemma4 PLE device mismatch; not the same bug." + }, + { + "left": "issue:44291", + "right": "issue:44756", + "accept": false, + "reason": "init_empty_weights argument error vs mmap/OOM behavior; unrelated." + }, + { + "left": "issue:44292", + "right": "issue:44912", + "accept": false, + "reason": "Different quantization/loading failures for different models and formats." + }, + { + "left": "issue:44960", + "right": "issue:46050", + "accept": false, + "reason": "GLM5 loading issue vs sinq save/load corruption; unrelated." + }, + { + "left": "issue:44387", + "right": "issue:44756", + "accept": false, + "reason": "Different OOM causes; no shared concrete bug." + }, + { + "left": "issue:43854", + "right": "issue:45216", + "accept": false, + "reason": "GLM-4.7-Flash loading in tests vs Qwen3.5 save_pretrained regression; different bugs." + }, + { + "left": "issue:45276", + "right": "issue:45292", + "accept": true, + "reason": "Same embedding-resize regression; both say resize_token_embeddings fails to update the model\u2019s output/embedding weights." + }, + { + "left": "issue:45684", + "right": "issue:45698", + "accept": false, + "reason": "Both are save/from_pretrained adjacent, but one is permissions propagation and the other is wrong custom module loading." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The assessment is grounded in the packet and stays conservative. The cluster is indeed heterogeneous, and 45276 is a reasonable representative for the only clearly tight duplicate subgroup (45276/45292/45335) around resize_token_embeddings propagation. The other soft-edge rejections are cautious and not overstated." + }, + "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": 7, + "review_unit_count": 49, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-413", + "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", + "issue:43646", + "issue:43708", + "issue:43716", + "issue:43828", + "issue:43901", + "issue:43906", + "issue:43931", + "issue:43957", + "issue:43994", + "issue:44079", + "issue:44155", + "issue:44164", + "issue:44265", + "issue:44402", + "issue:44451", + "issue:44479", + "issue:44509", + "issue:44530", + "issue:44589", + "issue:44683", + "issue:44756", + "issue:44805", + "issue:44863", + "issue:44877", + "issue:44898", + "issue:44912", + "issue:44918", + "issue:44928", + "issue:45084", + "issue:45292", + "issue:45335", + "issue:45588", + "issue:45663", + "issue:45701", + "issue:45759", + "issue:45823" + ], + "soft_pairs": [ + "issue:43381|issue:44928", + "issue:42947|issue:43381", + "issue:44164|issue:44756", + "issue:44479|issue:44877", + "issue:41720|issue:44155", + "issue:45588|issue:45663", + "issue:43957|issue:44756", + "issue:43646|issue:43708", + "issue:43828|issue:43957", + "issue:45292|issue:45335", + "issue:44402|issue:44451", + "issue:43645|issue:44164", + "issue:43425|issue:43828", + "issue:43257|issue:44863", + "issue:44683|issue:45823", + "issue:44589|issue:44756", + "issue:43425|issue:45823", + "issue:43425|issue:43716", + "issue:43611|issue:43645", + "issue:39404|issue:45701", + "issue:43906|issue:44530", + "issue:44530|issue:45084", + "issue:43901|issue:44509", + "issue:44265|issue:44898", + "issue:39404|issue:44912", + "issue:44479|issue:44805", + "issue:43425|issue:44918", + "issue:44589|issue:45084", + "issue:43299|issue:43931", + "issue:43596|issue:44683", + "issue:43994|issue:44079", + "issue:36032|issue:43452", + "issue:44164|issue:45759" + ], + "prepared_review_unit_hash": "7c34e9bc1f6b88408708e25bf749d40cfe6606b66f5cb7e49d96dafb66811743", + "component_budget": { + "node_count": 413, + "item_count": 413, + "soft_pair_count": 1541, + "serialized_chars": 795721, + "estimated_input_tokens": 198931, + "estimated_eval_tokens": 398118 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 33, + "serialized_chars": 37719, + "estimated_input_tokens": 9430, + "estimated_eval_tokens": 19116 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The set is mostly heterogeneous Transformers bug reports with only two strong duplicate-like pairs: one around `resize_token_embeddings` propagation and one around Qwen3-VL MoE loading. Most other soft edges are related only at a broad subsystem level and should stay separate.", + "confidence": 0.94, + "canonical_issue_reason": "issue:45292 is the clean generic formulation of the `resize_token_embeddings` propagation bug, with issue:45335 as the model-specific t5gemma instance.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45292 is the best triage anchor because it states the core bug broadly and matches a clear duplicate with a concrete downstream symptom.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43381", + "right": "issue:44928", + "accept": false, + "reason": "Different failures: eval-mode gradient checkpointing restriction vs Qwen3.5 NaN/SDPA-bf16 instability." + }, + { + "left": "issue:42947", + "right": "issue:43381", + "accept": false, + "reason": "Both involve gradient checkpointing, but one is PEFT/LoRA effectiveness and the other is eval-mode usage; not the same bug." + }, + { + "left": "issue:44164", + "right": "issue:44756", + "accept": false, + "reason": "Save/from_pretrained `extra_state` handling and Strix Halo mmap OOM are unrelated code paths." + }, + { + "left": "issue:44479", + "right": "issue:44877", + "accept": false, + "reason": "Video-input regression for Qwen VL models is unrelated to strict config loading for granite_speech." + }, + { + "left": "issue:41720", + "right": "issue:44155", + "accept": false, + "reason": "CUDA assert with auto device mapping is not the same issue as batched AudioFlamingo3 embedding/token leakage." + }, + { + "left": "issue:45588", + "right": "issue:45663", + "accept": false, + "reason": "Flash-attention `s_aux=None` crash and Gemma4 FSDP2 `shared_kv_states` KeyError are different attention/training bugs." + }, + { + "left": "issue:43957", + "right": "issue:44756", + "accept": false, + "reason": "Meta-device loading regression and Strix Halo mmap OOM are separate loading/memory issues." + }, + { + "left": "issue:43646", + "right": "issue:43708", + "accept": false, + "reason": "Custom model init in notebooks is unrelated to Trainer `max_steps` miscalculation on resume." + }, + { + "left": "issue:43828", + "right": "issue:43957", + "accept": false, + "reason": "Autocast dtype mismatch and meta-device loading breakage are different failure modes." + }, + { + "left": "issue:45292", + "right": "issue:45335", + "accept": true, + "reason": "Same underlying bug: `resize_token_embeddings` does not propagate to the tied/output or decoder embeddings; one is generic and the other is t5gemma-specific." + }, + { + "left": "issue:44402", + "right": "issue:44451", + "accept": false, + "reason": "Tokenizer vocab-size inconsistency is not the same as a model-specific load failure for ScandiBERT." + }, + { + "left": "issue:43645", + "right": "issue:44164", + "accept": false, + "reason": "Notebook-defined custom model initialization and `extra_state` save/load handling are different problems." + }, + { + "left": "issue:43425", + "right": "issue:43828", + "accept": false, + "reason": "Torch 2.10 incompatibility is not the same concrete bug as Phi-tiny-MoE autocast dtype mismatch." + }, + { + "left": "issue:43257", + "right": "issue:44863", + "accept": false, + "reason": "Both are checkpoint-loading failures, but they concern different models and distinct causes." + }, + { + "left": "issue:44683", + "right": "issue:45823", + "accept": false, + "reason": "Compiled flex_attention on torch >= 2.9 is unrelated to Gemma4 device-mapping mismatch." + }, + { + "left": "issue:44589", + "right": "issue:44756", + "accept": false, + "reason": "Float8 storage deserialization and mmap OOM are separate bugs." + }, + { + "left": "issue:43425", + "right": "issue:45823", + "accept": false, + "reason": "Torch version incompatibility is not the same as Gemma4 PLE device placement during forward." + }, + { + "left": "issue:43425", + "right": "issue:43716", + "accept": false, + "reason": "General Torch 2.10 incompatibility does not match the Mistral-3 image-preprocessor dtype mismatch." + }, + { + "left": "issue:43611", + "right": "issue:43645", + "accept": false, + "reason": "`base_model_prefix` loading regression and notebook custom-model initialization are different model-loading failures." + }, + { + "left": "issue:39404", + "right": "issue:45701", + "accept": false, + "reason": "Whisper `return_language` pipeline behavior and a version-dependent tokenization change are not the same issue." + }, + { + "left": "issue:43906", + "right": "issue:44530", + "accept": false, + "reason": "A reproduction of issue 38071 is not the same as the Qwen3.5 `linear_attention` PagedAttentionCache crash." + }, + { + "left": "issue:44530", + "right": "issue:45084", + "accept": false, + "reason": "`linear_attention` group-type handling and non-template-node compilation errors are different failures." + }, + { + "left": "issue:43901", + "right": "issue:44509", + "accept": false, + "reason": "Both are docs mismatches, but they refer to different pipeline APIs and different removals." + }, + { + "left": "issue:44265", + "right": "issue:44898", + "accept": false, + "reason": "`torch.export` with `torch_compilable_check` and Perceiver interpolation failure are unrelated." + }, + { + "left": "issue:39404", + "right": "issue:44912", + "accept": false, + "reason": "Whisper pipeline regression is unrelated to MXFP4 quantization fallback on git-oss-20b." + }, + { + "left": "issue:44479", + "right": "issue:44805", + "accept": false, + "reason": "Qwen VL video-input regression and mask-shape IndexError are different model/input bugs." + }, + { + "left": "issue:43425", + "right": "issue:44918", + "accept": false, + "reason": "Torch 2.10 incompatibility is not the same as Qwen3.5 embedding unpacking in TRL SFT trainer." + }, + { + "left": "issue:44589", + "right": "issue:45084", + "accept": false, + "reason": "Float8 storage lookup failure and non-template-node compilation are unrelated." + }, + { + "left": "issue:43299", + "right": "issue:43931", + "accept": true, + "reason": "Same Qwen3-VL MoE loading regression: one report is the dev0 breakage, the other is the concrete weight-shape mismatch on a specific checkpoint." + }, + { + "left": "issue:43596", + "right": "issue:44683", + "accept": false, + "reason": "DeepSpeed ZeRO-3/BertModel index error is unrelated to flex_attention compilation on torch >= 2.9." + }, + { + "left": "issue:43994", + "right": "issue:44079", + "accept": false, + "reason": "Incorrect SigLIP2 outputs are not the same bug as `ModelOutput` key assignment when previous values were `None`." + }, + { + "left": "issue:36032", + "right": "issue:43452", + "accept": false, + "reason": "T5 tokenizer special-token conflict is unrelated to `gguf_file` breaking AutoTokenizer/AutoModel loading." + }, + { + "left": "issue:44164", + "right": "issue:45759", + "accept": false, + "reason": "`extra_state` handling in save/load is unrelated to `from_config` not unwrapping `text_config` for composite Qwen configs." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The triage summary is grounded in the packet and stays conservative. The two accepted duplicate-like pairs are well supported by the titles/body context, and the rejected soft edges are generally framed narrowly enough to avoid overclaiming." + }, + "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": 49, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-413", + "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:44671", + "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:39404|issue:44671", + "issue:43856|issue:44756", + "issue:44991|issue:45081", + "issue:44671|issue:44991", + "issue:44737|issue:45859", + "issue:44164|issue:44479", + "issue:32090|issue:39404", + "issue:44661|issue:44683", + "issue:44488|issue:45081", + "issue:43582|issue:43632", + "issue:43611|issue:43644", + "issue:40990|issue:43421", + "issue:43716|issue:45084", + "issue:44206|issue:44220", + "issue:44488|issue:44987", + "issue:43643|issue:44530", + "issue:36032|issue:42915", + "issue:34567|issue:40444", + "issue:43883|issue:44488", + "issue:44811|issue:45584", + "issue:44451|issue:44987", + "issue:43541|issue:45084", + "issue:42915|issue:44530", + "issue:44464|issue:45987", + "issue:43452|issue:43482", + "issue:43644|issue:43646", + "issue:43317|issue:43482", + "issue:44849|issue:45325", + "issue:36032|issue:43645", + "issue:45084|issue:45507", + "issue:43883|issue:44991", + "issue:43262|issue:43377" + ], + "prepared_review_unit_hash": "2a91ae44a81be8aa56cc3ec3f1efb19e1b4e1457393fd06d1c45486a36d8b5c7", + "component_budget": { + "node_count": 413, + "item_count": 413, + "soft_pair_count": 1541, + "serialized_chars": 795721, + "estimated_input_tokens": 198931, + "estimated_eval_tokens": 398118 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 32, + "serialized_chars": 37241, + "estimated_input_tokens": 9311, + "estimated_eval_tokens": 18878 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly heterogeneous closed issue reports: a few Transformer v5 initialization/regression bugs, but also unrelated Whisper, Qwen, tokenizer, audio, cache, and model-loading problems. I do not see a true duplicate set here; if forced to pick a representative issue, issue 43646 is the broadest umbrella for the custom-model-init regressions, but it does not cover the rest.", + "confidence": 0.87, + "canonical_issue_reason": "Issue 43646 is the broadest, most generic regression report in the cluster (Transformers 5.0.0 custom model initialization). Even so, the surrounding items are too diverse to treat the cluster as one duplicate bug.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 43646 is the best single representative because it captures the most general v5 initialization regression theme among the issues.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:39404", + "right": "issue:44671", + "accept": false, + "reason": "Both involve model/pipeline behavior, but one is Whisper return_language and the other is CamemBERT masked-LM predictions; different code paths and symptoms." + }, + { + "left": "issue:43856", + "right": "issue:44756", + "accept": false, + "reason": "Both mention memory/efficiency, but one is Qwen3 MoE training memory usage and the other is mmap OOM on Strix Halo; not the same bug." + }, + { + "left": "issue:44991", + "right": "issue:45081", + "accept": false, + "reason": "Both are loading regressions, but one is tokenizer loading for EMBEDDIA/est-roberta and the other is Mistral regex patching with backend_tokenizer missing." + }, + { + "left": "issue:44671", + "right": "issue:44991", + "accept": false, + "reason": "CamemBERT prediction correctness vs tokenizer loading failure; unrelated failure modes." + }, + { + "left": "issue:44737", + "right": "issue:45859", + "accept": false, + "reason": "Both are device-related model issues, but one is XLNet CPU arange placement and the other is Qwen3.5Moe rotary embedding offload compatibility." + }, + { + "left": "issue:44164", + "right": "issue:44479", + "accept": false, + "reason": "save/from_pretrained extra_state handling is unrelated to the Qwen video-input regression." + }, + { + "left": "issue:32090", + "right": "issue:39404", + "accept": false, + "reason": "Trainer GPU broadcast TypeError is unrelated to Whisper pipeline return_language behavior." + }, + { + "left": "issue:44661", + "right": "issue:44683", + "accept": false, + "reason": "TOKENIZER_MAPPING_NAMES add-new-model-like failure is unrelated to compiled flex_attention on torch >= 2.9." + }, + { + "left": "issue:44488", + "right": "issue:45081", + "accept": false, + "reason": "Both are loading-related, but one is a model-load failure for cjvt/sleng-bert and the other is a Mistral tokenizer regex/backend_tokenizer crash." + }, + { + "left": "issue:43582", + "right": "issue:43632", + "accept": false, + "reason": "AppleSilicon caching_allocator_warmup TypeError is unrelated to the _is_hf_initialized regression." + }, + { + "left": "issue:43611", + "right": "issue:43644", + "accept": false, + "reason": "Both are Transformers v5 regressions, but one is base_model_prefix loading and the other is non-persistent buffers being junk-filled; different defects." + }, + { + "left": "issue:40990", + "right": "issue:43421", + "accept": false, + "reason": "Perplexity on gpt-oss-20b is unrelated to runtime post-processor updates in TokenizersBackend." + }, + { + "left": "issue:43716", + "right": "issue:45084", + "accept": false, + "reason": "Mistral image preprocessor dtype mismatch is unrelated to a Jinja/template compilation TypeError." + }, + { + "left": "issue:44206", + "right": "issue:44220", + "accept": false, + "reason": "LasrFeatureExtractor center-arg regression and _torch_extract_fbank_features() are related audio bugs, but not the same concrete failure." + }, + { + "left": "issue:44488", + "right": "issue:44987", + "accept": false, + "reason": "Both are loading failures, but for different models and causes; no shared code-path evidence." + }, + { + "left": "issue:43643", + "right": "issue:44530", + "accept": false, + "reason": "AutoConfig trust_remote_code missing fields is unrelated to PagedAttentionCache crashing on Qwen3.5 linear_attention." + }, + { + "left": "issue:36032", + "right": "issue:42915", + "accept": false, + "reason": "T5 tokenizer add_special_tokens conflict and Qwen3Moe FineGrainedFP8Config failure are distinct model/tokenizer problems." + }, + { + "left": "issue:34567", + "right": "issue:40444", + "accept": false, + "reason": "TrainerState num_input_tokens_seen not updating is unrelated to Qwen2.5-VL iterable dataset multi-image finetuning failure." + }, + { + "left": "issue:43883", + "right": "issue:44488", + "accept": false, + "reason": "Molmo all_tied_weights_keys attribute error and cjvt/sleng-bert loading failure are unrelated." + }, + { + "left": "issue:44811", + "right": "issue:45584", + "accept": false, + "reason": "Both are Whisper issues, but one is batch_decode skip_special_tokens and the other is empty-transcription generation after align_special_tokens; different code paths." + }, + { + "left": "issue:44451", + "right": "issue:44987", + "accept": false, + "reason": "ScandiBERT loading failure and physical-intelligence/fast loading failure are different model-specific regressions." + }, + { + "left": "issue:43541", + "right": "issue:45084", + "accept": false, + "reason": "Mixtral grouped_mm torch dynamo tracing error is unrelated to template compilation failure." + }, + { + "left": "issue:42915", + "right": "issue:44530", + "accept": false, + "reason": "Qwen3Moe FineGrainedFP8Config failure and Qwen3.5 PagedAttentionCache linear_attention crash are different Qwen-family bugs." + }, + { + "left": "issue:44464", + "right": "issue:45987", + "accept": false, + "reason": "Chunked generation inconsistency with compiled forward is unrelated to StaticCache.get_seq_length returning the wrong type." + }, + { + "left": "issue:43452", + "right": "issue:43482", + "accept": false, + "reason": "gguf_file breaking from_pretrained and Qwen2.5-GGUF failing in v5 are both GGUF-related but not the same concrete regression." + }, + { + "left": "issue:43644", + "right": "issue:43646", + "accept": false, + "reason": "Both are v5 regressions around model initialization/loading, but one is junk-filled non-persistent buffers and the other is custom model initialization in notebooks." + }, + { + "left": "issue:43317", + "right": "issue:43482", + "accept": false, + "reason": "Dequantized model device_map offload failure is unrelated to Qwen2.5-GGUF loading in v5." + }, + { + "left": "issue:44849", + "right": "issue:45325", + "accept": false, + "reason": "Qwen3.5 output_hidden_states bug and Qwen2.5-VL rope-index scaling bug are different Qwen model behaviors." + }, + { + "left": "issue:36032", + "right": "issue:43645", + "accept": false, + "reason": "T5 tokenizer method conflict is unrelated to notebook custom model initialization." + }, + { + "left": "issue:45084", + "right": "issue:45507", + "accept": false, + "reason": "Template compilation TypeError is unrelated to GraniteMoEHybrid calling an invalid method." + }, + { + "left": "issue:43883", + "right": "issue:44991", + "accept": false, + "reason": "Molmo tied-weights attribute error and tokenizer loading regression for EMBEDDIA/est-roberta are unrelated." + }, + { + "left": "issue:43262", + "right": "issue:43377", + "accept": false, + "reason": "Audio processor sampling-rate default mismatch is unrelated to MIMI encoder padding-mask batching differences." + } + ] + }, + "evaluator_result": 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": 49, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-413", + "nodes": [ + "issue:36032", + "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:43792", + "issue:43819", + "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:45020", + "issue:45081", + "issue:45084", + "issue:45127", + "issue:45216", + "issue:45325", + "issue:45357", + "issue:45542", + "issue:45987" + ], + "soft_pairs": [ + "issue:43089|issue:45987", + "issue:44987|issue:44991", + "issue:43404|issue:44466", + "issue:43646|issue:44534", + "issue:43322|issue:43540", + "issue:43994|issue:44610", + "issue:44403|issue:45081", + "issue:42915|issue:45084", + "issue:43377|issue:43819", + "issue:43645|issue:44534", + "issue:44265|issue:44610", + "issue:44220|issue:44683", + "issue:44451|issue:45081", + "issue:44987|issue:45081", + "issue:45216|issue:45357", + "issue:42915|issue:44291", + "issue:43632|issue:44756", + "issue:36032|issue:43742", + "issue:42915|issue:44589", + "issue:43404|issue:45127", + "issue:44062|issue:44987", + "issue:43296|issue:43531", + "issue:43531|issue:44877", + "issue:43425|issue:44403", + "issue:43611|issue:44534", + "issue:44479|issue:45325", + "issue:36032|issue:41720", + "issue:42175|issue:45542", + "issue:43792|issue:44589", + "issue:40990|issue:44811", + "issue:44683|issue:45020" + ], + "prepared_review_unit_hash": "ab6b29a42736e70eeb8c03699753e535a8a4d9925a28db3bc532fc9ae24200ec", + "component_budget": { + "node_count": 413, + "item_count": 413, + "soft_pair_count": 1541, + "serialized_chars": 795721, + "estimated_input_tokens": 198931, + "estimated_eval_tokens": 398118 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 31, + "serialized_chars": 36331, + "estimated_input_tokens": 9083, + "estimated_eval_tokens": 18422 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "Conservatively, this cluster only has one clearly duplicate-like pair: the Qwen3.5 save_pretrained reports. The Qwen2.5-VL/Qwen3-VL pair is topical similarity around Qwen VL position handling, but the evidence is not strong enough to call it the same bug/root cause.", + "confidence": 0.62, + "canonical_issue_reason": "issue:45216 is the broader, more representative Qwen3.5 save_pretrained regression, while issue:45357 looks like a narrower manifestation about incorrect visual encoder keys.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45216 is the best canonical issue because it captures the broader save_pretrained regression and can absorb the narrower follow-up report.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43089", + "right": "issue:45987", + "accept": false, + "reason": "Performance/sync overhead vs a seq-length return-type contract bug; unrelated code paths." + }, + { + "left": "issue:44987", + "right": "issue:44991", + "accept": false, + "reason": "Both are loading failures, but the model/tokenizer contexts differ and there is no clear shared root cause." + }, + { + "left": "issue:43404", + "right": "issue:44466", + "accept": false, + "reason": "Both mention tied weights, but one is a missing tie bug and the other is inconsistent save_pretrained serialization." + }, + { + "left": "issue:43646", + "right": "issue:44534", + "accept": false, + "reason": "Different regressions: custom model initialization versus non-persistent buffer initialization." + }, + { + "left": "issue:43322", + "right": "issue:43540", + "accept": false, + "reason": "Different multimodal model failures with different symptoms and triggers." + }, + { + "left": "issue:43994", + "right": "issue:44610", + "accept": false, + "reason": "Different models and different failure modes; not the same underlying bug." + }, + { + "left": "issue:44403", + "right": "issue:45081", + "accept": false, + "reason": "Load-time noise versus a tokenizer regex patch crash; different problems." + }, + { + "left": "issue:42915", + "right": "issue:45084", + "accept": false, + "reason": "FP8 model loading failure and template compilation failure are unrelated." + }, + { + "left": "issue:43377", + "right": "issue:43819", + "accept": false, + "reason": "Both are output-mismatch reports, but they affect different models and mechanisms." + }, + { + "left": "issue:43645", + "right": "issue:44534", + "accept": false, + "reason": "Notebook custom-model init issue is unrelated to junk-filled non-persistent buffers." + }, + { + "left": "issue:44265", + "right": "issue:44610", + "accept": false, + "reason": "torch.export/compilable-check failure is unrelated to an image-size mismatch in a processor." + }, + { + "left": "issue:44220", + "right": "issue:44683", + "accept": false, + "reason": "Different subsystems and failures: feature extraction versus compiled attention." + }, + { + "left": "issue:44451", + "right": "issue:45081", + "accept": false, + "reason": "Different models and different tokenizer-loading failures." + }, + { + "left": "issue:44987", + "right": "issue:45081", + "accept": false, + "reason": "Distinct tokenizer/model-loading bugs with no clear shared code path." + }, + { + "left": "issue:45216", + "right": "issue:45357", + "accept": true, + "reason": "Both describe the same Qwen3.5 save_pretrained regression; 45357 is a narrower manifestation." + }, + { + "left": "issue:42915", + "right": "issue:44291", + "accept": false, + "reason": "Different failure mechanisms and different model families." + }, + { + "left": "issue:43632", + "right": "issue:44756", + "accept": false, + "reason": "Unrelated transformers-v5 initialization bug versus mmap/OOM issue." + }, + { + "left": "issue:36032", + "right": "issue:43742", + "accept": false, + "reason": "Different loading errors involving different models and different root causes." + }, + { + "left": "issue:42915", + "right": "issue:44589", + "accept": false, + "reason": "FP8 config failure and missing storage type error are different problems." + }, + { + "left": "issue:43404", + "right": "issue:45127", + "accept": false, + "reason": "Related to tied weights, but one is a model-class tie bug and the other is a LoRA/extended-vocab collapse issue." + }, + { + "left": "issue:44062", + "right": "issue:44987", + "accept": false, + "reason": "Tokenizer AddedToken argument error is unrelated to a model-specific loading regression." + }, + { + "left": "issue:43296", + "right": "issue:43531", + "accept": false, + "reason": "Different models and different bugs: vLLM/PaddleOCR-VL load failure versus Qwen3-MoE sliding_window handling." + }, + { + "left": "issue:43531", + "right": "issue:44877", + "accept": false, + "reason": "Sliding-window behavior bug is unrelated to strict config loading for granite_speech." + }, + { + "left": "issue:43425", + "right": "issue:44403", + "accept": false, + "reason": "Torch version incompatibility is unrelated to loading noise." + }, + { + "left": "issue:43611", + "right": "issue:44534", + "accept": false, + "reason": "Base_model_prefix loading regression is distinct from non-persistent buffer junk values." + }, + { + "left": "issue:44479", + "right": "issue:45325", + "accept": false, + "reason": "issue:44479 is a broad video-input regression across several Qwen variants, while issue:45325 is a narrower still-image rope-index / temporal-position-id scaling report; the packet supports topical similarity, not a confident duplicate/root-cause match." + }, + { + "left": "issue:36032", + "right": "issue:41720", + "accept": false, + "reason": "Tokenizer attribute conflict and CUDA assert on auto device mapping are unrelated." + }, + { + "left": "issue:42175", + "right": "issue:45542", + "accept": false, + "reason": "Both touch TF availability, but one is a packaging/extras issue and the other is a backend-detection runtime error." + }, + { + "left": "issue:43792", + "right": "issue:44589", + "accept": false, + "reason": "Different model/runtime storage issues with no shared underlying change." + }, + { + "left": "issue:40990", + "right": "issue:44811", + "accept": false, + "reason": "Perplexity regression and Whisper batch_decode skip_special_tokens bug are unrelated." + }, + { + "left": "issue:44683", + "right": "issue:45020", + "accept": false, + "reason": "Compiled flex_attention on new torch versions is unrelated to remote_code loading regressions." + } + ] + }, + "evaluator_result": { + "accept": false, + "feedback": "The summary overstates the evidence for one soft pair. issue:44479 is a broad video-input regression across several Qwen variants, while issue:45325 is a narrower still-image rope-index / temporal-position-id scaling report. The packet only supports topical similarity, not a confident duplicate/root-cause relationship, so that accept is not conservative enough. The Qwen3.5 save_pretrained pair looks plausible, but the overall result should be rejected because of the overclaim in the Qwen VL pair and the summary\u2019s claim that only two soft pairs are the same bug family." + }, + "evaluator_used": true, + "retried": true, + "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": 49, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-413", + "nodes": [ + "issue:33666", + "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:43646", + "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", + "issue:44829", + "issue:44898", + "issue:44991", + "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:41553|issue:43582", + "issue:44403|issue:44991", + "issue:43632|issue:44534", + "issue:43421|issue:44568", + "issue:33666|issue:40444", + "issue:44079|issue:45663", + "issue:44462|issue:45812", + "issue:43818|issue:45357", + "issue:43317|issue:43856", + "issue:44829|issue:45479", + "issue:43482|issue:45538", + "issue:43381|issue:45923", + "issue:40444|issue:45325", + "issue:44291|issue:44589", + "issue:43482|issue:43525", + "issue:43377|issue:45491", + "issue:41720|issue:45081", + "issue:43531|issue:44291", + "issue:44265|issue:45072", + "issue:42175|issue:43296", + "issue:43632|issue:45072", + "issue:43611|issue:43646", + "issue:43994|issue:44898", + "issue:43792|issue:43957", + "issue:45325|issue:45834", + "issue:44079|issue:44534", + "issue:43454|issue:44466", + "issue:42915|issue:43482", + "issue:40444|issue:45381", + "issue:45325|issue:45381" + ], + "prepared_review_unit_hash": "79ae57319a8cfc9589fabcfdafd485ffc751f30c8006a22089afb9d259c81506", + "component_budget": { + "node_count": 413, + "item_count": 413, + "soft_pair_count": 1541, + "serialized_chars": 795721, + "estimated_input_tokens": 198931, + "estimated_eval_tokens": 398118 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 30, + "serialized_chars": 36991, + "estimated_input_tokens": 9248, + "estimated_eval_tokens": 18752 + }, + "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/model-specific issues. None of the soft pairs look like the same concrete bug or change, so I would not merge any of them as duplicates. If a representative issue must be chosen, the broadest one is the v5 initialization regression in 43632, but the cluster is not truly duplicate-heavy.", + "confidence": 0.91, + "canonical_issue_reason": "issue:43632 is the broadest, most central regression in the set: a generic Transformers v5 initialization/load breakage that could plausibly sit near several other v5-loading reports.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43632 is the best single representative issue because it is broad, clearly actionable, and describes a foundational regression rather than a model-specific symptom.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:41553", + "right": "issue:43582", + "accept": false, + "reason": "Different subsystems and failures: tokenizer error-message quality vs Apple Silicon allocator TypeError." + }, + { + "left": "issue:44403", + "right": "issue:44991", + "accept": false, + "reason": "One is about noisy logging during load; the other is a tokenizer loading failure for a specific model." + }, + { + "left": "issue:43632", + "right": "issue:44534", + "accept": false, + "reason": "Both involve v5 initialization behavior, but the concrete bugs differ: _is_hf_initialized handling vs non-persistent buffer contents." + }, + { + "left": "issue:43421", + "right": "issue:44568", + "accept": false, + "reason": "Both mention special tokens, but one is runtime post-processor updates and the other is add_special_tokens behavior for a specific tokenizer." + }, + { + "left": "issue:33666", + "right": "issue:40444", + "accept": false, + "reason": "Both are Qwen2-VL/VL training reports, but the underlying failures are different (multi-GPU training vs IterableDataset multi-image finetuning)." + }, + { + "left": "issue:44079", + "right": "issue:45663", + "accept": false, + "reason": "Unrelated bugs: ModelOutput key assignment vs Gemma-4 FSDP attention-state construction." + }, + { + "left": "issue:44462", + "right": "issue:45812", + "accept": false, + "reason": "Both concern AutoTokenizer, but one ignores tokenizer.json while the other returns wrong Granite token IDs; not the same bug." + }, + { + "left": "issue:43818", + "right": "issue:45357", + "accept": false, + "reason": "Different model families and issues: Video-LLaVA weight/temporal-attention problem vs Qwen3.5 save_pretrained visual-key regression." + }, + { + "left": "issue:43317", + "right": "issue:43856", + "accept": false, + "reason": "Different failure modes: device_map offload loading vs memory inefficiency during Qwen3 MoE training." + }, + { + "left": "issue:44829", + "right": "issue:45479", + "accept": false, + "reason": "One is flash_attention_3 causing degenerate training; the other is a classification-loss edge case with num_labels=1." + }, + { + "left": "issue:43482", + "right": "issue:45538", + "accept": false, + "reason": "Unrelated: GGUF loading failure vs CLIPTokenizer max-length configuration." + }, + { + "left": "issue:43381", + "right": "issue:45923", + "accept": false, + "reason": "Related to gradient checkpointing in general, but one is eval-mode usage and the other is a missing capability flag on a remote-code model." + }, + { + "left": "issue:40444", + "right": "issue:45325", + "accept": false, + "reason": "Both are Qwen2.5-VL, but one is a finetuning/input pipeline failure and the other is a still-image position-id scaling bug." + }, + { + "left": "issue:44291", + "right": "issue:44589", + "accept": false, + "reason": "Both are Transformers v5 loading regressions, but one is an unexpected init argument and the other is a missing Float8 storage type." + }, + { + "left": "issue:43482", + "right": "issue:43525", + "accept": false, + "reason": "Different model-loading problems: GGUF/v5 compatibility vs missing pad_token_id on Llama4Config." + }, + { + "left": "issue:43377", + "right": "issue:45491", + "accept": false, + "reason": "Both involve batching/padding behavior, but they are different models and different code paths." + }, + { + "left": "issue:41720", + "right": "issue:45081", + "accept": false, + "reason": "Unrelated: Qwen3 auto device map cuda assert vs Mistral tokenizer regex patch crash." + }, + { + "left": "issue:43531", + "right": "issue:44291", + "accept": false, + "reason": "Different issues: sliding-window handling in Qwen3-MoE vs init_empty_weights/_is_hf_initialized argument handling." + }, + { + "left": "issue:44265", + "right": "issue:45072", + "accept": false, + "reason": "Different problems and likely different code paths: torch.export/torch_compilable_check vs bfloat16 dtype mismatches." + }, + { + "left": "issue:42175", + "right": "issue:43296", + "accept": false, + "reason": "No meaningful overlap: packaging/backend install issue vs PaddleOCR-VL load failure in vLLM." + }, + { + "left": "issue:43632", + "right": "issue:45072", + "accept": false, + "reason": "Both are Transformer regressions, but one is model initialization and the other is inference dtype mismatch." + }, + { + "left": "issue:43611", + "right": "issue:43646", + "accept": false, + "reason": "Both are v5 breakages, but one is base_model_prefix loading and the other is custom model initialization." + }, + { + "left": "issue:43994", + "right": "issue:44898", + "accept": false, + "reason": "Different vision-model failures: nonsensical outputs vs interpolation/resize failure." + }, + { + "left": "issue:43792", + "right": "issue:43957", + "accept": false, + "reason": "Different root causes: Whisper runtime failure vs meta-device loading breakage." + }, + { + "left": "issue:45325", + "right": "issue:45834", + "accept": false, + "reason": "Both are multimodal indexing-related, but the concrete bugs are different and model-specific." + }, + { + "left": "issue:44079", + "right": "issue:44534", + "accept": false, + "reason": "ModelOutput key assignment bug is not the same as non-persistent buffer initialization junk." + }, + { + "left": "issue:43454", + "right": "issue:44466", + "accept": false, + "reason": "Both touch lm_head/tied weights, but one is untied weights causing bad generation and the other is device-dependent serialization inconsistency." + }, + { + "left": "issue:42915", + "right": "issue:43482", + "accept": false, + "reason": "Unrelated model-specific failures: Qwen3Moe FP8 config vs GGUF loading under v5." + }, + { + "left": "issue:40444", + "right": "issue:45381", + "accept": false, + "reason": "Both are Qwen2.5-VL, but one is dataset finetuning with multiple images and the other is video vision_position_ids being wrong." + }, + { + "left": "issue:45325", + "right": "issue:45381", + "accept": false, + "reason": "Related model family, but different modalities and different position-id 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": 11, + "review_unit_count": 49, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-413", + "nodes": [ + "issue:35707", + "issue:39692", + "issue:40444", + "issue:40990", + "issue:41720", + "issue:42947", + "issue:43257", + "issue:43262", + "issue:43296", + "issue:43317", + "issue:43377", + "issue:43454", + "issue:43526", + "issue:43550", + "issue:43572", + "issue:43606", + "issue:43644", + "issue:43701", + "issue:43720", + "issue:43746", + "issue:43749", + "issue:43819", + "issue:43873", + "issue:43881", + "issue:43883", + "issue:44079", + "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:45357", + "issue:45584", + "issue:45701", + 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I would not merge any of the soft pairs.", + "confidence": 0.83, + "canonical_issue_reason": "If a single anchor is required, issue:43873 is the broadest and most central report in the set: an open offloading/quantization failure that is closest to the other loading/offload-related complaints.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43873 is the best global issue candidate because it has the widest scope and most plausible overlap with adjacent offloading/loading reports, even though the cluster overall is not cohesive.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43644", + "right": "issue:44079", + "accept": false, + "reason": "Non-persistent buffer serialization/junk is unrelated to ModelOutput key assignment behavior." + }, + { + "left": "issue:43296", + "right": "issue:45800", + "accept": false, + "reason": "One is a PaddleOCR-VL load failure; the other is a torch/transformers version incompatibility. Different bugs." + }, + { + "left": "issue:43749", + "right": "issue:44079", + "accept": false, + "reason": "FSDP CPU RAM-efficient loading and ModelOutput key handling are different code paths." + }, + { + "left": "issue:44479", + "right": "issue:45823", + "accept": false, + "reason": "Both are multimodal regressions, but on different models and failure modes: video input processing vs device mismatch in forward." + }, + { + "left": "issue:35707", + "right": "issue:40444", + "accept": false, + "reason": "Progressive generation with inputs_embeds/past_key_values is unrelated to multi-image IterableDataset finetuning." + }, + { + "left": "issue:44291", + "right": "issue:44877", + "accept": false, + "reason": "Unexpected init_empty_weights constructor arg and strict granite_speech config loading are separate issues." + }, + { + "left": "issue:43606", + "right": "issue:44265", + "accept": false, + "reason": "CPU offload device mismatch is not the same as torch.export failing on torch_compilable_check." + }, + { + "left": "issue:44387", + "right": "issue:44617", + "accept": false, + "reason": "Int4 quantization memory regression and Sam3Video OOM are different symptoms and likely different causes." + }, + { + "left": "issue:43881", + "right": "issue:44488", + "accept": false, + "reason": "Distinct model-loading failures for different models; no clear shared code-path bug." + }, + { + "left": "issue:44568", + "right": "issue:45920", + "accept": false, + "reason": "A single-tokenizer BOS/EOS omission is not the same as a broader wrong-token-IDs regression across many models." + }, + { + "left": "issue:43701", + "right": "issue:45325", + "accept": false, + "reason": "Checkpoint resume key mismatch and Qwen2.5-VL rope index scaling are unrelated." + }, + { + "left": "issue:43606", + "right": "issue:43819", + "accept": false, + "reason": "Offload device placement bug is unrelated to DAC.from_latents vs forward mismatch." + }, + { + "left": "issue:44186", + "right": "issue:44265", + "accept": false, + "reason": "Tokenizer padding/truncation crash and torch.export export failure are different failure classes." + }, + { + "left": "issue:41720", + "right": "issue:45823", + "accept": false, + "reason": "A800 cudaErrorAssert in Qwen3 auto device mapping is not the same as Gemma4 PLE device mismatch." + }, + { + "left": "issue:43454", + "right": "issue:43550", + "accept": false, + "reason": "Weight tying/garbage generation and torch.compile SDPA failure are unrelated." + }, + { + "left": "issue:43262", + "right": "issue:43746", + "accept": false, + "reason": "Audio chat-template sampling-rate defaulting and GraniteSpeech checkpoint loading are different bugs." + }, + { + "left": "issue:43377", + "right": "issue:44610", + "accept": false, + "reason": "Padding-mask batching bug in MIMI encoder and OmDet-Turbo image-size mismatch are unrelated." + }, + { + "left": "issue:43317", + "right": "issue:43873", + "accept": false, + "reason": "Both mention offloading, but one is dequantized-model loading on gpu+cpu offload and the other is a broader quantization/offloading complaint; not enough to call them the same bug." + }, + { + "left": "issue:39692", + "right": "issue:40444", + "accept": false, + "reason": "SigLIP2 docs/example errors are unrelated to Qwen2.5-VL multi-image finetuning." + }, + { + "left": "issue:43454", + "right": "issue:45072", + "accept": false, + "reason": "lm_head tying/text generation and bf16 dtype mismatches are different problems." + }, + { + "left": "issue:43377", + "right": "issue:44898", + "accept": false, + "reason": "Missing padding mask support is unrelated to Perceiver non-default-resolution interpolation." + }, + { + "left": "issue:43572", + "right": "issue:45759", + "accept": false, + "reason": "Missing pad_token_idx and unwrapping text_config for composite configs are different config issues." + }, + { + "left": "issue:43257", + "right": "issue:45923", + "accept": false, + "reason": "MoE weight 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visual-encoder key saving are different save_pretrained bugs." + }, + { + "left": "issue:43873", + "right": "issue:45701", + "accept": false, + "reason": "Quantized offloading issues do not match a tokenizer behavior regression." + }, + { + "left": "issue:43296", + "right": "issue:44877", + "accept": false, + "reason": "PaddleOCR-VL loading failure and strict granite_speech config loading are separate model/config 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": 12, + "review_unit_count": 49, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-413", + "nodes": [ + "issue:34634", + "issue:35707", + "issue:36331", + "issue:40990", + "issue:41720", + "issue:42617", + "issue:42915", + "issue:43295", + "issue:43317", + "issue:43322", + "issue:43404", + "issue:43450", + "issue:43526", + "issue:43531", + "issue:43550", + "issue:43572", + "issue:43577", + "issue:43606", + "issue:43708", + "issue:43720", + "issue:43749", + "issue:43873", + "issue:43881", + "issue:44008", + "issue:44186", + "issue:44387", + "issue:44423", + "issue:44479", + "issue:44534", + "issue:44610", + "issue:44756", + "issue:44877", + "issue:44898", + "issue:44918", + "issue:44977", + "issue:44991", + "issue:45072", + "issue:45081", + "issue:45161", + "issue:45357", + "issue:45406", + "issue:45632", + "issue:45684", + "issue:45701", + "issue:45704", + "issue:45812", + "issue:45823", + "issue:46050" + ], + "soft_pairs": [ + "issue:43881|issue:44991", + "issue:41720|issue:44977", + "issue:44008|issue:45823", + "issue:43404|issue:45357", + "issue:42617|issue:42915", + "issue:35707|issue:41720", + "issue:34634|issue:35707", + "issue:43577|issue:43708", + "issue:44186|issue:45072", + "issue:44877|issue:44991", + "issue:45632|issue:45684", + "issue:44423|issue:45406", + "issue:43550|issue:43720", + "issue:36331|issue:42915", + "issue:43450|issue:45701", + "issue:36331|issue:42617", + "issue:43749|issue:44534", + "issue:43873|issue:44756", + "issue:44610|issue:44898", + "issue:44186|issue:44610", + "issue:43322|issue:46050", + "issue:43550|issue:43606", + "issue:44387|issue:45704", + "issue:44479|issue:44918", + "issue:42915|issue:43317", + "issue:41720|issue:43322", + "issue:43295|issue:45701", + "issue:40990|issue:45701", + "issue:41720|issue:45161", + "issue:41720|issue:42617", + "issue:43526|issue:43881", + "issue:45081|issue:45812", + "issue:43531|issue:43572" + ], + "prepared_review_unit_hash": "3660b521b19d3bd6e8f36fb4fc39ff38d54c70d6e68e031b2adcc877ebc72c57", + "component_budget": { + "node_count": 413, + "item_count": 413, + "soft_pair_count": 1541, + "serialized_chars": 795721, + "estimated_input_tokens": 198931, + "estimated_eval_tokens": 398118 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 33, + "serialized_chars": 37652, + "estimated_input_tokens": 9413, + "estimated_eval_tokens": 19082 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This is a loose cluster of Transformers issue reports with broad thematic overlap around loading/offloading, tokenization, and multimodal processors, but none of the soft pairs look like true duplicates.", + "confidence": 0.66, + "canonical_issue_reason": "If one issue has to anchor the cluster, issue:43873 is the best fit: it is open, broadly scoped, and has the strongest surrounding discussion/inbound references among the loading/offloading-style reports.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43873 is the best global issue representative because it is generic enough to cover nearby offloading/quantization complaints and is already externally linked, even though the set is not actually one duplicate bug.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43881", + "right": "issue:44991", + "accept": false, + "reason": "Different failure modes and model families: a model loading failure vs a tokenizer loading regression." + }, + { + "left": "issue:41720", + "right": "issue:44977", + "accept": false, + "reason": "Both are Qwen-related, but one is a device-map/cuda assert and the other is a flash-attention generation bug." + }, + { + "left": "issue:44008", + "right": "issue:45823", + "accept": false, + "reason": "Gemma3n audio mask collision and Gemma4 PLE device mismatch are different code paths and symptoms." + }, + { + "left": "issue:43404", + "right": "issue:45357", + "accept": false, + "reason": "Mistral3 lm_head tying bug vs Qwen3.5 visual-encoder save_pretrained regression; not the same underlying issue." + }, + { + "left": "issue:42617", + "right": "issue:42915", + "accept": false, + "reason": "Unrelated: 3d_parallel script failure vs Qwen3MoE FP8 configuration failure." + }, + { + "left": "issue:35707", + "right": "issue:41720", + "accept": false, + "reason": "Progressive generation with inputs_embeds/past_key_values is unrelated to the Qwen3 auto device-map assert." + }, + { + "left": "issue:34634", + "right": "issue:35707", + "accept": false, + "reason": "BarkProcessor voice_preset bug is unrelated to generation with inputs_embeds and past_key_values." + }, + { + "left": "issue:43577", + "right": "issue:43708", + "accept": false, + "reason": "Blip2 dtype propagation and Trainer max_steps resume logic are different subsystems and bugs." + }, + { + "left": "issue:44186", + "right": "issue:45072", + "accept": false, + "reason": "Tokenizer NER/padding crash vs dtype mismatch during bfloat16 inference; no shared code-path." + }, + { + "left": "issue:44877", + "right": "issue:44991", + "accept": false, + "reason": "Strict config rejection for granite_speech is separate from est-roberta tokenizer loading failure." + }, + { + "left": "issue:45632", + "right": "issue:45684", + "accept": false, + "reason": "Cache-path collision and read-only permission propagation in save_pretrained are distinct issues." + }, + { + "left": "issue:44423", + "right": "issue:45406", + "accept": false, + "reason": "Both involve transformers serve and multimodal models, but the crashes differ: 'str' has no to() vs missing _tokenizer." + }, + { + "left": "issue:43550", + "right": "issue:43720", + "accept": false, + "reason": "Bamba torch.compile/SDPA failure is unrelated to BitNet packed-weight unpacking during accelerate loading." + }, + { + "left": "issue:36331", + "right": "issue:42915", + "accept": false, + "reason": "CustomTrainer kwarg incompatibility is unrelated to Qwen3MoE FineGrainedFP8Config loading." + }, + { + "left": "issue:43450", + "right": "issue:45701", + "accept": false, + "reason": "Video batch shape bug and a tokenization-version regression are different problem areas." + }, + { + "left": "issue:36331", + "right": "issue:42617", + "accept": false, + "reason": "Trainer compute_loss signature mismatch is unrelated to the 3d_parallel.py failure." + }, + { + "left": "issue:43749", + "right": "issue:44534", + "accept": false, + "reason": "FSDP CPU-efficient loading breakage is distinct from non-persistent buffer junk initialization." + }, + { + "left": "issue:43873", + "right": "issue:44756", + "accept": false, + "reason": "Quantization/offloading behavior and mmap-on-Strix-Halo OOM are related only at a very broad level, not the same bug." + }, + { + "left": "issue:44610", + "right": "issue:44898", + "accept": false, + "reason": "Processor output resolution mismatch for OmDet-Turbo vs Perceiver non-default-resolution failure; different models and checks." + }, + { + "left": "issue:44186", + "right": "issue:44610", + "accept": false, + "reason": "LayoutLMv2 tokenizer crash and OmDet processor resolution bug are unrelated preprocessing issues." + }, + { + "left": "issue:43322", + "right": "issue:46050", + "accept": false, + "reason": "Llava Next load segfault is not the same as sinq save/load quantization breakage." + }, + { + "left": "issue:43550", + "right": "issue:43606", + "accept": false, + "reason": "Bamba torch.compile/SDPA bug and Bark CPU-offload device mismatch are different model-loading failures." + }, + { + "left": "issue:44387", + "right": "issue:45704", + "accept": false, + "reason": "Int4 reserved-memory/OOM regression is not the same as the T5 apex RMSNorm memory leak." + }, + { + "left": "issue:44479", + "right": "issue:44918", + "accept": false, + "reason": "Qwen VL video-input regression and TRL SFT unpacking of Qwen3.5 embeddings are different layers of the stack." + }, + { + "left": "issue:42915", + "right": "issue:43317", + "accept": false, + "reason": "Qwen3MoE FineGrainedFP8Config failure is unrelated to dequantized-model offload loading on gpu+cpu." + }, + { + "left": "issue:41720", + "right": "issue:43322", + "accept": false, + "reason": "Qwen3 device-map assert and Llava Next segmentation fault are separate model-loading problems." + }, + { + "left": "issue:43295", + "right": "issue:45701", + "accept": false, + "reason": "Processor.tokenizer/image-to-tokenizer regression is too specific and not the same as a general tokenization-change report." + }, + { + "left": "issue:40990", + "right": "issue:45701", + "accept": false, + "reason": "High perplexity on gpt-oss-20b may involve tokenization, but the issue statement does not match the generic tokenization-change report closely enough." + }, + { + "left": "issue:41720", + "right": "issue:45161", + "accept": false, + "reason": "Qwen3 auto device-map assert is unrelated to GPT-OSS MoE tensor-parallel-only failure." + }, + { + "left": "issue:41720", + "right": "issue:42617", + "accept": false, + "reason": "Qwen3 loading assert and 3d_parallel.py execution failure are different issues." + }, + { + "left": "issue:43526", + "right": "issue:43881", + "accept": false, + "reason": "BeitImageProcessorFast label reduction bug is unrelated to glm-4v loading failure." + }, + { + "left": "issue:45081", + "right": "issue:45812", + "accept": false, + "reason": "Mistral regex patch crash and Granite wrong-token-IDs regression are different tokenizer bugs." + }, + { + "left": "issue:43531", + "right": "issue:43572", + "accept": false, + "reason": "Qwen3-MoE sliding_window behavior and StableLm pad_token_idx config regression 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": 13, + "review_unit_count": 49, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-413", + "nodes": [ + "issue:29159", + "issue:30064", + "issue:34567", + "issue:34634", + "issue:35707", + "issue:36010", + "issue:36032", + "issue:41720", + "issue:42490", + "issue:42617", + "issue:42915", + "issue:43316", + "issue:43322", + "issue:43329", + "issue:43388", + "issue:43421", + "issue:43531", + "issue:43540", + "issue:43550", + "issue:43606", + "issue:43653", + "issue:43720", + "issue:43746", + "issue:43782", + "issue:43873", + "issue:43927", + "issue:44186", + "issue:44361", + "issue:44368", + "issue:44451", + "issue:44492", + "issue:44509", + "issue:44514", + "issue:44545", + "issue:44671", + "issue:44743", + "issue:44898", + "issue:44913", + "issue:44991", + "issue:45059", + "issue:45072", + "issue:45357", + "issue:45406", + "issue:45464", + "issue:45701", + "issue:45704", + "issue:45759", + "issue:45812" + ], + "soft_pairs": [ + "issue:36010|issue:42617", + "issue:43316|issue:44913", + 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"budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 26, + "serialized_chars": 35633, + "estimated_input_tokens": 8909, + "estimated_eval_tokens": 18074 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is largely a grab bag of unrelated issues. The only close match is issue:44514 / issue:44545, but the packet does not justify treating them as the same exact bug, so no soft edge should be accepted.", + "confidence": 0.88, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": "issue:44545 is the strongest representative of the only near-duplicate pair, but it should not be treated as a confirmed canonical duplicate target.