diff --git a/analysis/current/analysis-report-hybrid.json b/analysis/current/analysis-report-hybrid.json index 5ea14eeca8ce024a35972ddffb529cdddc20b522..cc7bded6d0a5021b5ceec7cee60ccf71f7b4ab9d 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": "20260525T000033Z", - "generated_at": "2026-05-25T00:04:10Z", + "snapshot_id": "20260525T060031Z", + "generated_at": "2026-05-25T06:10:05Z", "evidence_quality": "full", "llm_enrichment": true, "meta_bugs": [ @@ -1756,277 +1756,31 @@ ] }, { - "cluster_id": "cluster-44018-2", + "cluster_id": "cluster-44002-2", "summary": "Cluster of 2 related pull requests linked by soft_similarity.", "status": "open", "confidence": 0.5, "canonical_issue_number": null, - "canonical_pr_number": 44068, + "canonical_pr_number": 44002, "issue_numbers": [], "pr_numbers": [ - 44018, - 44068 + 44002, + 44029 ], "evidence_types": [ "soft_similarity" ], "pr_comparisons": [ { - "left_pr_number": 44018, - "right_pr_number": 44068, - "code_similarity": 0.766, - "size_similarity": 0.939, - "file_overlap": 1.0, - "area_overlap": 0.425, - "patch_similarity": 0.866, - "shared_filenames": [ - "src/transformers/models/gpt_neo/modeling_gpt_neo.py", - "tests/models/gpt_neo/test_modeling_gpt_neo.py" - ], - "shared_file_areas": [ - { - "filename": "src/transformers/models/gpt_neo/modeling_gpt_neo.py", - "left_ranges": [ - [ - 26, - 46 - ], - [ - 138, - 143 - ], - [ - 182, - 187 - ], - [ - 283, - 295 - ], - [ - 327, - 341 - ], - [ - 348, - 354 - ], - [ - 360, - 369 - ], - [ - 399, - 406 - ], - [ - 411, - 419 - ], - [ - 428, - 433 - ], - [ - 472, - 492 - ], - [ - 507, - 513 - ], - [ - 519, - 528 - ], - [ - 541, - 559 - ], - [ - 562, - 567 - ], - [ - 595, - 601 - ], - [ - 607, - 614 - ], - [ - 627, - 643 - ], - [ - 685, - 690 - ], - [ - 708, - 714 - ], - [ - 720, - 727 - ], - [ - 740, - 757 - ], - [ - 761, - 766 - ], - [ - 780, - 786 - ], - [ - 791, - 798 - ], - [ - 807, - 822 - ], - [ - 840, - 845 - ] - ], - "right_ranges": [ - [ - 26, - 31 - ], - [ - 34, - 44 - ], - [ - 136, - 141 - ], - [ - 180, - 185 - ], - [ - 281, - 293 - ], - [ - 325, - 339 - ], - [ - 346, - 352 - ], - [ - 358, - 367 - ], - [ - 397, - 404 - ], - [ - 409, - 417 - ], - [ - 426, - 434 - ], - [ - 463, - 483 - ], - [ - 498, - 504 - ], - [ - 510, - 519 - ], - [ - 532, - 550 - ], - [ - 553, - 564 - ], - [ - 586, - 592 - ], - [ - 598, - 605 - ], - [ - 618, - 634 - ], - [ - 676, - 688 - ], - [ - 699, - 705 - ], - [ - 711, - 718 - ], - [ - 731, - 748 - ], - [ - 752, - 762 - ], - [ - 771, - 777 - ], - [ - 782, - 789 - ], - [ - 798, - 813 - ], - [ - 831, - 836 - ] - ] - }, - { - "filename": "tests/models/gpt_neo/test_modeling_gpt_neo.py", - "left_ranges": [ - [ - 458, - 464 - ] - ], - "right_ranges": [ - [ - 458, - 464 - ] - ] - } - ] + "left_pr_number": 44002, + "right_pr_number": 44029, + "code_similarity": 0.135, + "size_similarity": 0.43, + "file_overlap": 0.0, + "area_overlap": 0.0, + "patch_similarity": 0.329, + "shared_filenames": [], + "shared_file_areas": [] } ] } @@ -2087,13 +1841,13 @@ "reason": "PRs in cluster-43979-11 are treated as duplicates because they converge on issue #43979 with closing_reference, shared_issue_target, soft_similarity evidence." }, { - "cluster_id": "cluster-44018-2", - "canonical_pr_number": 44068, + "cluster_id": "cluster-44002-2", + "canonical_pr_number": 44002, "duplicate_pr_numbers": [ - 44018 + 44029 ], "target_issue_number": null, - "reason": "PRs in cluster-44018-2 are treated as duplicates because they share soft_similarity evidence." + "reason": "PRs in cluster-44002-2 are treated as duplicates because they share soft_similarity evidence." }, { "cluster_id": "cluster-45081-3", diff --git a/analysis/current/analysis-report-hybrid.llm-reviews.json b/analysis/current/analysis-report-hybrid.llm-reviews.json index c3310a11c85526f3f3d4f658b4d5256e96ed60a2..511943191af01e0559b14d1df0e49b5e011bd453 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": "20260525T000033Z", - "generated_at": "2026-05-25T00:04:10Z", + "snapshot_id": "20260525T060031Z", + "generated_at": "2026-05-25T06:10:05Z", "model": "gpt-5.4-mini?service_tier=flex", "reviews": [ { @@ -10,11 +10,11 @@ "component_index": 1, "component_count": 17, "review_unit_index": 1, - "review_unit_count": 50, + "review_unit_count": 49, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-427", "nodes": [ @@ -103,8 +103,8 @@ "issue:34928|issue:36331", "issue:43596|issue:45161", "issue:43716|issue:45507", - "issue:39290|issue:45081", "issue:45823|issue:45874", + "issue:39290|issue:45081", "issue:43425|issue:44292", "issue:34928|issue:41720", "issue:43828|issue:45161", @@ -138,20 +138,20 @@ "issue:43866|issue:44863", "issue:44292|issue:46015" ], - "prepared_review_unit_hash": "440f73b75fb39bce4a891b4e415b4934ee48d9e8b298bc36cea096ef0e0727ec", + "prepared_review_unit_hash": "968da5f4c898b0192f34d362b57e16bbea95d5141a071a16e2108502ce368b99", "component_budget": { "node_count": 427, "item_count": 427, - "soft_pair_count": 1575, - "serialized_chars": 815841, - "estimated_input_tokens": 203961, - "estimated_eval_tokens": 408178 + "soft_pair_count": 1576, + "serialized_chars": 816182, + "estimated_input_tokens": 204046, + "estimated_eval_tokens": 408348 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 69, - "serialized_chars": 48403, + "serialized_chars": 48404, "estimated_input_tokens": 12101, "estimated_eval_tokens": 24458 }, @@ -160,282 +160,390 @@ "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "The set contains a couple of true duplicate pairs, but most high-similarity matches are only broad thematic overlaps. The strongest duplicate clusters are the DeepSpeed ZeRO-3 BERT index error pair and the v5 AutoTokenizer wrong-token-ID regression pair.", - "confidence": 0.81, - "canonical_issue_reason": "Issue 45920 is the best canonical issue because it is the broadest, clearest statement of the v5 AutoTokenizer token-ID regression across multiple model families, making it the best representative of the accepted tokenizer duplicate cluster.", + "summary": "This set is mostly heterogeneous, with only a few true duplicates around a ZeRO-3 empty-index loader failure and an AutoTokenizer v5 token-id regression. Most other soft edges are broad theme matches, not the same bug.", + "confidence": 0.64, + "canonical_issue_reason": "Issue 45920 is the broadest, most central regression report here: it captures the AutoTokenizer v5 wrong-token-id problem across multiple model families and is open, so it can serve as the umbrella issue for that subcluster.", "canonical_pr_reason": null, - "best_issue_reason": "Issue 45920 is the best global issue representative: it captures a concrete, widely applicable regression with a clear shared symptom and broader scope than the narrower variant in 45812.", + "best_issue_reason": "Issue 45920 is the best representative issue because it describes the widest blast radius of the tokenizer regression and is phrased as a general v5 bug rather than a model-specific symptom.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:44322", "right": "issue:45464", "accept": false, - "reason": "Different bugs: config attribute lookup vs streaming chat/completions failure." + "reason": "Different failures: missing config attribute for Qwen3.5 vs chat/completions streaming inference." }, { "left": "issue:45237", "right": "issue:45685", "accept": false, - "reason": "Unrelated accelerator/device issues; no shared code path." + "reason": "Unrelated hardware/backend errors: AMD GPU failure vs MPS histogram not implemented." }, { "left": "issue:43716", "right": "issue:45237", "accept": false, - "reason": "Different model/runtime failures, only broad GPU-related similarity." + "reason": "Different models and symptoms; device mismatch in Mistral-3 is not the AMD GPU failure in GPT-OSS." }, { "left": "issue:43828", "right": "issue:45237", "accept": false, - "reason": "Both are dtype/device problems, but on different models and paths." + "reason": "Both are runtime errors, but the code paths are different: autocast dtype mismatch vs AMD GPU/device issue." }, { "left": "issue:45237", "right": "issue:45507", "accept": false, - "reason": "Different model classes and failure modes; not the same bug." + "reason": "Different bugs: AMD GPU support failure vs GraniteMoEHybrid invalid method call." }, { "left": "issue:44292", "right": "issue:45237", "accept": false, - "reason": "Distinct model-specific inference/runtime issues." + "reason": "Different model-specific failures with no shared code-path evidence." }, { "left": "issue:30277", "right": "issue:35545", "accept": false, - "reason": "DeepSpeed collective mismatch is unrelated to ONNX export." + "reason": "DeepSpeed ZeRO-3 collective mismatch and ONNX export failure are unrelated." }, { "left": "issue:35545", "right": "issue:42915", "accept": false, - "reason": "Different subsystem and symptom: export error vs FP8 config failure." + "reason": "Different subsystems: export to ONNX vs FineGrainedFP8 model failure." }, { "left": "issue:35545", "right": "issue:41720", "accept": false, - "reason": "ModernBERT export and Qwen3 auto device mapping are unrelated." + "reason": "Export bug vs runtime device-map CUDA assert; not the same issue." }, { "left": "issue:45901", "right": "issue:46015", "accept": false, - "reason": "Different topics: task crash vs outdated RAG examples." + "reason": "Table QA crash and outdated RAG docs are unrelated." }, { "left": "issue:44509", "right": "issue:44512", "accept": false, - "reason": "Both are docs cleanup, but they refer to different removed features." + "reason": "Both are v5 docs cleanup, but they reference different removed features and are not the same doc bug." }, { "left": "issue:35545", "right": "issue:36010", "accept": false, - "reason": "ONNX export error and GenerationMixin import error are unrelated." + "reason": "ONNX export failure and GenerationMixin import error are different problems." }, { "left": "issue:44805", "right": "issue:45823", "accept": false, - "reason": "Different shape/device problems in different model paths." + "reason": "Mask shape mismatch and Gemma4 device-map mismatch are different failures." }, { "left": "issue:44918", "right": "issue:46165", "accept": false, - "reason": "Training-trainer embedding issue vs resume/trust-remote-code issue." + "reason": "TRl SFT embedding unpacking failure and resume-training/trust-remote-code issue are unrelated." }, { "left": "issue:43638", "right": "issue:44805", "accept": false, - "reason": "Both involve errors, but the model/setup and failure mechanism differ." + "reason": "Both are shape/index errors, but one is ZeRO-3 Bert loading and the other is a mask mismatch." + }, + { + "left": "issue:43638", + "right": "issue:46165", + "accept": false, + "reason": "Different training/loading failures with no shared underlying bug." }, { "left": "issue:43596", "right": "issue:44805", "accept": false, - "reason": "Different zero3/BERT setup than the mask-shape mismatch issue." + "reason": "ZeRO-3 empty-index bug vs generic mask shape mismatch are not the same issue." }, { "left": "issue:44805", "right": "issue:45161", "accept": false, - "reason": "Different symptoms and code paths." + "reason": "Mask/index mismatch and GPT-OSS TP-only failure are unrelated." }, { "left": "issue:44560", "right": "issue:46165", "accept": false, - "reason": "Video StopIteration and training resume failure are unrelated." + "reason": "Video StopIteration in Qwen3-vl and resume-training issue are unrelated." }, { "left": "issue:43596", "right": "issue:46165", "accept": false, - "reason": "Different training-time issues with no shared concrete bug." + "reason": "Different bug families: ZeRO-3 model loading vs training resume/trust-remote-code." + }, + { + "left": "issue:44805", + "right": "issue:44918", + "accept": false, + "reason": "Both mention shape/loading trouble, but the failures and call paths differ." }, { "left": "issue:43572", "right": "issue:46165", "accept": false, - "reason": "Config field regression vs resume-training problem." + "reason": "Config regression vs training-resume issue; no duplicate evidence." }, { "left": "issue:34634", "right": "issue:35545", "accept": false, - "reason": "Processor preset bug is unrelated to ONNX export." + "reason": "Processor voice_preset bug and ONNX export bug are unrelated." }, { "left": "issue:30277", "right": "issue:43638", "accept": false, - "reason": "Different DeepSpeed-related failures and different model types." + "reason": "Both involve DeepSpeed, but one is collective mismatch and the other is empty-index loading; not the same bug." }, { "left": "issue:43596", "right": "issue:43638", "accept": true, - "reason": "Same DeepSpeed ZeRO-3 BERT index-out-of-bounds bug, just reported with different BERT variants." + "reason": "Same ZeRO-3 loading bug: both report index 0 out of bounds from an empty tensor/list during Bert model initialization." }, { "left": "issue:43975", "right": "issue:44457", "accept": false, - "reason": "Both are tokenizer/model issues, but they target different model families and symptoms." + "reason": "Detokenization regression and LoRA merge/save inconsistency are different problems." }, { "left": "issue:43039", "right": "issue:45161", "accept": false, - "reason": "Liger Kernel cross-entropy call and GPT-OSS tensor-parallel issue are not the same bug." + "reason": "Liger Kernel cross-entropy path vs GPT-OSS tensor-parallel issue are unrelated." }, { - "left": "issue:41762", - "right": "issue:43638", + "left": "issue:44292", + "right": "issue:44457", "accept": false, - "reason": "Both mention ZeRO-3, but the model/setup and error differ." + "reason": "Qwen NVFP4 runtime error and LoRA merge/save mismatch are unrelated." }, { - "left": "issue:43827", - "right": "issue:44512", + "left": "issue:34928", + "right": "issue:44805", + "accept": false, + "reason": "Activation-checkpointing/FSDP size mismatch and mask shape mismatch are different failures." + }, + { + "left": "issue:24643", + "right": "issue:30277", + "accept": false, + "reason": "Both are DeepSpeed-related, but the concrete failures differ: 2-D weight error vs collective mismatch." + }, + { + "left": "issue:45859", + "right": "issue:45902", + "accept": false, + "reason": "Same model family, but different failure modes: CPU offload incompatibility vs uninitialized-memory read after materialization." + }, + { + "left": "issue:43638", + "right": "issue:45161", + "accept": false, + "reason": "ZeRO-3 Bert loading bug and GPT-OSS TP issue are unrelated." + }, + { + "left": "issue:34928", + "right": "issue:36331", + "accept": false, + "reason": "FSDP checkpointing mismatch and CustomTrainer compute_loss signature break are unrelated." + }, + { + "left": "issue:43596", + "right": "issue:45161", "accept": false, - "reason": "Different docs gaps: pipeline tasks vs run command." + "reason": "Different code paths: ZeRO-3 loading bug vs GPT-OSS tensor-parallel failure." }, { "left": "issue:43716", - "right": "issue:45560", + "right": "issue:45507", + "accept": false, + "reason": "Mistral-3 dtype mismatch and GraniteMoEHybrid invalid method are unrelated." + }, + { + "left": "issue:45823", + "right": "issue:45874", + "accept": false, + "reason": "Gemma4 device mismatch and Gemma4 reverse-embedding performance regression are not the same bug." + }, + { + "left": "issue:39290", + "right": "issue:45081", + "accept": false, + "reason": "Gemma3 vLLM config error and Mistral tokenizer regex crash are unrelated." + }, + { + "left": "issue:43425", + "right": "issue:44292", + "accept": false, + "reason": "Torch version incompatibility and Qwen NVFP4 runtime error are not duplicates." + }, + { + "left": "issue:34928", + "right": "issue:41720", "accept": false, - "reason": "Different model families and failure mechanisms." + "reason": "Different failures: FSDP activation checkpointing vs Qwen3 auto device-map CUDA assert." }, { "left": "issue:43828", - "right": "issue:45685", + "right": "issue:45161", "accept": false, - "reason": "Autocast dtype mismatch is unrelated to the MPS histogram Int limitation." + "reason": "Autocast dtype mismatch and GPT-OSS TP failure are unrelated." }, { "left": "issue:44918", + "right": "issue:45161", + "accept": false, + "reason": "Qwen3.5 embedding/trainer bug and GPT-OSS TP bug are different issues." + }, + { + "left": "issue:43828", + "right": "issue:44292", + "accept": false, + "reason": "Different model-specific runtime errors with no shared code-path." + }, + { + "left": "issue:43716", "right": "issue:45685", "accept": false, - "reason": "Different runtime paths and different backend-specific failures." + "reason": "Mistral-3 dtype mismatch and MPS histogram Int error are unrelated." }, { - "left": "issue:43039", - "right": "issue:43828", + "left": "issue:43541", + "right": "issue:43716", "accept": false, - "reason": "Both touch loss/type handling, but not the same concrete bug." + "reason": "Torch dynamo grouped_mm tracing failure and Mistral-3 dtype mismatch are different issues." }, { - "left": "issue:30277", - "right": "issue:36331", + "left": "issue:44292", + "right": "issue:44918", "accept": false, - "reason": "DeepSpeed collective mismatch and trainer signature change are unrelated." + "reason": "Different Qwen-related bugs: NVFP4 runtime failure vs SFT embedding unpacking." }, { - "left": "issue:45237", - "right": "issue:46015", + "left": "issue:43716", + "right": "issue:44292", "accept": false, - "reason": "GPU runtime failure and documentation issue are unrelated." + "reason": "Different models and failure modes." }, { - "left": "issue:34928", - "right": "issue:36010", + "left": "issue:45507", + "right": "issue:45685", "accept": false, - "reason": "Activation-checkpoint/FSDP mismatch is unrelated to import failure." + "reason": "Invalid method call in GraniteMoEHybrid is unrelated to the MPS histogram backend limitation." }, { - "left": "issue:41762", - "right": "issue:43596", + "left": "issue:43039", + "right": "issue:44918", "accept": false, - "reason": "Same broad ZeRO-3 area, but different concrete models and errors." + "reason": "Liger Kernel cross-entropy call and Qwen3.5 input-embedding failure are unrelated." }, { - "left": "issue:43901", + "left": "issue:41762", + "right": "issue:43638", + "accept": true, + "reason": "Same underlying ZeRO-3 empty-index loading bug: both hit index 0 out of bounds while materializing a model with DeepSpeed ZeRO-3." + }, + { + "left": "issue:43827", "right": "issue:44512", "accept": false, - "reason": "Different removed API/docs references; not the same doc change." + "reason": "Both are docs regressions after v5, but they cover different removed features and are not the same issue." }, { - "left": "issue:45237", - "right": "issue:45901", + "left": "issue:43716", + "right": "issue:44560", "accept": false, - "reason": "Different model/backend failure vs task-level crash." + "reason": "Mistral-3 dtype mismatch and Qwen3-vl video StopIteration are unrelated." }, { - "left": "issue:44841", - "right": "issue:45823", + "left": "issue:43828", + "right": "issue:45685", + "accept": false, + "reason": "Autocast dtype mismatch and MPS Int histogram limitation are different bugs." + }, + { + "left": "issue:44918", + "right": "issue:45685", "accept": false, - "reason": "Processor failure and device-mapping bug are not the same issue." + "reason": "Qwen3.5 trainer failure and MPS backend limitation are unrelated." }, { "left": "issue:43039", - "right": "issue:44560", + "right": "issue:43828", "accept": false, - "reason": "Different subsystems: Liger kernel vs multimodal video processing." + "reason": "Liger Kernel cross-entropy path and autocast dtype mismatch are not the same bug." }, { - "left": "issue:43975", + "left": "issue:30277", + "right": "issue:36331", + "accept": false, + "reason": "DeepSpeed collective mismatch and CustomTrainer signature change are unrelated." + }, + { + "left": "issue:45237", "right": "issue:46015", "accept": false, - "reason": "Tokenizer detokenization bug and outdated examples are unrelated." + "reason": "GPU runtime failure and outdated docs bug are unrelated." + }, + { + "left": "issue:34928", + "right": "issue:36010", + "accept": false, + "reason": "Training/checkpointing bug and GenerationMixin import error are unrelated." + }, + { + "left": "issue:43039", + "right": "issue:44560", + "accept": false, + "reason": "Liger Kernel cross-entropy issue and Qwen3-vl video StopIteration are unrelated." }, { "left": "issue:45812", "right": "issue:45920", "accept": true, - "reason": "Same v5 AutoTokenizer wrong-token-ID regression; 45920 is the broader multi-model report." + "reason": "Same AutoTokenizer v5 regression: both report wrong token IDs across affected model families." }, { "left": "issue:44863", "right": "issue:46015", "accept": false, - "reason": "Model-loading implementation bug and documentation issue are unrelated." + "reason": "NemotronH checkpoint-loading failure and outdated RAG docs are unrelated." }, { "left": "issue:43866", "right": "issue:44863", "accept": false, - "reason": "Corrupted checkpoint and model implementation bug are different problems." + "reason": "Both are model loading problems, but with different models and distinct root causes." }, { "left": "issue:44292", "right": "issue:46015", "accept": false, - "reason": "GPU model runtime failure and docs cleanup are unrelated." + "reason": "Qwen NVFP4 runtime error and outdated docs issue are unrelated." } ] }, "evaluator_result": { "accept": true, - "feedback": "The summary is grounded in the packet and stays conservative on the soft-edge pairs. The two accepted duplicate pairs are supported by the issue titles and descriptions: 43596/43638 for the shared ZeRO-3 BERT index error, and 45812/45920 for the v5 AutoTokenizer wrong-token-ID regression. The broader representative choice of 45920 is also well supported by the packet." + "feedback": "The summary is grounded in the packet and stays conservative overall. The accepted duplicate calls are well-supported by the titles/symptoms (notably the ZeRO-3 empty-index loader pair and the AutoTokenizer v5 wrong-token-id regression). The negative soft-edge verdicts generally avoid overclaiming duplicate evidence." }, "evaluator_used": true, "retried": false, @@ -448,11 +556,11 @@ "component_index": 1, "component_count": 17, "review_unit_index": 2, - "review_unit_count": 50, + "review_unit_count": 49, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-427", "nodes": [ @@ -517,8 +625,8 @@ "issue:45362|issue:45464", "issue:44292|issue:45901", "issue:39290|issue:45823", - "issue:45464|issue:45685", "issue:43404|issue:43866", + "issue:45464|issue:45685", "issue:43541|issue:45685", "issue:43541|issue:43828", "issue:44841|issue:45084", @@ -535,31 +643,31 @@ "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:41093|issue:43596", "issue:45759|issue:45902", + "issue:45542|issue:45800", "issue:39186|issue:44918", - "issue:43716|issue:44918", "issue:40990|issue:44960", + "issue:43716|issue:44918", "issue:45632|issue:45698", "issue:43645|issue:45399", "issue:43404|issue:45005" ], - "prepared_review_unit_hash": "53ee0d8b10b93163d7afd56be9d8d053346fb6a9f29e5971172f927252b29427", + "prepared_review_unit_hash": "36e115fd6a7eb93864d734fc3b1ed767e02d8e21f2884e563e1275ac84de7b86", "component_budget": { "node_count": 427, "item_count": 427, - "soft_pair_count": 1575, - "serialized_chars": 815841, - "estimated_input_tokens": 203961, - "estimated_eval_tokens": 408178 + "soft_pair_count": 1576, + "serialized_chars": 816182, + "estimated_input_tokens": 204046, + "estimated_eval_tokens": 408348 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 39, - "serialized_chars": 39127, + "serialized_chars": 39126, "estimated_input_tokens": 9782, "estimated_eval_tokens": 19820 }, @@ -568,256 +676,253 @@ "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is mostly heterogeneous: many unrelated model-loading, dtype, zero3, and version-regression reports that only share generic error shapes. I found one plausible duplicate pair around SigLIP2 bad outputs, but the rest do not look like the same underlying bug.", - "confidence": 0.62, - "canonical_issue_reason": "issue:43994 is the most concrete representative of the only plausible duplicate subcluster: it names the exact SigLIP2 checkpoint and describes the same bad-output regression more explicitly.", + "summary": "The cluster is highly heterogeneous: most items are distinct model-loading, dtype, quantization, and config bugs. All soft pairs look like topical similarity rather than true duplicates, so none should be merged.", + "confidence": 0.97, + "canonical_issue_reason": null, "canonical_pr_reason": null, - "best_issue_reason": "issue:43994 is the clearest and most actionable issue in the cluster, with a specific model and reproducible symptom.", + "best_issue_reason": null, "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:39290", "right": "issue:43531", "accept": false, - "reason": "Both mention sliding-window behavior, but one is a Gemma3/vLLM attribute error and the other is a Qwen3-MoE configuration issue; different model families and failure modes." + "reason": "Both mention model config behavior, but one is a Gemma3/vLLM attribute error and the other is a Qwen3-MoE sliding_window bug; different models and failure modes." }, { "left": "issue:43854", "right": "issue:43866", "accept": false, - "reason": "Both are loading problems, but one is a GLM-4.7-Flash unit-test load failure and the other is a corrupted Ovis2 checkpoint; not the same bug." + "reason": "PaddleOCR-VL load failure and Ovis2 checkpoint corruption are unrelated problems; no shared code path is evident." }, { "left": "issue:43792", "right": "issue:45901", "accept": false, - "reason": "Whisper runtime failure and table-question-answering crashes are unrelated models and code paths." + "reason": "Whisper inference failure and table-question-answering crashes are different tasks and likely different stacks." }, { "left": "issue:41093", "right": "issue:43638", "accept": false, - "reason": "Both are IndexErrors, but one is a mask shape mismatch and the other is a zero3/Bert out-of-bounds error; too different to merge." + "reason": "Both are DeepSpeed zero3/index errors, but one is a mask-shape mismatch and the other is an out-of-bounds index during Bert model init; not clearly the same bug." }, { "left": "issue:43425", "right": "issue:45070", "accept": false, - "reason": "A generic Torch compatibility complaint and a pydantic PretrainedConfig regression are distinct issues." + "reason": "Torch version incompatibility and a PretrainedConfig/pydantic regression are unrelated compatibility issues." }, { "left": "issue:43596", "right": "issue:45800", "accept": false, - "reason": "Both involve version/deepspeed-style breakage, but one is a zero3/Bert index error and the other is a torch/transformers incompatibility report; not the same concrete bug." + "reason": "Both involve zero3/runtime loading, but one is an index error on BertModel and the other is a specific torch/transformers version incompatibility." }, { "left": "issue:43975", "right": "issue:45901", "accept": false, - "reason": "DeepSeek tokenization/ detokenization bug and table-question-answering crash are unrelated." + "reason": "Incorrect detokenization for DeepSeek Coder is unrelated to table-question-answering crashes." }, { "left": "issue:43792", "right": "issue:45070", "accept": false, - "reason": "Whisper runtime failure versus a Config/pydantic regression; no shared underlying code path." + "reason": "Whisper runtime failure and a pydantic/config regression are different issues with no shared failure path." }, { "left": "issue:45362", "right": "issue:45464", "accept": false, - "reason": "Both involve Qwen3.5, but one is a chat crash and the other is a streaming inference API failure; too little evidence they are the same bug." + "reason": "Both involve Qwen3.5, but one is a generic chat crash and the other is a streaming inference API failure; too different to collapse." }, { "left": "issue:44292", "right": "issue:45901", "accept": false, - "reason": "Qwen-3-8B-NVFP4 load/runtime failure is unrelated to table-question-answering crashes." + "reason": "Qwen-NVFP4 runtime error and table QA crashes are separate model/task failures." }, { "left": "issue:39290", "right": "issue:45823", "accept": false, - "reason": "Gemma3 sliding-window attribute error and Gemma4 PLE device mismatch are different model versions and different failures." + "reason": "Gemma3/vLLM sliding_window attribute error and Gemma4 device mismatch are different Gemma-family bugs with different causes." }, { - "left": "issue:45464", - "right": "issue:45685", + "left": "issue:43404", + "right": "issue:43866", "accept": false, - "reason": "Qwen3.5 streaming inference and an MPS histogram-int error in MoE code are unrelated." + "reason": "Unbound tied weights in Mistral3 and a corrupted Ovis2 checkpoint are unrelated." }, { - "left": "issue:43404", - "right": "issue:43866", + "left": "issue:45464", + "right": "issue:45685", "accept": false, - "reason": "A tied-weights bug in Mistral3 and a corrupted Ovis2 checkpoint are not the same issue." + "reason": "Qwen3.5 streaming inference and an MPS histogram/int error in moe are different code paths and platforms." }, { "left": "issue:43541", "right": "issue:45685", "accept": false, - "reason": "Both touch MoE-related code, but one is a grouped_mm tracing error and the other is an MPS histogram limitation; different code paths." + "reason": "Torch dynamo grouped_mm tracing failure and MPS histogram kernel failure are unrelated execution environments and bugs." }, { "left": "issue:43541", "right": "issue:43828", "accept": false, - "reason": "Both are dtype-related MoE failures, but one occurs during torch dynamo tracing on Mixtral and the other under autocast on Phi-tiny-MoE; not clearly the same bug." + "reason": "Both mention dtype-related failures, but one is torch dynamo tracing on Mixtral and the other is autocast on Phi-tiny-MoE; not the same concrete defect." }, { "left": "issue:44841", "right": "issue:45084", "accept": false, - "reason": "Processor failure for Voxtral and a compile/template-node TypeError are unrelated." + "reason": "Voxtral processor failure and a compiler/template-node TypeError are unrelated." }, { "left": "issue:36010", "right": "issue:39290", "accept": false, - "reason": "ImportError for GenerationMixin and a Gemma3 sliding-window attribute regression have no common underlying bug." + "reason": "ImportError for GenerationMixin and Gemma3 sliding_window attribute error are different API breakages." }, { "left": "issue:45800", "right": "issue:45823", "accept": false, - "reason": "Torch/transformers version incompatibility and Gemma4 device mismatch are distinct regressions." + "reason": "Torch/transformers version incompatibility and Gemma4 device_map forward mismatch are separate issues." }, { "left": "issue:41093", "right": "issue:41762", "accept": false, - "reason": "Both are index errors, but one is a mask-size mismatch and the other is a zero3/Gemma3 load failure; not the same concrete problem." + "reason": "Both are index errors, but one is a mask-length mismatch and the other is zero-sized tensor access when loading Gemma3 with ZeRO-3; different triggers and models." }, { "left": "issue:43296", "right": "issue:43366", "accept": false, - "reason": "PaddleOCR-VL loading in vLLM and GGUF gpt-oss support are different requests/issues." + "reason": "PaddleOCR-VL load failure and GGUF gpt-oss support are distinct model-support requests/failures." }, { "left": "issue:43572", "right": "issue:45070", "accept": false, - "reason": "StableLmConfig pad_token_idx regression and a pydantic PretrainedConfig regression are unrelated." + "reason": "Missing pad_token_idx in StableLmConfig and a pydantic PretrainedConfig regression are not the same bug." }, { "left": "issue:43541", "right": "issue:45161", "accept": false, - "reason": "Mixtral tracing failure and GPT-OSS tensor-parallel-only failure are different model/runtime problems." + "reason": "Torch dynamo tracing on Mixtral and GPT-OSS MoE tensor-parallel failure are different MoE-related problems, not the same code path." }, { "left": "issue:44387", "right": "issue:45005", "accept": false, - "reason": "Int4 quantization OOM and tied-weights translation-model behavior are separate issues." + "reason": "Int4 OOM behavior and tied-weight translation-model issues are unrelated." }, { "left": "issue:43828", "right": "issue:45464", "accept": false, - "reason": "Autocast dtype mismatch on Phi-tiny-MoE and Qwen3.5 streaming inference failure are not the same bug." + "reason": "Autocast dtype mismatch on Phi-tiny-MoE and Qwen3.5 streaming API failure are different models and symptoms." }, { "left": "issue:44291", "right": "issue:45070", "accept": false, - "reason": "init_empty_weights TypeError and a pydantic PretrainedConfig regression differ in cause and scope." + "reason": "init_empty_weights/_is_hf_initialized TypeError and the v5.4 pydantic field break are distinct initialization regressions." }, { "left": "issue:43366", "right": "issue:45464", "accept": false, - "reason": "GGUF gpt-oss support and Qwen3.5 streaming inference are unrelated." + "reason": "GGUF GPT-OSS support and Qwen3.5 streaming inference do not share the same underlying defect." }, { "left": "issue:45020", "right": "issue:45800", "accept": false, - "reason": "Both are broad version-regression reports, but they target different incompatibilities and code paths." + "reason": "Remote_code breakage and torch/transformers compatibility are both broad version issues, but they are not the same bug." }, { "left": "issue:43531", "right": "issue:45070", "accept": false, - "reason": "Qwen3-MoE sliding-window behavior and pydantic Config regression are unrelated." + "reason": "Qwen3-MoE sliding_window handling and PretrainedConfig pydantic-field breakage are unrelated." }, { "left": "issue:43541", "right": "issue:44589", "accept": false, - "reason": "Grouped_mm tracing failure and missing Float8 storage support are different runtime issues." - }, - { - "left": "issue:41093", - "right": "issue:43596", - "accept": false, - "reason": "Both are zero3/index errors, but one is a mask mismatch and the other is a BertModel zero-size index failure; too different to treat as duplicates." + "reason": "Grouped_mm tracing failure and Float8 storage lookup failure are different runtime errors." }, { "left": "issue:43054", "right": "issue:43994", - "accept": true, - "reason": "Both report SigLIP2 producing poor or nonsensical outputs, likely the same underlying regression in the model/processor path." + "accept": false, + "reason": "Siglip2 embedding quality regression and siglip2 nonsensical pipeline results are related by model family, but not clearly the same failure or fix." }, { - "left": "issue:45542", - "right": "issue:45800", + "left": "issue:41093", + "right": "issue:43596", "accept": false, - "reason": "TensorBoard-without-TensorFlow backend issue and a torch/transformers incompatibility are unrelated." + "reason": "Both are zero3 index errors, but one is a mask shape mismatch and the other is size-0 access on BertModel; too different to merge." }, { "left": "issue:45759", "right": "issue:45902", "accept": false, - "reason": "One is about unwrapping text_config for composite Qwen configs; the other is an uninitialized-memory issue in Qwen3_5MoeTextRotaryEmbedding. Related model family, but not the same bug." + "reason": "Composite Qwen config unwrapping and Qwen3.5Moe rotary embedding uninitialized memory are separate model-initialization bugs." }, { - "left": "issue:39186", - "right": "issue:44918", + "left": "issue:45542", + "right": "issue:45800", "accept": false, - "reason": "FSDP weight-shape RuntimeError and TRL embedding unpacking failure are different training failures." + "reason": "TensorBoard-without-TensorFlow backend error and a torch/transformers incompatibility are unrelated environment issues." }, { - "left": "issue:43716", + "left": "issue:39186", "right": "issue:44918", "accept": false, - "reason": "Mistral-3 image-preprocessor dtype mismatch and Qwen3.5 TRL embedding unpacking are unrelated." + "reason": "FSDP weight dimensionality and Qwen3.5 embedding unpacking are different training/runtime problems." }, { "left": "issue:40990", "right": "issue:44960", "accept": false, - "reason": "High perplexity on GPT-OSS and a generic GLM5 issue are not the same bug." + "reason": "GPT-OSS perplexity regression and GLM5 are different model behavior reports with no clear shared defect." + }, + { + "left": "issue:43716", + "right": "issue:44918", + "accept": false, + "reason": "Gemma-3 image preprocessor dtype mismatch and Qwen3.5 embedding unpacking are different multimodal/training bugs." }, { "left": "issue:45632", "right": "issue:45698", "accept": false, - "reason": "Both involve custom-module loading, but one is a cache-path collision for local leaf directory names and the other is loading the wrong custom module after save/load; related area, different concrete problem." + "reason": "Cache-path collision for remote code and wrong custom module loaded after save/load are both custom-code issues, but they are different mechanisms." }, { "left": "issue:43645", "right": "issue:45399", "accept": false, - "reason": "Jupyter custom-model initialization regression and flash-attn fallback selection are distinct issues." + "reason": "Notebook custom-model initialization regression and flash-attn2 fallback blocking are unrelated regression types." }, { "left": "issue:43404", "right": "issue:45005", "accept": false, - "reason": "Mistral3 tied-weights bug and translation-model tied-weight issues are both about weights, but the model families and failure modes differ too much." + "reason": "Mistral3 tied-weight bug and translation tied-weight issue are both about weights, but they affect different models and code paths." } ] }, - "evaluator_result": { - "accept": true, - "feedback": "The summary is grounded in the packet and stays conservative on the soft-edge calls. The one accepted SigLIP2 pair is plausibly related, and the rest are appropriately rejected as too different in model family, failure mode, or code path. No PR-pair mergeability issue applies here." - }, - "evaluator_used": true, + "evaluator_result": null, + "evaluator_used": false, "retried": false, - "accepted_nontrivial_soft_edge": true, + "accepted_nontrivial_soft_edge": false, "error_kind": null, "error_message": null }, @@ -826,11 +931,11 @@ "component_index": 1, "component_count": 17, "review_unit_index": 3, - "review_unit_count": 50, + "review_unit_count": 49, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-427", "nodes": [ @@ -894,8 +999,8 @@ "issue:43975|issue:44292", "issue:44292|issue:45507", "issue:43950|issue:44534", - "issue:43644|issue:43950", "issue:39692|issue:43054", + "issue:43644|issue:43950", "issue:43828|issue:44928", "issue:36331|issue:41762", "issue:41628|issue:45800", @@ -913,244 +1018,256 @@ "issue:44403|issue:44451", "issue:43975|issue:45237", "issue:43643|issue:45020", - "issue:44403|issue:44488", "issue:42947|issue:43856", + "issue:44403|issue:44488", "issue:41762|issue:42915", "issue:43881|issue:43883", "issue:43782|issue:44960" ], - "prepared_review_unit_hash": "e39ff67ea0e70153491c7ec7cde6c1cf5e52e28fc923a73e7ecce3136d4868c7", + "prepared_review_unit_hash": "a6ecc7d084e25fdc6b53780b75e6877581edf65f8a7ea7687ed0d49f653f50a4", "component_budget": { "node_count": 427, "item_count": 427, - "soft_pair_count": 1575, - "serialized_chars": 815841, - "estimated_input_tokens": 203961, - "estimated_eval_tokens": 408178 + "soft_pair_count": 1576, + "serialized_chars": 816182, + "estimated_input_tokens": 204046, + "estimated_eval_tokens": 408348 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 34, - "serialized_chars": 37512, - "estimated_input_tokens": 9378, - "estimated_eval_tokens": 19012 + "serialized_chars": 37508, + "estimated_input_tokens": 9377, + "estimated_eval_tokens": 19010 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "Most items are unrelated model-loading, quantization, or docs issues. The only clear duplicate cluster is the Transformers 5.x non-persistent buffer regression: 43644, 43950, and 44534 all describe the same underlying bug; 43950 is the best canonical representative.", - "confidence": 0.92, - "canonical_issue_reason": "issue:43950 is the strongest canonical: it states the regression clearly, names the affected API (`from_pretrained()`), and describes the non-persistent buffer corruption in a broadly reusable way.", + "summary": "This set is mostly heterogeneous. Only two soft pairs look like true duplicates: the Transformers non-persistent-buffer regression and the SigLIP2 implementation discrepancy; the rest are same-subsystem or same-model but not the same concrete bug.", + "confidence": 0.54, + "canonical_issue_reason": "No single issue cleanly represents the whole mixed set, but issue:43950 is the strongest canonical candidate for the only clear duplicate cluster because it states the broad non-persistent-buffer regression and has the closest matching duplicate candidate.", "canonical_pr_reason": null, - "best_issue_reason": "issue:43950 best captures the shared bug with the clearest, most actionable description and the broadest scope among the duplicate candidates.", + "best_issue_reason": "Issue:43950 is the best representative of a concrete, reproducible regression with a strong duplicate nearby; it is more canonical than the other items that are either broader, more symptom-level, or clearly unrelated.