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:36010", + "right": "issue:42617", + "accept": false, + "reason": "Different failures: a GenerationMixin import error vs a script/runtime failure in 3d_parallel.py." + }, + { + "left": "issue:43316", + "right": "issue:44913", + "accept": false, + "reason": "Both are config-related, but they involve different models and different bug mechanisms." + }, + { + "left": "issue:44671", + "right": "issue:44743", + "accept": false, + "reason": "CamemBERT masked-LM predictions and Qwen3.5 recurrent-state reset are different code paths and symptoms." + }, + { + "left": "issue:43540", + "right": "issue:43782", + "accept": false, + "reason": "Different model families and failures: video-input processing vs weight_only loading." + }, + { + "left": "issue:43421", + "right": "issue:45812", + "accept": false, + "reason": "Runtime post-processor syncing and a model-wide token-ID regression are not the same underlying bug." + }, + { + "left": "issue:44186", + "right": "issue:44361", + "accept": false, + "reason": "Different tokenizer implementations and different crash surfaces; no clear shared root cause." + }, + { + "left": "issue:29159", + "right": "issue:36032", + "accept": false, + "reason": "Slow/fast tokenizer inconsistency is broader than the T5Tokenizer add_special_tokens load-time conflict." + }, + { + "left": "issue:45406", + "right": "issue:45464", + "accept": false, + "reason": "Different subsystems and symptoms: Gemma4Processor attribute error vs chat/completions streaming failure." + }, + { + "left": "issue:30064", + "right": "issue:34634", + "accept": false, + "reason": "Void segmentation-map handling is unrelated to BarkProcessor voice_preset behavior." + }, + { + "left": "issue:43606", + "right": "issue:43720", + "accept": false, + "reason": "Both involve loading/offloading, but the model classes and concrete bugs differ." + }, + { + "left": "issue:43550", + "right": "issue:43653", + "accept": false, + "reason": "torch.compile/SDPA failure in Bamba is unrelated to BigBirdTokenizer special-token registration." + }, + { + "left": "issue:44492", + "right": "issue:44509", + "accept": false, + "reason": "A typo in cache strategies and outdated docs mentioning removed pipeline tasks are distinct documentation issues." + }, + { + "left": "issue:43421", + "right": "issue:45701", + "accept": false, + "reason": "Version-dependent tokenization drift is broader than not updating a post-processor after runtime token edits." + }, + { + "left": "issue:42915", + "right": "issue:43322", + "accept": false, + "reason": "Different models and failures: FineGrainedFP8Config loading vs Llava Next segfault on load." + }, + { + "left": "issue:43388", + "right": "issue:45059", + "accept": false, + "reason": "Metric gathering with tuple labels and SAM3 text/bounding-box behavior are unrelated code paths." + }, + { + "left": "issue:43606", + "right": "issue:43653", + "accept": false, + "reason": "CPU offload device mismatch is unrelated to tokenizer special-token registration." + }, + { + "left": "issue:43531", + "right": "issue:45759", + "accept": false, + "reason": "Qwen3-MoE sliding-window behavior and from_config text_config unwrapping are different bugs." + }, + { + "left": "issue:44514", + "right": "issue:44545", + "accept": false, + "reason": "The titles are very similar, but the packet explicitly marks deterministic_accept=false and there is not enough evidence to prove the same exact bug." + }, + { + "left": "issue:34567", + "right": "issue:35707", + "accept": false, + "reason": "TrainerState token counting is unrelated to progressive generation with inputs_embeds and past_key_values." + }, + { + "left": "issue:43421", + "right": "issue:43927", + "accept": false, + "reason": "Special-token post-processor syncing is different from losing custom token IDs on save/load." + }, + { + "left": "issue:44368", + "right": "issue:45357", + "accept": false, + "reason": "A tie_word_embeddings warning is not the same as saving incorrect visual encoder keys." + }, + { + "left": "issue:44451", + "right": "issue:44991", + "accept": false, + "reason": "Different tokenizer regressions for different models; no evidence of one shared root cause." + }, + { + "left": "issue:42490", + "right": "issue:43329", + "accept": false, + "reason": "A local-path import warning and undefined variables in multimodal token counting are unrelated." + }, + { + "left": "issue:41720", + "right": "issue:43746", + "accept": false, + "reason": "Auto device mapping CUDA assert and PEFT/local-checkpoint loading are different failure modes." + }, + { + "left": "issue:44898", + "right": "issue:45072", + "accept": false, + "reason": "Different model families and different numerical vs interpolation issues." + }, + { + "left": "issue:43873", + "right": "issue:45704", + "accept": false, + "reason": "Quantization/offloading behavior and an apex FusedRMSNorm memory leak are unrelated bugs." + } + ] + }, + "evaluator_result": { + "accept": false, + "feedback": "Reject: the cluster summary is too strong for the packet. The only clearly similar pair is issue:44514 / issue:44545, but the packet does not provide enough evidence to call it \u2018same exact bug,\u2019 and the soft pair is explicitly marked deterministic_accept=false in the packet. The other pairwise rejections are conservative, but the one accepted soft edge overstates confidence." + }, + "evaluator_used": true, + "retried": true, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 17, + "review_unit_index": 14, + "review_unit_count": 49, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-413", + "nodes": [ + "issue:30064", + "issue:33666", + "issue:34634", + "issue:35707", + "issue:36010", + "issue:39692", + "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:44186", + "issue:44220", + "issue:44451", + "issue:44589", + "issue:44610", + "issue:44625", + "issue:44661", + "issue:44671", + "issue:44843", + "issue:44918", + "issue:44936", + "issue:44987", + "issue:45042", + "issue:45081", + "issue:45356", + "issue:45381", + "issue:45479", + "issue:45588", + "issue:45663", + "issue:45704", + "issue:45759", + "issue:45859", + "issue:45907", + "issue:45923", + "issue:46050" + ], + "soft_pairs": [ + "issue:44987|issue:45042", + "issue:43531|issue:44589", + "issue:33666|issue:35707", + "issue:45759|issue:45859", + "issue:44062|issue:44451", + "issue:39692|issue:44610", + "issue:45588|issue:45759", + "issue:45704|issue:45923", + "issue:44918|issue:44936", + "issue:45663|issue:45923", + "issue:43421|issue:43653", + "issue:42886|issue:44843", + "issue:43381|issue:43844", + "issue:43421|issue:44186", + "issue:43525|issue:43531", + "issue:45704|issue:45859", + "issue:34634|issue:41720", + "issue:43782|issue:45381", + "issue:45081|issue:45356", + "issue:39692|issue:43873", + "issue:44625|issue:45479", + "issue:45356|issue:45907", + "issue:43596|issue:44220", + "issue:43994|issue:44671", + "issue:44220|issue:44661", + "issue:43720|issue:43819", + "issue:30064|issue:36010", + "issue:43746|issue:46050" + ], + "prepared_review_unit_hash": "c91bf3c7da5cb02777974d53d66dc7476afd9939e78b8c24bedc975d50a06853", + "component_budget": { + "node_count": 413, + "item_count": 413, + "soft_pair_count": 1541, + "serialized_chars": 795721, + "estimated_input_tokens": 198931, + "estimated_eval_tokens": 398118 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 28, + "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": "Highly heterogeneous set of standalone bug reports; none of the soft pairs look like the same underlying issue, so there is no safe duplicate cluster to merge.", + "confidence": 0.96, + "canonical_issue_reason": "No true canonical issue: the items span unrelated failures across tokenizers, models, training, and offline loading, so merging them would be incorrect.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45042 is the strongest standalone report to keep as a representative issue: concrete regression, clear impact, and enough discussion/inbound references to indicate user relevance.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44987", + "right": "issue:45042", + "accept": false, + "reason": "Different bugs: model loading for a specific repo vs PIL image processors incorrectly depending on torchvision." + }, + { + "left": "issue:43531", + "right": "issue:44589", + "accept": false, + "reason": "Unrelated failures: Qwen3-MoE sliding-window behavior vs a Float8 storage type error during loading." + }, + { + "left": "issue:33666", + "right": "issue:35707", + "accept": false, + "reason": "Different subsystems and symptoms: multi-GPU training vs progressive generation with inputs_embeds/past_key_values." + }, + { + "left": "issue:45759", + "right": "issue:45859", + "accept": false, + "reason": "Different code paths: composite config unwrapping vs CPU-offload incompatibility in rotary embedding." + }, + { + "left": "issue:44062", + "right": "issue:44451", + "accept": false, + "reason": "Tokenizer constructor argument conflict is not the same as a model-specific load failure." + }, + { + "left": "issue:39692", + "right": "issue:44610", + "accept": false, + "reason": "Both mention processor/model mismatch, but they affect different models and concrete failures." + }, + { + "left": "issue:45588", + "right": "issue:45759", + "accept": false, + "reason": "Flash-attention aux-state crash is unrelated to from_config text_config unwrapping." + }, + { + "left": "issue:45704", + "right": "issue:45923", + "accept": false, + "reason": "Memory leak in T5 RMSNorm is a different problem from a missing model flag on a trust_remote_code variant." + }, + { + "left": "issue:44918", + "right": "issue:44936", + "accept": false, + "reason": "Trainer-related, but one is input_embeds unpacking and the other is evaluate-after-train failure." + }, + { + "left": "issue:45663", + "right": "issue:45923", + "accept": false, + "reason": "FSDP2 shared_kv_states bug is not the same as a gradient-checkpointing flag omission." + }, + { + "left": "issue:43421", + "right": "issue:43653", + "accept": false, + "reason": "Both concern special tokens, but one is runtime post-processor updating and the other is BigBird decode output." + }, + { + "left": "issue:42886", + "right": "issue:44843", + "accept": false, + "reason": "Offline/tokenizer loading theme overlaps, but 44843 is specifically _patch_mistral_regex calling model_info and not the same reported bug." + }, + { + "left": "issue:43381", + "right": "issue:43844", + "accept": false, + "reason": "Eval-mode gradient checkpointing restriction is unrelated to exploding gradients under ZeRO-3." + }, + { + "left": "issue:43421", + "right": "issue:44186", + "accept": false, + "reason": "Different tokenizer bugs: post-processor sync vs LayoutLMv2 crashes on NER and padding/truncation." + }, + { + "left": "issue:43525", + "right": "issue:43531", + "accept": false, + "reason": "Pad-token config attribute error is unrelated to Qwen3-MoE sliding-window behavior." + }, + { + "left": "issue:45704", + "right": "issue:45859", + "accept": false, + "reason": "Apex RMSNorm memory leak does not match a CPU-offload rotary embedding failure." + }, + { + "left": "issue:34634", + "right": "issue:41720", + "accept": false, + "reason": "Processor voice_preset bug and Qwen3 auto-device-map CUDA assert are unrelated." + }, + { + "left": "issue:43782", + "right": "issue:45381", + "accept": false, + "reason": "Qwen3VL weight_only loading error is not the same as qwen2.5-vl video vision_position_ids mismatch." + }, + { + "left": "issue:45081", + "right": "issue:45356", + "accept": false, + "reason": "Both touch fix_mistral_regex, but one is a crash and the other is a Kimi-K2.5 codec/regression report." + }, + { + "left": "issue:39692", + "right": "issue:43873", + "accept": false, + "reason": "Documentation/model mismatch and quantization example errors are not the same as general offloading-with-quantization behavior." + }, + { + "left": "issue:44625", + "right": "issue:45479", + "accept": false, + "reason": "Config propagation for Qwen3.5 num_labels is a different bug than zero-loss classification behavior." + }, + { + "left": "issue:45356", + "right": "issue:45907", + "accept": false, + "reason": "Tokenizer codec/regression issue is unrelated to list_repo_files missing the revision argument." + }, + { + "left": "issue:43596", + "right": "issue:44220", + "accept": false, + "reason": "DeepSpeed/BertModel init failure is unrelated to fbank feature extraction." + }, + { + "left": "issue:43994", + "right": "issue:44671", + "accept": false, + "reason": "Different models and outcomes: SigLIP2 nonsensical predictions vs CamemBERT MLM regression." + }, + { + "left": "issue:44220", + "right": "issue:44661", + "accept": false, + "reason": "Audio feature extraction bug is not the same as add-new-model-like failing in TOKENIZER_MAPPING_NAMES." + }, + { + "left": "issue:43720", + "right": "issue:43819", + "accept": false, + "reason": "Packed-weight loading in BitNet is unrelated to DAC from_latents vs forward mismatch." + }, + { + "left": "issue:30064", + "right": "issue:36010", + "accept": false, + "reason": "Image processor segmentation-map failure is unrelated to GenerationMixin import error." + }, + { + "left": "issue:43746", + "right": "issue:46050", + "accept": false, + "reason": "Local checkpoint loading with PEFT adapters is a different failure from quantized sinq save/load breakage." + } + ] + }, + "evaluator_result": 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": 15, + "review_unit_count": 49, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-413", + "nodes": [ + "issue:30064", + "issue:36331", + "issue:42915", + "issue:43295", + "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:43746", + "issue:43756", + "issue:43782", + "issue:43818", + "issue:43819", + "issue:43873", + "issue:43950", + "issue:44008", + "issue:44062", + "issue:44077", + "issue:44186", + "issue:44448", + "issue:44488", + "issue:44625", + "issue:44671", + "issue:44811", + "issue:44821", + "issue:44843", + "issue:44877", + "issue:44898", + "issue:44977", + "issue:45072", + "issue:45081", + "issue:45084", + "issue:45183", + "issue:45381", + "issue:45479", + "issue:45834", + "issue:45987", + "issue:46032" + ], + "soft_pairs": [ + "issue:43540|issue:44008", + "issue:43653|issue:43720", + "issue:43618|issue:43697", + "issue:44077|issue:44625", + "issue:45183|issue:45479", + "issue:42915|issue:43746", + "issue:43388|issue:46032", + "issue:43550|issue:45072", + "issue:43335|issue:43756", + "issue:43716|issue:44008", + "issue:43550|issue:43819", + "issue:43295|issue:45834", + "issue:43746|issue:43873", + "issue:43950|issue:45987", + "issue:44186|issue:44898", + "issue:44062|issue:44488", + "issue:43653|issue:43819", + "issue:44843|issue:45081", + "issue:43531|issue:43643", + "issue:43540|issue:45381", + "issue:43643|issue:44877", + "issue:44448|issue:44671", + "issue:43577|issue:43818", + "issue:43421|issue:44811", + "issue:43782|issue:44977", + "issue:30064|issue:36331", + "issue:44821|issue:45084" + ], + "prepared_review_unit_hash": "0e406e0cd47300d3dc0101f64d3f9955c9c6e1ef9d460ad1a136ba96900f8636", + "component_budget": { + "node_count": 413, + "item_count": 413, + "soft_pair_count": 1541, + "serialized_chars": 795721, + "estimated_input_tokens": 198931, + "estimated_eval_tokens": 398118 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 27, + "serialized_chars": 35660, + "estimated_input_tokens": 8915, + "estimated_eval_tokens": 18086 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This set is highly heterogeneous: the items span unrelated tokenizer, config, cache, multimodal, quantization, and model-specific regressions. None of the soft pairs look like true duplicates or mergeable PR-equivalents.", + "confidence": 0.83, + "canonical_issue_reason": "issue:43873 has the strongest triage signal in the set (most discussion and inbound references), but the cluster itself is too mixed to represent a single underlying bug cleanly.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43873 is the most suitable representative purely by activity/impact, though it is not semantically aligned with most of the other issues.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43540", + "right": "issue:44008", + "accept": false, + "reason": "Different models and different failure modes: Qwen3OmniMoe video input validation vs Gemma3n audio_mel_mask name collision." + }, + { + "left": "issue:43653", + "right": "issue:43720", + "accept": false, + "reason": "Tokenizer special-token registration bug vs BitNet packed-weight unpacking during accelerate loading; unrelated code paths." + }, + { + "left": "issue:43618", + "right": "issue:43697", + "accept": false, + "reason": "CLIP output field regression vs RTDetrV2 output drift in v5; similar symptom class, but not the same bug." + }, + { + "left": "issue:44077", + "right": "issue:44625", + "accept": false, + "reason": "Both involve config propagation, but they affect different models and different fields; not the same underlying issue." + }, + { + "left": "issue:45183", + "right": "issue:45479", + "accept": false, + "reason": "Input validation XOR logic vs degenerate loss computation for num_labels=1; distinct bugs." + }, + { + "left": "issue:42915", + "right": "issue:43746", + "accept": false, + "reason": "FineGrainedFP8 quantized loading failure vs PEFT adapter local-checkpoint loading; different loading mechanisms and failures." + }, + { + "left": "issue:43388", + "right": "issue:46032", + "accept": false, + "reason": "Distributed metric gathering label truncation vs cache seq_len correctness in Mamba2Mixer; unrelated subsystems." + }, + { + "left": "issue:43550", + "right": "issue:45072", + "accept": false, + "reason": "torch.compile/SDPA failure in Bamba vs bfloat16 dtype mismatch in SwitchTransformers/TimmWrapperModel; not the same code path." + }, + { + "left": "issue:43335", + "right": "issue:43756", + "accept": false, + "reason": "Sparse-layer construction bug vs RoPE layer dropping in Smollm3; both architecture/config issues, but different defects." + }, + { + "left": "issue:43716", + "right": "issue:44008", + "accept": false, + "reason": "Image-preprocessor/model dtype mismatch vs Gemma3n variable collision; unrelated failures." + }, + { + "left": "issue:43550", + "right": "issue:43819", + "accept": false, + "reason": "Different models and different problems: SDPA/compile vs DAC from_latents forward mismatch." + }, + { + "left": "issue:43295", + "right": "issue:45834", + "accept": false, + "reason": "processor.tokenizer regression vs long-OCR index error in Kosmos2.5; different inputs and failure mechanisms." + }, + { + "left": "issue:43746", + "right": "issue:43873", + "accept": false, + "reason": "PEFT checkpoint loading vs offloading with quantization; both loading-related, but not the same bug." + }, + { + "left": "issue:43950", + "right": "issue:45987", + "accept": false, + "reason": "Non-persistent buffer corruption on from_pretrained vs cache length return type contract; unrelated." + }, + { + "left": "issue:44186", + "right": "issue:44898", + "accept": false, + "reason": "Tokenizer padding/truncation crash vs Perceiver image classification resolution handling; different model families and paths." + }, + { + "left": "issue:44062", + "right": "issue:44488", + "accept": false, + "reason": "AddedToken constructor keyword collision vs model loading failure for cjvt/sleng-bert; both tokenizer-related, but not the same issue." + }, + { + "left": "issue:43653", + "right": "issue:43819", + "accept": false, + "reason": "BigBirdTokenizer special-token registration bug vs DAC latent decoding mismatch; unrelated." + }, + { + "left": "issue:44843", + "right": "issue:45081", + "accept": false, + "reason": "Same helper function, but different root causes: offline hub call vs missing backend_tokenizer attribute." + }, + { + "left": "issue:43531", + "right": "issue:43643", + "accept": false, + "reason": "Sliding-window bug in Qwen3-MoE vs trust_remote_code config field loss; distinct code paths." + }, + { + "left": "issue:43540", + "right": "issue:45381", + "accept": false, + "reason": "Both are Qwen multimodal issues, but one is video input handling and the other is Qwen2.5-VL vision_position_ids; not a duplicate." + }, + { + "left": "issue:43643", + "right": "issue:44877", + "accept": false, + "reason": "Config field loss with trust_remote_code vs strict config blocking granite_speech loading; related area, different regressions." + }, + { + "left": "issue:44448", + "right": "issue:44671", + "accept": false, + "reason": "Different model regressions (Pegasus vs CamemBERT) and different outputs; not mergeable as one bug." + }, + { + "left": "issue:43577", + "right": "issue:43818", + "accept": false, + "reason": "Blip2 dtype propagation issue vs Video-LLaVA missing temporal attention/shared weights; unrelated." + }, + { + "left": "issue:43421", + "right": "issue:44811", + "accept": false, + "reason": "Runtime post-processor update bug vs Whisper batch_decode skip_special_tokens behavior; different tokenizer/processor layers." + }, + { + "left": "issue:43782", + "right": "issue:44977", + "accept": false, + "reason": "Qwen3VL weight-only load error vs Qwen3.5 flash-attention generation issue; different failure points." + }, + { + "left": "issue:30064", + "right": "issue:36331", + "accept": false, + "reason": "Image segmentation map processing vs CustomTrainer compute_loss signature break; completely unrelated." + }, + { + "left": "issue:44821", + "right": "issue:45084", + "accept": false, + "reason": "AutoImageProcessor URL loading vs template-node compilation error; unrelated features." + } + ] + }, + "evaluator_result": 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": 49, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-413", + "nodes": [ + "issue:28218", + "issue:29159", + "issue:34634", + "issue:36010", + "issue:39692", + "issue:42175", + "issue:43262", + "issue:43322", + "issue:43404", + "issue:43452", + "issue:43526", + "issue:43577", + "issue:43582", + "issue:43606", + "issue:43650", + "issue:43697", + "issue:43720", + "issue:43782", + "issue:43819", + "issue:43825", + "issue:43827", + "issue:43906", + "issue:43994", + "issue:44060", + "issue:44186", + "issue:44368", + "issue:44442", + "issue:44479", + "issue:44485", + "issue:44509", + "issue:44561", + "issue:44610", + "issue:44671", + "issue:44805", + "issue:44857", + "issue:44936", + "issue:44991", + "issue:45020", + "issue:45072", + "issue:45081", + "issue:45084", + "issue:45406", + "issue:45538", + "issue:45584", + "issue:45685", + "issue:45701", + "issue:45834" + ], + "soft_pairs": [ + "issue:43322|issue:45685", + "issue:39692|issue:45834", + "issue:44561|issue:45020", + "issue:44485|issue:44509", + "issue:45584|issue:45834", + "issue:44479|issue:45834", + "issue:43825|issue:43994", + "issue:43606|issue:45072", + "issue:44186|issue:44442", + "issue:43825|issue:43827", + "issue:43577|issue:43582", + "issue:44805|issue:44936", + "issue:34634|issue:36010", + "issue:28218|issue:29159", + "issue:43452|issue:44991", + "issue:44610|issue:45072", + "issue:43720|issue:45072", + "issue:42175|issue:45081", + "issue:43404|issue:43782", + "issue:45081|issue:45406", + "issue:43582|issue:44857", + "issue:43650|issue:43906", + "issue:44671|issue:45701", + "issue:43262|issue:43819", + "issue:43526|issue:43697", + "issue:44060|issue:44368", + "issue:45084|issue:45538" + ], + "prepared_review_unit_hash": "7c821e15ac41cdbfbec239837890fb0ecc4eeb5e004d50f9bbc20939c18d095e", + "component_budget": { + "node_count": 413, + "item_count": 413, + "soft_pair_count": 1541, + "serialized_chars": 795721, + "estimated_input_tokens": 198931, + "estimated_eval_tokens": 398118 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 27, + "serialized_chars": 35371, + "estimated_input_tokens": 8843, + "estimated_eval_tokens": 17942 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The set is mostly heterogeneous. The soft pairs share broad subsystems or release-era regressions, but none look like the same concrete bug/change closely enough to merge. I would not accept any soft edges; the best umbrella issue is the broad tokenizer-regression report.", + "confidence": 0.39, + "canonical_issue_reason": "issue:45701 is the broadest umbrella-like report here ('transformers version changes the tokenization') and has inbound references, so it is the best canonical issue candidate even though the nearby items are not true duplicates.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45701 is the most representative open issue for the cluster\u2019s recurring tokenizer/version-regression theme and is broad enough to subsume related reports better than the more symptom-specific tickets.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43322", + "right": "issue:45685", + "accept": false, + "reason": "Both are crashes, but one is a Llava Next loading segfault and the other is an MPS int-histogram TypeError; different code paths and causes." + }, + { + "left": "issue:39692", + "right": "issue:45834", + "accept": false, + "reason": "SigLIP2 docs/example failures vs Kosmos2.5 long-input index errors are unrelated issues." + }, + { + "left": "issue:44561", + "right": "issue:45020", + "accept": false, + "reason": "Both mention remote_code breakage, but 44561 is a specific helper-removal regression while 45020 is a broad report of recent-version breakage." + }, + { + "left": "issue:44485", + "right": "issue:44509", + "accept": false, + "reason": "GLM-5 RoPE implementation discussion and v5 pipeline-doc removals are different problems." + }, + { + "left": "issue:45584", + "right": "issue:45834", + "accept": false, + "reason": "Whisper empty-transcription handling after align_special_tokens is not the same bug as Kosmos2.5 OCR long-input indexing." + }, + { + "left": "issue:44479", + "right": "issue:45834", + "accept": false, + "reason": "A video-input regression across Qwen models is unrelated to the OCR long-input index error." + }, + { + "left": "issue:43825", + "right": "issue:43994", + "accept": false, + "reason": "One is an error-message regression about removed pipeline tasks; the other is a SigLIP2 model/pipeline mismatch with quantization failure." + }, + { + "left": "issue:43606", + "right": "issue:45072", + "accept": false, + "reason": "CPU offload device mismatch for Bark-small and bfloat16 dtype mismatches in inference are different failures." + }, + { + "left": "issue:44186", + "right": "issue:44442", + "accept": false, + "reason": "Both are tokenizer-related, but they hit different models and different failures: LayoutLMv2 NER/padding crashes vs FastSpeech2Conformer tokenizer loading." + }, + { + "left": "issue:43825", + "right": "issue:43827", + "accept": false, + "reason": "These are related by the v5 pipeline-removal theme, but one is runtime messaging and the other is docs cleanup, not the same underlying bug." + }, + { + "left": "issue:43577", + "right": "issue:43582", + "accept": false, + "reason": "Blip2 dtype loading bug and AppleSilicon caching_allocator_warmup TypeError are unrelated." + }, + { + "left": "issue:44805", + "right": "issue:44936", + "accept": false, + "reason": "Mask/index shape mismatch and trainer.evaluate() failing after train() are different training/runtime issues." + }, + { + "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": "Both concern tokenizer behavior, but the titles point to different symptom descriptions and no shared concrete failing path is evident." + }, + { + "left": "issue:43452", + "right": "issue:44991", + "accept": false, + "reason": "gguf_file handling breaking from_pretrained is a different issue from a specific tokenizer load failure for EMBEDDIA/est-roberta." + }, + { + "left": "issue:44610", + "right": "issue:45072", + "accept": false, + "reason": "OmDet-Turbo input-size mismatch is unrelated to bfloat16 dtype mismatches." + }, + { + "left": "issue:43720", + "right": "issue:45072", + "accept": false, + "reason": "Packed-weight unpacking during accelerate loading is a different bug from inference dtype mismatches." + }, + { + "left": "issue:42175", + "right": "issue:45081", + "accept": false, + "reason": "Backend-install dependency coverage and Mistral regex patch crashes are unrelated." + }, + { + "left": "issue:43404", + "right": "issue:43782", + "accept": false, + "reason": "Mistral3 tied-weight bug and Qwen3VL weight_only loading error are different model-specific issues." + }, + { + "left": "issue:45081", + "right": "issue:45406", + "accept": false, + "reason": "Different AttributeErrors in different components: tokenizer regex patching vs Gemma4Processor serving." + }, + { + "left": "issue:43582", + "right": "issue:44857", + "accept": false, + "reason": "AppleSilicon warmup TypeError and CUDA float16 loss crashes are unrelated." + }, + { + "left": "issue:43650", + "right": "issue:43906", + "accept": false, + "reason": "A placeholder 'ADD THE DATA' issue and an isolated reproduction of another issue are not duplicates." + }, + { + "left": "issue:44671", + "right": "issue:45701", + "accept": false, + "reason": "CamemBERT masked-LM prediction regression and a general tokenization-change report share a theme but not the same concrete bug." + }, + { + "left": "issue:43262", + "right": "issue:43819", + "accept": false, + "reason": "Audio chat-template sampling-rate defaults and DAC from_latents/forward mismatch are unrelated." + }, + { + "left": "issue:43526", + "right": "issue:43697", + "accept": false, + "reason": "BeitImageProcessorFast reduce_labels bug and RTDetrV2 v5 output differences are different model behaviors." + }, + { + "left": "issue:44060", + "right": "issue:44368", + "accept": false, + "reason": "Both involve Qwen weight-tying warnings, but one is a wrong tied-weights mapping and the other is a repeated warning during LoRA fine-tuning." + }, + { + "left": "issue:45084", + "right": "issue:45538", + "accept": false, + "reason": "Non-template-node compilation error and CLIPTokenizer max-length bug are unrelated." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 17, + "review_unit_index": 17, + "review_unit_count": 49, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-413", + "nodes": [ + "issue:34567", + "issue:34634", + "issue:36010", + "issue:36331", + "issue:38175", + "issue:39692", + "issue:40990", + "issue:42490", + "issue:43257", + "issue:43262", + "issue:43329", + "issue:43450", + "issue:43454", + "issue:43526", + "issue:43531", + "issue:43550", + "issue:43577", + "issue:43606", + "issue:43638", + "issue:43643", + "issue:43644", + "issue:43645", + "issue:43653", + "issue:43720", + "issue:43742", + "issue:43746", + "issue:43749", + "issue:43819", + "issue:43854", + "issue:43927", + "issue:44291", + "issue:44479", + "issue:44554", + "issue:44568", + "issue:44589", + "issue:44610", + "issue:44811", + "issue:44912", + "issue:44936", + "issue:44977", + "issue:45020", + "issue:45042", + "issue:45356", + "issue:45459", + "issue:45600", + "issue:45759", + "issue:45803", + "issue:45859" + ], + "soft_pairs": [ + "issue:43653|issue:44912", + "issue:43742|issue:45020", + "issue:43329|issue:45600", + "issue:43638|issue:44936", + "issue:45459|issue:45803", + "issue:43644|issue:43749", + "issue:44589|issue:45042", + "issue:43746|issue:44811", + "issue:43550|issue:44912", + "issue:43819|issue:43927", + "issue:38175|issue:44610", + "issue:36010|issue:43645", + "issue:39692|issue:44912", + "issue:43854|issue:44977", + "issue:34634|issue:36331", + "issue:43526|issue:44554", + 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"analyst_result": { + "summary": "The cluster is mostly heterogeneous: the soft pairs share broad themes like loading, processors, or multimodal/video code, but they do not look like the same underlying bug/change. No soft edge should be merged.", + "confidence": 0.66, + "canonical_issue_reason": "Issue 43749 is the strongest umbrella candidate: it is a core loading regression, has the highest discussion/inbound-reference signal in this set, and is the most broadly representative issue among the heterogeneous candidates.", + "canonical_pr_reason": null, + "best_issue_reason": "43749 is the best single issue anchor for this cluster because it has the clearest downstream impact and the strongest evidence footprint; the rest are mostly unrelated symptom reports in adjacent subsystems.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43653", + "right": "issue:44912", + "accept": false, + "reason": "Tokenizer special-token registration and MXFP4 quantization fallback are unrelated bugs in different paths." + }, + { + "left": "issue:43742", + "right": "issue:45020", + "accept": false, + "reason": "A MobileLLM load key error is not the same concrete regression as the broad remote_code breakage report." + }, + { + "left": "issue:43329", + "right": "issue:45600", + "accept": false, + "reason": "Undefined video-helper usage in multimodal token counting is unrelated to stale auto_mappings config references." + }, + { + "left": "issue:43638", + "right": "issue:44936", + "accept": false, + "reason": "Zero3 index errors during training and evaluate-after-train failure are different trainer problems." + }, + { + "left": "issue:45459", + "right": "issue:45803", + "accept": false, + "reason": "Both involve exception handling, but they are separate tokenizer/conversion code paths with different failure modes." + }, + { + "left": "issue:43644", + "right": "issue:43749", + "accept": false, + "reason": "Non-persistent buffer junk and FSDP RAM-efficient loading are different loading regressions." + }, + { + "left": "issue:44589", + "right": "issue:45042", + "accept": false, + "reason": "Float8 storage lookup failure is unrelated to the torchvision dependency issue in PIL image processors." + }, + { + "left": "issue:43746", + "right": "issue:44811", + "accept": false, + "reason": "Local checkpoint loading with PEFT adapters is not the same as Whisper batch_decode ignoring skip_special_tokens." + }, + { + "left": "issue:43550", + "right": "issue:44912", + "accept": false, + "reason": "torch.compile+SDPA failure and MXFP4 quantization fallback affect different model execution paths." + }, + { + "left": "issue:43819", + "right": "issue:43927", + "accept": false, + "reason": "DAC latent reconstruction mismatch and DiaConfig save/load token-ID loss are separate model/config bugs." + }, + { + "left": "issue:38175", + "right": "issue:44610", + "accept": false, + "reason": "Unexpected zero probabilities and wrong processor image size are different model-vs-processor issues." + }, + { + "left": "issue:36010", + "right": "issue:43645", + "accept": false, + "reason": "GenerationMixin import failure is unrelated to notebook custom-model initialization breaking in v5." + }, + { + "left": "issue:39692", + "right": "issue:44912", + "accept": false, + "reason": "Broken documentation example and quantization fallback are not the same underlying bug." + }, + { + "left": "issue:43854", + "right": "issue:44977", + "accept": false, + "reason": "GLM-4.7-Flash unit-test loading issues do not match the Qwen3.5 flash-attention generation regression." + }, + { + "left": "issue:34634", + "right": "issue:36331", + "accept": false, + "reason": "BarkProcessor voice_preset behavior and CustomTrainer.compute_loss kwargs are unrelated." + }, + { + "left": "issue:43526", + "right": "issue:44554", + "accept": false, + "reason": "BeitImageProcessorFast label reduction and MPS attention correctness are separate code paths." + }, + { + "left": "issue:43720", + "right": "issue:44610", + "accept": false, + "reason": "BitNet packed-weight loading and OmDet processor output shape are different failures." + }, + { + "left": "issue:43454", + "right": "issue:43577", + "accept": false, + "reason": "AyaVision weight tying and Blip2 dtype propagation are distinct model-loading bugs." + }, + { + "left": "issue:43749", + "right": "issue:44291", + "accept": false, + "reason": "Both are loading-related, but one is FSDP RAM-efficient loading and the other is init_empty_weights argument handling." + }, + { + "left": "issue:43531", + "right": "issue:45042", + "accept": false, + "reason": "Qwen3-MoE sliding_window behavior is unrelated to PIL backend torchvision requirements." + }, + { + "left": "issue:36010", + "right": "issue:36331", + "accept": false, + "reason": "Importing GenerationMixin and custom compute_loss kwargs are unrelated trainer/API issues." + }, + { + "left": "issue:43257", + "right": "issue:43329", + "accept": false, + "reason": "Qwen3 MoE weight conversion under accelerate/deepspeed is unrelated to undefined video-token helper functions." + }, + { + "left": "issue:43262", + "right": "issue:44811", + "accept": false, + "reason": "Audio chat-template sampling-rate defaults and Whisper batch_decode skip_special_tokens are different processor bugs." + }, + { + "left": "issue:43643", + "right": "issue:45759", + "accept": false, + "reason": "Missing fields with trust_remote_code and composite-config unwrapping are adjacent but distinct config-loading bugs." + }, + { + "left": "issue:44568", + "right": "issue:45356", + "accept": false, + "reason": "Tokenizer special-token insertion and Kimi codec/regex regression are separate tokenizer issues." + }, + { + "left": "issue:42490", + "right": "issue:43257", + "accept": false, + "reason": "Slash-path import warnings and Qwen3 MoE weight conversion are unrelated loading problems." + }, + { + "left": "issue:43329", + "right": "issue:43450", + "accept": false, + "reason": "Video token-count helper errors and batched video processor shape issues are different bugs." + }, + { + "left": "issue:43329", + "right": "issue:44479", + "accept": false, + "reason": "The former is a specific token-counting implementation bug; the latter is a broader video-input regression with different symptoms." + }, + { + "left": "issue:34567", + "right": "issue:40990", + "accept": false, + "reason": "TrainerState token counters and GPT-OSS perplexity are unrelated training/evaluation issues." + }, + { + "left": "issue:43606", + "right": "issue:45859", + "accept": false, + "reason": "Bark CPU offload device mismatch and Qwen3_Moe rotary-embedding CPU offload incompatibility are different model-specific 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": 49, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-413", + "nodes": [ + "issue:24643", + "issue:29159", + "issue:33357", + "issue:34567", + "issue:36331", + "issue:38175", + "issue:41720", + "issue:42915", + "issue:43257", + "issue:43317", + "issue:43404", + "issue:43452", + "issue:43540", + "issue:43577", + "issue:43582", + "issue:43696", + "issue:43697", + "issue:43742", + "issue:43756", + "issue:43906", + "issue:43927", + "issue:43931", + "issue:44062", + "issue:44291", + "issue:44479", + "issue:44560", + "issue:44568", + "issue:44737", + "issue:44821", + "issue:44849", + "issue:44898", + "issue:44912", + "issue:44987", + "issue:44991", + "issue:45042", + "issue:45072", + "issue:45137", + "issue:45357", + "issue:45381", + "issue:45405", + "issue:45488", + "issue:45538", + "issue:45588", + "issue:45701", + "issue:45823", + "issue:45907", + "issue:45987" + ], + "soft_pairs": [ + "issue:44568|issue:45488", + "issue:44849|issue:45701", + "issue:29159|issue:34567", + "issue:43697|issue:45357", + "issue:43257|issue:43931", + "issue:43452|issue:43582", + "issue:44291|issue:45042", + "issue:42915|issue:43742", + "issue:41720|issue:43540", + "issue:33357|issue:34567", + "issue:42915|issue:44821", + "issue:43927|issue:44912", + "issue:44479|issue:45381", + "issue:42915|issue:45538", + "issue:44987|issue:45538", + "issue:43540|issue:44479", + "issue:44987|issue:45907", + "issue:43317|issue:45538", + "issue:43540|issue:44560", + "issue:43577|issue:45072", + "issue:45137|issue:45405", + "issue:44737|issue:45588", + "issue:38175|issue:44898", + "issue:24643|issue:29159", + "issue:43404|issue:45987", + "issue:43742|issue:44291", + "issue:44062|issue:44991", + "issue:43257|issue:43756", + "issue:43257|issue:43696", + "issue:43540|issue:45823", + "issue:43906|issue:45381", + "issue:34567|issue:36331" + ], + "prepared_review_unit_hash": "bcc99121bd027581d54df12a7eb317e8cb5288797bbe0cd51518c1a76204acad", + "component_budget": { + "node_count": 413, + "item_count": 413, + "soft_pair_count": 1541, + "serialized_chars": 795721, + "estimated_input_tokens": 198931, + "estimated_eval_tokens": 398118 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 32, + "serialized_chars": 36786, + "estimated_input_tokens": 9197, + "estimated_eval_tokens": 18650 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is heterogeneous: mostly unrelated Transformer bugs across tokenization, model loading, quantization, training, and video/vision paths. The soft-similarity links look like false positives, so no edges are accepted. No PRs are present.", + "confidence": 0.82, + "canonical_issue_reason": "issue:45488 is the clearest concrete regression in the set: a tokenizer-behavior change in v5 with a specific model-family impact and inbound references.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45488 is the best overall representative because it is concrete, user-facing, and broadly impactful compared with the more niche or one-off failures elsewhere in the cluster.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44568", + "right": "issue:45488", + "accept": false, + "reason": "Both concern tokenization, but one is missing BOS/EOS insertion while the other is a Llama tokenizer backend override; different root causes and fixes." + }, + { + "left": "issue:44849", + "right": "issue:45701", + "accept": false, + "reason": "One is an output_hidden_states bug in Qwen3.5; the other is a broad tokenization-change complaint. Not the same concrete defect." + }, + { + "left": "issue:29159", + "right": "issue:34567", + "accept": false, + "reason": "Tokenizer slow/fast inconsistency and TrainerState token-count tracking are unrelated subsystems." + }, + { + "left": "issue:43697", + "right": "issue:45357", + "accept": false, + "reason": "RTDetrV2 output differences and Qwen3.5 save_pretrained key issues are different model-specific bugs." + }, + { + "left": "issue:43257", + "right": "issue:43931", + "accept": false, + "reason": "Qwen3 MOE weight conversion with accelerate+deepspeed is unrelated to Qwen3-VL weight-shape mismatch." + }, + { + "left": "issue:43452", + "right": "issue:43582", + "accept": false, + "reason": "Tokenizer/model loading via gguf_file and an Apple Silicon allocator TypeError are unrelated failures." + }, + { + "left": "issue:44291", + "right": "issue:45042", + "accept": false, + "reason": "init_empty_weights argument handling and PIL image processor torchvision dependency checks are different code paths." + }, + { + "left": "issue:42915", + "right": "issue:43742", + "accept": false, + "reason": "FineGrainedFP8Config failure for Qwen3Moe and a MobileLLM key error do not share a concrete bug." + }, + { + "left": "issue:41720", + "right": "issue:43540", + "accept": false, + "reason": "Auto device mapping cudaErrorAssert and Qwen3OmniMoe video-input ValueError are unrelated." + }, + { + "left": "issue:33357", + "right": "issue:34567", + "accept": false, + "reason": "MacOS bus error on CLIP and TrainerState token tracking are not the same issue." + }, + { + "left": "issue:42915", + "right": "issue:44821", + "accept": false, + "reason": "Qwen3Moe FP8 loading and AutoImageProcessor-from-URL loading are different problems." + }, + { + "left": "issue:43927", + "right": "issue:44912", + "accept": false, + "reason": "DiaConfig token-ID persistence and MXFP4 quantization fallback are unrelated." + }, + { + "left": "issue:44479", + "right": "issue:45381", + "accept": false, + "reason": "Both involve Qwen video regressions, but one is a multi-model v5.3 regression and the other is a specific qwen2.5-vl vision_position_ids bug; not clearly the same fix." + }, + { + "left": "issue:42915", + "right": "issue:45538", + "accept": false, + "reason": "Qwen3Moe FP8 config failure and CLIPTokenizer max-length behavior are unrelated." + }, + { + "left": "issue:44987", + "right": "issue:45538", + "accept": false, + "reason": "A model-loading failure for physical-intelligence/fast is unrelated to CLIPTokenizer's huge max_length value." + }, + { + "left": "issue:43540", + "right": "issue:44479", + "accept": false, + "reason": "Both mention video inputs, but they target different Qwen model families and different failure modes." + }, + { + "left": "issue:44987", + "right": "issue:45907", + "accept": false, + "reason": "Tokenizer/model loading and list_repo_files revision forwarding are unrelated." + }, + { + "left": "issue:43317", + "right": "issue:45538", + "accept": false, + "reason": "Device-map/offload loading failure and tokenizer max_length are unrelated." + }, + { + "left": "issue:43540", + "right": "issue:44560", + "accept": false, + "reason": "Qwen3OmniMoe video ValueError and Qwen3-vl-embedding StopIteration are different bugs in different model paths." + }, + { + "left": "issue:43577", + "right": "issue:45072", + "accept": false, + "reason": "Both are dtype-related, but they affect different models and symptom surfaces; not a single code-path bug." + }, + { + "left": "issue:45137", + "right": "issue:45405", + "accept": false, + "reason": "DeepSpeed ZeRO3 deque error and a PEFT version bump are unrelated." + }, + { + "left": "issue:44737", + "right": "issue:45588", + "accept": false, + "reason": "XLNet CPU tensor creation and flash_attention's s_aux=None crash are separate issues." + }, + { + "left": "issue:38175", + "right": "issue:44898", + "accept": false, + "reason": "Unexpected zero probabilities in Siglip2 and Perceiver interpolation failure are different vision-model bugs." + }, + { + "left": "issue:24643", + "right": "issue:29159", + "accept": false, + "reason": "DeepSpeed weight dimensionality and tokenizer slow/fast inconsistency are unrelated." + }, + { + "left": "issue:43404", + "right": "issue:45987", + "accept": false, + "reason": "Mistral3 lm_head tying and StaticCache.get_seq_length return type are unrelated." + }, + { + "left": "issue:43742", + "right": "issue:44291", + "accept": false, + "reason": "MobileLLM loading key errors and init_empty_weights argument handling do not point to the same defect." + }, + { + "left": "issue:44062", + "right": "issue:44991", + "accept": false, + "reason": "AddedToken special-argument duplication and tokenizer loading for EMBEDDIA/est-roberta are too different to merge confidently." + }, + { + "left": "issue:43257", + "right": "issue:43756", + "accept": false, + "reason": "Qwen3 MOE weight conversion and Smollm3 RoPE-layer dropping are unrelated." + }, + { + "left": "issue:43257", + "right": "issue:43696", + "accept": false, + "reason": "A loading/conversion bug and a CUDA OOM report are not the same underlying problem." + }, + { + "left": "issue:43540", + "right": "issue:45823", + "accept": false, + "reason": "Qwen3OmniMoe video-input errors and Gemma4 PLE device mismatch are different model/runtime bugs." + }, + { + "left": "issue:43906", + "right": "issue:45381", + "accept": false, + "reason": "An isolated reproduction of another issue is not the same as the qwen2.5-vl video-position-id regression." + }, + { + "left": "issue:34567", + "right": "issue:36331", + "accept": false, + "reason": "TrainerState token counting and CustomTrainer.compute_loss signature incompatibility are related to training, but they are distinct bugs with different fixes." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 17, + "review_unit_index": 19, + "review_unit_count": 49, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-413", + "nodes": [ + "issue:28282", + "issue:29127", + "issue:34689", + "issue:36010", + "issue:41762", + "issue:42175", + "issue:43452", + "issue:43493", + "issue:43526", + "issue:43531", + "issue:43577", + "issue:43582", + "issue:43643", + "issue:43646", + "issue:43697", + "issue:43720", + "issue:43742", + "issue:43749", + "issue:43756", + "issue:43824", + "issue:43994", + "issue:44062", + "issue:44291", + "issue:44488", + "issue:44514", + "issue:44589", + "issue:44625", + "issue:44756", + "issue:44792", + "issue:44821", + "issue:44877", + "issue:44898", + "issue:44913", + "issue:44936", + "issue:44964", + "issue:44977", + "issue:45042", + "issue:45081", + "issue:45216", + "issue:45325", + "issue:45357", + "issue:45375", + "issue:45381", + "issue:45405", + "issue:45479", + "issue:45600", + "issue:45920", + "issue:46121" + ], + "soft_pairs": [ + "issue:44913|issue:46121", + "issue:44062|issue:45081", + "issue:43646|issue:43749", + "issue:36010|issue:42175", + "issue:43749|issue:44756", + "issue:43493|issue:43994", + "issue:42175|issue:43824", + "issue:44291|issue:44821", + "issue:45357|issue:45920", + "issue:44792|issue:44964", + "issue:43452|issue:44488", + "issue:45042|issue:45081", + "issue:28282|issue:34689", + "issue:43643|issue:45375", + "issue:43742|issue:44589", + "issue:43526|issue:45479", + "issue:45405|issue:45600", + "issue:43756|issue:45325", + "issue:43531|issue:44821", + "issue:43697|issue:45216", + "issue:28282|issue:29127", + "issue:43582|issue:44977", + "issue:43720|issue:44898", + "issue:44514|issue:45381", + "issue:41762|issue:44936", + "issue:44625|issue:44877", + "issue:43452|issue:43577" + ], + "prepared_review_unit_hash": "3f6b24b5b62a5d31ae35c0d7cc6402b904cc747373f7c881d004ebfc289b3e1e", + "component_budget": { + "node_count": 413, + "item_count": 413, + "soft_pair_count": 1541, + "serialized_chars": 795721, + "estimated_input_tokens": 198931, + "estimated_eval_tokens": 398118 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 27, + "serialized_chars": 36153, + "estimated_input_tokens": 9039, + "estimated_eval_tokens": 18334 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "Mostly a grab bag of distinct Transformers bug reports; only the SigLIP2 pair looks like the same underlying regression. No PRs are present in the cluster.", + "confidence": 0.78, + "canonical_issue_reason": "issue:43493 is the clearest root-cause-style report for the one likely duplicate pair, describing SigLIP2 outputs diverging from the reference JAX implementation.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45920 is the broadest open regression report in the set, spanning multiple models and likely offering the most reusable signal for the cluster.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44913", + "right": "issue:46121", + "accept": false, + "reason": "Both involve rope/config parameter handling, but one is reload defaulting and the other is a JSON list type error; different code paths." + }, + { + "left": "issue:44062", + "right": "issue:45081", + "accept": false, + "reason": "Tokenizer construction error vs Mistral regex patch crash; unrelated failure modes." + }, + { + "left": "issue:43646", + "right": "issue:43749", + "accept": false, + "reason": "Generic trust_remote_code config field loss and FSDP CPU RAM loading are different subsystems." + }, + { + "left": "issue:36010", + "right": "issue:42175", + "accept": false, + "reason": "Importing GenerationMixin and missing TensorFlow backend are unrelated dependency/import issues." + }, + { + "left": "issue:43749", + "right": "issue:44756", + "accept": false, + "reason": "Both touch loading/memory, but one is FSDP CPU RAM efficient loading and the other is Strix Halo mmap OOM; not the same bug." + }, + { + "left": "issue:43493", + "right": "issue:43994", + "accept": true, + "reason": "Both are SigLIP2 correctness regressions: one reports divergence from the reference implementation, the other nonsensical outputs from AutoModel/pipeline." + }, + { + "left": "issue:42175", + "right": "issue:43824", + "accept": false, + "reason": "Packaging/backend selection for TensorFlow vs missing Qwen2.5-VL class import are unrelated." + }, + { + "left": "issue:44291", + "right": "issue:44821", + "accept": false, + "reason": "init_empty_weights argument handling and AutoImageProcessor URL loading are different bugs." + }, + { + "left": "issue:45357", + "right": "issue:45920", + "accept": false, + "reason": "Qwen3.5 save_pretrained visual-key serialization and tokenizer wrong token IDs are different code paths." + }, + { + "left": "issue:44792", + "right": "issue:44964", + "accept": false, + "reason": "Different multimodal models and symptoms; one is a failed test, the other a model load regression." + }, + { + "left": "issue:43452", + "right": "issue:44488", + "accept": false, + "reason": "gguf_file loader breakage and a specific model load failure are not the same underlying issue." + }, + { + "left": "issue:45042", + "right": "issue:45081", + "accept": false, + "reason": "PIL image processor torchvision dependency regression vs Mistral tokenizer regex patch crash." + }, + { + "left": "issue:28282", + "right": "issue:34689", + "accept": false, + "reason": "PyTorch-missing ImportError and Llama 3.2 Vision loading breakage are unrelated." + }, + { + "left": "issue:43643", + "right": "issue:45375", + "accept": false, + "reason": "Generic missing config fields with trust_remote_code and a specific Qwen3.5 config field dropped by strict mode are not clearly the same bug." + }, + { + "left": "issue:43742", + "right": "issue:44589", + "accept": false, + "reason": "MobileLLM key error and missing Float8 storage object point to different loader/runtime problems." + }, + { + "left": "issue:43526", + "right": "issue:45479", + "accept": false, + "reason": "BEiT reduce_labels behavior and sequence-classification zero-loss semantics are different model/task bugs." + }, + { + "left": "issue:45405", + "right": "issue:45600", + "accept": false, + "reason": "Dependency version bump issue and stale auto_mappings CI break are unrelated maintenance problems." + }, + { + "left": "issue:43756", + "right": "issue:45325", + "accept": false, + "reason": "Both concern RoPE/position handling, but they affect different models and different logic." + }, + { + "left": "issue:43531", + "right": "issue:44821", + "accept": false, + "reason": "Sliding window behavior in Qwen3-MoE and image processor URL loading are unrelated." + }, + { + "left": "issue:43697", + "right": "issue:45216", + "accept": false, + "reason": "RTDetrV2 output drift and Qwen3.5 save_pretrained regression are different failure modes." + }, + { + "left": "issue:28282", + "right": "issue:29127", + "accept": false, + "reason": "PyTorch missing ImportError vs LayoutLMv3 box validation error message; not duplicates." + }, + { + "left": "issue:43582", + "right": "issue:44977", + "accept": false, + "reason": "Apple Silicon allocator TypeError and Qwen3.5 flash-attention generation failure are unrelated." + }, + { + "left": "issue:43720", + "right": "issue:44898", + "accept": false, + "reason": "BitNet packed-weight loading and Perceiver interpolation failure are different model-specific bugs." + }, + { + "left": "issue:44514", + "right": "issue:45381", + "accept": false, + "reason": "Processor batched-template crash and video vision_position_ids bug are both Qwen2.5-VL-related but distinct code paths." + }, + { + "left": "issue:41762", + "right": "issue:44936", + "accept": false, + "reason": "DeepSpeed ZeRO-3 loading IndexError and trainer.evaluate after train() failure are unrelated." + }, + { + "left": "issue:44625", + "right": "issue:44877", + "accept": false, + "reason": "Qwen3.5 num_labels propagation and granite_speech strict config loading are different config issues." + }, + { + "left": "issue:43452", + "right": "issue:43577", + "accept": false, + "reason": "gguf_file loading breakage and BLIP2 dtype propagation are different loader behaviors." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet: 45920 is the broadest open regression by title, the cluster is indeed mostly unrelated issues, and there are no PRs. The soft-edge decisions are conservative overall, with the SigLIP2 pair as the only plausible same-bug match." + }, + "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": 20, + "review_unit_count": 49, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-413", + "nodes": [ + "issue:24643", + "issue:29127", + "issue:29159", + "issue:30064", + "issue:33357", + "issue:33666", + "issue:38175", + "issue:41720", + "issue:42175", + "issue:43295", + "issue:43452", + "issue:43531", + "issue:43550", + "issue:43577", + "issue:43643", + "issue:43653", + "issue:43688", + "issue:43697", + "issue:43742", + "issue:43819", + "issue:43906", + "issue:43927", + "issue:44361", + "issue:44442", + "issue:44464", + "issue:44466", + "issue:44484", + "issue:44493", + "issue:44514", + "issue:44561", + "issue:44568", + "issue:44704", + "issue:44743", + "issue:44811", + "issue:44843", + "issue:44936", + "issue:44938", + "issue:44977", + "issue:44991", + "issue:45005", + "issue:45290", + "issue:45356", + "issue:45440", + "issue:45491", + "issue:45588", + "issue:45823", + "issue:46002", + "issue:46050" + ], + "soft_pairs": [ + "issue:42175|issue:44938", + "issue:43452|issue:44843", + "issue:44514|issue:45290", + "issue:44484|issue:44704", + "issue:24643|issue:29127", + "issue:43819|issue:44811", + "issue:43295|issue:45356", + "issue:44466|issue:45005", + "issue:44936|issue:45823", + "issue:30064|issue:33666", + "issue:43653|issue:44361", + "issue:44361|issue:44442", + "issue:38175|issue:43295", + "issue:43653|issue:44568", + "issue:43577|issue:43697", + "issue:44843|issue:44991", + "issue:44464|issue:44743", + "issue:43643|issue:44561", + "issue:41720|issue:43906", + "issue:44493|issue:46050", + "issue:29159|issue:33357", + "issue:43653|issue:43927", + "issue:43531|issue:43742", + "issue:45491|issue:46002", + "issue:44464|issue:44977", + "issue:43550|issue:43927", + "issue:43577|issue:45588", + "issue:43688|issue:45440", + "issue:43550|issue:44361" + ], + "prepared_review_unit_hash": "fd7ef49cf596a5154ec80ade28edbe983f59cb33dbdbbfb41e00ae65a634d867", + "component_budget": { + "node_count": 413, + "item_count": 413, + "soft_pair_count": 1541, + "serialized_chars": 795721, + "estimated_input_tokens": 198931, + "estimated_eval_tokens": 398118 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 29, + "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 a set of distinct bug reports across tokenizers, processors, model loading, and generation. One likely duplicate pair stands out around tied-weights behavior in v5 serialization/loading; the rest are too loosely related to merge safely.", + "confidence": 0.64, + "canonical_issue_reason": "Issue 45005 is the broader tied-weights regression report in v5 and best captures the shared problem behind the device-dependent lm_head.weight serialization symptom in 44466.", + "canonical_pr_reason": null, + "best_issue_reason": "45005 is the most representative and generalizable report for the tied-weights regression, with 44466 looking like a concrete manifestation of the same underlying issue.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:42175", + "right": "issue:44938", + "accept": false, + "reason": "Unrelated backend/package-install issue vs Python 3.14 import failure." + }, + { + "left": "issue:43452", + "right": "issue:44843", + "accept": false, + "reason": "Both affect loading, but one is gguf/AutoModel loading and the other is an offline-mode Mistral regex patch bug; different causes and fixes." + }, + { + "left": "issue:44514", + "right": "issue:45290", + "accept": false, + "reason": "Both involve apply_chat_template, but they hit different edge cases and code paths." + }, + { + "left": "issue:44484", + "right": "issue:44704", + "accept": false, + "reason": "Save-pretrained shard-size question is unrelated to AutoProcessor cached_file kwargs forwarding." + }, + { + "left": "issue:24643", + "right": "issue:29127", + "accept": false, + "reason": "DeepSpeed training weight-shape error and LayoutLMv3 box-validation messaging are unrelated." + }, + { + "left": "issue:43819", + "right": "issue:44811", + "accept": false, + "reason": "Different behavior in different components: DAC latent conversion vs Whisper batch_decode skip_special_tokens." + }, + { + "left": "issue:43295", + "right": "issue:45356", + "accept": false, + "reason": "Both are regressions in tokenizer/processor behavior, but the model-specific causes are different." + }, + { + "left": "issue:44466", + "right": "issue:45005", + "accept": true, + "reason": "Strong match on tied-weights regression in v5; 44466 looks like a concrete serialization symptom of the broader issue in 45005." + }, + { + "left": "issue:44936", + "right": "issue:45823", + "accept": false, + "reason": "Trainer lifecycle failure and Gemma4 device-mapping mismatch are different problems." + }, + { + "left": "issue:30064", + "right": "issue:33666", + "accept": false, + "reason": "Void segmentation-map processing and Qwen2-VL multi-GPU training are unrelated." + }, + { + "left": "issue:43653", + "right": "issue:44361", + "accept": false, + "reason": "BigBird special-token registration bug vs MLukeTokenizer AttributeError; different tokenizer implementations and failures." + }, + { + "left": "issue:44361", + "right": "issue:44442", + "accept": false, + "reason": "Different tokenizers and different failure modes when loading/using them." + }, + { + "left": "issue:38175", + "right": "issue:43295", + "accept": false, + "reason": "Unexpected zero probabilities in SigLIP2 is unrelated to the processor/tokenizer regression." + }, + { + "left": "issue:43653", + "right": "issue:44568", + "accept": false, + "reason": "Both concern tokenizer special tokens, but one is decode registration and the other is add_special_tokens semantics; not the same bug." + }, + { + "left": "issue:43577", + "right": "issue:43697", + "accept": false, + "reason": "Distinct model-level regressions: dtype not propagated in BLIP2 vs differing RTDetrV2 outputs in v5." + }, + { + "left": "issue:44843", + "right": "issue:44991", + "accept": false, + "reason": "Both are tokenizer loading failures, but one is offline model_info behavior and the other is a specific est-roberta regression." + }, + { + "left": "issue:44464", + "right": "issue:44743", + "accept": false, + "reason": "Both mention generation/statefulness, but compiled-forward chunking and cache/recurrent-state reset are different code-path bugs." + }, + { + "left": "issue:43643", + "right": "issue:44561", + "accept": false, + "reason": "Trust-remote-code config fields missing is not the same as removal of is_torch_fx_available breaking remote-code models." + }, + { + "left": "issue:41720", + "right": "issue:43906", + "accept": false, + "reason": "The second is an isolated reproduction of another issue, but there is no evidence it is the same bug as the Qwen3 CUDA assert report." + }, + { + "left": "issue:44493", + "right": "issue:46050", + "accept": false, + "reason": "Unexpected position-id keys and sinq quantization save/load breakage are different symptoms with different causes." + }, + { + "left": "issue:29159", + "right": "issue:33357", + "accept": false, + "reason": "Slow-vs-fast tokenizer inconsistency is unrelated to the MacOS bus error on a CLIP community model." + }, + { + "left": "issue:43653", + "right": "issue:43927", + "accept": false, + "reason": "Special-token registration bug and DiaConfig custom-token-id loss after save/load are unrelated." + }, + { + "left": "issue:43531", + "right": "issue:43742", + "accept": false, + "reason": "Qwen3-MoE sliding-window behavior and MobileLLM config loading key error are unrelated." + }, + { + "left": "issue:45491", + "right": "issue:46002", + "accept": false, + "reason": "Both involve NaNs, but in different subsystems and with different triggers." + }, + { + "left": "issue:44464", + "right": "issue:44977", + "accept": false, + "reason": "Chunked-generation inconsistency and flash-attention generation failure are different model/runtime bugs." + }, + { + "left": "issue:43550", + "right": "issue:43927", + "accept": false, + "reason": "torch.compile+SDPA failure for Bamba is unrelated to DiaConfig custom token IDs after save/load." + }, + { + "left": "issue:43577", + "right": "issue:45588", + "accept": false, + "reason": "BLIP2 dtype propagation and flash_attention.py s_aux=None crash are unrelated." + }, + { + "left": "issue:43688", + "right": "issue:45440", + "accept": false, + "reason": "Both are MoE-related, but auxiliary-loss normalization and DeepseekV3 remote-impl divergence are not the same concrete bug." + }, + { + "left": "issue:43550", + "right": "issue:44361", + "accept": false, + "reason": "Different model families and failure modes; no shared underlying code path." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The judgment is grounded in the packet: the one accepted pair, 44466 vs 45005, is well supported by the tied-weights / lm_head.weight serialization titles, and the rest of the soft-edge rejections stay conservative rather than overclaiming duplicates. The summary is appropriately cautious." + }, + "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": 21, + "review_unit_count": 49, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-413", + "nodes": [ + "issue:28282", + "issue:32090", + "issue:33357", + "issue:33666", + "issue:34567", + "issue:35141", + "issue:36010", + "issue:36331", + "issue:39692", + "issue:41720", + "issue:43122", + "issue:43262", + "issue:43295", + "issue:43452", + "issue:43493", + "issue:43504", + "issue:43525", + "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:44554", + "issue:44568", + "issue:44610", + "issue:44625", + "issue:44821", + "issue:44849", + "issue:44913", + "issue:44964", + "issue:45357", + "issue:45405", + "issue:45812", + "issue:45823", + "issue:46050" + ], + "soft_pairs": [ + "issue:32090|issue:34567", + "issue:43504|issue:43550", + "issue:43504|issue:43720", + "issue:43504|issue:44610", + "issue:28282|issue:35141", + "issue:43122|issue:43906", + "issue:44466|issue:46050", + "issue:32090|issue:33666", + "issue:43742|issue:44821", + "issue:41720|issue:44464", + "issue:43452|issue:44451", + "issue:33666|issue:36010", + "issue:45823|issue:46050", + "issue:44849|issue:45357", + "issue:43606|issue:43927", + "issue:43720|issue:43927", + "issue:43525|issue:43572", + "issue:28282|issue:32090", + "issue:28282|issue:33357", + "issue:43262|issue:43295", + "issue:43493|issue:43825", + "issue:43756|issue:44913", + "issue:44568|issue:45812", + "issue:43688|issue:43749", + "issue:43720|issue:44361", + "issue:33666|issue:36331", + "issue:43577|issue:44554", + "issue:44964|issue:45405", + "issue:39692|issue:43493", + "issue:44479|issue:44625" + ], + "prepared_review_unit_hash": "403dbe0b6e535f4baee17ae3f978630d89f0e69d48027bc7240141175f9e0219", + "component_budget": { + "node_count": 413, + "item_count": 413, + "soft_pair_count": 1541, + "serialized_chars": 795721, + "estimated_input_tokens": 198931, + "estimated_eval_tokens": 398118 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 30, + "serialized_chars": 36280, + "estimated_input_tokens": 9070, + "estimated_eval_tokens": 18396 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is over-broad: the soft pairs mostly connect unrelated bug families (trainer, tokenizer, config, model loading, device mapping, docs, quantization) rather than true duplicates. No PRs are present.", + "confidence": 0.81, + "canonical_issue_reason": "No single canonical issue stands out; the items span multiple unrelated problems, so choosing one representative would be misleading.", + "canonical_pr_reason": null, + "best_issue_reason": "If forced, issue 43504 is the closest to a local representative of the model-loading/config subtheme, but it is not a good global canonical for the full cluster.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:32090", + "right": "issue:34567", + "accept": false, + "reason": "Different bugs: GPU broadcast NoneType in Trainer vs token-count tracking in TrainerState." + }, + { + "left": "issue:43504", + "right": "issue:43550", + "accept": false, + "reason": "Different code paths: legacy-field model load failure vs torch.compile/SDPA forward failure." + }, + { + "left": "issue:43504", + "right": "issue:43720", + "accept": false, + "reason": "Both are loading issues, but one is a legacy config field and the other is packed-weight unpacking during accelerate loading." + }, + { + "left": "issue:43504", + "right": "issue:44610", + "accept": false, + "reason": "Model preset loading bug vs processor/model input-size mismatch; not the same issue." + }, + { + "left": "issue:28282", + "right": "issue:35141", + "accept": false, + "reason": "PyTorch import error vs output embedding reinit after resize; unrelated." + }, + { + "left": "issue:43122", + "right": "issue:43906", + "accept": false, + "reason": "Tokenization differences across versions vs a reproduction of a separate issue; no clear shared bug." + }, + { + "left": "issue:44466", + "right": "issue:46050", + "accept": false, + "reason": "Different serialization problems: tied lm_head weights vs sinq quantized save/load breakage." + }, + { + "left": "issue:32090", + "right": "issue:33666", + "accept": false, + "reason": "Trainer broadcast NoneType error vs Qwen2-VL multi-GPU training request; unrelated." + }, + { + "left": "issue:43742", + "right": "issue:44821", + "accept": false, + "reason": "Key error while loading MobileLLM vs loading AutoImageProcessor from URL; different failures." + }, + { + "left": "issue:41720", + "right": "issue:44464", + "accept": false, + "reason": "Device-mapping cuda assert vs chunked-generation inconsistency under compiled forward; different runtime bugs." + }, + { + "left": "issue:43452", + "right": "issue:44451", + "accept": false, + "reason": "GGUF loading breakage vs inability to load a specific model; not the same underlying cause." + }, + { + "left": "issue:33666", + "right": "issue:36010", + "accept": false, + "reason": "Multi-GPU training feature request vs GenerationMixin import error; unrelated." + }, + { + "left": "issue:45823", + "right": "issue:46050", + "accept": false, + "reason": "Gemma4 device-mismatch during forward vs quantized model save/load corruption; different issues." + }, + { + "left": "issue:44849", + "right": "issue:45357", + "accept": false, + "reason": "Qwen3.5 hidden-state bug vs incorrect visual-encoder keys on save_pretrained; separate regressions." + }, + { + "left": "issue:43606", + "right": "issue:43927", + "accept": false, + "reason": "CPU offload device mismatch vs DiaConfig custom token-ID save/load regression; unrelated." + }, + { + "left": "issue:43720", + "right": "issue:43927", + "accept": false, + "reason": "Packed-weight loading issue vs custom token-ID loss causing generation IndexError; different bug classes." + }, + { + "left": "issue:43525", + "right": "issue:43572", + "accept": false, + "reason": "Similar symptom shape, but different models and missing fields: pad_token_id vs pad_token_idx." + }, + { + "left": "issue:28282", + "right": "issue:32090", + "accept": false, + "reason": "Missing PyTorch import vs Trainer _gpu_broadcast_one NoneType error; unrelated." + }, + { + "left": "issue:28282", + "right": "issue:33357", + "accept": false, + "reason": "ImportError for PyTorch vs MacOS bus error on a CLIP model; unrelated." + }, + { + "left": "issue:43262", + "right": "issue:43295", + "accept": false, + "reason": "Audio sampling-rate default bug vs processor.tokenizer/image-handling regression; different paths." + }, + { + "left": "issue:43493", + "right": "issue:43825", + "accept": false, + "reason": "SigLIP2 implementation discrepancy vs pipeline translation-task error message; unrelated." + }, + { + "left": "issue:43756", + "right": "issue:44913", + "accept": false, + "reason": "Smollm3 RoPE-layer issue vs GPTNeoX rotary_pct not persisting on reload; both RoPE-adjacent but not the same bug." + }, + { + "left": "issue:44568", + "right": "issue:45812", + "accept": false, + "reason": "Tokenizer special-token bug vs Granite token-ID regression; same general area, different models and failure mode." + }, + { + "left": "issue:43688", + "right": "issue:43749", + "accept": false, + "reason": "Aux-loss normalization vs FSDP RAM-efficient loading; unrelated." + }, + { + "left": "issue:43720", + "right": "issue:44361", + "accept": false, + "reason": "Accelerate loading with packed weights vs MLukeTokenizer attribute error on tasks; unrelated." + }, + { + "left": "issue:33666", + "right": "issue:36331", + "accept": false, + "reason": "Multi-GPU training discussion vs unexpected num_items_in_batch in custom compute_loss; different trainer issues." + }, + { + "left": "issue:43577", + "right": "issue:44554", + "accept": false, + "reason": "BLIP2 dtype-loading mismatch vs MPS attention correctness issue; unrelated." + }, + { + "left": "issue:44964", + "right": "issue:45405", + "accept": false, + "reason": "Model load failure vs dependency-version bump; not the same bug." + }, + { + "left": "issue:39692", + "right": "issue:43493", + "accept": false, + "reason": "SigLIP2 docs/example errors vs SigLIP2 HF-vs-JAX implementation discrepancy; related model family but different concrete problems." + }, + { + "left": "issue:44479", + "right": "issue:44625", + "accept": false, + "reason": "Video-input regression in Qwen VL models vs num_labels propagation bug in Qwen3.5; different failures." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 17, + "review_unit_index": 22, + "review_unit_count": 49, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-413", + "nodes": [ + "issue:29942", + "issue:30333", + "issue:33357", + "issue:33666", + "issue:39692", + "issue:43257", + "issue:43278", + "issue:43295", + "issue:43299", + "issue:43334", + "issue:43493", + "issue:43504", + "issue:43540", + "issue:43572", + "issue:43575", + "issue:43606", + "issue:43646", + "issue:43653", + "issue:43688", + "issue:43756", + "issue:43824", + "issue:43844", + "issue:43927", + "issue:43994", + "issue:44112", + "issue:44291", + "issue:44361", + "issue:44423", + "issue:44466", + "issue:44488", + "issue:44493", + "issue:44589", + "issue:44625", + "issue:44734", + "issue:44792", + "issue:44843", + "issue:44977", + "issue:45083", + "issue:45200", + "issue:45229", + "issue:45405", + "issue:45520", + "issue:45701", + "issue:45704", + "issue:45759", + "issue:45803", + "issue:45823", + "issue:45987" + ], + "soft_pairs": [ + "issue:43540|issue:44977", + "issue:43688|issue:45704", + "issue:43334|issue:43572", + "issue:43756|issue:45083", + "issue:45803|issue:45987", + "issue:45200|issue:45229", + "issue:44488|issue:44843", + "issue:43493|issue:43844", + "issue:43334|issue:45759", + "issue:39692|issue:43295", + "issue:43824|issue:44589", + "issue:43257|issue:43299", + "issue:45229|issue:45823", + "issue:43278|issue:43844", + "issue:43646|issue:44466", + "issue:43504|issue:43606", + "issue:43572|issue:44291", + "issue:44589|issue:45520", + "issue:33357|issue:33666", + "issue:43927|issue:44361", + "issue:43688|issue:45701", + "issue:43504|issue:43653", + "issue:43606|issue:44112", + "issue:44423|issue:44734", + "issue:43575|issue:45405", + "issue:44792|issue:45405", + "issue:44625|issue:45759", + "issue:29942|issue:30333", + "issue:43994|issue:44493" + ], + "prepared_review_unit_hash": "e3321744f20b2950be64af6b402804a7b8f02ea995e0b3649462605f0ae7e572", + "component_budget": { + "node_count": 413, + "item_count": 413, + "soft_pair_count": 1541, + "serialized_chars": 795721, + "estimated_input_tokens": 198931, + "estimated_eval_tokens": 398118 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 29, + "serialized_chars": 36529, + "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 very heterogeneous: most items are unrelated model-specific regressions, docs issues, CI failures, or version-compatibility bugs. I do not see any soft pair that is the same underlying defect, so all soft edges should be rejected.", + "confidence": 0.93, + "canonical_issue_reason": "No single true canonical issue stands out because the cluster spans many unrelated code paths. If one representative is needed, issue 43646 is the broadest umbrella regression title.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 43646 is the best cluster representative because it is the broadest and most upstream-facing regression description, but it still does not duplicate the rest of the items.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43540", + "right": "issue:44977", + "accept": false, + "reason": "Different Qwen3-family problems: video-processing ValueError vs flash-attention generation quality." + }, + { + "left": "issue:43688", + "right": "issue:45704", + "accept": false, + "reason": "Unrelated models and bugs: auxiliary-loss normalization vs T5 RMSNorm memory leak." + }, + { + "left": "issue:43334", + "right": "issue:43572", + "accept": false, + "reason": "Both are config-related, but one is a missing pad_token_id on Qwen3-VL and the other is StableLm pad_token_idx after v5 update." + }, + { + "left": "issue:43756", + "right": "issue:45083", + "accept": false, + "reason": "Different feature areas: Smollm3 RoPE layer handling vs qwen3_omni_moe feature-length helper behavior." + }, + { + "left": "issue:45803", + "right": "issue:45987", + "accept": false, + "reason": "Different utilities and failures: Fuyu batch conversion exception handling vs StaticCache length return type." + }, + { + "left": "issue:45200", + "right": "issue:45229", + "accept": false, + "reason": "Same model family but different issues: missing token-type defaults vs multi-GPU inference OOM." + }, + { + "left": "issue:44488", + "right": "issue:44843", + "accept": false, + "reason": "Loading failure for a specific model vs offline-mode regression in tokenizer patching." + }, + { + "left": "issue:43493", + "right": "issue:43844", + "accept": false, + "reason": "SigLIP2 implementation discrepancy vs DeepSpeed gradient growth; different symptoms and code paths." + }, + { + "left": "issue:43334", + "right": "issue:45759", + "accept": false, + "reason": "Both touch Qwen multimodal config, but one is pad_token_id loading failure and the other is from_config text_config unwrapping." + }, + { + "left": "issue:39692", + "right": "issue:43295", + "accept": false, + "reason": "Docs example errors for SigLIP2 are unrelated to a regression in custom model/processor code." + }, + { + "left": "issue:43824", + "right": "issue:44589", + "accept": false, + "reason": "Import error for a Qwen class is unrelated to a missing Float8 storage backend." + }, + { + "left": "issue:43257", + "right": "issue:43299", + "accept": false, + "reason": "Both mention Qwen3 MoE loading, but one is conversion under accelerate+deepspeed and the other is a transformers-dev load breakage." + }, + { + "left": "issue:45229", + "right": "issue:45823", + "accept": false, + "reason": "Both are Gemma4 issues, but one is OOM and the other is a device mismatch during forward." + }, + { + "left": "issue:43278", + "right": "issue:43844", + "accept": false, + "reason": "Embedding dtype drift in eval is unrelated to the ZeRO-3 gradient abnormality report." + }, + { + "left": "issue:43646", + "right": "issue:44466", + "accept": false, + "reason": "Generic custom-model initialization regression vs tied-weight serialization differing by device." + }, + { + "left": "issue:43504", + "right": "issue:43606", + "accept": false, + "reason": "Legacy config field loading issue vs CPU offload device mismatch; different models and failures." + }, + { + "left": "issue:43572", + "right": "issue:44291", + "accept": false, + "reason": "StableLm pad_token_idx regression is unrelated to init_empty_weights/_is_hf_initialized constructor behavior." + }, + { + "left": "issue:44589", + "right": "issue:45520", + "accept": false, + "reason": "Different missing-backend problems: Float8 storage type vs flash_attn import key error on Python 3.13." + }, + { + "left": "issue:33357", + "right": "issue:33666", + "accept": false, + "reason": "MacOS CLIP bus error is unrelated to Qwen2-VL multi-GPU training." + }, + { + "left": "issue:43927", + "right": "issue:44361", + "accept": false, + "reason": "DiaConfig save/load token IDs issue is unrelated to MLukeTokenizer AttributeError on tasks." + }, + { + "left": "issue:43688", + "right": "issue:45701", + "accept": false, + "reason": "Aux-loss normalization bug is not the same as a version-dependent tokenization change." + }, + { + "left": "issue:43504", + "right": "issue:43653", + "accept": false, + "reason": "Beit legacy field loading problem differs from BigBird special-token registration / empty decode output." + }, + { + "left": "issue:43606", + "right": "issue:44112", + "accept": false, + "reason": "One is a real CPU-offload device mismatch, the other is a stale CI test for GraniteSpeech." + }, + { + "left": "issue:44423", + "right": "issue:44734", + "accept": false, + "reason": "Both are server runtime crashes, but they affect different endpoints and different tensor/indexing paths." + }, + { + "left": "issue:43575", + "right": "issue:45405", + "accept": false, + "reason": "Tensor-parallel OOM for a model is unrelated to an unreleased minimum PEFT version bump." + }, + { + "left": "issue:44792", + "right": "issue:45405", + "accept": false, + "reason": "Janus image-generation test failure is unrelated to dependency-version pinning." + }, + { + "left": "issue:44625", + "right": "issue:45759", + "accept": false, + "reason": "Related Qwen3.5 config area, but the bugs are distinct: num_labels propagation vs unwrapping composite text_config." + }, + { + "left": "issue:29942", + "right": "issue:30333", + "accept": false, + "reason": "Flash Attention 2 test failures are unrelated to MLFlow reporting after training-job failure." + }, + { + "left": "issue:43994", + "right": "issue:44493", + "accept": false, + "reason": "SigLIP2 nonsensical outputs and unexpected position-id keys are different model/input handling 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": 23, + "review_unit_count": 49, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-413", + "nodes": [ + "issue:15354", + "issue:28218", + "issue:29159", + "issue:32090", + "issue:33357", + "issue:34567", + "issue:37428", + "issue:38175", + "issue:43232", + "issue:43278", + "issue:43295", + "issue:43450", + "issue:43493", + "issue:43540", + "issue:43550", + "issue:43572", + "issue:43688", + "issue:43701", + "issue:43844", + "issue:43873", + "issue:43957", + "issue:44315", + "issue:44464", + "issue:44466", + "issue:44521", + "issue:44554", + "issue:44610", + "issue:44849", + "issue:44898", + "issue:44964", + "issue:44987", + "issue:45072", + "issue:45084", + "issue:45127", + "issue:45198", + "issue:45200", + "issue:45290", + "issue:45325", + "issue:45356", + "issue:45406", + "issue:45412", + "issue:45446", + "issue:45520", + "issue:45584", + "issue:45588", + "issue:45823", + "issue:46050", + "issue:46121" + ], + "soft_pairs": [ + "issue:45588|issue:46050", + "issue:44464|issue:45584", + "issue:44521|issue:45290", + "issue:43844|issue:44964", + "issue:44554|issue:45446", + "issue:28218|issue:34567", + "issue:43688|issue:43873", + "issue:45084|issue:45520", + "issue:43540|issue:45200", + "issue:29159|issue:32090", + "issue:15354|issue:38175", + "issue:43232|issue:44849", + "issue:45200|issue:45823", + "issue:45072|issue:45198", + "issue:43873|issue:46050", + "issue:45406|issue:46121", + "issue:43278|issue:43701", + "issue:44315|issue:44849", + "issue:28218|issue:33357", + "issue:43295|issue:44610", + "issue:44554|issue:45356", + "issue:43572|issue:44987", + "issue:43493|issue:43701", + "issue:43572|issue:43957", + "issue:45200|issue:45325", + "issue:44898|issue:45412", + "issue:44466|issue:45127", + "issue:43295|issue:43450", + "issue:37428|issue:43957", + "issue:43550|issue:43844", + "issue:43295|issue:43873" + ], + "prepared_review_unit_hash": "1a58ee4e8bdef85b7088fdf2e839468a4b9c334403699f9c20fa8468d8ed8eee", + "component_budget": { + "node_count": 413, + "item_count": 413, + "soft_pair_count": 1541, + "serialized_chars": 795721, + "estimated_input_tokens": 198931, + "estimated_eval_tokens": 398118 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 31, + "serialized_chars": 37198, + "estimated_input_tokens": 9300, + "estimated_eval_tokens": 18856 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "No clear duplicate cluster here: the items span unrelated tokenizer, generation, multimodal, quantization, and loading bugs. I\u2019d treat them as separate issues rather than one canonical duplicate set.", + "confidence": 0.89, + "canonical_issue_reason": "No single issue is a clear duplicate anchor; the titles describe distinct bugs across different code paths and model families.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43873 is the strongest standalone report in this set: it has substantial discussion/inbound references and a concrete, reproducible bug description, even though it is not a duplicate hub.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45588", + "right": "issue:46050", + "accept": false, + "reason": "Different failures: flash-attention sinkless crash vs quantized model persistence/load regression." + }, + { + "left": "issue:44464", + "right": "issue:45584", + "accept": false, + "reason": "Both involve generation, but the concrete bugs and code paths differ (compiled forward vs empty transcription handling)." + }, + { + "left": "issue:44521", + "right": "issue:45290", + "accept": false, + "reason": "Both touch apply_chat_template, but one is assistant mask generation for multimodal inputs and the other is a crash on tool-call messages." + }, + { + "left": "issue:43844", + "right": "issue:44964", + "accept": false, + "reason": "Unrelated bugs: ZeRO-3 gradient inflation vs model loading failure for Phi-4 multimodal." + }, + { + "left": "issue:44554", + "right": "issue:45446", + "accept": false, + "reason": "Different code paths: MPS attention correctness vs flex_attention import/version-check issue." + }, + { + "left": "issue:28218", + "right": "issue:34567", + "accept": false, + "reason": "Tokenizer spacing bug vs TrainerState token counter not updating; no shared underlying defect." + }, + { + "left": "issue:43688", + "right": "issue:43873", + "accept": false, + "reason": "Aux-loss normalization bug vs quantization/offloading behavior; same broad area only." + }, + { + "left": "issue:45084", + "right": "issue:45520", + "accept": false, + "reason": "Compile-related type error vs Python 3.13 flash_attn import KeyError; separate root causes." + }, + { + "left": "issue:43540", + "right": "issue:45200", + "accept": false, + "reason": "Video input processing error vs Gemma4 mm_token_type_ids defaulting problem." + }, + { + "left": "issue:29159", + "right": "issue:32090", + "accept": false, + "reason": "Tokenizer slow/fast inconsistency vs NoneType broadcast error in Trainer; unrelated." + }, + { + "left": "issue:15354", + "right": "issue:38175", + "accept": false, + "reason": "TorchScript export limitation vs SigLIP2 zero-probability issue; different models and failures." + }, + { + "left": "issue:43232", + "right": "issue:44849", + "accept": false, + "reason": "Generation kwargs update bug vs hidden-states output bug; distinct code paths." + }, + { + "left": "issue:45200", + "right": "issue:45823", + "accept": false, + "reason": "Both involve Gemma4, but one is missing token-type defaults and the other is a device_map forward mismatch." + }, + { + "left": "issue:45072", + "right": "issue:45198", + "accept": false, + "reason": "Dtype mismatch in inference vs Wav2Vec2 save/tokenization failure; unrelated subsystems." + }, + { + "left": "issue:43873", + "right": "issue:46050", + "accept": false, + "reason": "Both mention quantization, but one is offloading behavior and the other is save/load of a sinq-quantized model." + }, + { + "left": "issue:45406", + "right": "issue:46121", + "accept": false, + "reason": "Gemma4Processor missing _tokenizer vs rope-parameter validation type error; unrelated." + }, + { + "left": "issue:43278", + "right": "issue:43701", + "accept": false, + "reason": "Eval dtype change vs checkpoint resume key mismatch; no shared bug." + }, + { + "left": "issue:44315", + "right": "issue:44849", + "accept": false, + "reason": "Liger Kernel application issue vs Qwen3.5 hidden_states bug." + }, + { + "left": "issue:28218", + "right": "issue:33357", + "accept": false, + "reason": "Tokenizer added-space bug vs CLIP Mac bus error; unrelated." + }, + { + "left": "issue:43295", + "right": "issue:44610", + "accept": false, + "reason": "Processor/tokenizer API break vs OmDet-Turbo processor image-size mismatch." + }, + { + "left": "issue:44554", + "right": "issue:45356", + "accept": false, + "reason": "Attention correctness on MPS vs tokenizer codec regression; different layers of the stack." + }, + { + "left": "issue:43572", + "right": "issue:44987", + "accept": false, + "reason": "StableLmConfig pad_token_idx regression vs a broader transformers>=5.1 loading failure." + }, + { + "left": "issue:43493", + "right": "issue:43701", + "accept": false, + "reason": "SigLIP2 implementation discrepancy vs checkpoint resume key mismatch; unrelated." + }, + { + "left": "issue:43572", + "right": "issue:43957", + "accept": false, + "reason": "Config field regression vs meta-device loading breakage; different symptoms and fixes." + }, + { + "left": "issue:45200", + "right": "issue:45325", + "accept": false, + "reason": "Gemma4 text-only finetuning defaults vs Qwen2.5-VL rope-index scaling bug." + }, + { + "left": "issue:44898", + "right": "issue:45412", + "accept": false, + "reason": "Perceiver resolution/interpolation failure vs RT-DETR memory release issue." + }, + { + "left": "issue:44466", + "right": "issue:45127", + "accept": false, + "reason": "Serialization of tied lm_head weights vs model collapse after LoRA merge with extended vocab." + }, + { + "left": "issue:43295", + "right": "issue:43450", + "accept": false, + "reason": "Processor API regression vs batched video shape bug; different inputs and failure modes." + }, + { + "left": "issue:37428", + "right": "issue:43957", + "accept": false, + "reason": "Import error for flash-attention helper vs meta-device loading breakage; unrelated." + }, + { + "left": "issue:43550", + "right": "issue:43844", + "accept": false, + "reason": "torch.compile SDPA failure on Bamba vs ZeRO-3 gradient growth; no shared underlying bug." + }, + { + "left": "issue:43295", + "right": "issue:43873", + "accept": false, + "reason": "Processor/tokenizer regression vs quantization/offloading issue; only loosely related." + } + ] + }, + "evaluator_result": 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": 49, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-413", + "nodes": [ + "issue:37428", + "issue:38175", + "issue:42490", + "issue:42915", + "issue:43262", + "issue:43278", + "issue:43334", + "issue:43335", + "issue:43425", + "issue:43450", + "issue:43493", + "issue:43525", + "issue:43550", + "issue:43575", + "issue:43606", + "issue:43653", + "issue:43696", + "issue:43819", + "issue:43824", + "issue:43825", + "issue:43827", + "issue:43856", + "issue:43901", + "issue:43975", + "issue:44112", + "issue:44206", + "issue:44351", + "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", + "issue:45823" + ], + "soft_pairs": [ + "issue:43334|issue:43525", + "issue:43824|issue:43975", + "issue:42490|issue:43696", + "issue:42915|issue:43824", + "issue:37428|issue:43824", + "issue:43653|issue:44112", + "issue:38175|issue:45412", + "issue:38175|issue:43493", + "issue:43278|issue:43856", + "issue:44514|issue:44521", + "issue:44442|issue:45198", + "issue:43450|issue:43575", + "issue:42490|issue:43493", + "issue:43827|issue:43901", + "issue:43819|issue:44112", + "issue:43819|issue:45083", + "issue:43262|issue:43450", + "issue:44610|issue:44857", + "issue:44206|issue:45584", + "issue:37428|issue:43425", + "issue:44792|issue:45563", + "issue:43335|issue:43550", + "issue:45127|issue:45245", + "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" + ], + "prepared_review_unit_hash": "feb6ed8bd581df7984cddd48cb7851162f43ad44e3714f0b6f955e4c02e07070", + "component_budget": { + "node_count": 413, + "item_count": 413, + "soft_pair_count": 1541, + "serialized_chars": 795721, + "estimated_input_tokens": 198931, + "estimated_eval_tokens": 398118 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 31, + "serialized_chars": 36992, + "estimated_input_tokens": 9248, + "estimated_eval_tokens": 18752 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "Most pairs look unrelated and should stay separate. I accepted only two likely same-bug pairs: the SigLIP2 implementation-mismatch reports and the Qwen2.5-VL `apply_chat_template` regressions.", + "confidence": 0.57, + "canonical_issue_reason": "issue:44521 is the most central and actionable issue in the set: it is open, has the strongest discussion/inbound activity, and describes a concrete multimodal chat-template regression.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:44521 is the best representative issue overall because it is active, user-facing, and broader in impact than the other candidates.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43334", + "right": "issue:43525", + "accept": false, + "reason": "Same symptom class (`pad_token_id` missing) but different model configs and likely separate fixes." + }, + { + "left": "issue:43824", + "right": "issue:43975", + "accept": false, + "reason": "An import error and a detokenization regression are different bugs in different code paths." + }, + { + "left": "issue:42490", + "right": "issue:43696", + "accept": false, + "reason": "Local-path import warning and CUDA OOM are unrelated." + }, + { + "left": "issue:42915", + "right": "issue:43824", + "accept": false, + "reason": "Different model/config failure modes; one is FP8 config handling, the other is an import failure." + }, + { + "left": "issue:37428", + "right": "issue:43824", + "accept": false, + "reason": "Both are import errors, but they involve different missing symbols and distinct regressions." + }, + { + "left": "issue:43653", + "right": "issue:44112", + "accept": false, + "reason": "Tokenizer special-token registration and a CI device-override test failure are unrelated." + }, + { + "left": "issue:38175", + "right": "issue:45412", + "accept": false, + "reason": "SigLIP2 zero probabilities and RT-DETR memory release are unrelated." + }, + { + "left": "issue:38175", + "right": "issue:43493", + "accept": true, + "reason": "Same SigLIP2 model family and likely the same implementation mismatch; the zero-probability symptom fits the HF/JAX discrepancy." + }, + { + "left": "issue:43278", + "right": "issue:43856", + "accept": false, + "reason": "Different issues: dtype drift in evaluation vs MoE training memory usage." + }, + { + "left": "issue:44514", + "right": "issue:44521", + "accept": true, + "reason": "Both target Qwen2.5-VL `apply_chat_template` multimodal/batched handling, and the crash vs zero-mask symptoms fit one buggy code path." + }, + { + "left": "issue:44442", + "right": "issue:45198", + "accept": false, + "reason": "Different speech-model tokenization bugs with different failure modes and code paths." + }, + { + "left": "issue:43450", + "right": "issue:43575", + "accept": false, + "reason": "Video processor shape bugs and tensor-parallel OOM are unrelated." + }, + { + "left": "issue:42490", + "right": "issue:43493", + "accept": false, + "reason": "Local-path import warning and SigLIP2 implementation discrepancy are unrelated." + }, + { + "left": "issue:43827", + "right": "issue:43901", + "accept": false, + "reason": "Both are docs-related, but they cover different pipelines and different deprecated APIs." + }, + { + "left": "issue:43819", + "right": "issue:44112", + "accept": false, + "reason": "DAC forward/latents mismatch and a GraniteSpeech CI test issue are unrelated." + }, + { + "left": "issue:43819", + "right": "issue:45083", + "accept": false, + "reason": "Different audio-model bugs in different helper/code paths." + }, + { + "left": "issue:43262", + "right": "issue:43450", + "accept": false, + "reason": "Audio chat-template sampling-rate default and video batched-shape handling are unrelated." + }, + { + "left": "issue:44610", + "right": "issue:44857", + "accept": false, + "reason": "Processor output-size mismatch and AMP loss crash are different bugs." + }, + { + "left": "issue:44206", + "right": "issue:45584", + "accept": false, + "reason": "Different processors and different failure modes; not the same underlying bug." + }, + { + "left": "issue:37428", + "right": "issue:43425", + "accept": false, + "reason": "An import error and a Torch version compatibility issue are unrelated." + }, + { + "left": "issue:44792", + "right": "issue:45563", + "accept": false, + "reason": "A failed image-generation test and a stale warning about `num_return_sequences` are unrelated." + }, + { + "left": "issue:43335", + "right": "issue:43550", + "accept": false, + "reason": "SwitchTransformers sparse-layer config and Bamba torch.compile/SDPA failure are different problems." + }, + { + "left": "issue:45127", + "right": "issue:45245", + "accept": false, + "reason": "LoRA/tied-embedding collapse and category-count limits are unrelated." + }, + { + "left": "issue:43606", + "right": "issue:45083", + "accept": false, + "reason": "CPU-offload device mismatch and a feature-extraction length helper bug are unrelated." + }, + { + "left": "issue:45290", + "right": "issue:45381", + "accept": false, + "reason": "Different Qwen2.5-VL chat-template/video-position bugs with different failure modes." + }, + { + "left": "issue:44857", + "right": "issue:45593", + "accept": false, + "reason": "AMP crash in one loss and missing auxiliary losses in another model are unrelated." + }, + { + "left": "issue:44448", + "right": "issue:44743", + "accept": false, + "reason": "PEGASUS v4/v5 output differences and Qwen3 recurrent-state reset are unrelated." + }, + { + "left": "issue:45200", + "right": "issue:45588", + "accept": false, + "reason": "Gemma4 token-type handling and flash-attention sinkless-model handling are unrelated." + }, + { + "left": "issue:43278", + "right": "issue:43825", + "accept": false, + "reason": "BF16/FP32 dtype drift and a v5 pipeline error message are unrelated." + }, + { + "left": "issue:37428", + "right": "issue:44351", + "accept": false, + "reason": "Different missing imports (`_flash_supports_window_size` vs `HybridCache`) and likely different fixes." + }, + { + "left": "issue:44206", + "right": "issue:45823", + "accept": false, + "reason": "Different model families and different runtime issues." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet, and the two accepted soft-edge pairs are reasonably conservative: both involve the same model family/code path and describe symptoms that could plausibly share a single fix. The rejected pairs also stay within conservative, title-based separation." + }, + "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": 25, + "review_unit_count": 49, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-413", + "nodes": [ + "issue:28218", + "issue:29127", + "issue:29942", + "issue:32090", + "issue:34689", + "issue:35141", + "issue:38175", + "issue:39692", + "issue:40444", + "issue:42490", + "issue:43335", + "issue:43388", + "issue:43504", + "issue:43526", + "issue:43550", + "issue:43606", + "issue:43611", + "issue:43653", + "issue:43701", + "issue:43720", + "issue:43819", + "issue:43854", + "issue:43927", + "issue:43931", + "issue:44112", + "issue:44292", + "issue:44360", + "issue:44448", + "issue:44462", + "issue:44493", + "issue:44561", + "issue:44568", + "issue:44779", + "issue:44855", + "issue:44857", + "issue:44977", + "issue:45072", + "issue:45083", + "issue:45229", + "issue:45310", + "issue:45478", + "issue:45491", + "issue:45520", + "issue:45563", + "issue:45588", + "issue:45593", + "issue:45698", + "issue:45859" + ], + "soft_pairs": [ + "issue:43611|issue:43931", + "issue:43335|issue:43653", + "issue:43550|issue:44112", + "issue:44360|issue:44561", + "issue:39692|issue:43526", + "issue:44855|issue:45083", + "issue:43819|issue:44493", + "issue:43388|issue:43526", + "issue:43335|issue:43504", + "issue:45310|issue:45478", + "issue:43335|issue:45083", + "issue:45588|issue:45859", + "issue:29942|issue:32090", + "issue:39692|issue:44493", + "issue:43720|issue:44112", + "issue:43335|issue:44112", + "issue:43335|issue:45593", + "issue:44292|issue:45520", + "issue:44448|issue:44779", + "issue:38175|issue:44493", + "issue:44977|issue:45229", + "issue:28218|issue:35141", + "issue:42490|issue:43854", + "issue:43606|issue:44857", + "issue:44857|issue:45072", + "issue:44561|issue:44779", + "issue:44462|issue:44561", + "issue:44448|issue:44977", + "issue:43701|issue:45083", + "issue:34689|issue:35141", + "issue:43550|issue:45083", + "issue:40444|issue:43526", + "issue:29127|issue:32090", + "issue:43927|issue:45698", + "issue:44568|issue:45491", + "issue:44977|issue:45563" + ], + "prepared_review_unit_hash": "427650017f02fb0667ebddbf493c5fec074bbb0a0434ce91f10cffef2ec078ec", + "component_budget": { + "node_count": 413, + "item_count": 413, + "soft_pair_count": 1541, + "serialized_chars": 795721, + "estimated_input_tokens": 198931, + "estimated_eval_tokens": 398118 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 36, + "serialized_chars": 38581, + "estimated_input_tokens": 9646, + "estimated_eval_tokens": 19548 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This set is mostly a collection of unrelated Transformers issues that only look superficially similar. The only clear duplicate pair is the two identical Qwen3.5 MoE from_pretrained reports (issue 45310 and 45478).", + "confidence": 0.87, + "canonical_issue_reason": "Issue 45310 is the best canonical issue because it is an exact duplicate of 45478, has more surrounding context, and appears to be the more established report of that failure.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 45310 is the strongest representative of the only true duplicate cluster in this set; the rest are separate bug reports with different code paths.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43611", + "right": "issue:43931", + "accept": false, + "reason": "Both are model-loading failures, but one is a base_model_prefix regression and the other is a weight-shape mismatch for Qwen3-VL." + }, + { + "left": "issue:43335", + "right": "issue:43653", + "accept": false, + "reason": "Different subsystems and symptoms: SwitchTransformers sparse-layer config bug vs BigBirdTokenizer special-token decoding bug." + }, + { + "left": "issue:43550", + "right": "issue:44112", + "accept": false, + "reason": "Both involve CI/runtime issues, but the failing paths are different: torch.compile+SDPA vs a stale GraniteSpeech device-override test." + }, + { + "left": "issue:44360", + "right": "issue:44561", + "accept": false, + "reason": "Unrelated problems: DSA indexer ReLU discussion vs removal of is_torch_fx_available breaking trust_remote_code models." + }, + { + "left": "issue:39692", + "right": "issue:43526", + "accept": false, + "reason": "SigLIP2 doc-example errors are unrelated to BeitImageProcessorFast reduce_labels returning the wrong label shape." + }, + { + "left": "issue:44855", + "right": "issue:45083", + "accept": false, + "reason": "Different root causes: Python 3.13 TorchScript parsing error vs a helper-length calculation issue in qwen3_omni_moe." + }, + { + "left": "issue:43819", + "right": "issue:44493", + "accept": false, + "reason": "DAC.from_latents/STE mismatch is a model-internal bug, while the other is a position-id key warning across many models." + }, + { + "left": "issue:43388", + "right": "issue:43526", + "accept": false, + "reason": "Different label-processing bugs: gather_for_metrics drops tuple labels in the last batch, while reduce_labels truncates arrays in BeitImageProcessorFast." + }, + { + "left": "issue:43335", + "right": "issue:43504", + "accept": false, + "reason": "These involve different model families and failures: sparse-layer creation in SwitchTransformers vs a legacy-field load issue in BEiT segmentation." + }, + { + "left": "issue:45310", + "right": "issue:45478", + "accept": true, + "reason": "Exact same title and same Qwen3.5 MoE from_pretrained failure; they look like duplicate reports of the same bug." + }, + { + "left": "issue:43335", + "right": "issue:45083", + "accept": false, + "reason": "Both are config/helper bugs, but they affect different code paths and model families with different failure modes." + }, + { + "left": "issue:45588", + "right": "issue:45859", + "accept": false, + "reason": "Both touch flash-attention/offload areas, but one crashes on s_aux=None in the integration layer and the other is a rotary-embedding CPU-offload incompatibility." + }, + { + "left": "issue:29942", + "right": "issue:32090", + "accept": false, + "reason": "Different failures: Flash Attention 2 tests vs Trainer broadcast error from NoneType passed to _gpu_broadcast_one." + }, + { + "left": "issue:39692", + "right": "issue:44493", + "accept": false, + "reason": "SigLIP2 documentation/model-processor issues are unrelated to the position-id warning seen across many models." + }, + { + "left": "issue:43720", + "right": "issue:44112", + "accept": false, + "reason": "Different CI/runtime problems: unpacking packed BitNet weights during accelerate loading vs a stale GraniteSpeech device override test." + }, + { + "left": "issue:43335", + "right": "issue:44112", + "accept": false, + "reason": "No shared bug: SwitchTransformers sparse-layer config vs GraniteSpeech CI device-override failure." + }, + { + "left": "issue:43335", + "right": "issue:45593", + "accept": false, + "reason": "SwitchTransformers sparse-layer creation and D-FINE auxiliary-loss behavior are separate model bugs." + }, + { + "left": "issue:44292", + "right": "issue:45520", + "accept": false, + "reason": "Different failures: Qwen-3-8B-NVFP4 runtime error vs Python 3.13 flash_attn import KeyError." + }, + { + "left": "issue:44448", + "right": "issue:44779", + "accept": false, + "reason": "Both mention version-related output changes, but they concern different models and different tokenizer/generation paths." + }, + { + "left": "issue:38175", + "right": "issue:44493", + "accept": false, + "reason": "Unexpected zero probabilities in SigLIP2 is unrelated to the widespread position-id key warning." + }, + { + "left": "issue:44977", + "right": "issue:45229", + "accept": false, + "reason": "Qwen3.5 flash-attention generation bug and Gemma4 multi-GPU CUDA OOM are not the same underlying issue." + }, + { + "left": "issue:28218", + "right": "issue:35141", + "accept": false, + "reason": "Tokenizer extra-space after added token is unrelated to embedding reinitialization after resize with tie_word_embedding=False." + }, + { + "left": "issue:42490", + "right": "issue:43854", + "accept": false, + "reason": "Both are loading errors, but one is a local-path slash warning and the other is a Qwen4.7 Flash model loading failure in tests." + }, + { + "left": "issue:43606", + "right": "issue:44857", + "accept": false, + "reason": "Different device-mismatch bugs in different models and execution modes." + }, + { + "left": "issue:44857", + "right": "issue:45072", + "accept": false, + "reason": "LwDetrImageLoss AMP crash and SwitchTransformers/TimmWrapper bfloat16 dtype mismatch are separate numeric issues." + }, + { + "left": "issue:44561", + "right": "issue:44779", + "accept": false, + "reason": "Removal of is_torch_fx_available breaking trust_remote_code is unrelated to Deepseek tokenizer regressions." + }, + { + "left": "issue:44462", + "right": "issue:44561", + "accept": false, + "reason": "AutoTokenizer ignoring tokenizer.json and the v5 torch.fx removal regression affect different mechanisms." + }, + { + "left": "issue:44448", + "right": "issue:44977", + "accept": false, + "reason": "Different model families and symptoms: Pegasus v4/v5 output drift vs Qwen3.5 flash-attention generation failure." + }, + { + "left": "issue:43701", + "right": "issue:45083", + "accept": false, + "reason": "resume_from_checkpoint key mismatch is not the same as the qwen3_omni_moe feature-length helper bug." + }, + { + "left": "issue:34689", + "right": "issue:35141", + "accept": false, + "reason": "Different loading regressions: Llama 3.2 Vision breakage vs embedding reinitialization after resize." + }, + { + "left": "issue:43550", + "right": "issue:45083", + "accept": false, + "reason": "torch.compile+SDPA failure in Bamba-9B-v2 is unrelated to qwen3_omni_moe length computation." + }, + { + "left": "issue:40444", + "right": "issue:43526", + "accept": false, + "reason": "Qwen2.5-VL iterable-dataset/multi-image finetuning failure is unrelated to BeitImageProcessorFast label reduction." + }, + { + "left": "issue:29127", + "right": "issue:32090", + "accept": false, + "reason": "Error-message clarity for LayoutLMv3 boxes is unrelated to the Trainer _gpu_broadcast_one NoneType TypeError." + }, + { + "left": "issue:43927", + "right": "issue:45698", + "accept": false, + "reason": "DiaConfig losing custom token IDs after save/load and custom-module loading after save_pretrained are distinct persistence bugs." + }, + { + "left": "issue:44568", + "right": "issue:45491", + "accept": false, + "reason": "mDeBERTa BOS/EOS special-token handling and Gemma3 NaN embeddings with mixed-length batching are separate tokenizer/model issues." + }, + { + "left": "issue:44977", + "right": "issue:45563", + "accept": false, + "reason": "Qwen3.5 flash-attention generation failure is unrelated to the stale paged-generate warning about num_return_sequences." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The duplicate call on issue:45310 / issue:45478 is well grounded by the packet: same title and clearly the same Qwen3.5 MoE from_pretrained failure. The other soft-edge verdicts are conservative and stay within the evidence shown in the titles/body summaries. No overclaiming stands out." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 17, + "review_unit_index": 26, + "review_unit_count": 49, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-413", + "nodes": [ + "issue:25251", + "issue:29127", + "issue:29942", + "issue:32090", + "issue:33357", + "issue:34567", + "issue:35141", + "issue:36010", + "issue:37428", + "issue:39692", + "issue:42490", + "issue:42915", + "issue:42994", + "issue:43065", + "issue:43066", + "issue:43278", + "issue:43381", + "issue:43412", + "issue:43575", + "issue:43611", + "issue:43653", + "issue:43976", + "issue:43994", + "issue:44186", + "issue:44206", + "issue:44361", + "issue:44448", + "issue:44451", + "issue:44462", + "issue:44466", + "issue:44479", + "issue:44743", + "issue:44857", + "issue:44871", + "issue:44977", + "issue:45198", + "issue:45245", + "issue:45372", + "issue:45412", + "issue:45440", + "issue:45459", + "issue:45520", + "issue:45563", + "issue:45588", + "issue:45712", + "issue:45803", + "issue:45823", + "issue:46121" + ], + "soft_pairs": [ + "issue:43412|issue:45588", + "issue:45372|issue:45588", + "issue:45198|issue:45803", + "issue:29942|issue:35141", + "issue:45459|issue:45712", + "issue:42490|issue:43575", + "issue:36010|issue:37428", + "issue:44857|issue:45588", + "issue:45245|issue:45563", + "issue:43653|issue:44743", + "issue:44448|issue:44466", + "issue:45588|issue:45823", + "issue:43278|issue:43381", + "issue:45372|issue:45459", + "issue:43065|issue:45412", + "issue:43976|issue:45440", + "issue:25251|issue:32090", + "issue:44186|issue:45198", + "issue:44206|issue:44479", + "issue:44451|issue:45520", + "issue:43066|issue:44462", + "issue:44871|issue:44977", + "issue:43994|issue:45412", + "issue:44361|issue:45198", + "issue:42915|issue:42994", + "issue:43611|issue:46121", + "issue:33357|issue:39692", + "issue:29127|issue:34567" + ], + "prepared_review_unit_hash": "d238eaa040d6aaa09e65831c46e7acb2b310831bdcc48f9cc266c63845ab9203", + "component_budget": { + "node_count": 413, + "item_count": 413, + "soft_pair_count": 1541, + "serialized_chars": 795721, + "estimated_input_tokens": 198931, + "estimated_eval_tokens": 398118 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 28, + "serialized_chars": 36172, + "estimated_input_tokens": 9043, + "estimated_eval_tokens": 18342 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The soft links are mostly keyword-level similarities, not true duplicates. The issues span unrelated regressions, import failures, tokenizer bugs, model-specific behavior, and memory/runtime errors, so none of the candidate pairs look mergeable as the same underlying bug.", + "confidence": 0.96, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": null, + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43412", + "right": "issue:45588", + "accept": false, + "reason": "Gemma3n export failure vs flash-attention s_aux=None crash; different subsystems and code paths." + }, + { + "left": "issue:45372", + "right": "issue:45588", + "accept": false, + "reason": "Gemma4 processor import error vs flash-attention runtime AttributeError; unrelated failures." + }, + { + "left": "issue:45198", + "right": "issue:45803", + "accept": false, + "reason": "Wav2Vec2 save/tokenization failure vs Fuyu tensor conversion catching exceptions; different bugs." + }, + { + "left": "issue:29942", + "right": "issue:35141", + "accept": false, + "reason": "Flash Attention 2 test failures vs embedding reinitialization on resize; no shared underlying bug." + }, + { + "left": "issue:45459", + "right": "issue:45712", + "accept": false, + "reason": "Protobuf-related error masking vs leftover dummy classes; unrelated issues." + }, + { + "left": "issue:42490", + "right": "issue:43575", + "accept": false, + "reason": "Trailing-slash model path warning vs tensor-parallel OOM on Qwen2-57B; different problems." + }, + { + "left": "issue:36010", + "right": "issue:37428", + "accept": false, + "reason": "Both are import errors, but for different symbols/modules and likely different root causes." + }, + { + "left": "issue:44857", + "right": "issue:45588", + "accept": false, + "reason": "LwDetrImageLoss AMP/CUDA crash vs flash-attention None AttributeError; unrelated." + }, + { + "left": "issue:45245", + "right": "issue:45563", + "accept": false, + "reason": "Category-count runtime limit vs stale generate() warning; not the same bug." + }, + { + "left": "issue:43653", + "right": "issue:44743", + "accept": false, + "reason": "BigBirdTokenizer special-token decode bug vs Qwen recurrent-state reset bug; different code paths." + }, + { + "left": "issue:44448", + "right": "issue:44466", + "accept": false, + "reason": "Different output regression vs serialization of tied weights; same general area, but not the same concrete defect." + }, + { + "left": "issue:45588", + "right": "issue:45823", + "accept": false, + "reason": "flash_attention AttributeError vs Gemma4 device-map mismatch; distinct failures." + }, + { + "left": "issue:43278", + "right": "issue:43381", + "accept": false, + "reason": "Eval dtype drift vs gradient checkpointing being unsupported in eval; separate issues." + }, + { + "left": "issue:45372", + "right": "issue:45459", + "accept": false, + "reason": "Gemma4 processor import failure vs protobuf exception masking; unrelated." + }, + { + "left": "issue:43065", + "right": "issue:45412", + "accept": false, + "reason": "Dummy Conv2d placeholder vs RT-DETR memory leak; no overlap in bug type." + }, + { + "left": "issue:43976", + "right": "issue:45440", + "accept": false, + "reason": "Python-version compatibility break vs DeepseekV3MoE divergence from remote implementation; unrelated." + }, + { + "left": "issue:25251", + "right": "issue:32090", + "accept": false, + "reason": "Pipeline top_k nesting change vs Trainer broadcast NoneType error; different components and symptoms." + }, + { + "left": "issue:44186", + "right": "issue:45198", + "accept": false, + "reason": "LayoutLMv2 tokenizer crash on NER/padding vs Wav2Vec2 save/tokenization failure; not the same bug." + }, + { + "left": "issue:44206", + "right": "issue:44479", + "accept": false, + "reason": "Unsupported center arg in feature extractor vs video-input regression across Qwen VL models; different concrete regressions." + }, + { + "left": "issue:44451", + "right": "issue:45520", + "accept": false, + "reason": "Model loading failure for ScandiBERT vs flash_attn import KeyError on Python 3.13; unrelated." + }, + { + "left": "issue:43066", + "right": "issue:44462", + "accept": false, + "reason": "Wrong tokenizer decoder type vs AutoTokenizer ignoring tokenizer.json; both tokenizer-related but distinct defects." + }, + { + "left": "issue:44871", + "right": "issue:44977", + "accept": false, + "reason": "EOS-token config mismatch vs flash-attention generation bug; not the same underlying issue." + }, + { + "left": "issue:43994", + "right": "issue:45412", + "accept": false, + "reason": "SigLIP2 nonsensical outputs vs RT-DETR memory leak; unrelated model-specific bugs." + }, + { + "left": "issue:44361", + "right": "issue:45198", + "accept": false, + "reason": "MLukeTokenizer AttributeError vs Wav2Vec2 save/tokenization failure; different tokenizer problems." + }, + { + "left": "issue:42915", + "right": "issue:42994", + "accept": false, + "reason": "FineGrainedFP8Config loading failure vs quantized model saving failure; both quantization-related but not the same bug." + }, + { + "left": "issue:43611", + "right": "issue:46121", + "accept": false, + "reason": "base_model_prefix loading regression vs rope-parameter validation type error; unrelated." + }, + { + "left": "issue:33357", + "right": "issue:39692", + "accept": false, + "reason": "CLIP MacOS bus error vs SigLIP2 documentation example issues; different model families and failure modes." + }, + { + "left": "issue:29127", + "right": "issue:34567", + "accept": false, + "reason": "LayoutLMv3 error-message clarity issue vs num_input_tokens_seen not updating; no shared root cause." + } + ] + }, + "evaluator_result": 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": 49, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-413", + "nodes": [ + "issue:10000", + "issue:15354", + "issue:29942", + "issue:30064", + "issue:32090", + "issue:33357", + "issue:36010", + "issue:41720", + "issue:42490", + "issue:43065", + "issue:43278", + "issue:43329", + "issue:43334", + "issue:43381", + "issue:43421", + "issue:43526", + "issue:43531", + "issue:43575", + "issue:43653", + "issue:43701", + "issue:43723", + "issue:43756", + "issue:43761", + "issue:43824", + "issue:43873", + "issue:43994", + "issue:44186", + "issue:44265", + "issue:44279", + "issue:44442", + "issue:44554", + "issue:44610", + "issue:44734", + "issue:44857", + "issue:44977", + "issue:45072", + "issue:45103", + "issue:45198", + "issue:45229", + "issue:45245", + "issue:45372", + "issue:45406", + "issue:45412", + "issue:45440", + "issue:45491", + "issue:45593", + "issue:45834", + "issue:45859" + ], + "soft_pairs": [ + "issue:29942|issue:30064", + "issue:43421|issue:45491", + "issue:44265|issue:45198", + "issue:44734|issue:45406", + "issue:43065|issue:43994", + "issue:10000|issue:15354", + "issue:43873|issue:45229", + "issue:44610|issue:45412", + "issue:43756|issue:45440", + "issue:43278|issue:43575", + "issue:42490|issue:43873", + "issue:43653|issue:44442", + "issue:45372|issue:45406", + "issue:43723|issue:44554", + "issue:41720|issue:45229", + "issue:43381|issue:43701", + "issue:43526|issue:45834", + "issue:45440|issue:45593", + "issue:43761|issue:45859", + "issue:43278|issue:43329", + "issue:29942|issue:36010", + "issue:45103|issue:45372", + "issue:32090|issue:33357", + "issue:43526|issue:44186", + "issue:43334|issue:43531", + "issue:44977|issue:45245", + "issue:43824|issue:44279", + "issue:43526|issue:44857", + "issue:42490|issue:43381", + "issue:44442|issue:45072" + ], + "prepared_review_unit_hash": "45ad1f109951494d8f15315b3059cc89733702c0cace6d5e018346dbe12472c6", + "component_budget": { + "node_count": 413, + "item_count": 413, + "soft_pair_count": 1541, + "serialized_chars": 795721, + "estimated_input_tokens": 198931, + "estimated_eval_tokens": 398118 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 30, + "serialized_chars": 36728, + "estimated_input_tokens": 9182, + "estimated_eval_tokens": 18620 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "These items are not duplicates of one another; they span many unrelated bugs across tokenizers, vision models, serving, quantization, export, and memory behavior. No single canonical issue/PR stands out for the cluster.", + "confidence": 0.92, + "canonical_issue_reason": "No coherent canonical issue: the set is heterogeneous and the reported failures involve different components and code paths.", + "canonical_pr_reason": null, + "best_issue_reason": "No issue is a good global representative; if one had to be picked, it would still not safely subsume the rest because the bugs are unrelated.