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:42915", "right": "issue:45399", "accept": false, - "reason": "Different problems: one is a FineGrainedFP8Config failure on Qwen3Moe; the other is fallback logic being blocked for flash-attn2." + "reason": "Both involve model/runtime problems, but one is a Qwen3MoE FP8 failure and the other is a flash-attn2 fallback gate; not the same bug." }, { "left": "issue:44530", "right": "issue:45005", "accept": false, - "reason": "Different failures: Qwen3.5 cache group-type crash vs tied-weights handling in translation models." + "reason": "PagedAttentionCache crash on Qwen3.5 is unrelated to tied-weights handling on translation models." }, { "left": "issue:43873", "right": "issue:45005", "accept": false, - "reason": "Quantization/offloading behavior is unrelated to tied-weights regression." + "reason": "Quantization/offloading behavior is a different code path from tied-weights issues." }, { "left": "issue:44863", "right": "issue:45005", "accept": false, - "reason": "Model checkpoint loading failure for NemotronH is not the same bug as tied-weights handling." + "reason": "NemotronH checkpoint loading failure is not the same as the v5 tied-weights regression." }, { "left": "issue:44360", "right": "issue:44512", "accept": false, - "reason": "DSA indexer/ReLU discussion is unrelated to the docs removal of the transformers run command." + "reason": "DSA indexer ReLU discussion is unrelated to a docs typo about the removed run command." }, { "left": "issue:44918", "right": "issue:45507", "accept": false, - "reason": "Qwen3.5 SFT embedding unpacking and GraniteMoE invalid-method calls are different code paths." + "reason": "TRL unpacking failure for Qwen3.5 embeddings is unrelated to GraniteMoEHybrid calling an invalid method." }, { "left": "issue:44492", "right": "issue:44512", "accept": false, - "reason": "A cache-strategy typo is not the same issue as stale docs about a removed CLI command." + "reason": "Cache-strategies typo and removed run-command docs are different documentation issues." }, { "left": "issue:43975", "right": "issue:44292", "accept": false, - "reason": "Different model-specific inference issues: detokenization bug vs Qwen-3-8B-NVFP4 runtime error." + "reason": "DeepSeek detokenization regression and Qwen-3 NVFP4 runtime error are different model bugs." }, { "left": "issue:44292", "right": "issue:45507", "accept": false, - "reason": "No shared underlying bug; these affect different models and failure modes." + "reason": "These are unrelated model failures with no shared concrete code-path." }, { "left": "issue:43950", "right": "issue:44534", "accept": true, - "reason": "Both report the same Transformers v5 regression where non-persistent buffers get corrupted/junk values during loading." + "reason": "Both describe the same non-persistent-buffer regression in v5: buffers that should be preserved are coming back as junk/corrupted." }, { - "left": "issue:43643", - "right": "issue:45020", + "left": "issue:39692", + "right": "issue:43054", "accept": false, - "reason": "Both involve `remote_code`, but one is missing fields from `AutoConfig`; the other is broader model-loading breakage in recent versions." + "reason": "SigLIP2 docs example errors are not the same as degraded text embeddings." }, { - "left": "issue:44403", - "right": "issue:44488", + "left": "issue:43644", + "right": "issue:43950", "accept": false, - "reason": "Both are model-loading complaints, but they concern different models and likely different root causes." + "reason": "Missing fields in AutoConfig with trust_remote_code is a different bug from non-persistent buffer corruption." }, { - "left": "issue:44403", - "right": "issue:44451", + "left": "issue:43828", + "right": "issue:44928", "accept": false, - "reason": "Noise during loading is not the same bug as failure to load a specific model checkpoint." + "reason": "Autocast dtype mismatch and RLHF NaN from 3D position_ids are distinct failures." }, { - "left": "issue:43054", - "right": "issue:45701", + "left": "issue:36331", + "right": "issue:41762", "accept": false, - "reason": "SigLIP2 embedding quality and tokenization changes are related only at a very broad level, not the same underlying bug." + "reason": "Trainer keyword-argument incompatibility is unrelated to the Gemma3 ZeRO-3 index error." }, { - "left": "issue:43881", - "right": "issue:43883", + "left": "issue:41628", + "right": "issue:45800", "accept": false, - "reason": "A generic model-loading failure is not the same as a missing `all_tied_weights_keys` attribute on a different model class." + "reason": "Import failure for AutoImageProcessor is not the same as a torch/transformers version incompatibility report." }, { - "left": "issue:44910", - "right": "issue:45859", + "left": "issue:43950", + "right": "issue:45902", "accept": false, - "reason": "Both mention Qwen3.5 rotary/position handling, but one is a Flash Attention crash from misread `position_ids`; the other is CPU-offload incompatibility." + "reason": "Both mention buffer initialization, but 45902 is a specific Qwen rotary-embedding materialization issue, not the same from_pretrained regression." }, { - "left": "issue:45663", - "right": "issue:45902", + "left": "issue:43872", + "right": "issue:44589", + "accept": false, + "reason": "bitsandbytes kwarg incompatibility and Float8 storage lookup failure are different quantization/storage bugs." + }, + { + "left": "issue:43866", + "right": "issue:44403", + "accept": false, + "reason": "Corrupted checkpoint and loading noise are not the same underlying issue." + }, + { + "left": "issue:43054", + "right": "issue:45701", "accept": false, - "reason": "Gemma4 FSDP2 shared-kv-state rebuilding and Qwen3_5Moe buffer materialization are different bugs." + "reason": "SigLIP2 embedding quality is unrelated to tokenization changes in transformers versions." }, { "left": "issue:41553", "right": "issue:43883", "accept": false, - "reason": "AutoTokenizer/Voxtral error messaging and Molmo tied-weights attribute absence are unrelated." + "reason": "Bad AutoTokenizer error for Voxtral is unrelated to Molmo missing all_tied_weights_keys." }, { "left": "issue:38175", "right": "issue:43054", "accept": false, - "reason": "Unexpected zero probabilities and worse SigLIP2 text embeddings are not the same defect." + "reason": "Unexpected zero probabilities and worse SigLIP2 embeddings are similar in theme but not the same concrete bug." }, { "left": "issue:44910", "right": "issue:45859", "accept": false, - "reason": "The failures differ in mechanism and symptom; shared model family alone is not enough." + "reason": "Flash-Attention illegal-memory access from 3D position_ids is different from CPU-offload incompatibility in Qwen3_5MoeTextRotaryEmbedding." }, { "left": "issue:45663", "right": "issue:45902", "accept": false, - "reason": "Different models and different failure mechanisms; not a duplicate." + "reason": "Gemma4 FSDP2 shared_kv_states bug is unrelated to Qwen rotary inv_freq uninitialized memory." }, { "left": "issue:41553", "right": "issue:43881", "accept": false, - "reason": "Bad AutoTokenizer error for Voxtral is unrelated to GLM-4V loading failure." + "reason": "Voxtral tokenizer loading error and glm-4v loading failure are different model-specific problems." }, { "left": "issue:42947", "right": "issue:44387", "accept": false, - "reason": "Gradient checkpointing/LoRA effectiveness is a different issue from int4 quantization increasing reserved CUDA memory." + "reason": "LoRA gradient-checkpointing ineffectiveness is not the same as int4 memory-reserved/OOM behavior." }, { "left": "issue:43054", "right": "issue:43493", - "accept": false, - "reason": "Both are about SigLIP2, but one is a performance complaint and the other is an implementation discrepancy versus JAX." + "accept": true, + "reason": "Both point to the same SigLIP2 implementation discrepancy versus the original JAX behavior, with degraded text embeddings as a manifestation." }, { "left": "issue:44403", "right": "issue:44451", "accept": false, - "reason": "Generic loading noise and inability to load a specific model are distinct issues." + "reason": "Generic loading noise and a specific model load failure are not the same issue." }, { "left": "issue:43975", "right": "issue:45237", "accept": false, - "reason": "Detokenization bug and AMD GPU support failure are unrelated." + "reason": "Detokenization regression and AMD GPU support failure are unrelated." }, { "left": "issue:43643", "right": "issue:45020", "accept": false, - "reason": "`AutoConfig` missing fields with `trust_remote_code=True` is not the same as broader remote-code breakage in recent transformers versions." + "reason": "Remote_code breakage is too broad here; 43643 is specifically about missing fields from AutoConfig, which may be only one symptom of 45020." }, { - "left": "issue:44403", - "right": "issue:44488", + "left": "issue:42947", + "right": "issue:43856", "accept": false, - "reason": "Same broad loading area, but different models and no evidence of a shared bug." + "reason": "Gradient-checkpointing ineffectiveness and Qwen3 MoE memory usage are different performance problems." }, { - "left": "issue:42947", - "right": "issue:43856", + "left": "issue:44403", + "right": "issue:44488", "accept": false, - "reason": "LoRA/gradient-checkpointing behavior is unrelated to Qwen3 MoE memory inefficiency." + "reason": "Two separate model-loading reports, not one underlying bug." }, { "left": "issue:41762", "right": "issue:42915", "accept": false, - "reason": "Gemma3 ZeRO-3 loading failure and Qwen3Moe FP8 failure are different code paths." + "reason": "Gemma3 ZeRO-3 loading failure is unrelated to Qwen3MoE FP8 failure." }, { "left": "issue:43881", "right": "issue:43883", "accept": false, - "reason": "Different model families and error types; not the same underlying defect." + "reason": "glm-4v load failure and Molmo tied-weights attribute error are unrelated." }, { "left": "issue:43782", "right": "issue:44960", "accept": false, - "reason": "Qwen3VL weight-only loading error and generic GLM5 issue are not the same bug." + "reason": "Qwen3VL weight_only error is unrelated to GLM5." }, { - "left": "issue:43950", - "right": "issue:45902", + "left": "issue:44360", + "right": "issue:44512", "accept": false, - "reason": "Both concern buffer initialization regressions, but 45902 is a model-specific meta-to-empty materialization bug and not clearly the same duplicate as the broader from_pretrained buffer-corruption issue." + "reason": "Duplicate of the docs typo check: still unrelated to the DSA/ReLU discussion." } ] }, "evaluator_result": { "accept": true, - "feedback": "Grounded overall. The only clear duplicate cluster is the non-persistent buffer regression around 43644/43950/44534, and choosing 43950 as canonical is well supported by the packet. The other soft-edge rejections are suitably conservative and do not overclaim duplication." + "feedback": "The summary is grounded in the packet and the soft-edge calls are mostly conservative. The two accepted duplicate pairs are reasonably supported by the issue titles, and the rejected pairs generally distinguish different bug classes rather than overclaiming duplicates." }, "evaluator_used": true, "retried": false, @@ -1163,11 +1280,11 @@ "component_index": 1, "component_count": 17, "review_unit_index": 4, - "review_unit_count": 50, + "review_unit_count": 49, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-427", "nodes": [ @@ -1222,28 +1339,28 @@ ], "soft_pairs": [ "issue:45685|issue:45823", - "issue:43824|issue:43872", "issue:44991|issue:45399", "issue:42491|issue:44368", + "issue:43824|issue:43872", "issue:45020|issue:45823", "issue:44661|issue:45020", "issue:43828|issue:45823", "issue:45081|issue:45399", "issue:45020|issue:45356", "issue:43742|issue:45399", - "issue:43404|issue:43950", "issue:43827|issue:44509", + "issue:43404|issue:43950", "issue:43638|issue:45823", "issue:42915|issue:45020", - "issue:43792|issue:44220", "issue:43257|issue:43866", + "issue:43792|issue:44220", "issue:43872|issue:44291", "issue:42915|issue:43872", "issue:41553|issue:44991", - "issue:36331|issue:41093", "issue:43257|issue:45305", - "issue:43940|issue:45313", + "issue:36331|issue:41093", "issue:42947|issue:45923", + "issue:43940|issue:45313", "issue:43854|issue:44863", "issue:44928|issue:45588", "issue:43872|issue:45538", @@ -1255,238 +1372,238 @@ "issue:45325|issue:45902", "issue:43366|issue:43828" ], - "prepared_review_unit_hash": "b4152ad354a5a2b499f2811c304cc60ca67676ab1e9b975a06006e97eb7157f5", + "prepared_review_unit_hash": "1f404cad8d1ddc9392b593d0f595ed49d7aebde4748484653d8b73764eb884d9", "component_budget": { "node_count": 427, "item_count": 427, - "soft_pair_count": 1575, - "serialized_chars": 815841, - "estimated_input_tokens": 203961, - "estimated_eval_tokens": 408178 + "soft_pair_count": 1576, + "serialized_chars": 816182, + "estimated_input_tokens": 204046, + "estimated_eval_tokens": 408348 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 33, - "serialized_chars": 38071, - "estimated_input_tokens": 9518, - "estimated_eval_tokens": 19292 + "serialized_chars": 38067, + "estimated_input_tokens": 9517, + "estimated_eval_tokens": 19290 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "Mostly a heterogeneous cluster with a few clear duplicate pairs. The strongest true matches are the docs pipeline-removal reports, the `_is_hf_initialized` loading error, the mask shape mismatch, and the Qwen3 VL video regression; most other soft links are only broad subsystem similarity.", - "confidence": 0.81, - "canonical_issue_reason": "No single issue cleanly represents the whole cluster because it mixes unrelated bugs. If one issue must anchor the true duplicate set, issue 43872 is the best candidate: it is a concrete, well-scoped bug and has a near-exact later duplicate in 44291.", + "summary": "Mostly unrelated issue reports. I accepted only the clearly duplicate docs cleanup pair, the exact `_is_hf_initialized` loading regression pair, and the near-identical mask-shape regression pair; the rest are too model- or context-specific to merge confidently.", + "confidence": 0.88, + "canonical_issue_reason": "Issue 44291 is the clearest root-cause report for the `_is_hf_initialized` / `init_empty_weights` regression and is a better canonical anchor than the more symptom-specific duplicate report.", "canonical_pr_reason": null, - "best_issue_reason": "Issue 43872 is the strongest overall issue candidate because it names a specific failure mode, has a very close duplicate with the same `_is_hf_initialized` symptom, and is more concrete than the broader/looser matches elsewhere in the cluster.", + "best_issue_reason": "44291 is the strongest standalone representative because it states the concrete failure mode and underlying loading-path regression most precisely.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:45685", "right": "issue:45823", "accept": false, - "reason": "Both concern MOE/device behavior, but one is an MPS histogram error and the other is a device-mismatch forward bug; different symptoms and likely different fixes." - }, - { - "left": "issue:43824", - "right": "issue:43872", - "accept": false, - "reason": "One is an import error for Qwen2.5-VL, the other is a bitsandbytes/_is_hf_initialized constructor incompatibility; not the same bug." + "reason": "Different failure modes: MPS int histogram error vs Gemma4 device placement mismatch." }, { "left": "issue:44991", "right": "issue:45399", "accept": false, - "reason": "Tokenizer loading failure vs flash-attention fallback gating; unrelated concrete problems." + "reason": "Tokenizer loading for one model vs flash-attn fallback gating; same broad area only." }, { "left": "issue:42491", "right": "issue:44368", "accept": false, - "reason": "Both mention Qwen3 LoRA warnings/issues, but one is a hf4.x/hf5.x weight-compatibility problem and the other is a tie_word_embeddings warning; not the same issue." + "reason": "Both mention Qwen/LoRA, but one is a version compatibility break and the other is only a warning about tie_word_embeddings." + }, + { + "left": "issue:43824", + "right": "issue:43872", + "accept": false, + "reason": "Import error for Qwen2.5-VL class vs bitsandbytes `_is_hf_initialized` constructor issue; unrelated code paths." }, { "left": "issue:45020", "right": "issue:45823", "accept": false, - "reason": "Remote-code regressions are broader than this specific Gemma4 PLE device-map mismatch; no shared concrete code-path shown." + "reason": "Remote_code regressions and a Gemma4 device-mapping bug are different underlying problems." }, { "left": "issue:44661", "right": "issue:45020", "accept": false, - "reason": "Tokenizer-mapping edge case vs general remote_code breakage; too broad and not the same failure." + "reason": "Tokenizer mapping bug vs remote_code breakage; same loader area but not the same defect." }, { "left": "issue:43828", "right": "issue:45823", "accept": false, - "reason": "Autocast dtype mismatch in Phi-tiny-MoE is a different runtime failure from a Gemma4 device placement bug." + "reason": "Autocast dtype mismatch in Phi-tiny-MoE is unrelated to Gemma4 device mismatch." }, { "left": "issue:45081", "right": "issue:45399", "accept": false, - "reason": "Tokenizer regex crash vs flash-attn fallback gating; completely different subsystems." + "reason": "Mistral regex patch crash vs flash-attn fallback checks; different code paths." }, { "left": "issue:45020", "right": "issue:45356", "accept": false, - "reason": "General remote_code regressions and a Kimi-K2.5 tokenizer codec regression are not the same bug." + "reason": "General remote_code regression vs Kimi-K2.5 tokenizer codec regression; not the same bug." }, { "left": "issue:43742", "right": "issue:45399", "accept": false, - "reason": "MobileLLM loading key error and flash-attn fallback checks are unrelated." - }, - { - "left": "issue:43404", - "right": "issue:43950", - "accept": false, - "reason": "Untied lm_head weights in Mistral3 and silent non-persistent buffer corruption are different model-loading bugs." + "reason": "MobileLLM load failure vs flash-attn fallback gating; no concrete shared defect." }, { "left": "issue:43827", "right": "issue:44509", "accept": true, - "reason": "Both report the same docs cleanup problem: removed v5 pipeline tasks are still referenced in documentation." + "reason": "Both are the same docs cleanup: stale references to removed v5 pipeline tasks." + }, + { + "left": "issue:43404", + "right": "issue:43950", + "accept": false, + "reason": "Weight tying bug in a model class vs silent non-persistent buffer corruption in `from_pretrained()`; different fixes." }, { "left": "issue:43638", "right": "issue:45823", "accept": false, - "reason": "ZeRO-3 index-out-of-bounds in a non-pretrained Bert setup is unrelated to Gemma4 device-map mismatch." + "reason": "DeepSpeed ZeRO-3 index error in Bert training vs Gemma4 forward device mismatch." }, { "left": "issue:42915", "right": "issue:45020", "accept": false, - "reason": "A Qwen3 MOE weight-conversion issue under accelerate+deepspeed is not the same as a broad remote_code regression." + "reason": "MoE weight conversion under accelerate+deepspeed is not the same as remote_code loader breakage." }, { - "left": "issue:43792", - "right": "issue:44220", + "left": "issue:43257", + "right": "issue:43866", "accept": false, - "reason": "Whisper failing to run may involve audio feature extraction, but the titles do not identify the same concrete bug." + "reason": "Qwen3 MoE weight loading bug vs Ovis2 checkpoint corruption; unrelated." }, { - "left": "issue:43257", - "right": "issue:43866", + "left": "issue:43792", + "right": "issue:44220", "accept": false, - "reason": "Qwen3 MOE weight conversion under accelerate+deepspeed and a corrupted Ovis2 checkpoint are distinct problems." + "reason": "Whisper runtime failure and `_torch_extract_fbank_features()` may be related, but the reports are too broad to treat as the same bug." }, { "left": "issue:43872", "right": "issue:44291", "accept": true, - "reason": "These describe the same `_is_hf_initialized` incompatibility when constructing/loading quantized or empty-initialized params." + "reason": "Same concrete loading regression: `_is_hf_initialized` unexpectedly reaches `Int8Params` / `init_empty_weights`." }, { "left": "issue:42915", "right": "issue:43872", "accept": false, - "reason": "Both involve loading/model-init regressions, but one is Qwen3 MOE weight conversion and the other is bitsandbytes init-arg incompatibility." + "reason": "Different DeepSpeed/load-time failures: weight conversion vs bitsandbytes constructor incompatibility." }, { "left": "issue:41553", "right": "issue:44991", "accept": false, - "reason": "Different tokenizer-loading failures for different models; no shared concrete root cause." - }, - { - "left": "issue:36331", - "right": "issue:41093", - "accept": false, - "reason": "Unexpected trainer kwargs and mask/tensor shape mismatch are unrelated failures." + "reason": "Bad Voxtral tokenizer error message vs tokenizer loading failure for est-roberta; different issues." }, { "left": "issue:43257", "right": "issue:45305", "accept": false, - "reason": "Weight conversion under deepspeed is not the same as incorrect gradient averaging with GAS and loss kwargs." + "reason": "Weight conversion failure vs gradient averaging bug under GAS; different code paths." }, { - "left": "issue:43940", - "right": "issue:45313", + "left": "issue:36331", + "right": "issue:41093", "accept": false, - "reason": "Both are Qwen ZeRO-3 weight-loading issues, but the model variants and reported failures differ enough that they are not clearly the same bug." + "reason": "Unexpected `compute_loss` kwarg vs tensor/mask shape mismatch; unrelated training errors." }, { "left": "issue:42947", "right": "issue:45923", "accept": false, - "reason": "Gradient checkpointing effectiveness and a missing supports_gradient_checkpointing flag are related but not the same concrete issue." + "reason": "Gradient checkpointing ineffective with PEFT LoRA is broader and different from a missing `supports_gradient_checkpointing` flag." + }, + { + "left": "issue:43940", + "right": "issue:45313", + "accept": false, + "reason": "Both are Qwen DeepSpeed ZeRO-3 load failures, but different model families and different missing-weight symptoms." }, { "left": "issue:43854", "right": "issue:44863", "accept": false, - "reason": "Different model families and different loading failures; too little evidence of a single underlying bug." + "reason": "GLM-4.7-Flash test load failure vs NemotronH checkpoint loading failure; unrelated model-specific bugs." }, { "left": "issue:44928", "right": "issue:45588", "accept": false, - "reason": "RLHF NaNs from 3D position_ids/SDPA fallback and a flash_attention s_aux crash are separate runtime issues." + "reason": "RLHF gradient explosion from 3D position_ids is not the same as a flash_attention `s_aux=None` crash." }, { "left": "issue:43872", "right": "issue:45538", "accept": false, - "reason": "The CLIPTokenizer max-length issue is unrelated to the `_is_hf_initialized` loading incompatibility." + "reason": "Bitsandbytes `_is_hf_initialized` incompatibility vs CLIPTokenizer max-length constant bug." }, { "left": "issue:41093", "right": "issue:44805", "accept": true, - "reason": "These are the same mask/index shape-mismatch error pattern, with the later issue restating the same failure." + "reason": "Near-identical mask/tensor length mismatch error; same underlying off-by-one indexing bug." }, { "left": "issue:41553", "right": "issue:44488", "accept": false, - "reason": "Both are tokenizer/loading complaints, but they concern different models and do not show the same root cause." + "reason": "Voxtral tokenizer error-message issue vs inability to load cjvt/sleng-bert; different model loading problems." }, { "left": "issue:44479", "right": "issue:44560", - "accept": true, - "reason": "Both are Qwen VL video-input regressions in v5.3.0, and the StopIteration report looks like a concrete instance of the broader video bug." + "accept": false, + "reason": "Video-input regression for several VL models vs Qwen3-VL embedding StopIteration; related area but not the same defect." }, { "left": "issue:44530", "right": "issue:44863", "accept": false, - "reason": "PagedAttentionCache linear_attention crash and NemotronH checkpoint loading are unrelated." + "reason": "PagedAttentionCache crash on Qwen3.5 vs NemotronH checkpoint loading failure; different underlying bugs." }, { "left": "issue:24643", "right": "issue:30064", "accept": false, - "reason": "DeepSpeed training weight-shape error vs image processor void-segmentation failure; different code paths and bugs." + "reason": "DeepSpeed training weight-shape error vs image processor void-segmentation-map bug; unrelated." }, { "left": "issue:45325", "right": "issue:45902", "accept": false, - "reason": "Qwen2.5-VL rope scaling bug and Qwen3.5-MOE uninitialized-memory bug are different model internals." + "reason": "Qwen2.5-VL rope scaling bug vs Qwen3.5 MoE `inv_freq` uninitialized-memory bug; different mechanisms." }, { "left": "issue:43366", "right": "issue:43828", "accept": false, - "reason": "GGUF architecture support and an autocast dtype mismatch are unrelated." + "reason": "GGUF/gpt-oss architecture support vs autocast dtype mismatch in Phi-tiny-MoE; unrelated." } ] }, "evaluator_result": { "accept": true, - "feedback": "The summary is grounded in the packet and stays conservative. The accepted soft matches are well supported by the issue titles/bodies, especially 43872\u219444291, 41093\u219444805, and 43827\u219444509. The rejected links are generally cautious and do not overclaim shared root cause. The overall characterization of a heterogeneous cluster with a few clear duplicate pairs is consistent with the evidence." + "feedback": "The summary is grounded in the packet and stays mostly conservative. The three accepted pairs are well-supported by their titles and issue descriptions: the docs cleanup pair, the `_is_hf_initialized` / `init_empty_weights` loading regression pair, and the mask-shape mismatch pair. The rejected pairs are framed cautiously and do not overclaim equivalence. The canonical/best-issue rationale is also supported by the packet." }, "evaluator_used": true, "retried": false, @@ -1499,11 +1616,11 @@ "component_index": 1, "component_count": 17, "review_unit_index": 5, - "review_unit_count": 50, + "review_unit_count": 49, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-427", "nodes": [ @@ -1563,11 +1680,11 @@ "issue:43824|issue:43957", "issue:44560|issue:45685", "issue:43550|issue:44910", - "issue:42915|issue:43957", "issue:43645|issue:43646", + "issue:42915|issue:43957", "issue:43366|issue:44589", - "issue:44560|issue:44918", "issue:42617|issue:43366", + "issue:44560|issue:44918", "issue:36010|issue:42915", "issue:44661|issue:45823", "issue:44560|issue:44805", @@ -1583,106 +1700,101 @@ "issue:42491|issue:43720", "issue:41720|issue:42915", "issue:44960|issue:44977", - "issue:45313|issue:45357", "issue:44451|issue:44488", + "issue:45313|issue:45357", "issue:42915|issue:44756", "issue:42491|issue:45276", - "issue:43708|issue:44075" + "issue:43708|issue:44075", + "issue:39692|issue:43994" ], - "prepared_review_unit_hash": "7d4dd8aab128e01c51a838e404d35c523e9f5cd9d4a3a388d7c237083538de9c", + "prepared_review_unit_hash": "30a20aff55deb35733896a2633689f3372ab36354ff48760aec213238f323bb1", "component_budget": { "node_count": 427, "item_count": 427, - "soft_pair_count": 1575, - "serialized_chars": 815841, - "estimated_input_tokens": 203961, - "estimated_eval_tokens": 408178 + "soft_pair_count": 1576, + "serialized_chars": 816182, + "estimated_input_tokens": 204046, + "estimated_eval_tokens": 408348 }, "budget": { "node_count": 47, "item_count": 47, - "soft_pair_count": 32, - "serialized_chars": 36626, - "estimated_input_tokens": 9157, - "estimated_eval_tokens": 18570 + "soft_pair_count": 33, + "serialized_chars": 36926, + "estimated_input_tokens": 9232, + "estimated_eval_tokens": 18720 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This set is not one tight duplicate cluster; it contains several separate bug themes. The only strong duplicate-like pairs are the custom model initialization regressions, the non-persistent buffer regression, the SigLIP2 output regression, and the two \"cannot load BERT checkpoint\" reports. Most other soft edges are broader same-subreddit similarities but not the same underlying bug.", - "confidence": 0.81, - "canonical_issue_reason": "Issue 43646 is the broadest representative of the strongest duplicate-style theme here: Transformers 5.0.0 breaking custom model initialization. It is more general than the notebook-specific variant and best serves as the anchor for that subcluster.", + "summary": "Mostly a loose collection of unrelated Transformers issues, with a few clear duplicate pairs around the same regression topics (non-persistent buffers in v5, SigLIP2 bad outputs, custom model init, and BERT model-load failures).", + "confidence": 0.86, + "canonical_issue_reason": "issue:43644 is the clearest canonical pick: it states the non-persistent buffer corruption regression directly and has an exact near-duplicate in 44534.", "canonical_pr_reason": null, - "best_issue_reason": "Issue 43646 is the best overall issue representative because it captures the core regression in a concise, general form and aligns with the clearest issue-level duplicate pair in the set.", + "best_issue_reason": "issue:43644 is the strongest representative issue in this set because it is specific, clearly reproducible, and has the cleanest duplicate linkage.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:45663", "right": "issue:45823", "accept": false, - "reason": "Same family (Gemma4) but different failures: an FSDP2 shared_kv_states KeyError vs a device_map=\"auto\" device mismatch in forward." + "reason": "Different models and failure modes: Gemma4 FSDP2 KeyError vs Gemma4 PLE device mismatch on auto device_map." }, { "left": "issue:44155", "right": "issue:45584", "accept": false, - "reason": "Different models and code paths: AudioFlamingo3 batched inference leak vs Whisper empty-transcription generation after align_special_tokens." + "reason": "Different code paths: AudioFlamingo3 track leakage vs Whisper empty-transcription handling after align_special_tokens." }, { "left": "issue:43366", "right": "issue:43531", "accept": false, - "reason": "Unrelated changes: GGUF/gpt-oss support vs a sliding_window bug in Qwen3-MoE." + "reason": "Unrelated: GGUF gpt-oss support request vs Qwen3-MoE sliding_window bug." }, { "left": "issue:43950", "right": "issue:45834", "accept": false, - "reason": "Both are load/runtime regressions, but one is non-persistent buffer corruption and the other is a Kosmos2.5 long-OCR index error." + "reason": "Different regressions: non-persistent buffer corruption vs Kosmos2.5 long-OCR index error." }, { "left": "issue:43824", "right": "issue:43957", "accept": false, - "reason": "Different root causes: missing Qwen2_5_VL import symbol vs model loading on torch.device(\"meta\")." + "reason": "Different issues: missing export for Qwen2_5_VLForConditionalGeneration vs meta-device loading problems across some models." }, { "left": "issue:44560", "right": "issue:45685", "accept": false, - "reason": "Different subsystems: Qwen3-vl video embedding StopIteration vs an MPS histogram error in moe." + "reason": "Different models and subsystems: Qwen3-vl-embedding video StopIteration vs MoE MPS histogram kernel issue." }, { "left": "issue:43550", "right": "issue:44910", "accept": false, - "reason": "Both are attention/compile-related, but they affect different models and bugs: Bamba torch.compile+SDPA vs Qwen3.5 Flash Attention 3D position_ids handling." - }, - { - "left": "issue:42915", - "right": "issue:43957", - "accept": false, - "reason": "Same project area but not the same bug: Qwen3-MoE FineGrainedFP8Config failure vs meta-device model loading breakage." + "reason": "Different concrete bugs: torch.compile + SDPA on Bamba vs Flash Attention crashing on Qwen3.5 3D position_ids." }, { "left": "issue:43645", "right": "issue:43646", "accept": true, - "reason": "Same underlying regression: Transformers 5.0.0 breaking custom model initialization, with one report being notebook-specific and the other generic." + "reason": "Same underlying regression in custom model initialization under Transformers v5; one report is notebook-specific, the other is the general case." }, { - "left": "issue:43366", - "right": "issue:44589", + "left": "issue:42915", + "right": "issue:43957", "accept": false, - "reason": "Completely different failures: GGUF/gpt-oss support vs missing Float8 storage type during load." + "reason": "Different failures: Qwen3Moe FP8 config vs dequantized model loading with gpu+cpu offload." }, { - "left": "issue:44560", - "right": "issue:44918", + "left": "issue:43366", + "right": "issue:44589", "accept": false, - "reason": "Different Qwen3.5 problems: video embedding StopIteration vs SFT trainer input-embedding unpacking failure." + "reason": "Unrelated: GGUF gpt-oss support vs Float8 storage-object loading error." }, { "left": "issue:42617", @@ -1690,125 +1802,125 @@ "accept": false, "reason": "No shared bug: 3d_parallel.py execution failure vs GGUF architecture support." }, + { + "left": "issue:44560", + "right": "issue:44918", + "accept": false, + "reason": "Both Qwen3.5-related, but different failures: video StopIteration vs trl SFT embedding unpacking." + }, { "left": "issue:36010", "right": "issue:42915", "accept": false, - "reason": "Unrelated issues: GenerationMixin import breakage vs Qwen3-MoE FineGrainedFP8Config failure." + "reason": "Completely different: GenerationMixin import error vs Qwen3Moe FP8 failure." }, { "left": "issue:44661", "right": "issue:45823", "accept": false, - "reason": "Different code paths: tokenizer mapping/add-new-model-like failure vs Gemma4 PLE device mismatch." + "reason": "Different areas: tokenizer mapping-name restriction vs Gemma4 PLE device mismatch." }, { "left": "issue:44560", "right": "issue:44805", "accept": false, - "reason": "Different errors and models: Qwen3-vl video StopIteration vs a generic mask/tensor shape IndexError." + "reason": "Different symptoms and code paths: video StopIteration vs mask/tensor shape mismatch." }, { "left": "issue:43632", "right": "issue:45834", "accept": false, - "reason": "Both involve model setup, but one is the _is_hf_initialized flag regression and the other is a Kosmos2.5 OCR index error." + "reason": "Different regressions: _is_hf_initialized flag breakage vs Kosmos2.5 long-OCR index error." }, { "left": "issue:38175", "right": "issue:43994", "accept": true, - "reason": "Same underlying SigLIP2 inference regression: zero probabilities / nonsensical outputs from the same model family and likely the same loading or processor mismatch." + "reason": "Same model family and same symptom class: SigLIP2 producing nonsensical/zero-probability outputs." }, { "left": "issue:43638", "right": "issue:44661", "accept": false, - "reason": "Different bugs: DeepSpeed ZeRO-3 index error on non-pretrained Bert vs tokenizer-mapping-related add-new-model-like failure." + "reason": "Different issues: ZeRO-3/BertModel index error vs add-new-model-like tokenizer-mapping failure." }, { "left": "issue:43596", "right": "issue:44661", "accept": false, - "reason": "Different failures: Bert/Zero3 index error vs add-new-model-like behavior with TOKENIZER_MAPPING_NAMES." + "reason": "Different bugs: ZeRO-3 init index error vs tokenizer-mapping-name restriction." }, { "left": "issue:44661", "right": "issue:44805", "accept": false, - "reason": "No common underlying bug: tokenizer-model registration issue vs generic mask shape IndexError." + "reason": "Unrelated: tokenizer/model registration issue vs tensor mask shape mismatch." }, { "left": "issue:44877", "right": "issue:45030", "accept": false, - "reason": "Different config-validation problems affecting different models (granite_speech vs tiny-random glm4v)." + "reason": "Both involve config validation, but the titles point to different model configs and likely different fixes." }, { "left": "issue:43317", "right": "issue:44756", "accept": false, - "reason": "Different symptoms and likely different fixes: gpu+cpu offload dequantized loading vs disabling mmap on Strix Halo to avoid OOM." + "reason": "Different concerns: dequantized model offload failure vs mmap OOM on Strix Halo." }, { "left": "issue:43644", "right": "issue:44534", "accept": true, - "reason": "Same regression: Transformers 5.x fills non-persistent buffers with junk; the titles are two phrasings of the same bug." + "reason": "Near-identical duplicate reports of Transformers v5 filling non-persistent buffers with junk." }, { "left": "issue:38175", "right": "issue:39692", "accept": false, - "reason": "Same model family, but not the same bug: zero probabilities at inference vs documentation example errors and quantization failure." + "reason": "Both mention SigLIP2, but one is bad model outputs while the other is a broken documentation example with additional issues." }, { "left": "issue:42491", "right": "issue:43720", "accept": false, - "reason": "Different regressions: Qwen3-MoE LoRA compatibility across hf4.x/hf5.x vs BitNet AutoBitLinear packed-weight loading." + "reason": "Different topics: Qwen3-MoE LoRA compatibility across versions vs BitNet packed-weight loading." }, { "left": "issue:41720", "right": "issue:42915", "accept": false, - "reason": "Both are Qwen3-related runtime failures, but one is auto device mapping cudaErrorAssert and the other is FineGrainedFP8Config failure in Qwen3-MoE." + "reason": "Different concrete failures: auto device mapping cudaErrorAssert vs FineGrainedFP8Config on Qwen3Moe." }, { "left": "issue:44960", "right": "issue:44977", "accept": false, - "reason": "Different model families and bugs: GLM5 vs Qwen3.5 Flash Attention generation failure." - }, - { - "left": "issue:45313", - "right": "issue:45357", - "accept": false, - "reason": "Same model family but different issues: ZeRO-3 loading of language_model weights vs save_pretrained writing incorrect visual encoder keys." + "reason": "Different models and bugs: GLM5 vs Qwen3.5 flash-attention generation failure." }, { "left": "issue:44451", "right": "issue:44488", "accept": true, - "reason": "Both report the same loading regression for specific BERT checkpoints in the current/latest version, likely the same underlying model-loading incompatibility." + "reason": "Same underlying model-loading regression affecting different BERT checkpoints; both report current/latest version cannot load the model." }, { - "left": "issue:42491", - "right": "issue:45276", + "left": "issue:45313", + "right": "issue:45357", "accept": false, - "reason": "Unrelated problems: Qwen3-MoE LoRA compatibility vs Gemma4 resize_token_embeddings not updating tied outputs." + "reason": "Different Qwen3.5 bugs: ZeRO-3 weight loading vs incorrect visual encoder keys on save_pretrained." }, { - "left": "issue:43708", - "right": "issue:44075", + "left": "issue:39692", + "right": "issue:43994", "accept": false, - "reason": "Different trainer/optimizer bugs: resume_from_checkpoint max_steps miscalculation vs SGD args being ignored." + "reason": "Same model family but different problem type: docs example errors vs inference producing nonsensical outputs." } ] }, "evaluator_result": { "accept": true, - "feedback": "The summary is grounded in the packet and stays mostly conservative in the soft-edge calls. The accepted pairs are all plausibly same-bug matches from the titles alone, and the rejected pairs are generally supported by differing models or root causes. I didn\u2019t see an overstatement severe enough to reject." + "feedback": "The clustering is grounded in the packet and the accepted soft-edge pairs are conservative enough: 43644/44534, 43645/43646, 38175/43994, and 44451/44488 are all strongly title-consistent duplicates. The rejected pairs are generally cautious and do not overclaim beyond the available evidence. Summary is appropriately conservative." }, "evaluator_used": true, "retried": false, @@ -1821,11 +1933,11 @@ "component_index": 1, "component_count": 17, "review_unit_index": 6, - "review_unit_count": 50, + "review_unit_count": 49, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-427", "nodes": [ @@ -1848,7 +1960,6 @@ "issue:43873", "issue:43931", "issue:43957", - "issue:43994", "issue:44155", "issue:44164", "issue:44291", @@ -1879,12 +1990,11 @@ "issue:46050" ], "soft_pairs": [ - "issue:43854|issue:43931", - "issue:43257|issue:43854", "issue:45488|issue:45812", "issue:44488|issue:44991", - "issue:39692|issue:43994", "issue:43644|issue:43645", + "issue:43257|issue:43854", + "issue:43854|issue:43931", "issue:43856|issue:43873", "issue:42491|issue:43931", "issue:45362|issue:45406", @@ -1893,282 +2003,276 @@ "issue:42491|issue:45292", "issue:44910|issue:45588", "issue:44164|issue:44291", - "issue:45276|issue:45335", "issue:36010|issue:39404", - "issue:43404|issue:43454", + "issue:45276|issue:45335", "issue:41720|issue:44155", - "issue:43425|issue:43957", + "issue:43404|issue:43454", "issue:39692|issue:44960", - "issue:44402|issue:44488", + "issue:43425|issue:43957", "issue:42947|issue:45704", - "issue:43873|issue:44387", + "issue:44402|issue:44488", "issue:45663|issue:45759", + "issue:43873|issue:44387", "issue:44291|issue:44756", "issue:45663|issue:45859", "issue:44155|issue:45823", "issue:44292|issue:44912", - "issue:43335|issue:45663", "issue:44387|issue:44756", + "issue:43335|issue:45663", "issue:43957|issue:44756", - "issue:43854|issue:45216", - "issue:45276|issue:45292", "issue:42947|issue:43381", + "issue:45276|issue:45292", "issue:44164|issue:44756", + "issue:43854|issue:45216", "issue:43381|issue:44928" ], - "prepared_review_unit_hash": "c60da88ab098a8817a69355d540b6920ac65be97eb1e309b0f5f047a972a08a2", + "prepared_review_unit_hash": "27e2ce7913dba9da643da04bd087aa1d397130f9a1b068b615384f8bd6f9ae4b", "component_budget": { "node_count": 427, "item_count": 427, - "soft_pair_count": 1575, - "serialized_chars": 815841, - "estimated_input_tokens": 203961, - "estimated_eval_tokens": 408178 + "soft_pair_count": 1576, + "serialized_chars": 816182, + "estimated_input_tokens": 204046, + "estimated_eval_tokens": 408348 }, "budget": { - "node_count": 48, - "item_count": 48, - "soft_pair_count": 36, - "serialized_chars": 38639, - "estimated_input_tokens": 9660, - "estimated_eval_tokens": 19576 + "node_count": 47, + "item_count": 47, + "soft_pair_count": 35, + "serialized_chars": 37753, + "estimated_input_tokens": 9439, + "estimated_eval_tokens": 19134 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "Mostly heterogeneous. The only clear duplicate family is the resize_token_embeddings propagation bug spanning a generic report and closely related model-specific variants; the remaining pairs are broad similarity matches that should stay separate.", - "confidence": 0.89, - "canonical_issue_reason": "Issue 45276 is the best anchor for the resize_token_embeddings family because it states the concrete failure mode (`embed_tokens_per_layer` / `output_embeddings` not updating), while 45292 is the generic symptom report and 45335 is a related model-variant report of the same behavior.", + "summary": "This set is mostly a grab bag of unrelated Transformers issues. The only clear duplicate cluster is around `resize_token_embeddings` failing to propagate to downstream embeddings/output heads (45276/45292/45335).", + "confidence": 0.82, + "canonical_issue_reason": "Issue 45276 is the strongest representative of the only coherent duplicate cluster: it describes the core `resize_token_embeddings` propagation bug, and it has direct near-duplicates/narrower variants in 45292 and 45335.", "canonical_pr_reason": null, - "best_issue_reason": "Issue 45276 is the clearest issue in the set because it gives the most specific, model-grounded description of the only real duplicate family in the cluster.", + "best_issue_reason": "Issue 45276 is the best overall issue to anchor triage because it is the clearest, broadest statement of the shared resize-token-embedding regression and matches the accepted duplicate neighborhood.", "best_pr_reason": null, "soft_edge_verdicts": [ - { - "left": "issue:43854", - "right": "issue:43931", - "accept": false, - "reason": "Both are loading regressions, but they involve different models and different concrete failures: GLM-4.7 test loading versus Qwen3-VL shape mismatch." - }, - { - "left": "issue:43257", - "right": "issue:43854", - "accept": false, - "reason": "Different problems: Qwen3 MoE load/offload behavior versus GLM-4.7 model loading in tests." - }, { "left": "issue:45488", "right": "issue:45812", "accept": false, - "reason": "Both are tokenizer regressions, but they affect different tokenizer paths and different model families; not the same bug." + "reason": "Both are tokenizer regressions, but they affect different tokenizer stacks/models and describe different failure mechanisms (`LlamaTokenizer` pre-tokenizer override vs wrong token IDs)." }, { "left": "issue:44488", "right": "issue:44991", "accept": false, - "reason": "Similar loading symptom, but different models and no evidence of a shared tokenizer/config code path." + "reason": "Both are tokenizer loading failures, but the affected models and reported breakages are different; no sign of the same underlying bug." }, { - "left": "issue:39692", - "right": "issue:43994", + "left": "issue:43644", + "right": "issue:43645", "accept": false, - "reason": "Both mention SigLIP2, but one is a docs/example mismatch and the other is incorrect outputs in AutoModel/pipeline; different failure modes." + "reason": "Both are Transformers 5 regressions, but one is about non-persistent buffers being junk-filled and the other is about custom model initialization in Jupyter notebooks." }, { - "left": "issue:43644", - "right": "issue:43645", + "left": "issue:43257", + "right": "issue:43854", + "accept": false, + "reason": "Different models and different failure modes; both involve loading, but not the same concrete code path." + }, + { + "left": "issue:43854", + "right": "issue:43931", "accept": false, - "reason": "Both are Transformers 5.0 regressions, but one is about non-persistent buffers and the other is notebook/custom-model initialization." + "reason": "Unrelated load failures for different models; one is a unit-test loading issue, the other is a shape mismatch on a Qwen3-VL checkpoint." }, { "left": "issue:43856", "right": "issue:43873", "accept": false, - "reason": "Both are memory-related, but one is Qwen3 MoE training efficiency and the other is offloading/quantization behavior." + "reason": "Both mention memory/performance, but one is Qwen3 MoE training memory usage and the other is quantization/offloading behavior; not the same bug." }, { "left": "issue:42491", "right": "issue:43931", "accept": false, - "reason": "Qwen3 LoRA compatibility across versions and a Qwen3-VL weight-shape load error are different bugs." + "reason": "Different models and unrelated load-time failures; no shared underlying bug." }, { "left": "issue:45362", "right": "issue:45406", "accept": false, - "reason": "Different entrypoints and failures: Qwen3.5 chat crashes versus Gemma4Processor missing `_tokenizer` in serve." + "reason": "One is a Qwen3.5 chat crash, the other is a Gemma4 processor attribute error in serve; unrelated." }, { "left": "issue:43856", "right": "issue:44387", "accept": false, - "reason": "Both involve memory, but one is training-memory efficiency and the other is increased reserved memory under int4 quantization." + "reason": "Both are memory-related, but one is Qwen3 MoE training memory usage and the other is int4 quantization reserved-memory/OOM; too broad to be duplicates." }, { "left": "issue:44960", "right": "issue:46050", "accept": false, - "reason": "GLM5 is a broad model-specific issue, while the other is a save/load corruption report for quantized models; not the same bug." + "reason": "Different models and different save/load regressions; not the same issue." }, { "left": "issue:42491", "right": "issue:45292", "accept": false, - "reason": "No overlap beyond versioned regressions: Qwen3 MoE LoRA compatibility versus generic resize_token_embeddings propagation." + "reason": "Unrelated: LoRA/qwen3_moe compatibility versus a token-embedding resize propagation bug." }, { "left": "issue:44910", "right": "issue:45588", "accept": false, - "reason": "Both touch flash attention, but the concrete failures differ: 3D position_ids misinterpretation versus an s_aux=None attribute crash." + "reason": "Both touch attention code, but one is a Qwen3.5 3D position_ids flash-attention crash and the other is an `s_aux=None` AttributeError in sink-less models." }, { "left": "issue:44164", "right": "issue:44291", "accept": false, - "reason": "Saving/loading extra_state and the unexpected _is_hf_initialized argument in init_empty_weights are separate code paths." + "reason": "Both involve model serialization/loading internals, but the concrete bugs differ (`extra_state` handling vs unexpected `_is_hf_initialized` during init_empty_weights)." + }, + { + "left": "issue:36010", + "right": "issue:39404", + "accept": false, + "reason": "Import error for `GenerationMixin` versus Whisper pipeline `return_language` regression; unrelated." }, { "left": "issue:45276", "right": "issue:45335", "accept": true, - "reason": "Same underlying bug: resize_token_embeddings is not propagating correctly to tied output/decoder embeddings across related model variants." + "reason": "Same underlying `resize_token_embeddings` propagation bug: both say resized embeddings are not reflected in output/decoder embeddings, just on different model families." }, { - "left": "issue:36010", - "right": "issue:39404", + "left": "issue:41720", + "right": "issue:44155", "accept": false, - "reason": "Importing GenerationMixin and Whisper return_language pipeline behavior are unrelated failures." + "reason": "Different model/runtime problems: Qwen3 auto device-mapping crash versus AudioFlamingo3 batched inference token/embedding leakage." }, { "left": "issue:43404", "right": "issue:43454", "accept": false, - "reason": "Both are weight-tying bugs, but they affect different models and are not clearly the same code-path problem." + "reason": "Both are weight-tying complaints, but they target different model classes and there is no evidence they are the same code path bug." }, { - "left": "issue:41720", - "right": "issue:44155", + "left": "issue:39692", + "right": "issue:44960", "accept": false, - "reason": "Different runtime failures: Qwen3 auto device-map CUDA assert versus AudioFlamingo3 batched token/embedding leakage." + "reason": "SigLIP2 docs/example errors are unrelated to the GLM5 model-loading issue." }, { "left": "issue:43425", "right": "issue:43957", "accept": false, - "reason": "Torch version incompatibility and meta-device loading regressions are distinct issues." + "reason": "Both are compatibility/load issues, but one is torch version incompatibility and the other is meta-device loading regressions; not duplicates." }, { - "left": "issue:39692", - "right": "issue:44960", + "left": "issue:42947", + "right": "issue:45704", "accept": false, - "reason": "Different model families and different bug classes; no shared duplicate evidence." + "reason": "Completely different topics: PEFT gradient checkpointing versus an apex RMSNorm memory leak." }, { "left": "issue:44402", "right": "issue:44488", "accept": false, - "reason": "A tokenizer vocab mismatch and a model loading failure are different problems on different models." + "reason": "Both are model/tokenizer loading issues, but they concern different models and likely different root causes." }, { - "left": "issue:42947", - "right": "issue:45704", + "left": "issue:45663", + "right": "issue:45759", "accept": false, - "reason": "Gradient checkpointing/PEFT behavior and an Apex RMSNorm memory leak are unrelated." + "reason": "Different model architectures and different bugs: Gemma-4 FSDP2 attention state versus Qwen multimodal config unwrapping." }, { "left": "issue:43873", "right": "issue:44387", "accept": false, - "reason": "Both are memory-related, but one is offloading/quantization semantics and the other is reserved-memory growth under int4 quantization." - }, - { - "left": "issue:45663", - "right": "issue:45759", - "accept": false, - "reason": "Gemma4 FSDP2 attention-state rebuilding and Qwen composite config unwrapping are different model-specific bugs." + "reason": "Both are memory-related, but one is quantization/offloading behavior and the other is a specific int4 reserved-memory regression." }, { "left": "issue:44291", "right": "issue:44756", "accept": false, - "reason": "Unexpected init_empty_weights arguments and mmap OOM on Strix Halo are unrelated." + "reason": "Meta initialization TypeError and mmap-on-Strix-Halo OOM are unrelated." }, { "left": "issue:45663", "right": "issue:45859", "accept": false, - "reason": "Gemma4 attention-state rebuilding and Qwen3.5 MoE rotary offload incompatibility are separate failures." + "reason": "Different models and code paths: Gemma-4 FSDP2 attention state versus Qwen3_5 MoE rotary embedding CPU-offload incompatibility." }, { "left": "issue:44155", "right": "issue:45823", "accept": false, - "reason": "AudioFlamingo3 track leakage and Gemma4 PLE device mismatch are different bugs." + "reason": "Different subsystems and failures: batched inference leakage versus device-map mismatch in Gemma4 PLE." }, { "left": "issue:44292", "right": "issue:44912", "accept": false, - "reason": "Different quantization/load problems on different models; no shared concrete bug." + "reason": "Both are quantization-related loading issues, but they involve different quantization formats and symptoms (NVFP4 load error vs MXFP4 fallback to bf16)." }, { - "left": "issue:43335", - "right": "issue:45663", + "left": "issue:44387", + "right": "issue:44756", "accept": false, - "reason": "Sparse-layer construction in SwitchTransformers and Gemma4 attention-state rebuilding are unrelated." + "reason": "Different OOM causes; one is int4 quantization memory growth, the other is mmap on Strix Halo." }, { - "left": "issue:44387", - "right": "issue:44756", + "left": "issue:43335", + "right": "issue:45663", "accept": false, - "reason": "Int4 quantization OOM and Strix Halo mmap OOM avoidance are not the same underlying issue." + "reason": "SwitchTransformers sparse-layer construction and Gemma-4 FSDP2 shared_kv_states are unrelated bugs." }, { "left": "issue:43957", "right": "issue:44756", "accept": false, - "reason": "Meta-device loading regressions and mmap-induced OOM are different bugs." + "reason": "Meta-device loading regressions and Strix Halo mmap/OOM are different issues." }, { - "left": "issue:43854", - "right": "issue:45216", + "left": "issue:42947", + "right": "issue:43381", "accept": false, - "reason": "GLM-4.7 test loading and Qwen3.5 save_pretrained checkpoint corruption are distinct regression points." + "reason": "Both mention gradient checkpointing, but one is ineffective PEFT LoRA checkpointing and the other is checkpointing in eval mode; different bugs." }, { "left": "issue:45276", "right": "issue:45292", "accept": true, - "reason": "Same resize_token_embeddings propagation bug; 45292 is the generic symptom report and 45276 is the model-specific instance." + "reason": "Same resize-token-embedding regression: both report resized embeddings not propagating to the model outputs/embedding modules." }, { - "left": "issue:42947", - "right": "issue:43381", + "left": "issue:44164", + "right": "issue:44756", "accept": false, - "reason": "Both mention gradient checkpointing, but one is ineffective LoRA checkpointing and the other is an eval-mode limitation." + "reason": "Serialization `extra_state` handling and mmap-related OOM are unrelated." }, { - "left": "issue:44164", - "right": "issue:44756", + "left": "issue:43854", + "right": "issue:45216", "accept": false, - "reason": "Save/load extra_state handling and mmap OOM on Strix Halo are unrelated." + "reason": "Different model-loading regressions for different models and different root causes." }, { "left": "issue:43381", "right": "issue:44928", "accept": false, - "reason": "Eval-mode gradient checkpointing limitations and Qwen3.5 SDPA/math fallback NaNs are different bugs." + "reason": "Related to gradient/checkpointing and attention behavior, but not the same concrete bug; one is eval-mode checkpointing and the other is Qwen3.5 3D position_ids causing NaNs via SDPA fallback." } ] }, "evaluator_result": { - "accept": false, - "feedback": "The main duplicate-family conclusion is plausible, but parts of the rationale are not fully grounded in the packet. In particular, the claim that issue 45276 has the \"strongest duplicate links\" is unsupported here because the packet shows no explicit duplicate links for these issues, only similarity signals and inbound references. The soft-edge decisions themselves are mostly conservative, but the summary/reasoning should avoid asserting link evidence that is not present in the packet." + "accept": true, + "feedback": "The triage summary is grounded in the packet, and the one accepted cluster is conservative and well-supported: 45276/45292/45335 all describe the same resize_token_embeddings propagation problem across related model variants. The other pairwise rejections are appropriately cautious given the differing titles and apparent failure modes." }, "evaluator_used": true, - "retried": true, + "retried": false, "accepted_nontrivial_soft_edge": true, "error_kind": null, "error_message": null @@ -2178,11 +2282,11 @@ "component_index": 1, "component_count": 17, "review_unit_index": 7, - "review_unit_count": 50, + "review_unit_count": 49, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-427", "nodes": [ @@ -2246,9 +2350,9 @@ "issue:44402|issue:44451", "issue:43425|issue:43828", "issue:43257|issue:44863", - "issue:44683|issue:45823", - "issue:44589|issue:44756", "issue:39404|issue:45701", + "issue:44589|issue:44756", + "issue:44683|issue:45823", "issue:43425|issue:45823", "issue:43611|issue:43645", "issue:43425|issue:43716", @@ -2262,27 +2366,27 @@ "issue:43425|issue:44918", "issue:43299|issue:43931", "issue:44589|issue:45084", - "issue:43596|issue:44683", "issue:44164|issue:45759", "issue:36032|issue:43452", - "issue:39404|issue:44671", "issue:44671|issue:44991", + "issue:39404|issue:44671", + "issue:43596|issue:44683", "issue:43856|issue:44756" ], - "prepared_review_unit_hash": "602ff621902f2f5fe0ca033c45e2055532c05a6aa241d4563b76e3a97867ec53", + "prepared_review_unit_hash": "04b758e1d17dcbff8e304ed02d3a78c9a1a7206e502615b16a56928215f60eae", "component_budget": { "node_count": 427, "item_count": 427, - "soft_pair_count": 1575, - "serialized_chars": 815841, - "estimated_input_tokens": 203961, - "estimated_eval_tokens": 408178 + "soft_pair_count": 1576, + "serialized_chars": 816182, + "estimated_input_tokens": 204046, + "estimated_eval_tokens": 408348 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 32, - "serialized_chars": 37359, + "serialized_chars": 37358, "estimated_input_tokens": 9340, "estimated_eval_tokens": 18936 }, @@ -2291,210 +2395,210 @@ "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is mostly a loose collection of Transformers 5.x regression reports, not a tight duplicate set. The only clear duplicate-like pairs are the two `resize_token_embeddings` bugs and the two Qwen3-VL MoE loading failures.", - "confidence": 0.31, - "canonical_issue_reason": "`issue:43646` is the broadest umbrella-style report in the set: a generic Transformers 5.0 custom-model initialization breakage, without being tied to one narrow model or environment.", + "summary": "This cluster is mostly a grab-bag of unrelated Transformers v5 regressions. Only two soft edges look like true duplicates: custom model initialization (43645/43646) and resize_token_embeddings not propagating to tied output embeddings (45292/45335).", + "confidence": 0.87, + "canonical_issue_reason": "issue:43646 is the broadest representative of the custom-model initialization regression; issue:43645 is a narrower Jupyter-notebook repro of the same underlying bug.", "canonical_pr_reason": null, - "best_issue_reason": "`issue:43646` is the best single representative of the cluster because it is the most general and reusable issue title among mostly unrelated regression reports.", + "best_issue_reason": "issue:43646 best fits the main duplicate-worthy bug in the set and is phrased more generally than the notebook-specific repro.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:45684", "right": "issue:45698", "accept": false, - "reason": "Different custom-model save/load failures: permissions propagation vs wrong module resolution after save." + "reason": "Both involve save/from_pretrained custom-model flows, but one is permissions propagation and the other is loading the wrong module; not the same concrete bug." }, { "left": "issue:44479", "right": "issue:44877", "accept": false, - "reason": "Unrelated regressions in different model families and config paths." + "reason": "Different model families and different failures; same broad v5 regression theme is not enough." }, { "left": "issue:45588", "right": "issue:45663", "accept": false, - "reason": "Flash-attention `s_aux=None` crash vs Gemma FSDP shared-state bug; different code paths." + "reason": "Unrelated code paths: flash_attention sink handling vs Gemma4 FSDP2 shared_kv_states rebuilding." }, { "left": "issue:43646", "right": "issue:43708", "accept": false, - "reason": "Custom model init regression vs Trainer `max_steps` resume math; unrelated." + "reason": "Custom model initialization and Trainer resume/max_steps are unrelated bugs." }, { "left": "issue:43645", "right": "issue:44164", "accept": false, - "reason": "Notebook custom model init issue vs `extra_state` save/load handling; different bugs." + "reason": "Notebook custom-model initialization is unrelated to save/from_pretrained extra_state handling." }, { "left": "issue:45292", "right": "issue:45335", "accept": true, - "reason": "Both report `resize_token_embeddings` not propagating to downstream tied/output embeddings." + "reason": "Same underlying bug: resize_token_embeddings does not update tied output embeddings; 45335 is a T5Gemma-specific instance." }, { "left": "issue:43828", "right": "issue:43957", "accept": false, - "reason": "Autocast dtype mismatch vs meta-device loading failure; different mechanisms." + "reason": "Both mention dtype/loading issues, but the model paths and failure modes differ." }, { "left": "issue:44402", "right": "issue:44451", "accept": false, - "reason": "One is a tokenizer vocab/special-token mismatch; the other is a broader model loading failure." + "reason": "A tokenizer vocab-size mismatch and a generic model load failure are not enough to treat as the same bug." }, { "left": "issue:43425", "right": "issue:43828", "accept": false, - "reason": "Torch version compatibility vs dtype mismatch under autocast; unrelated." + "reason": "Torch version incompatibility is a different problem from an autocast dtype mismatch." }, { "left": "issue:43257", "right": "issue:44863", "accept": false, - "reason": "Different checkpoint-loading failures in different model families." + "reason": "Different models and different loading failures; no clear shared code-path bug." }, { - "left": "issue:44683", - "right": "issue:45823", + "left": "issue:39404", + "right": "issue:45701", "accept": false, - "reason": "`flex_attention` compile failure vs Gemma4 device mismatch; unrelated." + "reason": "Whisper pipeline return_language and generic tokenization changes are different issues." }, { "left": "issue:44589", "right": "issue:44756", "accept": false, - "reason": "Float8 storage lookup error vs mmap OOM workaround; unrelated." + "reason": "Float8 storage lookup failure is unrelated to mmap OOM behavior." }, { - "left": "issue:39404", - "right": "issue:45701", + "left": "issue:44683", + "right": "issue:45823", "accept": false, - "reason": "Whisper pipeline flag regression vs tokenization-version behavior change; different symptoms." + "reason": "Compiled flex_attention on newer torch and Gemma4 PLE device mismatch are unrelated." }, { "left": "issue:43425", "right": "issue:45823", "accept": false, - "reason": "Torch compatibility issue vs Gemma4 forward device mismatch; unrelated." + "reason": "Torch incompatibility and Gemma4 device mismatch are different bugs." }, { "left": "issue:43611", "right": "issue:43645", "accept": false, - "reason": "`base_model_prefix` loading break vs notebook custom-model initialization; not the same underlying bug." + "reason": "base_model_prefix loading failures are not the same as the custom-model initialization regression." }, { "left": "issue:43425", "right": "issue:43716", "accept": false, - "reason": "Torch incompatibility vs image preprocessor/model dtype mismatch; unrelated." + "reason": "Torch 2.10 incompatibility and Mistral-3 dtype mismatch do not share the same concrete bug." }, { "left": "issue:44530", "right": "issue:45084", "accept": false, - "reason": "Different errors: Qwen3.5 cache group-type failure vs template compilation failure." + "reason": "PagedAttentionCache linear_attention handling is unrelated to template-node compilation errors." }, { "left": "issue:43906", "right": "issue:44530", "accept": false, - "reason": "The second is a specific PagedAttentionCache crash; the first is only a reproduction of a different issue." + "reason": "A reproduction of another issue and a Qwen3.5 cache crash are different problems." }, { "left": "issue:39404", "right": "issue:44912", "accept": false, - "reason": "Whisper pipeline regression vs MXFP4 quantization loading problem; unrelated." + "reason": "Whisper pipeline behavior and MXFP4 quantization fallback are unrelated." }, { "left": "issue:44265", "right": "issue:44898", "accept": false, - "reason": "Export/check-wrapper failure vs Perceiver resolution handling bug; different paths." + "reason": "torch.export/exportability and Perceiver resolution handling are different code paths." }, { "left": "issue:44479", "right": "issue:44805", "accept": false, - "reason": "Video-input regression vs mask-shape IndexError; different failures." + "reason": "Video-input regression and mask-shape IndexError are not the same bug." }, { "left": "issue:43901", "right": "issue:44509", "accept": false, - "reason": "Both are docs regressions, but they cover different removed/changed pipeline APIs." + "reason": "Both are docs issues, but they cover different removed/legacy pipeline mentions." }, { "left": "issue:43994", "right": "issue:44079", "accept": false, - "reason": "Nonsensical outputs vs `ModelOutput` key bookkeeping; not the same bug." + "reason": "SigLIP2 nonsense outputs and ModelOutput key assignment are unrelated." }, { "left": "issue:43425", "right": "issue:44918", "accept": false, - "reason": "Torch incompatibility vs TRL unpacking bug; unrelated." + "reason": "Torch version incompatibility and Qwen3.5 embedding unpacking failure are different issues." }, { "left": "issue:43299", "right": "issue:43931", - "accept": true, - "reason": "Both describe Qwen3-VL MoE checkpoint loading failures, with the latter giving a concrete shape-mismatch manifestation." + "accept": false, + "reason": "Same model family, but the reported symptoms are different enough that they do not look like one concrete bug." }, { "left": "issue:44589", "right": "issue:45084", "accept": false, - "reason": "Float8 storage lookup error vs non-template node compilation error; unrelated." - }, - { - "left": "issue:43596", - "right": "issue:44683", - "accept": false, - "reason": "Zero3/BertModel indexing bug vs compiled flex_attention failure; different code paths." + "reason": "Float8 storage lookup and non-template-node compilation failures are unrelated." }, { "left": "issue:44164", "right": "issue:45759", "accept": false, - "reason": "`extra_state` save/load handling vs `from_config` `text_config` unwrapping; unrelated." + "reason": "extra_state save/load handling is unrelated to from_config text_config unwrapping." }, { "left": "issue:36032", "right": "issue:43452", "accept": false, - "reason": "Tokenizer class conflict on load vs gguf loader regression; different issues." + "reason": "Tokenizer special-token method conflict is unrelated to gguf_file from_pretrained breakage." + }, + { + "left": "issue:44671", + "right": "issue:44991", + "accept": false, + "reason": "CamemBERT MLM predictions and loading a tokenizer for est-roberta are different bugs." }, { "left": "issue:39404", "right": "issue:44671", "accept": false, - "reason": "Whisper pipeline regression vs CamemBERT masked-LM prediction regression; unrelated." + "reason": "Whisper pipeline behavior and CamemBERT MLM outputs are unrelated." }, { - "left": "issue:44671", - "right": "issue:44991", + "left": "issue:43596", + "right": "issue:44683", "accept": false, - "reason": "Model prediction quality issue vs tokenizer load failure; different layers of the stack." + "reason": "Deepspeed zero3/BertModel indexing failure is unrelated to flex_attention compile issues." }, { "left": "issue:43856", "right": "issue:44756", "accept": false, - "reason": "Training memory inefficiency vs Strix Halo mmap OOM workaround; unrelated." + "reason": "Qwen3 MoE training memory usage and Strix Halo mmap OOM are different performance problems." } ] }, "evaluator_result": { "accept": true, - "feedback": "The representative issue choice is grounded in the packet, and the cluster summary stays conservative. The accepted soft pairs are plausibly same-bug duplicates, while the rejected pairs avoid over-merging distinct failure modes." + "feedback": "The summary is grounded in the packet and stays conservative overall. The lone accepted soft edge, issue:45292 vs issue:45335, is a reasonable same-bug call based on the titles, and the other pairs are rejected with appropriately cautious reasoning. The note about custom model initialization is also supported by the two issue titles, even though that exact pair is not one of the listed soft-edge verdicts." }, "evaluator_used": true, "retried": false, @@ -2507,11 +2611,11 @@ "component_index": 1, "component_count": 17, "review_unit_index": 8, - "review_unit_count": 50, + "review_unit_count": 49, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-427", "nodes": [ @@ -2567,14 +2671,14 @@ "soft_pairs": [ "issue:44991|issue:45081", "issue:32090|issue:39404", - "issue:44737|issue:45859", "issue:44164|issue:44479", + "issue:44737|issue:45859", "issue:43582|issue:43632", "issue:44661|issue:44683", "issue:44488|issue:45081", "issue:44488|issue:44987", - "issue:40990|issue:43421", "issue:43611|issue:43644", + "issue:40990|issue:43421", "issue:43716|issue:45084", "issue:44206|issue:44220", "issue:36032|issue:42915", @@ -2583,35 +2687,35 @@ "issue:43883|issue:44488", "issue:34567|issue:40444", "issue:44811|issue:45584", - "issue:44451|issue:44987", "issue:42915|issue:44530", "issue:43541|issue:45084", - "issue:44464|issue:45987", + "issue:44451|issue:44987", "issue:43644|issue:43646", + "issue:44464|issue:45987", "issue:43452|issue:43482", + "issue:36032|issue:43645", "issue:44849|issue:45325", "issue:43317|issue:43482", - "issue:36032|issue:43645", "issue:44987|issue:44991", - "issue:45084|issue:45507", "issue:43883|issue:44991", + "issue:45084|issue:45507", "issue:43262|issue:43377", "issue:43089|issue:45987" ], - "prepared_review_unit_hash": "faa10cc6c766b7d77080acb1c1c9a7f5f6c93189f391bd5c497183b72471c059", + "prepared_review_unit_hash": "93ac9d0bacd2aeb50ec17a7163c990d4ae26c97b9d6cf48b0eb626411682178a", "component_budget": { "node_count": 427, "item_count": 427, - "soft_pair_count": 1575, - "serialized_chars": 815841, - "estimated_input_tokens": 203961, - "estimated_eval_tokens": 408178 + "soft_pair_count": 1576, + "serialized_chars": 816182, + "estimated_input_tokens": 204046, + "estimated_eval_tokens": 408348 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 32, - "serialized_chars": 37339, + "serialized_chars": 37337, "estimated_input_tokens": 9335, "estimated_eval_tokens": 18926 }, @@ -2620,214 +2724,211 @@ "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "Most items are distinct regressions spanning different subsystems and failure modes. The only strong duplicate-like edge is the GGUF loading regression pair; the rest lack enough code-path overlap to merge.", - "confidence": 0.82, - "canonical_issue_reason": "issue:43452 is the broadest and most representative report in the GGUF-loading subcluster: it describes a generic `gguf_file` breakage across tokenizer and causal-LM loading, which the more specific model report appears to instantiate.", + "summary": "This cluster is a loose embedding-based grouping of mostly unrelated issues. They share broad Transformers ecosystem themes, but the soft pairs do not describe the same concrete bug or change, so none should be merged as duplicates.", + "confidence": 0.96, + "canonical_issue_reason": null, "canonical_pr_reason": null, - "best_issue_reason": "issue:43452 is the best issue to anchor the duplicate cluster because it states the underlying loader regression in the most general, actionable form.", + "best_issue_reason": null, "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:44991", "right": "issue:45081", "accept": false, - "reason": "Both involve tokenizer loading, but one is a Mistral regex-patch crash and the other is a general v5 tokenizer regression for a different model; not the same bug." + "reason": "Both involve tokenizer loading, but one is a generic tokenizer failure on a specific model and the other is a Mistral regex patch crash; different code paths and fixes." }, { "left": "issue:32090", "right": "issue:39404", "accept": false, - "reason": "Trainer GPU broadcast TypeError and Whisper `return_language` pipeline behavior are unrelated code paths and symptoms." + "reason": "Trainer broadcast NoneType error and Whisper return_language pipeline regression are unrelated subsystems and failure modes." }, { - "left": "issue:44737", - "right": "issue:45859", + "left": "issue:44164", + "right": "issue:44479", "accept": false, - "reason": "Both touch CPU/offload behavior, but they are model-specific failures with different root causes and call sites." + "reason": "save/from_pretrained extra_state handling and Qwen video input regression are separate model lifecycle vs multimodal input bugs." }, { - "left": "issue:44164", - "right": "issue:44479", + "left": "issue:44737", + "right": "issue:45859", "accept": false, - "reason": "save/from_pretrained extra_state handling is unrelated to the Qwen video-input regression." + "reason": "Both mention device/offload behavior, but XLNet CPU arange work and Qwen rotary embedding CPU offload are distinct implementations." }, { "left": "issue:43582", "right": "issue:43632", "accept": false, - "reason": "Apple Silicon allocator warmup TypeError and `_is_hf_initialized` flag breakage are separate regressions." + "reason": "Apple Silicon allocator warmup TypeError is unrelated to the Transformers v5 _is_hf_initialized flag regression." }, { "left": "issue:44661", "right": "issue:44683", "accept": false, - "reason": "Token mapping failure and compiled flex_attention failure are unrelated changes in different subsystems." + "reason": "Model registration helper failure and compiled flex_attention on torch>=2.9 are unrelated code paths." }, { "left": "issue:44488", "right": "issue:45081", "accept": false, - "reason": "Both are loading failures, but the model, stack, and likely root cause differ." + "reason": "Both are tokenizer loading complaints, but they target different models and different root causes." }, { "left": "issue:44488", "right": "issue:44987", "accept": false, - "reason": "Generic model-loading failures for different repos; no concrete shared bug is shown." + "reason": "Both concern loading models, but the affected models and failure mechanisms differ; not the same defect." }, { - "left": "issue:40990", - "right": "issue:43421", + "left": "issue:43611", + "right": "issue:43644", "accept": false, - "reason": "High perplexity on one model is unrelated to runtime post-processor updates in TokenizersBackend." + "reason": "Base model prefix loading breakage and non-persistent buffers being filled with junk are separate v5 regressions." }, { - "left": "issue:43611", - "right": "issue:43644", + "left": "issue:40990", + "right": "issue:43421", "accept": false, - "reason": "Base-model-prefix loading issues and non-persistent-buffer corruption are different v5 regressions." + "reason": "High perplexity on one model/dataset and runtime special-token post-processor updates are unrelated issues." }, { "left": "issue:43716", "right": "issue:45084", "accept": false, - "reason": "Image-preprocessor dtype mismatch and template-node compilation failure do not share a code path." + "reason": "Image preprocessor dtype mismatch and template-node compilation error are different subsystems and bugs." }, { "left": "issue:44206", "right": "issue:44220", "accept": false, - "reason": "The titles suggest related audio code, but the second issue is too vague to \u092a\u0941\u0937\u094d\u091f\u093f same underlying bug with confidence." + "reason": "The first is a regression from an unsupported center arg; the second is a different fbank extraction issue with no clear same root cause." }, { "left": "issue:36032", "right": "issue:42915", "accept": false, - "reason": "T5 tokenizer special-token name conflict and Qwen3Moe FP8 config failure are unrelated." + "reason": "Tokenizer method-name conflict and Qwen3Moe FP8 config failure are unrelated." }, { "left": "issue:42175", "right": "issue:46178", "accept": false, - "reason": "These are different backend installation/mapping errors, not the same issue." + "reason": "Missing tensorflow backend in a torch-only install and missing tensorflow_text in BACKENDS_MAPPING are related only at a very broad packaging level, not the same bug." }, { "left": "issue:43643", "right": "issue:44530", "accept": false, - "reason": "Missing config fields from `trust_remote_code` and PagedAttentionCache group-type errors are unrelated." + "reason": "Missing fields from AutoConfig with trust_remote_code and PagedAttentionCache invalid linear_attention group type are unrelated." }, { "left": "issue:43883", "right": "issue:44488", "accept": false, - "reason": "Missing `all_tied_weights_keys` on Molmo and a model-loading failure for a different repo are unrelated." + "reason": "Missing all_tied_weights_keys in Molmo and a tokenizer loading failure for cjvt/sleng-bert are different model-specific issues." }, { "left": "issue:34567", "right": "issue:40444", "accept": false, - "reason": "Trainer token-count tracking and multi-image IterableDataset finetuning failures are different bugs." + "reason": "TrainerState token counter not updating and iterable dataset multi-image finetuning failure are not the same underlying problem." }, { "left": "issue:44811", "right": "issue:45584", "accept": false, - "reason": "Both are Whisper-related, but one is `batch_decode` skipping special tokens and the other is empty-transcription generation after alignment; different failures." - }, - { - "left": "issue:44451", - "right": "issue:44987", - "accept": false, - "reason": "Loading failures for different models with no shared concrete loader defect are not enough to merge." + "reason": "Whisper batch_decode skip_special_tokens handling and empty-transcription generation after align_special_tokens are distinct bugs." }, { "left": "issue:42915", "right": "issue:44530", "accept": false, - "reason": "Both mention Qwen and attention/cache features, but the failures are different and not the same code-path bug." + "reason": "Qwen3Moe FP8 config failure and Qwen3.5 PagedAttentionCache invalid group type are different model/runtime failures." }, { "left": "issue:43541", "right": "issue:45084", "accept": false, - "reason": "Grouped-mm tracing failure and non-template-node compilation error are unrelated." + "reason": "Grouped_mm tracing failure in Mixtral and template-node compilation failure are unrelated compile-time issues." }, { - "left": "issue:44464", - "right": "issue:45987", + "left": "issue:44451", + "right": "issue:44987", "accept": false, - "reason": "Chunked-generation inconsistency with compiled forward and `get_seq_length()` returning a tensor are different cache/compile issues." + "reason": "Both are model-loading regressions, but they concern different models and likely different loader paths." }, { "left": "issue:43644", "right": "issue:43646", "accept": false, - "reason": "Both are v5 model-initialization regressions, but one concerns junk buffers while the other concerns custom model initialization; not the same concrete bug." + "reason": "Non-persistent buffer initialization corruption and custom model initialization breakage are related only by the v5 release, not the same bug." + }, + { + "left": "issue:44464", + "right": "issue:45987", + "accept": false, + "reason": "Chunked generation inconsistency under compiled forward and StaticCache.get_seq_length returning a tensor are different generation/cache issues." }, { "left": "issue:43452", "right": "issue:43482", - "accept": true, - "reason": "Both point to the same GGUF-loading regression in transformers v5; 43452 is the generic loader breakage and 43482 is a model-specific manifestation." + "accept": false, + "reason": "gguf_file argument breakage in from_pretrained APIs and Qwen2.5-GGUF loading failure are separate GGUF-related regressions." + }, + { + "left": "issue:36032", + "right": "issue:43645", + "accept": false, + "reason": "Tokenizer special-token method conflict and Jupyter custom model initialization breakage are unrelated." }, { "left": "issue:44849", "right": "issue:45325", "accept": false, - "reason": "Qwen3.5 hidden-state behavior and Qwen2.5-VL rope/indexing logic are different model-specific bugs." + "reason": "Qwen3.5 hidden-state bug and Qwen2.5-VL rope index scaling bug are different model-specific failures." }, { "left": "issue:43317", "right": "issue:43482", "accept": false, - "reason": "Dequantized-model offload failure and GGUF loading failure are different loading paths and failure modes." + "reason": "Dequantized model loading with device_map auto/offload and Qwen2.5-GGUF loading failure are different loading scenarios." }, { - "left": "issue:36032", - "right": "issue:43645", + "left": "issue:44987", + "right": "issue:44991", "accept": false, - "reason": "Tokenizer method-name conflict and custom model initialization in notebooks are unrelated." + "reason": "Both are versioned loading failures, but they hit different models and do not indicate the same code-path problem." }, { - "left": "issue:44987", + "left": "issue:43883", "right": "issue:44991", "accept": false, - "reason": "Different models and different loading surfaces (model vs tokenizer) with no shared concrete defect." + "reason": "Molmo tied-weights attribute failure and tokenizer loading failure for a different model are unrelated." }, { "left": "issue:45084", "right": "issue:45507", "accept": false, - "reason": "Non-template-node compilation error and GraniteMoEHybrid invalid method are separate issues." - }, - { - "left": "issue:43883", - "right": "issue:44991", - "accept": false, - "reason": "Molmo tied-weights attribute error and tokenizer loading failure for a different model are unrelated." + "reason": "Template compilation TypeError and GraniteMoEHybrid invalid method call are separate issues." }, { "left": "issue:43262", "right": "issue:43377", "accept": false, - "reason": "Audio chat-template sampling-rate default and MIMI batched-vs-single mismatch are different bugs." + "reason": "Audio chat-template sampling-rate default and MIMI batched-vs-single padding-mask mismatch are different audio bugs." }, { "left": "issue:43089", "right": "issue:45987", "accept": false, - "reason": "Generation overhead from GPU syncs and a cache-length return-type bug do not appear to share the same root cause." + "reason": "Generation GPU-sync overhead and StaticCache seq-length return type are not the same defect." } ] }, - "evaluator_result": { - "accept": true, - "feedback": "The summary is grounded in the packet and stays conservative. The only accepted duplicate edge, issue:43452 \u2194 issue:43482, is plausibly the same GGUF-loading regression and looks mergeable as a single bugfix. The other soft-edge rejections are appropriately cautious given the titles and available evidence." - }, - "evaluator_used": true, + "evaluator_result": null, + "evaluator_used": false, "retried": false, - "accepted_nontrivial_soft_edge": true, + "accepted_nontrivial_soft_edge": false, "error_kind": null, "error_message": null }, @@ -2836,11 +2937,11 @@ "component_index": 1, "component_count": 17, "review_unit_index": 9, - "review_unit_count": 50, + "review_unit_count": 49, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-427", "nodes": [ @@ -2896,274 +2997,271 @@ "soft_pairs": [ "issue:43645|issue:44534", "issue:43646|issue:44534", - "issue:43404|issue:44466", "issue:43322|issue:43540", - "issue:44403|issue:45081", + "issue:43404|issue:44466", "issue:43994|issue:44610", + "issue:44403|issue:45081", "issue:42915|issue:45084", "issue:43377|issue:43819", "issue:44265|issue:44610", - "issue:44220|issue:44683", "issue:44451|issue:45081", "issue:44987|issue:45081", + "issue:44220|issue:44683", "issue:42915|issue:44291", "issue:45216|issue:45357", "issue:43632|issue:44756", "issue:44062|issue:44987", "issue:36032|issue:43742", - "issue:42915|issue:44589", "issue:44479|issue:45325", + "issue:42915|issue:44589", "issue:43404|issue:45127", - "issue:43296|issue:43531", "issue:40444|issue:45325", + "issue:43296|issue:43531", "issue:36032|issue:41720", - "issue:43531|issue:44877", "issue:43611|issue:44534", + "issue:43531|issue:44877", "issue:43425|issue:44403", "issue:40990|issue:44811", "issue:43632|issue:44534", - "issue:43792|issue:44589", - "issue:44079|issue:45663", "issue:41553|issue:43582", - "issue:44683|issue:45020", - "issue:33666|issue:40444" + "issue:44079|issue:45663", + "issue:33666|issue:40444", + "issue:43792|issue:44589", + "issue:44683|issue:45020" ], - "prepared_review_unit_hash": "2cdec7d7eb74e1265c0a7d610730dfd1f6db9b8ef161173f1982a56150924b83", + "prepared_review_unit_hash": "5cbb1dff378c8a9ed8f7a39c263b785c314bc387dab318e3fc4acc1045900ed3", "component_budget": { "node_count": 427, "item_count": 427, - "soft_pair_count": 1575, - "serialized_chars": 815841, - "estimated_input_tokens": 203961, - "estimated_eval_tokens": 408178 + "soft_pair_count": 1576, + "serialized_chars": 816182, + "estimated_input_tokens": 204046, + "estimated_eval_tokens": 408348 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 33, - "serialized_chars": 37465, - "estimated_input_tokens": 9367, - "estimated_eval_tokens": 18990 + "serialized_chars": 37471, + "estimated_input_tokens": 9368, + "estimated_eval_tokens": 18992 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is mostly heterogeneous and contains many likely false-positive similarities. Two soft duplicates stand out: a Qwen3.5 `save_pretrained` regression and a Qwen2.5-VL/Qwen3-VL temporal-position regression. No pull requests are present.", - "confidence": 0.58, - "canonical_issue_reason": "Issue 44479 is the broadest and most representative concrete bug here: a 5.3.0 regression affecting multiple Qwen VL variants, with a nearby narrower duplicate candidate (45325) that points to the same `get_rope_index`/temporal-position code path.", + "summary": "The cluster is mostly a loose collection of model-specific regressions and a few broad Transformers v5 compatibility reports. The soft edges are all superficial similarities rather than the same underlying bug, so none should be merged as duplicates. No pull requests are present.", + "confidence": 0.91, + "canonical_issue_reason": "Issue 45020 is the best umbrella candidate: it is the broadest report in the set and explicitly covers recent-version loading breakages involving remote_code, which makes it the closest canonical anchor among these heterogeneous issues.", "canonical_pr_reason": null, - "best_issue_reason": "44479 is the best issue candidate because it describes a broad, version-specific regression across several models and has a clear near-duplicate in 45325; the other items are mostly unrelated or only share a subsystem.", + "best_issue_reason": "Issue 45020 is the most representative global issue because it is broad enough to subsume related v5/regression reports, even though many of the others are distinct model-specific failures.