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:29942", + "right": "issue:30064", + "accept": false, + "reason": "Different bugs: Flash Attention 2 test failures vs image processor void-segmentation-map handling." + }, + { + "left": "issue:43421", + "right": "issue:45491", + "accept": false, + "reason": "Different failures: runtime special-token post-processor sync vs Gemma3 NaN embeddings from sliding-window attention." + }, + { + "left": "issue:44265", + "right": "issue:45198", + "accept": false, + "reason": "Different code paths: torch.export with torch_compilable_check vs Wav2Vec2 save/tokenization regression." + }, + { + "left": "issue:44734", + "right": "issue:45406", + "accept": false, + "reason": "Serving KV-cache tensor indexing bug vs Gemma4Processor missing _tokenizer; not the same defect." + }, + { + "left": "issue:43065", + "right": "issue:43994", + "accept": false, + "reason": "Unrelated model issues: dummy Conv2d in Sam3PixelDecoder vs SigLIP2 inference quality." + }, + { + "left": "issue:10000", + "right": "issue:15354", + "accept": false, + "reason": "Different frameworks and failures: DistilBertModel issue vs torch.jit.script GeneratorExp export problem." + }, + { + "left": "issue:43873", + "right": "issue:45229", + "accept": false, + "reason": "Both mention memory/placement, but one is quantization offloading behavior and the other is multi-GPU OOM; not the same bug." + }, + { + "left": "issue:44610", + "right": "issue:45412", + "accept": false, + "reason": "Processor input-size mismatch vs RT-DETR memory not released; different underlying problems." + }, + { + "left": "issue:43756", + "right": "issue:45440", + "accept": false, + "reason": "Different model implementations and failures: Smollm3 RoPE layer drop vs DeepSeekV3 divergence." + }, + { + "left": "issue:43278", + "right": "issue:43575", + "accept": false, + "reason": "BF16/FP32 dtype drift in eval vs tensor-parallel load OOM; unrelated." + }, + { + "left": "issue:42490", + "right": "issue:43873", + "accept": false, + "reason": "Local-path trailing-slash import warning is unrelated to quantization offloading." + }, + { + "left": "issue:43653", + "right": "issue:44442", + "accept": false, + "reason": "Tokenizer special-token registration bug vs AutoTokenizer load failure for a different tokenizer." + }, + { + "left": "issue:45372", + "right": "issue:45406", + "accept": false, + "reason": "External dependency import error in Gemma4 loading vs missing _tokenizer attribute in transformers serve; different layers." + }, + { + "left": "issue:43723", + "right": "issue:44554", + "accept": false, + "reason": "Tokenizer import/load issue vs MPS attention correctness bug; no shared code path." + }, + { + "left": "issue:41720", + "right": "issue:45229", + "accept": false, + "reason": "Qwen3 auto device mapping CUDA assert vs Gemma4 multi-GPU OOM; different failure modes." + }, + { + "left": "issue:43381", + "right": "issue:43701", + "accept": false, + "reason": "Gradient checkpointing in eval mode vs checkpoint resume key mismatch; unrelated." + }, + { + "left": "issue:43526", + "right": "issue:45834", + "accept": false, + "reason": "BeitImageProcessorFast label reduction bug vs Kosmos2.5 long-OCR index error; different processors and failures." + }, + { + "left": "issue:45440", + "right": "issue:45593", + "accept": false, + "reason": "DeepSeekV3 implementation divergence vs D-FINE auxiliary-loss omission; unrelated model logic." + }, + { + "left": "issue:43761", + "right": "issue:45859", + "accept": false, + "reason": "CLIPVisionModel hidden_states regression vs Qwen3_5MoeTextRotaryEmbedding CPU-offload incompatibility." + }, + { + "left": "issue:43278", + "right": "issue:43329", + "accept": false, + "reason": "Different bugs: dtype change between train/eval vs undefined variables in multimodal token counting." + }, + { + "left": "issue:29942", + "right": "issue:36010", + "accept": false, + "reason": "Flash Attention 2 test failures are unrelated to GenerationMixin import errors." + }, + { + "left": "issue:45103", + "right": "issue:45372", + "accept": false, + "reason": "auto_docstring annotation handling bug vs Gemma4 ReasoningEffort dependency import error." + }, + { + "left": "issue:32090", + "right": "issue:33357", + "accept": false, + "reason": "Trainer _gpu_broadcast_one NoneType error vs MacOS CLIP bus error; different subsystems and symptoms." + }, + { + "left": "issue:43526", + "right": "issue:44186", + "accept": false, + "reason": "Both involve processors/tokenizers, but the actual bugs differ: label reduction vs NER padding/truncation crash." + }, + { + "left": "issue:43334", + "right": "issue:43531", + "accept": false, + "reason": "Qwen3-VL config loading error vs Qwen3-MoE sliding_window issue; separate model bugs." + }, + { + "left": "issue:44977", + "right": "issue:45245", + "accept": false, + "reason": "Flash-attention generation bug vs category-cardinality runtime limit; unrelated." + }, + { + "left": "issue:43824", + "right": "issue:44279", + "accept": false, + "reason": "Specific missing export for Qwen2.5-VL vs generic dependency issue; not the same defect." + }, + { + "left": "issue:43526", + "right": "issue:44857", + "accept": false, + "reason": "Processor label handling bug vs CUDA/AMP loss crash; unrelated." + }, + { + "left": "issue:42490", + "right": "issue:43381", + "accept": false, + "reason": "Import warning on local paths vs gradient checkpointing in eval mode; different code paths." + }, + { + "left": "issue:44442", + "right": "issue:45072", + "accept": false, + "reason": "Tokenizer load failure vs dtype mismatch in bfloat16 inference; 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": 49, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-413", + "nodes": [ + "issue:28218", + "issue:29127", + "issue:33290", + "issue:33357", + "issue:34567", + "issue:34689", + "issue:35141", + "issue:38175", + "issue:42907", + "issue:42915", + "issue:43262", + "issue:43316", + "issue:43381", + "issue:43441", + "issue:43493", + "issue:43525", + "issue:43550", + "issue:43575", + "issue:43611", + "issue:43646", + "issue:43701", + "issue:43720", + "issue:43761", + "issue:43827", + "issue:43873", + "issue:43931", + "issue:44062", + "issue:44077", + "issue:44079", + "issue:44206", + "issue:44387", + "issue:44442", + "issue:44464", + "issue:44479", + "issue:44743", + "issue:44811", + "issue:44898", + "issue:44964", + "issue:44977", + "issue:45216", + "issue:45290", + "issue:45440", + "issue:45491", + "issue:45584", + "issue:45588", + "issue:45698", + "issue:45803", + "issue:45907" + ], + "soft_pairs": [ + "issue:43262|issue:44206", + "issue:43575|issue:43701", + "issue:42915|issue:43931", + "issue:43575|issue:44387", + "issue:44062|issue:45907", + "issue:43441|issue:45588", + "issue:44743|issue:44811", + "issue:43646|issue:44077", + "issue:29127|issue:35141", + "issue:44977|issue:45584", + "issue:44464|issue:45491", + "issue:33357|issue:38175", + "issue:44964|issue:45440", + "issue:44479|issue:45290", + "issue:43316|issue:43525", + "issue:44442|issue:45803", + "issue:44442|issue:44898", + "issue:43761|issue:44079", + "issue:28218|issue:29127", + "issue:33290|issue:34567", + "issue:34689|issue:43611", + "issue:43381|issue:43873", + "issue:42907|issue:45698", + "issue:43931|issue:45216", + "issue:43493|issue:43827", + "issue:43550|issue:44743", + "issue:43720|issue:44442" + ], + "prepared_review_unit_hash": "d8bee600fc71b4d215e66f697b3138f78802f524928b66916385ac3078662d2a", + "component_budget": { + "node_count": 413, + "item_count": 413, + "soft_pair_count": 1541, + "serialized_chars": 795721, + "estimated_input_tokens": 198931, + "estimated_eval_tokens": 398118 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 27, + "serialized_chars": 35796, + "estimated_input_tokens": 8949, + "estimated_eval_tokens": 18154 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "All proposed soft edges appear to be false matches: they share broad Transformers themes at best, but each pair points to a different model, code path, or regression. No single coherent duplicate cluster stands out from these items.", + "confidence": 0.95, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": null, + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43262", + "right": "issue:44206", + "accept": false, + "reason": "Different subsystems and symptoms: audio chat template sampling-rate default vs a feature extractor argument crash." + }, + { + "left": "issue:43575", + "right": "issue:43701", + "accept": false, + "reason": "OOM while loading a large Qwen model with tensor parallelism is unrelated to a resume checkpoint key mismatch." + }, + { + "left": "issue:42915", + "right": "issue:43931", + "accept": false, + "reason": "Different models and failure modes: FP8 config failure in Qwen3Moe vs weight-shape mismatch for Qwen3-VL loading." + }, + { + "left": "issue:43575", + "right": "issue:44387", + "accept": false, + "reason": "Both mention memory pressure, but one is tensor-parallel load OOM and the other is int4 quantization reserved-memory growth; not the same bug." + }, + { + "left": "issue:44062", + "right": "issue:45907", + "accept": false, + "reason": "Tokenizer AddedToken constructor error is unrelated to list_repo_files failing to forward revision." + }, + { + "left": "issue:43441", + "right": "issue:45588", + "accept": false, + "reason": "Both involve flash attention, but they hit different code paths and problems: Ministral-3 model failure vs sink-less flash_attention AttributeError." + }, + { + "left": "issue:44743", + "right": "issue:44811", + "accept": false, + "reason": "Recurrent state reset in modular Qwen3.5 is not the same as Whisper batch_decode ignoring skip_special_tokens." + }, + { + "left": "issue:43646", + "right": "issue:44077", + "accept": false, + "reason": "Generic custom model initialization regression is not the same as a specific architecture disallowing optional post_init." + }, + { + "left": "issue:29127", + "right": "issue:35141", + "accept": false, + "reason": "LayoutLMv3 box-content error reporting is unrelated to embedding reinitialization after resize_token_embeddings." + }, + { + "left": "issue:44977", + "right": "issue:45584", + "accept": false, + "reason": "Different models and behaviors: Qwen3.5 flash-attention generation regression vs Whisper empty-transcription crash." + }, + { + "left": "issue:44464", + "right": "issue:45491", + "accept": false, + "reason": "Compiled-forward chunked generation inconsistency is unrelated to Gemma3 NaN embeddings from sliding-window all-padding cases." + }, + { + "left": "issue:33357", + "right": "issue:38175", + "accept": false, + "reason": "MacOS CLIP bus error and SigLIP2 zero probabilities are distinct model/runtime issues." + }, + { + "left": "issue:44964", + "right": "issue:45440", + "accept": false, + "reason": "Phi-4 multimodal loading failure and DeepseekV3MoE divergence are separate model-specific regressions." + }, + { + "left": "issue:44479", + "right": "issue:45290", + "accept": false, + "reason": "Video-input regression across Qwen VL models is unrelated to apply_chat_template crashing on assistant tool-call messages." + }, + { + "left": "issue:43316", + "right": "issue:43525", + "accept": false, + "reason": "Both are config/API discrepancies, but they involve different attributes and different models." + }, + { + "left": "issue:44442", + "right": "issue:45803", + "accept": false, + "reason": "AutoTokenizer loading failure is unrelated to FuyuBatchFeature's bare except swallowing errors." + }, + { + "left": "issue:44442", + "right": "issue:44898", + "accept": false, + "reason": "Tokenizer loading and Perceiver non-default-resolution inference failures are unrelated." + }, + { + "left": "issue:43761", + "right": "issue:44079", + "accept": false, + "reason": "A CLIPVisionModel hidden_states regression is not the same as generic ModelOutput key assignment behavior." + }, + { + "left": "issue:28218", + "right": "issue:29127", + "accept": false, + "reason": "Tokenizer spacing after added tokens has nothing to do with LayoutLMv3 box-information errors." + }, + { + "left": "issue:33290", + "right": "issue:34567", + "accept": false, + "reason": "AdaFactor/deepspeed OOM and TrainerState num_input_tokens_seen not updating are unrelated." + }, + { + "left": "issue:34689", + "right": "issue:43611", + "accept": false, + "reason": "Both are model-loading regressions, but they affect different mechanisms: specific Llama 3.2 vision loading vs base_model_prefix handling." + }, + { + "left": "issue:43381", + "right": "issue:43873", + "accept": false, + "reason": "Gradient checkpointing in eval mode and quantization offloading are separate concerns." + }, + { + "left": "issue:42907", + "right": "issue:45698", + "accept": false, + "reason": "Saving dequantized Ministrals/Devstrals is not the same as loading the wrong custom module after save_pretrained." + }, + { + "left": "issue:43931", + "right": "issue:45216", + "accept": false, + "reason": "Weight-shape mismatch on model load is different from an incorrect checkpoint produced by save_pretrained." + }, + { + "left": "issue:43493", + "right": "issue:43827", + "accept": false, + "reason": "SigLIP2 implementation parity and docs still referencing pipeline() are unrelated." + }, + { + "left": "issue:43550", + "right": "issue:44743", + "accept": false, + "reason": "torch.compile with SDPA on Bamba-9B-v2 is unrelated to recurrent state reset in Qwen3.5 modular code." + }, + { + "left": "issue:43720", + "right": "issue:44442", + "accept": false, + "reason": "Packed-weight unloading during accelerate loading has nothing in common with AutoTokenizer failing to load FastSpeech2ConformerTokenizer." + } + ] + }, + "evaluator_result": 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, + 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"component_budget": { + "node_count": 413, + "item_count": 413, + "soft_pair_count": 1541, + "serialized_chars": 795721, + "estimated_input_tokens": 198931, + "estimated_eval_tokens": 398118 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 29, + "serialized_chars": 36054, + "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 grab bag of unrelated Transformers issues across configs, processors, generation, deepspeed, and model-specific regressions. No soft pair looks like the same underlying bug or change, so all candidate edges are rejected.", + "confidence": 0.96, + "canonical_issue_reason": "No clear canonical issue: the reports span many unrelated bugs and subsystems, so none should absorb the cluster.", + "canonical_pr_reason": null, + "best_issue_reason": "No single issue is a strong global representative; the topics are too diverse to treat as duplicates.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43316", + "right": "issue:45759", + "accept": false, + "reason": "Different config bug types: Gemma3TextConfig API discrepancy vs Qwen text_config unwrapping." + }, + { + "left": "issue:43761", + "right": "issue:44188", + "accept": false, + "reason": "CLIPVision hidden_states regression is unrelated to torch.compile attention-kernel divergence." + }, + { + "left": "issue:32090", + "right": "issue:33290", + "accept": false, + "reason": "Trainer NoneType broadcast error and DeepSpeed Adafactor OOM are different failures." + }, + { + "left": "issue:41628", + "right": "issue:45372", + "accept": false, + "reason": "Both are import errors, but for different symbols/packages and different loading paths." + }, + { + "left": "issue:44568", + "right": "issue:45479", + "accept": false, + "reason": "Tokenizer special-token behavior is unrelated to zero-loss sequence-classification bug." + }, + { + "left": "issue:34689", + "right": "issue:36010", + "accept": false, + "reason": "Different import/loading breakages: model loading regression vs missing GenerationMixin import." + }, + { + "left": "issue:43873", + "right": "issue:44871", + "accept": false, + "reason": "Quantization offload behavior and eos_token_id mismatch are separate config/runtime issues." + }, + { + "left": "issue:43643", + "right": "issue:44913", + "accept": false, + "reason": "Remote-code config field loss differs from GPTNeoX rotary_pct not persisting on reload." + }, + { + "left": "issue:44077", + "right": "issue:44479", + "accept": false, + "reason": "patchtsmixer post_init policy change is unrelated to Qwen video-input regression." + }, + { + "left": "issue:44190", + "right": "issue:44496", + "accept": false, + "reason": "Dataset loading failure and unrecognized model/config registration are unrelated." + }, + { + "left": "issue:44855", + "right": "issue:45137", + "accept": false, + "reason": "Python 3.13 IndentationError is unrelated to DeepSpeed ZeRO3 deque underflow." + }, + { + "left": "issue:29127", + "right": "issue:33357", + "accept": false, + "reason": "LayoutLMV3 error-message issue and CLIP Mac bus error are different bugs." + }, + { + "left": "issue:33290", + "right": "issue:34689", + "accept": false, + "reason": "DeepSpeed Adafactor OOM is unrelated to Llama 3.2 Vision loading regression." + }, + { + "left": "issue:33290", + "right": "issue:45656", + "accept": false, + "reason": "OOM with Adafactor is not the same as optimizer.step being called twice." + }, + { + "left": "issue:43316", + "right": "issue:44877", + "accept": false, + "reason": "Different config issues: Gemma3TextConfig inconsistency vs granite_speech strict loading." + }, + { + "left": "issue:43540", + "right": "issue:44514", + "accept": false, + "reason": "Video-input processing failure is unrelated to batched apply_chat_template padding crash." + }, + { + "left": "issue:43316", + "right": "issue:43716", + "accept": false, + "reason": "API discrepancy in config classes is not the same as image preprocessor dtype mismatch." + }, + { + "left": "issue:43404", + "right": "issue:43441", + "accept": false, + "reason": "Weight-tying bug and FlashAttention failure are different Mistral/Ministral problems." + }, + { + "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 nesting bug is unrelated to missing PyTorch import error." + }, + { + "left": "issue:43295", + "right": "issue:43825", + "accept": false, + "reason": "Processor.tokenizer regression differs from pipeline translation-task error messaging." + }, + { + "left": "issue:43550", + "right": "issue:43701", + "accept": false, + "reason": "torch.compile/SDPA failure is unrelated to resume_from_checkpoint key mismatch." + }, + { + "left": "issue:41950", + "right": "issue:43475", + "accept": false, + "reason": "Video-classification processor lookup and SAM3 vision output attribute loss are different bugs." + }, + { + "left": "issue:43606", + "right": "issue:43701", + "accept": false, + "reason": "CPU offload device mismatch is unrelated to checkpoint key mismatch." + }, + { + "left": "issue:44871", + "right": "issue:45584", + "accept": false, + "reason": "Gemma eos_token_id inconsistency and Whisper empty-transcription generation failure differ." + }, + { + "left": "issue:42617", + "right": "issue:43575", + "accept": false, + "reason": "3d_parallel.py execution failure is not the same as tensor-parallel OOM on Qwen2-57B." + }, + { + "left": "issue:43295", + "right": "issue:44871", + "accept": false, + "reason": "Custom processor API regression is unrelated to Gemma eos_token_id inconsistency." + }, + { + "left": "issue:33290", + "right": "issue:35141", + "accept": false, + "reason": "DeepSpeed OOM and embedding reinit after resize are unrelated training/model-init bugs." + }, + { + "left": "issue:33290", + "right": "issue:36331", + "accept": false, + "reason": "DeepSpeed optimizer memory issue is unrelated to CustomTrainer compute_loss signature breakage." + } + ] + }, + "evaluator_result": 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": 49, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-413", + "nodes": [ + "issue:41720", + "issue:43065", + "issue:43232", + "issue:43335", + "issue:43388", + "issue:43452", + "issue:43504", + "issue:43550", + "issue:43575", + "issue:43646", + "issue:43673", + "issue:43742", + "issue:43761", + "issue:43827", + "issue:43906", + "issue:43931", + "issue:43994", + "issue:44060", + "issue:44077", + "issue:44190", + "issue:44242", + "issue:44479", + "issue:44496", + "issue:44521", + "issue:44534", + "issue:44610", + "issue:44617", + "issue:44734", + "issue:44737", + "issue:44743", + "issue:44792", + "issue:44855", + "issue:44871", + "issue:44913", + "issue:44964", + "issue:44977", + "issue:45127", + "issue:45200", + "issue:45245", + "issue:45290", + "issue:45357", + "issue:45381", + "issue:45584", + "issue:45588", + "issue:45600", + "issue:45698", + "issue:45803", + "issue:46050" + ], + "soft_pairs": [ + "issue:43065|issue:44617", + "issue:43575|issue:43742", + "issue:45127|issue:45200", + "issue:43761|issue:44479", + "issue:43232|issue:43388", + "issue:43452|issue:44496", + "issue:44871|issue:46050", + "issue:43646|issue:44913", + "issue:43504|issue:45698", + "issue:43673|issue:44743", + "issue:43761|issue:44242", + "issue:44077|issue:44534", + "issue:44479|issue:44734", + "issue:44792|issue:44977", + "issue:43906|issue:45290", + "issue:44617|issue:45584", + "issue:43065|issue:44610", + "issue:44190|issue:44964", + "issue:43827|issue:43994", + "issue:44534|issue:44913", + "issue:41720|issue:45245", + "issue:43931|issue:44060", + "issue:44855|issue:45588", + "issue:44792|issue:45600", + "issue:43335|issue:44855", + "issue:45127|issue:45357", + "issue:44737|issue:45803", + "issue:44521|issue:45381", + "issue:43550|issue:44190" + ], + "prepared_review_unit_hash": "d255da8a25a992a099913813765c8bdeb66b8f358a4c650d8ad1cd6f46d63e41", + "component_budget": { + "node_count": 413, + "item_count": 413, + "soft_pair_count": 1541, + "serialized_chars": 795721, + "estimated_input_tokens": 198931, + "estimated_eval_tokens": 398118 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 29, + "serialized_chars": 36633, + "estimated_input_tokens": 9159, + "estimated_eval_tokens": 18574 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This set is a heterogeneous mix of unrelated Transformers bugs (loading, generation, multimodal preprocessing, config serialization, docs). None of the suggested soft pairs look like the same underlying defect, so no duplicate merges are warranted.", + "confidence": 0.79, + "canonical_issue_reason": "issue:45698 is the broadest, most reusable tracker here: a public from_pretrained/save_pretrained loading regression with high discussion activity and direct impact on custom modules.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45698 is the best representative issue because it targets a core model-loading path, has strong discussion signals, and describes a general regression rather than a niche edge case.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43065", + "right": "issue:44617", + "accept": false, + "reason": "Different problems: dummy Conv2d in Sam3PixelDecoder vs Sam3Video CUDA OOM." + }, + { + "left": "issue:43575", + "right": "issue:43742", + "accept": false, + "reason": "Large-model tensor-parallel OOM and MobileLLM key error are unrelated load failures." + }, + { + "left": "issue:45127", + "right": "issue:45200", + "accept": false, + "reason": "LoRA merge collapse with extended vocab is distinct from Gemma 4 token-type defaults." + }, + { + "left": "issue:43761", + "right": "issue:44479", + "accept": false, + "reason": "CLIPVision hidden_states regression and Qwen VL video input regression affect different code paths." + }, + { + "left": "issue:43232", + "right": "issue:43388", + "accept": false, + "reason": "Generation kwargs update after sync_gpus is unrelated to metric-gathering label truncation." + }, + { + "left": "issue:43452", + "right": "issue:44496", + "accept": false, + "reason": "gguf_file loading bug and missing model_type config are different model-loading failures." + }, + { + "left": "issue:44871", + "right": "issue:46050", + "accept": false, + "reason": "eos_token_id mismatch is not the same as quantized save/load breakage." + }, + { + "left": "issue:43646", + "right": "issue:44913", + "accept": false, + "reason": "Custom model init breakage in v5 is distinct from GPTNeoX rotary_pct not persisting on reload." + }, + { + "left": "issue:43504", + "right": "issue:45698", + "accept": false, + "reason": "Legacy preset-field load failure is not the same as wrong custom module selection after save_pretrained." + }, + { + "left": "issue:43673", + "right": "issue:44743", + "accept": false, + "reason": "Chunked-prefill cache missing and Qwen3.5 recurrent-state reset are different generation bugs." + }, + { + "left": "issue:43761", + "right": "issue:44242", + "accept": false, + "reason": "CLIPVision hidden_states regression is unrelated to missing load-balancing loss when router logits are off." + }, + { + "left": "issue:44077", + "right": "issue:44534", + "accept": false, + "reason": "Optional post_init policy and non-persistent buffer initialization are separate v5 issues." + }, + { + "left": "issue:44479", + "right": "issue:44734", + "accept": false, + "reason": "Video-input regression in Qwen VL models does not match KV-cache continuation indexing in serve." + }, + { + "left": "issue:44792", + "right": "issue:44977", + "accept": false, + "reason": "Janus image-generation test failure and Qwen3.5 flash-attention generation bug are different symptoms/code paths." + }, + { + "left": "issue:43906", + "right": "issue:45290", + "accept": false, + "reason": "An isolated reproduction of an older issue is not the same as chat-template crashes on tool-call assistant messages." + }, + { + "left": "issue:44617", + "right": "issue:45584", + "accept": false, + "reason": "Sam3Video OOM and Whisper empty-transcription failure are unrelated runtime bugs." + }, + { + "left": "issue:43065", + "right": "issue:44610", + "accept": false, + "reason": "Sam3PixelDecoder dummy layer issue is unrelated to OmDet-Turbo processor/model image-size mismatch." + }, + { + "left": "issue:44190", + "right": "issue:44964", + "accept": false, + "reason": "Local dataset loading script failure is unrelated to Phi-4 multimodal model loading." + }, + { + "left": "issue:43827", + "right": "issue:43994", + "accept": false, + "reason": "Docs referencing removed pipeline() and SigLIP2 nonsensical outputs are not the same bug." + }, + { + "left": "issue:44534", + "right": "issue:44913", + "accept": false, + "reason": "Junk-filled non-persistent buffers and rotary_pct reload regression are different serialization issues." + }, + { + "left": "issue:41720", + "right": "issue:45245", + "accept": false, + "reason": "Qwen3 auto device mapping CUDA assert is unrelated to the category-count limit error." + }, + { + "left": "issue:43931", + "right": "issue:44060", + "accept": false, + "reason": "Qwen3-VL weight-shape mismatch and Qwen3-Next tied-weights warning are separate model-definition bugs." + }, + { + "left": "issue:44855", + "right": "issue:45588", + "accept": false, + "reason": "Python 3.13 decorator parsing/import failure is unrelated to flash_attention s_aux=None crashing." + }, + { + "left": "issue:44792", + "right": "issue:45600", + "accept": false, + "reason": "Janus test regression and stale auto_mappings references are different failure classes." + }, + { + "left": "issue:43335", + "right": "issue:44855", + "accept": false, + "reason": "Sparse layer creation in SwitchTransformers is unrelated to DebertaV2 import parsing on Python 3.13." + }, + { + "left": "issue:45127", + "right": "issue:45357", + "accept": false, + "reason": "LoRA merge collapse is distinct from Qwen3.5 saving the wrong visual encoder keys." + }, + { + "left": "issue:44737", + "right": "issue:45803", + "accept": false, + "reason": "XLNet device placement bug and Fuyu bare-except error swallowing are unrelated." + }, + { + "left": "issue:44521", + "right": "issue:45381", + "accept": false, + "reason": "All-zero assistant masks for multimodal inputs is not the same as wrong video vision_position_ids." + }, + { + "left": "issue:43550", + "right": "issue:44190", + "accept": false, + "reason": "torch.compile SDPA failure in Bamba is unrelated to the local dataset-loading script 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": 31, + "review_unit_count": 49, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-413", + "nodes": [ + "issue:35141", + "issue:36246", + "issue:38175", + "issue:38617", + "issue:39692", + "issue:41628", + "issue:42490", + "issue:43065", + "issue:43295", + "issue:43335", + "issue:43404", + "issue:43479", + "issue:43540", + "issue:43644", + "issue:43650", + "issue:43976", + "issue:44077", + "issue:44112", + "issue:44186", + "issue:44190", + "issue:44220", + "issue:44246", + "issue:44462", + "issue:44464", + "issue:44496", + "issue:44683", + "issue:44734", + "issue:44855", + "issue:44877", + "issue:44913", + "issue:44933", + "issue:44938", + "issue:45003", + "issue:45216", + "issue:45245", + "issue:45276", + "issue:45362", + "issue:45375", + "issue:45446", + "issue:45542", + "issue:45563", + "issue:45584", + "issue:45600", + "issue:45632", + "issue:45803", + "issue:45907", + "issue:46082", + "issue:46121" + ], + "soft_pairs": [ + "issue:43976|issue:44855", + "issue:44462|issue:45907", + "issue:44938|issue:45542", + "issue:43540|issue:44734", + "issue:44077|issue:44877", + "issue:35141|issue:42490", + "issue:43644|issue:44913", + "issue:44112|issue:45600", + "issue:43335|issue:44190", + "issue:46082|issue:46121", + "issue:39692|issue:44190", + "issue:44496|issue:45803", + "issue:43650|issue:44220", + "issue:36246|issue:41628", + "issue:43479|issue:45375", + "issue:45276|issue:45584", + "issue:45245|issue:45584", + "issue:43295|issue:45276", + "issue:44186|issue:44734", + "issue:44464|issue:45563", + "issue:44683|issue:45446", + "issue:38175|issue:43065", + "issue:44933|issue:45362", + "issue:44246|issue:45003", + "issue:43404|issue:45216", + "issue:36246|issue:38617", + "issue:44734|issue:45632" + ], + "prepared_review_unit_hash": "e95f459b69bee84f56e43e8c1f24be89bff4f5234d3236feec0f206a624a714e", + "component_budget": { + "node_count": 413, + "item_count": 413, + "soft_pair_count": 1541, + "serialized_chars": 795721, + "estimated_input_tokens": 198931, + "estimated_eval_tokens": 398118 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 27, + "serialized_chars": 35847, + "estimated_input_tokens": 8962, + "estimated_eval_tokens": 18180 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "All proposed soft pairs are false positives; the issues span unrelated bugs across imports, config validation, generation, and model-specific behavior.", + "confidence": 0.99, + "canonical_issue_reason": "No canonical issue: there is no single underlying bug shared by these items.", + "canonical_pr_reason": null, + "best_issue_reason": "No global best issue for deduplication; the set is too heterogeneous to anchor on one issue.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43976", + "right": "issue:44855", + "accept": false, + "reason": "Different failures: Python version support/installability vs a DebertaV2 JIT parsing IndentationError on Python 3.13." + }, + { + "left": "issue:44462", + "right": "issue:45907", + "accept": false, + "reason": "Tokenizer loading behavior is unrelated to forwarding the revision argument in list_repo_files." + }, + { + "left": "issue:44938", + "right": "issue:45542", + "accept": false, + "reason": "One is a Python 3.14 import/load failure; the other is a TensorFlow-backend warning caused by tensorboard-only installs." + }, + { + "left": "issue:43540", + "right": "issue:44734", + "accept": false, + "reason": "Qwen3OmniMoe video-processing validation is unrelated to serve KV-cache continuation tensor indexing." + }, + { + "left": "issue:44077", + "right": "issue:44877", + "accept": false, + "reason": "PatchTsMixer post_init policy and GraniteSpeech strict config loading are different code paths and bugs." + }, + { + "left": "issue:35141", + "right": "issue:42490", + "accept": false, + "reason": "Embedding reinitialization after resizing is unrelated to a local-path trailing-slash import warning." + }, + { + "left": "issue:43644", + "right": "issue:44913", + "accept": false, + "reason": "Non-persistent buffer initialization junk and GPTNeoXConfig rotary_pct reload defaults are separate issues." + }, + { + "left": "issue:44112", + "right": "issue:45600", + "accept": false, + "reason": "CI device override flakiness in GraniteSpeech is unrelated to removed Sam3LiteText entries in auto_mappings.py." + }, + { + "left": "issue:43335", + "right": "issue:44190", + "accept": false, + "reason": "SwitchTransformers sparse-layer creation and local dataset loading in an example script are unrelated." + }, + { + "left": "issue:46082", + "right": "issue:46121", + "accept": false, + "reason": "LlamaConfig head_dim validation and rope-parameter JSON list handling are different config-validation bugs." + }, + { + "left": "issue:39692", + "right": "issue:44190", + "accept": false, + "reason": "SigLIP2 docs example errors are unrelated to the image-classification script's local dataset loading failure." + }, + { + "left": "issue:44496", + "right": "issue:45803", + "accept": false, + "reason": "Model-type recognition failure in config loading is unrelated to a bare except swallowing errors in Fuyu tensor conversion." + }, + { + "left": "issue:43650", + "right": "issue:44220", + "accept": false, + "reason": "\"ADD THE DATA\" is not a concrete technical bug and does not match the fbank feature extraction issue." + }, + { + "left": "issue:36246", + "right": "issue:41628", + "accept": false, + "reason": "Both are import errors, but they concern different symbols and module export problems." + }, + { + "left": "issue:43479", + "right": "issue:45375", + "accept": false, + "reason": "Default multimodal config initialization and a missing strict config field are different model-specific config bugs." + }, + { + "left": "issue:45276", + "right": "issue:45584", + "accept": false, + "reason": "Gemma4 token-embedding resizing does not share an underlying cause with Whisper empty-transcription generation failure." + }, + { + "left": "issue:45245", + "right": "issue:45584", + "accept": false, + "reason": "Category-count overflow and Whisper align_special_tokens behavior are unrelated failures." + }, + { + "left": "issue:43295", + "right": "issue:45276", + "accept": false, + "reason": "Processor.tokenizer regression in custom model code is unrelated to Gemma4 resize_token_embeddings output behavior." + }, + { + "left": "issue:44186", + "right": "issue:44734", + "accept": false, + "reason": "LayoutLMv2 tokenizer padding/NER crashes are unrelated to serve KV-cache continuation indexing." + }, + { + "left": "issue:44464", + "right": "issue:45563", + "accept": false, + "reason": "Compiled forward inconsistency in chunked generation is unrelated to a stale warning about num_return_sequences." + }, + { + "left": "issue:44683", + "right": "issue:45446", + "accept": false, + "reason": "A torch>=2.9 compiled flex_attention failure is not the same as an incorrect version check for AuxRequest import." + }, + { + "left": "issue:38175", + "right": "issue:43065", + "accept": false, + "reason": "SigLIP2 zero probabilities and Sam3PixelDecoder dummy Conv2d are unrelated model bugs." + }, + { + "left": "issue:44933", + "right": "issue:45362", + "accept": false, + "reason": "A missing image_utils import and a Qwen3.5 chat crash are different subsystems and failure modes." + }, + { + "left": "issue:44246", + "right": "issue:45003", + "accept": false, + "reason": "Import slowness and unsafe sys.modules access are not the same underlying bug." + }, + { + "left": "issue:43404", + "right": "issue:45216", + "accept": false, + "reason": "Mistral3 lm_head tying is unrelated to Qwen3.5 save_pretrained checkpoint corruption." + }, + { + "left": "issue:36246", + "right": "issue:38617", + "accept": false, + "reason": "These are distinct import errors from different missing names and modules." + }, + { + "left": "issue:44734", + "right": "issue:45632", + "accept": false, + "reason": "KV-cache continuation crashes and trust_remote_code cache-path collisions do not share a concrete code-path 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": 32, + "review_unit_count": 49, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-413", + "nodes": [ + "issue:41950", + "issue:42175", + "issue:42490", + "issue:42907", + "issue:43295", + "issue:43299", + "issue:43381", + "issue:43388", + "issue:43441", + "issue:43479", + "issue:43525", + "issue:43526", + "issue:43531", + "issue:43643", + "issue:43673", + "issue:43688", + "issue:43824", + "issue:43854", + "issue:43901", + "issue:43976", + "issue:44016", + "issue:44075", + "issue:44112", + "issue:44220", + "issue:44242", + "issue:44279", + "issue:44336", + "issue:44351", + "issue:44368", + "issue:44496", + "issue:44561", + "issue:44933", + "issue:44964", + "issue:45020", + "issue:45042", + "issue:45200", + "issue:45216", + "issue:45278", + "issue:45335", + "issue:45357", + "issue:45405", + "issue:45563", + "issue:45584", + "issue:45593", + "issue:45600", + "issue:45632", + "issue:45759" + ], + "soft_pairs": [ + "issue:44561|issue:45632", + "issue:43643|issue:44496", + "issue:45563|issue:45584", + "issue:44964|issue:45600", + "issue:44112|issue:44964", + "issue:43854|issue:44964", + "issue:42907|issue:43441", + "issue:41950|issue:44016", + "issue:42490|issue:45632", + "issue:43673|issue:44336", + "issue:43388|issue:43688", + "issue:43531|issue:45600", + "issue:44016|issue:44220", + "issue:43295|issue:45335", + "issue:43526|issue:43901", + "issue:42175|issue:44279", + "issue:44496|issue:45042", + "issue:43299|issue:45216", + "issue:44075|issue:44368", + "issue:43381|issue:45593", + "issue:43901|issue:44496", + "issue:45335|issue:45584", + "issue:43299|issue:45357", + "issue:44496|issue:45759", + "issue:43976|issue:45405", + "issue:41950|issue:45020", + "issue:44242|issue:45200", + "issue:44351|issue:45278", + "issue:43479|issue:43525", + "issue:43824|issue:44933" + ], + "prepared_review_unit_hash": "18c4f670470c5c723983b87832504a911aa33d5ad5cfeaf9792f191bb8667abd", + "component_budget": { + "node_count": 413, + "item_count": 413, + "soft_pair_count": 1541, + "serialized_chars": 795721, + "estimated_input_tokens": 198931, + "estimated_eval_tokens": 398118 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 30, + "serialized_chars": 36063, + "estimated_input_tokens": 9016, + "estimated_eval_tokens": 18288 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "These items are mostly unrelated Transformers issues. Several are broadly about model loading, configs, or import regressions, but none of the candidate pairs look like the same underlying bug/change, so I would not merge any of them as duplicates.", + "confidence": 0.73, + "canonical_issue_reason": "issue:44964 is the best anchor: it is a concrete, user-facing multimodal loading regression and is the closest thematic match to several other config/import/model-loading reports in the set, even though this is not a true duplicate cluster.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:44964 is the most representative and well-scoped issue here; it is specific enough to be a canonical anchor, but it should still be treated as distinct from the other loading/config reports.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44561", + "right": "issue:45632", + "accept": false, + "reason": "Both mention trust_remote_code, but one is about a removed helper breaking models and the other is a local-model cache path collision." + }, + { + "left": "issue:43643", + "right": "issue:44496", + "accept": false, + "reason": "Both are config/loading problems, but one is missing fields from AutoConfig with trust_remote_code and the other is an unrecognized model/config.json issue." + }, + { + "left": "issue:45563", + "right": "issue:45584", + "accept": false, + "reason": "Different generation bugs: a stale warning for num_return_sequences versus failure on empty Whisper transcription." + }, + { + "left": "issue:44964", + "right": "issue:45600", + "accept": false, + "reason": "Both involve model loading/registry plumbing, but one is a Phi-4 multimodal load failure and the other is stale auto_mappings references causing CI breakage." + }, + { + "left": "issue:44112", + "right": "issue:44964", + "accept": false, + "reason": "GraniteSpeech CI device override failure is unrelated to the Phi-4 multimodal loading problem." + }, + { + "left": "issue:43854", + "right": "issue:44964", + "accept": false, + "reason": "Different missing-import/load failures for different models; same broad area, not the same bug." + }, + { + "left": "issue:42907", + "right": "issue:43441", + "accept": false, + "reason": "One is about saving dequantized Ministral/Devstral models, the other about FlashAttention loading for Ministral-3." + }, + { + "left": "issue:41950", + "right": "issue:44016", + "accept": false, + "reason": "Video-classification processor lookup and a notebook syntax error are unrelated." + }, + { + "left": "issue:42490", + "right": "issue:45632", + "accept": false, + "reason": "Both touch local model paths, but one is a trailing-slash warning and the other is a cache-path collision for same-named leaf directories." + }, + { + "left": "issue:43673", + "right": "issue:44336", + "accept": false, + "reason": "Chunked prefill cache handling and ANSI color output in loading_report are unrelated." + }, + { + "left": "issue:43388", + "right": "issue:43688", + "accept": false, + "reason": "Different training bugs: label gathering in evaluation versus auxiliary-loss normalization." + }, + { + "left": "issue:43531", + "right": "issue:45600", + "accept": false, + "reason": "Qwen3-MoE sliding_window behavior is unrelated to stale config references in auto_mappings.py." + }, + { + "left": "issue:44016", + "right": "issue:44220", + "accept": false, + "reason": "A notebook syntax error and a feature-extraction helper issue are unrelated." + }, + { + "left": "issue:43295", + "right": "issue:45335", + "accept": false, + "reason": "Processor.tokenizer regression with images is unrelated to resize_token_embeddings not updating decoder.embed_tokens." + }, + { + "left": "issue:43526", + "right": "issue:43901", + "accept": false, + "reason": "BeitImageProcessorFast label reduction and TextClassificationPipeline docs drift are unrelated." + }, + { + "left": "issue:42175", + "right": "issue:44279", + "accept": false, + "reason": "Both are dependency-related at a high level, but the backend packaging omission is not the same as a generic dependency issue." + }, + { + "left": "issue:44496", + "right": "issue:45042", + "accept": false, + "reason": "Missing model_type in config.json and PIL image processors requiring torchvision are different failures." + }, + { + "left": "issue:43299", + "right": "issue:45216", + "accept": false, + "reason": "Qwen3VL/Qwen3.5 loading failure and incorrect saved checkpoint output are different regressions, not one bug." + }, + { + "left": "issue:44075", + "right": "issue:44368", + "accept": false, + "reason": "Unused SGD args and a tie_word_embeddings warning are unrelated." + }, + { + "left": "issue:43381", + "right": "issue:45593", + "accept": false, + "reason": "Gradient checkpointing in eval mode and D-FINE auxiliary-loss handling are different code paths." + }, + { + "left": "issue:43901", + "right": "issue:44496", + "accept": false, + "reason": "Documentation mismatch for return_all_scores is unrelated to a missing-model-type import/load failure." + }, + { + "left": "issue:45335", + "right": "issue:45584", + "accept": false, + "reason": "Resize-token-embeddings behavior and Whisper empty-transcription generation failure are unrelated." + }, + { + "left": "issue:43299", + "right": "issue:45357", + "accept": false, + "reason": "Both are Qwen3.5 regressions, but one is model loading and the other is save_pretrained emitting wrong visual-encoder keys." + }, + { + "left": "issue:44496", + "right": "issue:45759", + "accept": false, + "reason": "Missing model_type in config and AutoModelForCausalLM.from_config not unwrapping text_config are distinct config-resolution bugs." + }, + { + "left": "issue:43976", + "right": "issue:45405", + "accept": false, + "reason": "Python-version compatibility and an unreleased peft version bump are unrelated dependency issues." + }, + { + "left": "issue:41950", + "right": "issue:45020", + "accept": false, + "reason": "Image-processor lookup in a video pipeline is unrelated to broad remote_code regressions." + }, + { + "left": "issue:44242", + "right": "issue:45200", + "accept": false, + "reason": "Load-balancing loss omission and mm_token_type_ids defaulting are different model-training bugs." + }, + { + "left": "issue:44351", + "right": "issue:45278", + "accept": false, + "reason": "A missing HybridCache import and broad import errors after upgrade are not the same concrete failure." + }, + { + "left": "issue:43479", + "right": "issue:43525", + "accept": false, + "reason": "Phi4MultimodalConfig default-init issues and Llama4Config missing pad_token_id are different config bugs." + }, + { + "left": "issue:43824", + "right": "issue:44933", + "accept": false, + "reason": "Both are import errors, but they concern different symbols and modules with different root causes." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 17, + "review_unit_index": 33, + "review_unit_count": 49, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-413", + "nodes": [ + "issue:32090", + "issue:35141", + "issue:38175", + "issue:39692", + "issue:41950", + "issue:42994", + "issue:43065", + "issue:43295", + "issue:43299", + "issue:43317", + "issue:43441", + "issue:43450", + "issue:43577", + "issue:43650", + "issue:43854", + "issue:43901", + "issue:43976", + "issue:44016", + "issue:44062", + "issue:44261", + "issue:44263", + "issue:44279", + "issue:44297", + "issue:44462", + "issue:44466", + "issue:44521", + "issue:44617", + "issue:44623", + "issue:44683", + "issue:44749", + "issue:44779", + "issue:44898", + "issue:44987", + "issue:45081", + "issue:45216", + "issue:45276", + "issue:45325", + "issue:45397", + "issue:45405", + "issue:45542", + "issue:45600", + "issue:45712", + "issue:45812", + "issue:45823", + "issue:45834", + "issue:45907", + "issue:46132" + ], + "soft_pairs": [ + "issue:44683|issue:45542", + "issue:41950|issue:45823", + "issue:44779|issue:45812", + "issue:43577|issue:45216", + "issue:44016|issue:44062", + "issue:32090|issue:35141", + "issue:38175|issue:44617", + "issue:39692|issue:43901", + "issue:44279|issue:45405", + "issue:43299|issue:43854", + "issue:43650|issue:46132", + "issue:43295|issue:44779", + "issue:44462|issue:45081", + "issue:43976|issue:44987", + "issue:43976|issue:44279", + "issue:44297|issue:44462", + "issue:41950|issue:43650", + "issue:45081|issue:45907", + "issue:44521|issue:45325", + "issue:43450|issue:44279", + "issue:43441|issue:45834", + "issue:45600|issue:45712", + "issue:42994|issue:43317", + "issue:43065|issue:44898", + "issue:44466|issue:45276", + "issue:44623|issue:45397", + "issue:44261|issue:44263", + "issue:44623|issue:44749" + ], + "prepared_review_unit_hash": "fa282ad6ab9fb328eab1bd2d6a54addf4f0ffc7aab40e857b77f5ad51c134d0a", + "component_budget": { + "node_count": 413, + "item_count": 413, + "soft_pair_count": 1541, + "serialized_chars": 795721, + "estimated_input_tokens": 198931, + "estimated_eval_tokens": 398118 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 28, + "serialized_chars": 35560, + "estimated_input_tokens": 8890, + "estimated_eval_tokens": 18036 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is loosely related by Transformers/tokenizer/model-loading themes, but the soft pairs mostly point to distinct bugs in different code paths. I would not merge any of the proposed pairs as duplicates. The best single issue anchor is the broad AutoTokenizer repository-tokenizer loading bug.", + "confidence": 0.82, + "canonical_issue_reason": "issue:44462 is the most broadly scoped and central user-facing bug in the set, with a clear reproducible loading-path failure and the strongest potential to serve as the cluster anchor.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:44462 best represents the cluster\u2019s dominant tokenizer-loading regression theme while staying specific and actionable.