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:43645", "right": "issue:44534", "accept": false, - "reason": "Different bugs: custom model initialization breakage vs junk-filled non-persistent buffers." + "reason": "Different failure modes: notebook/custom-model initialization vs non-persistent buffer corruption." }, { "left": "issue:43646", "right": "issue:44534", "accept": false, - "reason": "Only broad v5 breakage overlap; the concrete failures are unrelated." - }, - { - "left": "issue:43404", - "right": "issue:44466", - "accept": false, - "reason": "Both mention tied weights, but one is a model-specific tying bug and the other is a save/serialization inconsistency; not the same code path." + "reason": "Both are v5 regressions, but one is custom model init and the other is buffer state handling; not the same bug." }, { "left": "issue:43322", "right": "issue:43540", "accept": false, - "reason": "Different models and failures: Llava loading segfault vs Qwen3OmniMoe video-processing ValueError." + "reason": "Different model families and symptoms: Llava Next segfault vs Qwen3OmniMoe video-processing ValueError." }, { - "left": "issue:44403", - "right": "issue:45081", + "left": "issue:43404", + "right": "issue:44466", "accept": false, - "reason": "Generic loading noise is unrelated to the Mistral regex patch crash." + "reason": "Different scope: Mistral3 tied lm_head weights vs generic v5 save_pretrained serialization inconsistency." }, { "left": "issue:43994", "right": "issue:44610", "accept": false, - "reason": "Different vision model issues: bad inference output vs processor/model image-size mismatch." + "reason": "Unrelated models and APIs: siglip2 inference/pipeline output quality vs OmDet-Turbo processor image-size mismatch." + }, + { + "left": "issue:44403", + "right": "issue:45081", + "accept": false, + "reason": "Generic loading noise vs a specific Mistral tokenizer regex crash; not the same code path." }, { "left": "issue:42915", "right": "issue:45084", "accept": false, - "reason": "FP8 config failure and template-compilation failure are unrelated." + "reason": "Qwen3MoE FP8 failure and non-template-node compile error are different subsystems." }, { "left": "issue:43377", "right": "issue:43819", "accept": false, - "reason": "Both are audio-model correctness issues, but they affect different models and different internals." + "reason": "Both involve audio/audio-codec areas, but one is padding-mask batching and the other is DAC STE mismatch; distinct bugs." }, { "left": "issue:44265", "right": "issue:44610", "accept": false, - "reason": "torch.export compatibility vs processor output size mismatch are separate problems." - }, - { - "left": "issue:44220", - "right": "issue:44683", - "accept": false, - "reason": "Different subsystems: fbank feature extraction vs compiled flex_attention on newer torch." + "reason": "Different features: torch.export/torch_compilable_check vs image preprocessing size expectations." }, { "left": "issue:44451", "right": "issue:45081", "accept": false, - "reason": "Unrelated model loading failure vs Mistral tokenizer regex patch crash." + "reason": "Different model and stack: ScandiBERT load failure vs Mistral tokenizer backend tokenization crash." }, { "left": "issue:44987", "right": "issue:45081", "accept": false, - "reason": "Different failure modes; one is remote_code loading, the other is tokenizer patching." + "reason": "Different regression classes: model loading on transformers>=5.1 vs tokenizer regex patching for Mistral." + }, + { + "left": "issue:44220", + "right": "issue:44683", + "accept": false, + "reason": "Audio feature extraction bug is unrelated to compiled flex_attention on newer torch versions." }, { "left": "issue:42915", "right": "issue:44291", "accept": false, - "reason": "Both involve initialization/quantization-adjacent code, but the specific bugs are unrelated." + "reason": "Different root causes: Qwen3MoE FP8 config failure vs init_empty_weights/_is_hf_initialized argument handling." }, { "left": "issue:45216", "right": "issue:45357", - "accept": true, - "reason": "Same Qwen3.5 `save_pretrained` regression; 45357 is the follow-up symptom about incorrect visual encoder keys." + "accept": false, + "reason": "Related model family, but different regression points: save_pretrained checkpoint correctness vs visual encoder key serialization." }, { "left": "issue:43632", "right": "issue:44756", "accept": false, - "reason": "Unrelated v5 initialization flag breakage vs Strix Halo mmap/OOM workaround." + "reason": "_is_hf_initialized breakage is unrelated to mmap/Strix Halo OOM behavior." }, { "left": "issue:44062", "right": "issue:44987", "accept": false, - "reason": "Different tokenizer/add-token bug vs remote_code loading regression." + "reason": "Tokenizer AddedToken special-argument conflict is a different bug from loading physical-intelligence/fast." }, { "left": "issue:36032", "right": "issue:43742", "accept": false, - "reason": "T5 tokenizer method conflict is unrelated to MobileLLM loading KeyError." + "reason": "T5 tokenizer constructor conflict and MobileLLM key error are unrelated loading issues." }, { - "left": "issue:42915", - "right": "issue:44589", + "left": "issue:44479", + "right": "issue:45325", "accept": false, - "reason": "Both mention FP8, but one is a config failure and the other is a missing storage-object runtime error." + "reason": "Both are Qwen VL regressions, but one is general video-input breakage and the other is rope-index scaling for still images." }, { - "left": "issue:44479", - "right": "issue:45325", - "accept": true, - "reason": "Same Qwen VL 5.3.0 regression around temporal/video position handling; 45325 narrows the root cause in `get_rope_index`." + "left": "issue:42915", + "right": "issue:44589", + "accept": false, + "reason": "Different failure domains: Qwen3MoE FP8 config vs missing Float8 storage type." }, { "left": "issue:43404", "right": "issue:45127", "accept": false, - "reason": "Both concern tied weights, but they are different bug classes and different workflows." + "reason": "Tied lm_head weights in Mistral3 is not the same as LoRA merge collapse with extended vocabulary." }, { - "left": "issue:43296", - "right": "issue:43531", + "left": "issue:40444", + "right": "issue:45325", "accept": false, - "reason": "Unrelated model-loading failure vs sliding_window issue." + "reason": "IterableDataset multi-image finetuning failure is separate from Qwen2.5-VL still-image temporal position-id scaling." }, { - "left": "issue:40444", - "right": "issue:45325", + "left": "issue:43296", + "right": "issue:43531", "accept": false, - "reason": "Same general Qwen2.5-VL area, but these describe different symptoms and code paths." + "reason": "PaddleOCR-VL load failure in vLLM is unrelated to Qwen3-MoE sliding_window behavior." }, { "left": "issue:36032", "right": "issue:41720", "accept": false, - "reason": "Tokenizer load conflict and Qwen auto-device-map CUDA assert are unrelated." + "reason": "Tokenizer load conflict and Qwen3 auto device mapping cudaErrorAssert are different problems." }, { - "left": "issue:43531", - "right": "issue:44877", + "left": "issue:43611", + "right": "issue:44534", "accept": false, - "reason": "No underlying bug overlap; MoE sliding-window vs config strictness." + "reason": "base_model_prefix loading breakage and non-persistent buffer junk are different v5 regressions." }, { - "left": "issue:43611", - "right": "issue:44534", + "left": "issue:43531", + "right": "issue:44877", "accept": false, - "reason": "Base-model-prefix loading issue is unrelated to non-persistent buffer corruption." + "reason": "Sliding_window handling in Qwen3-MoE is unrelated to strict config blocking granite_speech loading." }, { "left": "issue:43425", "right": "issue:44403", "accept": false, - "reason": "Torch version incompatibility and loading noise are not the same bug." + "reason": "Torch version compatibility issue is not the same as generic transformer loading noise." }, { "left": "issue:40990", "right": "issue:44811", "accept": false, - "reason": "Perplexity anomaly and Whisper batch_decode option handling are unrelated." + "reason": "High perplexity on GPT-OSS is unrelated to Whisper batch_decode skip_special_tokens handling." }, { "left": "issue:43632", "right": "issue:44534", "accept": false, - "reason": "Different regressions: `_is_hf_initialized` flag vs non-persistent buffer values." + "reason": "They are both v5-related, but one is _is_hf_initialized and the other is buffer initialization; no shared code path." }, { - "left": "issue:43792", - "right": "issue:44589", + "left": "issue:41553", + "right": "issue:43582", "accept": false, - "reason": "Whisper runtime failure and missing Float8 storage are unrelated." + "reason": "Bad AutoTokenizer error for Voxtral and AppleSilicon TypeError in caching_allocator_warmup are unrelated." }, { "left": "issue:44079", "right": "issue:45663", "accept": false, - "reason": "Different objects and bugs: ModelOutput key assignment vs Gemma-4 FSDP2 shared-kv reconstruction." + "reason": "ModelOutput key assignment and Gemma4 FSDP2 shared_kv_states KeyError are different mechanisms." }, { - "left": "issue:41553", - "right": "issue:43582", + "left": "issue:33666", + "right": "issue:40444", "accept": false, - "reason": "Bad tokenizer error message and Apple Silicon warmup TypeError are unrelated." + "reason": "Qwen2-VL multi-GPU training and Qwen2.5-VL iterable multi-image finetuning are different training bugs." }, { - "left": "issue:44683", - "right": "issue:45020", + "left": "issue:43792", + "right": "issue:44589", "accept": false, - "reason": "Compiled flex_attention on new torch and remote_code breakage are separate issues." + "reason": "Whisper runtime failure and missing Float8 storage object are unrelated." }, { - "left": "issue:33666", - "right": "issue:40444", + "left": "issue:44683", + "right": "issue:45020", "accept": false, - "reason": "Both are Qwen VL training issues, but the concrete failure modes and model generations differ." + "reason": "Compiled flex_attention on torch>=2.9 is a torch backend compatibility issue, not the remote_code loading regressions tracked by 45020." } ] }, - "evaluator_result": { - "accept": true, - "feedback": "The summary is grounded in the packet: the cluster is indeed heterogeneous, the Qwen 5.3.0 temporal-position regression pair is a reasonable soft duplicate, and the Qwen3.5 save_pretrained pair is plausibly related without overreaching. The remaining soft-edge verdicts are conservative, and there are no PRs to merge." - }, - "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 }, @@ -3172,11 +3270,11 @@ "component_index": 1, "component_count": 17, "review_unit_index": 10, - "review_unit_count": 50, + "review_unit_count": 49, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-427", "nodes": [ @@ -3233,229 +3331,229 @@ "issue:43421|issue:44568", "issue:44403|issue:44991", "issue:35707|issue:40444", - "issue:44462|issue:45812", "issue:43381|issue:45923", + "issue:44462|issue:45812", "issue:42175|issue:45542", - "issue:43482|issue:45538", - "issue:43818|issue:45357", "issue:43317|issue:43856", "issue:44829|issue:45479", + "issue:43482|issue:45538", "issue:44291|issue:44589", - "issue:43482|issue:43525", "issue:44079|issue:44534", + "issue:43482|issue:43525", + "issue:43818|issue:45357", "issue:43377|issue:45491", - "issue:41720|issue:45081", "issue:40444|issue:45381", + "issue:41720|issue:45081", "issue:43531|issue:44291", "issue:43749|issue:44079", "issue:44265|issue:45072", "issue:43644|issue:44079", "issue:45325|issue:45381", - "issue:42175|issue:43296", "issue:43632|issue:45072", + "issue:42175|issue:43296", "issue:43611|issue:43646", - "issue:43792|issue:43957", "issue:43994|issue:44898", "issue:45325|issue:45834", + "issue:43792|issue:43957", "issue:43454|issue:44466", "issue:42915|issue:43482" ], - "prepared_review_unit_hash": "d97ee3524d51146e1aedae51805c2d8ca1d8efd7621398ee1befe7635f073222", + "prepared_review_unit_hash": "f7a95ba0ac21acc6ff840648984d710722ceeed994c82360eefae0251c23d0b7", "component_budget": { "node_count": 427, "item_count": 427, - "soft_pair_count": 1575, - "serialized_chars": 815841, - "estimated_input_tokens": 203961, - "estimated_eval_tokens": 408178 + "soft_pair_count": 1576, + "serialized_chars": 816182, + "estimated_input_tokens": 204046, + "estimated_eval_tokens": 408348 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 29, - "serialized_chars": 36687, - "estimated_input_tokens": 9172, - "estimated_eval_tokens": 18600 + "serialized_chars": 36689, + "estimated_input_tokens": 9173, + "estimated_eval_tokens": 18602 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "Mostly unrelated standalone issues. The cluster appears to center on tokenizer/loading regressions, with issue:45812 as the broadest Granite reference even though it is closed. Only the Granite tokenizer pair and the Qwen2.5-VL position-id pair look like plausible duplicates; the rest are too dissimilar on titles alone.", - "confidence": 0.63, - "canonical_issue_reason": "issue:45812 is the broadest tokenizer-loading regression in the packet. It is closed, but its Granite AutoTokenizer symptom best captures the cluster\u2019s main theme better than the narrower repository-tokenizer report.", + "summary": "The cluster still centers on Transformers v5 loading/init regressions, with issue 43611 the best anchor, but the soft-edge evidence is too thin to merge any of the candidate pairs as duplicates.", + "confidence": 0.69, + "canonical_issue_reason": "Issue 43611 is the clearest representative of the cluster: a concrete Transformers v5 model-loading/init regression with broad impact across related failures.", "canonical_pr_reason": null, - "best_issue_reason": "issue:45812 is the strongest overall issue representative because it states the broadest user-visible regression and cleanly subsumes the narrower tokenizer-loading symptom, despite being closed.", + "best_issue_reason": "43611 is the best single issue anchor because it is broad, concrete, and captures the main v5 loading/init regression theme better than the narrower model-specific reports.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:43421", "right": "issue:44568", "accept": false, - "reason": "Both are tokenizer-related, but one is a runtime post-processor sync bug and the other is special-token insertion behavior; the titles point to different fixes." + "reason": "Both are tokenizer-related, but one is runtime special-token/post-processor updates and the other is a specific tokenizer add_special_tokens regression; not the same concrete bug." }, { "left": "issue:44403", "right": "issue:44991", "accept": false, - "reason": "Both involve loading, but one is a generic noise report and the other is a specific tokenizer loading regression; no clear same bug." + "reason": "Loading-noise/reporting behavior vs a tokenizer-loading failure for a specific model repo; unrelated code paths." }, { "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:44462", - "right": "issue:45812", - "accept": true, - "reason": "The titles suggest the same AutoTokenizer/tokenizer-loading regression affecting Granite token IDs, with 45812 as the broader symptom report." + "reason": "Progressive generation with inputs_embeds/past_key_values is different from VL fine-tuning with multiple images per prompt." }, { "left": "issue:43381", "right": "issue:45923", "accept": false, - "reason": "Gradient checkpointing in eval mode and a missing supports_gradient_checkpointing flag are distinct API problems." - }, - { - "left": "issue:42175", - "right": "issue:45542", - "accept": false, - "reason": "Packaging TensorFlow with the torch extra and a tensorboard-only backend error are different dependency issues." + "reason": "Eval-mode gradient checkpointing behavior is separate from a missing supports_gradient_checkpointing flag on a trust_remote_code model." }, { - "left": "issue:43482", - "right": "issue:45538", + "left": "issue:44462", + "right": "issue:45812", "accept": false, - "reason": "GGUF loading failure and CLIPTokenizer model_max_length are unrelated tokenizer/model-loading bugs." + "reason": "Both mention tokenizer handling, but one is ignoring tokenizer.json and the other is a Granite token-ID regression; too broad to call identical." }, { - "left": "issue:43818", - "right": "issue:45357", + "left": "issue:42175", + "right": "issue:45542", "accept": false, - "reason": "Video-LLaVA temporal-attention/weight-sharing corruption is not the same bug as Qwen3.5 visual-encoder key serialization." + "reason": "Packaging/backend installation issues are different from a runtime undefined tf backend error." }, { "left": "issue:43317", "right": "issue:43856", "accept": false, - "reason": "Device-map offload loading failure and Qwen3 MoE memory usage are different load/perf issues." + "reason": "Device-map/offload loading failure and Qwen3 MoE training memory usage are different problems." }, { "left": "issue:44829", "right": "issue:45479", "accept": false, - "reason": "Flash-attention training degeneration and single-label zero-loss behavior are different training bugs." + "reason": "Flash-attention training degeneration and num_labels=1 zero-loss classification are not the same bug." + }, + { + "left": "issue:43482", + "right": "issue:45538", + "accept": false, + "reason": "GGUF loading failure and CLIPTokenizer model_max_length behavior are unrelated." }, { "left": "issue:44291", "right": "issue:44589", "accept": false, - "reason": "_is_hf_initialized handling and missing Float8 storage object are distinct load-time errors." + "reason": "Unexpected _is_hf_initialized argument handling and missing Float8 storage lookup are different failure modes." + }, + { + "left": "issue:44079", + "right": "issue:44534", + "accept": false, + "reason": "ModelOutput key assignment and non-persistent buffer initialization are different code paths." }, { "left": "issue:43482", "right": "issue:43525", "accept": false, - "reason": "GGUF loading failure and a missing pad_token_id attribute are unrelated." + "reason": "GGUF loading and missing pad_token_id on Llama4Config are unrelated." }, { - "left": "issue:44079", - "right": "issue:44534", + "left": "issue:43818", + "right": "issue:45357", "accept": false, - "reason": "ModelOutput key assignment and non-persistent buffer junk are different internal-state bugs." + "reason": "Video-LLaVA tower weight/temporal-attention issues are unrelated to Qwen3.5 visual encoder key serialization." }, { "left": "issue:43377", "right": "issue:45491", "accept": false, - "reason": "Missing padding-mask support in MIMI encoder and Gemma3 NaNs from all-padding windows are different failure modes." + "reason": "Batch-vs-single padding-mask mismatch is different from Gemma3 NaNs caused by all-padding sliding windows." }, { - "left": "issue:41720", - "right": "issue:45081", + "left": "issue:40444", + "right": "issue:45381", "accept": false, - "reason": "Qwen3 auto device-mapping asserts and Mistral regex patch crashes are different subsystems." + "reason": "Multi-image prompt finetuning failure is unrelated to Qwen2.5-VL video vision_position_ids." }, { - "left": "issue:40444", - "right": "issue:45381", + "left": "issue:41720", + "right": "issue:45081", "accept": false, - "reason": "Multi-image finetuning failure and video vision_position_ids errors are not the same concrete bug." + "reason": "Qwen3 auto device mapping assert and Mistral tokenizer regex crash are different subsystems." }, { "left": "issue:43531", "right": "issue:44291", "accept": false, - "reason": "Qwen3-MoE sliding_window behavior and init_empty_weights argument handling are unrelated." + "reason": "Qwen3-MoE sliding_window behavior is not the same as the meta-init _is_hf_initialized argument issue." }, { "left": "issue:43749", "right": "issue:44079", "accept": false, - "reason": "FSDP RAM-efficient loading and ModelOutput key handling are different code paths." + "reason": "FSDP RAM-efficient loading and ModelOutput key bookkeeping are unrelated." }, { "left": "issue:44265", "right": "issue:45072", "accept": false, - "reason": "torch.export exportability and bf16 dtype mismatches are unrelated." + "reason": "torch.export/check compatibility and bfloat16 dtype mismatches are different problems." }, { "left": "issue:43644", "right": "issue:44079", "accept": false, - "reason": "Non-persistent buffer junk and ModelOutput key handling are unrelated regressions." + "reason": "Non-persistent buffer junk fill is separate from ModelOutput key assignment." }, { "left": "issue:45325", "right": "issue:45381", - "accept": true, - "reason": "Both titles describe the same Qwen2.5-VL position-id / rope-index computation bug in different modalities." - }, - { - "left": "issue:42175", - "right": "issue:43296", "accept": false, - "reason": "TensorFlow extra packaging and PaddleOCR-VL loading in vLLM are unrelated." + "reason": "Both are Qwen2.5-VL position-id bugs, but one is still-image temporal scaling and the other is video input position IDs; the packet doesn't show a single concrete shared defect." }, { "left": "issue:43632", "right": "issue:45072", "accept": false, - "reason": "Unexpected _is_hf_initialized argument and bf16 dtype mismatches are different Transformer v5 regressions." + "reason": "_is_hf_initialized breakage and dtype mismatch inference are different v5 regressions." }, { - "left": "issue:43611", - "right": "issue:43646", + "left": "issue:42175", + "right": "issue:43296", "accept": false, - "reason": "These sound like related init/load regressions, but the titles are too broad to confirm the same concrete bug." + "reason": "Missing TensorFlow backend after pip install and PaddleOCR-VL load failure are distinct issues." }, { - "left": "issue:43792", - "right": "issue:43957", + "left": "issue:43611", + "right": "issue:43646", "accept": false, - "reason": "Whisper runtime failure and torch.device(\"meta\") loading breakage are not the same bug." + "reason": "Both are broad v5 loading/init regressions, but the titles point to different failure surfaces rather than one merged bug." }, { "left": "issue:43994", "right": "issue:44898", "accept": false, - "reason": "SigLIP2 nonsensical outputs and Perceiver resize/interpolation failure are separate vision-model problems." + "reason": "Different vision-model failures with no clear shared code path." }, { "left": "issue:45325", "right": "issue:45834", "accept": false, - "reason": "Qwen2.5-VL position-id scaling and Kosmos2.5 OCR long-input index errors are different model-specific bugs." + "reason": "Same model family, but position-id scaling and long OCR index error are different bugs." + }, + { + "left": "issue:43792", + "right": "issue:43957", + "accept": false, + "reason": "Meta-device loading regressions are related thematically, but init_empty_weights/_is_hf_initialized and torch.device(\"meta\") breakage are not shown to be the same concrete bug." }, { "left": "issue:43454", "right": "issue:44466", "accept": false, - "reason": "Runtime lm_head tying and serialization-by-device differences are related in theme, but not clearly the same bug." + "reason": "Missing lm_head tying and device-dependent serialization of tied weights are different tied-weight failures." }, { "left": "issue:42915", @@ -3467,11 +3565,11 @@ }, "evaluator_result": { "accept": false, - "feedback": "Reject: the canonical issue rationale is not grounded in the packet because issue:45812 is listed as closed, not open. The rest is broadly plausible, but the summary should not overstate that state. Also, the two accepted soft edges are somewhat assertive given only title-level evidence; they should be framed more conservatively if retained." + "feedback": "The overall cluster summary is grounded, but the soft-edge judgments are not conservative enough. In particular, the accepted pairs (43421\u219444568, 44462\u219445812, 43792\u219443957) are supported only at a broad thematic level from the titles; the packet does not justify treating them as the same concrete bug. The other verdicts are mostly careful, but because a few accept=true calls overstate evidence, I\u2019d reject this review." }, "evaluator_used": true, "retried": true, - "accepted_nontrivial_soft_edge": true, + "accepted_nontrivial_soft_edge": false, "error_kind": null, "error_message": null }, @@ -3480,11 +3578,11 @@ "component_index": 1, "component_count": 17, "review_unit_index": 11, - "review_unit_count": 50, + "review_unit_count": 49, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-427", "nodes": [ @@ -3509,7 +3607,6 @@ "issue:43701", "issue:43720", "issue:43746", - "issue:43749", "issue:43819", "issue:43873", "issue:43881", @@ -3517,11 +3614,12 @@ "issue:44186", "issue:44265", "issue:44291", + "issue:44387", "issue:44479", "issue:44488", - "issue:44534", "issue:44568", "issue:44610", + "issue:44617", "issue:44877", "issue:44898", "issue:44991", @@ -3537,16 +3635,17 @@ "issue:46050" ], "soft_pairs": [ + "issue:44387|issue:44617", "issue:43296|issue:45800", "issue:43701|issue:45325", "issue:44479|issue:45823", - "issue:44291|issue:44877", "issue:43881|issue:44488", "issue:43606|issue:44265", + "issue:44291|issue:44877", "issue:43262|issue:43746", "issue:43873|issue:45701", - "issue:40990|issue:45584", "issue:34634|issue:35707", + "issue:40990|issue:45584", "issue:44568|issue:45920", "issue:35707|issue:41720", "issue:44186|issue:44265", @@ -3558,231 +3657,223 @@ "issue:43454|issue:45072", "issue:43317|issue:43873", "issue:43572|issue:45759", + "issue:43257|issue:45923", "issue:43377|issue:44898", "issue:40990|issue:42947", - "issue:43257|issue:45923", "issue:43322|issue:46050", "issue:43526|issue:43883", "issue:43454|issue:43720", "issue:41720|issue:43322", - "issue:43881|issue:44991", - "issue:43749|issue:44534", - "issue:43296|issue:44877" + "issue:43881|issue:44991" ], - "prepared_review_unit_hash": "0770f1834a0cc4bc44de4c77b580470e44b6104c0e60c909af5002ac1d2f3719", + "prepared_review_unit_hash": "8fe5a8e942d7ba43a26f53d8e32550bc9245a3ae19285c413bc4605e9285b4b7", "component_budget": { "node_count": 427, "item_count": 427, - "soft_pair_count": 1575, - "serialized_chars": 815841, - "estimated_input_tokens": 203961, - "estimated_eval_tokens": 408178 + "soft_pair_count": 1576, + "serialized_chars": 816182, + "estimated_input_tokens": 204046, + "estimated_eval_tokens": 408348 }, "budget": { "node_count": 47, "item_count": 47, - "soft_pair_count": 31, - "serialized_chars": 36542, - "estimated_input_tokens": 9136, - "estimated_eval_tokens": 18528 + "soft_pair_count": 30, + "serialized_chars": 36267, + "estimated_input_tokens": 9067, + "estimated_eval_tokens": 18390 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "No soft pairs look like true duplicates; most matches only share a broad subsystem (loading, offloading, tokenization, multimodal) rather than the same concrete bug. There are no PRs in the set.", - "confidence": 0.93, - "canonical_issue_reason": "No single canonical duplicate issue exists for this set; if a representative must be chosen, issue 45920 is the strongest anchor because it describes a broad, clearly reproducible multi-model tokenizer regression.", + "summary": "This set is mostly a heterogeneous grab bag of unrelated bugs across loading, quantization, tokenization, multimodal processors, and device placement. I don\u2019t see any pair that clearly describes the same underlying fix, so none of the soft edges should be merged.", + "confidence": 0.96, + "canonical_issue_reason": "Issue 43873 is the broadest and most referenced report, so it is the closest thing to a cluster hub; however, the overall set is too diverse to treat it as a true canonical duplicate anchor.", "canonical_pr_reason": null, - "best_issue_reason": "Issue 45920 is the best global representative of the set because it is broad and actionable, while the rest are either narrower single-model failures or unrelated bugs.", + "best_issue_reason": "43873 is the best representative by scope and inbound references, but it should be viewed as a broad related report rather than a real duplicate target.", "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "issue:44387", + "right": "issue:44617", + "accept": false, + "reason": "Both mention OOM, but one is int4 quantization memory growth and the other is a specific video-model CUDA OOM; different failure modes." + }, { "left": "issue:43296", "right": "issue:45800", "accept": false, - "reason": "PaddleOCR-VL/vLLM load failure vs a generic torch/transformers version incompatibility; unrelated." + "reason": "PaddleOCR-VL loading in vLLM and a torch/transformers compatibility issue are different problems with different roots." }, { "left": "issue:43701", "right": "issue:45325", "accept": false, - "reason": "Checkpoint key mismatch vs Qwen2.5-VL rope-index scaling bug; different code paths." + "reason": "Checkpoint key mismatch is unrelated to the Qwen2.5-VL rope index temporal-position bug." }, { "left": "issue:44479", "right": "issue:45823", "accept": false, - "reason": "Video-input regression in Qwen-VL family vs Gemma4 PLE device mismatch; not the same bug." - }, - { - "left": "issue:44291", - "right": "issue:44877", - "accept": false, - "reason": "init_empty_weights _is_hf_initialized TypeError vs strict granite_speech config loading; unrelated." + "reason": "A video-input regression in Qwen-family models is not the same as a Gemma4 PLE device-mismatch forward pass issue." }, { "left": "issue:43881", "right": "issue:44488", "accept": false, - "reason": "Different model load failures for unrelated models; no shared failure mode." + "reason": "Both are loading failures, but they involve different models and no shared concrete code path is evident." }, { "left": "issue:43606", "right": "issue:44265", "accept": false, - "reason": "CPU offload device mismatch vs torch.export/torch_compilable_check export failure; unrelated." + "reason": "CPU offload device mismatch for Bark-small is unrelated to torch.export failures involving torch_compilable_check." + }, + { + "left": "issue:44291", + "right": "issue:44877", + "accept": false, + "reason": "The init_empty_weights argument error and the strict-config granite_speech loading problem are distinct loader/config issues." }, { "left": "issue:43262", "right": "issue:43746", "accept": false, - "reason": "Audio chat-template sampling-rate default vs PEFT checkpoint loading; different issues." + "reason": "Audio chat-template sample-rate handling is unrelated to PEFT adapter checkpoint loading." }, { "left": "issue:43873", "right": "issue:45701", "accept": false, - "reason": "Quantized offloading bug vs tokenizer-version regression; no common concrete bug." + "reason": "Quantization/offloading behavior and tokenizer changes are different subsystems and different bugs." }, { - "left": "issue:40990", - "right": "issue:45584", + "left": "issue:34634", + "right": "issue:35707", "accept": false, - "reason": "High perplexity on gpt-oss vs Whisper empty-transcription failure; unrelated." + "reason": "BarkProcessor voice_preset and progressive generation with inputs_embeds/past_key_values are unrelated." }, { - "left": "issue:34634", - "right": "issue:35707", + "left": "issue:40990", + "right": "issue:45584", "accept": false, - "reason": "BarkProcessor voice_preset bug vs generation with inputs_embeds/past_key_values; different paths." + "reason": "High perplexity on GPT-OSS and Whisper empty-transcription generation failure are not the same bug." }, { "left": "issue:44568", "right": "issue:45920", "accept": false, - "reason": "Both are tokenizer regressions, but one is a specific add_special_tokens issue and the other is a broad wrong-token-IDs regression; not the same concrete bug." + "reason": "Both are tokenizer regressions, but one is a specific special-token omission and the other is a broader wrong-token-IDs report across many models." }, { "left": "issue:35707", "right": "issue:41720", "accept": false, - "reason": "Progressive generation with embeds/past KV vs Qwen3 device-map cudaErrorAssert; unrelated." + "reason": "Progressive generation with past_key_values is unrelated to a Qwen3 auto device-map CUDA assert." }, { "left": "issue:44186", "right": "issue:44265", "accept": false, - "reason": "Tokenizer padding/truncation crash vs export failure around torch_compilable_check; different failures." + "reason": "Tokenizer crashes on NER/padding are unrelated to export failures with torch_compilable_check." }, { "left": "issue:43606", "right": "issue:43819", "accept": false, - "reason": "Bark CPU offload mismatch vs DAC.from_latents/STE mismatch; unrelated." + "reason": "A device mismatch under CPU offload is not the same as DAC.from_latents diverging from forward due to missing STE." }, { "left": "issue:41720", "right": "issue:45823", "accept": false, - "reason": "Both mention device_map/placement, but one is Qwen3 cuda assert and the other is Gemma4 forward mismatch; not the same bug." + "reason": "Both involve device_map=auto, but the affected models and concrete failures differ enough that they are not the same bug." }, { "left": "issue:43454", "right": "issue:43550", "accept": false, - "reason": "Weight tying/text generation issue vs torch.compile SDPA failure; unrelated." + "reason": "Weight-tying for AyaVision and torch.compile SDPA issues in Bamba are unrelated." }, { "left": "issue:39692", "right": "issue:40444", "accept": false, - "reason": "SigLIP2 doc-example errors vs Qwen2.5-VL multi-image finetuning failure; different tasks." + "reason": "A SigLIP2 doc example mismatch/quantization issue is unrelated to Qwen2.5-VL multi-image dataset finetuning failures." }, { "left": "issue:43377", "right": "issue:44610", "accept": false, - "reason": "MIMI batching/padding-mask bug vs OmDet-Turbo processor resolution mismatch; unrelated." + "reason": "MIMI encoder padding-mask behavior and OmDet-Turbo processor size mismatch are different code paths." }, { "left": "issue:43454", "right": "issue:45072", "accept": false, - "reason": "LM-head weight tying vs dtype mismatch under bf16 inference; unrelated." + "reason": "AyaVision lm_head tying and bfloat16 dtype mismatches in SwitchTransformers/TimmWrapperModel are not the same underlying issue." }, { "left": "issue:43317", "right": "issue:43873", "accept": false, - "reason": "Both concern offloading/quantization, but one is dequantized model loading on gpu+cpu offload and the other is a broader offloading complaint; not the same concrete failure." + "reason": "They are both offload/quantization-adjacent, but one is dequantized model loading with device_map=auto and the other is a broader offloading regression report." }, { "left": "issue:43572", "right": "issue:45759", "accept": false, - "reason": "Missing pad_token_idx in StableLmConfig vs composite Qwen config unwrapping; different config bugs." + "reason": "Missing pad_token_idx in StableLmConfig is unrelated to unwrapping text_config in composite Qwen multimodal configs." + }, + { + "left": "issue:43257", + "right": "issue:45923", + "accept": false, + "reason": "Qwen3 MoE weight conversion under accelerate+deepspeed and a missing gradient-checkpointing flag are different issues." }, { "left": "issue:43377", "right": "issue:44898", "accept": false, - "reason": "Batched MIMI encoder outputs vs Perceiver non-default resolution classification; unrelated." + "reason": "A batched-vs-single padding-mask bug in MIMI has nothing to do with Perceiver non-default-resolution image classification." }, { "left": "issue:40990", "right": "issue:42947", "accept": false, - "reason": "Perplexity anomaly vs PEFT gradient checkpointing ineffectiveness; unrelated." - }, - { - "left": "issue:43257", - "right": "issue:45923", - "accept": false, - "reason": "Qwen3 MoE weight conversion/loading issue vs missing supports_gradient_checkpointing flag; unrelated." + "reason": "Perplexity on WikiText-2 and ineffective gradient checkpointing with LoRA are unrelated." }, { "left": "issue:43322", "right": "issue:46050", "accept": false, - "reason": "Llava Next segfault vs sinq save/load quantization breakage; different code paths." + "reason": "Llava Next loading segfaults and sinq quantized save/load breakage are different failure classes." }, { "left": "issue:43526", "right": "issue:43883", "accept": false, - "reason": "BeitImageProcessorFast label reduction bug vs Molmo all_tied_weights_keys attribute error; unrelated." + "reason": "BeitImageProcessorFast label reduction and Molmo tied-weights attribute errors are unrelated." }, { "left": "issue:43454", "right": "issue:43720", "accept": false, - "reason": "Weight tying bug vs BitNet packed-weight unpacking issue; unrelated." + "reason": "AyaVision weight tying and BitNet packed-weight unpacking during accelerate loading are different bugs." }, { "left": "issue:41720", "right": "issue:43322", "accept": false, - "reason": "Different multimodal loading failures with different symptoms and models; not duplicate." + "reason": "Both are multimodal/model-loading failures, but they affect different models and symptoms; too broad to merge." }, { "left": "issue:43881", "right": "issue:44991", "accept": false, - "reason": "Model loading failure vs tokenizer loading failure; unrelated." - }, - { - "left": "issue:43749", - "right": "issue:44534", - "accept": false, - "reason": "FSDP CPU RAM efficient loading vs non-persistent buffer initialization; too broad to merge." - }, - { - "left": "issue:43296", - "right": "issue:44877", - "accept": false, - "reason": "PaddleOCR-VL/vLLM load failure vs granite_speech config strictness; unrelated." + "reason": "A glm-4v-9b load failure is unrelated to tokenizer loading for EMBEDDIA/est-roberta." } ] }, @@ -3798,11 +3889,11 @@ "component_index": 1, "component_count": 17, "review_unit_index": 12, - "review_unit_count": 50, + "review_unit_count": 49, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-427", "nodes": [ @@ -3813,18 +3904,17 @@ "issue:42617", "issue:42915", "issue:43295", - "issue:43316", + "issue:43296", "issue:43317", "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", @@ -3833,13 +3923,13 @@ "issue:44423", "issue:44466", "issue:44479", + "issue:44534", "issue:44610", "issue:44671", "issue:44743", "issue:44756", "issue:44877", "issue:44898", - "issue:44913", "issue:44918", "issue:44977", "issue:44991", @@ -3856,6 +3946,8 @@ "issue:45823" ], "soft_pairs": [ + "issue:43749|issue:44534", + "issue:43296|issue:44991", "issue:44466|issue:45357", "issue:41720|issue:44977", "issue:42617|issue:42915", @@ -3866,206 +3958,222 @@ "issue:43404|issue:45357", "issue:36331|issue:42617", "issue:43577|issue:43708", - "issue:44877|issue:44991", - "issue:36331|issue:42915", "issue:43873|issue:44756", + "issue:36331|issue:42915", + "issue:44877|issue:44991", "issue:43550|issue:43720", "issue:43450|issue:45701", "issue:44423|issue:45406", "issue:45632|issue:45684", "issue:41720|issue:42617", - "issue:44479|issue:44918", "issue:44610|issue:44898", + "issue:44479|issue:44918", "issue:43550|issue:43606", "issue:44186|issue:44610", "issue:42915|issue:43317", "issue:43295|issue:45701", + "issue:43526|issue:43881", "issue:41720|issue:45161", "issue:44671|issue:44743", - "issue:43526|issue:43881", - "issue:45081|issue:45812", "issue:36010|issue:42617", - "issue:43531|issue:43572", - "issue:43316|issue:44913" + "issue:45081|issue:45812" ], - "prepared_review_unit_hash": "e8d80f3a40135dad77033a2c2a6d18bc457f88b40729f20d83a8df937be06974", + "prepared_review_unit_hash": "e8c260a028022adacac71ca8ebb87c49035e0a23492c19eaaf9b25bd22410f6f", "component_budget": { "node_count": 427, "item_count": 427, - "soft_pair_count": 1575, - "serialized_chars": 815841, - "estimated_input_tokens": 203961, - "estimated_eval_tokens": 408178 + "soft_pair_count": 1576, + "serialized_chars": 816182, + "estimated_input_tokens": 204046, + "estimated_eval_tokens": 408348 }, "budget": { - "node_count": 48, - "item_count": 48, + "node_count": 47, + "item_count": 47, "soft_pair_count": 31, - "serialized_chars": 37220, - "estimated_input_tokens": 9305, - "estimated_eval_tokens": 18866 + "serialized_chars": 36659, + "estimated_input_tokens": 9165, + "estimated_eval_tokens": 18586 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is heterogeneous: the soft pairs mostly share broad subsystem vocabulary (tokenization, quantization, multimodal models, offloading) but do not look like the same underlying bug or change. No true duplicate hub stands out.", - "confidence": 0.93, - "canonical_issue_reason": null, + "summary": "These items are mostly distinct Transformers bug reports that only loosely resemble each other by subsystem or symptom. I do not see a true duplicate cluster; the closest umbrella is the open offloading/quantization report, but the soft pairs are not mergeable as duplicates.", + "confidence": 0.87, + "canonical_issue_reason": "No exact duplicate center emerges; issue 43873 is the closest umbrella because it is open, active, and covers offloading/quantization behavior that overlaps the most with the nearby loading/offload reports.", "canonical_pr_reason": null, - "best_issue_reason": "issue:45701 is the broadest current regression report and has the most cross-cutting discussion, but it is not a true duplicate canonical for this mixed cluster.", + "best_issue_reason": "Issue 43873 is the best cluster anchor by scope and activity, but it is still not a duplicate of the others; the rest are mostly model-, tokenizer-, or API-specific regressions.", "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "issue:43749", + "right": "issue:44534", + "accept": false, + "reason": "Both are runtime/loading regressions, but one is CPU-efficient loading broken and the other is non-persistent buffer initialization junk; different code paths and root causes." + }, + { + "left": "issue:43296", + "right": "issue:44991", + "accept": false, + "reason": "Both involve loading failures, but one is a vLLM/PaddleOCR-VL model load issue and the other is a tokenizer-loading regression for est-roberta; not the same bug." + }, { "left": "issue:44466", "right": "issue:45357", "accept": false, - "reason": "Both involve Qwen3.5-related serialization, but one is tied-weight serialization on device and the other is incorrect visual encoder keys; different failures and code paths." + "reason": "Both touch save_pretrained serialization, but one is tied lm_head weight serialization and the other is incorrect visual-encoder keys; too different to merge." }, { "left": "issue:41720", "right": "issue:44977", "accept": false, - "reason": "Auto device mapping cudaErrorAssert on A800 and flash-attention generation failure are unrelated runtime bugs." + "reason": "Different failures: auto device mapping on Qwen3 versus flash-attention generation on Qwen3.5; not the same concrete code path." }, { "left": "issue:42617", "right": "issue:42915", "accept": false, - "reason": "3d_parallel.py run failure and Qwen3Moe FineGrainedFP8Config failure are different model/setup issues." + "reason": "A 3d_parallel script failure and a Qwen3Moe FineGrainedFP8Config failure are unrelated beyond both being training/runtime problems." }, { "left": "issue:40990", "right": "issue:45701", "accept": false, - "reason": "High perplexity on a specific model/dataset is not the same as a tokenizer-version behavior change." + "reason": "Perplexity on WikiText-2 and a tokenization-version change are related only broadly; the reports do not describe the same underlying defect." }, { "left": "issue:44008", "right": "issue:45823", "accept": false, - "reason": "Gemma3n audio_mel_mask collision and Gemma4 PLE device mismatch are different Gemma-family bugs." + "reason": "Different models and different bugs: Gemma3n variable-name collision versus Gemma4 PLE device mismatch." }, { "left": "issue:44387", "right": "issue:45704", "accept": false, - "reason": "int4 quantization OOM and apex RMSNorm memory leak are distinct memory issues with different causes." + "reason": "Both are memory-related, but one is int4 quantization reserved-memory growth and the other is an apex RMSNorm leak; distinct causes." }, { "left": "issue:44186", "right": "issue:45072", "accept": false, - "reason": "Tokenizer crash on NER/batched padding is unrelated to bfloat16 dtype mismatches in inference." + "reason": "Tokenizer batching/truncation crashes and bfloat16 dtype mismatches are unrelated failures in different parts of the stack." }, { "left": "issue:43404", "right": "issue:45357", "accept": false, - "reason": "lm_head weight tying in Mistral3 is not the same as Qwen3.5 visual-encoder save_pretrained key handling." + "reason": "One is an lm_head tying bug in Mistral3ForConditionalGeneration, the other is save_pretrained writing wrong visual-encoder keys; not the same issue." }, { "left": "issue:36331", "right": "issue:42617", "accept": false, - "reason": "Trainer compute_loss signature breakage and 3d_parallel.py runtime failure are different trainer/utility problems." + "reason": "CustomTrainer.compute_loss signature breakage and a 3d_parallel script failure are unrelated." }, { "left": "issue:43577", "right": "issue:43708", "accept": false, - "reason": "Blip2 dtype propagation and resume_from_checkpoint max_steps calculation are unrelated training/load issues." + "reason": "Blip2 dtype loading mismatch and Trainer max_steps miscalculation on resume are separate bugs with no shared code path." }, { - "left": "issue:44877", - "right": "issue:44991", + "left": "issue:43873", + "right": "issue:44756", "accept": false, - "reason": "Strict config rejection for granite_speech and tokenizer loading failure for est-roberta are different config/tokenizer problems." + "reason": "Both mention offloading/memory, but 43873 is quantization/offload behavior while 44756 is mmap-related OOM on Strix Halo; not the same defect." }, { "left": "issue:36331", "right": "issue:42915", "accept": false, - "reason": "Trainer loss-signature incompatibility and Qwen3Moe FP8 load failure do not share the same code path." + "reason": "A trainer API regression and a Qwen3Moe FP8 loading/config bug are unrelated." }, { - "left": "issue:43873", - "right": "issue:44756", + "left": "issue:44877", + "right": "issue:44991", "accept": false, - "reason": "Quantization offloading regression and mmap-caused OOM on Strix Halo are only broadly memory-related, not the same bug." + "reason": "Strict config loading for granite_speech and tokenizer loading for est-roberta are different failure modes." }, { "left": "issue:43550", "right": "issue:43720", "accept": false, - "reason": "torch.compile/SDPA failure in Bamba and packed-weight unpacking during accelerate loading are different mechanisms." + "reason": "torch.compile with SDPA on Bamba is a different code path from packed-weight unpacking during accelerate loading for BitNet." }, { "left": "issue:43450", "right": "issue:45701", "accept": false, - "reason": "Batched video processor shape bug and tokenizer-version behavior change are unrelated." + "reason": "Video batch-shape bugs and tokenization-version drift are unrelated." }, { "left": "issue:44423", "right": "issue:45406", "accept": false, - "reason": "Continuous-batching multimodal crash and Gemma4Processor missing _tokenizer are different processor/serve failures." + "reason": "Both affect serve, but one is a continuous-batching multimodal crash from passing a string to .to(), and the other is Gemma4Processor missing _tokenizer; different bugs." }, { "left": "issue:45632", "right": "issue:45684", "accept": false, - "reason": "Cache-path collisions for trust_remote_code and read-only permission propagation from save_pretrained are unrelated filesystem issues." + "reason": "A cache-path collision and permission propagation from save_pretrained are separate filesystem behaviors." }, { "left": "issue:41720", "right": "issue:42617", "accept": false, - "reason": "Auto device mapping cudaErrorAssert and inability to run 3d_parallel.py are different failures." + "reason": "Qwen3 auto device mapping asserts and 3d_parallel execution failure are not the same underlying issue." }, { - "left": "issue:44479", - "right": "issue:44918", + "left": "issue:44610", + "right": "issue:44898", "accept": false, - "reason": "Qwen video-input regression and TRL SFT embedding unpacking failure are separate Qwen3.5-related bugs." + "reason": "Both are processor/model input-size mismatches, but for different models and different preprocessing expectations; not mergeable as one bug." }, { - "left": "issue:44610", - "right": "issue:44898", + "left": "issue:44479", + "right": "issue:44918", "accept": false, - "reason": "OmDet-Turbo output size mismatch and Perceiver non-default-resolution failure are different vision preprocessing/model-size issues." + "reason": "A v5 video-input regression for Qwen VL models and Qwen3.5 embedding unpacking with TRL SFT trainer are distinct multimodal/training problems." }, { "left": "issue:43550", "right": "issue:43606", "accept": false, - "reason": "Bamba torch.compile SDPA failure and Bark CPU-offload device mismatch are different runtime/load paths." + "reason": "Both involve model execution under special loading/compile settings, but SDPA+torch.compile and CPU-offload device mismatch are different code paths." }, { "left": "issue:44186", "right": "issue:44610", "accept": false, - "reason": "LayoutLMv2Tokenizer crashes and OmDet-Turbo processor resolution mismatch are unrelated vision/tokenizer bugs." + "reason": "A tokenizer crash on NER/batched padding and an image processor size mismatch are unrelated." }, { "left": "issue:42915", "right": "issue:43317", "accept": false, - "reason": "Qwen3Moe FP8 load failure and dequantized-model CPU/GPU offload failure are both loading-related but not the same concrete bug." + "reason": "Qwen3Moe FineGrainedFP8Config failure and dequantized model loading with gpu+cpu offload are different quantization/offload bugs." }, { "left": "issue:43295", "right": "issue:45701", "accept": false, - "reason": "processor.tokenizer regression and tokenization changes across versions are different symptoms with different scopes." + "reason": "A regression around processor.tokenizer access and a general tokenization-version change are not the same code-path bug." + }, + { + "left": "issue:43526", + "right": "issue:43881", + "accept": false, + "reason": "BeitImageProcessorFast label reduction and glm-4v-9b loading failure are unrelated." }, { "left": "issue:41720", "right": "issue:45161", "accept": false, - "reason": "A800 auto device mapping crash and GPT-OSS MoE tensor-parallel issue are separate distributed inference bugs." + "reason": "Qwen3 auto device mapping on A800 and GPT-OSS MoE tensor-parallel issues are separate parallelization failures." }, { "left": "issue:44671", @@ -4073,35 +4181,17 @@ "accept": false, "reason": "CamemBERT masked-LM prediction regression and Qwen3.5 recurrent-state reset are unrelated model-specific bugs." }, - { - "left": "issue:43526", - "right": "issue:43881", - "accept": false, - "reason": "BeitImageProcessorFast reduce_labels bug and glm-4v-9b loading failure are different image processor/model load issues." - }, - { - "left": "issue:45081", - "right": "issue:45812", - "accept": false, - "reason": "Mistral regex patch failure and Granite tokenizer ID regression are both tokenizer-related but distinct code paths and failures." - }, { "left": "issue:36010", "right": "issue:42617", "accept": false, - "reason": "GenerationMixin import error and 3d_parallel.py failure are unrelated import/runtime issues." - }, - { - "left": "issue:43531", - "right": "issue:43572", - "accept": false, - "reason": "Qwen3-MoE sliding_window behavior and StableLmConfig missing pad_token_idx are different config/model issues." + "reason": "An ImportError for GenerationMixin and a 3d_parallel execution failure have no substantive overlap." }, { - "left": "issue:43316", - "right": "issue:44913", + "left": "issue:45081", + "right": "issue:45812", "accept": false, - "reason": "Gemma3TextConfig API discrepancy and GPTNeoXConfig rotary_pct reload bug are unrelated config serialization problems." + "reason": "Both are tokenizer-related, but one is a Mistral regex patch crash and the other is wrong token IDs for Granite models; different failures and fixes." } ] }, @@ -4117,11 +4207,11 @@ "component_index": 1, "component_count": 17, "review_unit_index": 13, - "review_unit_count": 50, + "review_unit_count": 49, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-427", "nodes": [ @@ -4136,6 +4226,7 @@ "issue:41720", "issue:42490", "issue:42915", + "issue:43316", "issue:43322", "issue:43329", "issue:43388", @@ -4143,6 +4234,7 @@ "issue:43531", "issue:43540", "issue:43550", + "issue:43572", "issue:43606", "issue:43653", "issue:43720", @@ -4153,15 +4245,13 @@ "issue:44077", "issue:44186", "issue:44361", - "issue:44451", "issue:44492", "issue:44509", "issue:44514", "issue:44545", - "issue:44589", "issue:44625", "issue:44898", - "issue:44991", + "issue:44913", "issue:45059", "issue:45072", "issue:45381", @@ -4175,13 +4265,15 @@ "issue:45859" ], "soft_pairs": [ + "issue:43316|issue:44913", + "issue:43531|issue:43572", "issue:43540|issue:43782", - "issue:43421|issue:45812", "issue:42915|issue:43322", + "issue:43421|issue:45812", "issue:44186|issue:44361", "issue:36331|issue:41720", - "issue:29159|issue:36032", "issue:43388|issue:45059", + "issue:29159|issue:36032", "issue:45406|issue:45464", "issue:33357|issue:35707", "issue:30064|issue:34634", @@ -4192,234 +4284,232 @@ "issue:43873|issue:45704", "issue:44492|issue:44509", "issue:43606|issue:43653", - "issue:42490|issue:43329", "issue:34634|issue:41720", + "issue:42490|issue:43329", "issue:43531|issue:45759", "issue:34567|issue:35707", "issue:44514|issue:44545", - "issue:43421|issue:43927", "issue:44625|issue:45479", + "issue:43421|issue:43927", "issue:44898|issue:45072", - "issue:44451|issue:44991", "issue:43782|issue:45381", "issue:44077|issue:44625", - "issue:45759|issue:45859", - "issue:43531|issue:44589" + "issue:45759|issue:45859" ], - "prepared_review_unit_hash": "43e7790650c09d76bd56a46b7941a9b6e77fa645f99d6b7b6efacc780b587ffc", + "prepared_review_unit_hash": "fa7595952a31bd266194a79e4240a8e7812b3e457c7dc21899291b6ca804acd5", "component_budget": { "node_count": 427, "item_count": 427, - "soft_pair_count": 1575, - "serialized_chars": 815841, - "estimated_input_tokens": 203961, - "estimated_eval_tokens": 408178 + "soft_pair_count": 1576, + "serialized_chars": 816182, + "estimated_input_tokens": 204046, + "estimated_eval_tokens": 408348 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 30, - "serialized_chars": 36867, - "estimated_input_tokens": 9217, - "estimated_eval_tokens": 18690 + "serialized_chars": 36848, + "estimated_input_tokens": 9212, + "estimated_eval_tokens": 18680 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "The set is mostly heterogeneous and does not form a single duplicate cluster. I only accept one clear duplicate pair: the two Qwen2.5-VL `apply_chat_template(..., padding=False)` crashes. All other soft edges are false positives across different models, APIs, or bug classes.", - "confidence": 0.98, - "canonical_issue_reason": "issue:44545 is the cleanest canonical for the only true duplicate pair: it describes the same batched `padding=False` crash as 44514 and has slightly more reference activity.", + "summary": "This cluster is mostly heterogeneous: many issues share broad themes like tokenization, model loading, or multimodal processors, but they are not the same underlying bug. The only clear duplicate-like pair is the Qwen2_5_VLProcessor batched padding=False crash.", + "confidence": 0.84, + "canonical_issue_reason": "Issue 44545 is the best canonical issue because it matches 44514 exactly on the same Qwen2_5_VLProcessor batched-input padding=False crash and has slightly stronger reference signal.", "canonical_pr_reason": null, - "best_issue_reason": "issue:44545 is the strongest issue anchor in this set because 44514 is an exact duplicate; the bug is concrete and narrowly scoped.", + "best_issue_reason": "44545 is the strongest representative in the set: it is the only exact duplicate pair and appears to be the more canonical report of that bug.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:43540", - "right": "issue:43782", + "left": "issue:43316", + "right": "issue:44913", "accept": false, - "reason": "Different model families and failure modes: Qwen3OmniMoe video input processing vs Qwen3VL `weight_only` load error." + "reason": "Both are config-related, but one is Gemma3TextConfig API mismatch and the other is GPTNeoXConfig rotary_pct reload behavior; different bugs." }, { - "left": "issue:43421", - "right": "issue:45812", + "left": "issue:43531", + "right": "issue:43572", + "accept": false, + "reason": "Different models and fields: Qwen3-MoE sliding_window vs StableLmConfig pad_token_idx after v5 update." + }, + { + "left": "issue:43540", + "right": "issue:43782", "accept": false, - "reason": "Both are tokenizer-related, but one is runtime post-processor syncing and the other is a Granite token-ID regression; different code paths." + "reason": "Both are Qwen multimodal failures, but one is video-input processing and the other is from_pretrained weight_only loading; not the same code path." }, { "left": "issue:42915", "right": "issue:43322", "accept": false, - "reason": "Unrelated bugs: Qwen3Moe FP8 config failure vs Llava Next segmentation fault on load." + "reason": "Qwen3Moe FP8 config failure and Llava Next segmentation fault are unrelated loading/runtime problems." + }, + { + "left": "issue:43421", + "right": "issue:45812", + "accept": false, + "reason": "Both involve tokenizers, but runtime post-processor updates and wrong Granite token IDs are distinct bugs." }, { "left": "issue:44186", "right": "issue:44361", "accept": false, - "reason": "Different tokenizers and symptoms: LayoutLMv2 NER/padding crash vs MLuke task `AttributeError`." + "reason": "Different tokenizer classes and failure modes: LayoutLMv2Tokenizer padding/truncation crash vs MLukeTokenizer AttributeError." }, { "left": "issue:36331", "right": "issue:41720", "accept": false, - "reason": "Training API signature mismatch vs Qwen3 auto device-mapping CUDA assert; not the same problem." + "reason": "Trainer compute_loss signature mismatch is unrelated to Qwen3 auto device mapping cudaErrorAssert." }, { - "left": "issue:29159", - "right": "issue:36032", + "left": "issue:43388", + "right": "issue:45059", "accept": false, - "reason": "Both touch tokenizers, but one is slow/fast inconsistency and the other is a T5 load-time method conflict." + "reason": "Metric gathering label truncation and SAM3 text/box behavior are unrelated." }, { - "left": "issue:43388", - "right": "issue:45059", + "left": "issue:29159", + "right": "issue:36032", "accept": false, - "reason": "Gather-for-metrics label truncation is a batching/eval bug; SAM3 text+boxes is a multimodal input issue." + "reason": "General slow/fast tokenizer inconsistency is not the same bug as T5 add_special_tokens name conflict." }, { "left": "issue:45406", "right": "issue:45464", "accept": false, - "reason": "Gemma4Processor missing `_tokenizer` is a processor initialization bug, not the same as Qwen3.5 streaming chat-completions failure." + "reason": "Gemma4Processor missing _tokenizer in serve is unrelated to Qwen3.5 streaming inference failures." }, { "left": "issue:33357", "right": "issue:35707", "accept": false, - "reason": "A MacOS bus error in CLIP loading is unrelated to progressive generation with `inputs_embeds` and `past_key_values`." + "reason": "MacOS CLIP bus error and progressive generation with inputs_embeds/past_key_values are different issues." }, { "left": "issue:30064", "right": "issue:34634", "accept": false, - "reason": "Image segmentation-map processing and Bark audio voice preset handling are different subsystems." + "reason": "Image processor void segmentation maps and BarkProcessor voice_preset are unrelated." }, { "left": "issue:41720", "right": "issue:43746", "accept": false, - "reason": "CUDA assert from device mapping is not the same as GraniteSpeech PEFT local-checkpoint loading failure." + "reason": "Qwen3 auto device mapping cudaErrorAssert and GraniteSpeech PEFT local checkpoint loading are different bugs." }, { "left": "issue:43606", "right": "issue:43720", "accept": false, - "reason": "Both involve loading/offload, but Bark CPU offload mismatch and BitNet packed-weight unpacking are distinct root causes." + "reason": "CPU offload device mismatch for Bark-small is unrelated to BitNet packed-weight unpacking during accelerate loading." }, { - "left": "issue:43606", + "left": "issue:43550", "right": "issue:43653", "accept": false, - "reason": "Device-mismatch offload bug vs tokenizer special-token registration; no shared underlying code path." + "reason": "torch.compile/SDPA failure and tokenizer special-token registration are unrelated." }, { "left": "issue:43421", "right": "issue:45701", "accept": false, - "reason": "Runtime special-token/post-processor syncing is different from a broad tokenization regression across versions." + "reason": "A runtime post-processor update feature gap is not the same as a broad tokenization regression across versions." }, { "left": "issue:43873", "right": "issue:45704", "accept": false, - "reason": "Quantization/offloading behavior is unrelated to T5 using `apex.FusedRMSNorm` and leaking memory." + "reason": "Quantization/offloading behavior and T5 RMSNorm memory leak are unrelated." }, { "left": "issue:44492", "right": "issue:44509", "accept": false, - "reason": "A cache-strategy typo and docs mentioning removed pipeline tasks are both documentation-ish, but not the same issue." + "reason": "A cache-strategy typo and outdated docs about removed pipeline tasks are not duplicates." }, { "left": "issue:43606", "right": "issue:43653", "accept": false, - "reason": "Bark CPU offload mismatch is unrelated to BigBirdTokenizer's mask-token registration problem." + "reason": "Bark CPU offload mismatch and BigBirdTokenizer mask token registration are different bugs." }, { - "left": "issue:42490", - "right": "issue:43329", + "left": "issue:34634", + "right": "issue:41720", "accept": false, - "reason": "Local-path import warning has nothing to do with undefined video-branch variables in `_get_num_multimodal_tokens`." + "reason": "BarkProcessor voice_preset and Qwen3 auto device mapping failures do not share the same underlying cause." }, { - "left": "issue:34634", - "right": "issue:41720", + "left": "issue:42490", + "right": "issue:43329", "accept": false, - "reason": "Audio processor voice preset failure and Qwen3 device-mapping CUDA assert are unrelated." + "reason": "Local path trailing-slash import warning and multimodal token counting video-branch bug are unrelated." }, { "left": "issue:43531", "right": "issue:45759", "accept": false, - "reason": "Sliding-window handling in Qwen3-MoE is a different bug from `AutoModelForCausalLM.from_config` not unwrapping `text_config`." + "reason": "Both touch Qwen3 configs, but sliding_window behavior and text_config unwrapping are different code paths." }, { "left": "issue:34567", "right": "issue:35707", "accept": false, - "reason": "Trainer token-count bookkeeping is unrelated to generation with `inputs_embeds` and cached keys/values." + "reason": "TrainerState token counting and progressive generation are unrelated." }, { "left": "issue:44514", "right": "issue:44545", "accept": true, - "reason": "Same title, same batched `padding=False` `apply_chat_template` crash, and clearly the same underlying bug." - }, - { - "left": "issue:43421", - "right": "issue:43927", - "accept": false, - "reason": "Both mention tokenizer metadata, but runtime post-processor updates and save/load token-ID loss are different defects." + "reason": "Exact same Qwen2_5_VLProcessor batched-input padding=False crash; this is a clear duplicate pair." }, { "left": "issue:44625", "right": "issue:45479", "accept": false, - "reason": "One is Qwen3.5 config propagation of `num_labels`; the other is a general single-label classification loss degeneracy across models." + "reason": "Qwen3.5 num_labels propagation and zero-loss single-label classification are distinct sequence-classification issues." }, { - "left": "issue:44898", - "right": "issue:45072", + "left": "issue:43421", + "right": "issue:43927", "accept": false, - "reason": "Perceiver interpolation at non-default resolution and bfloat16 dtype mismatches in SwitchTransformers/TimmWrapperModel are unrelated." + "reason": "Runtime special-token post-processor syncing and DiaConfig token-ID loss after save/load are not the same bug." }, { - "left": "issue:44451", - "right": "issue:44991", + "left": "issue:44898", + "right": "issue:45072", "accept": false, - "reason": "Both are tokenizer-loading failures, but different repos and likely different incompatibilities; not the same concrete bug." + "reason": "Perceiver interpolation failure and dtype mismatch in SwitchTransformers/TimmWrapperModel are unrelated." }, { "left": "issue:43782", "right": "issue:45381", "accept": false, - "reason": "Qwen3VL `weight_only=True` load error and Qwen2.5-VL video position IDs are separate Qwen-VL bugs." + "reason": "Qwen3VL weight_only loading and qwen2.5-vl video vision_position_ids are different multimodal bugs." }, { "left": "issue:44077", "right": "issue:44625", "accept": false, - "reason": "`post_init` validation for patchtsmixer is unrelated to Qwen3.5 `num_labels` propagation." + "reason": "PatchTSMixer post_init policy and Qwen3.5 num_labels propagation are unrelated config issues." }, { "left": "issue:45759", "right": "issue:45859", "accept": false, - "reason": "Config unwrapping for multimodal Qwen models and CPU-offload incompatibility in rotary embedding are different code paths." - }, - { - "left": "issue:43531", - "right": "issue:44589", - "accept": false, - "reason": "Sliding-window behavior in Qwen3-MoE is unrelated to the Float8 storage lookup error." + "reason": "Composite config unwrapping and CPU offload incompatibility in Qwen3_5MoeTextRotaryEmbedding are different problems." } ] }, "evaluator_result": { "accept": true, - "feedback": "The assessment is grounded in the packet: 44514/44545 are the only clearly matching pair, and the other soft-edge rejections are conservative given the distinct titles and bug classes. No overclaiming beyond the evidence provided." + "feedback": "Grounded overall. The heterogeneous-cluster summary matches the packet, and the 44514/44545 pair is the only clearly duplicate-looking match by title/body. The other soft-edge rejections are conservative and consistent with the issue titles." }, "evaluator_used": true, "retried": false, @@ -4432,11 +4522,11 @@ "component_index": 1, "component_count": 17, "review_unit_index": 14, - "review_unit_count": 50, + "review_unit_count": 49, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-427", "nodes": [ @@ -4467,6 +4557,7 @@ "issue:44220", "issue:44368", "issue:44451", + "issue:44589", "issue:44610", "issue:44661", "issue:44671", @@ -4474,12 +4565,11 @@ "issue:44918", "issue:44936", "issue:44987", + "issue:44991", "issue:45042", "issue:45081", - "issue:45183", "issue:45356", "issue:45357", - "issue:45479", "issue:45588", "issue:45663", "issue:45704", @@ -4490,15 +4580,17 @@ "issue:46050" ], "soft_pairs": [ + "issue:44451|issue:44991", + "issue:43531|issue:44589", "issue:44987|issue:45042", "issue:44368|issue:45357", "issue:44062|issue:44451", "issue:45588|issue:45759", - "issue:43746|issue:46050", - "issue:43421|issue:43653", "issue:39692|issue:44610", + "issue:43746|issue:46050", "issue:45704|issue:45923", "issue:44918|issue:44936", + "issue:43421|issue:43653", "issue:45663|issue:45923", "issue:42886|issue:44843", "issue:43381|issue:43844", @@ -4509,226 +4601,231 @@ "issue:43531|issue:43645", "issue:43746|issue:43873", "issue:45081|issue:45356", - "issue:43596|issue:44220", "issue:39692|issue:43873", "issue:40444|issue:43746", + "issue:43596|issue:44220", "issue:45356|issue:45907", - "issue:30064|issue:36010", "issue:43720|issue:43819", - "issue:44220|issue:44661", + "issue:30064|issue:36010", "issue:43653|issue:43720", "issue:43540|issue:44008", - "issue:43618|issue:43697", - "issue:45183|issue:45479" + "issue:44220|issue:44661", + "issue:43618|issue:43697" ], - "prepared_review_unit_hash": "ffce6be5044d523e4b3d197c82d306b441c14ea1fa4b634314f1c07470d9b0d9", + "prepared_review_unit_hash": "6f6178b840e0f9961edfcaca7258a5296644b72a6b79d49589b5bca32d0cd319", "component_budget": { "node_count": 427, "item_count": 427, - "soft_pair_count": 1575, - "serialized_chars": 815841, - "estimated_input_tokens": 203961, - "estimated_eval_tokens": 408178 + "soft_pair_count": 1576, + "serialized_chars": 816182, + "estimated_input_tokens": 204046, + "estimated_eval_tokens": 408348 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 30, - "serialized_chars": 37211, - "estimated_input_tokens": 9303, - "estimated_eval_tokens": 18862 + "soft_pair_count": 31, + "serialized_chars": 37379, + "estimated_input_tokens": 9345, + "estimated_eval_tokens": 18946 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is heterogeneous: the items span unrelated tokenizer, vision, multimodal, distributed-training, and docs issues. None of the soft edges look like the same underlying bug/change, so I would not deduplicate any pair here and there is no good single canonical issue/PR.", - "confidence": 0.97, - "canonical_issue_reason": null, + "summary": "This cluster is a grab bag of mostly unrelated Transformers issues across tokenizers, multimodal models, quantization, training, and offline-mode regressions. I don\u2019t see any pair that clearly represents the same underlying bug/change, so no soft merges are justified.", + "confidence": 0.93, + "canonical_issue_reason": "issue:42886 is a clean, self-contained regression report with a specific version and reproducible offline-cache symptom, making it a reasonable representative issue for the cluster.", "canonical_pr_reason": null, - "best_issue_reason": null, + "best_issue_reason": "issue:42886 is the strongest standalone issue to keep as the cluster representative because it has a precise failure mode and clear reproduction context.", "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "issue:44451", + "right": "issue:44991", + "accept": false, + "reason": "Both are model/tokenizer loading failures, but they concern different models and likely different root causes." + }, + { + "left": "issue:43531", + "right": "issue:44589", + "accept": false, + "reason": "Completely different subsystems: Qwen3-MoE sliding window behavior vs a float8 storage import/type error." + }, { "left": "issue:44987", "right": "issue:45042", "accept": false, - "reason": "Different failures: loading `physical-intelligence/fast` vs PIL image processors incorrectly requiring `torchvision`." + "reason": "Both are regressions, but one is a model-loading failure and the other is an image-processor torchvision dependency issue." }, { "left": "issue:44368", "right": "issue:45357", "accept": false, - "reason": "Different areas and symptoms: LoRA warning about `tie_word_embeddings` vs incorrect visual encoder keys saved in Qwen3.5." + "reason": "Unrelated bugs: a warning about tie_word_embeddings vs incorrect visual encoder keys on save_pretrained." }, { "left": "issue:44062", "right": "issue:44451", "accept": false, - "reason": "`AddedToken(..., special=...)` argument collision is unrelated to inability to load `vesteinn/ScandiBERT`." + "reason": "Both involve tokenizers, but one is an AddedToken argument bug and the other is a model load failure for ScandiBERT." }, { "left": "issue:45588", "right": "issue:45759", "accept": false, - "reason": "Flash-attention crash on `s_aux=None` is a different code path from `from_config` not unwrapping `text_config`." - }, - { - "left": "issue:43746", - "right": "issue:46050", - "accept": false, - "reason": "Local PEFT-adapter checkpoint loading is distinct from save/load corruption in sinq-quantized models." + "reason": "Different code paths: flash_attention sink handling vs AutoModelForCausalLM/config unwrapping for multimodal Qwen configs." }, { - "left": "issue:43421", - "right": "issue:43653", + "left": "issue:39692", + "right": "issue:44610", "accept": false, - "reason": "Both concern tokenizer special-token behavior, but one is runtime post-processor updates and the other is BigBird mask-token registration." + "reason": "Both mention processor/model mismatches, but they affect different models and different concrete failures." }, { - "left": "issue:39692", - "right": "issue:44610", + "left": "issue:43746", + "right": "issue:46050", "accept": false, - "reason": "SigLIP2 doc/example mismatches and quantization errors are unrelated to OmDet-Turbo's processor/model input-size mismatch." + "reason": "Both are save/load related, but PEFT local checkpoint loading and sinq quantized round-tripping are distinct problems." }, { "left": "issue:45704", "right": "issue:45923", "accept": false, - "reason": "A T5 Apex RMSNorm memory leak is unrelated to a missing `supports_gradient_checkpointing` flag in a trust-remote-code model." + "reason": "Unrelated: apex FusedRMSNorm memory leak in T5 vs a missing gradient_checkpointing flag on a trust_remote_code model." }, { "left": "issue:44918", "right": "issue:44936", "accept": false, - "reason": "Unpacking Qwen3.5 input embeddings in TRL is a different bug from `trainer.evaluate()` failing after `trainer.train()`." + "reason": "Both mention trainer workflows, but one is embedding unpacking in SFT and the other is evaluate() failing after train()." + }, + { + "left": "issue:43421", + "right": "issue:43653", + "accept": false, + "reason": "Both concern tokenizer special tokens, but one is a feature gap in TokenizersBackend and the other is a BigBirdTokenizer CI/decoding bug." }, { "left": "issue:45663", "right": "issue:45923", "accept": false, - "reason": "Gemma-4 FSDP2 shared-kv state rebuilding is unrelated to a missing gradient-checkpointing capability flag." + "reason": "Different failures: Gemma-4 FSDP2 shared_kv_states logic vs a missing support flag on a different model variant." }, { "left": "issue:42886", "right": "issue:44843", "accept": false, - "reason": "Both mention offline mode, but one is generic cache loading and the other is the specific `_patch_mistral_regex` `model_info()` call path." + "reason": "Same offline-mode theme, but one is generic cache loading and the other is a specific _patch_mistral_regex model_info call; not clearly the same bug." }, { "left": "issue:43381", "right": "issue:43844", "accept": false, - "reason": "Eval-mode gradient checkpointing is unrelated to abnormal gradient growth under HfDeepSpeedConfig + ZeRO-3." + "reason": "Different training/runtime behaviors: eval-mode gradient checkpointing vs abnormal gradient growth with ZeRO-3." }, { "left": "issue:43421", "right": "issue:44186", "accept": false, - "reason": "Special-token post-processor refresh is not the same bug as LayoutLMv2 NER/padding/truncation crashes." + "reason": "Both are tokenizer issues, but runtime special-token updates and LayoutLMv2 NER padding/truncation failures are distinct." }, { "left": "issue:43994", "right": "issue:44671", "accept": false, - "reason": "SigLIP2 wrong outputs and CamemBERT masked-LM regressions are different model-specific inference bugs." + "reason": "Different model-specific regressions: SigLIP2 incorrect outputs vs CamemBERT masked-LM prediction changes." }, { "left": "issue:45704", "right": "issue:45859", "accept": false, - "reason": "RMSNorm memory leak in T5 is unrelated to CPU-offload incompatibility in Qwen3.5 MoE rotary embedding." + "reason": "Different bugs in different models: T5/apex RMSNorm leak vs Qwen3_5MoeTextRotaryEmbedding CPU offload incompatibility." }, { "left": "issue:41720", "right": "issue:45704", "accept": false, - "reason": "CUDA assert with Qwen3 auto device mapping is a different failure from an Apex RMSNorm leak in T5." + "reason": "No common code path: Qwen3 auto device mapping CUDA assert vs T5 RMSNorm memory leak." }, { "left": "issue:43531", "right": "issue:43645", "accept": false, - "reason": "Qwen3-MoE sliding-window behavior is unrelated to Jupyter custom-model initialization breaking in Transformers 5.0.0." + "reason": "Sliding-window behavior in Qwen3-MoE and notebook custom-model initialization in Transformers 5.0 are unrelated." }, { "left": "issue:43746", "right": "issue:43873", "accept": false, - "reason": "PEFT local checkpoint loading and quantization/offloading behavior are different problems." + "reason": "Both touch loading/offloading themes, but one is PEFT checkpoint loading and the other is quantization offloading behavior." }, { "left": "issue:45081", "right": "issue:45356", "accept": false, - "reason": "Both involve tokenizer/Mistral-regex warnings, but one is an AttributeError in regex patching and the other is a Kimi-K2.5 codec/regression issue." + "reason": "Both involve tokenizer regex handling, but one is a crash in patch_mistral_regex and the other is a codec/ warning regression for Kimi-K2.5." }, { - "left": "issue:43596", - "right": "issue:44220", + "left": "issue:39692", + "right": "issue:43873", "accept": false, - "reason": "DeepSpeed ZeRO-3 BertModel initialization and `_torch_extract_fbank_features()` are unrelated code paths." - }, - { - "left": "issue:39692", - "right": "issue:43873", - "accept": false, - "reason": "SigLIP2 example/quantization issues are unrelated to offloading behavior with quantization." + "reason": "Unrelated: SigLIP2 docs/model mismatch vs quantization offloading not working as expected." }, { "left": "issue:40444", "right": "issue:43746", "accept": false, - "reason": "Qwen2.5-VL iterable dataset failures are unrelated to GraniteSpeech PEFT checkpoint loading." + "reason": "Different model families and failures: Qwen2.5-VL multi-image dataset handling vs GraniteSpeech local checkpoint loading." }, { - "left": "issue:45356", - "right": "issue:45907", + "left": "issue:43596", + "right": "issue:44220", "accept": false, - "reason": "Tokenizer regression around codec handling is not the same as `list_repo_files` failing to forward `revision`." + "reason": "No overlap beyond generic training/audio data processing; deepspeed zero3 BertModel index error and fbank feature extraction are separate bugs." }, { - "left": "issue:30064", - "right": "issue:36010", + "left": "issue:45356", + "right": "issue:45907", "accept": false, - "reason": "Void segmentation-map processing and `GenerationMixin` import errors are entirely different issues." + "reason": "Tokenizer codec/regex regression vs list_repo_files missing revision forwarding are unrelated." }, { "left": "issue:43720", "right": "issue:43819", "accept": false, - "reason": "Packed-weight unpacking during accelerate loading is a different bug from DAC latent decoding mismatch." + "reason": "Both are model/quantization related, but packed-weight loading and DAC STE mismatch are different concrete issues." }, { - "left": "issue:44220", - "right": "issue:44661", + "left": "issue:30064", + "right": "issue:36010", "accept": false, - "reason": "Audio feature extraction is unrelated to `add-new-model-like` failing inside `TOKENIZER_MAPPING_NAMES`." + "reason": "Completely unrelated: image processor void segmentation maps vs a GenerationMixin import error." }, { "left": "issue:43653", "right": "issue:43720", "accept": false, - "reason": "BigBird special-token decode behavior is unrelated to BitNet packed-weight loading." + "reason": "Tokenizer special-token registration and BitNet packed-weight loading are unrelated." }, { "left": "issue:43540", "right": "issue:44008", "accept": false, - "reason": "Qwen3OmniMoe video-input validation is unrelated to Gemma 3n's `audio_mel_mask` name collision." + "reason": "Different multimodal failures: Qwen3OmniMoe video processing vs Gemma 3n audio_mel_mask variable collision." }, { - "left": "issue:43618", - "right": "issue:43697", + "left": "issue:44220", + "right": "issue:44661", "accept": false, - "reason": "Missing CLIP attentions assignment is unrelated to RTDetrV2 output differences in v5." + "reason": "Audio feature extraction and TOKENIZER_MAPPING_NAMES add-new-model-like behavior are unrelated." }, { - "left": "issue:45183", - "right": "issue:45479", + "left": "issue:43618", + "right": "issue:43697", "accept": false, - "reason": "Input validation error messaging and single-label-classification zero-loss behavior are distinct bugs." + "reason": "Both are v5 regressions, but the affected models and failure modes are different, so they are not the same bug." } ] }, @@ -4744,11 +4841,11 @@ "component_index": 1, "component_count": 17, "review_unit_index": 15, - "review_unit_count": 50, + "review_unit_count": 49, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-427", "nodes": [ @@ -4765,7 +4862,6 @@ "issue:43540", "issue:43550", "issue:43577", - "issue:43606", "issue:43643", "issue:43644", "issue:43653", @@ -4793,7 +4889,9 @@ "issue:45072", "issue:45081", "issue:45084", + "issue:45183", "issue:45381", + "issue:45479", "issue:45584", "issue:45685", "issue:45834", @@ -4801,10 +4899,11 @@ "issue:46032" ], "soft_pairs": [ + "issue:45183|issue:45479", "issue:43550|issue:45072", - "issue:43388|issue:46032", - "issue:43295|issue:45834", "issue:43550|issue:43819", + "issue:43295|issue:45834", + "issue:43388|issue:46032", "issue:43716|issue:44008", "issue:44062|issue:44488", "issue:43322|issue:45685", @@ -4817,208 +4916,207 @@ "issue:43643|issue:44877", "issue:43540|issue:45381", "issue:44448|issue:44671", + "issue:30064|issue:36331", "issue:43421|issue:44811", + "issue:43577|issue:43818", "issue:43782|issue:44977", - "issue:30064|issue:36331", "issue:41720|issue:44991", - "issue:43577|issue:43818", "issue:39692|issue:45834", "issue:45584|issue:45834", "issue:44821|issue:45084", "issue:44186|issue:44442", - "issue:43644|issue:43749", - "issue:43606|issue:45072" + "issue:43644|issue:43749" ], - "prepared_review_unit_hash": "3352a414815bd78650a470c62e42218d82888df24de4ef7614787f1b4ba2720f", + "prepared_review_unit_hash": "da1e89a6fdd673c4e30a7b6d3a587e30a5dfb21cfe6ea23ccafff86004bad8e0", "component_budget": { "node_count": 427, "item_count": 427, - "soft_pair_count": 1575, - "serialized_chars": 815841, - "estimated_input_tokens": 203961, - "estimated_eval_tokens": 408178 + "soft_pair_count": 1576, + "serialized_chars": 816182, + "estimated_input_tokens": 204046, + "estimated_eval_tokens": 408348 }, "budget": { - "node_count": 47, - "item_count": 47, + "node_count": 48, + "item_count": 48, "soft_pair_count": 27, - "serialized_chars": 35499, - "estimated_input_tokens": 8875, - "estimated_eval_tokens": 18006 + "serialized_chars": 36181, + "estimated_input_tokens": 9046, + "estimated_eval_tokens": 18348 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "The set is highly heterogeneous: nearly every soft pair is about a different model, tokenizer, or failure mode, so I reject all candidate duplicate edges. There are no PRs in the cluster. If a single issue must be picked as a representative, 45081 is the closest fit because it directly centers the shared `_patch_mistral_regex` code path, but the overall cluster still does not form one coherent bug thread.", - "confidence": 0.9, - "canonical_issue_reason": "No true cluster-wide canonical issue exists; 45081 is only the closest representative because it is the most concrete `_patch_mistral_regex` failure and aligns with the only clearly related pair in the set.", + "summary": "This cluster is a broad false positive: the items span unrelated tokenizer, multimodal, caching, loading, and model-specific regressions. None of the soft edges look like the same underlying bug/change.", + "confidence": 0.97, + "canonical_issue_reason": null, "canonical_pr_reason": null, - "best_issue_reason": "45081 is the best representative of the narrow Mistral-regex subthread: it names the exact failing helper and a specific loading path, whereas the rest of the items are unrelated bugs.", + "best_issue_reason": "Issue 45081 is the cleanest single, narrowly scoped regression in the set, but the cluster is too heterogeneous for a true canonical duplicate target.", "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "issue:45183", + "right": "issue:45479", + "accept": false, + "reason": "Both are model validation/loss bugs, but one is an input XOR check and the other is a zero-loss classification bug; different failure modes and code paths." + }, { "left": "issue:43550", "right": "issue:45072", "accept": false, - "reason": "Different models and different failure modes: SDPA/torch.compile issue vs bfloat16 dtype mismatch in a separate wrapper." + "reason": "Different models and different bugs: SDPA/torch.compile failure in Bamba vs dtype mismatch in SwitchTransformers/TimmWrapperModel." }, { - "left": "issue:43388", - "right": "issue:46032", + "left": "issue:43550", + "right": "issue:43819", "accept": false, - "reason": "Different code paths: metric gathering drops tuple labels in the last batch, while Mamba2Mixer returns incorrect cache results for seq_len > 1." + "reason": "Bamba compile/SDPA failure is unrelated to DAC.from_latents vs forward-pass mismatch with missing STE." }, { "left": "issue:43295", "right": "issue:45834", "accept": false, - "reason": "One is a processor/tokenizer regression; the other is a Kosmos2.5 OCR long-input index error." + "reason": "One is a processor/tokenizer regression, the other is a long-OCR index error in Kosmos2.5; no shared root cause." }, { - "left": "issue:43550", - "right": "issue:43819", + "left": "issue:43388", + "right": "issue:46032", "accept": false, - "reason": "Unrelated bugs: torch.compile+SDPA failure versus DAC latent/STE forward mismatch." + "reason": "gather_for_metrics last-batch label trimming is unrelated to Mamba2Mixer use_cache producing wrong results." }, { "left": "issue:43716", "right": "issue:44008", "accept": false, - "reason": "Both touch multimodal inputs, but the bugs differ: dtype mismatch in preprocessing versus an AttributeError from a variable name collision." + "reason": "Different components and symptoms: image preprocessor/model dtype mismatch vs a Gemma3n forward variable-name collision causing AttributeError." }, { "left": "issue:44062", "right": "issue:44488", "accept": false, - "reason": "Both concern tokenizer loading, but one is an AddedToken keyword conflict and the other is a model-specific load failure; not the same underlying bug." + "reason": "AddedToken special-kwarg duplication is a tokenizer-construction bug, while sleng-bert failing to load is a separate model/tokenizer loading issue." }, { "left": "issue:43322", "right": "issue:45685", "accept": false, - "reason": "A segfault while loading Llava Next is not the same as an MPS histogram/int limitation in MoE code." + "reason": "Llava Next loading segfault and MPS histogram on Int are unrelated runtime failures." }, { "left": "issue:43335", "right": "issue:43756", "accept": false, - "reason": "Different configuration bugs: sparse layer creation at zero layers versus RoPE layer count mismatch." + "reason": "Both are configuration bugs, but one creates a sparse layer at zero sparse layers and the other drops RoPE layers; different models and logic." }, { "left": "issue:44186", "right": "issue:44898", "accept": false, - "reason": "Tokenizer crashes on NER/padding are unrelated to Perceiver interpolation failures on non-default image sizes." + "reason": "LayoutLMv2 tokenizer crashes on NER/padding vs Perceiver image classification failing with interpolate_pos_encoding; unrelated subsystems." }, { "left": "issue:43653", "right": "issue:43819", "accept": false, - "reason": "Tokenizer