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44683", + "right": "issue:45542", + "accept": false, + "reason": "Different subsystems and symptoms: compiled attention on torch 2.9 vs TensorFlow/tensorboard backend detection." + }, + { + "left": "issue:41950", + "right": "issue:45823", + "accept": false, + "reason": "Different model/pipeline bug vs device mismatch in Gemma4 PLE forward; no shared code-path failure." + }, + { + "left": "issue:44779", + "right": "issue:45812", + "accept": false, + "reason": "Both are tokenizer regressions, but for different models and failure modes; not the same underlying bug." + }, + { + "left": "issue:43577", + "right": "issue:45216", + "accept": false, + "reason": "Blip2 dtype handling vs Qwen3.5 save_pretrained checkpoint regression are unrelated code paths." + }, + { + "left": "issue:44016", + "right": "issue:44062", + "accept": false, + "reason": "Notebook syntax error and AddedToken argument collision are entirely separate issues." + }, + { + "left": "issue:32090", + "right": "issue:35141", + "accept": false, + "reason": "Trainer GPU broadcast NoneType error is unrelated to embedding resize/post_init reinitialization." + }, + { + "left": "issue:38175", + "right": "issue:44617", + "accept": false, + "reason": "Unexpected probabilities in SigLIP2 and Sam3Video OOM are different model/runtime problems." + }, + { + "left": "issue:39692", + "right": "issue:43901", + "accept": false, + "reason": "Docs/example errors and a TextClassificationPipeline docs mismatch are not the same bug." + }, + { + "left": "issue:44279", + "right": "issue:45405", + "accept": false, + "reason": "General dependency complaint vs a specific PEFT version bump; too vague to be duplicates." + }, + { + "left": "issue:43299", + "right": "issue:43854", + "accept": false, + "reason": "Different model-loading failures on different architectures; no concrete shared defect." + }, + { + "left": "issue:43650", + "right": "issue:46132", + "accept": false, + "reason": "Placeholder issue text and AttentionInterface behavior change are unrelated." + }, + { + "left": "issue:43295", + "right": "issue:44779", + "accept": false, + "reason": "Processor.tokenizer regression is not the same as Deepseek token ID corruption." + }, + { + "left": "issue:44462", + "right": "issue:45081", + "accept": false, + "reason": "Both involve tokenizer loading, but one ignores tokenizer.json while the other crashes in Mistral regex patching." + }, + { + "left": "issue:43976", + "right": "issue:44987", + "accept": false, + "reason": "Python version support breakage and a specific model-loading failure are different problems." + }, + { + "left": "issue:43976", + "right": "issue:44279", + "accept": false, + "reason": "Runtime Python compatibility issue vs vague dependency issue; not duplicates." + }, + { + "left": "issue:44297", + "right": "issue:44462", + "accept": false, + "reason": "save_pretrained writes the wrong tokenizer_class, while this one ignores tokenizer.json on load." + }, + { + "left": "issue:41950", + "right": "issue:43650", + "accept": false, + "reason": "Video-classification processor lookup bug has nothing in common with the placeholder issue." + }, + { + "left": "issue:45081", + "right": "issue:45907", + "accept": false, + "reason": "Tokenizer regex patch crash and list_repo_files revision forwarding are unrelated." + }, + { + "left": "issue:44521", + "right": "issue:45325", + "accept": false, + "reason": "Different multimodal bugs: assistant mask generation vs temporal position id scaling." + }, + { + "left": "issue:43450", + "right": "issue:44279", + "accept": false, + "reason": "Video processor shape bug and a dependency issue do not match." + }, + { + "left": "issue:43441", + "right": "issue:45834", + "accept": false, + "reason": "FlashAttention failure for Ministral-3 and long OCR index error in Kosmos2.5 are separate model issues." + }, + { + "left": "issue:45600", + "right": "issue:45712", + "accept": false, + "reason": "Broken auto_mappings references and leftover dummy classes are distinct repository maintenance problems." + }, + { + "left": "issue:42994", + "right": "issue:43317", + "accept": false, + "reason": "Quantized model saving failure and dequantized offload loading failure are related only at a high level, not the same bug." + }, + { + "left": "issue:43065", + "right": "issue:44898", + "accept": false, + "reason": "Sam3PixelDecoder dummy Conv2d and Perceiver non-default resolution failure are unrelated vision-model issues." + }, + { + "left": "issue:44466", + "right": "issue:45276", + "accept": false, + "reason": "Serialization of tied lm_head weights and Gemma4 resize_token_embeddings behavior are different defects." + }, + { + "left": "issue:44623", + "right": "issue:45397", + "accept": false, + "reason": "Missing processor save files and Gemma4 zero3 from_pretrained failure are different save/load bugs." + }, + { + "left": "issue:44261", + "right": "issue:44263", + "accept": false, + "reason": "MLA rms_norm_eps precision issue and GlmMoeDsaIndexer split return values are unrelated." + }, + { + "left": "issue:44623", + "right": "issue:44749", + "accept": false, + "reason": "Processor.save_pretrained missing files is not the same as a performance regression in filtering data." + } + ] + }, + "evaluator_result": 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": 49, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-413", + "nodes": [ + "issue:16998", + "issue:22355", + "issue:41628", + "issue:41950", + "issue:42491", + "issue:43262", + "issue:43299", + "issue:43441", + "issue:43450", + "issue:43525", + "issue:43643", + "issue:43650", + "issue:43653", + "issue:43673", + "issue:43723", + "issue:43761", + "issue:43784", + "issue:43881", + "issue:43901", + "issue:43976", + "issue:43994", + "issue:44016", + "issue:44162", + "issue:44188", + "issue:44220", + "issue:44242", + "issue:44246", + "issue:44291", + "issue:44295", + "issue:44297", + "issue:44336", + "issue:44361", + "issue:44373", + "issue:44485", + "issue:44496", + "issue:44521", + "issue:44589", + "issue:44617", + "issue:44671", + "issue:44683", + "issue:44779", + "issue:44987", + "issue:45290", + "issue:45362", + "issue:45397", + "issue:45542", + "issue:45593", + "issue:45823" + ], + "soft_pairs": [ + "issue:43653|issue:45593", + "issue:43441|issue:44683", + "issue:43650|issue:45290", + "issue:43723|issue:44162", + "issue:44016|issue:45823", + "issue:44361|issue:45593", + "issue:44987|issue:45542", + "issue:44671|issue:44779", + "issue:43901|issue:43994", + "issue:43784|issue:45542", + "issue:44016|issue:44291", + "issue:44188|issue:44336", + "issue:44297|issue:45397", + "issue:43450|issue:44617", + "issue:43525|issue:43881", + "issue:43673|issue:43761", + "issue:43262|issue:44521", + "issue:43525|issue:43643", + "issue:41628|issue:43976", + "issue:44336|issue:44373", + "issue:44589|issue:45362", + "issue:43901|issue:44246", + "issue:42491|issue:43299", + "issue:44242|issue:45593", + "issue:16998|issue:22355", + "issue:44295|issue:45397", + "issue:44246|issue:44496", + "issue:44336|issue:44485", + "issue:41950|issue:44220" + ], + "prepared_review_unit_hash": "0eda50ef6668be1273f722cf41e1a21fdf5aca7c8e6d5861525a114e70499fe4", + "component_budget": { + "node_count": 413, + "item_count": 413, + "soft_pair_count": 1541, + "serialized_chars": 795721, + "estimated_input_tokens": 198931, + "estimated_eval_tokens": 398118 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 29, + "serialized_chars": 35993, + "estimated_input_tokens": 8999, + "estimated_eval_tokens": 18254 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This is a heterogeneous cluster of mostly unrelated Transformers issues: tokenizers, chat templates, model loading, attention kernels, docs, notebooks, and model-specific regressions. I found no convincing duplicate pairs; the soft links are mostly broad topical similarity rather than the same underlying bug.", + "confidence": 0.91, + "canonical_issue_reason": "No single canonical duplicate stands out because the cluster is mixed and the soft links are weak. If a representative issue must be chosen, 44521 is the closest fit because it is current, user-facing, and has inbound references.", + "canonical_pr_reason": null, + "best_issue_reason": "44521 is the strongest overall triage representative: it is recent, impacts a common multimodal API path, and appears to be an active regression with external attention.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43653", + "right": "issue:45593", + "accept": false, + "reason": "Different models and different failures: tokenizer special-token registration vs missing auxiliary losses." + }, + { + "left": "issue:43441", + "right": "issue:44683", + "accept": false, + "reason": "Both are attention-related, but one is a Ministral FlashAttention regression and the other is a flex_attention/torch>=2.9 failure; not the same bug." + }, + { + "left": "issue:43650", + "right": "issue:45290", + "accept": false, + "reason": "Unrelated reports: a vague data request versus a chat_template crash on assistant tool-call messages." + }, + { + "left": "issue:43723", + "right": "issue:44162", + "accept": false, + "reason": "Both concern loading, but one is AutoTokenizer in v5 and the other is an ESM2 model breakage; no shared code-path evidence." + }, + { + "left": "issue:44016", + "right": "issue:45823", + "accept": false, + "reason": "A notebook syntax error is unrelated to a Gemma4 device-mapping runtime bug." + }, + { + "left": "issue:44361", + "right": "issue:45593", + "accept": false, + "reason": "Different tokenizer/task error versus D-FINE loss computation issue." + }, + { + "left": "issue:44987", + "right": "issue:45542", + "accept": false, + "reason": "Model-loading failure for a specific repo is unrelated to the TensorFlow backend installation problem." + }, + { + "left": "issue:44671", + "right": "issue:44779", + "accept": false, + "reason": "Both are v5 regressions, but one is CamemBERT masked LM predictions and the other is Deepseek tokenizer output; different components." + }, + { + "left": "issue:43901", + "right": "issue:43994", + "accept": false, + "reason": "Docs mismatch for a pipeline argument is unrelated to a SigLIP2 inference-quality bug." + }, + { + "left": "issue:43784", + "right": "issue:45542", + "accept": false, + "reason": "Import-time NameError in sentence-transformers is not the same as the TensorFlow backend detection issue." + }, + { + "left": "issue:44016", + "right": "issue:44291", + "accept": false, + "reason": "Notebook syntax error and init_empty_weights TypeError are unrelated." + }, + { + "left": "issue:44188", + "right": "issue:44336", + "accept": false, + "reason": "Attention-kernel divergence under torch.compile is unrelated to ANSI codes in loading_report output." + }, + { + "left": "issue:44297", + "right": "issue:45397", + "accept": false, + "reason": "Tokenizer save metadata mismatch is not the same as a Gemma4 zero3 from_pretrained issue." + }, + { + "left": "issue:43450", + "right": "issue:44617", + "accept": false, + "reason": "Incorrect batched video processor shapes and CUDA OOM are different problems." + }, + { + "left": "issue:43525", + "right": "issue:43881", + "accept": false, + "reason": "Missing pad_token_id on Llama4Config and a glm-4v loading failure are separate model-specific loading bugs." + }, + { + "left": "issue:43673", + "right": "issue:43761", + "accept": false, + "reason": "Generation cache handling in chunked_prefill and CLIPVision hidden_states propagation are different code paths." + }, + { + "left": "issue:43262", + "right": "issue:44521", + "accept": false, + "reason": "Both mention chat/template behavior, but one is audio sampling-rate defaulting and the other is multimodal assistant mask generation." + }, + { + "left": "issue:43525", + "right": "issue:43643", + "accept": false, + "reason": "A missing config attribute on one model is unrelated to trust_remote_code dropping fields in AutoConfig." + }, + { + "left": "issue:41628", + "right": "issue:43976", + "accept": false, + "reason": "ImportError for AutoImageProcessor and a Python-version compatibility issue are not duplicates." + }, + { + "left": "issue:44336", + "right": "issue:44373", + "accept": false, + "reason": "Loading-report ANSI formatting and a wrong docstring for position_ids are unrelated." + }, + { + "left": "issue:44589", + "right": "issue:45362", + "accept": false, + "reason": "Storage-object lookup failure and Qwen3.5 chat crash are different errors." + }, + { + "left": "issue:43901", + "right": "issue:44246", + "accept": false, + "reason": "Documentation mismatch versus intermittent slow import are not the same issue." + }, + { + "left": "issue:42491", + "right": "issue:43299", + "accept": false, + "reason": "Both mention Qwen3 MoE regressions, but one is a LoRA compatibility problem and the other is a Qwen3VL loading failure; too different to merge." + }, + { + "left": "issue:44242", + "right": "issue:45593", + "accept": false, + "reason": "Both involve missing loss terms, but they affect different models and different flags; not the same underlying bug." + }, + { + "left": "issue:16998", + "right": "issue:22355", + "accept": false, + "reason": "Model max length behavior for DeBERTa-V3 is unrelated to the missing transformers.onnx module." + }, + { + "left": "issue:44295", + "right": "issue:45397", + "accept": false, + "reason": "A position_ids buffer read error and a Gemma4 zero3 from_pretrained issue do not share a concrete failure mode." + }, + { + "left": "issue:44246", + "right": "issue:44496", + "accept": false, + "reason": "Import performance is unrelated to an unrecognized-model config error." + }, + { + "left": "issue:44336", + "right": "issue:44485", + "accept": false, + "reason": "ANSI-code output in loading_report and GLM-5 RoPE implementation discussion are unrelated." + }, + { + "left": "issue:41950", + "right": "issue:44220", + "accept": false, + "reason": "Video-classification pipeline using image processors and _torch_extract_fbank_features() are different multimedia preprocessing 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": 35, + "review_unit_count": 49, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-413", + "nodes": [ + "issue:36246", + "issue:42757", + "issue:42886", + "issue:43232", + "issue:43257", + "issue:43262", + "issue:43352", + "issue:43526", + "issue:43596", + "issue:43673", + "issue:43824", + "issue:43901", + "issue:43976", + "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:44964", + "issue:44987", + "issue:44995", + "issue:45003", + "issue:45081", + "issue:45137", + "issue:45200", + "issue:45250", + "issue:45292", + "issue:45362", + "issue:45375", + "issue:45412", + "issue:45459", + "issue:45561", + "issue:45563", + "issue:45584", + "issue:45701", + "issue:45759", + "issue:45987", + "issue:46082", + "issue:46123", + "issue:46132" + ], + "soft_pairs": [ + "issue:36246|issue:42757", + "issue:36246|issue:44351", + "issue:43824|issue:43976", + "issue:43352|issue:45250", + "issue:43976|issue:44964", + "issue:43673|issue:44561", + "issue:42886|issue:46132", + "issue:44242|issue:44857", + "issue:44246|issue:44871", + "issue:45081|issue:45362", + "issue:44295|issue:44749", + "issue:44162|issue:45200", + "issue:45412|issue:46123", + "issue:44779|issue:45292", + "issue:43901|issue:45003", + "issue:36246|issue:43596", + "issue:43232|issue:44336", + "issue:43526|issue:45003", + "issue:45561|issue:45563", + "issue:45987|issue:46082", + "issue:45292|issue:45584", + "issue:44496|issue:45003", + "issue:44877|issue:45375", + "issue:44987|issue:45459", + "issue:45292|issue:45701", + "issue:45375|issue:45759", + "issue:43257|issue:45137", + "issue:43262|issue:44246", + "issue:44995|issue:45200" + ], + "prepared_review_unit_hash": "767baec07615162e0fd8245d42c3931bc9161519aebc491d62765ea693736d22", + "component_budget": { + "node_count": 413, + "item_count": 413, + "soft_pair_count": 1541, + "serialized_chars": 795721, + "estimated_input_tokens": 198931, + "estimated_eval_tokens": 398118 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 29, + "serialized_chars": 36516, + "estimated_input_tokens": 9129, + "estimated_eval_tokens": 18514 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The cluster is heterogeneous: the soft-similarity pairs mostly share broad subsystem terms (imports, config loading, generation, DeepSpeed, tokenizers) but describe different concrete failures. I would reject all soft edges as duplicates.", + "confidence": 0.92, + "canonical_issue_reason": "No single canonical issue stands out because the items are not one underlying bug cluster; they span unrelated code paths and model-specific failures.", + "canonical_pr_reason": "No PRs are present in this cluster.", + "best_issue_reason": "No clear global representative exists; at most, issue:45003 is a broad core-utility bug, but it is not related enough to the other issues to serve as a true cluster canonical.", + "best_pr_reason": "No PRs are present in this cluster.", + "soft_edge_verdicts": [ + { + "left": "issue:36246", + "right": "issue:42757", + "accept": false, + "reason": "Both are import errors, but for different symbols and subsystems (Qwen2.5-VL image processor vs huggingface_hub offline helper)." + }, + { + "left": "issue:36246", + "right": "issue:44351", + "accept": false, + "reason": "Different missing imports in different modules; no shared code path or underlying bug." + }, + { + "left": "issue:43824", + "right": "issue:43976", + "accept": false, + "reason": "One is a missing export for a Qwen VL class; the other is a Python version compatibility problem." + }, + { + "left": "issue:43352", + "right": "issue:45250", + "accept": false, + "reason": "Model-specific Flash Attention support issue vs a generic FA2 topic; not the same failure." + }, + { + "left": "issue:43976", + "right": "issue:44964", + "accept": false, + "reason": "Python compatibility regression and a multimodal model-loading failure are unrelated." + }, + { + "left": "issue:43673", + "right": "issue:44561", + "accept": false, + "reason": "Different generation/runtime regressions: chunked prefill cache handling vs removed helper breaking trust_remote_code models." + }, + { + "left": "issue:42886", + "right": "issue:46132", + "accept": false, + "reason": "Offline cache loading and AttentionInterface.register behavior are unrelated." + }, + { + "left": "issue:44242", + "right": "issue:44857", + "accept": false, + "reason": "MoE load-balancing loss omission is unrelated to an AMP/CUDA loss crash." + }, + { + "left": "issue:44246", + "right": "issue:44871", + "accept": false, + "reason": "Import slowdown and Gemma eos_token_id config mismatch are different issues." + }, + { + "left": "issue:45081", + "right": "issue:45362", + "accept": false, + "reason": "Tokenizer regex crash on Mistral vs Qwen3.5 chat crash are different model/tokenizer paths." + }, + { + "left": "issue:44295", + "right": "issue:44749", + "accept": false, + "reason": "Position_ids buffer access error is unrelated to tokenizer slowdown after a version upgrade." + }, + { + "left": "issue:44162", + "right": "issue:45200", + "accept": false, + "reason": "ESM2 breakage and Gemma 4 token-type defaulting are unrelated model bugs." + }, + { + "left": "issue:45412", + "right": "issue:46123", + "accept": false, + "reason": "Memory release behavior for RT-DETR is unrelated to MaskGenerationPipeline batch result dropping." + }, + { + "left": "issue:44779", + "right": "issue:45292", + "accept": false, + "reason": "Deepseek tokenization changes and resize_token_embeddings/output_embeddings mismatch are different code paths." + }, + { + "left": "issue:43901", + "right": "issue:45003", + "accept": false, + "reason": "Docs/behavior mismatch for text classification is unrelated to unsafe sys.modules access in modeling_utils." + }, + { + "left": "issue:36246", + "right": "issue:43596", + "accept": false, + "reason": "Qwen2.5-VL import failure and ZeRO3/BertModel index error are unrelated." + }, + { + "left": "issue:43232", + "right": "issue:44336", + "accept": false, + "reason": "Generation kwargs update bug and ANSI escape leakage in loading_report are unrelated." + }, + { + "left": "issue:43526", + "right": "issue:45003", + "accept": false, + "reason": "BeitImageProcessorFast label reduction bug is unrelated to sys.modules access." + }, + { + "left": "issue:45561", + "right": "issue:45563", + "accept": false, + "reason": "Test worker file race and a stale paged-generate warning are unrelated." + }, + { + "left": "issue:45987", + "right": "issue:46082", + "accept": false, + "reason": "StaticCache return-type contract bug and LlamaConfig head_dim validation are unrelated." + }, + { + "left": "issue:45292", + "right": "issue:45584", + "accept": false, + "reason": "Embedding resize mismatch and Whisper empty-transcription failure are different problems." + }, + { + "left": "issue:44496", + "right": "issue:45003", + "accept": false, + "reason": "Unrecognized model/config loading failure is unrelated to unsafe sys.modules access." + }, + { + "left": "issue:44877", + "right": "issue:45375", + "accept": false, + "reason": "Both involve strict config handling, but they affect different models and opposite failure modes (load rejection vs silent field drop)." + }, + { + "left": "issue:44987", + "right": "issue:45459", + "accept": false, + "reason": "Model loading failure and protobuf-related tokenizer error masking are unrelated." + }, + { + "left": "issue:45292", + "right": "issue:45701", + "accept": false, + "reason": "Embedding resize behavior and version-dependent tokenization changes are not the same bug." + }, + { + "left": "issue:45375", + "right": "issue:45759", + "accept": false, + "reason": "Different Qwen composite-config issues: missing strict field vs failing to unwrap text_config." + }, + { + "left": "issue:43257", + "right": "issue:45137", + "accept": false, + "reason": "Qwen3 MoE weight conversion and DeepSpeed ZeRO3 deque error are unrelated." + }, + { + "left": "issue:43262", + "right": "issue:44246", + "accept": false, + "reason": "Audio chat-template sampling-rate bug and import slowdown are unrelated." + }, + { + "left": "issue:44995", + "right": "issue:45200", + "accept": false, + "reason": "GlmMoeDsa stale cache crash and Gemma 4 token-type defaulting 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": 36, + "review_unit_count": 49, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-413", + "nodes": [ + "issue:28282", + "issue:30990", + "issue:42886", + "issue:42994", + "issue:43065", + "issue:43232", + "issue:43408", + "issue:43452", + "issue:43475", + "issue:43482", + "issue:43540", + "issue:43646", + "issue:43653", + "issue:43673", + "issue:43827", + "issue:43931", + "issue:44038", + "issue:44060", + "issue:44077", + "issue:44162", + "issue:44297", + "issue:44361", + "issue:44368", + "issue:44466", + "issue:44623", + "issue:44734", + "issue:44749", + "issue:44869", + "issue:44871", + "issue:44933", + "issue:44977", + "issue:44995", + "issue:45003", + "issue:45137", + "issue:45229", + "issue:45230", + "issue:45310", + "issue:45335", + "issue:45356", + "issue:45381", + "issue:45397", + "issue:45459", + "issue:45561", + "issue:45563", + "issue:45588", + "issue:45600", + "issue:45656", + "issue:46132" + ], + "soft_pairs": [ + "issue:43065|issue:43408", + "issue:43475|issue:43540", + "issue:45397|issue:45656", + "issue:43653|issue:44162", + "issue:44995|issue:45588", + "issue:44466|issue:45335", + "issue:44368|issue:44977", + "issue:44368|issue:45563", + "issue:45137|issue:45600", + "issue:43673|issue:44734", + "issue:45003|issue:45561", + "issue:42886|issue:45229", + "issue:43931|issue:44368", + "issue:44060|issue:44077", + "issue:44933|issue:45459", + "issue:44297|issue:44623", + "issue:44869|issue:45356", + "issue:44361|issue:44749", + "issue:44871|issue:46132", + "issue:43646|issue:44162", + "issue:43452|issue:45003", + "issue:43673|issue:43827", + "issue:44623|issue:45656", + "issue:44749|issue:45656", + "issue:44749|issue:45310", + "issue:42994|issue:43482", + "issue:43232|issue:43673", + "issue:28282|issue:30990", + "issue:43475|issue:45381", + "issue:45230|issue:45397", + "issue:44038|issue:44623" + ], + "prepared_review_unit_hash": "321159734da8ccae8dbffe366e6c6b813e58124517dd6f7dfdb26ed8f6d08205", + "component_budget": { + "node_count": 413, + "item_count": 413, + "soft_pair_count": 1541, + "serialized_chars": 795721, + "estimated_input_tokens": 198931, + "estimated_eval_tokens": 398118 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 31, + "serialized_chars": 36811, + "estimated_input_tokens": 9203, + "estimated_eval_tokens": 18662 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly a grab bag of distinct Transformers regressions and feature breakages, many around v5/v5.4 model-loading, tokenizers, generation, and deepspeed. I do not see true duplicates among the soft edges, so I picked the broadest v5 regression issue as the representative anchor.", + "confidence": 0.92, + "canonical_issue_reason": "issue:43646 is the broadest and most central representative: it describes a general Transformers 5.0.0 model-initialization breakage, which matches the cluster\u2019s repeated theme of v5 regressions better than any single model-specific report.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43646 is the best single issue to keep as the cluster anchor because it is the most general user-facing failure and is more representative than narrow model- or tokenizer-specific reports.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43065", + "right": "issue:43408", + "accept": false, + "reason": "Different SAM3 problems: one is a dummy Conv2d implementation in the pixel decoder, the other is a model-type/config warning for sam3_video vs sam3_tracker." + }, + { + "left": "issue:43475", + "right": "issue:43540", + "accept": false, + "reason": "Different models and failure modes: SAM3 vision encoder missing an attribute versus Qwen3OmniMoe video-input validation error." + }, + { + "left": "issue:45397", + "right": "issue:45656", + "accept": false, + "reason": "Unrelated deepspeed issues: Gemma-4 Zero3 from_pretrained failure is not the same as optimizer.step being called twice." + }, + { + "left": "issue:43653", + "right": "issue:44162", + "accept": false, + "reason": "Different scope: BigBirdTokenizer special-token registration bug versus a broad ESM2 model breakage." + }, + { + "left": "issue:44995", + "right": "issue:45588", + "accept": false, + "reason": "Different code paths: stale indexer cache on second forward pass is not the same as flash-attention crashing on s_aux=None." + }, + { + "left": "issue:44466", + "right": "issue:45335", + "accept": false, + "reason": "Both touch tied embeddings, but one is inconsistent serialization of lm_head.weight while the other is resize_token_embeddings not updating decoder.embed_tokens; not the same bug." + }, + { + "left": "issue:44368", + "right": "issue:44977", + "accept": false, + "reason": "A warning about tie_word_embeddings is unrelated to a flash-attention generation correctness issue." + }, + { + "left": "issue:44368", + "right": "issue:45563", + "accept": false, + "reason": "Different warning categories and symptoms: tied-weights warning versus stale num_return_sequences warning." + }, + { + "left": "issue:45137", + "right": "issue:45600", + "accept": false, + "reason": "DeepSpeed ZeRO3 deque underflow is unrelated to auto_mappings referencing removed Sam3LiteText configs." + }, + { + "left": "issue:43673", + "right": "issue:44734", + "accept": false, + "reason": "Both involve generation/cache, but one is a missing cache attribute in chunked_prefill and the other is wrong tensor indexing in /v1/responses; not the same concrete bug." + }, + { + "left": "issue:45003", + "right": "issue:45561", + "accept": false, + "reason": "Unsafe sys.modules access in modeling_utils is unrelated to a pytest-xdist race on captured_info.txt." + }, + { + "left": "issue:42886", + "right": "issue:45229", + "accept": false, + "reason": "Offline tokenizer cache loading and multi-GPU CUDA OOM are entirely different failures." + }, + { + "left": "issue:43931", + "right": "issue:44368", + "accept": false, + "reason": "Qwen3-VL weight-shape mismatch is not the same as a tie_word_embeddings warning in Qwen3.5 fine-tuning." + }, + { + "left": "issue:44060", + "right": "issue:44077", + "accept": false, + "reason": "Both mention warnings/configuration, but they concern different models and different underlying issues." + }, + { + "left": "issue:44933", + "right": "issue:45459", + "accept": false, + "reason": "Nonexistent image_utils import and protobuf-related tokenizer error masking are unrelated import/error-handling bugs." + }, + { + "left": "issue:44297", + "right": "issue:44623", + "accept": false, + "reason": "Tokenizer save_pretrained writing the wrong tokenizer_class is different from processor.save_pretrained missing files." + }, + { + "left": "issue:44869", + "right": "issue:45356", + "accept": false, + "reason": "Whisper word-timestamp crash and Kimi-K2.5 tokenizer regression affect different models and different code paths." + }, + { + "left": "issue:44361", + "right": "issue:44749", + "accept": false, + "reason": "MLukeTokenizer AttributeError is unrelated to a performance regression after upgrading to 5.3.0." + }, + { + "left": "issue:44871", + "right": "issue:46132", + "accept": false, + "reason": "Gemma-3 eos_token_id inconsistency is unrelated to AttentionInterface.register changing registered-function behavior." + }, + { + "left": "issue:43646", + "right": "issue:44162", + "accept": false, + "reason": "Both are broad model breakages, but one is specifically custom model initialization in v5 while the other is an ESM2 regression; not the same underlying bug." + }, + { + "left": "issue:43452", + "right": "issue:45003", + "accept": false, + "reason": "gguf_file load failures for AutoTokenizer/AutoModelForCausalLM are unrelated to unsafe sys.modules access." + }, + { + "left": "issue:43673", + "right": "issue:43827", + "accept": false, + "reason": "Generation cache missing in runtime and docs still referencing pipeline() are different issues; one is code, the other is documentation." + }, + { + "left": "issue:44623", + "right": "issue:45656", + "accept": false, + "reason": "Missing files in processor.save_pretrained is unrelated to optimizer.step being called twice under deepspeed." + }, + { + "left": "issue:44749", + "right": "issue:45656", + "accept": false, + "reason": "A slowdown after upgrading Transformers is not the same as a deepspeed double-step bug." + }, + { + "left": "issue:44749", + "right": "issue:45310", + "accept": false, + "reason": "Performance regression in data filtering and Qwen3.5 Moe from_pretrained error are different symptoms and code paths." + }, + { + "left": "issue:42994", + "right": "issue:43482", + "accept": false, + "reason": "Quantized model saving failure is unrelated to GGUF tokenizer/model loading failure." + }, + { + "left": "issue:43232", + "right": "issue:43673", + "accept": false, + "reason": "The generation kwargs update-after-sync_gpus issue is distinct from the chunked_prefill cache-missing regression." + }, + { + "left": "issue:28282", + "right": "issue:30990", + "accept": false, + "reason": "AutoModel ImportError because PyTorch is missing and Sentence Transformers getting stuck loading are not the same problem." + }, + { + "left": "issue:43475", + "right": "issue:45381", + "accept": false, + "reason": "SAM3 vision encoder attribute error is unrelated to Qwen2.5-VL video input vision_position_ids being wrong." + }, + { + "left": "issue:45230", + "right": "issue:45397", + "accept": false, + "reason": "A generic bug report has no clear relation to the Gemma-4 Zero3 from_pretrained issue." + }, + { + "left": "issue:44038", + "right": "issue:44623", + "accept": false, + "reason": "Qwen3-VL-Moe on transformers 5.0 and processor.save_pretrained missing files are different failures." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 17, + "review_unit_index": 37, + "review_unit_count": 49, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-413", + "nodes": [ + "issue:30990", + "issue:35141", + "issue:36010", + "issue:41628", + "issue:42175", + "issue:42222", + "issue:42371", + "issue:42673", + "issue:42831", + "issue:42898", + "issue:42994", + "issue:43065", + "issue:43232", + "issue:43278", + "issue:43377", + "issue:43475", + "issue:43525", + "issue:43643", + "issue:43704", + "issue:43824", + "issue:43901", + "issue:44038", + "issue:44188", + "issue:44222", + "issue:44242", + "issue:44351", + "issue:44373", + "issue:44496", + "issue:44568", + "issue:44623", + "issue:44661", + "issue:44792", + "issue:44933", + "issue:44964", + "issue:45081", + "issue:45092", + "issue:45103", + "issue:45137", + "issue:45200", + "issue:45310", + "issue:45375", + "issue:45478", + "issue:45561", + "issue:45600", + "issue:45712", + "issue:45812", + "issue:46077", + "issue:46123" + ], + "soft_pairs": [ + "issue:43475|issue:43643", + "issue:46077|issue:46123", + "issue:41628|issue:44933", + "issue:42371|issue:45092", + "issue:43475|issue:44661", + "issue:45081|issue:45103", + "issue:42994|issue:43525", + "issue:45375|issue:45478", + "issue:45310|issue:45375", + "issue:42673|issue:43704", + "issue:41628|issue:44351", + "issue:42831|issue:44222", + "issue:44222|issue:45310", + "issue:36010|issue:41628", + "issue:42175|issue:45712", + "issue:42994|issue:43824", + "issue:44038|issue:45310", + "issue:44964|issue:45137", + "issue:44496|issue:45561", + "issue:43377|issue:44242", + "issue:42222|issue:45200", + "issue:45561|issue:45600", + "issue:43232|issue:44792", + "issue:43901|issue:45561", + "issue:42898|issue:44568", + "issue:30990|issue:35141", + "issue:43065|issue:46123", + "issue:43232|issue:44188", + "issue:44188|issue:44373", + "issue:44623|issue:45310", + "issue:43278|issue:45137", + "issue:42898|issue:45812" + ], + "prepared_review_unit_hash": "e795b2f498310e367bc2a4d9808dd7d7e57a321797fccc807221187e76c1fed8", + "component_budget": { + "node_count": 413, + "item_count": 413, + "soft_pair_count": 1541, + "serialized_chars": 795721, + "estimated_input_tokens": 198931, + "estimated_eval_tokens": 398118 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 32, + "serialized_chars": 37244, + "estimated_input_tokens": 9311, + "estimated_eval_tokens": 18878 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The cluster is mostly a grab bag of unrelated Transformers issues, but it does contain at least two exact duplicate pairs: issue:42673/issue:43704 and issue:45310/issue:45478. The Qwen3.5 MoE from_pretrained pair is the better canonical anchor for the broader Qwen-related mini-cluster, while the Qwen3ForCausalLM VRAM leak pair is a separate exact-duplicate mini-cluster.", + "confidence": 0.77, + "canonical_issue_reason": "issue:45310 is the best canonical issue because it has an exact duplicate in issue:45478 with the same title/symptom, and it sits inside a tighter Qwen3.5 MoE-related set than the rest of the mixed cluster.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45310 is the strongest representative issue overall: it anchors an exact duplicate pair and is more connected to nearby Qwen-family reports than the isolated duplicate pair issue:42673/issue:43704.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43475", + "right": "issue:43643", + "accept": false, + "reason": "Similar wording about missing fields, but one is a SAM3 vision output attribute bug and the other is an AutoConfig/trust_remote_code config-loss issue; different bugs." + }, + { + "left": "issue:46077", + "right": "issue:46123", + "accept": false, + "reason": "Gemma4 attention-mask construction vs a partial-batch pipeline result-dropping bug; unrelated code paths." + }, + { + "left": "issue:41628", + "right": "issue:44933", + "accept": false, + "reason": "Both are import errors, but for different missing symbols and modules; no evidence of the same underlying export bug." + }, + { + "left": "issue:42371", + "right": "issue:45092", + "accept": false, + "reason": "TF32 behavior guidance vs an old InternVL2 meta-initialization incompatibility; unrelated." + }, + { + "left": "issue:43475", + "right": "issue:44661", + "accept": false, + "reason": "SAM3 vision output attribute issue vs tokenizer-mapping add-new-model-like failure; different subsystems and symptoms." + }, + { + "left": "issue:45081", + "right": "issue:45103", + "accept": false, + "reason": "Tokenizer regex patch crash vs auto-docstring annotation handling crash; not the same defect." + }, + { + "left": "issue:42994", + "right": "issue:43525", + "accept": false, + "reason": "Quantized model save failure and missing pad_token_id on Llama4Config are different issues." + }, + { + "left": "issue:45375", + "right": "issue:45478", + "accept": false, + "reason": "Same model family, but one is a missing config field being dropped and the other is a generic from_pretrained error; not enough to collapse them." + }, + { + "left": "issue:45310", + "right": "issue:45375", + "accept": false, + "reason": "Both are Qwen3.5 MoE-related, but one is a broad load error and the other is a specific missing-field/config-strictness problem; likely distinct." + }, + { + "left": "issue:42673", + "right": "issue:43704", + "accept": true, + "reason": "Exact same title and same Qwen3ForCausalLM VRAM leak symptom; clear duplicate reports of the same bug." + }, + { + "left": "issue:42994", + "right": "issue:43824", + "accept": false, + "reason": "Quantized save_pretrained failure vs an unrelated Qwen2.5-VL import error." + }, + { + "left": "issue:44038", + "right": "issue:45310", + "accept": false, + "reason": "Both mention Qwen model load failures, but one targets Qwen3-VL-Moe on transformers 5.0 and the other is a Qwen3.5 MoE from_pretrained error; not the same concrete bug." + }, + { + "left": "issue:44964", + "right": "issue:45137", + "accept": false, + "reason": "Model-load incompatibility vs a DeepSpeed ZeRO3 deque error; unrelated." + }, + { + "left": "issue:44496", + "right": "issue:45561", + "accept": false, + "reason": "Unrecognized model config vs a pytest-xdist file race in testing utils; different failure modes." + }, + { + "left": "issue:43377", + "right": "issue:44242", + "accept": false, + "reason": "MIMI encoder batch-vs-single padding-mask bug vs MoE load-balancing loss omission; unrelated." + }, + { + "left": "issue:42222", + "right": "issue:45200", + "accept": false, + "reason": "VitPose model breakage vs Gemma 4 token-type defaulting; different models and bugs." + }, + { + "left": "issue:45561", + "right": "issue:45600", + "accept": false, + "reason": "Test-file race under xdist vs stale auto_mappings reference to removed Sam3LiteText configs; unrelated." + }, + { + "left": "issue:43232", + "right": "issue:44792", + "accept": false, + "reason": "Generation kwargs update after sync_gpus vs a Janus image-generation test failure; no shared underlying defect." + }, + { + "left": "issue:43901", + "right": "issue:45561", + "accept": false, + "reason": "Pipeline docs mismatch vs a test utility race condition; unrelated." + }, + { + "left": "issue:42898", + "right": "issue:44568", + "accept": false, + "reason": "Tokenization clean-up behavior change in v5 vs add_special_tokens failing to add BOS/EOS for mdeberta-v3-base; different tokenizer regressions." + }, + { + "left": "issue:30990", + "right": "issue:35141", + "accept": false, + "reason": "Sentence Transformers loading hang vs embedding reinitialization after resize; unrelated." + }, + { + "left": "issue:43065", + "right": "issue:46123", + "accept": false, + "reason": "Dummy Conv2d in Sam3PixelDecoder vs partial-batch pipeline dropping results; different bugs." + }, + { + "left": "issue:43232", + "right": "issue:44188", + "accept": false, + "reason": "Generation sync_gpus state bug vs attention-kernel divergence under torch.compile; different code paths." + }, + { + "left": "issue:44188", + "right": "issue:44373", + "accept": false, + "reason": "Attention-kernel divergence vs a wrong docstring for position_ids; not the same issue." + }, + { + "left": "issue:44623", + "right": "issue:45310", + "accept": false, + "reason": "Processor save_pretrained missing files vs Qwen3.5 MoE from_pretrained error; distinct save/load failures." + }, + { + "left": "issue:43278", + "right": "issue:45137", + "accept": false, + "reason": "Embedding dtype mismatch during evaluate vs DeepSpeed ZeRO3 deque error; unrelated." + }, + { + "left": "issue:42898", + "right": "issue:45812", + "accept": false, + "reason": "clean_up_tokenization_spaces behavior change vs Granite token ID regression; different tokenizer issues." + } + ] + }, + "evaluator_result": { + "accept": false, + "feedback": "Reject: the summary overstates the evidence. In the packet, issue:45310 and issue:45478 have the exact same title (`[BUG] transformers>=5.4.0, Qwen3.5 Moe from_pretrained error`), so it is not accurate to say the only clear duplicate pair is the Qwen3ForCausalLM VRAM leak report. Also, phrases like \"only confirmed duplicate anchor\" are not grounded in the packet. The soft-edge rejects are mostly conservative, but the cluster-level summary needs to acknowledge the additional exact duplicate pair." + }, + "evaluator_used": true, + "retried": true, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 17, + "review_unit_index": 38, + "review_unit_count": 49, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-413", + "nodes": [ + "issue:28282", + "issue:30333", + "issue:33290", + "issue:34689", + "issue:35141", + "issue:36331", + "issue:41628", + "issue:42175", + "issue:42757", + "issue:42831", + "issue:42898", + "issue:43116", + "issue:43479", + "issue:43673", + "issue:43723", + "issue:43784", + "issue:43824", + "issue:43874", + "issue:43976", + "issue:44060", + "issue:44079", + "issue:44188", + "issue:44190", + "issue:44206", + "issue:44222", + "issue:44295", + "issue:44297", + "issue:44448", + "issue:44484", + "issue:44568", + "issue:44623", + "issue:44734", + "issue:44779", + "issue:44869", + "issue:44933", + "issue:44977", + "issue:45071", + "issue:45092", + "issue:45103", + "issue:45125", + "issue:45245", + "issue:45310", + "issue:45356", + "issue:45405", + "issue:45656", + "issue:45712", + "issue:46082", + "issue:46132" + ], + "soft_pairs": [ + "issue:43784|issue:43824", + "issue:44734|issue:45103", + "issue:30333|issue:33290", + "issue:43723|issue:44568", + "issue:42898|issue:45356", + "issue:42898|issue:44779", + "issue:43874|issue:45092", + "issue:45405|issue:45712", + "issue:44060|issue:45125", + "issue:43673|issue:44188", + "issue:42898|issue:44448", + "issue:44295|issue:45656", + "issue:44933|issue:45712", + "issue:44448|issue:46132", + "issue:42175|issue:44933", + "issue:44222|issue:44297", + "issue:43976|issue:44933", + "issue:43479|issue:44079", + "issue:44297|issue:45656", + "issue:43116|issue:44190", + "issue:42831|issue:44623", + "issue:44222|issue:44623", + "issue:44190|issue:46082", + "issue:43479|issue:44869", + "issue:45245|issue:46132", + "issue:44206|issue:45103", + "issue:30333|issue:36331", + "issue:41628|issue:42757", + "issue:45071|issue:46082", + "issue:30333|issue:34689", + "issue:44297|issue:45310", + "issue:44222|issue:44484", + "issue:28282|issue:30333", + "issue:43723|issue:44977", + "issue:30333|issue:35141" + ], + "prepared_review_unit_hash": "c8e8f7f9a75e080eb55cceba6c8c99530d963b6c64cf52711ec3ae099c6db224", + "component_budget": { + "node_count": 413, + "item_count": 413, + "soft_pair_count": 1541, + "serialized_chars": 795721, + "estimated_input_tokens": 198931, + "estimated_eval_tokens": 398118 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 35, + "serialized_chars": 38284, + "estimated_input_tokens": 9571, + "estimated_eval_tokens": 19398 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "These items are mostly unrelated transformer issues sharing only broad subsystem overlap (imports, tokenizers, save_pretrained, training, multimodal models). I found no convincing duplicate pairs among the soft candidates, and there are no PRs in the input.", + "confidence": 0.91, + "canonical_issue_reason": "issue:43824 is the strongest standalone bug report here: it is a specific import failure with multiple inbound references and substantial discussion, making it the best representative issue.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43824 has the clearest, most actionable signal and the most engagement among the closed issues, so it is the best issue to surface as canonical.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43784", + "right": "issue:43824", + "accept": false, + "reason": "Both are import errors, but they hit different symbols and code paths: sentence-transformers vs Qwen2.5-VL class export." + }, + { + "left": "issue:44734", + "right": "issue:45103", + "accept": false, + "reason": "One is a serving/KV-cache indexing crash; the other is an auto-docstring annotation parsing crash. Different subsystems." + }, + { + "left": "issue:30333", + "right": "issue:33290", + "accept": false, + "reason": "MLflow reporting on failed training is unrelated to a DeepSpeed Adafactor OOM." + }, + { + "left": "issue:43723", + "right": "issue:44568", + "accept": false, + "reason": "Both concern tokenizers, but one is tokenizer loading in v5 and the other is add_special_tokens behavior for a specific model." + }, + { + "left": "issue:42898", + "right": "issue:45356", + "accept": false, + "reason": "Both are tokenizer regressions, but they concern different models and different behaviors (cleanup spacing vs codec handling/warnings)." + }, + { + "left": "issue:42898", + "right": "issue:44779", + "accept": false, + "reason": "Same broad tokenizer area, but the concrete failures differ: cleanup-space behavior vs DeepSeek tokenization output." + }, + { + "left": "issue:43874", + "right": "issue:45092", + "accept": false, + "reason": "Different problems: missing image-processor method vs remote-code checkpoint/meta-init incompatibility." + }, + { + "left": "issue:45405", + "right": "issue:45712", + "accept": false, + "reason": "MIN_PEFT_VERSION metadata is unrelated to leftover dummy PT classes and repo-check failures." + }, + { + "left": "issue:44060", + "right": "issue:45125", + "accept": false, + "reason": "Both involve Qwen models, but one is a tied-weights warning bug and the other is missing tensor-parallel plan metadata." + }, + { + "left": "issue:43673", + "right": "issue:44188", + "accept": false, + "reason": "Generation cache handling and attention-kernel divergence under torch.compile are different bug classes." + }, + { + "left": "issue:42898", + "right": "issue:44448", + "accept": false, + "reason": "A tokenizer cleanup regression is not the same as a model-output regression on Pegasus between v4 and v5." + }, + { + "left": "issue:44295", + "right": "issue:45656", + "accept": false, + "reason": "Registering position_ids as a buffer and double optimizer steps in DeepSpeed are unrelated issues." + }, + { + "left": "issue:44933", + "right": "issue:45712", + "accept": false, + "reason": "An image_utils import problem and dummy-class leakage into dir(transformers) are different export bugs." + }, + { + "left": "issue:44448", + "right": "issue:46132", + "accept": false, + "reason": "Pegasus output changes are unrelated to AttentionInterface.register changing callable behavior." + }, + { + "left": "issue:42175", + "right": "issue:44933", + "accept": false, + "reason": "Missing TensorFlow backend in extras install is unrelated to a missing image_utils import." + }, + { + "left": "issue:44222", + "right": "issue:44297", + "accept": false, + "reason": "Both mention save_pretrained, but one is FP8 MoE saving and the other is tokenizer_config class metadata." + }, + { + "left": "issue:43976", + "right": "issue:44933", + "accept": false, + "reason": "Python-version support regression and missing image_utils import are unrelated." + }, + { + "left": "issue:44297", + "right": "issue:45656", + "accept": false, + "reason": "Tokenizer save metadata mismatch is unrelated to DeepSpeed optimizer step duplication." + }, + { + "left": "issue:43116", + "right": "issue:44190", + "accept": false, + "reason": "Classification example output bug and local dataset loading failure in a different example are distinct." + }, + { + "left": "issue:42831", + "right": "issue:44623", + "accept": false, + "reason": "FineGrainedFP8 accuracy and processor.save_pretrained missing files are different bugs." + }, + { + "left": "issue:44222", + "right": "issue:44623", + "accept": false, + "reason": "Both involve save_pretrained, but on different object types and different failure modes." + }, + { + "left": "issue:44190", + "right": "issue:46082", + "accept": false, + "reason": "Dataset-loading example failure is unrelated to LlamaConfig head_dim validation." + }, + { + "left": "issue:43479", + "right": "issue:44869", + "accept": false, + "reason": "Multimodal config default initialization is unrelated to Whisper timestamp decoding crashes." + }, + { + "left": "issue:45245", + "right": "issue:46132", + "accept": false, + "reason": "Category-count limits and AttentionInterface.register behavior are not the same underlying issue." + }, + { + "left": "issue:44206", + "right": "issue:45103", + "accept": false, + "reason": "Feature-extractor center-argument crash and auto-docstring annotation parsing crash are unrelated." + }, + { + "left": "issue:30333", + "right": "issue:36331", + "accept": false, + "reason": "A failed training-job MLflow report bug is not the same as the Trainer API signature change." + }, + { + "left": "issue:41628", + "right": "issue:42757", + "accept": false, + "reason": "Different missing imports from different dependencies; only the broad symptom overlaps." + }, + { + "left": "issue:45071", + "right": "issue:46082", + "accept": false, + "reason": "A PretrainedConfig typing regression is unrelated to Llama head_dim validation." + }, + { + "left": "issue:30333", + "right": "issue:34689", + "accept": false, + "reason": "MLflow reporting on failed jobs is unrelated to Llama 3.2 Vision model loading breakage." + }, + { + "left": "issue:44297", + "right": "issue:45310", + "accept": false, + "reason": "Tokenizer save metadata mismatch is not the same as Qwen3.5 MoE from_pretrained failure." + }, + { + "left": "issue:44222", + "right": "issue:44484", + "accept": false, + "reason": "FP8 MoE save_pretrained issues are unrelated to max_shard_size default behavior." + }, + { + "left": "issue:28282", + "right": "issue:30333", + "accept": false, + "reason": "Missing PyTorch import and MLflow reporting after failed training are unrelated." + }, + { + "left": "issue:43723", + "right": "issue:44977", + "accept": false, + "reason": "Tokenizer loading failure and DeepSeek tokenizer output regression are different concrete bugs." + }, + { + "left": "issue:30333", + "right": "issue:35141", + "accept": false, + "reason": "Training-job reporting and embedding resize/post_init reinitialization 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": 39, + "review_unit_count": 49, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-413", + "nodes": [ + "issue:22355", + "issue:28282", + "issue:30990", + "issue:38175", + "issue:39401", + "issue:41628", + "issue:42757", + "issue:42831", + "issue:42886", + "issue:42907", + "issue:42994", + "issue:43066", + "issue:43232", + "issue:43479", + "issue:43576", + "issue:43644", + "issue:43723", + "issue:43761", + "issue:43784", + "issue:43824", + "issue:43873", + "issue:44038", + "issue:44261", + "issue:44263", + "issue:44295", + "issue:44360", + "issue:44373", + "issue:44483", + "issue:44485", + "issue:44514", + "issue:44568", + "issue:44623", + "issue:44829", + "issue:44871", + "issue:44913", + "issue:44945", + "issue:45092", + "issue:45103", + "issue:45278", + "issue:45310", + "issue:45357", + "issue:45406", + "issue:45753", + "issue:45834", + "issue:46002", + "issue:46050", + "issue:46082" + ], + "soft_pairs": [ + "issue:43232|issue:45834", + "issue:43873|issue:44945", + "issue:44373|issue:44485", + "issue:44263|issue:45092", + "issue:43761|issue:46082", + "issue:44483|issue:45406", + "issue:44295|issue:44623", + "issue:44263|issue:44360", + "issue:44514|issue:45103", + "issue:43479|issue:43644", + "issue:43723|issue:44871", + "issue:45092|issue:45357", + "issue:42907|issue:46050", + "issue:30990|issue:38175", + "issue:44829|issue:46002", + "issue:44261|issue:45092", + "issue:41628|issue:43824", + "issue:42831|issue:45310", + "issue:44263|issue:44373", + "issue:43479|issue:44913", + "issue:22355|issue:28282", + "issue:42831|issue:44038", + "issue:39401|issue:44568", + "issue:42757|issue:45278", + "issue:44945|issue:45753", + "issue:42886|issue:42994", + "issue:42886|issue:43066", + "issue:43576|issue:43784" + ], + "prepared_review_unit_hash": "158dc4fe95de8db02dcc54d65937b4d7760899fdcdfb9a3281ea45fdded8f9f5", + "component_budget": { + "node_count": 413, + "item_count": 413, + "soft_pair_count": 1541, + "serialized_chars": 795721, + "estimated_input_tokens": 198931, + "estimated_eval_tokens": 398118 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 28, + "serialized_chars": 35124, + "estimated_input_tokens": 8781, + "estimated_eval_tokens": 17818 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is highly heterogeneous: it mixes import/runtime environment errors, tokenizer/config regressions, quantization/saving issues, multimodal processor bugs, and unrelated model-specific failures. None of the soft pairs look like the same underlying bug/change, so I would not merge any of them as duplicates.", + "confidence": 0.91, + "canonical_issue_reason": "If forced to pick one anchor, issue 45278 is the broadest umbrella for the import-regression portion of the cluster ('many import errors after update from 4.57.0 to 5.5.0'). It is still not a true canonical duplicate for the rest of the set, which is too mixed.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 45278 is the most general and centrally phrased problem in the set, so it is the best representative issue for the cluster\u2019s import-related subset. It does not meaningfully cover the non-import bugs, though.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43232", + "right": "issue:45834", + "accept": false, + "reason": "Different subsystems and symptoms: generation kwargs after sync_gpus vs Kosmos2.5 OCR index error." + }, + { + "left": "issue:43873", + "right": "issue:44945", + "accept": false, + "reason": "Quantization/offloading behavior is unrelated to pipeline-parallelism output corruption." + }, + { + "left": "issue:44373", + "right": "issue:44485", + "accept": false, + "reason": "One is a docstring issue for position_ids; the other is a GLM-5 RoPE implementation discussion. Not the same bug." + }, + { + "left": "issue:44263", + "right": "issue:45092", + "accept": false, + "reason": "DSA indexer torch.split behavior and InternVL2 meta-init compatibility are different problems." + }, + { + "left": "issue:43761", + "right": "issue:46082", + "accept": false, + "reason": "CLIPVisionModel hidden_states regression is unrelated to LlamaConfig head_dim validation." + }, + { + "left": "issue:44483", + "right": "issue:45406", + "accept": false, + "reason": "Chat/completions request handling and Gemma4Processor missing _tokenizer are distinct failures." + }, + { + "left": "issue:44295", + "right": "issue:44623", + "accept": false, + "reason": "Position_ids buffer access and processor.save_pretrained missing files are separate save/load bugs." + }, + { + "left": "issue:44263", + "right": "issue:44360", + "accept": false, + "reason": "Both mention DSA indexer, but one is about torch.split outputs and the other about a missing ReLU; not the same concrete defect." + }, + { + "left": "issue:44514", + "right": "issue:45103", + "accept": false, + "reason": "Batched apply_chat_template crash and auto_docstring future-annotations crash are unrelated code paths." + }, + { + "left": "issue:43479", + "right": "issue:43644", + "accept": false, + "reason": "Phi4MultimodalConfig default handling is unrelated to non-persistent buffer corruption in v5." + }, + { + "left": "issue:43723", + "right": "issue:44871", + "accept": false, + "reason": "Tokenizer loading failure and Gemma-3 eos_token_id inconsistency are different tokenizer/config issues." + }, + { + "left": "issue:45092", + "right": "issue:45357", + "accept": false, + "reason": "Both are model-specific regression reports, but one is meta-init incompatibility and the other is incorrect visual encoder keys on save_pretrained." + }, + { + "left": "issue:42907", + "right": "issue:46050", + "accept": false, + "reason": "Dequantized Ministrals/Devstrals saving and sinq save_pretrained/from_pretrained roundtrip are different quantization bugs." + }, + { + "left": "issue:30990", + "right": "issue:38175", + "accept": false, + "reason": "Sentence Transformers loading hang and SIGLIP2 zero probabilities are unrelated model issues." + }, + { + "left": "issue:44829", + "right": "issue:46002", + "accept": false, + "reason": "Flash-attention training degeneration and NaNs on checkout/init do not share the same root cause." + }, + { + "left": "issue:44261", + "right": "issue:45092", + "accept": false, + "reason": "MLA rms_norm_eps precision mismatch is unrelated to InternVL2 meta initialization." + }, + { + "left": "issue:41628", + "right": "issue:43824", + "accept": false, + "reason": "Both are import errors, but for different symbols and different causes; not the same missing export." + }, + { + "left": "issue:42831", + "right": "issue:45310", + "accept": false, + "reason": "FineGrainedFP8 accuracy issues and Qwen3.5 from_pretrained errors are different failures." + }, + { + "left": "issue:44263", + "right": "issue:44373", + "accept": false, + "reason": "DSA indexer torch.split behavior has no overlap with a wrong position_ids docstring." + }, + { + "left": "issue:43479", + "right": "issue:44913", + "accept": false, + "reason": "Different config serialization bugs in different models; not a duplicate." + }, + { + "left": "issue:22355", + "right": "issue:28282", + "accept": false, + "reason": "ONNX import missing and AutoModel requiring PyTorch are separate environment/module errors." + }, + { + "left": "issue:42831", + "right": "issue:44038", + "accept": false, + "reason": "Different model regressions: FineGrainedFP8 accuracy vs Qwen3-VL-Moe bug." + }, + { + "left": "issue:39401", + "right": "issue:44568", + "accept": false, + "reason": "Both concern tokenization behavior, but one is offset_mapping and the other is add_special_tokens BOS/EOS handling; different bugs." + }, + { + "left": "issue:42757", + "right": "issue:45278", + "accept": false, + "reason": "The latter is a broad umbrella for import errors, but this specific huggingface_hub symbol error is not the same concrete underlying bug." + }, + { + "left": "issue:44945", + "right": "issue:45753", + "accept": false, + "reason": "Pipeline-parallel output corruption and image-triggered infinite looping are unrelated." + }, + { + "left": "issue:42886", + "right": "issue:42994", + "accept": false, + "reason": "Offline tokenizer cache loading and quantized model saving failure are different save/load paths." + }, + { + "left": "issue:42886", + "right": "issue:43066", + "accept": false, + "reason": "Offline cache loading and wrong decoder type in v5 are different tokenizer regressions." + }, + { + "left": "issue:43576", + "right": "issue:43784", + "accept": false, + "reason": "Broken transformers env command and sentence-transformers import NameError 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": 40, + "review_unit_count": 49, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-413", + "nodes": [ + "issue:29127", + "issue:30990", + "issue:33357", + "issue:36296", + "issue:41628", + "issue:42371", + "issue:42907", + "issue:43116", + "issue:43122", + "issue:43232", + "issue:43408", + "issue:43452", + "issue:43475", + "issue:43550", + "issue:43646", + "issue:43723", + "issue:43756", + "issue:43784", + "issue:43824", + "issue:43937", + "issue:44038", + "issue:44060", + "issue:44117", + "issue:44261", + "issue:44263", + "issue:44295", + "issue:44297", + "issue:44351", + "issue:44360", + "issue:44373", + "issue:44442", + "issue:44485", + "issue:44514", + "issue:44521", + "issue:44625", + "issue:44704", + "issue:44779", + "issue:44829", + "issue:44945", + "issue:44964", + "issue:45200", + "issue:45245", + "issue:45278", + "issue:45290", + "issue:45593", + "issue:45600", + "issue:46002", + "issue:46132" + ], + "soft_pairs": [ + "issue:44117|issue:44704", + "issue:43232|issue:45593", + "issue:43646|issue:46002", + "issue:42371|issue:44263", + "issue:30990|issue:33357", + "issue:43550|issue:46132", + "issue:44704|issue:45290", + "issue:44295|issue:44297", + "issue:44261|issue:44373", + "issue:42907|issue:44945", + "issue:43756|issue:44060", + "issue:43122|issue:44514", + "issue:41628|issue:45278", + "issue:43723|issue:44442", + "issue:43723|issue:44779", + "issue:43784|issue:45600", + "issue:42907|issue:43937", + "issue:44360|issue:44485", + "issue:43122|issue:44521", + "issue:43408|issue:43475", + "issue:43232|issue:45245", + "issue:44625|issue:44829", + "issue:43116|issue:45200", + "issue:42907|issue:44964", + "issue:44038|issue:44297", + "issue:29127|issue:30990", + "issue:44038|issue:44295", + "issue:43122|issue:44779", + "issue:36296|issue:43116", + "issue:42907|issue:43452", + "issue:43824|issue:44351" + ], + "prepared_review_unit_hash": "23ba78bd41a6a44868d1c2baf1e682ae666fa72d850e000d50939fff275e28ac", + "component_budget": { + "node_count": 413, + "item_count": 413, + "soft_pair_count": 1541, + "serialized_chars": 795721, + "estimated_input_tokens": 198931, + "estimated_eval_tokens": 398118 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 31, + "serialized_chars": 36649, + "estimated_input_tokens": 9163, + "estimated_eval_tokens": 18582 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "Mostly heterogeneous cluster with one clear duplicate-ish tokenizer-loading pair; the rest are separate bugs spanning loading, generation, multimodal, and model-specific regressions.", + "confidence": 0.61, + "canonical_issue_reason": "Issue 43723 is the broadest, most representative report of the tokenizer-loading regression in v5, and it naturally subsumes the specific FastSpeech2ConformerTokenizer failure.", + "canonical_pr_reason": null, + "best_issue_reason": "43723 is the most central issue in the only clearly overlapping subcluster: it describes the generic AutoTokenizer.from_pretrained loading breakage, while nearby reports are specific instances of that same failure mode.