special-token registration/decoding is unrelated to the DAC missing-STE latent path." + "reason": "BigBirdTokenizer special-token registration bug is not the same as DAC.from_latents diverging from forward due to missing STE." }, { "left": "issue:43950", "right": "issue:45987", "accept": false, - "reason": "A from_pretrained buffer corruption regression is unrelated to StaticCache returning a tensor instead of an int." + "reason": "Non-persistent buffer corruption on load is a different regression from StaticCache.get_seq_length returning the wrong type." }, { "left": "issue:43531", "right": "issue:43643", "accept": false, - "reason": "Sliding-window handling for Qwen3-MoE and trust_remote_code config field loss are different subsystems and bugs." + "reason": "Qwen3-MoE sliding_window behavior and missing fields from trust_remote_code AutoConfig are unrelated bugs." }, { "left": "issue:44843", "right": "issue:45081", "accept": false, - "reason": "They share `_patch_mistral_regex`, but one is an offline `model_info()` call and the other is a missing `backend_tokenizer` attribute; related helper, distinct failures." + "reason": "Both involve _patch_mistral_regex, but one fails because it calls model_info() offline and the other because it assumes backend_tokenizer exists; distinct root causes." }, { "left": "issue:43643", "right": "issue:44877", "accept": false, - "reason": "Missing fields from trust_remote_code is not the same as strict config rejection for granite_speech." + "reason": "Missing fields with trust_remote_code is not the same as strict config blocking granite_speech loading." }, { "left": "issue:43540", "right": "issue:45381", "accept": false, - "reason": "Different multimodal paths and errors: video input parsing in Qwen3OmniMoe versus wrong vision_position_ids in Qwen2.5-VL." + "reason": "Both are Qwen video issues, but they affect different model families and different code paths (video input parsing vs vision_position_ids)." }, { "left": "issue:44448", "right": "issue:44671", "accept": false, - "reason": "These are different regression symptoms across different models: Pegasus output drift versus CamemBERT masked-LM prediction errors." + "reason": "Both are v5 output regressions, but they concern different models and different generation/masked-LM paths." + }, + { + "left": "issue:30064", + "right": "issue:36331", + "accept": false, + "reason": "ImageProcessor segmentation-map failure and CustomTrainer.compute_loss keyword regression are unrelated." }, { "left": "issue:43421", "right": "issue:44811", "accept": false, - "reason": "Special-token post-processor updating is not the same as Whisper batch_decode ignoring skip_special_tokens." + "reason": "Runtime special-token/post-processor updates and Whisper batch_decode skip_special_tokens handling are different layers of the stack." }, { - "left": "issue:43782", - "right": "issue:44977", + "left": "issue:43577", + "right": "issue:43818", "accept": false, - "reason": "Qwen3VL weight-only loading failure and Qwen3.5 flash-attention generation issues are separate bugs." + "reason": "BLIP2 dtype-loading bug and Video-LLaVA missing temporal attention/shared weights are unrelated model-specific issues." }, { - "left": "issue:30064", - "right": "issue:36331", + "left": "issue:43782", + "right": "issue:44977", "accept": false, - "reason": "Image processor segmentation-map handling and CustomTrainer.compute_loss signature mismatch are unrelated." + "reason": "from_pretrained weight_only=True load error is a different failure mode from flash-attention generation problems." }, { "left": "issue:41720", "right": "issue:44991", "accept": false, - "reason": "Auto device-mapping cuda asserts and tokenizer loading for a specific model are not the same bug." - }, - { - "left": "issue:43577", - "right": "issue:43818", - "accept": false, - "reason": "Blip2 dtype propagation and Video-LLaVA temporal-attention/weight-sharing issues are unrelated." + "reason": "Qwen3 auto-device-map cuda assert and EMBEDDIA tokenizer loading failure are unrelated." }, { "left": "issue:39692", "right": "issue:45834", "accept": false, - "reason": "Documentation/example mistakes are not the same as a long-OCR input indexing bug." + "reason": "SigLIP2 docs/model mismatch and Kosmos2.5 long OCR index error do not share a concrete bug." }, { "left": "issue:45584", "right": "issue:45834", "accept": false, - "reason": "Whisper empty-transcription generation and Kosmos2.5 long OCR indexing are unrelated." + "reason": "Whisper empty-transcription generation after align_special_tokens is unrelated to Kosmos2.5 OCR index errors." }, { "left": "issue:44821", "right": "issue:45084", "accept": false, - "reason": "AutoImageProcessor URL loading and a template compilation TypeError are completely different failures." + "reason": "AutoImageProcessor URL loading and template-node compilation errors are entirely different code paths." }, { "left": "issue:44186", "right": "issue:44442", "accept": false, - "reason": "LayoutLMv2 tokenizer crashes and AutoTokenizer failing to load FastSpeech2ConformerTokenizer are different code paths." + "reason": "LayoutLMv2 tokenizer crash and AutoTokenizer failing to load FastSpeech2ConformerTokenizer are different tokenizer issues." }, { "left": "issue:43644", "right": "issue:43749", "accept": false, - "reason": "Non-persistent buffer corruption and FSDP CPU RAM efficient loading are distinct regression classes." - }, - { - "left": "issue:43606", - "right": "issue:45072", - "accept": false, - "reason": "CPU offload device mismatch in bark-small is unrelated to bfloat16 dtype mismatches in SwitchTransformers/TimmWrapperModel." + "reason": "Non-persistent buffer corruption on from_pretrained and broken FSDP_CPU_RAM_EFFICIENT_LOADING are separate loading regressions." } ] }, @@ -5034,11 +5132,11 @@ "component_index": 1, "component_count": 17, "review_unit_index": 16, - "review_unit_count": 50, + "review_unit_count": 49, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-427", "nodes": [ @@ -5053,6 +5151,7 @@ "issue:43526", "issue:43577", "issue:43582", + "issue:43606", "issue:43650", "issue:43653", "issue:43697", @@ -5091,230 +5190,237 @@ "issue:45834" ], "soft_pairs": [ + "issue:43606|issue:45072", "issue:44561|issue:45020", "issue:44479|issue:45834", "issue:43825|issue:43994", - "issue:43577|issue:43582", "issue:34634|issue:36010", + "issue:43577|issue:43582", "issue:44805|issue:44936", - "issue:44671|issue:45701", "issue:44485|issue:44509", "issue:43825|issue:43827", + "issue:44671|issue:45701", "issue:28218|issue:29159", "issue:44610|issue:45072", "issue:43720|issue:45072", "issue:43782|issue:45325", - "issue:42175|issue:45081", "issue:43749|issue:44291", + "issue:42175|issue:45081", "issue:45081|issue:45406", "issue:43582|issue:44857", "issue:43650|issue:43906", "issue:43262|issue:43819", "issue:43526|issue:43697", - "issue:44060|issue:44368", "issue:34634|issue:36331", + "issue:44060|issue:44368", "issue:43653|issue:44912", "issue:43526|issue:44554", "issue:43742|issue:45020", - "issue:45084|issue:45538", - "issue:43329|issue:45600" + "issue:43329|issue:45600", + "issue:45084|issue:45538" ], - "prepared_review_unit_hash": "1e5639b7cf01eab508519037682b7ddb794ea313abf2b131e6883aa46572cc35", + "prepared_review_unit_hash": "112c6a9b5f4b086de33666976d96923f42ef68caeb052f1f5e6d25c17d69dc23", "component_budget": { "node_count": 427, "item_count": 427, - "soft_pair_count": 1575, - "serialized_chars": 815841, - "estimated_input_tokens": 203961, - "estimated_eval_tokens": 408178 + "soft_pair_count": 1576, + "serialized_chars": 816182, + "estimated_input_tokens": 204046, + "estimated_eval_tokens": 408348 }, "budget": { - "node_count": 47, - "item_count": 47, - "soft_pair_count": 27, - "serialized_chars": 35502, - "estimated_input_tokens": 8876, - "estimated_eval_tokens": 18008 + "node_count": 48, + "item_count": 48, + "soft_pair_count": 28, + "serialized_chars": 36384, + "estimated_input_tokens": 9096, + "estimated_eval_tokens": 18448 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "Mostly a heterogeneous set of issues with a few weak duplicate-like pairs. The clearest matches are tokenizer spacing/inconsistency (#28218/#29159) and v5 pipeline-removal docs/error-message cleanup (#43825/#43827). The rest look like false-positive similarity across unrelated subsystems.", - "confidence": 0.64, - "canonical_issue_reason": "No single cluster-wide canonical issue: the items split into unrelated topics. If forced to pick a representative, #29159 is the best fit for the tokenizer duplicate subgroup because it states the broader slow/fast inconsistency that subsumes #28218.", + "summary": "Mostly a heterogeneous cluster of tokenizer, model-loading, and multimodal regression reports. Only a couple of pairs look like true duplicates; most share a subsystem or symptom but not the same underlying bug.", + "confidence": 0.79, + "canonical_issue_reason": "issue:45020 is the broadest umbrella report in the set and best fits the small remote_code/v5 regression subgroup, though the overall cluster is too mixed to have a single true canonical issue.", "canonical_pr_reason": null, - "best_issue_reason": "#29159 is the strongest issue representative among the clear duplicates: it is broader and more canonical than #28218 for the tokenizer-spacing/inconsistency bug.", + "best_issue_reason": "issue:45020 is the best representative issue because it captures the widest v5/remote_code breakage theme and has the broadest scope among the near-duplicates.", "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "issue:43606", + "right": "issue:45072", + "accept": false, + "reason": "Same broad inference symptom class, but different models and failure mechanisms; not the same underlying bug." + }, { "left": "issue:44561", "right": "issue:45020", - "accept": false, - "reason": "Related remote-code breakage, but #45020 is a broader umbrella report and not clearly the same concrete code-path as the is_torch_fx_available removal in #44561." + "accept": true, + "reason": "Both describe v5 breaking trust_remote_code/remote_code models via internal API removals; 44561 is a concrete instance of the broader 45020 regression." }, { "left": "issue:44479", "right": "issue:45834", "accept": false, - "reason": "Both are model/input regressions, but they involve different models and failure modes; no evidence they are the same underlying bug." + "reason": "Both are multimodal input regressions, but one is Qwen-VL video indexing and the other is Kosmos2.5 OCR long-input indexing." }, { "left": "issue:43825", "right": "issue:43994", "accept": false, - "reason": "Shared mention of pipeline() is too broad; one is a v5 error-message/docs cleanup issue, the other is a model output regression." - }, - { - "left": "issue:43577", - "right": "issue:43582", - "accept": false, - "reason": "Completely different problems: BLIP2 dtype handling versus an Apple Silicon allocator warmup TypeError." + "reason": "One is a pipeline error-message regression, the other is a model output correctness issue via AutoModel/pipeline; unrelated bugs." }, { "left": "issue:34634", "right": "issue:36010", "accept": false, - "reason": "Unrelated: BarkProcessor voice_preset behavior versus a GenerationMixin import error." + "reason": "BarkProcessor voice_preset and a GenerationMixin import error are unrelated." }, { - "left": "issue:44805", - "right": "issue:44936", + "left": "issue:43577", + "right": "issue:43582", "accept": false, - "reason": "Different failures in different code paths; one is a mask shape/indexing error, the other is train-then-evaluate failure." + "reason": "Different model-loading/runtime failures on different platforms; no shared code-path bug is evident." }, { - "left": "issue:44671", - "right": "issue:45701", + "left": "issue:44805", + "right": "issue:44936", "accept": false, - "reason": "Too vague to treat as the same bug; one is a CamemBERT MLM regression, the other is a broad tokenization-version complaint." + "reason": "Mask/index shape mismatch and trainer.evaluate failing after train are distinct failures." }, { "left": "issue:44485", "right": "issue:44509", "accept": false, - "reason": "Unrelated: GLM-5 RoPE discussion versus docs still mentioning removed pipeline tasks." + "reason": "RoPE implementation discussion vs docs references to removed pipeline tasks are not the same issue." }, { "left": "issue:43825", "right": "issue:43827", - "accept": true, - "reason": "Both track the same v5 pipeline-removal cleanup: stale translation/summarization pipeline references, one in runtime messaging and one in docs." + "accept": false, + "reason": "Both concern v5 pipeline removals, but one is runtime messaging and the other is stale documentation." + }, + { + "left": "issue:44671", + "right": "issue:45701", + "accept": false, + "reason": "Both mention tokenization/version effects, but one is CamemBERT masked-LM correctness and the other is a broad tokenization change complaint." }, { "left": "issue:28218", "right": "issue:29159", "accept": true, - "reason": "Same tokenizer symptom family; #29159\u2019s slow-vs-fast inconsistency is the broader statement of the added-token extra-space bug in #28218." + "reason": "Both point to tokenizer inconsistency around added-token handling; 28218 is a concrete symptom of the broader slow/fast tokenizer mismatch in 29159." }, { "left": "issue:44610", "right": "issue:45072", "accept": false, - "reason": "Both are inference regressions, but they affect different models and different tensor/dtype paths." + "reason": "Different model families and different regression types; only a generic inference mismatch theme overlaps." }, { "left": "issue:43720", "right": "issue:45072", "accept": false, - "reason": "Different issues: packed-weight loading for BitNet versus dtype mismatch in inference." + "reason": "Packed-weight loading failure and dtype mismatch are unrelated." }, { "left": "issue:43782", "right": "issue:45325", "accept": false, - "reason": "Different Qwen VL bugs with different failure modes; not the same underlying change." + "reason": "Both are Qwen VL issues, but one is a weight_only load error and the other is a RoPE/position-id scaling bug." }, { - "left": "issue:42175", - "right": "issue:45081", + "left": "issue:43749", + "right": "issue:44291", "accept": false, - "reason": "Unrelated dependency/backend packaging issue versus a tokenizer regex crash." + "reason": "Both are loading-related regressions, but one is FSDP CPU RAM efficient loading and the other is init_empty_weights argument handling." }, { - "left": "issue:43749", - "right": "issue:44291", + "left": "issue:42175", + "right": "issue:45081", "accept": false, - "reason": "Both concern loading, but they are distinct loader code paths and distinct failures." + "reason": "Backend packaging and Mistral regex patch loading are unrelated." }, { "left": "issue:45081", "right": "issue:45406", "accept": false, - "reason": "Different processor/tokenizer crashes with unrelated causes." + "reason": "Tokenizer regex patch crash and Gemma4Processor missing _tokenizer are different code paths." }, { "left": "issue:43582", "right": "issue:44857", "accept": false, - "reason": "No meaningful overlap: allocator warmup on Apple Silicon versus float16 AMP loss crash on CUDA." + "reason": "Apple Silicon allocator warmup TypeError vs CUDA AMP loss crash are unrelated." }, { "left": "issue:43650", "right": "issue:43906", "accept": false, - "reason": "No substantive duplicate signal; one is a placeholder-like issue, the other is a reproduction of a separate bug." + "reason": "Generic placeholder issue and isolated reproduction report do not match on the underlying bug." }, { "left": "issue:43262", "right": "issue:43819", "accept": false, - "reason": "Different domains and failure modes: audio processor sampling-rate defaulting versus DAC latent conversion mismatch." + "reason": "Audio sampling-rate default and DAC forward/from_latents mismatch are unrelated." }, { "left": "issue:43526", "right": "issue:43697", "accept": false, - "reason": "Different vision-model bugs; one is label reduction in an image processor, the other is an RT-DETRv2 output regression." + "reason": "Label reduction bug in BeitImageProcessorFast vs RTDetrV2 output regression are different defects." }, { - "left": "issue:44060", - "right": "issue:44368", + "left": "issue:34634", + "right": "issue:36331", "accept": false, - "reason": "Both mention tied-weight warnings, but the concrete causes and affected code paths differ." + "reason": "BarkProcessor voice_preset and CustomTrainer.compute_loss signature mismatch are unrelated." }, { - "left": "issue:34634", - "right": "issue:36331", + "left": "issue:44060", + "right": "issue:44368", "accept": false, - "reason": "Completely unrelated: BarkProcessor behavior versus Trainer compute_loss signature breakage." + "reason": "Both involve tied-weights warnings, but 44060 is an incorrect internal tie mapping while 44368 is a configuration/warning issue in fine-tuning; not the same bug." }, { "left": "issue:43653", "right": "issue:44912", "accept": false, - "reason": "Different bugs in different subsystems; tokenizer special-token registration versus MXFP4 quantization loading." + "reason": "BigBirdTokenizer special-token registration and MXFP4 quantization loading are unrelated." }, { "left": "issue:43526", "right": "issue:44554", "accept": false, - "reason": "No overlap beyond both being model bugs; the code paths are unrelated." + "reason": "Vision label processing and an MPS attention correctness issue are unrelated." }, { "left": "issue:43742", "right": "issue:45020", "accept": false, - "reason": "Loading a specific MobileLLM checkpoint is not the same concrete issue as the broader remote_code regression report." + "reason": "Both are model-loading regressions, but this is a model-specific key error while 45020 is a broad remote_code regression umbrella." }, { - "left": "issue:45084", - "right": "issue:45538", + "left": "issue:43329", + "right": "issue:45600", "accept": false, - "reason": "Unrelated template compilation error versus CLIPTokenizer max-length behavior." + "reason": "Undefined multimodal-token helper variables and removed auto-mapping configs are unrelated CI/code-path problems." }, { - "left": "issue:43329", - "right": "issue:45600", + "left": "issue:45084", + "right": "issue:45538", "accept": false, - "reason": "Different areas entirely: multimodal token counting versus auto-mapping references." + "reason": "Template compilation error and CLIPTokenizer model_max_length behavior are unrelated." } ] }, "evaluator_result": { "accept": true, - "feedback": "The summary is grounded in the packet and stays conservative on the ambiguous pairs. The two accepted duplicate-like pairs are reasonably supported, and the rest are appropriately rejected as weak or unrelated similarities." + "feedback": "The summary is grounded and appropriately cautious. The cluster is described as mostly heterogeneous, and the rejected soft edges are conservative. The two accepted pairs are defensible from the packet: 44561/45020 is a clear remote_code/v5 regression linkage, and 28218/29159 is a plausible tokenizer added-token inconsistency relation. No mergeability issues apply here since these are issue pairings, not PR pairs." }, "evaluator_used": true, "retried": false, @@ -5327,14 +5433,15 @@ "component_index": 1, "component_count": 17, "review_unit_index": 17, - "review_unit_count": 50, + "review_unit_count": 49, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-427", "nodes": [ + "issue:29159", "issue:34567", "issue:36010", "issue:36331", @@ -5363,12 +5470,10 @@ "issue:43854", "issue:43927", "issue:43931", - "issue:44387", "issue:44479", "issue:44568", "issue:44589", "issue:44610", - "issue:44617", "issue:44756", "issue:44811", "issue:44849", @@ -5379,6 +5484,7 @@ "issue:45042", "issue:45356", "issue:45459", + "issue:45488", "issue:45701", "issue:45759", "issue:45803", @@ -5388,245 +5494,249 @@ "issue:43746|issue:44811", "issue:44589|issue:45042", "issue:43452|issue:44991", - "issue:44387|issue:44617", "issue:43638|issue:44936", - "issue:45459|issue:45803", - "issue:36010|issue:43645", "issue:43819|issue:43927", + "issue:45459|issue:45803", "issue:43550|issue:44912", - "issue:43854|issue:44977", + "issue:36010|issue:43645", "issue:43257|issue:43329", + "issue:43854|issue:44977", "issue:39692|issue:44912", - "issue:43720|issue:44610", "issue:38175|issue:44610", + "issue:43720|issue:44610", "issue:36010|issue:36331", - "issue:43454|issue:43577", + "issue:43262|issue:44811", "issue:43257|issue:43696", + "issue:43454|issue:43577", "issue:43531|issue:45042", - "issue:43262|issue:44811", - "issue:43329|issue:44479", "issue:42490|issue:43257", + "issue:43329|issue:44479", "issue:43643|issue:45759", "issue:43749|issue:44756", - "issue:34567|issue:40990", "issue:43329|issue:43450", "issue:43606|issue:45859", + "issue:34567|issue:40990", "issue:44568|issue:45356", "issue:43257|issue:43931", - "issue:44849|issue:45701" + "issue:29159|issue:34567", + "issue:44849|issue:45701", + "issue:44568|issue:45488" ], - "prepared_review_unit_hash": "881ead1cbc360c7662fbd9df84a5ff786572f93755faeaf8e607968ade0150cd", + "prepared_review_unit_hash": "f15955feb45ee50da13545426c1b6063a628399c2e887c40c3340dad9e6e53f5", "component_budget": { "node_count": 427, "item_count": 427, - "soft_pair_count": 1575, - "serialized_chars": 815841, - "estimated_input_tokens": 203961, - "estimated_eval_tokens": 408178 + "soft_pair_count": 1576, + "serialized_chars": 816182, + "estimated_input_tokens": 204046, + "estimated_eval_tokens": 408348 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 29, - "serialized_chars": 36621, - "estimated_input_tokens": 9156, - "estimated_eval_tokens": 18568 + "soft_pair_count": 30, + "serialized_chars": 36995, + "estimated_input_tokens": 9249, + "estimated_eval_tokens": 18754 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "The items are mostly unrelated transformers bugs across tokenizer loading, training, vision/audio processors, quantization, and model-offload paths. Only one soft pair looks like the same underlying regression (video-path handling in VLM processors); the rest should stay separate.", - "confidence": 0.89, - "canonical_issue_reason": "Issue 45701 is the broadest umbrella-style report in the set and the only one phrased as a cross-version tokenizer regression, so it is the least-bad anchor even though the cluster is too heterogeneous to truly canonicalize around it.", + "summary": "This cluster is not a true duplicate set: it mixes unrelated tokenizer, trainer, model-loading, multimodal/video, CPU-offload, and quantization bugs. Most soft edges are superficial topic matches only and should stay separate.", + "confidence": 0.9, + "canonical_issue_reason": "No single canonical issue fits the cluster well; the items span many unrelated code paths and failure modes, so there is no clear umbrella bug to normalize around.", "canonical_pr_reason": null, - "best_issue_reason": "Issue 45701 is the best overall anchor available: open, broad, and already referenced by multiple related reports, but it still only fits a small slice of the set rather than the whole cluster.", + "best_issue_reason": "issue:45488 is the best representative only because it is an active, broadly framed tokenizer regression with inbound references, but it still does not subsume the rest of the heterogeneous set.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:43746", "right": "issue:44811", "accept": false, - "reason": "Different code paths: local PEFT checkpoint loading vs Whisper batch_decode special-token handling." + "reason": "Different subsystems and symptoms: PEFT/local checkpoint loading vs Whisper batch_decode skip_special_tokens." }, { "left": "issue:44589", "right": "issue:45042", "accept": false, - "reason": "Unrelated failures: Float8 storage lookup vs PIL backend incorrectly requiring torchvision." + "reason": "Unrelated bugs: float8 storage lookup vs PIL backend requiring torchvision." }, { "left": "issue:43452", "right": "issue:44991", "accept": false, - "reason": "Both involve loading, but one is gguf_file/from_pretrained breakage and the other is a tokenizer regression for a specific model." + "reason": "Both are tokenizer/model-load failures, but the concrete causes differ: gguf_file handling vs a specific tokenizer regression for est-roberta." }, { - "left": "issue:44387", - "right": "issue:44617", + "left": "issue:43638", + "right": "issue:44936", "accept": false, - "reason": "Different problems: int4 quantization memory growth vs a video model OOM." + "reason": "Different training failures: ZeRO-3 with non-pretrained Bert IndexError vs evaluate() failing after train()." }, { - "left": "issue:43638", - "right": "issue:44936", + "left": "issue:43819", + "right": "issue:43927", "accept": false, - "reason": "Separate training bugs: Zero3/BERT index error vs evaluate() failing after train()." + "reason": "Different model bugs: DAC latent reconstruction mismatch vs Dia config losing custom token IDs." }, { "left": "issue:45459", "right": "issue:45803", "accept": false, - "reason": "Both hide errors, but in different tokenizer/tensor conversion functions and with different triggers." + "reason": "Same broad pattern of swallowed errors, but different code paths and root causes; not the same underlying bug." }, { - "left": "issue:36010", - "right": "issue:43645", + "left": "issue:43550", + "right": "issue:44912", "accept": false, - "reason": "Different regressions: GenerationMixin import failure vs Jupyter custom-model initialization." + "reason": "Different features: torch.compile/SDPA runtime issue vs MXFP4 quantization fallback." }, { - "left": "issue:43819", - "right": "issue:43927", + "left": "issue:36010", + "right": "issue:43645", "accept": false, - "reason": "Different model-specific bugs: DAC latent reconstruction vs DiaConfig save/load token IDs." + "reason": "Importing GenerationMixin is unrelated to notebook custom-model initialization behavior." }, { - "left": "issue:43550", - "right": "issue:44912", + "left": "issue:43257", + "right": "issue:43329", "accept": false, - "reason": "Separate model-path failures: torch.compile/SDPA on Bamba vs MXFP4 loading fallback on gpt-oss." + "reason": "Different code paths: Qwen3 MoE weight conversion/loading vs multimodal token counting video-branch bug." }, { "left": "issue:43854", "right": "issue:44977", "accept": false, - "reason": "Different models and symptoms: GLM-4.7-Flash load issue vs Qwen3.5 flash-attention generation bug." - }, - { - "left": "issue:43257", - "right": "issue:43329", - "accept": false, - "reason": "Different subsystems: Qwen3-MoE loading/conversion vs multimodal video token counting." + "reason": "Different models and failures: GLM-4.7-Flash loading tests vs Qwen3.5 flash-attention generation." }, { "left": "issue:39692", "right": "issue:44912", "accept": false, - "reason": "Docs/example errors for SigLIP2 are unrelated to gpt-oss quantization fallback." + "reason": "Both mention quantization, but one is a SigLIP2 docs/example problem and the other is a GPT-oss MXFP4 loading issue." }, { - "left": "issue:43720", + "left": "issue:38175", "right": "issue:44610", "accept": false, - "reason": "Different defects: BitNet packed-weight loading vs OmDet processor image-size mismatch." + "reason": "Different symptom areas: SigLIP2 zero probabilities vs OmDet-Turbo processor size mismatch." }, { - "left": "issue:38175", + "left": "issue:43720", "right": "issue:44610", "accept": false, - "reason": "No shared underlying bug: zero probabilities in SigLIP2 vs wrong processor shape for OmDet." + "reason": "Packed-weight loading bug is unrelated to OmDet-Turbo image sizing." }, { "left": "issue:36010", "right": "issue:36331", "accept": false, - "reason": "Import error and custom trainer signature change are distinct regressions." + "reason": "ImportError for GenerationMixin and CustomTrainer.compute_loss signature mismatch are unrelated." }, { - "left": "issue:43454", - "right": "issue:43577", + "left": "issue:43262", + "right": "issue:44811", "accept": false, - "reason": "Different model issues: AyaVision weight tying vs BLIP2 dtype remaining float32." + "reason": "Both touch audio processors, but one is chat-template sample rate defaulting and the other is batch_decode skip_special_tokens handling." }, { "left": "issue:43257", "right": "issue:43696", "accept": false, - "reason": "Qwen3-MoE load/conversion bug and GPT-oss OOM are unrelated." + "reason": "Qwen3 MoE conversion/loading is unrelated to GPT-oss out-of-memory." + }, + { + "left": "issue:43454", + "right": "issue:43577", + "accept": false, + "reason": "AyaVision lm_head tying and BLIP2 dtype propagation are separate model bugs." }, { "left": "issue:43531", "right": "issue:45042", "accept": false, - "reason": "Sliding-window behavior in Qwen3-MoE is unrelated to the PIL/torchvision dependency regression." + "reason": "Sliding-window handling for Qwen3-MoE is unrelated to PIL/torchvision image processor requirements." }, { - "left": "issue:43262", - "right": "issue:44811", + "left": "issue:42490", + "right": "issue:43257", "accept": false, - "reason": "Both are audio-related, but sample-rate defaults and batch_decode skip_special_tokens are different bugs." + "reason": "Trailing-slash path import warning is not the same as Qwen3 MoE weight conversion." }, { "left": "issue:43329", "right": "issue:44479", - "accept": true, - "reason": "Both point to the same broken video-path handling in VLM/Qwen video processing; a fix to the video branch could plausibly cover both." - }, - { - "left": "issue:42490", - "right": "issue:43257", "accept": false, - "reason": "Local-path import warning and Qwen3-MoE weight conversion are unrelated." + "reason": "Both are about video multimodal behavior, but one is an undefined-helper bug in token counting and the other is a broader regression report across models." }, { "left": "issue:43643", "right": "issue:45759", "accept": false, - "reason": "Different config-loading bugs: missing fields from trust_remote_code vs unwrapping text_config for composite multimodal configs." + "reason": "Different config-loading issues: missing fields from trust_remote_code vs unwrapping text_config for composite multimodal configs." }, { "left": "issue:43749", "right": "issue:44756", "accept": false, - "reason": "FSDP CPU RAM-efficient loading and disabling mmap on Strix Halo are different memory/loading issues." - }, - { - "left": "issue:34567", - "right": "issue:40990", - "accept": false, - "reason": "Trainer token counting and gpt-oss perplexity are unrelated." + "reason": "Both involve memory/loading, but FSDP CPU-efficient loading and mmap on Strix Halo are not the same bug." }, { "left": "issue:43329", "right": "issue:43450", "accept": false, - "reason": "Undefined video token-count helpers and batched video processor shapes are different defects." + "reason": "Video token counting helper failure and batched video processor shape mismatch are distinct issues." }, { "left": "issue:43606", "right": "issue:45859", "accept": false, - "reason": "Both mention CPU offload, but Bark device mismatch and Qwen3_5Moe rotary embedding incompatibility are different model-specific issues." + "reason": "Both mention CPU offload, but they affect different models and code paths." + }, + { + "left": "issue:34567", + "right": "issue:40990", + "accept": false, + "reason": "TrainerState token counting and GPT-oss perplexity are unrelated." }, { "left": "issue:44568", "right": "issue:45356", "accept": false, - "reason": "Distinct tokenizer regressions affecting different models and different failure mechanisms." + "reason": "Separate tokenizer regressions affecting different models and mechanisms." }, { "left": "issue:43257", "right": "issue:43931", "accept": false, - "reason": "Qwen3-MoE loading/conversion and Qwen3-VL weight-shape mismatch are separate model-loading problems." + "reason": "Different Qwen3 loading failures: MoE conversion vs VL weight-shape mismatch." + }, + { + "left": "issue:29159", + "right": "issue:34567", + "accept": false, + "reason": "Tokenizer inconsistency and TrainerState token tracking are unrelated." }, { "left": "issue:44849", "right": "issue:45701", "accept": false, - "reason": "Qwen3.5 hidden-state output bug is not the same as the broad tokenizer-version-change report." + "reason": "Qwen3.5 hidden-states bug is unrelated to a general tokenization-version change." + }, + { + "left": "issue:44568", + "right": "issue:45488", + "accept": false, + "reason": "Both are tokenizer issues, but they are different regressions with different models and failure modes." } ] }, - "evaluator_result": { - "accept": true, - "feedback": "The summary is grounded in the packet and stays conservative overall. The one accepted soft pair (43329/44479) is plausibly the same video-path regression, and the rest of the rejections are appropriately cautious. The anchor/canonical issue choice is defensible as a broad version-regression umbrella, with the limitation that it only fits part of the cluster." - }, - "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 }, @@ -5635,11 +5745,11 @@ "component_index": 1, "component_count": 17, "review_unit_index": 18, - "review_unit_count": 50, + "review_unit_count": 49, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-427", "nodes": [ @@ -5650,6 +5760,7 @@ "issue:33357", "issue:34567", "issue:34689", + "issue:38175", "issue:41720", "issue:42175", "issue:42915", @@ -5673,9 +5784,9 @@ "issue:44479", "issue:44488", "issue:44560", - "issue:44568", "issue:44737", "issue:44821", + "issue:44898", "issue:44912", "issue:44987", "issue:44991", @@ -5685,272 +5796,272 @@ "issue:45357", "issue:45381", "issue:45405", - "issue:45488", "issue:45538", "issue:45588", + "issue:45823", "issue:45907", "issue:45987" ], "soft_pairs": [ - "issue:29159|issue:34567", - "issue:44568|issue:45488", "issue:42915|issue:43742", "issue:44291|issue:45042", "issue:42915|issue:44821", - "issue:44987|issue:45538", - "issue:43452|issue:43582", - "issue:43697|issue:45357", "issue:41720|issue:43540", + "issue:43697|issue:45357", "issue:44479|issue:45381", + "issue:43452|issue:43582", + "issue:44987|issue:45538", "issue:43927|issue:44912", - "issue:33357|issue:34567", "issue:42915|issue:45538", + "issue:33357|issue:34567", "issue:43540|issue:44479", - "issue:42175|issue:43824", "issue:43540|issue:44560", + "issue:42175|issue:43824", "issue:43317|issue:45538", "issue:44987|issue:45907", - "issue:43257|issue:43756", "issue:44062|issue:44991", + "issue:43257|issue:43756", "issue:24643|issue:29159", "issue:45137|issue:45405", - "issue:43577|issue:45072", "issue:28282|issue:34689", + "issue:43577|issue:45072", + "issue:42915|issue:43749", "issue:43742|issue:44291", "issue:43906|issue:45381", - "issue:42915|issue:43749", - "issue:42175|issue:44488", "issue:28282|issue:29127", - "issue:43404|issue:45987", + "issue:42175|issue:44488", + "issue:38175|issue:44898", "issue:43582|issue:43782", - "issue:44737|issue:45588" + "issue:43404|issue:45987", + "issue:44737|issue:45588", + "issue:43540|issue:45823" ], - "prepared_review_unit_hash": "2b1bcfb690569fcf50f00c1bd5026452cde78ddb5bb59a064d14e5ecaf201ea9", + "prepared_review_unit_hash": "304583ffdbe1bc6f50eed93593b0e441a157d11450558a90e610f4d89689af26", "component_budget": { "node_count": 427, "item_count": 427, - "soft_pair_count": 1575, - "serialized_chars": 815841, - "estimated_input_tokens": 203961, - "estimated_eval_tokens": 408178 + "soft_pair_count": 1576, + "serialized_chars": 816182, + "estimated_input_tokens": 204046, + "estimated_eval_tokens": 408348 }, "budget": { - "node_count": 47, - "item_count": 47, + "node_count": 48, + "item_count": 48, "soft_pair_count": 32, - "serialized_chars": 36848, - "estimated_input_tokens": 9212, - "estimated_eval_tokens": 18680 + "serialized_chars": 37339, + "estimated_input_tokens": 9335, + "estimated_eval_tokens": 18926 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This set is mostly a grab bag of unrelated bugs: tokenizer regressions, model-loading failures, quantization/device-map issues, DeepSpeed/FSDP problems, and a few video-input issues. I found one plausible duplicate subgroup in the Qwen VL video regression area; the rest are too different to merge.", - "confidence": 0.95, - "canonical_issue_reason": "If a representative is needed, issue 44479 is the best umbrella for the only clear duplicate subgroup: it covers the broader Qwen VL video-input regression, while 45381 is a narrower model-specific repro. The overall cluster is too heterogeneous for a single true canonical issue.", + "summary": "Mostly unrelated issue reports; only one soft duplicate pair looks like the same underlying bug: a Qwen video-input regression involving wrong vision position ids. No PRs are present.", + "confidence": 0.79, + "canonical_issue_reason": "Issue 44479 is the broader regression report spanning multiple Qwen VL variants; 45381 appears to be a narrower instance of the same video position-id problem.", "canonical_pr_reason": null, - "best_issue_reason": "44479 is the strongest representative issue among the items because it is the broadest and most actionable report in the only plausible duplicate subgroup. It is not a good representative for the rest of the cluster, which is unrelated.", + "best_issue_reason": "44479 is the best cluster anchor because it is the most general and user-facing report of the shared Qwen video regression.", "best_pr_reason": null, "soft_edge_verdicts": [ - { - "left": "issue:29159", - "right": "issue:34567", - "accept": false, - "reason": "Tokenizer slow/fast inconsistency vs TrainerState token-count tracking; different subsystems and failure modes." - }, - { - "left": "issue:44568", - "right": "issue:45488", - "accept": false, - "reason": "Both are tokenizer regressions, but one is missing BOS/EOS insertion and the other is a pre-tokenizer override bug in LlamaTokenizer; not the same underlying change." - }, { "left": "issue:42915", "right": "issue:43742", "accept": false, - "reason": "Different models and different loading failures: Qwen3Moe FP8 config vs MobileLLM key error." + "reason": "Different models and failures: Qwen3Moe FP8 conversion vs MobileLLM key loading." }, { "left": "issue:44291", "right": "issue:45042", "accept": false, - "reason": "Unexpected `_is_hf_initialized` argument during init_empty_weights is unrelated to PIL backend requiring torchvision." + "reason": "Unrelated loader/init_empty_weights error versus PIL backend torchvision dependency issue." }, { "left": "issue:42915", "right": "issue:44821", "accept": false, - "reason": "Qwen3Moe FP8 loading failure is unrelated to AutoImageProcessor URL-loading behavior." - }, - { - "left": "issue:44987", - "right": "issue:45538", - "accept": false, - "reason": "Model loading failure for physical-intelligence/fast vs CLIPTokenizer max_length constant bug; unrelated." + "reason": "No shared code path; one is Qwen3Moe FP8 loading, the other AutoImageProcessor-from-URL loading." }, { - "left": "issue:43452", - "right": "issue:43582", + "left": "issue:41720", + "right": "issue:43540", "accept": false, - "reason": "GGUF tokenizer/model loading issue vs Apple Silicon warmup TypeError; different code paths." + "reason": "Both are runtime failures, but the affected models and likely code paths differ; not enough evidence of the same bug." }, { "left": "issue:43697", "right": "issue:45357", "accept": false, - "reason": "RTDetrV2 output regression and Qwen3.5 save_pretrained key mapping are unrelated." - }, - { - "left": "issue:41720", - "right": "issue:43540", - "accept": false, - "reason": "CUDA assert with auto device mapping vs Qwen3OmniMoe video ValueError; not the same bug." + "reason": "Different problems: RTDetrV2 output changes vs save_pretrained writing incorrect visual encoder keys." }, { "left": "issue:44479", "right": "issue:45381", "accept": true, - "reason": "Both describe the same Qwen VL video-input regression in v5.3.0, centered on incorrect video position IDs; one is the umbrella report and the other a specific repro." + "reason": "Both describe Qwen VL video-input regressions, and 45381\u2019s wrong vision_position_ids matches the broader video regression in 44479." }, { - "left": "issue:43927", - "right": "issue:44912", + "left": "issue:43452", + "right": "issue:43582", "accept": false, - "reason": "DiaConfig save/load custom-token-ID corruption vs MXFP4 quantization fallback to bf16; unrelated." + "reason": "Different subsystems entirely: gguf tokenizer/model loading versus Apple Silicon allocator warmup TypeError." }, { - "left": "issue:33357", - "right": "issue:34567", + "left": "issue:44987", + "right": "issue:45538", + "accept": false, + "reason": "Unrelated failures: model loading for a specific repo versus tokenizer max-length behavior." + }, + { + "left": "issue:43927", + "right": "issue:44912", "accept": false, - "reason": "MacOS bus error with CLIP model loading is unrelated to TrainerState token counting." + "reason": "Different bugs: custom token IDs lost on save/load versus MXFP4 quantization fallback." }, { "left": "issue:42915", "right": "issue:45538", "accept": false, - "reason": "Qwen3Moe FP8 failure and CLIPTokenizer max_length bug do not share a concrete code path." + "reason": "Qwen3Moe FP8 loading and CLIPTokenizer max_length are unrelated." }, { - "left": "issue:43540", - "right": "issue:44479", + "left": "issue:33357", + "right": "issue:34567", "accept": false, - "reason": "Different Qwen model families and different symptoms; not a single duplicate fix." + "reason": "Mac bus error on CLIP model loading is unrelated to TrainerState token-count tracking." }, { - "left": "issue:42175", - "right": "issue:43824", + "left": "issue:43540", + "right": "issue:44479", "accept": false, - "reason": "Package/backend dependency issue vs missing Qwen2_5_VL class export; unrelated." + "reason": "Both involve video inputs, but the model families and reported failures differ; not clearly the same underlying bug." }, { "left": "issue:43540", "right": "issue:44560", "accept": false, - "reason": "Video-input ValueError and StopIteration in Qwen3-vl-embedding are separate regressions." + "reason": "Different Qwen video-input errors with different symptoms and model variants." + }, + { + "left": "issue:42175", + "right": "issue:43824", + "accept": false, + "reason": "Package/backend installation issue is unrelated to missing Qwen2_5_VL symbol imports." }, { "left": "issue:43317", "right": "issue:45538", "accept": false, - "reason": "Device-map/offload loading failure vs tokenizer max_length bug; unrelated." + "reason": "Dequantized model offload failure is unrelated to CLIPTokenizer model_max_length behavior." }, { "left": "issue:44987", "right": "issue:45907", "accept": false, - "reason": "Model loading regression vs repository listing not forwarding revision; different APIs." + "reason": "Repo loading regression versus list_repo_files revision forwarding are unrelated." }, { - "left": "issue:43257", - "right": "issue:43756", + "left": "issue:44062", + "right": "issue:44991", "accept": false, - "reason": "Qwen3 MOE deepspeed loading issue and Smollm3 RoPE-layer mismatch are unrelated model bugs." + "reason": "Tokenizer AddedToken argument collision is not the same as est-roberta tokenizer loading failure." }, { - "left": "issue:44062", - "right": "issue:44991", + "left": "issue:43257", + "right": "issue:43756", "accept": false, - "reason": "AddedToken special-argument TypeError vs tokenizer loading failure for a specific model; not the same bug." + "reason": "Qwen3 MOE weight conversion and Smollm3 RoPE-layer mismatch are different model-specific issues." }, { "left": "issue:24643", "right": "issue:29159", "accept": false, - "reason": "DeepSpeed training weight-shape error vs tokenizer consistency issue; unrelated." + "reason": "DeepSpeed weight shape error and tokenizer slow/fast inconsistency are unrelated." }, { "left": "issue:45137", "right": "issue:45405", "accept": false, - "reason": "DeepSpeed ZeRO3 deque error vs PEFT version bump issue; not the same underlying problem." + "reason": "DeepSpeed ZeRO3 deque error is unrelated to PEFT minimum-version packaging." + }, + { + "left": "issue:28282", + "right": "issue:34689", + "accept": false, + "reason": "Missing PyTorch import error is unrelated to Llama 3.2 Vision model loading regression." }, { "left": "issue:43577", "right": "issue:45072", "accept": false, - "reason": "Both mention dtype mismatches, but they affect different models and code paths." + "reason": "BLIP2 dtype retention and SwitchTransformers/TimmWrapperModel bfloat16 mismatches are different bugs." }, { - "left": "issue:28282", - "right": "issue:34689", + "left": "issue:42915", + "right": "issue:43749", "accept": false, - "reason": "Generic missing-PyTorch ImportError vs Llama 3.2 Vision model-loading regression; different causes." + "reason": "Qwen3Moe FP8 loading and FSDP CPU RAM efficient loading are unrelated." }, { "left": "issue:43742", "right": "issue:44291", "accept": false, - "reason": "Key error on MobileLLM loading is unrelated to unexpected init_empty_weights argument handling." + "reason": "Different loading failures with different root causes and models." }, { "left": "issue:43906", "right": "issue:45381", "accept": false, - "reason": "Isolated reproduction of an older issue vs Qwen2.5-VL video-position regression; not the same report." + "reason": "A reproduction of another issue is not the same as the Qwen video-position-id regression." }, { - "left": "issue:42915", - "right": "issue:43749", + "left": "issue:28282", + "right": "issue:29127", "accept": false, - "reason": "Qwen3Moe FP8 config failure and FSDP CPU RAM efficient loading bug are distinct distributed-loading issues." + "reason": "PyTorch import failure and LayoutLMv3 box-clarity error are unrelated." }, { "left": "issue:42175", "right": "issue:44488", "accept": false, - "reason": "Backend packaging mismatch is unrelated to loading a specific model that fails." + "reason": "Backend installation omission and sleng-bert loading failure are not the same bug." }, { - "left": "issue:28282", - "right": "issue:29127", + "left": "issue:38175", + "right": "issue:44898", "accept": false, - "reason": "PyTorch-not-found ImportError and LayoutLMv3 error messaging are unrelated." + "reason": "Unexpected zero probabilities in SigLIP2 and Perceiver non-default-resolution failure are different model-specific issues." }, { - "left": "issue:43404", - "right": "issue:45987", + "left": "issue:43582", + "right": "issue:43782", "accept": false, - "reason": "Mistral3 lm_head tying bug and StaticCache seq_length contract bug are unrelated." + "reason": "Apple Silicon allocator TypeError and Qwen3VL weight_only error are unrelated." }, { - "left": "issue:43582", - "right": "issue:43782", + "left": "issue:43404", + "right": "issue:45987", "accept": false, - "reason": "Apple Silicon warmup TypeError vs Qwen3VL weight_only loading error; different layers of the stack." + "reason": "lm_head weight tying in Mistral3 is unrelated to StaticCache.get_seq_length returning a tensor." }, { "left": "issue:44737", "right": "issue:45588", "accept": false, - "reason": "XLNet CPU allocation bug and flash_attention s_aux=None crash are unrelated." + "reason": "XLNet CPU arange issue and flash-attention s_aux=None crash are unrelated." + }, + { + "left": "issue:43540", + "right": "issue:45823", + "accept": false, + "reason": "Different device/input failures in different Qwen/Gemma models; not the same code-path bug." } ] }, "evaluator_result": { "accept": true, - "feedback": "The summary is grounded in the packet and stays appropriately conservative. The only accepted soft edge, issue:44479 vs issue:45381, is well supported by the titles and the clustering signal as a Qwen VL video-input regression subgroup. The rest of the pairwise rejections are cautious and consistent with the packet\u2019s heterogeneous issue set. No overstatement stands out." + "feedback": "Grounded overall. The only accepted soft edge (44479/45381) is phrased conservatively enough given the titles, and the false rejections are reasonable. Minor caveat: \"user-facing\" is not directly evidenced in the packet, so that wording is a bit stronger than the available data supports." }, "evaluator_used": true, "retried": false, @@ -5963,7 +6074,7 @@ "component_index": 1, "component_count": 17, "review_unit_index": 19, - "review_unit_count": 50, + "review_unit_count": 49, "status": "reviewed", "reason": null, "source": "llm", @@ -5975,13 +6086,11 @@ "issue:29127", "issue:34567", "issue:36331", - "issue:38175", "issue:41762", "issue:43452", "issue:43493", "issue:43526", "issue:43531", - "issue:43540", "issue:43643", "issue:43688", "issue:43697", @@ -5989,6 +6098,7 @@ "issue:43742", "issue:43749", "issue:43756", + "issue:43819", "issue:43994", "issue:44062", "issue:44291", @@ -5997,7 +6107,9 @@ "issue:44589", "issue:44625", "issue:44792", + "issue:44811", "issue:44821", + "issue:44843", "issue:44877", "issue:44898", "issue:44913", @@ -6015,14 +6127,11 @@ "issue:45405", "issue:45479", "issue:45600", - "issue:45823", "issue:45920", "issue:46121", "issue:46170" ], "soft_pairs": [ - "issue:38175|issue:44898", - "issue:43540|issue:45823", "issue:43526|issue:45479", "issue:43493|issue:43994", "issue:43756|issue:45325", @@ -6032,216 +6141,215 @@ "issue:44062|issue:45081", "issue:44792|issue:44964", "issue:45357|issue:45920", - "issue:43452|issue:44488", "issue:45042|issue:45081", + "issue:43452|issue:44488", "issue:43742|issue:44589", "issue:43643|issue:45375", - "issue:43531|issue:44821", "issue:45405|issue:45600", - "issue:43697|issue:45216", + "issue:43531|issue:44821", "issue:44625|issue:44877", - "issue:44514|issue:45381", "issue:24643|issue:29127", + "issue:44514|issue:45381", "issue:43720|issue:44898", + "issue:43697|issue:45216", "issue:45372|issue:46170", - "issue:41762|issue:44936", "issue:43688|issue:43749", - "issue:44514|issue:45290" + "issue:41762|issue:44936", + "issue:44514|issue:45290", + "issue:43452|issue:44843", + "issue:43819|issue:44811" ], - "prepared_review_unit_hash": "b1d580b78ec9f3ade0a4eb821d72e8eb8146f0e86d5336b5091c3fe7eeed619f", + "prepared_review_unit_hash": "2c7e740c06f2cca79080ec9c50234c846021d88572d5dfb89923d768e4a748dc", "component_budget": { "node_count": 427, "item_count": 427, - "soft_pair_count": 1575, - "serialized_chars": 815841, - "estimated_input_tokens": 203961, - "estimated_eval_tokens": 408178 + "soft_pair_count": 1576, + "serialized_chars": 816182, + "estimated_input_tokens": 204046, + "estimated_eval_tokens": 408348 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 26, - "serialized_chars": 35908, - "estimated_input_tokens": 8977, - "estimated_eval_tokens": 18210 + "serialized_chars": 35986, + "estimated_input_tokens": 8997, + "estimated_eval_tokens": 18250 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "Most pairs are related only at the subsystem or model-family level and should stay separate. I\u2019d merge only the SigLIP2 pair and the remote-code config-field-loss pair; the rest are distinct bugs or features.", - "confidence": 0.78, - "canonical_issue_reason": "Issue 43643 is the best canonical target because it describes the underlying config-field loss on `AutoConfig.from_pretrained(..., trust_remote_code=True)` in a broad, reusable way, and the Qwen3_5MoeVision report is a specific manifestation of that same failure mode.", + "summary": "These issues are mostly unrelated regression reports across different models/components; none of the soft pairs look like true duplicates of the same underlying bug or change.", + "confidence": 0.91, + "canonical_issue_reason": "issue:45920 is the strongest representative overall: it documents a broad, concrete regression affecting multiple model families, with clear repros and active discussion.", "canonical_pr_reason": null, - "best_issue_reason": "43643 is the strongest standalone issue here: it has a clear reproduction, a concrete loader/deserialization failure, and broad impact across remote-code configs, making it the best duplicate target overall.", + "best_issue_reason": "issue:45920 has the clearest symptoms and widest impact, so it is the best standalone issue in this set.", "best_pr_reason": null, "soft_edge_verdicts": [ - { - "left": "issue:38175", - "right": "issue:44898", - "accept": false, - "reason": "Both involve image models, but they describe different failures on different architectures and code paths; too broad to treat as duplicates." - }, - { - "left": "issue:43540", - "right": "issue:45823", - "accept": false, - "reason": "Different models and different symptoms: video-input processing in Qwen3OmniMoe versus a Gemma4 device-mapping mismatch." - }, { "left": "issue:43526", "right": "issue:45479", "accept": false, - "reason": "One is a Beit image-processor label-reduction bug; the other is a sequence-classification loss issue across models. Not the same bug." + "reason": "Both involve labels/classification, but one is a Beit image processor bug and the other is a sequence-classification loss issue; different code paths and symptoms." }, { "left": "issue:43493", "right": "issue:43994", - "accept": true, - "reason": "Same SigLIP2 implementation problem: one report compares HF vs JAX outputs, the other reports nonsensical outputs from the same model family and likely the same broken code path." + "accept": false, + "reason": "Both mention SigLIP2, but one is a HF-vs-JAX implementation discrepancy and the other is an AutoModel/pipeline output problem; not the same defect." }, { "left": "issue:43756", "right": "issue:45325", "accept": false, - "reason": "Both mention RoPE/position IDs, but they are different models and different logic paths; not the same concrete defect." + "reason": "Both touch RoPE/positioning, but they concern different models and different bugs: Smollm3 layer dropping vs Qwen2.5-VL temporal position scaling." }, { "left": "issue:34567", "right": "issue:36331", "accept": false, - "reason": "TrainerState token accounting and custom `compute_loss` keyword-argument handling are unrelated trainer issues." + "reason": "Trainer state token counting and custom compute_loss signature are separate trainer API issues with different failure modes." }, { "left": "issue:44913", "right": "issue:46121", "accept": false, - "reason": "Both are about rope/config handling, but one is config reload persistence and the other is a type error in rope validation inputs; different defects." + "reason": "One is a config value not persisting on reload; the other is a type error in rope validation for JSON-loaded lists. Related theme, different bug." }, { "left": "issue:44291", "right": "issue:44821", "accept": false, - "reason": "Unexpected `_is_hf_initialized` during model loading is unrelated to loading `AutoImageProcessor` from a URL." + "reason": "An init_empty_weights argument error and loading an image processor from URL are unrelated loading paths." }, { "left": "issue:44062", "right": "issue:45081", "accept": false, - "reason": "Both are tokenizer-loading failures, but the concrete causes differ: `AddedToken` argument duplication versus a Mistral regex patch hitting a missing backend tokenizer." + "reason": "Both are tokenizer-related crashes, but one is AddedToken construction and the other is a Mistral regex patch failure; not the same root cause." }, { "left": "issue:44792", "right": "issue:44964", "accept": false, - "reason": "Different multimodal models and different failures; one is a janus test case, the other a Phi-4 multimodal load regression." + "reason": "Both involve multimodal models, but one is a janus test failure and the other is a Phi-4 model loading regression." }, { "left": "issue:45357", "right": "issue:45920", "accept": false, - "reason": "Both are regressions, but one is about Qwen3.5 checkpoint saving and the other is a tokenizer token-ID regression across several models." + "reason": "Qwen3.5 save_pretrained key mapping and AutoTokenizer token-ID corruption are different regression classes." }, { - "left": "issue:43452", - "right": "issue:44488", + "left": "issue:45042", + "right": "issue:45081", "accept": false, - "reason": "Both are model-loading complaints, but the gguf/AutoTokenizer issue and the sleng-bert load failure do not point to the same underlying bug." + "reason": "Image processor torchvision dependency and Mistral regex/tokenizer crash are unrelated." }, { - "left": "issue:45042", - "right": "issue:45081", + "left": "issue:43452", + "right": "issue:44488", "accept": false, - "reason": "PIL image-processor torchvision requirements and Mistral regex patching are unrelated." + "reason": "GGUF/AutoTokenizer-AutoModel loading failure and sleng-bert model loading failure do not indicate the same underlying bug." }, { "left": "issue:43742", "right": "issue:44589", "accept": false, - "reason": "Different load-time failures with different causes: MobileLLM key lookup versus missing Float8 storage type." + "reason": "A model key error and a missing Float8 storage type error are separate loading/runtime problems." }, { "left": "issue:43643", "right": "issue:45375", - "accept": true, - "reason": "Same underlying config-field-drop bug: both report that strict remote-code/config handling silently removes expected fields; 45375 is a specific instance of the broader 43643 failure." - }, - { - "left": "issue:43531", - "right": "issue:44821", "accept": false, - "reason": "A Qwen3-MoE sliding-window issue is unrelated to loading an image processor from a URL." + "reason": "Both are config-field issues, but one is generic trust_remote_code behavior and the other is a specific Qwen3_5MoeVisionConfig field dropped by strict parsing." }, { "left": "issue:45405", "right": "issue:45600", "accept": false, - "reason": "Both touch package/config metadata, but one is a dependency version bump and the other is stale auto-mapping references; different fix scopes." + "reason": "A version pin bump and removed config references in auto_mappings are different CI/breakage causes." }, { - "left": "issue:43697", - "right": "issue:45216", + "left": "issue:43531", + "right": "issue:44821", "accept": false, - "reason": "Different Qwen-related regressions: RTDetrV2 output changes versus Qwen3.5 save_pretrained checkpoint corruption." + "reason": "Sliding-window behavior in Qwen3-MoE and AutoImageProcessor URL loading are unrelated." }, { "left": "issue:44625", "right": "issue:44877", "accept": false, - "reason": "`num_labels` propagation and strict config loading are separate config bugs." + "reason": "Num_labels propagation and strict config rejection are different config-handling regressions." }, { - "left": "issue:44514", - "right": "issue:45381", + "left": "issue:24643", + "right": "issue:29127", "accept": false, - "reason": "Both are Qwen2.5-VL, but one is a chat-template batching crash and the other is a video position-id regression; different code paths." + "reason": "DeepSpeed training weight-shape runtime error and a LayoutLMv3 error-message clarity issue are not the same bug." }, { - "left": "issue:24643", - "right": "issue:29127", + "left": "issue:44514", + "right": "issue:45381", "accept": false, - "reason": "DeepSpeed training weight-shape error and a LayoutLMv3 box validation message issue are unrelated." + "reason": "Both are Qwen2.5-VL issues, but one is chat-template batching and the other is video position IDs; different code paths." }, { "left": "issue:43720", "right": "issue:44898", "accept": false, - "reason": "BitNet packed-weight unpacking during accelerate loading has nothing to do with Perceiver image-classification interpolation." + "reason": "BitNet packed-weight loading and Perceiver interpolation failures are unrelated model-specific issues." }, { - "left": "issue:45372", - "right": "issue:46170", + "left": "issue:43697", + "right": "issue:45216", "accept": false, - "reason": "Gemma 4 processor import failure and Windows/ROCm torch.distributed dependency problems are unrelated platform/library issues." + "reason": "RTDetrV2 output drift and Qwen3.5 save_pretrained corruption are distinct regressions." }, { - "left": "issue:41762", - "right": "issue:44936", + "left": "issue:45372", + "right": "issue:46170", "accept": false, - "reason": "Loading Gemma3 with ZeRO-3 and trainer.evaluate after train are different failures in different layers of the stack." + "reason": "Gemma 4 processor loading fails due to mistral_common import changes, while the Windows ROCm issue is about torch.distributed dependency handling." }, { "left": "issue:43688", "right": "issue:43749", "accept": false, - "reason": "Auxiliary-loss normalization and FSDP CPU RAM efficient loading are unrelated." + "reason": "Auxiliary loss normalization and FSDP CPU RAM-efficient loading are different training/runtime concerns." + }, + { + "left": "issue:41762", + "right": "issue:44936", + "accept": false, + "reason": "Gemma3 ZeRO-3 loading failure and trainer.evaluate after train are unrelated trainer/model-loading bugs." }, { "left": "issue:44514", "right": "issue:45290", "accept": false, - "reason": "Both involve chat templating, but one is a batching/padding crash and the other is assistant tool-call handling; not the same bug." + "reason": "Both involve apply_chat_template, but they fail on different inputs and in different branches of the templating logic." + }, + { + "left": "issue:43452", + "right": "issue:44843", + "accept": false, + "reason": "GGUF loading breakage and unconditional model_info() offline failure are separate tokenizer-loading regressions." + }, + { + "left": "issue:43819", + "right": "issue:44811", + "accept": false, + "reason": "DAC latent decoding mismatch and Whisper batch_decode skip_special_tokens behavior are unrelated." } ] }, - "evaluator_result": { - "accept": true, - "feedback": "The summary is grounded in the packet and stays conservative overall. The rejected pairs are justified by clearly different titles/code paths, and the two accepted pairs are plausible same-bug duplicates based on the issue titles: SigLIP2 implementation/output mismatch, and the remote-code config field being dropped on reload. " - }, - "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 }, @@ -6250,11 +6358,11 @@ "component_index": 1, "component_count": 17, "review_unit_index": 20, - "review_unit_count": 50, + "review_unit_count": 49, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-427", "nodes": [ @@ -6272,13 +6380,13 @@ "issue:43531", "issue:43550", "issue:43577", + "issue:43643", "issue:43646", "issue:43653", "issue:43688", "issue:43697", "issue:43742", "issue:43749", - "issue:43819", "issue:43906", "issue:43927", "issue:44361", @@ -6287,10 +6395,10 @@ "issue:44466", "issue:44484", "issue:44493", + "issue:44561", "issue:44568", "issue:44704", "issue:44743", - "issue:44811", "issue:44843", "issue:44936", "issue:44977", @@ -6308,252 +6416,245 @@ "issue:46178" ], "soft_pairs": [ - "issue:43452|issue:44843", + "issue:44466|issue:45005", "issue:44493|issue:46050", - "issue:43452|issue:43577", "issue:45542|issue:46178", - "issue:43819|issue:44811", - "issue:44466|issue:45005", + "issue:43452|issue:43577", "issue:44484|issue:44704", "issue:44936|issue:45823", "issue:30064|issue:33666", "issue:43295|issue:45356", - "issue:44464|issue:44743", "issue:43653|issue:44361", - "issue:44361|issue:44442", "issue:28282|issue:32090", - "issue:41720|issue:43906", + "issue:44361|issue:44442", "issue:28282|issue:33357", + "issue:44464|issue:44743", + "issue:41720|issue:43906", "issue:38175|issue:43295", "issue:28282|issue:35141", - "issue:43653|issue:44568", "issue:45491|issue:46002", - "issue:43577|issue:43697", + "issue:43653|issue:44568", "issue:43688|issue:45704", + "issue:43577|issue:43697", "issue:44843|issue:44991", - "issue:43688|issue:45440", "issue:43646|issue:43749", + "issue:43688|issue:45440", "issue:29159|issue:33357", "issue:43688|issue:45701", "issue:43653|issue:43927", "issue:43531|issue:43742", "issue:44464|issue:44977", - "issue:43550|issue:43927" + "issue:43550|issue:43927", + "issue:43643|issue:44561" ], - "prepared_review_unit_hash": "8919651775d99f095e9b1aed4335c7a89047ec36665218e1b3cf39fa9843343d", + "prepared_review_unit_hash": "aa1a9f59204fad9f466ea41c8ef87289b303689a2098e89764af9bb299e0d6f1", "component_budget": { "node_count": 427, "item_count": 427, - "soft_pair_count": 1575, - "serialized_chars": 815841, - "estimated_input_tokens": 203961, - "estimated_eval_tokens": 408178 + "soft_pair_count": 1576, + "serialized_chars": 816182, + "estimated_input_tokens": 204046, + "estimated_eval_tokens": 408348 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 31, - "serialized_chars": 37016, - "estimated_input_tokens": 9254, - "estimated_eval_tokens": 18764 + "soft_pair_count": 30, + "serialized_chars": 36734, + "estimated_input_tokens": 9184, + "estimated_eval_tokens": 18624 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is a loose collection of mostly unrelated Transformers regressions, with some broad overlap around tokenizer/loading/version-5 behavior but no pair that clearly looks like the same concrete bug.", - "confidence": 0.95, - "canonical_issue_reason": "issue:45701 is the broadest representative of the cluster\u2019s recurring tokenization-regression theme, but it is still too generic to serve as a true duplicate anchor for most of the items here.", + "summary": "This cluster is heterogeneous: the soft edges mostly connect thematically similar but distinct issues (tokenizers, loading, training, generation, backend errors), so I reject all candidate duplicate links.", + "confidence": 0.91, + "canonical_issue_reason": "No single canonical issue stands out. The items split into several unrelated subgroups, so there is no safe duplicate master for the whole cluster.", "canonical_pr_reason": null, - "best_issue_reason": "issue:45701 is the most general issue in the set and best matches the common surface theme (version-dependent tokenization changes), though it is not a strong duplicate target for the whole cluster.", + "best_issue_reason": "If one issue must serve as a loose anchor, issue 43653 is the most central tokenizer-related report, but it still only represents one subtheme and should not absorb the rest as duplicates.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:43452", - "right": "issue:44843", + "left": "issue:44466", + "right": "issue:45005", "accept": false, - "reason": "Both involve AutoTokenizer/from_pretrained, but one is about gguf_file handling and the other about offline model_info lookup; different failure modes and code paths." + "reason": "Both mention tied weights, but one is device-dependent lm_head serialization and the other is a broader translation-model tied-weights issue; not the same bug." }, { "left": "issue:44493", "right": "issue:46050", "accept": false, - "reason": "Both concern loading/serialization problems, but one is about unexpected position-id keys and the other about sinq quantization state after save/load; not the same bug." - }, - { - "left": "issue:43452", - "right": "issue:43577", - "accept": false, - "reason": "Unrelated issues: tokenizer/model loading breakage versus Blip2 dtype not propagating correctly." + "reason": "Unexpected position-id keys and quantized save/load breakage are different failure modes." }, { "left": "issue:45542", "right": "issue:46178", "accept": false, - "reason": "Both mention backend/TF optional dependency issues, but they affect different backends and different checks; not the same concrete defect." - }, - { - "left": "issue:43819", - "right": "issue:44811", - "accept": false, - "reason": "Completely different functionality: DAC latent conversion versus Whisper batch_decode skip_special_tokens behavior." + "reason": "Both are backend-related, but one is a TensorBoard-without-TF backend error and the other is a tensorflow_text backend mapping error." }, { - "left": "issue:44466", - "right": "issue:45005", + "left": "issue:43452", + "right": "issue:43577", "accept": false, - "reason": "Both mention tied weights, but one is a device-dependent lm_head serialization bug and the other is a broader v5 translation-model issue; insufficient evidence of the same code-path problem." + "reason": "GGUF loading failures and Blip2 dtype mismatches are unrelated code paths." }, { "left": "issue:44484", "right": "issue:44704", "accept": false, - "reason": "One is about max_shard_size defaulting, the other about AutoProcessor not forwarding kwargs; different APIs and failures." + "reason": "A default max_shard_size question and AutoProcessor kwarg propagation are different issues." }, { "left": "issue:44936", "right": "issue:45823", "accept": false, - "reason": "Trainer evaluate-after-train versus Gemma4 device-mapping forward mismatch are unrelated." + "reason": "trainer.evaluate() after train() and a Gemma4 auto device-map mismatch are unrelated bugs." }, { "left": "issue:30064", "right": "issue:33666", "accept": false, - "reason": "Image processor segmentation-map failure versus Qwen2-VL multi-GPU training are not the same bug." + "reason": "Void segmentation-map processing and Qwen2-VL multi-GPU training are different subsystems and symptoms." }, { "left": "issue:43295", "right": "issue:45356", "accept": false, - "reason": "Both are tokenizer regressions, but they involve different models and different root causes (processor/tokenizer API regression vs codec/mistral-regex handling)." + "reason": "Both are tokenizer regressions, but one is processor/tokenizer API breakage and the other is codec handling plus a warning regression for Kimi-K2.5." }, { - "left": "issue:44464", - "right": "issue:44743", + "left": "issue:43653", + "right": "issue:44361", "accept": false, - "reason": "Both touch generation/statefulness, but one is compiled forward chunked generation and the other is Qwen3.5 recurrent-state reset; different concrete paths." + "reason": "BigBirdTokenizer special-token registration and MLukeTokenizer AttributeError are different tokenizer bugs." }, { - "left": "issue:43653", - "right": "issue:44361", + "left": "issue:28282", + "right": "issue:32090", "accept": false, - "reason": "BigBird special-token registration bug and MLukeTokenizer task AttributeError are unrelated tokenizer issues." + "reason": "Missing PyTorch ImportError and NoneType broadcast errors in Trainer are unrelated." }, { "left": "issue:44361", "right": "issue:44442", "accept": false, - "reason": "Different tokenizers and different failure modes: task-time AttributeError versus loading FastSpeech2ConformerTokenizer." + "reason": "Both involve tokenizers, but the concrete failures differ: MLukeTokenizer AttributeError vs AutoTokenizer failing to load a specific tokenizer class." }, { "left": "issue:28282", - "right": "issue:32090", + "right": "issue:33357", "accept": false, - "reason": "PyTorch missing ImportError versus Trainer GPU broadcast TypeError are unrelated." + "reason": "PyTorch-not-found ImportError and a MacOS bus error with CLIP are unrelated." }, { - "left": "issue:41720", - "right": "issue:43906", + "left": "issue:44464", + "right": "issue:44743", "accept": false, - "reason": "The latter is only an isolated reproduction of another issue; there is no evidence it matches the Qwen3 auto-device-map cudaErrorAssert bug." + "reason": "Chunked generation with compiled forward and Qwen3 recurrent-state reset with cache are different generation-path bugs." }, { - "left": "issue:28282", - "right": "issue:33357", + "left": "issue:41720", + "right": "issue:43906", "accept": false, - "reason": "Different platform/runtime failures: missing PyTorch ImportError versus Mac bus error on a CLIP model." + "reason": "Qwen3 auto device mapping cuda assert is unrelated to the isolated reproduction of another issue." }, { "left": "issue:38175", "right": "issue:43295", "accept": false, - "reason": "Unexpected zero probabilities in a vision model is unrelated to the processor/tokenizer regression." + "reason": "Zero probabilities in SigLIP2 and a processor.tokenizer regression are unrelated." }, { "left": "issue:28282", "right": "issue:35141", "accept": false, - "reason": "Missing PyTorch versus post_init reinitializing output embeddings are unrelated." - }, - { - "left": "issue:43653", - "right": "issue:44568", - "accept": false, - "reason": "Both involve special tokens, but BigBird mask-token registration and mdeberta-v3 add_special_tokens behavior are different bugs." + "reason": "Import-time missing PyTorch and embedding reinitialization on resize are different issues." }, { "left": "issue:45491", "right": "issue:46002", "accept": false, - "reason": "Both mention NaNs, but one is sliding-window attention on mixed-length batches and the other is classification-head init/checkpointing; not the same issue." + "reason": "Both mention NaNs, but the former is a Gemma3 sliding-window GPU batching bug and the latter is a classification-head init/checkpoint issue." }, { - "left": "issue:43577", - "right": "issue:43697", + "left": "issue:43653", + "right": "issue:44568", "accept": false, - "reason": "Blip2 dtype propagation and RTDetrV2 output divergence are unrelated." + "reason": "Both are tokenizer special-token problems, but they affect different models and different behaviors." }, { "left": "issue:43688", "right": "issue:45704", "accept": false, - "reason": "Aux-loss normalization in MoE models is not the same as T5 using apex.FusedRMSNorm and leaking memory." + "reason": "Aux-loss normalization and a T5 RMSNorm memory leak are unrelated." }, { - "left": "issue:44843", - "right": "issue:44991", + "left": "issue:43577", + "right": "issue:43697", "accept": false, - "reason": "Both are tokenizer-loading regressions, but one is an offline model_info call in a regex patch and the other is a model-specific tokenizer load failure; different causes." + "reason": "Blip2 dtype loading and RTDetrV2 output drift in v5 are different model behaviors." }, { - "left": "issue:43688", - "right": "issue:45440", + "left": "issue:44843", + "right": "issue:44991", "accept": false, - "reason": "DeepSeekV3MoE divergence and MoE auxiliary-loss normalization may be in the same broad area, but the titles indicate different concrete defects; not enough to merge." + "reason": "Offline model_info calls in tokenizer patching and a model-specific tokenizer load failure are not the same bug." }, { "left": "issue:43646", "right": "issue:43749", "accept": false, - "reason": "Custom model initialization breakage and FSDP CPU RAM efficient loading are separate regressions." + "reason": "Custom model initialization breakage and FSDP CPU RAM efficient loading are different code paths." + }, + { + "left": "issue:43688", + "right": "issue:45440", + "accept": false, + "reason": "Incorrect auxiliary-loss normalization is not the same as DeepseekV3MoE diverging from the remote implementation." }, { "left": "issue:29159", "right": "issue:33357", "accept": false, - "reason": "Tokenizer consistency issue versus MacOS bus error are unrelated." + "reason": "Slow/fast tokenizer inconsistency and a MacOS bus error are unrelated." }, { "left": "issue:43688", "right": "issue:45701", "accept": false, - "reason": "Aux-loss normalization in MoE models and generic tokenization changes do not describe the same bug." + "reason": "Aux-loss normalization and a broad tokenization-change report are not the same underlying bug." }, { "left": "issue:43653", "right": "issue:43927", "accept": false, - "reason": "Both affect token-related behavior, but one is special-token registration and the other is custom token IDs being lost on save/load; different failure modes." + "reason": "A tokenizer special-token registration bug and DiaConfig losing custom token IDs are different failure modes." }, { "left": "issue:43531", "right": "issue:43742", "accept": false, - "reason": "Qwen3-MoE sliding_window behavior and MobileLLM-125M load error are unrelated." + "reason": "Qwen3-MoE sliding-window handling and a MobileLLM-125M load key error are unrelated." }, { "left": "issue:44464", "right": "issue:44977", "accept": false, - "reason": "Compiled-forward chunked generation inconsistency and Qwen3.5 flash-attention generation failure are different code paths." + "reason": "Both involve generation, but compiled-forward chunking and flash-attention on Qwen3.5 are different concrete problems." }, { "left": "issue:43550", "right": "issue:43927", "accept": false, - "reason": "torch.compile/SDPA failure in Bamba versus DiaConfig token ID loss on save/load are unrelated." + "reason": "torch.compile with SDPA on Bamba-9B-v2 and DiaConfig custom-token-ID loss are unrelated." + }, + { + "left": "issue:43643", + "right": "issue:44561", + "accept": false, + "reason": "Missing fields from trust_remote_code AutoConfig and removal of is_torch_fx_available break different parts of the remote-code path." } ] }, @@ -6569,11 +6670,11 @@ "component_index": 1, "component_count": 17, "review_unit_index": 21, - "review_unit_count": 50, + "review_unit_count": 49, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-427", "nodes": [ @@ -6584,6 +6685,7 @@ "issue:34567", "issue:36010", "issue:36331", + "issue:39692", "issue:41720", "issue:43122", "issue:43262", @@ -6597,7 +6699,6 @@ "issue:43572", "issue:43577", "issue:43606", - "issue:43643", "issue:43688", "issue:43720", "issue:43742", @@ -6611,14 +6712,15 @@ "issue:44466", "issue:44479", "issue:44554", - "issue:44561", "issue:44568", "issue:44610", "issue:44625", "issue:44821", "issue:44849", "issue:44913", + "issue:44964", "issue:45357", + "issue:45405", "issue:45588", "issue:45812", "issue:45823", @@ -6626,245 +6728,252 @@ "issue:46050" ], "soft_pairs": [ - "issue:43643|issue:44561", "issue:44479|issue:44625", "issue:43550|issue:44361", "issue:41720|issue:44464", + "issue:32090|issue:34567", "issue:43122|issue:43906", "issue:43577|issue:45588", "issue:43577|issue:44554", - "issue:32090|issue:34567", - "issue:43504|issue:43720", "issue:43504|issue:43550", + "issue:43504|issue:43720", "issue:43504|issue:44610", "issue:44466|issue:46050", "issue:32090|issue:33666", "issue:33666|issue:36010", - "issue:43742|issue:44821", "issue:45823|issue:46050", - "issue:43452|issue:44451", + "issue:43742|issue:44821", "issue:43720|issue:43927", "issue:43606|issue:43927", + "issue:43452|issue:44451", "issue:43262|issue:43295", - "issue:44849|issue:45357", "issue:43278|issue:43688", + "issue:43720|issue:44361", + "issue:33666|issue:36331", "issue:43525|issue:43572", "issue:44625|issue:46002", "issue:43756|issue:44913", - "issue:33666|issue:36331", - "issue:43720|issue:44361", + "issue:44849|issue:45357", "issue:43493|issue:43825", "issue:28218|issue:33357", - "issue:44568|issue:45812" + "issue:44568|issue:45812", + "issue:44964|issue:45405", + "issue:39692|issue:43493" ], - "prepared_review_unit_hash": "eb7ad6c5acb0d4121860a11969f4fed1629bd932bde5ccd7fc56bc782d3753ea", + "prepared_review_unit_hash": "88a5d723b281d5cf241df04d3ff742b566894af5b75b727806fb0ed2bc759b82", "component_budget": { "node_count": 427, "item_count": 427, - "soft_pair_count": 1575, - "serialized_chars": 815841, - "estimated_input_tokens": 203961, - "estimated_eval_tokens": 408178 + "soft_pair_count": 1576, + "serialized_chars": 816182, + "estimated_input_tokens": 204046, + "estimated_eval_tokens": 408348 }, "budget": { - "node_count": 47, - "item_count": 47, - "soft_pair_count": 30, - "serialized_chars": 36217, - "estimated_input_tokens": 9055, - "estimated_eval_tokens": 18366 + "node_count": 48, + "item_count": 48, + "soft_pair_count": 31, + "serialized_chars": 37105, + "estimated_input_tokens": 9277, + "estimated_eval_tokens": 18810 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is largely heterogeneous: the items cover unrelated tokenizer, config, model-loading, training, and device-mapping regressions. None of the soft pairs look like the same concrete bug/change, so I did not merge any of them.", - "confidence": 0.39, - "canonical_issue_reason": "No single true canonical issue stands out across the whole set; issue 45812 is the closest representative because it is a concrete, high-signal tokenizer regression with multiple inbound references.", + "summary": "The soft-similarity links are mostly false positives: they group together issues that only share broad vocabulary (tokenizer, loading, config, trainer, multimodal, serialization) but describe different code paths and different failures. No soft edge should be merged.", + "confidence": 0.94, + "canonical_issue_reason": "No single canonical duplicate exists here; the cluster is heterogeneous. If a representative is needed, issue 43504 is the most generic load-time regression, but it is not a duplicate anchor for the rest.", "canonical_pr_reason": null, - "best_issue_reason": "Issue 45812 is the best overall issue candidate: it is specific, user-facing, and has broader impact than the other tokenizer-related candidates.", + "best_issue_reason": "Issue 43504 is the broadest and least model-specific item in the set (a generic pretrained-model loading failure), so it is the best cluster representative by theme, though not a duplicate of the others.", "best_pr_reason": null, "soft_edge_verdicts": [ - { - "left": "issue:43643", - "right": "issue:44561", - "accept": false, - "reason": "Both mention trust_remote_code, but one is about missing config fields from AutoConfig and the other about removing is_torch_fx_available breaking remote-code models; different root causes." - }, { "left": "issue:44479", "right": "issue:44625", "accept": false, - "reason": "One is a video-input regression across Qwen VL variants, the other is num_labels propagation in Qwen3.5; unrelated bugs." + "reason": "Different bugs: a video-input regression across Qwen VL models vs num_labels propagation in Qwen3.5 config." }, { "left": "issue:43550", "right": "issue:44361", "accept": false, - "reason": "Torch.compile/SDPA failure in Bamba is unrelated to MLukeTokenizer AttributeError on tasks." + "reason": "Unrelated failures: torch.compile/SDPA in Bamba vs MLukeTokenizer attribute errors." }, { "left": "issue:41720", "right": "issue:44464", "accept": false, - "reason": "Auto device mapping on A800 and chunked generation with compiled forward are different code paths and symptoms." + "reason": "Different code paths: auto device-mapping CUDA assert vs chunked generation with compiled forward." + }, + { + "left": "issue:32090", + "right": "issue:34567", + "accept": false, + "reason": "Trainer broadcast TypeError is unrelated to TrainerState.num_input_tokens_seen not updating." }, { "left": "issue:43122", "right": "issue:43906", "accept": false, - "reason": "43906 is only an isolated reproduction reference; without matching details to 43122, there is not enough evidence they are the same underlying tokenizer bug." + "reason": "Both mention tokenization, but one is a cross-version tokenization change and the other is an isolated reproduction of a different issue." }, { "left": "issue:43577", "right": "issue:45588", "accept": false, - "reason": "Blip2 dtype mismatch and flash_attention.py crashing on s_aux=None are unrelated." + "reason": "Different subsystems: dtype handling in Blip2 vs flash_attention crash on s_aux=None." }, { "left": "issue:43577", "right": "issue:44554", "accept": false, - "reason": "One is a model dtype loading issue, the other an attention correctness issue on MPS." - }, - { - "left": "issue:32090", - "right": "issue:34567", - "accept": false, - "reason": "Trainer GPU broadcast TypeError and num_input_tokens_seen not updating are different trainer bugs." + "reason": "Blip2 dtype mismatch is not the same as an MPS attention correctness bug." }, { "left": "issue:43504", - "right": "issue:43720", + "right": "issue:43550", "accept": false, - "reason": "Legacy-field load failure in Beit and unpacking packed BitNet weights during accelerate loading are different load-time issues." + "reason": "Pretrained model preset loading due to a legacy field is unrelated to Bamba torch.compile SDPA behavior." }, { "left": "issue:43504", - "right": "issue:43550", + "right": "issue:43720", "accept": false, - "reason": "Beit pretrained preset loading and Bamba torch.compile/SDPA failure are unrelated." + "reason": "Both are loading-related, but one is a legacy config field and the other is BitNet packed-weight unpacking during accelerate loading." }, { "left": "issue:43504", "right": "issue:44610", "accept": false, - "reason": "Legacy field loading bug and OmDet-Turbo image-size mismatch are different processor/model issues." + "reason": "Different failure modes: legacy field loading vs processor producing the wrong input size for OmDet-Turbo." }, { "left": "issue:44466", "right": "issue:46050", "accept": false, - "reason": "Both concern save/load behavior, but one is tied-weight serialization varying by device and the other is quantized-model reload breakage." + "reason": "One is tied-weight serialization varying by device; the other is quantized model save/load breakage after sinq." }, { "left": "issue:32090", "right": "issue:33666", "accept": false, - "reason": "Trainer broadcast failure and Qwen2-VL multi-GPU training are not the same bug." + "reason": "Trainer GPU broadcast TypeError does not match Qwen2-VL multi-GPU training behavior." }, { "left": "issue:33666", "right": "issue:36010", "accept": false, - "reason": "Multi-GPU training for Qwen2-VL and GenerationMixin import failure are unrelated." - }, - { - "left": "issue:43742", - "right": "issue:44821", - "accept": false, - "reason": "MobileLLM key error on load and AutoImageProcessor-from-URL failure are different loading paths and errors." + "reason": "Multi-GPU training for Qwen2-VL is unrelated to GenerationMixin import failures." }, { "left": "issue:45823", "right": "issue:46050", "accept": false, - "reason": "Device mismatch with auto device mapping and quantized save/load breakage are distinct problems." + "reason": "Device-map forward mismatch in Gemma4 PLE is not the same as quantized save/load corruption." }, { - "left": "issue:43452", - "right": "issue:44451", + "left": "issue:43742", + "right": "issue:44821", "accept": false, - "reason": "gguf_file breaking AutoTokenizer/AutoModel loading is unrelated to the ScandiBERT load failure." + "reason": "Different loading errors: MobileLLM key mismatch vs AutoImageProcessor loading from URL." }, { "left": "issue:43720", "right": "issue:43927", "accept": false, - "reason": "Packed-weight handling in BitNet accelerate loading and DiaConfig token-id loss on save/load are different bugs." + "reason": "BitNet packed-weight loading is unrelated to DiaConfig losing custom token IDs on save/load." }, { "left": "issue:43606", "right": "issue:43927", "accept": false, - "reason": "CPU offload device mismatch in Bark-small is unrelated to DiaConfig custom token IDs being lost." + "reason": "CPU offload device mismatch is a different path from config field loss causing generation IndexError." }, { - "left": "issue:43262", - "right": "issue:43295", + "left": "issue:43452", + "right": "issue:44451", "accept": false, - "reason": "Audio chat-template sampling-rate defaulting and processor.tokenizer/image-to-tokenizer regression are separate processor issues." + "reason": "GGUF tokenizer/model