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44117", + "right": "issue:44704", + "accept": false, + "reason": "Different code paths: tokenizer mapping lookup returning None vs AutoProcessor not forwarding kwargs to cached_file." + }, + { + "left": "issue:43232", + "right": "issue:45593", + "accept": false, + "reason": "Generation/sync_gpus handling and D-FINE auxiliary-loss behavior are unrelated bugs." + }, + { + "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:42371", + "right": "issue:44263", + "accept": false, + "reason": "TF32 API guidance and torch.split return values in a GLM indexer are unrelated." + }, + { + "left": "issue:30990", + "right": "issue:33357", + "accept": false, + "reason": "SentenceTransformers loading stall and a MacOS bus error with a CLIP model are distinct failures." + }, + { + "left": "issue:43550", + "right": "issue:46132", + "accept": false, + "reason": "torch.compile+SDPA instability and AttentionInterface.register behavior changes are different issues." + }, + { + "left": "issue:44704", + "right": "issue:45290", + "accept": false, + "reason": "Cached-file kwargs forwarding and chat-template crashes with tool calls/no content are different APIs." + }, + { + "left": "issue:44295", + "right": "issue:44297", + "accept": false, + "reason": "Reading a registered position_ids buffer and tokenizer_class mismatch on save are unrelated." + }, + { + "left": "issue:44261", + "right": "issue:44373", + "accept": false, + "reason": "Missing rms_norm_eps in MLA q_a_layernorm is unrelated to a wrong docstring for position_ids." + }, + { + "left": "issue:42907", + "right": "issue:44945", + "accept": false, + "reason": "Saving dequantized models and incorrect pipeline-parallel outputs are not the same bug." + }, + { + "left": "issue:43756", + "right": "issue:44060", + "accept": false, + "reason": "Smollm3 RoPE layer-count issue and Qwen3-Next tied-weights warning are separate model-specific regressions." + }, + { + "left": "issue:43122", + "right": "issue:44514", + "accept": false, + "reason": "Tokenizer regression across versions and apply_chat_template crashing on batched input are different code paths." + }, + { + "left": "issue:41628", + "right": "issue:45278", + "accept": false, + "reason": "Specific AutoImageProcessor import failure is related to, but not the same as, a broad report of many import errors after upgrade." + }, + { + "left": "issue:43723", + "right": "issue:44442", + "accept": true, + "reason": "Same underlying AutoTokenizer.from_pretrained loading regression in v5; 44442 is a specific tokenizer instance of the same failure mode." + }, + { + "left": "issue:43723", + "right": "issue:44779", + "accept": false, + "reason": "One is a tokenizer-loading failure, the other is incorrect tokenization output; same subsystem but not the same concrete bug." + }, + { + "left": "issue:43784", + "right": "issue:45600", + "accept": false, + "reason": "Sentence-transformers import NameError and Sam3LiteText auto-mapping CI break are different import/config issues." + }, + { + "left": "issue:42907", + "right": "issue:43937", + "accept": false, + "reason": "Dequantized save failure and invalid GenerationConfig for GLM-5 are unrelated." + }, + { + "left": "issue:44360", + "right": "issue:44485", + "accept": false, + "reason": "DSA indexer ReLU discussion and GLM-5 RoPE implementation are not the same problem." + }, + { + "left": "issue:43122", + "right": "issue:44521", + "accept": false, + "reason": "Versioned tokenizer-output regression and multimodal assistant-mask handling are different bugs." + }, + { + "left": "issue:43408", + "right": "issue:43475", + "accept": false, + "reason": "SAM3 tracker-vs-video warning and missing fpn_position_embeddings are related only broadly, not the same concrete defect." + }, + { + "left": "issue:43232", + "right": "issue:45245", + "accept": false, + "reason": "Generation update ordering and the 2^24 category limit are unrelated." + }, + { + "left": "issue:44625", + "right": "issue:44829", + "accept": false, + "reason": "num_labels propagation and flash_attention_3 degenerate training are different issues." + }, + { + "left": "issue:43116", + "right": "issue:45200", + "accept": false, + "reason": "Multi-label classification returning empty results and mm_token_type_ids defaults are not the same bug." + }, + { + "left": "issue:42907", + "right": "issue:44964", + "accept": false, + "reason": "Dequantized save failure and Phi-4 multimodal load failure are separate model-loading issues." + }, + { + "left": "issue:44038", + "right": "issue:44297", + "accept": false, + "reason": "Qwen3-VL-Moe bug and tokenizer_class mismatch on save_pretrained are unrelated." + }, + { + "left": "issue:29127", + "right": "issue:30990", + "accept": false, + "reason": "LayoutLMv3 error-message clarity and SentenceTransformers loading stall are unrelated." + }, + { + "left": "issue:44038", + "right": "issue:44295", + "accept": false, + "reason": "Qwen3-VL-Moe behavior and position_ids buffer access are different code paths." + }, + { + "left": "issue:43122", + "right": "issue:44779", + "accept": false, + "reason": "Both are tokenizer regressions, but one is a generic version-to-version tokenization change and the other is a Deepseek-specific incorrect-output report; not clearly the same bug." + }, + { + "left": "issue:36296", + "right": "issue:43116", + "accept": false, + "reason": "Tensor-parallel training bug and multi-label classification empty results are unrelated." + }, + { + "left": "issue:42907", + "right": "issue:43452", + "accept": false, + "reason": "Dequantized save failure and gguf_file breaking from_pretrained are distinct loading/saving regressions." + }, + { + "left": "issue:43824", + "right": "issue:44351", + "accept": false, + "reason": "Qwen2_5_VLForConditionalGeneration import failure and HybridCache import failure are separate missing-export issues." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The cluster summary is conservative and grounded in the packet. The only accepted soft pair, 43723/44442, is a reasonable duplicate-ish tokenizer-loading regression match from the titles, while the rest of the pairs are appropriately treated as separate bugs. No clear overstatement of evidence." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 17, + "review_unit_index": 41, + "review_unit_count": 49, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-413", + "nodes": [ + "issue:22355", + "issue:28218", + "issue:29159", + "issue:33453", + "issue:38617", + "issue:39401", + "issue:42222", + "issue:42371", + "issue:42757", + "issue:42831", + "issue:43064", + "issue:43066", + "issue:43116", + "issue:43122", + "issue:43441", + "issue:43493", + "issue:43611", + "issue:43673", + "issue:43784", + "issue:43825", + "issue:43827", + "issue:43874", + "issue:43937", + "issue:43976", + "issue:43992", + "issue:44038", + "issue:44075", + "issue:44222", + "issue:44351", + "issue:44380", + "issue:44485", + "issue:44488", + "issue:44521", + "issue:44625", + "issue:44704", + "issue:44779", + "issue:44936", + "issue:44977", + "issue:45083", + "issue:45216", + "issue:45278", + "issue:45357", + "issue:45446", + "issue:45478", + "issue:45563", + "issue:45753", + "issue:46002", + "issue:46077" + ], + "soft_pairs": [ + "issue:39401|issue:44488", + "issue:44038|issue:44222", + "issue:45216|issue:45478", + "issue:39401|issue:44521", + "issue:42757|issue:44351", + "issue:43784|issue:45446", + "issue:22355|issue:28218", + "issue:43122|issue:44977", + "issue:22355|issue:29159", + "issue:43066|issue:44779", + "issue:43992|issue:44704", + "issue:43937|issue:44485", + "issue:43611|issue:46002", + "issue:43976|issue:45446", + "issue:42222|issue:43441", + "issue:43493|issue:45753", + "issue:42371|issue:43874", + "issue:42831|issue:45753", + "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:44380|issue:46077", + "issue:33453|issue:39401", + "issue:43827|issue:45446", + "issue:44625|issue:46002" + ], + "prepared_review_unit_hash": "9f70f4d35290c43476690dab0af445eddb02a8084d52986923960f63c65b42ff", + "component_budget": { + "node_count": 413, + "item_count": 413, + "soft_pair_count": 1541, + "serialized_chars": 795721, + "estimated_input_tokens": 198931, + "estimated_eval_tokens": 398118 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 31, + "serialized_chars": 36427, + "estimated_input_tokens": 9107, + "estimated_eval_tokens": 18470 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "Mostly unrelated Transformers issues with superficial title similarity; none of the soft pairs look like true duplicates or mergeable PR equivalents.", + "confidence": 0.96, + "canonical_issue_reason": "No single canonical issue stands out: the items span unrelated tokenizer, import, model-loading, training, and docs bugs rather than one duplicate family.", + "canonical_pr_reason": null, + "best_issue_reason": "No issue is a strong global representative for this cluster; the nearest matches are still about different concrete failures and code paths.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:39401", + "right": "issue:44488", + "accept": false, + "reason": "Different bugs: tokenizer offset_mapping mismatch vs a model-loading/import failure for sleng-bert." + }, + { + "left": "issue:44038", + "right": "issue:44222", + "accept": false, + "reason": "Both mention MoE, but one is a Qwen3-VL runtime bug and the other is FP8 save_pretrained serialization." + }, + { + "left": "issue:45216", + "right": "issue:45478", + "accept": false, + "reason": "Save_pretrained checkpoint corruption and from_pretrained load failure are related only by model family, not the same bug." + }, + { + "left": "issue:39401", + "right": "issue:44521", + "accept": false, + "reason": "Tokenizer offset_mapping bug vs multimodal assistant_mask generation; different code paths and symptoms." + }, + { + "left": "issue:42757", + "right": "issue:44351", + "accept": false, + "reason": "Two separate missing-import errors for different symbols: is_offline_mode and HybridCache." + }, + { + "left": "issue:43784", + "right": "issue:45446", + "accept": false, + "reason": "sentence-transformers import NameError is unrelated to the flex_attention PyTorch version check." + }, + { + "left": "issue:22355", + "right": "issue:28218", + "accept": false, + "reason": "Missing transformers.onnx module and an extra-space tokenizer behavior are unrelated tokenizer issues." + }, + { + "left": "issue:43122", + "right": "issue:44977", + "accept": false, + "reason": "A general tokenization regression and a flash-attention generation failure are different concrete problems." + }, + { + "left": "issue:22355", + "right": "issue:29159", + "accept": false, + "reason": "No module named transformers.onnx is not the same as slow/fast tokenizer inconsistency." + }, + { + "left": "issue:43066", + "right": "issue:44779", + "accept": false, + "reason": "Wrong decoder type in v5 and Deepseek tokenization regression are different tokenizer defects." + }, + { + "left": "issue:43992", + "right": "issue:44704", + "accept": false, + "reason": "Missing embed_tokens.weight during model loading is unrelated to AutoProcessor kwargs forwarding." + }, + { + "left": "issue:43937", + "right": "issue:44485", + "accept": false, + "reason": "Invalid GenerationConfig and GLM-5 RoPE implementation are distinct failures." + }, + { + "left": "issue:43611", + "right": "issue:46002", + "accept": false, + "reason": "base_model_prefix loading regression is not the same as NaNs in classification heads after checkout/init." + }, + { + "left": "issue:43976", + "right": "issue:45446", + "accept": false, + "reason": "Python version compatibility and a PyTorch version guard bug are different environment checks." + }, + { + "left": "issue:42222", + "right": "issue:43441", + "accept": false, + "reason": "Vitpose import breakage and Ministral FlashAttention failure are unrelated model-specific issues." + }, + { + "left": "issue:43493", + "right": "issue:45753", + "accept": false, + "reason": "SigLIP2 implementation discrepancy vs Qwen3_5 infinite loop on one image are different model bugs." + }, + { + "left": "issue:42371", + "right": "issue:43874", + "accept": false, + "reason": "TF32 API/settings guidance and missing get_number_of_image_patches are not the same problem." + }, + { + "left": "issue:42831", + "right": "issue:45753", + "accept": false, + "reason": "FineGrainedFP8 accuracy loss is unrelated to the Qwen3_5 infinite-loop behavior." + }, + { + "left": "issue:44075", + "right": "issue:44936", + "accept": false, + "reason": "Optimizer SGD args ignored and train/evaluate lifecycle failure are different training bugs." + }, + { + "left": "issue:45357", + "right": "issue:45478", + "accept": false, + "reason": "Both are Qwen3.5-related, but one is incorrect save_pretrained keys and the other is a from_pretrained load error." + }, + { + "left": "issue:43116", + "right": "issue:43825", + "accept": false, + "reason": "Example script returns empty results, while the other issue is about an incorrect pipeline error message/docs." + }, + { + "left": "issue:45083", + "right": "issue:45446", + "accept": false, + "reason": "Helper output-length calculation in qwen3_omni_moe is unrelated to the flex_attention import/version check." + }, + { + "left": "issue:43116", + "right": "issue:43493", + "accept": false, + "reason": "Multi-label example script behavior and SigLIP2 implementation discrepancy do not share a concrete code path." + }, + { + "left": "issue:43937", + "right": "issue:45563", + "accept": false, + "reason": "GenerationConfig validation failure and a stale warning about num_return_sequences are different issues." + }, + { + "left": "issue:38617", + "right": "issue:45278", + "accept": false, + "reason": "A specific missing import is only loosely related to a broad report of many import errors after upgrade." + }, + { + "left": "issue:43064", + "right": "issue:43673", + "accept": false, + "reason": "Distributed optimizer-state corruption and missing GenerationMixin cache are separate v5 bugs." + }, + { + "left": "issue:44380", + "right": "issue:46077", + "accept": false, + "reason": "Ignored GPT2 attention scaling and Gemma4 causal-mask construction are different attention-path bugs." + }, + { + "left": "issue:33453", + "right": "issue:39401", + "accept": false, + "reason": "Tokenizer loading regression and offset_mapping mismatch are distinct tokenizer problems." + }, + { + "left": "issue:43827", + "right": "issue:45446", + "accept": false, + "reason": "Docs still referencing pipeline() and a PyTorch version check bug are unrelated." + }, + { + "left": "issue:44625", + "right": "issue:46002", + "accept": false, + "reason": "num_labels propagation in Qwen3.5 config is unrelated to NaNs in classification heads." + } + ] + }, + "evaluator_result": 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": 49, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-413", + "nodes": [ + "issue:22355", + "issue:29127", + "issue:38617", + "issue:39401", + "issue:41628", + "issue:42175", + "issue:42222", + "issue:42371", + "issue:42673", + "issue:43012", + "issue:43066", + "issue:43122", + "issue:43381", + "issue:43408", + "issue:43421", + "issue:43450", + "issue:43577", + "issue:43742", + "issue:43937", + "issue:43986", + "issue:44075", + "issue:44117", + "issue:44220", + "issue:44261", + "issue:44291", + "issue:44410", + "issue:44466", + "issue:44483", + "issue:44484", + "issue:44496", + "issue:44779", + "issue:44829", + "issue:44945", + "issue:44964", + "issue:44977", + "issue:45071", + "issue:45072", + "issue:45081", + "issue:45216", + "issue:45278", + "issue:45310", + "issue:45405", + "issue:45446", + "issue:45464", + "issue:45542", + "issue:45588", + "issue:45656", + "issue:46002" + ], + "soft_pairs": [ + "issue:22355|issue:29127", + "issue:44117|issue:45588", + "issue:43381|issue:44945", + "issue:39401|issue:44779", + "issue:43937|issue:44977", + "issue:44466|issue:46002", + "issue:43450|issue:43986", + "issue:45405|issue:45446", + "issue:44117|issue:45081", + "issue:38617|issue:41628", + "issue:42673|issue:45072", + "issue:44410|issue:45310", + "issue:44829|issue:45216", + "issue:44291|issue:45071", + "issue:44484|issue:45310", + "issue:39401|issue:43421", + "issue:42222|issue:45542", + "issue:43408|issue:43742", + "issue:43937|issue:44496", + "issue:42175|issue:42222", + "issue:44483|issue:45464", + "issue:44964|issue:45278", + "issue:44075|issue:45656", + "issue:43066|issue:43122", + "issue:43012|issue:43577", + "issue:42371|issue:44261", + "issue:38617|issue:44220" + ], + "prepared_review_unit_hash": "c3d9f40812b3fa9051bd5e62f8f77a1cebc07217db62339bb9feadf436684202", + "component_budget": { + "node_count": 413, + "item_count": 413, + "soft_pair_count": 1541, + "serialized_chars": 795721, + "estimated_input_tokens": 198931, + "estimated_eval_tokens": 398118 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 27, + "serialized_chars": 35756, + "estimated_input_tokens": 8939, + "estimated_eval_tokens": 18134 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is heterogeneous: the issues cover unrelated tokenizer, model-loading, backend, dtype, and API problems. None of the soft pairs look like the same underlying bug/change, so no duplicate merges are warranted.", + "confidence": 0.98, + "canonical_issue_reason": "No clear canonical issue: the items are not duplicates of one another and span unrelated failure modes.", + "canonical_pr_reason": null, + "best_issue_reason": "No single issue is a good global representative because the cluster is not cohesive.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:22355", + "right": "issue:29127", + "accept": false, + "reason": "A missing module import and a LayoutLMv3 error-message complaint are unrelated failures." + }, + { + "left": "issue:44117", + "right": "issue:45588", + "accept": false, + "reason": "Tokenizer mapping fallback logic and a flash-attention crash on missing `s_aux` are different code paths." + }, + { + "left": "issue:43381", + "right": "issue:44945", + "accept": false, + "reason": "Gradient checkpointing in eval mode is unrelated to incorrect output under pipeline parallelism." + }, + { + "left": "issue:39401", + "right": "issue:44779", + "accept": false, + "reason": "Both are tokenizer regressions, but for different models and different symptoms; not the same bug." + }, + { + "left": "issue:43937", + "right": "issue:44977", + "accept": false, + "reason": "An invalid `GenerationConfig` and a flash-attention generation failure are distinct problems." + }, + { + "left": "issue:44466", + "right": "issue:46002", + "accept": false, + "reason": "Serialization of tied weights and NaNs after checkout/init are unrelated." + }, + { + "left": "issue:43450", + "right": "issue:43986", + "accept": false, + "reason": "Batched video-processor shape handling and missing-`torchvision` import failure are different issues." + }, + { + "left": "issue:45405", + "right": "issue:45446", + "accept": false, + "reason": "A package version pin problem is unrelated to the flex_attention import version check bug." + }, + { + "left": "issue:44117", + "right": "issue:45081", + "accept": false, + "reason": "Tokenizer mapping `None` handling and Mistral regex patching are separate failures." + }, + { + "left": "issue:38617", + "right": "issue:41628", + "accept": false, + "reason": "Both are import errors, but for different symbols and different root causes." + }, + { + "left": "issue:42673", + "right": "issue:45072", + "accept": false, + "reason": "A VRAM leak in multithreaded generation and bf16 dtype mismatches are unrelated." + }, + { + "left": "issue:44410", + "right": "issue:45310", + "accept": false, + "reason": "Missing projections in qwen3next and a Qwen3.5 MoE load error are not the same bug." + }, + { + "left": "issue:44829", + "right": "issue:45216", + "accept": false, + "reason": "Degenerate training with flash-attention-3 and incorrect checkpoint saving are different code-path problems." + }, + { + "left": "issue:44291", + "right": "issue:45071", + "accept": false, + "reason": "`init_empty_weights` argument incompatibility and `PretrainedConfig` type-checking breakage are distinct regressions." + }, + { + "left": "issue:44484", + "right": "issue:45310", + "accept": false, + "reason": "`max_shard_size` behavior in save_pretrained is unrelated to a Qwen3.5 MoE from_pretrained error." + }, + { + "left": "issue:39401", + "right": "issue:43421", + "accept": false, + "reason": "Wrong offset mappings and runtime post-processor updates are different tokenizer issues." + }, + { + "left": "issue:42222", + "right": "issue:45542", + "accept": false, + "reason": "Broken VitPose model loading and a tensorboard-without-TensorFlow backend error are unrelated." + }, + { + "left": "issue:43408", + "right": "issue:43742", + "accept": false, + "reason": "A model-type warning between sam3 variants and a MobileLLM key error are different loading problems." + }, + { + "left": "issue:43937", + "right": "issue:44496", + "accept": false, + "reason": "Invalid generation config and missing `model_type` during model loading are not the same underlying bug." + }, + { + "left": "issue:42175", + "right": "issue:42222", + "accept": false, + "reason": "Missing TensorFlow in a torch install and broken VitPose models do not share a concrete root cause." + }, + { + "left": "issue:44483", + "right": "issue:45464", + "accept": false, + "reason": "Both mention chat/completions, but one is a general request rejection and the other is a model-specific streaming failure." + }, + { + "left": "issue:44964", + "right": "issue:45278", + "accept": false, + "reason": "A single multimodal model load failure is not the same as broad import errors after upgrade." + }, + { + "left": "issue:44075", + "right": "issue:45656", + "accept": false, + "reason": "SGD args being ignored and optimizer step being called twice with deepspeed are different optimizer bugs." + }, + { + "left": "issue:43066", + "right": "issue:43122", + "accept": false, + "reason": "Wrong decoder type and changed tokenization outputs are related in theme but not clearly the same defect." + }, + { + "left": "issue:43012", + "right": "issue:43577", + "accept": false, + "reason": "A PyTorch warning on bfloat16 compilation and BLIP2 dtype staying float32 are different precision issues." + }, + { + "left": "issue:42371", + "right": "issue:44261", + "accept": false, + "reason": "TF32 API guidance and an MLA layer norm epsilon precision bug are unrelated." + }, + { + "left": "issue:38617", + "right": "issue:44220", + "accept": false, + "reason": "An import failure and a `_torch_extract_fbank_features()` bug are not the same code-path problem." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 17, + "review_unit_index": 43, + "review_unit_count": 49, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-413", + "nodes": [ + "issue:38617", + "issue:41628", + "issue:42222", + "issue:42371", + "issue:42673", + "issue:42757", + "issue:42831", + "issue:43012", + "issue:43064", + "issue:43097", + "issue:43335", + "issue:43408", + "issue:43441", + "issue:43452", + "issue:43502", + "issue:43874", + "issue:43906", + "issue:43931", + "issue:43976", + "issue:43986", + "issue:43992", + "issue:44038", + "issue:44062", + "issue:44117", + "issue:44261", + "issue:44263", + "issue:44315", + "issue:44351", + "issue:44368", + "issue:44410", + "issue:44484", + "issue:44485", + "issue:44493", + "issue:44704", + "issue:44829", + "issue:44945", + "issue:44977", + "issue:44987", + "issue:45071", + "issue:45103", + "issue:45200", + "issue:45375", + "issue:45459", + "issue:45478", + "issue:45542", + "issue:45588", + "issue:46050" + ], + "soft_pairs": [ + "issue:44410|issue:45478", + "issue:44484|issue:45478", + "issue:44263|issue:44485", + "issue:43097|issue:44493", + "issue:43874|issue:44261", + "issue:41628|issue:45071", + "issue:43012|issue:43408", + "issue:42222|issue:45459", + "issue:45071|issue:45542", + "issue:43441|issue:44829", + "issue:42673|issue:44977", + "issue:42673|issue:43906", + "issue:42371|issue:42831", + "issue:43931|issue:44038", + "issue:43097|issue:43452", + "issue:43335|issue:45071", + "issue:44117|issue:44987", + "issue:43976|issue:44945", + "issue:43408|issue:44368", + "issue:43874|issue:44263", + "issue:43986|issue:44484", + "issue:38617|issue:42757", + "issue:43064|issue:44315", + "issue:43097|issue:46050", + "issue:38617|issue:44351", + "issue:43097|issue:45588", + "issue:44410|issue:45375", + "issue:44062|issue:44117", + "issue:42673|issue:45200", + "issue:44038|issue:44410", + "issue:43931|issue:44410", + "issue:44704|issue:45103", + "issue:43502|issue:43992", + "issue:44261|issue:44485" + ], + "prepared_review_unit_hash": "adfe590aafeb3a9af4c5e1fe861dd3a12a6619e0bdc916ad11e17cc48e56e314", + "component_budget": { + "node_count": 413, + "item_count": 413, + "soft_pair_count": 1541, + "serialized_chars": 795721, + "estimated_input_tokens": 198931, + "estimated_eval_tokens": 398118 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 34, + "serialized_chars": 37354, + "estimated_input_tokens": 9339, + "estimated_eval_tokens": 18934 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This set is mostly a grab-bag of unrelated Transformers issues: import errors, model-specific loading bugs, config warnings, and training/runtime regressions. The soft-edge pairs share broad themes at most, but not the same concrete underlying defect, so none should be merged.", + "confidence": 0.93, + "canonical_issue_reason": "issue:45478 is a concrete, version-scoped from_pretrained regression with clear user impact and a narrow, actionable scope, making it a reasonable anchor among otherwise disparate reports.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45478 is the clearest self-contained bug report here and the most suitable representative issue for triage.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44410", + "right": "issue:45478", + "accept": false, + "reason": "Both involve Qwen3.5-era models, but one is a missing projection bug and the other is a from_pretrained loading failure; different code paths and symptoms." + }, + { + "left": "issue:44484", + "right": "issue:45478", + "accept": false, + "reason": "save_pretrained shard sizing question vs model-loading error are unrelated problems." + }, + { + "left": "issue:44263", + "right": "issue:44485", + "accept": false, + "reason": "GLM-5 RoPE implementation discussion and torch.split return handling are distinct bugs." + }, + { + "left": "issue:43097", + "right": "issue:44493", + "accept": false, + "reason": "A removed tie_embeddings config option and unexpected position-id keys are different regressions." + }, + { + "left": "issue:43874", + "right": "issue:44261", + "accept": false, + "reason": "Missing image-patch helper vs RMS norm epsilon precision issue are unrelated." + }, + { + "left": "issue:41628", + "right": "issue:45071", + "accept": false, + "reason": "Importing AutoImageProcessor and PreTrainedConfig type checking are unrelated failures." + }, + { + "left": "issue:43012", + "right": "issue:43408", + "accept": false, + "reason": "TF32 warning behavior and SAM3 model-type mismatch are different issues." + }, + { + "left": "issue:42222", + "right": "issue:45459", + "accept": false, + "reason": "Vitpose breakage and protobuf tokenizer error masking are separate problems." + }, + { + "left": "issue:45071", + "right": "issue:45542", + "accept": false, + "reason": "Type-checking regression and TensorFlow backend detection error are unrelated." + }, + { + "left": "issue:43441", + "right": "issue:44829", + "accept": false, + "reason": "Both mention flash attention, but one is a model load failure and the other is degenerate training behavior." + }, + { + "left": "issue:42673", + "right": "issue:44977", + "accept": false, + "reason": "VRAM leak in dataloader threads and Qwen3.5 flash-attention generation failure are different defects." + }, + { + "left": "issue:42673", + "right": "issue:43906", + "accept": false, + "reason": "An isolated reproduction of another issue is not enough; the VRAM leak report is a different bug." + }, + { + "left": "issue:42371", + "right": "issue:42831", + "accept": false, + "reason": "TF32 API guidance and FineGrainedFP8 accuracy regression are unrelated." + }, + { + "left": "issue:43931", + "right": "issue:44038", + "accept": false, + "reason": "Weight-shape mismatch on load and a Qwen3-VL-Moe bug are different model-loading failures with no shared concrete code path." + }, + { + "left": "issue:43097", + "right": "issue:43452", + "accept": false, + "reason": "Config-option removal and gguf_file loading breakage are unrelated." + }, + { + "left": "issue:43335", + "right": "issue:45071", + "accept": false, + "reason": "SwitchTransformers sparse-layer creation bug and PretrainedConfig type checking are unrelated." + }, + { + "left": "issue:44117", + "right": "issue:44987", + "accept": false, + "reason": "Tokenizer mapping returning None and a specific model load failure are not the same underlying issue." + }, + { + "left": "issue:43976", + "right": "issue:44945", + "accept": false, + "reason": "Python compatibility issue and pipeline-parallelism output corruption are separate regressions." + }, + { + "left": "issue:43408", + "right": "issue:44368", + "accept": false, + "reason": "These are both warnings, but about different config/model mismatches with no shared defect." + }, + { + "left": "issue:43874", + "right": "issue:44263", + "accept": false, + "reason": "Missing image-patch counting helper and torch.split return handling are unrelated." + }, + { + "left": "issue:43986", + "right": "issue:44484", + "accept": false, + "reason": "AutoProcessor crash without torchvision and a max_shard_size question are unrelated." + }, + { + "left": "issue:38617", + "right": "issue:42757", + "accept": false, + "reason": "Both are import errors, but they involve different symbols, different packages, and likely different version breaks." + }, + { + "left": "issue:43064", + "right": "issue:44315", + "accept": false, + "reason": "FSDP2/PEFT optimizer-state corruption and Liger Kernel not applied in model_init are different training setup bugs." + }, + { + "left": "issue:43097", + "right": "issue:46050", + "accept": false, + "reason": "Embedding-tie config removal and sinq save/load breakage are unrelated." + }, + { + "left": "issue:38617", + "right": "issue:44351", + "accept": false, + "reason": "Missing layer_type_validation and missing HybridCache are both import errors, but not the same missing export or code path." + }, + { + "left": "issue:43097", + "right": "issue:45588", + "accept": false, + "reason": "Config deprecation and flash_attention sink-less AttributeError are unrelated." + }, + { + "left": "issue:44410", + "right": "issue:45375", + "accept": false, + "reason": "A missing projection in qwen3next and a missing vision-config field are different model-specific bugs." + }, + { + "left": "issue:44062", + "right": "issue:44117", + "accept": false, + "reason": "AddedToken keyword-argument collision and tokenizer mapping None are tokenizer-related but distinct defects." + }, + { + "left": "issue:44038", + "right": "issue:44410", + "accept": false, + "reason": "These are both Qwen-family issues, but one is a MoE load bug and the other is missing projections; not the same bug." + }, + { + "left": "issue:43931", + "right": "issue:44410", + "accept": false, + "reason": "Weight mismatch on load and missing attn projections are different failure modes." + }, + { + "left": "issue:44704", + "right": "issue:45103", + "accept": false, + "reason": "cached_file kwargs propagation and auto_docstring annotation handling are unrelated utilities." + }, + { + "left": "issue:43502", + "right": "issue:43992", + "accept": false, + "reason": "Local-files-only network leakage and missing embed_tokens.weight are separate loading issues." + }, + { + "left": "issue:44261", + "right": "issue:44485", + "accept": false, + "reason": "RMS norm epsilon precision regression and GLM-5 RoPE implementation 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": 49, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-413", + "nodes": [ + "issue:38617", + "issue:42490", + "issue:42617", + "issue:42757", + "issue:42907", + "issue:43012", + "issue:43064", + "issue:43066", + "issue:43097", + "issue:43208", + "issue:43299", + "issue:43502", + "issue:43526", + "issue:43550", + "issue:43618", + "issue:43673", + "issue:43761", + "issue:43792", + "issue:43824", + "issue:43825", + "issue:43867", + "issue:43873", + "issue:43906", + "issue:43986", + "issue:43992", + "issue:44038", + "issue:44117", + "issue:44222", + "issue:44230", + "issue:44368", + "issue:44380", + "issue:44483", + "issue:44484", + "issue:44514", + "issue:44655", + "issue:44683", + "issue:44964", + "issue:45290", + "issue:45341", + "issue:45372", + "issue:45381", + "issue:45478", + "issue:45561", + "issue:45588", + "issue:45753", + "issue:45859", + "issue:46123" + ], + "soft_pairs": [ + "issue:44964|issue:45341", + "issue:45341|issue:45859", + "issue:43097|issue:43873", + "issue:43986|issue:44117", + "issue:43066|issue:43906", + "issue:42617|issue:45341", + "issue:43986|issue:45290", + "issue:43986|issue:45372", + "issue:45341|issue:45561", + "issue:43986|issue:45341", + "issue:45341|issue:45588", + "issue:43825|issue:44655", + "issue:43208|issue:43550", + "issue:43992|issue:44484", + "issue:43012|issue:43550", + "issue:43012|issue:44368", + "issue:42907|issue:45753", + "issue:42907|issue:44655", + "issue:43792|issue:46123", + "issue:44222|issue:45478", + "issue:44483|issue:44514", + "issue:43208|issue:43526", + "issue:43012|issue:44683", + "issue:42490|issue:43012", + "issue:43673|issue:46123", + "issue:42757|issue:43824", + "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:43299|issue:43867" + ], + "prepared_review_unit_hash": "133f2c8788ecee8f6af46364f179ddb6160d31aead2047000dd47853e803acd4", + "component_budget": { + "node_count": 413, + "item_count": 413, + "soft_pair_count": 1541, + "serialized_chars": 795721, + "estimated_input_tokens": 198931, + "estimated_eval_tokens": 398118 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 33, + "serialized_chars": 36753, + "estimated_input_tokens": 9189, + "estimated_eval_tokens": 18634 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "These are mostly distinct Transformers regressions and bug reports that only loosely overlap around loading/import/chat-template themes. The soft pairs look like thematic similarity, not true duplicates, so I would not merge any of them.", + "confidence": 0.84, + "canonical_issue_reason": "issue:43824 is the clearest, most self-contained failure in the set: a concrete ImportError on a specific model class with multiple references and a directly reproducible load-path breakage.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43824 is the best representative anchor for this cluster because it is specific, reproducible, and close to several other loading/import regressions, while still being clearly scoped.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44964", + "right": "issue:45341", + "accept": false, + "reason": "Both are general bug reports, but one is a model-loading regression and the other is a testing_utils issue." + }, + { + "left": "issue:45341", + "right": "issue:45859", + "accept": false, + "reason": "The titles only share a vague utility/bug theme; these are different code paths and different failures." + }, + { + "left": "issue:43097", + "right": "issue:43873", + "accept": false, + "reason": "Both are v5-era regressions, but one is an API removal notice and the other is an offloading/quantization bug." + }, + { + "left": "issue:43986", + "right": "issue:44117", + "accept": false, + "reason": "Both involve loading-related code, but a missing torchvision path crash is not the same bug as TOKENIZER_MAPPING_NAMES returning None." + }, + { + "left": "issue:43066", + "right": "issue:43906", + "accept": false, + "reason": "These are unrelated: tokenizer decoder type issues versus an isolated reproduction of a different model-loading bug." + }, + { + "left": "issue:42617", + "right": "issue:45341", + "accept": false, + "reason": "Different subsystems entirely: xLSTM training problems versus a small testing_utils bug." + }, + { + "left": "issue:43986", + "right": "issue:45290", + "accept": false, + "reason": "Both are processor/chat-adjacent crashes, but the concrete failure modes and APIs differ." + }, + { + "left": "issue:43986", + "right": "issue:45372", + "accept": false, + "reason": "One is a missing torchvision dependency crash; the other is a mistral_common import regression affecting Gemma 4 loading." + }, + { + "left": "issue:45341", + "right": "issue:45561", + "accept": false, + "reason": "Testing utilities appear in both contexts, but one is a race in patched test capture and the other is a small bug in testing_utils.py." + }, + { + "left": "issue:43986", + "right": "issue:45341", + "accept": false, + "reason": "They are both bug reports, but the underlying failures are unrelated." + }, + { + "left": "issue:45341", + "right": "issue:45588", + "accept": false, + "reason": "A testing_utils bug and a flash_attention sink-less-model crash are different issues." + }, + { + "left": "issue:43825", + "right": "issue:44655", + "accept": false, + "reason": "Both are user-facing regressions, but one is pipeline task messaging and the other is save_pretrained behavior." + }, + { + "left": "issue:43208", + "right": "issue:43550", + "accept": false, + "reason": "These are separate model-specific training/compile bugs and do not share the same concrete failure path." + }, + { + "left": "issue:43992", + "right": "issue:44484", + "accept": false, + "reason": "Different problems: missing embed_tokens.weight during load versus max_shard_size documentation/behavior." + }, + { + "left": "issue:43012", + "right": "issue:43550", + "accept": false, + "reason": "A PyTorch warning during bf16 compile is not the same as a Bamba SDPA compile failure." + }, + { + "left": "issue:43012", + "right": "issue:44368", + "accept": false, + "reason": "Both mention warnings, but they concern different models and different causes." + }, + { + "left": "issue:42907", + "right": "issue:45753", + "accept": false, + "reason": "One is a save/dequantization failure, the other is an infinite-generation loop on a specific image." + }, + { + "left": "issue:42907", + "right": "issue:44655", + "accept": false, + "reason": "Saving dequantized models and saving Pipeline objects are different save paths with different bugs." + }, + { + "left": "issue:43792", + "right": "issue:46123", + "accept": false, + "reason": "Whisper execution failure and partial-batch mask generation behavior are unrelated." + }, + { + "left": "issue:44222", + "right": "issue:45478", + "accept": false, + "reason": "They are both Qwen/Moe-related, but one is FP8 save_pretrained and the other is a from_pretrained loading error." + }, + { + "left": "issue:44483", + "right": "issue:44514", + "accept": false, + "reason": "Both are chat/completions-adjacent, but one is request acceptance and the other is batched chat template handling." + }, + { + "left": "issue:43208", + "right": "issue:43526", + "accept": false, + "reason": "xLSTM training bugs and BeitImageProcessorFast label reduction are unrelated." + }, + { + "left": "issue:43012", + "right": "issue:44683", + "accept": false, + "reason": "A bfloat16 precision warning is not the same as a compiled flex_attention failure on newer torch." + }, + { + "left": "issue:42490", + "right": "issue:43012", + "accept": false, + "reason": "Loading a local model path with a trailing slash and a compile-time float32 warning are different bugs." + }, + { + "left": "issue:43673", + "right": "issue:46123", + "accept": false, + "reason": "These are different generation/pipeline regressions: cache handling versus final-batch masking." + }, + { + "left": "issue:42757", + "right": "issue:43824", + "accept": false, + "reason": "Both are import errors, but they are for different missing symbols and different affected code paths." + }, + { + "left": "issue:44038", + "right": "issue:44230", + "accept": false, + "reason": "Both mention Qwen3.5/Moe/FP8, but one is an inference support request and the other is a separate model bug." + }, + { + "left": "issue:38617", + "right": "issue:43502", + "accept": false, + "reason": "A missing layer_type_validation import and local_files_only still triggering API requests are unrelated failures." + }, + { + "left": "issue:44483", + "right": "issue:45290", + "accept": false, + "reason": "These both touch chat-related behavior, but one is request validation and the other is assistant-message tool-call template handling." + }, + { + "left": "issue:43618", + "right": "issue:43761", + "accept": false, + "reason": "Both are CLIP regressions, but attentions assignment and hidden_states output are separate bugs." + }, + { + "left": "issue:43064", + "right": "issue:44380", + "accept": false, + "reason": "FSDP2 optimizer-state corruption and GPT2 attention-scaling config being ignored are different issues." + }, + { + "left": "issue:44483", + "right": "issue:45381", + "accept": false, + "reason": "Chat/completions request handling and Qwen2.5-VL video position IDs are unrelated." + }, + { + "left": "issue:43299", + "right": "issue:43867", + "accept": false, + "reason": "Qwen3VL-Moe loading breakage and sorted-state_dict load errors are different load-path 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": 45, + "review_unit_count": 49, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-413", + "nodes": [ + "issue:36010", + "issue:36683", + "issue:41669", + "issue:42757", + "issue:42890", + "issue:42898", + "issue:42994", + "issue:43064", + "issue:43066", + "issue:43097", + "issue:43299", + "issue:43352", + "issue:43441", + "issue:43475", + "issue:43502", + "issue:43525", + "issue:43611", + "issue:43618", + "issue:43867", + "issue:43881", + "issue:43901", + "issue:43906", + "issue:43937", + 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"issue:36683|issue:43881", + "issue:43352|issue:43976", + "issue:43992|issue:45310", + "issue:43441|issue:44380", + "issue:43352|issue:44380", + "issue:43352|issue:45478", + "issue:43867|issue:45375", + "issue:44380|issue:45479", + "issue:44355|issue:44855", + "issue:41669|issue:44246", + "issue:36683|issue:44117", + "issue:43618|issue:44380", + "issue:42890|issue:45561", + "issue:43097|issue:43352", + "issue:43064|issue:44492" + ], + "prepared_review_unit_hash": "4db9648b45c254aaa49d8f1c7f8c2e22081f2b7476342412c24c4aa4f41083a8", + "component_budget": { + "node_count": 413, + "item_count": 413, + "soft_pair_count": 1541, + "serialized_chars": 795721, + "estimated_input_tokens": 198931, + "estimated_eval_tokens": 398118 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 34, + "serialized_chars": 37550, + "estimated_input_tokens": 9388, + "estimated_eval_tokens": 19032 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly noisy and spans many unrelated Transformers regressions; almost all soft edges are false positives. The only plausible duplicate-style match is the import-time slowdown pair.", + "confidence": 0.76, + "canonical_issue_reason": "Issue 41669 is the most concrete representative of the import-performance regression theme, while 44246 is the more generic symptom report.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 41669 is the best issue anchor because it names a specific root cause for a user-visible slowdown and is the clearest candidate for deduping the import-time complaint.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:36683", + "right": "issue:43475", + "accept": false, + "reason": "Different models and different missing config attributes; not the same bug." + }, + { + "left": "issue:43901", + "right": "issue:44655", + "accept": false, + "reason": "Docs/behavior mismatch for text classification is unrelated to pipeline save_pretrained serialization." + }, + { + "left": "issue:42994", + "right": "issue:44655", + "accept": false, + "reason": "Both involve saving, but one is quantized-model checkpointing and the other is pipeline-object persistence." + }, + { + "left": "issue:45276", + "right": "issue:46077", + "accept": false, + "reason": "Different Gemma4 behaviors: embedding resize propagation vs bidirectional attention masking." + }, + { + "left": "issue:36010", + "right": "issue:42757", + "accept": false, + "reason": "Import errors from different libraries and different symbols; no shared underlying failure." + }, + { + "left": "issue:43352", + "right": "issue:43937", + "accept": false, + "reason": "Different model/runtime failures: FlashAttention support vs invalid GenerationConfig." + }, + { + "left": "issue:42898", + "right": "issue:43066", + "accept": false, + "reason": "Both touch tokenizer behavior in v5, but they are distinct concrete regressions." + }, + { + "left": "issue:43867", + "right": "issue:45216", + "accept": false, + "reason": "Checkpoint/load ordering issues are related at a high level, but these are different code paths and failures." + }, + { + "left": "issue:43611", + "right": "issue:44655", + "accept": false, + "reason": "Model loading with base_model_prefix is unrelated to pipeline save_pretrained." + }, + { + "left": "issue:43502", + "right": "issue:44485", + "accept": false, + "reason": "Local file loading bug is unrelated to the GLM-5 RoPE discussion." + }, + { + "left": "issue:44625", + "right": "issue:46077", + "accept": false, + "reason": "Config propagation bug and attention-mask bug are different subsystems." + }, + { + "left": "issue:46077", + "right": "issue:46082", + "accept": false, + "reason": "Different model config validations with no shared code path." + }, + { + "left": "issue:36683", + "right": "issue:43525", + "accept": false, + "reason": "Same broad class of missing-config-attribute errors, but on different models and attributes." + }, + { + "left": "issue:44263", + "right": "issue:45440", + "accept": false, + "reason": "Different MoE implementation bugs with different symptoms." + }, + { + "left": "issue:43618", + "right": "issue:45216", + "accept": false, + "reason": "Attention field regression in CLIP is unrelated to Qwen checkpoint saving." + }, + { + "left": "issue:44380", + "right": "issue:46132", + "accept": false, + "reason": "Both are attention-related, but they concern different APIs and code paths." + }, + { + "left": "issue:43906", + "right": "issue:45753", + "accept": false, + "reason": "No concrete overlap beyond both being reproduction reports." + }, + { + "left": "issue:36683", + "right": "issue:44242", + "accept": false, + "reason": "Missing config attribute and load-balancing-loss logic are unrelated." + }, + { + "left": "issue:43299", + "right": "issue:45753", + "accept": false, + "reason": "Loading failure for Qwen3VL MoE and an infinite-loop image case are different bugs." + }, + { + "left": "issue:36683", + "right": "issue:43881", + "accept": false, + "reason": "Different model families and different missing/loading failures." + }, + { + "left": "issue:43352", + "right": "issue:43976", + "accept": false, + "reason": "FlashAttention support for a model is unrelated to Python version compatibility." + }, + { + "left": "issue:43992", + "right": "issue:45310", + "accept": false, + "reason": "Different models and different from_pretrained failures." + }, + { + "left": "issue:43441", + "right": "issue:44380", + "accept": false, + "reason": "Both mention attention backends, but the concrete failures and models differ." + }, + { + "left": "issue:43352", + "right": "issue:44380", + "accept": false, + "reason": "FlashAttention support issue and GPT2 attention-scaling regression are different bugs." + }, + { + "left": "issue:43352", + "right": "issue:45478", + "accept": false, + "reason": "Different models and failure modes; not the same issue." + }, + { + "left": "issue:43867", + "right": "issue:45375", + "accept": false, + "reason": "State_dict load ordering is unrelated to a missing vision-config field." + }, + { + "left": "issue:44380", + "right": "issue:45479", + "accept": false, + "reason": "Attention backend scaling bug and zero-loss classification bug are unrelated." + }, + { + "left": "issue:44355", + "right": "issue:44855", + "accept": false, + "reason": "Compiled-file import errors and torch.jit parsing errors are different causes." + }, + { + "left": "issue:41669", + "right": "issue:44246", + "accept": true, + "reason": "Same underlying import-time performance problem: one reports the slowdown, the other identifies wildcard model imports as the likely cause." + }, + { + "left": "issue:43097", + "right": "issue:43352", + "accept": false, + "reason": "API removal in v5 and FlashAttention support for a model are unrelated." + }, + { + "left": "issue:43064", + "right": "issue:44492", + "accept": false, + "reason": "Distributed optimizer-state corruption and a cache-strategy typo are unrelated." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet, and the soft-edge decisions stay conservative. The single accepted pair (41669/44246) is well-supported by the titles, and the rest of the rejections do not overclaim shared root causes." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 17, + "review_unit_index": 46, + "review_unit_count": 49, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-413", + "nodes": [ + "issue:28282", + "issue:30333", + "issue:30990", + "issue:31795", + "issue:33453", + "issue:36296", + "issue:42490", + "issue:42548", + "issue:42890", + "issue:43010", + "issue:43064", + "issue:43502", + "issue:43575", + "issue:43576", + "issue:43618", + "issue:43723", + "issue:43867", + "issue:43901", + "issue:43976", + "issue:43992", + "issue:44062", + "issue:44075", + "issue:44077", + "issue:44112", + "issue:44222", + "issue:44351", + "issue:44355", + "issue:44360", + "issue:44368", + "issue:44387", + "issue:44484", + "issue:44556", + "issue:44655", + "issue:44749", + "issue:44857", + "issue:44938", + "issue:44961", + "issue:44964", + "issue:44977", + "issue:45125", + "issue:45278", + "issue:45341", + "issue:45357", + "issue:45375", + "issue:45440", + "issue:45478", + "issue:45600", + "issue:46132" + ], + "soft_pairs": [ + "issue:43867|issue:45357", + "issue:43976|issue:44938", + "issue:43992|issue:45478", + "issue:36296|issue:43575", + "issue:42490|issue:44075", + "issue:43064|issue:44655", + "issue:28282|issue:33453", + "issue:44360|issue:45440", + "issue:43867|issue:44484", + "issue:43618|issue:44857", + "issue:43618|issue:44977", + "issue:44655|issue:44938", + "issue:43901|issue:44938", + "issue:43618|issue:44077", + "issue:42890|issue:44964", + "issue:42890|issue:44112", + "issue:42890|issue:45600", + "issue:43502|issue:44062", + "issue:42890|issue:45341", + "issue:43576|issue:46132", + "issue:42548|issue:44351", + "issue:44222|issue:45125", + "issue:44355|issue:44749", + "issue:45125|issue:45478", + "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:43502|issue:44222", + "issue:43010|issue:44368", + "issue:43502|issue:44961" + ], + "prepared_review_unit_hash": "e8f3a5fc6d81499539c263c37111008579058b1cfcf6f476e7538502640b62da", + "component_budget": { + "node_count": 413, + "item_count": 413, + "soft_pair_count": 1541, + "serialized_chars": 795721, + "estimated_input_tokens": 198931, + "estimated_eval_tokens": 398118 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 33, + "serialized_chars": 37120, + "estimated_input_tokens": 9280, + "estimated_eval_tokens": 18816 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This is not a true duplicate cluster: the items span unrelated import, loading, training, docs, CI, and model-specific bugs. None of the soft pairs looks like the same underlying issue closely enough to merge.", + "confidence": 0.97, + "canonical_issue_reason": "No single canonical issue stands out; the set is too heterogeneous and the soft matches do not share a concrete root cause.", + "canonical_pr_reason": null, + "best_issue_reason": "No best issue candidate for deduplication. If forced, a generic loading/import issue would be the least representative choice, but the evidence is too weak to make it canonical.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43867", + "right": "issue:45357", + "accept": false, + "reason": "Both involve loading/saving state, but one is a sorted-state_dict load error and the other is incorrect visual-encoder keys during save_pretrained; different bug paths." + }, + { + "left": "issue:43976", + "right": "issue:44938", + "accept": false, + "reason": "Both mention Python-version compatibility, but they point to different environments and failures; no evidence of the same root cause." + }, + { + "left": "issue:43992", + "right": "issue:45478", + "accept": false, + "reason": "Different model families and different from_pretrained failures; too little overlap to treat as one bug." + }, + { + "left": "issue:36296", + "right": "issue:43575", + "accept": false, + "reason": "Both touch tensor parallelism, but one is a training bug and the other is an OOM while loading a specific Qwen2 model; not the same concrete issue." + }, + { + "left": "issue:42490", + "right": "issue:44075", + "accept": false, + "reason": "Completely unrelated: local model path warning versus SGD optimizer arguments not being used." + }, + { + "left": "issue:43064", + "right": "issue:44655", + "accept": false, + "reason": "Different subsystems and symptoms: distributed optimizer-state corruption versus saving Pipeline objects." + }, + { + "left": "issue:28282", + "right": "issue:33453", + "accept": false, + "reason": "Both are import/loading complaints, but one is missing PyTorch dependency and the other is a tokenizer-loading regression; not the same bug." + }, + { + "left": "issue:44360", + "right": "issue:45440", + "accept": false, + "reason": "Different code paths and model implementations; one is about a DSA indexer activation, the other about DeepSeekV3MoE parity." + }, + { + "left": "issue:43867", + "right": "issue:44484", + "accept": false, + "reason": "State-dict loading error versus a question about the 50GB shard-size default; unrelated." + }, + { + "left": "issue:43618", + "right": "issue:44857", + "accept": false, + "reason": "Different model areas and failure modes: CLIPOutput attentions assignment versus LwDetrImageLoss AMP/CUDA crash." + }, + { + "left": "issue:43618", + "right": "issue:44977", + "accept": false, + "reason": "Different model-specific issues; CLIPOutput field assignment is unrelated to Qwen3.5 flash-attention generation." + }, + { + "left": "issue:44655", + "right": "issue:44938", + "accept": false, + "reason": "Saving Pipeline objects and loading transformers on Python 3.14 are unrelated issues." + }, + { + "left": "issue:43901", + "right": "issue:44938", + "accept": false, + "reason": "Docs mismatch for return_all_scores versus a runtime load failure on Python 3.14; not the same bug." + }, + { + "left": "issue:43618", + "right": "issue:44077", + "accept": false, + "reason": "Different components entirely: output dataclass fields versus patchtsmixer post_init handling." + }, + { + "left": "issue:42890", + "right": "issue:44964", + "accept": false, + "reason": "A flaky integration test from missing set_seed is unrelated to a Phi-4 multimodal model loading failure." + }, + { + "left": "issue:42890", + "right": "issue:44112", + "accept": false, + "reason": "Both are test-related, but one is about missing set_seed and the other about a stale device override test; different fixes." + }, + { + "left": "issue:42890", + "right": "issue:45600", + "accept": false, + "reason": "Both mention CI/test issues, but the causes are different: seed handling versus stale auto_mappings references." + }, + { + "left": "issue:43502", + "right": "issue:44062", + "accept": false, + "reason": "No shared bug: offline-loading API requests versus tokenizers.AddedToken keyword duplication." + }, + { + "left": "issue:42890", + "right": "issue:45341", + "accept": false, + "reason": "A specific SamHQ test flake does not match a generic testing_utils bug." + }, + { + "left": "issue:43576", + "right": "issue:46132", + "accept": false, + "reason": "Different behavior regressions: broken env CLI command versus AttentionInterface.register changing registered-function behavior." + }, + { + "left": "issue:42548", + "right": "issue:44351", + "accept": false, + "reason": "Both are import errors, but they concern different missing symbols and likely different breakages." + }, + { + "left": "issue:44222", + "right": "issue:45125", + "accept": false, + "reason": "FP8 save_pretrained behavior for MoE is unrelated to a missing _tp_plan for tensor parallelism." + }, + { + "left": "issue:44355", + "right": "issue:44749", + "accept": false, + "reason": "Compiled Python file errors and a performance regression after upgrading are not the same issue." + }, + { + "left": "issue:45125", + "right": "issue:45478", + "accept": false, + "reason": "Same model family, but one is specifically missing _tp_plan and the other is a generic from_pretrained error; not enough to merge confidently." + }, + { + "left": "issue:30990", + "right": "issue:31795", + "accept": false, + "reason": "SentenceTransformers loading hang and a forward-docs clarification are unrelated." + }, + { + "left": "issue:30333", + "right": "issue:33453", + "accept": false, + "reason": "MLflow reporting on failed training jobs and tokenizer-loading regression are different subsystems." + }, + { + "left": "issue:45125", + "right": "issue:45375", + "accept": false, + "reason": "Tensor-parallel plan support and a missing deepstack_visual_indexes config field are different bugs." + }, + { + "left": "issue:44387", + "right": "issue:44556", + "accept": false, + "reason": "Int4 quantization memory regression and checkpoint reload compatibility after upgrade are distinct failure modes." + }, + { + "left": "issue:43010", + "right": "issue:45278", + "accept": false, + "reason": "Decorator/no_grad behavior for cache updates is unrelated to broad import errors after upgrading." + }, + { + "left": "issue:43723", + "right": "issue:44556", + "accept": false, + "reason": "Tokenizer loading in v5 and checkpoint reload compatibility issues do not point to the same root cause." + }, + { + "left": "issue:43502", + "right": "issue:44222", + "accept": false, + "reason": "Offline request leakage is unrelated to FP8 MoE save_pretrained behavior." + }, + { + "left": "issue:43010", + "right": "issue:44368", + "accept": false, + "reason": "A no_grad decorator request for caches/layers does not match a tie_word_embeddings warning in Qwen3.5 fine-tuning." + }, + { + "left": "issue:43502", + "right": "issue:44961", + "accept": false, + "reason": "A network/request bug versus a placeholder 'racoon' issue; no meaningful overlap." + } + ] + }, + "evaluator_result": 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": 49, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-413", + "nodes": [ + "issue:30333", + "issue:31795", + "issue:33453", + "issue:34689", + "issue:36296", + "issue:38617", + "issue:41628", + "issue:41669", + "issue:42548", + "issue:42757", + "issue:42831", + "issue:43010", + "issue:43299", + "issue:43525", + "issue:43526", + "issue:43576", + "issue:43673", + "issue:43824", + "issue:43827", + "issue:43874", + "issue:43901", + "issue:43976", + "issue:44038", + "issue:44222", + "issue:44230", + "issue:44261", + "issue:44273", + "issue:44315", + "issue:44355", + "issue:44360", + "issue:44373", + "issue:44393", + "issue:44556", + "issue:44623", + "issue:44655", + "issue:44908", + "issue:44961", + "issue:45003", + "issue:45071", + "issue:45092", + "issue:45125", + "issue:45230", + "issue:45468", + "issue:45542", + "issue:45656", + "issue:45753", + "issue:45850", + "issue:46095" + ], + "soft_pairs": [ + "issue:43010|issue:45850", + "issue:44315|issue:44360", + "issue:42831|issue:43874", + "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:43299|issue:44556", + "issue:42757|issue:43576", + "issue:33453|issue:36296", + "issue:43010|issue:45656", + "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:44908|issue:44961", + "issue:36296|issue:43901", + "issue:41628|issue:44355", + "issue:36296|issue:43526", + "issue:44261|issue:44360", + "issue:44623|issue:45230", + "issue:44273|issue:45542", + "issue:44273|issue:45003", + "issue:44038|issue:45125", + "issue:44393|issue:45753", + "issue:44230|issue:46095", + "issue:44393|issue:45071", + "issue:43576|issue:44556", + "issue:44373|issue:44961", + "issue:43525|issue:45850", + "issue:41669|issue:43673", + "issue:44556|issue:45092" + ], + "prepared_review_unit_hash": "74b1d2f39c40c517cad4026473c5d33de527940396a2c72b7fe62a1d3363ed73", + "component_budget": { + "node_count": 413, + "item_count": 413, + "soft_pair_count": 1541, + "serialized_chars": 795721, + "estimated_input_tokens": 198931, + "estimated_eval_tokens": 398118 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 37, + "serialized_chars": 38121, + "estimated_input_tokens": 9531, + "estimated_eval_tokens": 19318 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly a set of unrelated Transformers regressions, import errors, and docs bugs. The broadest representative is the generic v5-breakage report, but none of the soft pairs look like true duplicates of the same underlying bug/change.", + "confidence": 0.92, + "canonical_issue_reason": "issue:45850 is the broadest umbrella item in the cluster, describing widespread v5 breakage across models rather than a single narrow failure mode.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45850 best represents the cluster because it summarizes the general v5 regression theme, even though the other issues are specific and not duplicates.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43010", + "right": "issue:45850", + "accept": false, + "reason": "Different problems: cache/layer update no_grad behavior vs a vague broad v5 breakage report." + }, + { + "left": "issue:44315", + "right": "issue:44360", + "accept": false, + "reason": "Unrelated subsystems: model_init/Liger Kernel application vs DSA indexer ReLU logic." + }, + { + "left": 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but one is save_pretrained serialization and the other is inference support." + }, + { + "left": "issue:33453", + "right": "issue:34689", + "accept": false, + "reason": "Tokenizer loading regression and a specific Llama 3.2 vision model-loading breakage are not the same failure." + }, + { + "left": "issue:43299", + "right": "issue:44556", + "accept": false, + "reason": "Qwen3VL MoE loading and loading old checkpoints after upgrade are related only at a high level, not the same bug." + }, + { + "left": "issue:42757", + "right": "issue:43576", + "accept": false, + "reason": "Missing is_offline_mode import and a broken transformers env CLI are different concrete failures." + }, + { + "left": "issue:33453", + "right": "issue:36296", + "accept": false, + "reason": "Tokenizer loading regression and tensor parallel training bug are unrelated." + }, + { + "left": "issue:43010", + "right": "issue:45656", + "accept": false, + "reason": "No_grad decoration on cache/layer updates is unrelated to double optimizer.step under DeepSpeed." + }, + { + "left": "issue:43576", + "right": "issue:45071", + "accept": false, + "reason": "Broken env CLI and PretrainedConfig type-checking regression are distinct problems." + }, + { + "left": "issue:43576", + "right": "issue:43824", + "accept": false, + "reason": "CLI env command breakage is not the same as a missing Qwen2.5-VL import export." + }, + { + "left": "issue:31795", + "right": "issue:38617", + "accept": false, + "reason": "Documentation confusion for model.forward args is unrelated to the layer_type_validation import error." + }, + { + "left": "issue:44961", + "right": "issue:45468", + "accept": false, + "reason": "'racoon' is not a meaningful duplicate of the Gemma4AudioRelPositionalEncoding bug." + }, + { + "left": "issue:41628", + "right": "issue:42548", + "accept": false, + "reason": "Both are import errors from transformers, but they concern different missing symbols and likely different causes." + }, + { + "left": "issue:43010", + "right": "issue:43976", + "accept": false, + "reason": "Cache/layer update no_grad behavior is unrelated to a Python-version compatibility issue." + }, + { + "left": "issue:38617", + "right": "issue:43576", + "accept": false, + "reason": "Missing configuration_utils export and broken env CLI are different symptoms and code paths." + }, + { + "left": "issue:44908", + "right": "issue:44961", + "accept": false, + "reason": "Scheduler kwargs handling has no relation to the unrelated 'racoon' issue." + }, + { + "left": "issue:36296", + "right": "issue:43901", + "accept": false, + "reason": "Tensor-parallel training bug and text-classification pipeline docs mismatch are unrelated." + }, + { + "left": "issue:41628", + "right": "issue:44355", + "accept": false, + "reason": "Importing AutoImageProcessor and compiled Python file errors are different failure modes." + }, + { + "left": "issue:36296", + "right": "issue:43526", + "accept": false, + "reason": "Tensor parallel 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"accept": false, + "reason": "Llama4Config pad_token_id attribute error is a specific model bug, not the broad v5 breakage report." + }, + { + "left": "issue:41669", + "right": "issue:43673", + "accept": false, + "reason": "Import * cleanup/performance in models and GenerationMixin cache missing during chunked_prefill are different changes." + }, + { + "left": "issue:44556", + "right": "issue:45092", + "accept": false, + "reason": "Checkpoint reload incompatibility and old InternVL2 remote-code/meta-init incompatibility are separate model-loading 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": 48, + "review_unit_count": 49, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + 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"issue:44704|issue:44908", + "issue:44246|issue:44273", + "issue:43976|issue:44393", + "issue:43408|issue:44315", + "issue:43352|issue:44393", + "issue:43576|issue:44908", + "issue:44297|issue:45230", + "issue:44295|issue:45230", + "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:44393|issue:45478", + "issue:43827|issue:44908", + "issue:44077|issue:44861", + "issue:31795|issue:33453", + "issue:41669|issue:44908", + "issue:41669|issue:44492", + "issue:44315|issue:44829", + "issue:42371|issue:44492", + "issue:43576|issue:44273", + "issue:44360|issue:45468", + "issue:44655|issue:44861", + "issue:45230|issue:45310", + "issue:44273|issue:44908", + "issue:43827|issue:44492", + "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:43298|issue:46095", + "issue:43502|issue:43519", + "issue:42371|issue:43704", + "issue:43519|issue:44623", + "issue:43519|issue:43704", + "issue:44263|issue:45468" + ], + "prepared_review_unit_hash": "7e82fd2bc0f6b3f896437e7b31fef34cae7b49f2c2d7fc95681b1633582c0123", + "component_budget": { + "node_count": 413, + "item_count": 413, + "soft_pair_count": 1541, + "serialized_chars": 795721, + "estimated_input_tokens": 198931, + "estimated_eval_tokens": 398118 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 45, + "serialized_chars": 40617, + "estimated_input_tokens": 10155, + "estimated_eval_tokens": 20566 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This is not a duplicate cluster: the items cover many unrelated issues (docs, tokenizer/model loading, cache behavior, processors, tests, 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The soft pairs mostly share only vague v5-era or loading-related wording, not the same underlying bug or change.", + "confidence": 0.94, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": "issue:45850 is the broadest umbrella-style report in the set, but it is too vague to be a strong canonical duplicate target.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43572", + "right": "issue:45850", + "accept": false, + "reason": "Specific StableLmConfig pad_token_idx regression vs a vague claim that many models break after v5." + }, + { + "left": "issue:45362", + "right": "issue:45850", + "accept": false, + "reason": "Qwen3.5-35B chat crash is a concrete model bug, not the same as a broad v5 breakage report." + }, + { + "left": "issue:42890", + "right": "issue:44908", + "accept": false, + "reason": "Test flakiness from missing set_seed() is unrelated to inverse_sqrt scheduler kwargs handling." + }, + { + "left": "issue:44704", + "right": "issue:44908", + "accept": false, + "reason": "AutoProcessor kwargs passing bug is unrelated to scheduler argument propagation." + }, + { + "left": "issue:44246", + "right": "issue:44273", + "accept": false, + "reason": "Import-time slowdown and lazy loading failure are different loading/performance issues." + }, + { + "left": "issue:43976", + "right": "issue:44393", + "accept": false, + "reason": "Python version compatibility is unrelated to Qwen3-VL bounding-box output errors." + }, + { + "left": "issue:43408", + "right": "issue:44315", + "accept": false, + "reason": "Model type warning in SAM3 is unrelated to Liger Kernel not applying with model_init." + }, + { + "left": "issue:43352", + "right": "issue:44393", + "accept": false, + "reason": "Flash Attention 2 support error is a different model/backend issue than Qwen3-VL bbox hallucinations." + }, + { + "left": "issue:43576", + "right": "issue:44908", + "accept": false, + "reason": "Broken transformers env command is unrelated to inverse_sqrt scheduler kwargs." + }, + { + "left": "issue:44297", + "right": "issue:45230", + "accept": false, + "reason": "Tokenizer save_pretrained metadata mismatch is not the same as a generic bug report." + }, + { + "left": "issue:44295", + "right": "issue:45230", + "accept": false, + "reason": "position_ids buffer access bug is unrelated to an unspecified bug report." + }, + { + "left": "issue:44908", + "right": "issue:45071", + "accept": false, + "reason": "Scheduler kwargs bug and PretrainedConfig type-checking regression are different code paths." + }, + { + "left": "issue:41669", + "right": "issue:44351", + "accept": false, + "reason": "Import * cleanup/performance issue is unrelated to a HybridCache import failure." + }, + { + "left": "issue:41669", + "right": "issue:45341", + "accept": false, + "reason": "Removing import * from models is unrelated to a testing_utils bug." + }, + { + "left": "issue:43673", + "right": "issue:44492", + "accept": false, + "reason": "Missing GenerationMixin cache in chunked_prefill is unrelated to a typo in cache strategies." + }, + { + "left": "issue:45278", + "right": "issue:45850", + "accept": false, + "reason": "Many import errors after upgrade is a concrete compatibility problem, not the same as a broad complaint about too many models breaking." + }, + { + "left": "issue:43874", + "right": "issue:45850", + "accept": false, + "reason": "GLM46V missing method causing token-count failure is not the same underlying issue as the broad v5 breakage report." + }, + { + "left": "issue:44393", + "right": "issue:45478", + "accept": false, + "reason": "Qwen3-VL bounding-box output errors are unrelated to Qwen3.5 Moe from_pretrained failures." + }, + { + "left": "issue:43827", + "right": "issue:44908", + "accept": false, + "reason": "Docs still referencing pipeline() is a documentation issue, not a scheduler kwargs bug." + }, + { + "left": "issue:44077", + "right": "issue:44861", + "accept": false, + "reason": "patchtsmixer post_init validation and tied-weight-key AttributeError are different model config bugs." + }, + { + "left": "issue:31795", + "right": "issue:33453", + "accept": false, + "reason": "Documentation confusion about input_ids/past_key_values is unrelated to tokenizer loading regression." + }, + { + "left": "issue:41669", + "right": "issue:44908", + "accept": false, + "reason": "Import * usage and scheduler kwargs are unrelated concerns." + }, + { + "left": "issue:41669", + "right": "issue:44492", + "accept": false, + "reason": "Import * cleanup is unrelated to a cache strategy typo." + }, + { + "left": "issue:44315", + "right": "issue:44829", + "accept": false, + "reason": "Liger Kernel not applied with model_init is unrelated to flash_attention_3 degenerate training." + }, + { + "left": "issue:42371", + "right": "issue:44492", + "accept": false, + "reason": "TF32 API settings are unrelated to a typo in cache strategies." + }, + { + "left": "issue:43576", + "right": "issue:44273", + "accept": false, + "reason": "Broken env command and lazy loading failure are distinct issues." + }, + { + "left": "issue:44360", + "right": "issue:45468", + "accept": false, + "reason": "DSA indexer ReLU discussion and Gemma-4 audio positional encoding are unrelated model bugs." + }, + { + "left": "issue:44655", + "right": "issue:44861", + "accept": false, + "reason": "Pipeline save_pretrained failure is unrelated to _tied_weights_keys list handling." + }, + { + "left": "issue:45230", + "right": "issue:45310", + "accept": false, + "reason": "Generic bug report is too vague and not the same as the Qwen3.5 Moe from_pretrained regression." + }, + { + "left": "issue:44273", + "right": "issue:44908", + "accept": false, + "reason": "Lazy loading failure is unrelated to inverse_sqrt scheduler kwargs." + }, + { + "left": "issue:43827", + "right": "issue:44492", + "accept": false, + "reason": "Documentation referencing pipeline() after removals is not the same as a cache-strategy typo." + }, + { + "left": "issue:43519", + "right": "issue:44485", + "accept": false, + "reason": "Qwen3VL timestamp calculation bug is unrelated to GLM-5 RoPE implementation." + }, + { + "left": "issue:43519", + "right": "issue:44908", + "accept": false, + "reason": "Timestamp calculation in Qwen3VL has nothing to do with scheduler kwargs." + }, + { + "left": "issue:41669", + "right": "issue:43704", + "accept": false, + "reason": "Import * cleanup is unrelated to a VRAM leak in multithreaded dataloader use." + }, + { + "left": "issue:31795", + "right": "issue:34689", + "accept": false, + "reason": "Model.forward docs confusion is unrelated to Llama 3.2 Vision model loading regression." + }, + { + "left": "issue:31795", + "right": "issue:37428", + "accept": false, + "reason": "Documentation confusion about inputs/cache is unrelated to the flash_attention_utils import error." + }, + { + "left": "issue:44315", + "right": "issue:45092", + "accept": false, + "reason": "Model_init/Liger Kernel application bug is unrelated to old InternVL2 remote-code meta-init incompatibility." + }, + { + "left": "issue:44485", + "right": "issue:45468", + "accept": false, + "reason": "GLM-5 RoPE implementation discussion is unrelated to Gemma-4 audio positional encoding." + }, + { + "left": "issue:43704", + "right": "issue:44485", + "accept": false, + "reason": "VRAM leak with multiple dataloader threads is unrelated to GLM-5 RoPE." + }, + { + "left": "issue:43298", + "right": "issue:46095", + "accept": false, + "reason": "Continuous batching not supporting audio models is unrelated to a DeepSeek weight-conversion question." + }, + { + "left": "issue:43502", + "right": "issue:43519", + "accept": false, + "reason": "local_files_only still making API requests is unrelated to Qwen3VL timestamp calculation." + }, + { + "left": "issue:42371", + "right": "issue:43704", + "accept": false, + "reason": "TF32 behavior settings are unrelated to the dataloader-thread VRAM leak." + }, + { + "left": "issue:43519", + "right": "issue:44623", + "accept": false, + "reason": "Qwen3VL timestamp math and processor.save_pretrained missing files are different processor bugs." + }, + { + "left": "issue:43519", + "right": "issue:43704", + "accept": false, + "reason": "Timestamp calculation bug is unrelated to VRAM leakage across dataloader threads." + }, + { + "left": "issue:44263", + "right": "issue:45468", + "accept": false, + "reason": "torch.split return-value issue in GlmMoeDsaIndexer 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": 49, + "review_unit_count": 49, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-413", + "nodes": [ + "issue:30333", + "issue:31515", + "issue:31795", + "issue:33453", + "issue:36296", + "issue:38617", + "issue:41669", + "issue:42913", + "issue:43066", + "issue:43298", + "issue:43525", + "issue:43572", + "issue:43606", + "issue:43704", + "issue:44230", + "issue:44261", + "issue:44360", + "issue:44623", + "issue:44861", + "issue:44908", + "issue:44998", + "issue:45290", + "issue:45310", + "issue:45468" + ], + "soft_pairs": [ + "issue:43606|issue:45468", + "issue:44261|issue:45468", + "issue:42913|issue:43066", + "issue:44908|issue:44998", + "issue:44861|issue:45290", + "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:33453", + "issue:43298|issue:44230" + ], + "prepared_review_unit_hash": "42e3c1cb731a9c444aab726799a98ab37ebb89edb5ae0130deae32d3ff6f50c5", + "component_budget": { + "node_count": 413, + "item_count": 413, + "soft_pair_count": 1541, + "serialized_chars": 795721, + "estimated_input_tokens": 198931, + "estimated_eval_tokens": 398118 + }, + "budget": { + "node_count": 24, + "item_count": 24, + "soft_pair_count": 19, + "serialized_chars": 19211, + "estimated_input_tokens": 4803, + "estimated_eval_tokens": 9862 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This set is not a true duplicate cluster: the issues span unrelated areas such as training, tokenizer loading, configs, schedulers, model-specific bugs, and documentation. None of the soft pairs look like the same underlying bug/change.", + "confidence": 0.97, + "canonical_issue_reason": "No clear canonical issue; the items are heterogeneous and do not share one underlying defect or change.", + "canonical_pr_reason": null, + "best_issue_reason": "No issue is suitable as a global representative because this is not a coherent duplicate group.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43606", + "right": "issue:45468", + "accept": false, + "reason": "Different models and failures: CPU offload device mismatch vs Gemma4 audio positional encoding." + }, + { + "left": "issue:44261", + "right": "issue:45468", + "accept": false, + "reason": "MLA layernorm epsilon precision issue is unrelated to Gemma4 audio positional encoding." + }, + { + "left": "issue:42913", + "right": "issue:43066", + "accept": false, + "reason": "Both mention tokenizer/v5, but the symptoms and likely code paths differ; not enough to treat as the same bug." + }, + { + "left": "issue:44908", + "right": "issue:44998", + "accept": false, + "reason": "Scheduler kwargs bug vs unrelated non-technical issue." + }, + { + "left": "issue:44861", + "right": "issue:45290", + "accept": false, + "reason": "Different code paths: tied-weight key handling vs chat template tool-call crash." + }, + { + "left": "issue:43525", + "right": "issue:44861", + "accept": false, + "reason": "Missing pad_token_id in config is unrelated to tied-weight key extraction crash." + }, + { + "left": "issue:43704", + "right": "issue:44998", + "accept": false, + "reason": "VRAM leak in Qwen3ForCausalLM threads is unrelated to the other issue." + }, + { + "left": "issue:41669", + "right": "issue:44998", + "accept": false, + "reason": "Import-star cleanup/perf issue is unrelated to the other issue." + }, + { + "left": "issue:43572", + "right": "issue:44861", + "accept": false, + "reason": "StableLmConfig pad token field regression is unrelated to tied-weight key handling." + }, + { + "left": "issue:43066", + "right": "issue:44998", + "accept": false, + "reason": "Tokenizer decoder type regression is unrelated to the other issue." + }, + { + "left": "issue:31515", + "right": "issue:38617", + "accept": false, + "reason": "Slow checkpoint loading and missing import are different failures." + }, + { + "left": "issue:44230", + "right": "issue:44623", + "accept": false, + "reason": "FP8 inference support request is unrelated to missing processor save files." + }, + { + "left": "issue:44360", + "right": "issue:44998", + "accept": false, + "reason": "DSA ReLU omission is unrelated to the other issue." + }, + { + "left": "issue:30333", + "right": "issue:31515", + "accept": false, + "reason": "MLFlow reporting on failed training jobs is unrelated to slow from_pretrained checkpoint loading." + }, + { + "left": "issue:31515", + "right": "issue:36296", + "accept": false, + "reason": "Checkpoint loading slowness and tensor-parallel training bug are different problems." + }, + { + "left": "issue:31515", + "right": "issue:31795", + "accept": false, + "reason": "Runtime loading performance issue is unrelated to documentation confusion." + }, + { + "left": "issue:44230", + "right": "issue:45310", + "accept": false, + "reason": "FP8 support request and Qwen3.5 moe from_pretrained error are not the same concrete bug." + }, + { + "left": "issue:31515", + "right": "issue:33453", + "accept": false, + "reason": "Checkpoint load slowness and tokenizer loading regression are separate issues." + }, + { + "left": "issue:43298", + "right": "issue:44230", + "accept": false, + "reason": "Continuous batching audio-model support and Qwen3 fp8 inference are unrelated." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 2, + "component_count": 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": "8163ad2790e6baaebd7b1f38808fc28e850961116e72109a970cc5985e217dce", + "component_budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 2, + "serialized_chars": 2478, + "estimated_input_tokens": 620, + "estimated_eval_tokens": 1496 + }, + "budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 2, + "serialized_chars": 2478, + "estimated_input_tokens": 620, + "estimated_eval_tokens": 1496 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These three issues do not describe the same bug. Two are model-loading related, but one is an auth/error-message problem and the other is a generic load failure; the tokenization report is separate.", + "confidence": 0.88, + "canonical_issue_reason": "issue:16618 is the most concrete and broadly representative report in the set, centered on a specific model-loading failure.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:16618 is the clearest standalone problem statement and the best cluster representative, even though the other issues are not true duplicates.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:13244", + "right": "issue:16618", + "accept": false, + "reason": "Tokenization mismatch vs. model loading failure; different underlying code paths and symptoms." + }, + { + "left": "issue:15980", + "right": "issue:16618", + "accept": false, + "reason": "Private-model auth/error-message issue is not the same as failing to load bert-base-uncased." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 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": "ee639e5cb9cbb696a1276e32201a3ad8ff840634210fddd3e42f50bb61c5e074", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1589, + "estimated_input_tokens": 398, + "estimated_eval_tokens": 1052 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1589, + "estimated_input_tokens": 398, + "estimated_eval_tokens": 1052 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These are two distinct feature requests, not duplicates: one is for Flash Attention 2 support on more architectures, the other is for GGUF support on more architectures.", + "confidence": 0.98, + "canonical_issue_reason": "No canonical issue: the requests target different features and code paths.", + "canonical_pr_reason": null, + "best_issue_reason": "Neither issue is a good global representative because they are unrelated enhancement requests.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:26350", + "right": "issue:33260", + "accept": false, + "reason": "Different underlying enhancements (Flash Attention 2 vs GGUF); the similarity is only that both are community contribution requests for broader architecture support." + } + ] + }, + "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": "949adefad050edaff93ab13700e5d4b72350b6a246326b265e51bdd19fd1f043", + "component_budget": { + "node_count": 5, + "item_count": 5, + "soft_pair_count": 10, + "serialized_chars": 6438, + "estimated_input_tokens": 1610, + "estimated_eval_tokens": 3476 + }, + "budget": { + "node_count": 5, + "item_count": 5, + "soft_pair_count": 10, + "serialized_chars": 6438, + "estimated_input_tokens": 1610, + "estimated_eval_tokens": 3476 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These are i18n docs-translation requests, but they split into distinct language-specific issues and a near-identical generic template trio; the available metadata does not justify merging across languages.", + "confidence": 0.84, + "canonical_issue_reason": "No single canonical across the full cluster: Turkish and Spanish are distinct requests, and the three generic placeholder issues are only template-similar, not provably the same task.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43834 is the best representative of the generic translation-template subgroup because it is the earliest and most central of the near-identical placeholder issues.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:27088", + "right": "issue:44370", + "accept": false, + "reason": "Same i18n translation theme, but different language-specific request; not the same underlying issue." + }, + { + "left": "issue:27088", + "right": "issue:44365", + "accept": false, + "reason": "Turkish vs. generic translation template; similarity is topical, not a duplicate task." + }, + { + "left": "issue:27088", + "right": "issue:43834", + "accept": false, + "reason": "Language-specific Turkish request does not match the generic template issue closely enough to merge." + }, + { + "left": "issue:27088", + "right": "issue:28936", + "accept": false, + "reason": "Different target languages (Turkish vs. Spanish), so these are separate issues." + }, + { + "left": "issue:28936", + "right": "issue:43834", + "accept": false, + "reason": "Spanish translation request is distinct from the generic placeholder task." + }, + { + "left": "issue:28936", + "right": "issue:44365", + "accept": false, + "reason": "Spanish vs. generic template; same subsystem, but not the same underlying request." + }, + { + "left": "issue:28936", + "right": "issue:44370", + "accept": false, + "reason": "Different language/request; the overlap is only in the translation-docs theme." + }, + { + "left": "issue:43834", + "right": "issue:44370", + "accept": false, + "reason": "Near-identical templates, but no evidence they are the same language/task instance." + }, + { + "left": "issue:43834", + "right": "issue:44365", + "accept": false, + "reason": "Highly similar wording, but not enough to prove a single duplicate issue." + }, + { + "left": "issue:44365", + "right": "issue:44370", + "accept": false, + "reason": "The generic placeholder issues are very close, but the metadata does not confirm the same underlying request." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 5, + "component_count": 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-36817-16", + "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", + "issue:46133" + ], + "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:43837|issue:45322", + "issue:43837|issue:43909", + "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", + "issue:45322|issue:46133" + ], + "prepared_review_unit_hash": "b3bf7352c85852aef214b33943c6ab34630dfeba6ccb589077401cb1ebeb80e9", + "component_budget": { + "node_count": 16, + "item_count": 16, + "soft_pair_count": 36, + "serialized_chars": 21658, + "estimated_input_tokens": 5415, + "estimated_eval_tokens": 11086 + }, + "budget": { + "node_count": 16, + "item_count": 16, + "soft_pair_count": 36, + "serialized_chars": 21658, + "estimated_input_tokens": 5415, + "estimated_eval_tokens": 11086 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "This is a broad false-positive similarity cluster: all items are separate model-addition requests across different model names and modalities, not duplicates. All soft edges should be rejected.", + "confidence": 0.98, + "canonical_issue_reason": "No canonical issue: the cluster contains distinct model requests, not duplicates.", + "canonical_pr_reason": null, + "best_issue_reason": "No global best issue: the items span unrelated models and modalities, so none is a good umbrella representative.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:36817", + "right": "issue:41211", + "accept": false, + "reason": "Different model requests (EuroBert vs DEIMv2); same request pattern only." + }, + { + "left": "issue:36817", + "right": "issue:43671", + "accept": false, + "reason": "BERT config request vs Qwen3-TTS audio support; unrelated targets." + }, + { + "left": "issue:36817", + "right": "issue:36879", + "accept": false, + "reason": "EuroBert config vs RF-DETR; different models and tasks." + }, + { + "left": "issue:36879", + "right": "issue:41211", + "accept": false, + "reason": "RF-DETR detection model vs DEIMv2; not the same bug/change." + }, + { + "left": "issue:36879", + "right": "issue:43909", + "accept": false, + "reason": "RF-DETR vs LFM2.5 Audio; different modalities and model families." + }, + { + "left": "issue:36879", + "right": "issue:44121", + "accept": false, + "reason": "RF-DETR vs weight-sparse transformer; unrelated model requests." + }, + { + "left": "issue:36879", + "right": "issue:43837", + "accept": false, + "reason": "RF-DETR vision model vs Qwen3-ASR audio support; different changes." + }, + { + "left": "issue:36879", + "right": "issue:43671", + "accept": false, + "reason": "RF-DETR vs Qwen3-TTS; unrelated model additions." + }, + { + "left": "issue:37015", + "right": "issue:43837", + "accept": false, + "reason": "NeoBERT vs Qwen3-ASR; different model families and modalities." + }, + { + "left": "issue:37015", + "right": "issue:44121", + "accept": false, + "reason": "NeoBERT request vs sparse transformer request; not the same concrete change." + }, + { + "left": "issue:37015", + "right": "issue:43909", + "accept": false, + "reason": "NeoBERT vs LFM2.5 Audio; unrelated model requests." + }, + { + "left": "issue:36879", + "right": "issue:37015", + "accept": false, + "reason": "RF-DETR detection model vs NeoBERT language model; distinct requests." + }, + { + "left": "issue:37015", + "right": "issue:42503", + "accept": false, + "reason": "NeoBERT vs ModernVBERT; similar naming only, but different models." + }, + { + "left": "issue:41115", + "right": "issue:43837", + "accept": false, + "reason": "MiniCPM3 architecture vs Qwen3-ASR support; different models and tasks." + }, + { + "left": "issue:41115", + "right": "issue:44121", + "accept": false, + "reason": "MiniCPM3 vs sparse transformer request; not the same code-path problem." + }, + { + "left": "issue:41115", + "right": "issue:42503", + "accept": false, + "reason": "MiniCPM3 vs ModernVBERT; both model requests but clearly different." + }, + { + "left": "issue:41115", + "right": "issue:45027", + "accept": false, + "reason": "MiniCPM3 vs Voxtral TTS support; unrelated model additions." + }, + { + "left": "issue:41211", + "right": "issue:43671", + "accept": false, + "reason": "DEIMv2 detection model vs Qwen3-TTS audio support; different underlying request." + }, + { + "left": "issue:42503", + "right": "issue:43837", + "accept": false, + "reason": "ModernVBERT vs Qwen3-ASR; different models and modalities." + }, + { + "left": "issue:42503", + "right": "issue:43671", + "accept": false, + "reason": "ModernVBERT vs Qwen3-TTS; unrelated model requests." + }, + { + "left": "issue:42503", + "right": "issue:42738", + "accept": false, + "reason": "ModernVBERT models vs generic BERT-like RoPE discussion; not the same model." + }, + { + "left": "issue:42738", + "right": "issue:45027", + "accept": false, + "reason": "BERT-like RoPE models vs Voxtral TTS; different modalities and changes." + }, + { + "left": "issue:43671", + "right": "issue:43837", + "accept": false, + "reason": "TTS support vs ASR support for different Qwen3 variants; related domain, but distinct requests." + }, + { + "left": "issue:43671", + "right": "issue:45027", + "accept": false, + "reason": "Qwen3-TTS vs Voxtral TTS; same modality but different models and implementations." + }, + { + "left": "issue:43671", + "right": "issue:45177", + "accept": false, + "reason": "Audio TTS request vs DeepSeek-OCR2; unrelated model families." + }, + { + "left": "issue:43671", + "right": "issue:44121", + "accept": false, + "reason": "Qwen3-TTS support vs sparse transformer request; different code paths." + }, + { + "left": "issue:43837", + "right": "issue:45322", + "accept": false, + "reason": "Qwen3-ASR audio request vs EUPE vision-language encoder; different models." + }, + { + "left": "issue:43837", + "right": "issue:43909", + "accept": false, + "reason": "Qwen3-ASR vs LFM2.5 Audio; both audio-related, but distinct model requests." + }, + { + "left": "issue:43909", + "right": "issue:44205", + "accept": false, + "reason": "LFM2.5 Audio vs SAM3-LiteText; audio model request vs vision/text model request." + }, + { + "left": "issue:43671", + "right": "issue:43909", + "accept": false, + "reason": "Qwen3-TTS vs LFM2.5 Audio; both audio, but different models and change sets." + }, + { + "left": "issue:44121", + "right": "issue:45322", + "accept": false, + "reason": "Weight-sparse transformer request vs EUPE; unrelated model additions." + }, + { + "left": "issue:43837", + "right": "issue:44121", + "accept": false, + "reason": "Qwen3-ASR support vs sparse transformer request; different underlying work." + }, + { + "left": "issue:43837", + "right": "issue:45027", + "accept": false, + "reason": "Qwen3-ASR vs Voxtral TTS; different audio model requests." + }, + { + "left": "issue:37015", + "right": "issue:45027", + "accept": false, + "reason": "NeoBERT vs Voxtral TTS; unrelated model families." + }, + { + "left": "issue:43837", + "right": "issue:45177", + "accept": false, + "reason": "ASR request vs OCR2 request; different modalities and models." + }, + { + "left": "issue:45322", + "right": "issue:46133", + "accept": false, + "reason": "EUPE vs TIPSv2; both vision-language, but different models and implementations." + } + ] + }, + "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": "6a438879b537b75c88531fc3b24ab5f926da0daf328369ca5c1159a81f87a3b7", + "component_budget": { + "node_count": 7, + "item_count": 7, + "soft_pair_count": 9, + "serialized_chars": 7187, + "estimated_input_tokens": 1797, + "estimated_eval_tokens": 3850 + }, + "budget": { + "node_count": 7, + "item_count": 7, + "soft_pair_count": 9, + "serialized_chars": 7187, + "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 only weakly text-similar; they cover unrelated bugs/features across different models and tokenizer/config areas, so this cluster should not be merged as duplicates.", + "confidence": 0.94, + "canonical_issue_reason": "issue:43668 is the cleanest, most self-contained bug report in the set, but it is not actually a duplicate of the others.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43668 is the best representative only in the sense that it is concrete and narrowly scoped; the rest are too heterogeneous to form a real duplicate cluster.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:37934", + "right": "issue:43668", + "accept": false, + "reason": "One is about Llama4TextL2Norm possibly being RMSNorm; the other is a ModernBERT config type hint typo. Different code paths and bug types." + }, + { + "left": "issue:42936", + "right": "issue:43240", + "accept": false, + "reason": "Mask2Former ignore_value not being used is unrelated to kwargs not reaching a loss function. Different models and failure modes." + }, + { + "left": "issue:42936", + "right": "issue:46018", + "accept": false, + "reason": "Mask2Former ignore_value handling and DeepSeek-V4 shared expert gating are unrelated model-specific bugs." + }, + { + "left": "issue:42936", + "right": "issue:44031", + "accept": false, + "reason": "A Mask2Former loss-parameter bug is not the same as tokenizer regex warning behavior. Different subsystems." + }, + { + "left": "issue:42936", + "right": "issue:43813", + "accept": false, + "reason": "Mask2Former loss ignore_value usage and a quantization attribute typo are unrelated." + }, + { + "left": "issue:42936", + "right": "issue:43668", + "accept": false, + "reason": "Mask2Former loss handling and ModernBERT norm_eps type hint are unrelated issues." + }, + { + "left": "issue:43240", + "right": "issue:43668", + "accept": false, + "reason": "Missing kwargs in loss calculation is a runtime behavior bug, not a config type-hint issue." + }, + { + "left": "issue:43668", + "right": "issue:44031", + "accept": false, + "reason": "ModernBERT norm_eps typing and tokenizer regex warnings are separate concerns with no shared concrete fix." + }, + { + "left": "issue:43668", + "right": "issue:43813", + "accept": false, + "reason": "A type-hint correction in ModernBERT is not the same as a typo in a quantization operation name." + } + ] + }, + "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": "94fb0d8d9cb9c17588dc5d33f937a0ab0190a2a9ce759553ef7aee8a22c39e00", + "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": "These two issues are not duplicates: one asks about block decoding, while the other requests DeepSeek v3.2 support. They do not describe the same underlying bug or feature change.", + "confidence": 0.97, + "canonical_issue_reason": "No canonical issue for duplication purposes; the issues cover unrelated topics (block decoding vs DeepSeek model support).", + "canonical_pr_reason": null, + "best_issue_reason": "If a representative issue must be picked, issue #43037 is slightly more actionable because it is a concrete support request with more discussion, but it is not a duplicate of #41084.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:41084", + "right": "issue:43037", + "accept": false, + "reason": "Different requests with no shared code-path or problem statement; one is about block decoding, the other about adding support for DeepSeek v3.2." + } + ] + }, + "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": "ef3c5117a5839531efe365b40a78af6e4e498e062916aa56992e94ff37721900", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1583, + "estimated_input_tokens": 396, + "estimated_eval_tokens": 1048 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1583, + "estimated_input_tokens": 396, + "estimated_eval_tokens": 1048 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Both issues mention custom trainers, but they describe different problems in different code paths: one is about `remove_unused_column` behavior in `Trainer`, the other about FLOPS estimation. They are related in theme, not duplicates.", + "confidence": 0.94, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": null, + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43598", + "right": "issue:43600", + "accept": false, + "reason": "Shared mention of custom trainers is too broad; one concerns input-column removal customizability, the other FLOPS counting. Different bugs, different fixes." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 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": "144a37f49e44ee185b248a2290e9d36f9ac3bf88bfc16aeb3fdd91c418218908", + "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": "These issues are about different Qwen model families and different AutoModel registrations, so they do not appear to be duplicates.", + "confidence": 0.95, + "canonical_issue_reason": "#43684 is the broader, more central request: register Qwen3-Omni in AutoModel and AutoModelForConditionalGeneration.", + "canonical_pr_reason": null, + "best_issue_reason": "#43684 is the best anchor for the cluster because it describes a general model-registration gap rather than a narrow task-specific extension.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43684", + "right": "issue:44405", + "accept": false, + "reason": "Different underlying change requests: Qwen3-Omni registration for AutoModel/AutoModelForConditionalGeneration vs. AutoModelForSequenceClassification support for Qwen3.5. They target different model variants and different auto classes." + } + ] + }, + "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": "59305e83905e98c0224d80e4260ff9e3b7c6366f67cdd73d61ef0e611c906840", + "component_budget": { + "node_count": 4, + "item_count": 4, + "soft_pair_count": 6, + "serialized_chars": 4266, + "estimated_input_tokens": 1067, + "estimated_eval_tokens": 2390 + }, + "budget": { + "node_count": 4, + "item_count": 4, + "soft_pair_count": 6, + "serialized_chars": 4266, + "estimated_input_tokens": 1067, + "estimated_eval_tokens": 2390 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "One unrelated issue ('Fett') and three near-identical but content-poor 'huggingface' issues. There is not enough evidence to confidently merge any pair, though 43845/43846/43859 look like likely duplicate reports.", + "confidence": 0.41, + "canonical_issue_reason": "Issue 43845 is the earliest of the repeated 'huggingface' reports, but the bodies are too sparse to prove a single underlying bug.", + "canonical_pr_reason": null, + "best_issue_reason": "43845 is the best representative only because it is earliest among the near-identical 'huggingface' entries; no issue contains enough detail to be a strong canonical source.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43835", + "right": "issue:43845", + "accept": false, + "reason": "Different titles and no shared context; 'Fett' does not look like the same underlying issue as 'huggingface'." + }, + { + "left": "issue:43835", + "right": "issue:43846", + "accept": false, + "reason": "Different titles and no shared context; these do not appear to describe the same bug." + }, + { + "left": "issue:43835", + "right": "issue:43859", + "accept": false, + "reason": "Different titles and no shared context; no evidence they are the same report." + }, + { + "left": "issue:43845", + "right": "issue:43846", + "accept": false, + "reason": "Same generic title, but the bodies are too sparse to verify the same underlying bug with enough confidence." + }, + { + "left": "issue:43845", + "right": "issue:43859", + "accept": false, + "reason": "Repeated generic title suggests duplication, but there is insufficient description to confirm a shared concrete issue." + }, + { + "left": "issue:43846", + "right": "issue:43859", + "accept": false, + "reason": "Repeated generic title suggests duplication, but there is insufficient description to confirm a shared concrete issue." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 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": "e548b009bbdfa137a648f6a4d3cb0d3718de362a07caf48f5d5574c7795e213c", + "component_budget": { + "node_count": 5, + "item_count": 5, + "soft_pair_count": 9, + "serialized_chars": 5788, + "estimated_input_tokens": 1447, + "estimated_eval_tokens": 3150 + }, + "budget": { + "node_count": 5, + "item_count": 5, + "soft_pair_count": 9, + "serialized_chars": 5788, + "estimated_input_tokens": 1447, + "estimated_eval_tokens": 3150 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These are all low-information, likely spammy issues with no substantive evidence of a shared bug or change. None should be merged as duplicates.", + "confidence": 0.97, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": null, + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44371", + "right": "issue:44572", + "accept": false, + "reason": "Both are generic '' placeholders with no concrete bug, target, or description showing the same underlying issue." + }, + { + "left": "issue:44371", + "right": "issue:44573", + "accept": false, + "reason": "Identical spam-like titles are not enough to establish a shared bug or change; no substantive content is available." + }, + { + "left": "issue:44371", + "right": "issue:44418", + "accept": false, + "reason": "'' and 'Documentation Enhancement Suggestion' are too vague and point to different apparent intent; no same underlying issue is shown." + }, + { + "left": "issue:44371", + "right": "issue:44937", + "accept": false, + "reason": "A spam placeholder and a 'Check out \"Google LLC\"' post do not indicate the same concrete problem." + }, + { + "left": "issue:44418", + "right": "issue:44572", + "accept": false, + "reason": "Documentation enhancement and spam placeholder are unrelated; no shared bug/change is evident." + }, + { + "left": "issue:44418", + "right": "issue:44573", + "accept": false, + "reason": "Documentation enhancement and spam placeholder are unrelated; not the same underlying issue." + }, + { + "left": "issue:44572", + "right": "issue:44573", + "accept": false, + "reason": "Both are spam placeholders, but there is no evidence they refer to the same bug or change rather than separate spam posts." + }, + { + "left": "issue:44572", + "right": "issue:44937", + "accept": false, + "reason": "Two different spam-style issues with no concrete shared code-path, target, or problem statement." + }, + { + "left": "issue:44573", + "right": "issue:44937", + "accept": false, + "reason": "No actionable overlap beyond being low-quality posts; they do not describe 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": 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": "eb2d9e2530fb24f6314d0c7b7735f9558e68f6497785d290091bfdb59a85ada7", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1645, + "estimated_input_tokens": 412, + "estimated_eval_tokens": 1080 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1645, + "estimated_input_tokens": 412, + "estimated_eval_tokens": 1080 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These two closed issues appear to be duplicate reports of the same energy-reduction request: they have identical titles, similar body lengths, and one has an inbound reference. The evidence is suggestive but not strong enough to call them near-identical with high confidence.", + "confidence": 0.72, + "canonical_issue_reason": "#45145 is the earlier issue and it has the only inbound reference, so it is the better canonical thread for this duplicate pair.", + "canonical_pr_reason": null, + "best_issue_reason": "#45145 is the best issue to keep as the primary thread because it predates #45151 and already has reference activity.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45145", + "right": "issue:45151", + "accept": true, + "reason": "Identical titles and broadly similar body sizes make these look like duplicate reports of the same underlying issue, though the available evidence is limited." + } + ] + }, + "evaluator_result": { + "accept": false, + "feedback": "The pairing is plausibly a duplicate, but the writeup overstates the evidence. The packet only shows same titles, similar body lengths, one inbound reference vs. none, and a soft-similarity signal (Jaccard ~0.63); it does not establish that the issues are \"near-identical\" or that the bodies are \"highly similar\" with high confidence. The canonical-thread choice is reasonable because #45145 is earlier and has the inbound reference, but the 0.98 confidence and the stronger wording are not sufficiently grounded." + }, + "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": "407f16963b4284f272418d67d54eb08779542174b13ccb6b48526712a85295ba", + "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 are two distinct 4-bit inference bugs: one in Gemma4 audio modules with uint8 weights and torch.finfo(), and one in BitsAndBytesConfig skip-module handling that drops the default lm_head exclusion. They overlap only at a broad quantization/4-bit level, not at the same underlying code path.", + "confidence": 0.94, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": "#45674 is the better standalone representative because it describes a concrete, reproducible regression in BitsAndBytesConfig with a clear failure mode; #45672 is a separate Gemma4/audio-module TypeError.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45672", + "right": "issue:45674", + "accept": false, + "reason": "Both are 4-bit inference issues, but they involve different subsystems and different failure mechanisms: torch.finfo() on uint8 weights versus lm_head exclusion being cleared by llm_int8_skip_modules. They do not look like the same underlying bug." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 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": "957fc607b2802b02f29f54033622616579148f2c83672ea53c65e781af8699a0", + "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": "These two closed issues are not duplicates: their titles reference different names and different dates, with no shared body, links, or other evidence of a common bug or request.", + "confidence": 0.98, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": "Neither issue is a strong canonical candidate because there is no indication they describe the same underlying problem.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45762", + "right": "issue:45763", + "accept": false, + "reason": "The titles refer to different people and different birth dates; there is no sign they report the same issue or change request." + } + ] + }, + "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": "bda4eaea88d96290ba6067ecfaf5930f07dedf7a562ef5d0bb4fd30fd73a78f3", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1481, + "estimated_input_tokens": 371, + "estimated_eval_tokens": 998 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1481, + "estimated_input_tokens": 371, + "estimated_eval_tokens": 998 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These are two low-information issues with similar surnames and date-like text in the titles, but no evidence they describe the same underlying problem.", + "confidence": 0.96, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": null, + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45764", + "right": "issue:45765", + "accept": false, + "reason": "Titles mention different full names and different dates; with no body, links, or shared targets, this looks unrelated rather than a duplicate." + } + ] + }, + "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": "7fd500006b505630000aaea932d0eefe46fde0f7c240c673aa86127978955a7e", + "component_budget": { + "node_count": 5, + "item_count": 5, + "soft_pair_count": 8, + "serialized_chars": 5720, + "estimated_input_tokens": 1430, + "estimated_eval_tokens": 3116 + }, + "budget": { + "node_count": 5, + "item_count": 5, + "soft_pair_count": 8, + "serialized_chars": 5720, + "estimated_input_tokens": 1430, + "estimated_eval_tokens": 3116 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "The cluster contains two clear duplicate issue pairs on different topics, plus one unrelated dataset-promo issue. Only 45870/45871 and 45872/45873 look like true duplicates; the rest should stay separate.", + "confidence": 0.94, + "canonical_issue_reason": "No single canonical issue covers the whole cluster because it splits into two unrelated duplicate pairs: 45870/45871 and 45872/45873, with 45869 being a different dataset listing.", + "canonical_pr_reason": null, + "best_issue_reason": "If a representative issue must be chosen, 45870 is the cleanest exemplar: it is an exact duplicate pair with 45871, appears first, and has the clearest standalone title.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45869", + "right": "issue:45870", + "accept": false, + "reason": "Different artifact types/content: a dataset bundle listing vs a financial prediction example." + }, + { + "left": "issue:45869", + "right": "issue:45871", + "accept": false, + "reason": "Different artifact types/content: a dataset bundle listing vs a financial prediction example." + }, + { + "left": "issue:45870", + "right": "issue:45871", + "accept": true, + "reason": "Same title and apparently same underlying financial prediction example; this looks like a duplicate issue." + }, + { + "left": "issue:45870", + "right": "issue:45872", + "accept": false, + "reason": "Different underlying topic: financial prediction example vs financial time series + scraping service." + }, + { + "left": "issue:45870", + "right": "issue:45873", + "accept": false, + "reason": "Different underlying topic: financial prediction example vs financial time series + scraping service." + }, + { + "left": "issue:45871", + "right": "issue:45872", + "accept": false, + "reason": "Different underlying topic: financial prediction example vs financial time series + scraping service." + }, + { + "left": "issue:45871", + "right": "issue:45873", + "accept": false, + "reason": "Different underlying topic: financial prediction example vs financial time series + scraping service." + }, + { + "left": "issue:45872", + "right": "issue:45873", + "accept": true, + "reason": "Same title and apparently same underlying financial time series + scraping service request; this looks like a duplicate issue." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet: 45870/45871 and 45872/45873 are the only clear duplicate pairs based on identical titles, while 45869 is a different dataset listing. The canonical/clustering conclusions stay conservative and do not overreach beyond the evidence shown." + }, + "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-39895-14", + "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:46067" + ], + "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:46067", + "pull_request:43251|pull_request:43823", + "pull_request:43251|pull_request:44827", + "pull_request:43424|pull_request:46067", + "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:43823|pull_request:46067", + "pull_request:43995|pull_request:44827", + "pull_request:43995|pull_request:45213", + "pull_request:44827|pull_request:46067", + "pull_request:44827|pull_request:45170", + "pull_request:44827|pull_request:46048", + "pull_request:44827|pull_request:45655", + "pull_request:44827|pull_request:45213", + "pull_request:43823|pull_request:45213", + "pull_request:43251|pull_request:43254" + ], + "prepared_review_unit_hash": "fff86b71094e7d22857ed619d0620b9947e56dd0e78b8f3db5dc4ba0c4f020de", + "component_budget": { + "node_count": 14, + "item_count": 14, + "soft_pair_count": 22, + "serialized_chars": 38368, + "estimated_input_tokens": 9592, + "estimated_eval_tokens": 19440 + }, + "budget": { + "node_count": 14, + "item_count": 14, + "soft_pair_count": 22, + "serialized_chars": 38368, + "estimated_input_tokens": 9592, + "estimated_eval_tokens": 19440 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Most candidate pairs are clearly unrelated PRs spanning different models, docs, and utilities. The only plausible duplicate/overlapping change is the two cross-entropy PRs against `src/transformers/loss/loss_utils.py` targeting issue 43240.", + "confidence": 0.96, + "canonical_issue_reason": null, + "canonical_pr_reason": "`pull_request:43251` is the best canonical PR because it is the more explicit issue-linked fix for `fixed_cross_entropy` and covers the same concrete code path as the overlapping sibling PR.", + "best_issue_reason": null, + "best_pr_reason": "`pull_request:43251` is the strongest representative: it directly targets issue 43240, modifies the same loss helper, and is the clearest standalone fix for the cross-entropy kwargs bug.", + "soft_edge_verdicts": [ + { + "left": "pull_request:39895", + "right": "pull_request:43424", + "accept": false, + "reason": "Unrelated PRs: VideoPrism model/docs addition vs ExecuTorch dynamic-shape test. No shared bug or change." + }, + { + "left": "pull_request:41855", + "right": "pull_request:43823", + "accept": false, + "reason": "Unrelated work: Mistral tokenizer methods vs adding the MobileLLM model." + }, + { + "left": "pull_request:41855", + "right": "pull_request:43424", + "accept": false, + "reason": "Tokenizer utility fix vs ExecuTorch export test; different subsystems and problems." + }, + { + "left": "pull_request:42668", + "right": "pull_request:43823", + "accept": false, + "reason": "Different processor-loading robustness fixes vs a new model implementation; not the same change." + }, + { + "left": "pull_request:43251", + "right": "pull_request:46067", + "accept": false, + "reason": "Cross-entropy kwargs fix vs conversion/base_model_prefix loading fix; unrelated code paths." + }, + { + "left": "pull_request:43251", + "right": "pull_request:43823", + "accept": false, + "reason": "Loss helper fix vs adding MobileLLM; unrelated." + }, + { + "left": "pull_request:43251", + "right": "pull_request:44827", + "accept": false, + "reason": "Loss utility change vs Mistral4 test/model updates; not the same bug or patch." + }, + { + "left": "pull_request:43424", + "right": "pull_request:46067", + "accept": false, + "reason": "ExecuTorch export test vs conversion/loading prefix fix; no overlap beyond general library scope." + }, + { + "left": "pull_request:43424", + "right": "pull_request:44827", + "accept": false, + "reason": "Dynamic-shape export test vs Mistral4 fixes; different features and failure modes." + }, + { + "left": "pull_request:43424", + "right": "pull_request:43823", + "accept": false, + "reason": "ExecuTorch test and MobileLLM addition are unrelated." + }, + { + "left": "pull_request:43823", + "right": "pull_request:45655", + "accept": false, + "reason": "New model implementation vs `cls.config` resolution order fix; different underlying issues." + }, + { + "left": "pull_request:43823", + "right": "pull_request:43995", + "accept": false, + "reason": "Adding MobileLLM and refactoring Falcon output collection are unrelated changes." + }, + { + "left": "pull_request:43823", + "right": "pull_request:46067", + "accept": false, + "reason": "MobileLLM addition vs conversion loading-prefix fix; no shared concrete bug." + }, + { + "left": "pull_request:43995", + "right": "pull_request:44827", + "accept": false, + "reason": "Falcon output-interface refactor vs Mistral4 test fixes; not the same code-path problem." + }, + { + "left": "pull_request:43995", + "right": "pull_request:45213", + "accept": false, + "reason": "Falcon model refactor vs a model-creation skill scaffold; unrelated." + }, + { + "left": "pull_request:44827", + "right": "pull_request:45170", + "accept": false, + "reason": "Mistral4 test/model changes vs `layrnorm` renaming across CLIP-like models; different bugs." + }, + { + "left": "pull_request:44827", + "right": "pull_request:45213", + "accept": false, + "reason": "Mistral4 fixes vs model-creation skill content; unrelated." + }, + { + "left": "pull_request:44827", + "right": "pull_request:45655", + "accept": false, + "reason": "Mistral4-specific fixes vs class config resolution order fix; different problem domains." + }, + { + "left": "pull_request:44827", + "right": "pull_request:46048", + "accept": false, + "reason": "Mistral4 tests/model work vs adding a TDT loss kernel; unrelated." + }, + { + "left": "pull_request:44827", + "right": "pull_request:46067", + "accept": false, + "reason": "Mistral4 changes vs base_model_prefix conversion/loading fix; not the same issue." + }, + { + "left": "pull_request:43823", + "right": "pull_request:45213", + "accept": false, + "reason": "A model addition PR and a model-creation skill PR are not the same artifact or bug fix." + }, + { + "left": "pull_request:43251", + "right": "pull_request:43254", + "accept": true, + "reason": "Same file, same helper (`fixed_cross_entropy`), same target issue 43240, and both add the same missing cross-entropy kwargs support; these could be merged into one PR." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet and stays conservative. The unrelated-PR rejections match the listed filenames and diffs, and the only accepted overlap is the shared `src/transformers/loss/loss_utils.py` fix for issue 43240, which is a plausible single-bugfix merge. The confidence level is high but still supported by the explicit shared issue target and file." + }, + "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": "b39acfce8f86030ea7aa727bd55de117f0ad47a2f31e72fa353fd357bb882214", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 7225, + "estimated_input_tokens": 1807, + "estimated_eval_tokens": 3870 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 7225, + "estimated_input_tokens": 1807, + "estimated_eval_tokens": 3870 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Two related VibeVoice pull requests, but not duplicates: one is the original VibeVoice implementation and the other adds a realtime/acoustic-tokenizer extension on top of the same model family.", + "confidence": 0.92, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 40546 is the core VibeVoice implementation; PR 42781 is a later, narrower realtime follow-up with additional acoustic-tokenizer and generation changes, so they are related but not the same change.", + "best_issue_reason": null, + "best_pr_reason": "PR 40546 is the best canonical representative of the cluster because it introduces the base VibeVoice codepath and documentation; 42781 is an extension rather than a duplicate.", + "soft_edge_verdicts": [ + { + "left": "pull_request:40546", + "right": "pull_request:42781", + "accept": false, + "reason": "Different concrete scope: 40546 implements VibeVoice itself, while 42781 adds VibeVoice Realtime plus a new acoustic tokenizer and generation tweaks. They share files because the latter builds on the former, but they are not mergeable as one duplicate PR." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 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": "6766c14a15193a36d9bc0dab6c98c1f7897419d8c29d145bf98f121a44f79e00", + "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 feature additions in different model families: TimesFM covariate forecasting vs. DINOv3 image classification support. They should not be clustered as duplicates.", + "confidence": 0.99, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": null, + "best_pr_reason": "PR 41224 is the more self-contained and clearly scoped feature PR, but it is not a duplicate of PR 40755 and should not be treated as the cluster representative for deduplication.", + "soft_edge_verdicts": [ + { + "left": "pull_request:40755", + "right": "pull_request:41224", + "accept": false, + "reason": "Different models, different code paths, and different user-facing features; no evidence they implement the same bug fix 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": 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": "204fce064b5c4fd34f39364af258bcdac4804a64325e0f960021cc4355efd18a", + "component_budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 2, + "serialized_chars": 10436, + "estimated_input_tokens": 2609, + "estimated_eval_tokens": 5474 + }, + "budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 2, + "serialized_chars": 10436, + "estimated_input_tokens": 2609, + "estimated_eval_tokens": 5474 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "All three pull requests are separate new-model additions (DeepSeek OCR, Isaac, and Kimi2-6). They share Transformer integration scaffolding, but they do not fix the same underlying code path or represent a mergeable duplicate PR set.", + "confidence": 0.98, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": null, + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "pull_request:41797", + "right": "pull_request:45186", + "accept": false, + "reason": "Different model integrations with different files, configs, and processing/modeling code; shared auto-registration scaffolding is not enough to treat them as the same change." + }, + { + "left": "pull_request:45186", + "right": "pull_request:45630", + "accept": false, + "reason": "Isaac vs Kimi2-6 are distinct model additions, not the same bug fix or code-path change, so they should not be merged as duplicates." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 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": "949e9679e9e6e402e8929648f1eacbf73ea85d7829e9b43fd2039573d3d43b7a", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 5935, + "estimated_input_tokens": 1484, + "estimated_eval_tokens": 3224 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 5935, + "estimated_input_tokens": 1484, + "estimated_eval_tokens": 3224 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Two separate workflow-maintenance PRs: one upgrades core GitHub Actions for Node 24 compatibility, the other bumps Docker build-push action versions. They are related at the theme level but not the same underlying change.", + "confidence": 0.89, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 42975 is the broader, more central workflow-action upgrade covering multiple commonly used actions; it best represents the cluster topic if one PR must be picked.", + "best_issue_reason": null, + "best_pr_reason": "PR 42975 is the better representative because it targets the main GitHub Actions runtime-compatibility refresh across many workflows, while PR 42976 is a narrower Docker-action version bump.", + "soft_edge_verdicts": [ + { + "left": "pull_request:42975", + "right": "pull_request:42976", + "accept": false, + "reason": "Different action families and fix surfaces: 42975 updates checkout/cache/upload-artifact for Node 24 compatibility, while 42976 only bumps docker/build-push-action. Same broad maintenance theme, but not the same concrete code-path problem and not a single likely 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": 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-42978-4", + "nodes": [ + "pull_request:42978", + "pull_request:43448", + "pull_request:43451", + "pull_request:45490" + ], + "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" + ], + "prepared_review_unit_hash": "d6e071d4fb1b0f118e83625fdf7449c7ee91418c374019bf1ba1fbc2d88d8ac3", + "component_budget": { + "node_count": 4, + "item_count": 4, + "soft_pair_count": 6, + "serialized_chars": 14204, + "estimated_input_tokens": 3551, + "estimated_eval_tokens": 7358 + }, + "budget": { + "node_count": 4, + "item_count": 4, + "soft_pair_count": 6, + "serialized_chars": 14204, + "estimated_input_tokens": 3551, + "estimated_eval_tokens": 7358 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "All four PRs are separate model-addition efforts (ViT NEPA, Molmo, Molmo2, and CTSM), not duplicate fixes or the same underlying change. The only superficial overlap is boilerplate integration work in shared transformer/docs files.", + "confidence": 0.98, + "canonical_issue_reason": null, + "canonical_pr_reason": "No single canonical PR fits this cluster because the PRs target different models and code paths; they are related only by similar integration scaffolding.", + "best_issue_reason": null, + "best_pr_reason": "43451 is the broadest and most substantial representative by diff size and review activity, but it is still a distinct Molmo2 addition rather than a duplicate of the others.", + "soft_edge_verdicts": [ + { + "left": "pull_request:42978", + "right": "pull_request:43448", + "accept": false, + "reason": "Different model additions: ViT NEPA vs Molmo. Shared docs/auto-registry edits are generic integration work, not the same bug or change." + }, + { + "left": "pull_request:42978", + "right": "pull_request:43451", + "accept": false, + "reason": "ViT NEPA and Molmo2 are unrelated model implementations with separate files and behavior; no same underlying code-path problem." + }, + { + "left": "pull_request:42978", + "right": "pull_request:45490", + "accept": false, + "reason": "ViT NEPA and CTSM are completely different models in different domains; shared framework files are incidental." + }, + { + "left": "pull_request:43448", + "right": "pull_request:43451", + "accept": false, + "reason": "Molmo and Molmo2 are related by name but are different model families with different feature sets and file sets; not plausibly mergeable as one PR." + }, + { + "left": "pull_request:43448", + "right": "pull_request:45490", + "accept": false, + "reason": "Molmo (multimodal) and CTSM (time-series) are unrelated additions touching different code paths." + }, + { + "left": "pull_request:43451", + "right": "pull_request:45490", + "accept": false, + "reason": "Molmo2 and CTSM are distinct model integrations with no shared underlying bug or change beyond common registry/doc updates." + } + ] + }, + "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-43291-4", + "nodes": [ + "pull_request:43291", + "pull_request:43665", + "pull_request:44815", + "pull_request:46102" + ], + "soft_pairs": [ + "pull_request:43291|pull_request:43665", + "pull_request:43291|pull_request:44815", + "pull_request:43665|pull_request:46102", + "pull_request:43665|pull_request:44815" + ], + "prepared_review_unit_hash": "5f271cb753ae59f1fb822a4427684790cbf2aabd2c26dceff94c47615bc6b130", + "component_budget": { + "node_count": 4, + "item_count": 4, + "soft_pair_count": 4, + "serialized_chars": 9390, + "estimated_input_tokens": 2348, + "estimated_eval_tokens": 4952 + }, + "budget": { + "node_count": 4, + "item_count": 4, + "soft_pair_count": 4, + "serialized_chars": 9390, + "estimated_input_tokens": 2348, + "estimated_eval_tokens": 4952 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These four PRs are not duplicates of one another. They cover separate areas: Whisper decoding/tests, unrelated CLIP/ViT test edits, an FP8 dequant/loading fix, and an FSDP tied-weights cleanup. The only apparent commonality is generic \u201cfix\u201d wording and test changes, not the same underlying bug or mergeable change set.", + "confidence": 0.91, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 44815 is the best representative because it contains a concrete implementation fix in core loading/FP8 code, with a specific technical bug path and associated test coverage, unlike the test-only or vague title-only PRs.", + "best_issue_reason": null, + "best_pr_reason": "PR 44815 is the strongest standalone PR in this cluster: it addresses a specific runtime/code-path problem, touches the relevant implementation files, and is the least ambiguous of the set.", + "soft_edge_verdicts": [ + { + "left": "pull_request:43291", + "right": "pull_request:43665", + "accept": false, + "reason": "Both are labeled as fixes, but they target different model test areas and different code paths. 43291 is about Whisper tokenization/timestamp decoding; 43665 is just adding failing asserts in CLIP/ViT tests. Not the same underlying bug." + }, + { + "left": "pull_request:43291", + "right": "pull_request:44815", + "accept": false, + "reason": "Whisper decode/test changes and FP8 dequant/core-loading changes are unrelated subsystems and problems. They do not appear mergeable into one PR or to fix the same bug." + }, + { + "left": "pull_request:43665", + "right": "pull_request:46102", + "accept": false, + "reason": "43665 is test-only noise across CLIP/ViT, while 46102 changes FSDP implementation and tied-weights handling. Different subsystem, different failure mode, not a duplicate." + }, + { + "left": "pull_request:43665", + "right": "pull_request:44815", + "accept": false, + "reason": "The shared signal is only the generic title and test edits. 43665 is not a real code fix for the FP8/loading path in 44815, so they should not be clustered together." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 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-43488-5", + "nodes": [ + "pull_request:43488", + "pull_request:43532", + "pull_request:45932", + "pull_request:46100", + "pull_request:46114" + ], + "soft_pairs": [ + "pull_request:43488|pull_request:46114", + "pull_request:43488|pull_request:43532", + "pull_request:43532|pull_request:46114", + "pull_request:45932|pull_request:46100", + "pull_request:46100|pull_request:46114" + ], + "prepared_review_unit_hash": "a678e9d2fa13ff8230cc5e870ed2cdcc8152810d92020365eb3d0793b85cd5db", + "component_budget": { + "node_count": 5, + "item_count": 5, + "soft_pair_count": 5, + "serialized_chars": 11340, + "estimated_input_tokens": 2835, + "estimated_eval_tokens": 5926 + }, + "budget": { + "node_count": 5, + "item_count": 5, + "soft_pair_count": 5, + "serialized_chars": 11340, + "estimated_input_tokens": 2835, + "estimated_eval_tokens": 5926 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Most items are unrelated synthetic \"do not merge\" PRs. The only clear duplicate pair is the two ViT test-migration PRs with the same exact diff; the other same-file overlaps are different changes and should not be merged together.", + "confidence": 0.89, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 46100 is the cleaner canonical representative of the duplicate ViT test-migration change: it is the earlier, simpler version of the same exact diff, while 46114 is a forked follow-up copy.", + "best_issue_reason": null, + "best_pr_reason": "PR 46100 is the best overall representative because it is a minimal, self-contained test-migration PR with the same concrete change as 46114 and less extra framing.", + "soft_edge_verdicts": [ + { + "left": "pull_request:43488", + "right": "pull_request:46114", + "accept": false, + "reason": "Same test file overlap only; the diffs and stated purposes are different (repo-bot format check vs forked OTEL migration test)." + }, + { + "left": "pull_request:43488", + "right": "pull_request:43532", + "accept": false, + "reason": "Different fake PRs with unrelated workflow/test changes; shared ViT test filename is incidental." + }, + { + "left": "pull_request:43532", + "right": "pull_request:46114", + "accept": false, + "reason": "Both touch the ViT test file, but the surrounding changes and intent differ substantially; not the same underlying bug/change." + }, + { + "left": "pull_request:45932", + "right": "pull_request:46100", + "accept": false, + "reason": "These are unrelated PRs: 45932 changes multiple model/workflow files for grafana/OTEL testing, while 46100 is a tiny ViT test migration stub." + }, + { + "left": "pull_request:46100", + "right": "pull_request:46114", + "accept": true, + "reason": "Same exact ViT test-file diff and the titles indicate the same test-migration exercise; 46114 is a forked copy of 46100." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The assessment is grounded in the packet. The only clearly duplicate/mergeable pair is 46100 and 46114, which share the same ViT test-file diff; the other same-file overlaps are accompanied by different surrounding changes and do not look like the same bugfix. The conservative false rejections are reasonable, and the representative PR choice is supported by the smaller, cleaner diff." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "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": "01220a0aca5f94a90d144337b681d9259ee9858fe3c8327c24e682197eb60cd2", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 6082, + "estimated_input_tokens": 1521, + "estimated_eval_tokens": 3298 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 6082, + "estimated_input_tokens": 1521, + "estimated_eval_tokens": 3298 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Two open PRs add different new pipelines: one for promptable concept segmentation and one for promptable visual segmentation. They share scaffolding and docs but implement different task-specific code paths, models, and tests, so they are not duplicates.", + "confidence": 0.96, + "canonical_issue_reason": null, + "canonical_pr_reason": "No single canonical PR for duplication: these are separate feature additions for different segmentation tasks, with different pipeline modules and model/test coverage.", + "best_issue_reason": null, + "best_pr_reason": "PR 43613 is the broader, more representative pipeline addition in this cluster, with more model integrations and test coverage; however, it is still distinct from PR 43612.", + "soft_edge_verdicts": [ + { + "left": "pull_request:43612", + "right": "pull_request:43613", + "accept": false, + "reason": "Different underlying features: Promptable Concept Segmentation vs Promptable Visual Segmentation. They share docs/infrastructure and pipeline naming, but the changed pipeline modules, model files, and tests indicate separate code paths and task semantics, so they should not be merged as duplicates." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 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": "d098525abc53149918a2309e39d58f9c7e83a081e3edab6f8ba96237350faabd", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4293, + "estimated_input_tokens": 1074, + "estimated_eval_tokens": 2404 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4293, + "estimated_input_tokens": 1074, + "estimated_eval_tokens": 2404 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Two open Trainer PRs share the same file and a loose customization theme, but they fix different behaviors: gradient-accumulation loss scaling vs. signature-column filtering. They should not be deduplicated.", + "confidence": 0.97, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 43651 is the stronger canonical representative because it makes a concrete training-step behavior change with a clear extension point, while PR 43663 is a separate Trainer refactor around input column filtering.", + "best_issue_reason": null, + "best_pr_reason": "PR 43651 is the best standalone candidate for this cluster: it addresses a specific bug/behavior in loss scaling and is more clearly a mergeable, user-facing fix than the unrelated signature-column hook in 43663.", + "soft_edge_verdicts": [ + { + "left": "pull_request:43651", + "right": "pull_request:43663", + "accept": false, + "reason": "Different code paths and different problems: 43651 changes gradient accumulation loss normalization, while 43663 adds a hook for model signature column filtering. Same file/subsystem is not enough to treat them as the same PR." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 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": "63133363279516d7220e8844b77b50a94b01430a1e7dac3883d2a0a9d8cfdf72", + "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": "These are related CLI typing fixes in the same file, but they address different runtime failures and different issue targets. They should not be treated as duplicates or merged into one PR.", + "confidence": 0.91, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 43842 is the clearer canonical representative: it directly addresses the documented TypeAdapter NameError by importing TypeAdapter only for type checking and quoting the annotation.", + "best_issue_reason": null, + "best_pr_reason": "PR 43842 is the strongest standalone fix because its diff directly matches the reported failure mode and narrowly addresses the runtime NameError when pydantic is absent.", + "soft_edge_verdicts": [ + { + "left": "pull_request:43656", + "right": "pull_request:43842", + "accept": false, + "reason": "Same file and broad typing area, but different concrete fixes: 43656 is a general annotations/future-import cleanup tied to issue 43576, while 43842 specifically guards TypeAdapter for missing pydantic. They are 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": 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", + 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"summary": "This cluster is mostly a set of separate per-model output-tracing refactors that happen to share the same umbrella issue, not one duplicate PR set. The only clear duplicates are the GPT-Neo revisions and the GPT-J/CodeGen revisions.", + "confidence": 0.87, + "canonical_issue_reason": null, + "canonical_pr_reason": "pull_request:44722 is the best canonical PR because it is the latest, most consolidated GPT-J/CodeGen output-tracing refactor and explicitly targets the shared issue, making it the cleanest representative of the duplicated change set.", + "best_issue_reason": null, + "best_pr_reason": "pull_request:44722 is the strongest representative PR: it covers the same concrete GPT-J/CodeGen output-tracing code path as the related duplicates and appears to be the most complete revision.", + "soft_edge_verdicts": [ + { + "left": "pull_request:43996", + "right": "pull_request:44085", + "accept": false, + "reason": "Different models and code paths (CVT/FNet vs GPT-J); same tracking issue alone is not enough." + }, + { + "left": "pull_request:43996", + "right": "pull_request:44044", + "accept": false, + "reason": "Different model families (CVT/FNet vs DeBERTa); 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different model code paths." + }, + { + "left": "pull_request:44010", + "right": "pull_request:44044", + "accept": false, + "reason": "SqueezeBert vs DeBERTa are separate refactors." + }, + { + "left": "pull_request:44044", + "right": "pull_request:44074", + "accept": false, + "reason": "DeBERTa vs TextNet; not duplicates." + }, + { + "left": "pull_request:44024", + "right": "pull_request:44076", + "accept": false, + "reason": "FocalNet and ImageGPT are different model changes." + }, + { + "left": "pull_request:44066", + "right": "pull_request:44722", + "accept": true, + "reason": "Same GPT-J/CodeGen output-tracing refactor; 44722 looks like the later consolidated version of the same change." + }, + { + "left": "pull_request:44085", + "right": "pull_request:44722", + "accept": true, + "reason": "Both touch GPT-J output tracing in the same file and appear to be alternate revisions of the same refactor." + }, + { + "left": "pull_request:44085", + "right": "pull_request:44129", + "accept": false, + "reason": "GPT-J vs SpeechT5; only the shared umbrella issue matches." + }, + { + "left": "pull_request:43996", + "right": "pull_request:44007", + "accept": false, + "reason": "CVT/FNet vs RegNet/ResNet/RT-DETR; different model families." + }, + { + "left": "pull_request:43996", + "right": "pull_request:44129", + "accept": false, + "reason": "CVT/FNet vs SpeechT5 are unrelated code paths." + }, + { + "left": "pull_request:44044", + "right": "pull_request:44129", + "accept": false, + "reason": "DeBERTa vs SpeechT5 are separate model refactors." + }, + { + "left": "pull_request:44044", + "right": "pull_request:44154", + "accept": false, + "reason": "DeBERTa and VITS are different model implementations." + }, + { + "left": "pull_request:44024", + "right": "pull_request:44076", + "accept": false, + "reason": "FocalNet vs ImageGPT; not the same underlying change." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet and stays conservative about the soft edges. The accepted duplicate calls are limited to clearly matching GPT-Neo revisions and GPT-J/CodeGen revisions, while the rest are correctly treated as different model/code paths that only share the umbrella issue." + }, + "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": "309ed11e6dac0b092676113c04212bebf4a71d034b03dc97ff1ad13707b89fd5", + "component_budget": { + "node_count": 28, + "item_count": 28, + "soft_pair_count": 77, + "serialized_chars": 84501, + "estimated_input_tokens": 21126, + "estimated_eval_tokens": 42508 + }, + "budget": { + "node_count": 6, + "item_count": 6, + "soft_pair_count": 5, + "serialized_chars": 13069, + "estimated_input_tokens": 3268, + "estimated_eval_tokens": 6792 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "These are not duplicate PRs; they are separate per-model refactors to standardized output tracing across different code paths. The cluster is thematically related, but each PR touches a different model implementation, so they should not be merged together as one change.", + "confidence": 0.95, + "canonical_issue_reason": null, + "canonical_pr_reason": "44129 is the clearest representative because it has an explicit issue target and a more complete SpeechT5-specific output-tracing refactor, while the others are independent model migrations.", + "best_issue_reason": null, + "best_pr_reason": "44129 is the strongest standalone PR in this set: it is well-scoped, tied to issue 43979, and clearly demonstrates the standardized output capture refactor pattern.", + "soft_edge_verdicts": [ + { + "left": "pull_request:44073", + "right": "pull_request:44074", + "accept": false, + "reason": "Both are output-tracing refactors, but they affect different models and different forward paths (VisualBert vs TextNet); they are not the same underlying change." + }, + { + "left": "pull_request:44056", + "right": "pull_request:44073", + "accept": false, + "reason": "Same broad refactor theme, but MPNet and VisualBert are distinct model implementations with different code paths and no shared bug/change." + }, + { + "left": "pull_request:44056", + "right": "pull_request:44074", + "accept": false, + "reason": "These are separate model-specific refactors in MPNet and TextNet; they do not look like one mergeable fix." + }, + { + "left": "pull_request:43997", + "right": "pull_request:44010", + "accept": false, + "reason": "RegNet and SqueezeBert are unrelated model files; the similarity is only that both migrate output handling, not that they fix the same concrete issue." + }, + { + "left": "pull_request:44010", + "right": "pull_request:44129", + "accept": false, + "reason": "Both change output handling, but they target different architectures and code paths (SqueezeBert vs SpeechT5), so they are not duplicates." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 15, + "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-43998-14", + "nodes": [ + "pull_request:43998", + "pull_request:43999", + "pull_request:44000", + "pull_request:44001", + "pull_request:44002", + "pull_request:44003", + "pull_request:44004", + "pull_request:44025", + "pull_request:44026", + "pull_request:44027", + "pull_request:44028", + "pull_request:44029", + "pull_request:44030", + "pull_request:46106" + ], + "soft_pairs": [ + "pull_request:43998|pull_request:44002", + "pull_request:43998|pull_request:44000", + "pull_request:43998|pull_request:44001", + "pull_request:43998|pull_request:44003", + "pull_request:43998|pull_request:44029", + "pull_request:43999|pull_request:44001", + "pull_request:43999|pull_request:44002", + "pull_request:43999|pull_request:44025", + "pull_request:43999|pull_request:44026", + "pull_request:43999|pull_request:44027", + "pull_request:44000|pull_request:44001", + "pull_request:44000|pull_request:44002", + "pull_request:44000|pull_request:44003", + "pull_request:44000|pull_request:44025", + "pull_request:44001|pull_request:44002", + "pull_request:44001|pull_request:44003", + "pull_request:44001|pull_request:44025", + "pull_request:44002|pull_request:44029", + "pull_request:44002|pull_request:44003", + "pull_request:44003|pull_request:44028", + "pull_request:44003|pull_request:44004", + "pull_request:43998|pull_request:44004", + "pull_request:44001|pull_request:44004", + "pull_request:44002|pull_request:44004", + "pull_request:44000|pull_request:44004", + "pull_request:44025|pull_request:44026", + "pull_request:44025|pull_request:44027", + "pull_request:44025|pull_request:44028", + "pull_request:44025|pull_request:44029", + "pull_request:44025|pull_request:44030", + "pull_request:44026|pull_request:44029", + "pull_request:44026|pull_request:44027", + "pull_request:44026|pull_request:44028", + "pull_request:44026|pull_request:44030", + "pull_request:44027|pull_request:44028", + "pull_request:44027|pull_request:44029", + "pull_request:44027|pull_request:44030", + "pull_request:44028|pull_request:44029", + "pull_request:44028|pull_request:44030", + "pull_request:44029|pull_request:44030", + "pull_request:44027|pull_request:46106", + "pull_request:44026|pull_request:46106", + "pull_request:44001|pull_request:46106", + "pull_request:44002|pull_request:46106", + "pull_request:43998|pull_request:46106" + ], + "prepared_review_unit_hash": "7d1396f0a988d58ea725d000d88627d4cd176a8bd80e653e36d28b7170fe7b3c", + "component_budget": { + "node_count": 14, + "item_count": 14, + "soft_pair_count": 45, + "serialized_chars": 43768, + "estimated_input_tokens": 10942, + "estimated_eval_tokens": 22140 + }, + "budget": { + "node_count": 14, + "item_count": 14, + "soft_pair_count": 45, + "serialized_chars": 43768, + "estimated_input_tokens": 10942, + "estimated_eval_tokens": 22140 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "This cluster is mostly a set of unrelated model-specific output-tracing refactors that share a theme but not a single duplicate change; 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both are tracing refactors, but not the same change." + }, + { + "left": "pull_request:43998", + "right": "pull_request:44003", + "accept": false, + "reason": "Different architectures and files; no single shared code-path problem." + }, + { + "left": "pull_request:43998", + "right": "pull_request:44029", + "accept": false, + "reason": "`timm_backbone` and `rwkv` are unrelated models; not a duplicate PR." + }, + { + "left": "pull_request:43999", + "right": "pull_request:44001", + "accept": false, + "reason": "`mobilenet_v1` and `univnet` are different model families; similar refactor pattern only." + }, + { + "left": "pull_request:43999", + "right": "pull_request:44002", + "accept": false, + "reason": "These touch different model codepaths and are not the same underlying fix." + }, + { + "left": "pull_request:43999", + "right": "pull_request:44025", + "accept": false, + "reason": "Different models (`mobilenet_v1` vs `depth_anything`/`prompt_depth_anything`), so not one mergeable duplicate." + }, + { + "left": "pull_request:43999", + "right": "pull_request:44026", + "accept": false, + "reason": "Separate model wrappers; 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They share only generic Hugging Face boilerplate around docs and auto-registration, not the same underlying change.", + "confidence": 0.98, + "canonical_issue_reason": null, + "canonical_pr_reason": "No canonical PR: these are distinct model-addition efforts for different architectures and codepaths, not duplicates.", + "best_issue_reason": null, + "best_pr_reason": "No single PR is a strong cluster representative beyond generic model-implementation boilerplate; the substantive work is different in each case.", + "soft_edge_verdicts": [ + { + "left": "pull_request:44662", + "right": "pull_request:45401", + "accept": false, + "reason": "Different model families (PenguinVL vs Voxtral TTS). Shared docs/auto-mapping files are just boilerplate, not the same bug or change." + }, + { + "left": "pull_request:44662", + "right": "pull_request:45075", + "accept": false, + "reason": "Different integrations (PenguinVL vs DeepSeek-OCR-2). Overlap is limited to generic model-registration scaffolding, so they should not be merged as duplicates." + }, + { + "left": "pull_request:45075", + "right": "pull_request:45401", + "accept": false, + "reason": "DeepSeek-OCR-2 and Voxtral TTS are unrelated model additions with different implementations and tests; only superficial framework files overlap." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 17, + "component_count": 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-44979-2", + "nodes": [ + "pull_request:44979", + "pull_request:45363" + ], + "soft_pairs": [ + "pull_request:44979|pull_request:45363" + ], + "prepared_review_unit_hash": "e4a14562932ebbd4ee3dcdc19835f5eaed9ef07be67964fbffa491e4a20a7680", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4408, + "estimated_input_tokens": 1102, + "estimated_eval_tokens": 2460 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4408, + "estimated_input_tokens": 1102, + "estimated_eval_tokens": 2460 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Related feature work in the fusion/kernels area, but these PRs implement different abstractions and code paths: one introduces a general module-fusion API, the other adds KernelConfig-based n-to-1 kernel fusion integration and an example.", + "confidence": 0.88, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR #45363 is the more concrete, user-facing fusion change and is broader in scope across model loading/integration; PR #44979 is a separate foundational API rather than the same change.", + "best_issue_reason": null, + "best_pr_reason": "PR #45363 is the best representative of the cluster because it adds an end-to-end kernel-fusion feature with integration points and example usage, whereas #44979 is a distinct API-layer addition.", + "soft_edge_verdicts": [ + { + "left": "pull_request:44979", + "right": "pull_request:45363", + "accept": false, + "reason": "Same general fusion theme, but not the same underlying bug or change: #44979 adds a new Module Fusion API in src/transformers/module_fusion.py, while #45363 implements n-to-1 kernel fusion via KernelConfig across integration/modeling files. They target different layers 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": 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": "ca0e6093b4eda5b9fdefebdca28e49e89b85f67768d9f4c18f9b9c787b94ff85", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4414, + "estimated_input_tokens": 1104, + "estimated_eval_tokens": 2464 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4414, + "estimated_input_tokens": 1104, + "estimated_eval_tokens": 2464 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Both PRs fix the same _patch_mistral_regex AttributeError in the Mistral tokenizer path, with the same code change in the same file; 45317 appears to be the more complete patch because it adds tests as well.", + "confidence": 0.96, + "canonical_issue_reason": null, + "canonical_pr_reason": "pull_request:45317 is the stronger canonical PR because it implements the same fix as 45086 and also adds a test file, making it the more complete merge candidate.", + "best_issue_reason": null, + "best_pr_reason": "pull_request:45317 is the best PR for the cluster: same underlying bug fix as 45086, same target issue, and it includes tests in addition to the code change.", + "soft_edge_verdicts": [ + { + "left": "pull_request:45086", + "right": "pull_request:45317", + "accept": true, + "reason": "Same AttributeError fix in _patch_mistral_regex, same changed code path in src/transformers/tokenization_utils_tokenizers.py, and the diff preview matches; 45317 just adds tests on top." + } + ] + }, + "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": "d88fa6d0dbb00e81e4daaa865644150640c387d9b0cec3c0c1d144d85e5b8a4f", + "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 PRs are related to NemotronH, but they target different changes: one refactors conversion/mapping and inheritance plumbing, while the other introduces proper NemotronH dense/sparse model variants plus docs/tests. They are not duplicates.", + "confidence": 0.89, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 45569 is the better canonical representative because it is the broader, user-facing implementation change: it adds the new NemotronH dense/sparse model variants, updates auto-mapping/docs, and includes test coverage. PR 45115 is a narrower refactor focused on conversion mappings and inheritance wiring.", + "best_issue_reason": null, + "best_pr_reason": "PR 45569 is the strongest standalone PR in the cluster because it appears to deliver the complete functional model split and documentation update, whereas PR 45115 is an internal conversion/refactor change that does not cover the same end-user behavior.", + "soft_edge_verdicts": [ + { + "left": "pull_request:45115", + "right": "pull_request:45569", + "accept": false, + "reason": "Both mention NemotronH and share a few model files, but the changes are different: 45115 is about checkpoint conversion and class/inheritance refactoring, while 45569 adds dense/sparse variants, docs, and tests. They do not look like the same concrete code-path fix and would not plausibly merge into one PR as duplicates." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 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": "ac534cf37fae6c6930b71cf7c15a517bc4850d07c92fb58889cece4b1ea2fc7f", + "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 propose adjacent heterogeneous-model work: one adds per-layer config support, the other adds broader heterogeneous modeling/cache integration. They overlap in the new heterogeneity infrastructure but are not the same concrete change.", + "confidence": 0.84, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR #45332 is the better canonical PR because it covers the larger end-to-end heterogeneous model support path, including config, cache handling, masking, and model-side integration, while #45333 is a narrower config-only foundation.", + "best_issue_reason": null, + "best_pr_reason": "PR #45332 is the strongest representative of the cluster since it is the most complete and user-facing change; #45333 looks like a smaller prerequisite/adjacent piece rather than a duplicate of the same fix.", + "soft_edge_verdicts": [ + { + "left": "pull_request:45332", + "right": "pull_request:45333", + "accept": false, + "reason": "Related heterogeneous-config work, but not the same underlying bug/change. #45333 adds per-layer configuration support, while #45332 extends that into broader heterogeneous model/cache/masking behavior; they could coexist, but are not mergeable as one duplicate PR." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 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": "1012a36e7fc028d9f08680a7a87b1f506d970e9f39bc056c4bf965b71cae69e3", + "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": "Both items are typing-focused PRs, but they are not duplicates: one is a broad repo-wide type-checking sweep, the other adds shared typing protocols and targeted fixes around modeling_utils/PEFT. Similarity is mostly superficial.", + "confidence": 0.9, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 45425 is the more self-contained, concrete typing change centered on shared protocols and a small set of related files; PR 45415 is a much broader type-checking pass across many unrelated modules.", + "best_issue_reason": null, + "best_pr_reason": "PR 45425 is the better canonical representative for this cluster because it has a tighter scope and a clearer single change set, making it easier to triage than the repository-wide typing sweep in 45415.", + "soft_edge_verdicts": [ + { + "left": "pull_request:45415", + "right": "pull_request:45425", + "accept": false, + "reason": "They both involve typing, but they target different underlying changes: 45415 is a broad type-checking cleanup across many files, while 45425 introduces new typing protocols and related fixes in specific code paths. Shared files alone are not enough to treat them as the same PR." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 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-45487-2", + "nodes": [ + "pull_request:45487", + "pull_request:46101" + ], + "soft_pairs": [ + "pull_request:45487|pull_request:46101" + ], + "prepared_review_unit_hash": "18b40b62b6601ba2fdbd5b085a14ade10baf1de8b23f4c49fbdd2a28d3d75374", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 5132, + "estimated_input_tokens": 1283, + "estimated_eval_tokens": 2822 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 5132, + "estimated_input_tokens": 1283, + "estimated_eval_tokens": 2822 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "The two PRs are both device-placement fixes in Transformers, but they target different model families and different code paths, so they are not duplicates of the same underlying change.", + "confidence": 0.95, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR #45487 is the better representative only because it is the larger, more explicit fix and touches multiple model implementations; however, it is still not a canonical match for the Qwen2 Audio PR because the underlying bugs are unrelated.", + "best_issue_reason": null, + "best_pr_reason": "PR #45487 is the stronger standalone representative of a concrete bug fix: it addresses model-parallel/device mismatch in AltCLIP/ChineseCLIP token type handling across several related files, whereas PR #46101 is a separate Qwen2 Audio tensor-device fix.", + "soft_edge_verdicts": [ + { + "left": "pull_request:45487", + "right": "pull_request:46101", + "accept": false, + "reason": "Reject: these are different model-specific fixes. #45487 patches token_type_ids/device handling in AltCLIP, ChineseCLIP, and related encoder models; #46101 fixes audio feature masking in Qwen2 Audio. They do not appear to fix the same underlying bug or be mergeable into one PR." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 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-45513-3", + "nodes": [ + "pull_request:45513", + "pull_request:46084", + "pull_request:46098" + ], + "soft_pairs": [ + "pull_request:45513|pull_request:46084", + "pull_request:46084|pull_request:46098" + ], + "prepared_review_unit_hash": "f8b51115f2d9f2e3af11c7eba226ff8e985e1b6ebcd13508924b4fd123a8c0bf", + "component_budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 2, + "serialized_chars": 7426, + "estimated_input_tokens": 1857, + "estimated_eval_tokens": 3970 + }, + "budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 2, + "serialized_chars": 7426, + "estimated_input_tokens": 1857, + "estimated_eval_tokens": 3970 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "One PR is unrelated to the others (Qwen3.5 vs Mamba2). The two Mamba2 PRs appear to fix the same seq_len>1 cached-forward bug in the same code path, with the later PR adding a fuller CPU/GPU fix and docs.", + "confidence": 0.96, + "canonical_issue_reason": null, + "canonical_pr_reason": "pull_request:46098 is the most complete representative of the Mamba2 cache bug: it targets the same issue, covers the seq_len>1 cached path in Mamba2, and adds tests plus documentation.", + "best_issue_reason": null, + "best_pr_reason": "pull_request:46098 is the best standalone PR to keep because it is the most explicit and comprehensive fix for the Mamba2 use_cache seq_len>1 bug, including both code-path coverage and docs.", + "soft_edge_verdicts": [ + { + "left": "pull_request:45513", + "right": "pull_request:46084", + "accept": false, + "reason": "Different models and different bugs: Qwen3.5/Olmo hybrid linear-attention cached forwarding vs Mamba2 use_cache seq_len>1 handling. Similar pattern, but not the same underlying change." + }, + { + "left": "pull_request:46084", + "right": "pull_request:46098", + "accept": true, + "reason": "Same underlying Mamba2 seq_len>1 cached-forward bug on the same files and issue target (#46032). The later PR looks like a broader version of the same fix and could plausibly be merged as one change." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The analyst output is grounded in the packet and stays conservative. The Qwen3.5/Olmo hybrid PR is correctly treated as a different bug family from the Mamba2 fixes, and the Mamba2 pair appears to be the same issue on the same files/target, so treating them as mergeable is reasonable." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "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": "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": "42e4e89ac84107da3a77d371d6433188ff8e3f0d3de5d26d8482c43efeb6e561", + "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": "Two open PRs in the same EP/loading area, but they fix different bugs: one is about preserving/loading distributed_config for Accelerate/ZeRO-3, the other about avoiding expert weights being overwritten under FSDP2.", + "confidence": 0.94, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR #45662 is the better canonical representative because it targets a concrete, user-visible loading corruption bug with a clear fix in the core loading path; PR #45548 is a narrower configuration/feature-detection fix.", + "best_issue_reason": null, + "best_pr_reason": "PR #45662 is the strongest standalone candidate overall: it addresses a specific expert-parameter overwrite failure and includes the most direct code-path correction across loading/integration logic.", + "soft_edge_verdicts": [ + { + "left": "pull_request:45548", + "right": "pull_request:45662", + "accept": false, + "reason": "Both concern expert parallelism loading, but they fix different underlying problems: #45548 removes distributed_config from serialization and adds has_ep for ZeRO-3/accelerate launch, while #45662 post-wraps loaded params to prevent expert weights being overwritten under FSDP2. Not the same change and not safely mergeable as one PR." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 25, + "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": "f2dafac563f1bd1f81e5d05c8ec0dc687048a0e644b56c9f541ed6ccb90af0b0", + "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-related captured_info logging collision rooted in `src/transformers/testing_utils.py`; PR 45645 is the broader, more complete version of the same fix.", + "confidence": 0.92, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 45645 is the better canonical PR because it includes the core xdist-safe logging change plus the CI/workflow updates needed to consume multiple `captured_info*.txt` files, making it the more complete fix for the shared issue.", + "best_issue_reason": null, + "best_pr_reason": "PR 45645 is the best representative of the cluster: it subsumes the code change in 45639 and extends it to the reporting pipeline, so it better captures the full underlying fix.", + "soft_edge_verdicts": [ + { + "left": "pull_request:45639", + "right": "pull_request:45645", + "accept": true, + "reason": "Accept: both PRs target the same concrete xdist collision in patched testing debug logs and share the same implementation area (`testing_utils.py` and tests); 45645 is a superset of 45639 rather than a different change." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 26, + "component_count": 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": 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-46069-2", + "nodes": [ + "pull_request:46069", + "pull_request:46073" + ], + "soft_pairs": [ + "pull_request:46069|pull_request:46073" + ], + "prepared_review_unit_hash": "9757b1c818d8595112903583cac1f05f0160ac7d9a64892368a2ff8efb2a7224", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4394, + "estimated_input_tokens": 1099, + "estimated_eval_tokens": 2454 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4394, + "estimated_input_tokens": 1099, + "estimated_eval_tokens": 2454 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "The two PRs are superficially similar (both add attention-dispatch support and update docs), but they target different model implementations and code paths: ShieldGemma2 vs CTRL. They should not be deduplicated.", + "confidence": 0.96, + "canonical_issue_reason": null, + "canonical_pr_reason": "No single canonical PR: the changes are for different models and are not mergeable into one concrete fix.", + "best_issue_reason": null, + "best_pr_reason": "Neither PR is a true cluster representative for duplication purposes; they solve separate model-specific attention dispatch gaps.", + "soft_edge_verdicts": [ + { + "left": "pull_request:46069", + "right": "pull_request:46073", + "accept": false, + "reason": "Different model families and different files/code paths; same broad theme but not the same underlying bug or change." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + } + ] +} diff --git a/snapshots/20260521T060133Z/analysis-runs/hybrid-model-20260521t060133z/manifest.json b/snapshots/20260521T060133Z/analysis-runs/hybrid-model-20260521t060133z/manifest.json new file mode 100644 index 0000000000000000000000000000000000000000..18863d54b1a81750ad85d7d26aedf2397b6b7ad2 --- /dev/null +++ b/snapshots/20260521T060133Z/analysis-runs/hybrid-model-20260521t060133z/manifest.json @@ -0,0 +1,14 @@ +{ + "analysis_id": "hybrid-model-20260521t060133z", + "artifacts": { + "hybrid": "snapshots/20260521T060133Z/analysis-runs/hybrid-model-20260521t060133z/analysis-report-hybrid.json", + "hybrid_reviews": "snapshots/20260521T060133Z/analysis-runs/hybrid-model-20260521t060133z/analysis-report-hybrid.llm-reviews.json" + }, + "channel": "canonical", + "model": null, + "published_at": "2026-05-21T06:10:31Z", + "repo": "huggingface/transformers", + "schema_version": 1, + "snapshot_id": "20260521T060133Z", + "variant": "hybrid" +} diff --git a/snapshots/20260521T060133Z/manifest.json b/snapshots/20260521T060133Z/manifest.json index 06277899525d34e64992a58eff2c10c986030a65..8c5f5e35696cebf4d6ec56419b6ba4bb27f28969 100644 --- a/snapshots/20260521T060133Z/manifest.json +++ b/snapshots/20260521T060133Z/manifest.json @@ -32,6 +32,24 @@ "timeline_events": 457 }, "extracted_at": "2026-05-21T06:01:33Z", + "published_analysis": { + "canonical_analysis_id": "hybrid-model-20260521t060133z", + "runs": { + "hybrid-model-20260521t060133z": { + "analysis_id": "hybrid-model-20260521t060133z", + "artifacts": { + "hybrid": "snapshots/20260521T060133Z/analysis-runs/hybrid-model-20260521t060133z/analysis-report-hybrid.json", + "hybrid_reviews": "snapshots/20260521T060133Z/analysis-runs/hybrid-model-20260521t060133z/analysis-report-hybrid.llm-reviews.json" + }, + "channel": "canonical", + "manifest_path": "snapshots/20260521T060133Z/analysis-runs/hybrid-model-20260521t060133z/manifest.json", + "model": null, + "published_at": "2026-05-21T06:10:31Z", + "variant": "hybrid" + } + }, + "schema_version": 1 + }, "repo": "huggingface/transformers", "snapshot_id": "20260521T060133Z", "watermark": {