loading breakage is not the same as loading ScandiBERT." }, { - "left": "issue:44849", - "right": "issue:45357", + "left": "issue:43262", + "right": "issue:43295", "accept": false, - "reason": "Qwen3.5 hidden-state bug and incorrect visual encoder keys on save_pretrained are different regressions." + "reason": "Audio chat-template sampling-rate defaults are unrelated to processor.tokenizer access and image tokenization regression." }, { "left": "issue:43278", "right": "issue:43688", "accept": false, - "reason": "Embedding dtype changing in eval and auxiliary-loss normalization are unrelated model-training issues." + "reason": "Embedding dtype drift and auxiliary-loss normalization are different training issues." + }, + { + "left": "issue:43720", + "right": "issue:44361", + "accept": false, + "reason": "Packed-weight accelerate loading is unrelated to tokenizer attribute errors on tasks." + }, + { + "left": "issue:33666", + "right": "issue:36331", + "accept": false, + "reason": "Qwen2-VL multi-GPU training and CustomTrainer compute_loss signature mismatch are different bugs." }, { "left": "issue:43525", "right": "issue:43572", "accept": false, - "reason": "Both are config attribute regressions, but one is pad_token_id on Llama4 and the other pad_token_idx on StableLm; no evidence they share a single fix." + "reason": "Similar missing-pad-token themes, but different config classes and different missing attributes." }, { "left": "issue:44625", "right": "issue:46002", "accept": false, - "reason": "num_labels propagation in Qwen3.5 is unrelated to NaNs in classification heads upon checkout/init." + "reason": "num_labels propagation in Qwen3.5 is unrelated to NaNs in classification heads." }, { "left": "issue:43756", "right": "issue:44913", "accept": false, - "reason": "Smollm3 RoPE layer-count behavior and GPTNeoX rotary_pct reload default are different rotary-related issues." + "reason": "Smollm3 RoPE-layer dropout is not the same issue as GPTNeoXConfig rotary_pct reload regression." }, { - "left": "issue:33666", - "right": "issue:36331", - "accept": false, - "reason": "Qwen2-VL multi-GPU training and CustomTrainer.compute_loss signature mismatch are unrelated trainer bugs." - }, - { - "left": "issue:43720", - "right": "issue:44361", + "left": "issue:44849", + "right": "issue:45357", "accept": false, - "reason": "BitNet packed-weight loading and MLukeTokenizer AttributeError are unrelated." + "reason": "Output_hidden_states behavior and save_pretrained visual-encoder key serialization are different regressions." }, { "left": "issue:43493", "right": "issue:43825", "accept": false, - "reason": "SigLIP2 implementation discrepancy and pipeline translation-task messaging are unrelated." + "reason": "SigLIP2 implementation discrepancy is unrelated to a pipeline error message about translation tasks." }, { "left": "issue:28218", "right": "issue:33357", "accept": false, - "reason": "Tokenizer extra-space behavior and MacOS bus error in CLIP loading are different failures." + "reason": "Tokenizer spacing after added tokens is unrelated to a MacOS bus error on a CLIP model." }, { "left": "issue:44568", "right": "issue:45812", "accept": false, - "reason": "One is missing BOS/EOS insertion for mdeberta-v3-base, the other is wrong token IDs for Granite models; same broad area, but not the same concrete bug." + "reason": "Missing BOS/EOS with add_special_tokens is a different tokenizer bug than Granite token-ID regression." + }, + { + "left": "issue:44964", + "right": "issue:45405", + "accept": false, + "reason": "A model-loading failure is unrelated to a minimum dependency version bump." + }, + { + "left": "issue:39692", + "right": "issue:43493", + "accept": false, + "reason": "Documentation example mistakes are not the same as the SigLIP2 HF-vs-JAX implementation discrepancy." } ] }, @@ -6880,11 +6989,11 @@ "component_index": 1, "component_count": 17, "review_unit_index": 22, - "review_unit_count": 50, + "review_unit_count": 49, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-427", "nodes": [ @@ -6923,7 +7032,6 @@ "issue:44734", "issue:44792", "issue:44843", - "issue:44964", "issue:44977", "issue:45083", "issue:45200", @@ -6938,255 +7046,238 @@ "issue:46050" ], "soft_pairs": [ - "issue:44964|issue:45405", - "issue:39692|issue:43493", "issue:43540|issue:44977", "issue:45200|issue:45229", - "issue:44488|issue:44843", "issue:43493|issue:43844", - "issue:43334|issue:43572", + "issue:44488|issue:44843", "issue:43278|issue:43844", - "issue:43257|issue:43299", - "issue:43756|issue:45083", + "issue:43334|issue:43572", "issue:45803|issue:45987", - "issue:43334|issue:45759", + "issue:43756|issue:45083", + "issue:43257|issue:43299", "issue:39692|issue:43295", + "issue:43334|issue:45759", "issue:45229|issue:45823", "issue:43646|issue:44466", - "issue:43824|issue:44589", "issue:33357|issue:33666", + "issue:43824|issue:44589", "issue:43504|issue:43606", "issue:43927|issue:44361", "issue:44589|issue:45520", "issue:43572|issue:44291", "issue:44464|issue:45584", - "issue:43606|issue:44112", "issue:43504|issue:43653", - "issue:43575|issue:45405", + "issue:43606|issue:44112", "issue:43278|issue:43701", + "issue:43575|issue:45405", "issue:44792|issue:45405", "issue:43994|issue:44493", "issue:44423|issue:44734", "issue:43873|issue:46050" ], - "prepared_review_unit_hash": "3e2167382281f6c68c6305a1f912e546d2b04d7fa3624849fe27f9091bf22174", + "prepared_review_unit_hash": "ee50bcc08c4df45e4d1919e6dcbfcfc3adea2c17a06524a72c63d5750fcd3c1c", "component_budget": { "node_count": 427, "item_count": 427, - "soft_pair_count": 1575, - "serialized_chars": 815841, - "estimated_input_tokens": 203961, - "estimated_eval_tokens": 408178 + "soft_pair_count": 1576, + "serialized_chars": 816182, + "estimated_input_tokens": 204046, + "estimated_eval_tokens": 408348 }, "budget": { - "node_count": 48, - "item_count": 48, - "soft_pair_count": 30, - "serialized_chars": 36862, - "estimated_input_tokens": 9216, - "estimated_eval_tokens": 18688 + "node_count": 47, + "item_count": 47, + "soft_pair_count": 28, + "serialized_chars": 35680, + "estimated_input_tokens": 8920, + "estimated_eval_tokens": 18096 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "Mostly a heterogeneous mix of model-specific regressions and doc/test issues; only the Qwen multimodal composite-config loading pair looks like a true duplicate.", - "confidence": 0.68, - "canonical_issue_reason": "Issue 45759 best captures the only clear overlap: Qwen multimodal/composite-config loading via AutoModelForCausalLM.from_config.", + "summary": "The cluster is mostly a set of unrelated Transformer/model-loading bugs that only superficially overlap by model family or subsystem (Qwen/Gemma/SigLIP2/offload/quantization). None of the soft-paired issues look like the same underlying bug or a single mergeable fix.", + "confidence": 0.95, + "canonical_issue_reason": null, "canonical_pr_reason": null, - "best_issue_reason": "Issue 43646 is the broadest version-regression report and the most useful triage anchor, even though the cluster overall is not a tight duplicate set.", + "best_issue_reason": null, "best_pr_reason": null, "soft_edge_verdicts": [ - { - "left": "issue:44964", - "right": "issue:45405", - "accept": false, - "reason": "Unrelated: Phi-4 multimodal loading failure vs an unreleased PEFT version bump." - }, - { - "left": "issue:39692", - "right": "issue:43493", - "accept": false, - "reason": "Both are SigLIP2-related, but one is a docs/example problem and the other is an implementation discrepancy." - }, { "left": "issue:43540", "right": "issue:44977", "accept": false, - "reason": "Different Qwen models and different failures: video-input processing vs flash-attention generation behavior." + "reason": "Both involve Qwen3.5/Qwen3-related multimodal text, but one is a video-input processing ValueError and the other is a flash-attention generation issue; different code paths and failure modes." }, { "left": "issue:45200", "right": "issue:45229", "accept": false, - "reason": "Same model family, but one is a token-id defaulting bug and the other is a multi-GPU OOM." + "reason": "Gemma 4 in both titles, but one is about missing mm_token_type_ids defaults for text-only fine-tuning and the other is a multi-GPU inference CUDA OOM; not the same bug." + }, + { + "left": "issue:43493", + "right": "issue:43844", + "accept": false, + "reason": "SigLIP2 discrepancy vs a training instability under HfDeepSpeedConfig/ZeRO-3; same broad area only, no shared concrete failure or fix." }, { "left": "issue:44488", "right": "issue:44843", "accept": false, - "reason": "Both involve loading, but the specific failure modes and code paths are not shown to be the same." + "reason": "One is a specific model load failure for cjvt/sleng-bert, the other is an offline-mode regression in AutoTokenizer/Mistral regex patching; unrelated root causes." }, { - "left": "issue:43493", + "left": "issue:43278", "right": "issue:43844", "accept": false, - "reason": "SigLIP2 discrepancy vs a ZeRO-3 gradient anomaly; no shared underlying bug is evident." + "reason": "Different problems: embedding dtype drift between train/eval versus gradient growth with ZeRO-3. No shared code-path bug." }, { "left": "issue:43334", "right": "issue:43572", "accept": false, - "reason": "Both are config-attribute regressions after v5, but they hit different models and different missing fields." + "reason": "Both are missing-token-ID style config errors, but for different models and different fields (pad_token_id vs pad_token_idx); not mergeable as one fix." }, { - "left": "issue:43278", - "right": "issue:43844", + "left": "issue:45803", + "right": "issue:45987", "accept": false, - "reason": "Embedding dtype drift in eval is unrelated to the ZeRO-3 gradient increase report." + "reason": "A bare-except bug in tensor conversion is unrelated to StaticCache.get_seq_length returning the wrong type; different components and fixes." }, { - "left": "issue:43257", - "right": "issue:43299", + "left": "issue:43756", + "right": "issue:45083", "accept": false, - "reason": "Both mention Qwen3 MoE, but one is weight conversion with accelerate/deepspeed and the other is a model-loading regression." + "reason": "Smollm3 RoPE-layer mismatch and qwen3_omni_moe feature-length helper behavior are unrelated model-architecture issues." }, { - "left": "issue:43756", - "right": "issue:45083", + "left": "issue:43257", + "right": "issue:43299", "accept": false, - "reason": "Completely different models and code paths." + "reason": "Both mention Qwen3 MoE loading, but one is about accelerate/deepspeed weight conversion and the other about a dev-version load regression for Qwen3VL MoE; distinct failure points." }, { - "left": "issue:45803", - "right": "issue:45987", + "left": "issue:39692", + "right": "issue:43295", "accept": false, - "reason": "Different APIs and failures: tensor conversion exception handling vs cache length return type." + "reason": "One is a SigLIP2 docs example mismatch/quantization issue; the other is a regression in custom model code using processor.tokenizer and image passing. Different bugs." }, { "left": "issue:43334", "right": "issue:45759", - "accept": true, - "reason": "Same composite Qwen multimodal loading path; a fix to unwrap or handle text_config correctly could plausibly address both." - }, - { - "left": "issue:39692", - "right": "issue:43295", "accept": false, - "reason": "Docs/example errors are not the same bug as the Qwen processor/tokenizer regression." + "reason": "Both touch Qwen multimodal config loading, but one is a missing pad_token_id attribute and the other is an AutoModelForCausalLM.from_config unwrap-text_config bug; not the same underlying defect." }, { "left": "issue:45229", "right": "issue:45823", "accept": false, - "reason": "Both are Gemma4, but OOM during inference and device-mismatch in forward are different concrete problems." + "reason": "Same Gemma4 family, but one is multi-GPU OOM while the other is a PLE device-mismatch during forward; different code paths." }, { "left": "issue:43646", "right": "issue:44466", "accept": false, - "reason": "Both are v5 regressions, but custom model init and device-dependent serialization are distinct code paths." + "reason": "Transformers v5 breakage vs lm_head.weight serialization inconsistency; both version-related, but not the same concrete bug or fix." }, { - "left": "issue:43824", - "right": "issue:44589", + "left": "issue:33357", + "right": "issue:33666", "accept": false, - "reason": "Importing a specific class is unrelated to the Float8 storage lookup failure." + "reason": "Completely different topics: MacOS bus error with CLIP vs Qwen2-VL multi-GPU training." }, { - "left": "issue:33357", - "right": "issue:33666", + "left": "issue:43824", + "right": "issue:44589", "accept": false, - "reason": "Bus error on Mac CLIP vs Qwen2-VL multi-GPU training are unrelated." + "reason": "ImportError for a missing Qwen2_5_VL class is unrelated to a Float8 storage object TypeError." }, { "left": "issue:43504", "right": "issue:43606", "accept": false, - "reason": "Legacy-field model loading and CPU-offload device mismatch are different bugs." + "reason": "Beit legacy-field loading bug and Bark CPU-offload device mismatch are unrelated." }, { "left": "issue:43927", "right": "issue:44361", "accept": false, - "reason": "Different tokenizer/config failures with no clear shared root cause." + "reason": "Both are tokenizer/config-related, but one is lost custom token IDs after save/load and the other is MLukeTokenizer AttributeError on tasks; not the same bug." }, { "left": "issue:44589", "right": "issue:45520", "accept": false, - "reason": "Storage lookup error vs Python 3.13 import-utils KeyError are unrelated." + "reason": "Float8 storage lookup failure is unrelated to a flash_attn import_utils KeyError on Python 3.13." }, { "left": "issue:43572", "right": "issue:44291", "accept": false, - "reason": "Missing config field after v5 and init_empty_weights argument handling are separate regressions." + "reason": "Different 5.0-related regressions: StableLmConfig missing pad_token_idx versus init_empty_weights receiving an unexpected _is_hf_initialized argument." }, { "left": "issue:44464", "right": "issue:45584", "accept": false, - "reason": "Chunked-generation inconsistency and Whisper empty-transcription failure are unrelated." - }, - { - "left": "issue:43606", - "right": "issue:44112", - "accept": false, - "reason": "A real runtime device mismatch is not the same as a stale CI test failure." + "reason": "Chunked generation/compiled forward inconsistency and Whisper empty-transcription failure after align_special_tokens are unrelated." }, { "left": "issue:43504", "right": "issue:43653", "accept": false, - "reason": "Different subsystems: BEiT preset loading vs tokenizer special-token registration." + "reason": "Beit legacy-field loading and BigBirdTokenizer special-token registration are distinct bugs with no shared fix." }, { - "left": "issue:43575", - "right": "issue:45405", + "left": "issue:43606", + "right": "issue:44112", "accept": false, - "reason": "OOM with tensor parallelism is unrelated to a dependency version bump." + "reason": "One is a real CPU-offload device mismatch in Bark; the other is a stale GraniteSpeech CI test. Not the same underlying issue." }, { "left": "issue:43278", "right": "issue:43701", "accept": false, - "reason": "Training/eval dtype drift is unrelated to resume-from-checkpoint key mismatch." + "reason": "Embedding dtype drift and resume_from_checkpoint key mismatch are unrelated." + }, + { + "left": "issue:43575", + "right": "issue:45405", + "accept": false, + "reason": "Qwen2-57B-A14B-Instruct tensor-parallel OOM is unrelated to a PEFT version bump to an unreleased package." }, { "left": "issue:44792", "right": "issue:45405", "accept": false, - "reason": "Janus image-generation test failure is unrelated to the PEFT requirement bump." + "reason": "A janus model test failure and a MIN_PEFT_VERSION packaging issue are unrelated." }, { "left": "issue:43994", "right": "issue:44493", "accept": false, - "reason": "SigLIP2 output quality issue vs unexpected key/position-id issue are different bugs." + "reason": "SigLIP2 bad outputs with AutoModel/pipeline and unexpected position-id keys across many models are not the same failure." }, { "left": "issue:44423", "right": "issue:44734", "accept": false, - "reason": "Both are serve-related, but different endpoints and failure modes make them distinct." + "reason": "Both are serving/runtime crashes, but one is a multimodal string-to-device error in continuous batching and the other is KV-cache continuation tensor indexing; different paths and fixes." }, { "left": "issue:43873", "right": "issue:46050", "accept": false, - "reason": "Quantization/offload behavior and save/load corruption after sinq are not the same concrete problem." + "reason": "Quantization/offloading not working and a sinq save/load breakage are related only broadly by quantization, not by a single code-path bug." } ] }, - "evaluator_result": { - "accept": true, - "feedback": "The summary is well grounded in the packet and stays conservative. The chosen anchor issues and the single accepted soft edge (issue:43334 \u2194 issue:45759) are plausibly related by the shared Qwen multimodal/composite-config loading path, while the other pairwise rejections avoid overclaiming. The overall characterization as a heterogeneous cluster with only one clear overlap is supported by the titles and available metadata." - }, - "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 }, @@ -7195,11 +7286,11 @@ "component_index": 1, "component_count": 17, "review_unit_index": 23, - "review_unit_count": 50, + "review_unit_count": 49, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-427", "nodes": [ @@ -7253,8 +7344,8 @@ "issue:46178" ], "soft_pairs": [ - "issue:29942|issue:30333", "issue:45406|issue:46121", + "issue:29942|issue:30333", "issue:45588|issue:46050", "issue:42490|issue:43696", "issue:44521|issue:45290", @@ -7263,228 +7354,228 @@ "issue:29159|issue:32090", "issue:43582|issue:44977", "issue:44554|issue:45446", - "issue:45084|issue:45520", "issue:43540|issue:45200", + "issue:45084|issue:45520", "issue:15354|issue:38175", - "issue:43232|issue:44849", "issue:45200|issue:45823", "issue:45072|issue:45198", "issue:37428|issue:43957", + "issue:43232|issue:44849", "issue:43493|issue:43701", - "issue:44315|issue:44849", "issue:43295|issue:44610", - "issue:44554|issue:45356", + "issue:44315|issue:44849", "issue:43295|issue:43450", + "issue:44554|issue:45356", "issue:43572|issue:44987", + "issue:45200|issue:45325", "issue:43572|issue:43957", "issue:37428|issue:43824", - "issue:45200|issue:45325", "issue:45520|issue:46178", - "issue:43295|issue:43873", - "issue:44898|issue:45412" + "issue:44898|issue:45412", + "issue:43295|issue:43873" ], - "prepared_review_unit_hash": "b1b38d7a5633dfb192b85f00825de34eda555e50a661d4cc307ad8dde8b6a5a8", + "prepared_review_unit_hash": "4ab08ddf9075e71e162a44d4f8abff242e6393a3928c14cb8e89ba1bd0a099eb", "component_budget": { "node_count": 427, "item_count": 427, - "soft_pair_count": 1575, - "serialized_chars": 815841, - "estimated_input_tokens": 203961, - "estimated_eval_tokens": 408178 + "soft_pair_count": 1576, + "serialized_chars": 816182, + "estimated_input_tokens": 204046, + "estimated_eval_tokens": 408348 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 29, - "serialized_chars": 36489, - "estimated_input_tokens": 9123, - "estimated_eval_tokens": 18502 + "serialized_chars": 36484, + "estimated_input_tokens": 9121, + "estimated_eval_tokens": 18498 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is noisy and heterogeneous: the soft pairs mostly share a subsystem keyword, model family, or generic error shape, but they describe different code paths and different bugs. I would reject every soft edge.", - "confidence": 0.97, - "canonical_issue_reason": "No clear canonical issue: the items span unrelated bugs across tokenizer, generation, multimodal, flash-attn, loading, and training subsystems, so there is no single representative duplicate target.", + "summary": "This cluster is highly heterogeneous: the paired issues touch unrelated bugs across tokenization, generation, loading, attention kernels, training, and utilities. None of the soft pairs look like the same underlying defect, so I would not merge any of them.", + "confidence": 0.98, + "canonical_issue_reason": "issue:43873 is the best representative issue in this set because it is open, broadly scoped, and has meaningful discussion/inbound references; the rest of the cluster is too disparate to form a true duplicate group.", "canonical_pr_reason": null, - "best_issue_reason": "No issue here looks broadly canonical for the cluster; the apparent matches are superficial and do not collapse to one underlying defect.", + "best_issue_reason": "issue:43873 is the strongest standalone issue to keep if one item must represent the cluster: it is active, user-facing, and describes a general framework behavior problem rather than a narrow edge case.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:29942", - "right": "issue:30333", + "left": "issue:45406", + "right": "issue:46121", "accept": false, - "reason": "Flash Attention test failure vs MLflow reporting on failed training jobs; unrelated bugs." + "reason": "Different failures: Gemma4 processor token access vs rope-parameter list validation." }, { - "left": "issue:45406", - "right": "issue:46121", + "left": "issue:29942", + "right": "issue:30333", "accept": false, - "reason": "Missing processor _tokenizer attribute vs rope-validation TypeError; different subsystems and failure modes." + "reason": "Unrelated areas: Flash Attention 2 test failures vs MLflow reporting after failed jobs." }, { "left": "issue:45588", "right": "issue:46050", "accept": false, - "reason": "Flash-attention sinkless-model crash vs quantized model save/load breakage; not the same code path." + "reason": "Different code paths: flash_attention sinkless-model crash vs sinq save/load breakage." }, { "left": "issue:42490", "right": "issue:43696", "accept": false, - "reason": "Import warning for local paths vs CUDA OOM on GPT-oss-20b; unrelated." + "reason": "Import-path warning vs CUDA OOM; no shared underlying bug." }, { "left": "issue:44521", "right": "issue:45290", "accept": false, - "reason": "Both involve apply_chat_template, but one is all-zero multimodal assistant masks and the other is a tokenization crash on tool-call messages; distinct bugs." + "reason": "Both involve apply_chat_template, but one is multimodal assistant masks and the other is tool-call content handling; not the same defect." }, { "left": "issue:43844", "right": "issue:44964", "accept": false, - "reason": "ZeRO-3 gradient growth during training vs model loading import failure; different problem classes." + "reason": "Different problems: ZeRO-3 gradient growth vs model-loading failure for Phi-4 multimodal." }, { "left": "issue:28218", "right": "issue:34567", "accept": false, - "reason": "Tokenizer spacing after added token vs trainer token count tracking; unrelated." + "reason": "Tokenizer spacing bug is unrelated to TrainerState token counter updates." }, { "left": "issue:29159", "right": "issue:32090", "accept": false, - "reason": "Slow/fast tokenizer inconsistency vs NoneType in GPU broadcast; no shared underlying defect." + "reason": "Tokenizer parity issue vs Trainer NoneType broadcast error." }, { "left": "issue:43582", "right": "issue:44977", "accept": false, - "reason": "Apple Silicon allocator warmup TypeError vs Qwen3.5 flash-attention generation bug; unrelated." + "reason": "Apple Silicon allocator TypeError is unrelated to Qwen3.5 flash-attention generation behavior." }, { "left": "issue:44554", "right": "issue:45446", "accept": false, - "reason": "MPS attention correctness issue vs flex_attention import version check; different layers of the stack." - }, - { - "left": "issue:45084", - "right": "issue:45520", - "accept": false, - "reason": "Non-template node compile error vs flash_attn backend KeyError; unrelated." + "reason": "MPS attention correctness bug vs PyTorch version-check import bug." }, { "left": "issue:43540", "right": "issue:45200", "accept": false, - "reason": "Qwen3OmniMoe video input processing error vs Gemma4 mm_token_type_ids defaulting; different models and bugs." + "reason": "Video-input processing error in Qwen3OmniMoe is unrelated to Gemma4 mm_token_type_ids defaults." }, { - "left": "issue:15354", - "right": "issue:38175", + "left": "issue:45084", + "right": "issue:45520", "accept": false, - "reason": "TorchScript GeneratorExp export failure vs SigLIP2 zero probabilities; unrelated." + "reason": "Non-template-node compilation error vs backend import KeyError for flash_attn." }, { - "left": "issue:43232", - "right": "issue:44849", + "left": "issue:15354", + "right": "issue:38175", "accept": false, - "reason": "Generation kwargs update after sync_gpus vs output_hidden_states regression; both generation-related but not the same bug." + "reason": "TorchScript GeneratorExp export issue is unrelated to SigLIP2 zero-probability outputs." }, { "left": "issue:45200", "right": "issue:45823", "accept": false, - "reason": "Gemma4 mm_token_type_ids defaulting vs Gemma4 PLE device mismatch; same family but different failure modes." + "reason": "Different model families and failures: default mm_token_type_ids vs Gemma4 device-map mismatch." }, { "left": "issue:45072", "right": "issue:45198", "accept": false, - "reason": "bfloat16 dtype mismatches in inference vs Wav2Vec2 save_pretrained/tokenization failure; unrelated." + "reason": "Dtype mismatch in inference is unrelated to Wav2Vec2 save_pretrained/tokenization failure." }, { "left": "issue:37428", "right": "issue:43957", "accept": false, - "reason": "Missing flash_attention_utils symbol vs meta-device model loading breakage; different import/load paths." + "reason": "Both are loading/import issues, but one is flash-support import and the other is meta-device model loading; not the same root cause." + }, + { + "left": "issue:43232", + "right": "issue:44849", + "accept": false, + "reason": "Generation kwargs update after sync_gpus is unrelated to Qwen3.5 hidden-states output bug." }, { "left": "issue:43493", "right": "issue:43701", "accept": false, - "reason": "SigLIP2 implementation discrepancy vs resume_from_checkpoint key mismatch; unrelated." + "reason": "SigLIP2 implementation discrepancy is unrelated to resume-from-checkpoint key mismatch." + }, + { + "left": "issue:43295", + "right": "issue:44610", + "accept": false, + "reason": "Processor/tokenizer regression is different from an OmDet-Turbo image-size preprocessing bug." }, { "left": "issue:44315", "right": "issue:44849", "accept": false, - "reason": "Liger kernel not applied in model_init vs Qwen3.5 hidden-state bug; no shared underlying issue." + "reason": "Liger Kernel application in model_init is unrelated to Qwen3.5 output_hidden_states behavior." }, { "left": "issue:43295", - "right": "issue:44610", + "right": "issue:43450", "accept": false, - "reason": "Processor.tokenizer regression with images vs OmDet-Turbo processor size mismatch; both processor-related but distinct." + "reason": "Different processor bugs: tokenizer/image passing regression vs batched video shape error." }, { "left": "issue:44554", "right": "issue:45356", "accept": false, - "reason": "MPS attention correctness issue vs Kimi-K2.5 tokenizer regression; unrelated." + "reason": "MPS attention correctness issue is unrelated to Kimi-K2.5 tokenizer codec/regex regression." }, { - "left": "issue:43295", - "right": "issue:43450", + "left": "issue:43572", + "right": "issue:44987", "accept": false, - "reason": "Processor/tokenizer regression vs video processor batch shape bug; different components and symptoms." + "reason": "StableLmConfig pad_token_idx regression is not the same as loading physical-intelligence/fast on transformers>=5.1.0." }, { - "left": "issue:43572", - "right": "issue:44987", + "left": "issue:45200", + "right": "issue:45325", "accept": false, - "reason": "StableLmConfig pad_token_idx regression vs loading physical-intelligence/fast on transformers>=5.1.0; unrelated." + "reason": "Different multimodal bugs: default mm_token_type_ids vs Qwen2.5-VL rope-index scaling." }, { "left": "issue:43572", "right": "issue:43957", "accept": false, - "reason": "Missing pad_token_idx config vs meta-device loading failures; different bugs." + "reason": "Config field regression vs meta-device loading failures; separate causes." }, { "left": "issue:37428", "right": "issue:43824", "accept": false, - "reason": "Flash-attention utility import error vs missing Qwen2.5-VL class export; both import-related but not the same symbol or root cause." - }, - { - "left": "issue:45200", - "right": "issue:45325", - "accept": false, - "reason": "Gemma4 default mm_token_type_ids vs Qwen2.5-VL rope scaling for still images; unrelated model-specific behavior." + "reason": "Different import errors for different symbols/models; no shared bug." }, { "left": "issue:45520", "right": "issue:46178", "accept": false, - "reason": "flash_attn backend mapping KeyError vs tensorflow_text backend mapping error; different backends and causes." + "reason": "Both are backend/import mapping issues, but flash_attn KeyError and tensorflow_text backend mapping are distinct problems." }, { - "left": "issue:43295", - "right": "issue:43873", + "left": "issue:44898", + "right": "issue:45412", "accept": false, - "reason": "Processor/tokenizer regression vs quantization offloading not working; unrelated." + "reason": "Perceiver non-default resolution failure is unrelated to RT-DETR memory release behavior." }, { - "left": "issue:44898", - "right": "issue:45412", + "left": "issue:43295", + "right": "issue:43873", "accept": false, - "reason": "Perceiver non-default resolution failure vs RT-DETR memory not released; unrelated." + "reason": "Processor/tokenizer regression and offloading-with-quantization are different subsystems and symptoms." } ] }, @@ -7500,7 +7591,7 @@ "component_index": 1, "component_count": 17, "review_unit_index": 24, - "review_unit_count": 50, + "review_unit_count": 49, "status": "reviewed", "reason": null, "source": "llm", @@ -7547,7 +7638,6 @@ "issue:45083", "issue:45127", "issue:45198", - "issue:45245", "issue:45290", "issue:45381", "issue:45412", @@ -7558,19 +7648,19 @@ "issue:46170" ], "soft_pairs": [ - "issue:44466|issue:45127", "issue:43550|issue:43844", - "issue:44792|issue:45563", + "issue:44466|issue:45127", "issue:43334|issue:43525", + "issue:44792|issue:45563", "issue:43824|issue:43975", - "issue:42915|issue:43824", "issue:43388|issue:43526", + "issue:42915|issue:43824", "issue:43450|issue:43575", - "issue:42490|issue:43493", "issue:43278|issue:43856", + "issue:42490|issue:43493", "issue:28218|issue:35141", - "issue:43975|issue:45520", "issue:43653|issue:44112", + "issue:43975|issue:45520", "issue:38175|issue:43493", "issue:44442|issue:45198", "issue:44514|issue:44521", @@ -7582,221 +7672,214 @@ "issue:43819|issue:44112", "issue:44610|issue:44857", "issue:43819|issue:45083", - "issue:37428|issue:43425", "issue:43335|issue:43550", "issue:43606|issue:45083", + "issue:37428|issue:43425", "issue:44857|issue:45593", - "issue:45290|issue:45381", - "issue:45127|issue:45245" + "issue:45290|issue:45381" ], - "prepared_review_unit_hash": "f86b1da8801abe070f6155e6078ee6b3cb2ed3cd62ea06ee3e527c766a0c0c9c", + "prepared_review_unit_hash": "404bf3588943a985eef0780d3fda15a7eb10cba995d44004f5b61ad704824c4e", "component_budget": { "node_count": 427, "item_count": 427, - "soft_pair_count": 1575, - "serialized_chars": 815841, - "estimated_input_tokens": 203961, - "estimated_eval_tokens": 408178 + "soft_pair_count": 1576, + "serialized_chars": 816182, + "estimated_input_tokens": 204046, + "estimated_eval_tokens": 408348 }, "budget": { - "node_count": 48, - "item_count": 48, - "soft_pair_count": 30, - "serialized_chars": 36881, - "estimated_input_tokens": 9221, - "estimated_eval_tokens": 18698 + "node_count": 47, + "item_count": 47, + "soft_pair_count": 29, + "serialized_chars": 36034, + "estimated_input_tokens": 9009, + "estimated_eval_tokens": 18274 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "All soft pairs look like false positives: they share broad themes or model families in a few cases, but not the same concrete bug or fix path. No duplicate cluster is evident.", - "confidence": 0.97, - "canonical_issue_reason": "No single canonical issue fits this cluster: the items are heterogeneous and the proposed soft pairs do not share the same underlying bug/change.", + "summary": "The items are a loose topical cluster, not a set of true duplicates. Most pairs share a subsystem or API name at a high level, but they describe different bugs, different code paths, or different model-specific failures. No soft edge should be merged.", + "confidence": 0.93, + "canonical_issue_reason": "issue:44521 is the best anchor: it is open, active, has the most inbound references in this set, and represents a broad, user-visible multimodal `apply_chat_template` bug.", "canonical_pr_reason": null, - "best_issue_reason": "No issue is a strong global representative because the cluster is not actually a duplicate set; any choice would be arbitrary.", + "best_issue_reason": "issue:44521 looks like the strongest overall issue candidate because it has high discussion/inbound activity and a general API impact rather than a narrow model-specific failure.", "best_pr_reason": null, "soft_edge_verdicts": [ - { - "left": "issue:44466", - "right": "issue:45127", - "accept": false, - "reason": "Both involve tied weights/vocab changes, but one is serialization depending on device and the other is LoRA merge collapse; not the same bug." - }, { "left": "issue:43550", "right": "issue:43844", "accept": false, - "reason": "Different code paths: torch.compile+SDPA failure vs. DeepSpeed ZeRO-3 gradient blow-up." + "reason": "Different failures: SDPA/torch.compile runtime bug vs DeepSpeed/ZeRO-3 gradient explosion during training." }, { - "left": "issue:44792", - "right": "issue:45563", + "left": "issue:44466", + "right": "issue:45127", "accept": false, - "reason": "A failing janus test and a stale paged-generate warning are unrelated symptoms with different targets." + "reason": "Both mention tied weights, but one is serialization/device-dependent `lm_head.weight` handling and the other is LoRA merge collapse after vocab extension." }, { "left": "issue:43334", "right": "issue:43525", "accept": false, - "reason": "Same missing-attribute symptom, but for different config classes/models; no evidence of one shared fix." + "reason": "Same symptom (`pad_token_id` missing) but on different config classes and models; not enough evidence of one underlying bug." }, { - "left": "issue:43824", - "right": "issue:43975", + "left": "issue:44792", + "right": "issue:45563", "accept": false, - "reason": "ImportError for a missing Qwen2.5-VL symbol is unrelated to DeepSeek detokenization in v5." + "reason": "Unrelated generate-path issues: a Janus image-generation test failure vs a stale warning about `num_return_sequences`." }, { - "left": "issue:42915", - "right": "issue:43824", + "left": "issue:43824", + "right": "issue:43975", "accept": false, - "reason": "FineGrainedFP8/Qwen3-MoE failure and a missing Qwen2.5-VL import are different issues." + "reason": "ImportError for a missing exported class vs a detokenization regression in a specific model." }, { "left": "issue:43388", "right": "issue:43526", "accept": false, - "reason": "Metric gathering drops tuple labels; BEiT fast processor reduces labels incorrectly. Different components and bugs." + "reason": "Both concern label handling, but they hit different data pipelines (`gather_for_metrics` vs Beit image preprocessing) and different failure modes." }, { - "left": "issue:43450", - "right": "issue:43575", + "left": "issue:42915", + "right": "issue:43824", "accept": false, - "reason": "Batched video shape handling and TP/OOM when loading a large model are not the same bug." + "reason": "Completely different problems: Qwen3MoE FP8 config failure vs Qwen2.5-VL import/export issue." }, { - "left": "issue:42490", - "right": "issue:43493", + "left": "issue:43450", + "right": "issue:43575", "accept": false, - "reason": "Local-path trailing slash warning vs. SigLIP2 implementation discrepancy; no shared code-path defect." + "reason": "Different domains and symptoms: batched video processor shape bug vs tensor-parallel OOM on a large text model." }, { "left": "issue:43278", "right": "issue:43856", "accept": false, - "reason": "Dtype change during evaluate and MoE training memory inefficiency are unrelated." + "reason": "Embedding dtype drift during eval is unrelated to Qwen3 MoE memory inefficiency." }, { - "left": "issue:28218", - "right": "issue:35141", + "left": "issue:42490", + "right": "issue:43493", "accept": false, - "reason": "Tokenizer extra-space detokenization and embedding reinitialization after resize are different layers and behaviors." + "reason": "Path-trailing-slash import warning and SigLIP2 implementation discrepancy are unrelated." }, { - "left": "issue:43975", - "right": "issue:45520", + "left": "issue:28218", + "right": "issue:35141", "accept": false, - "reason": "Detokenization bug and Python 3.13 flash_attn import key error are unrelated." + "reason": "Tokenizer spacing after added tokens is unrelated to embedding reinitialization when resizing vocab." }, { "left": "issue:43653", "right": "issue:44112", "accept": false, - "reason": "BigBirdTokenizer special-token registration and a GraniteSpeech CI device-override test failure do not share a fix." + "reason": "Tokenizer special-token registration bug vs a GraniteSpeech CI stale device override test." + }, + { + "left": "issue:43975", + "right": "issue:45520", + "accept": false, + "reason": "Model detokenization regression is unrelated to Python 3.13 `flash_attn` import metadata failure." }, { "left": "issue:38175", "right": "issue:43493", "accept": false, - "reason": "Same model family, but one reports zero probabilities and the other a broader HF-vs-JAX discrepancy; too different to duplicate." + "reason": "Related model family, but one is zero-probability output and the other is a broader HF-vs-JAX discrepancy; not clearly the same defect." }, { "left": "issue:44442", "right": "issue:45198", "accept": false, - "reason": "FastSpeech2 tokenizer loading and Wav2Vec2 save/tokenization failures are different tokenizer issues." + "reason": "Different tokenizer/model families and different failure points (`AutoTokenizer` load vs save/tokenization failure)." }, { "left": "issue:44514", "right": "issue:44521", "accept": false, - "reason": "Both involve apply_chat_template, but one crashes on batched padding=False input and the other yields zero assistant masks; not clearly the same bug." + "reason": "Both are chat-template related, but one is a batching crash with `padding=False` and the other is incorrect assistant-mask generation for multimodal inputs." }, { "left": "issue:45520", "right": "issue:46170", "accept": false, - "reason": "Python 3.13 flash_attn import failure is unrelated to Windows AMD ROCm torch.distributed dependency issues." + "reason": "Different environment/platform issues: `flash_attn` import lookup on Python 3.13 vs Windows ROCm/torch.distributed dependency errors." }, { "left": "issue:38175", "right": "issue:45412", "accept": false, - "reason": "SigLIP2 zero-probability output and RT-DETR memory release behavior are unrelated." + "reason": "SigLIP2 probability issue and RT-DETR memory reclamation bug are unrelated." }, { "left": "issue:44206", "right": "issue:45584", "accept": false, - "reason": "Unsupported center arg in a feature extractor and Whisper empty-transcription failure are different audio bugs." + "reason": "LASR feature extractor regression is unrelated to Whisper empty-transcription failure after special-token alignment." }, { "left": "issue:43827", "right": "issue:43901", "accept": false, - "reason": "Both are docs-related, but they concern different API removals and different pages; not the same change." + "reason": "Both are docs problems, but they concern different pipeline APIs and different deprecations." }, { "left": "issue:43262", "right": "issue:43450", "accept": false, - "reason": "Audio chat-template sampling-rate defaulting and video processor batch shape handling are unrelated." + "reason": "Audio chat-template sampling-rate bug is unrelated to video processor batch-shape handling." }, { "left": "issue:43819", "right": "issue:44112", "accept": false, - "reason": "DAC forward/from_latents mismatch and a GraniteSpeech CI test issue do not match." + "reason": "DAC latent decoding mismatch is unrelated to a GraniteSpeech CI test flake." }, { "left": "issue:44610", "right": "issue:44857", "accept": false, - "reason": "Image size mismatch in OmDet-Turbo processor and LwDETR AMP/CUDA crash are different detector issues." + "reason": "Different vision models and different bugs: input-size mismatch vs AMP/CUDA loss crash." }, { "left": "issue:43819", "right": "issue:45083", "accept": false, - "reason": "DAC latent mismatch and qwen3_omni_moe feature-length helper behavior are separate audio-model bugs." - }, - { - "left": "issue:37428", - "right": "issue:43425", - "accept": false, - "reason": "Specific missing flash-attention symbol import and a broad Torch 2.10 incompatibility report are not the same concrete defect." + "reason": "Unrelated code paths: DAC latent reconstruction vs Qwen3 Omni feature-length helper behavior." }, { "left": "issue:43335", "right": "issue:43550", "accept": false, - "reason": "SwitchTransformers sparse-layer creation and Bamba torch.compile/SDPA failure are unrelated." + "reason": "SwitchTransformers sparse-layer construction bug is unrelated to Bamba SDPA/torch.compile failure." }, { "left": "issue:43606", "right": "issue:45083", "accept": false, - "reason": "CPU offload device mismatch and qwen3_omni_moe length-helper behavior are different problems." + "reason": "CPU-offload device mismatch is unrelated to Qwen3 Omni feature-length computation." + }, + { + "left": "issue:37428", + "right": "issue:43425", + "accept": false, + "reason": "A specific missing import and a broad Torch 2.10 incompatibility are not the same concrete bug." }, { "left": "issue:44857", "right": "issue:45593", "accept": false, - "reason": "AMP/CUDA crash in one detector loss and missing auxiliary losses in another model are not duplicates." + "reason": "Different detection-model issues: AMP crash in one, auxiliary-loss logic in the other." }, { "left": "issue:45290", "right": "issue:45381", "accept": false, - "reason": "Tool-call assistant-message crash and wrong vision_position_ids in Qwen2.5-VL are different multimodal issues." - }, - { - "left": "issue:45127", - "right": "issue:45245", - "accept": false, - "reason": "LoRA/tied-weights collapse and a 2^24 category limit runtime error are unrelated." + "reason": "Different Qwen2.5-VL failures: tool-call/chat-template crash vs incorrect video `vision_position_ids`." } ] }, @@ -7812,11 +7895,11 @@ "component_index": 1, "component_count": 17, "review_unit_index": 25, - "review_unit_count": 50, + "review_unit_count": 49, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-427", "nodes": [ @@ -7841,7 +7924,6 @@ "issue:43653", "issue:43701", "issue:43720", - "issue:43723", "issue:43819", "issue:43825", "issue:43854", @@ -7852,7 +7934,6 @@ "issue:44360", "issue:44448", "issue:44493", - "issue:44554", "issue:44561", "issue:44743", "issue:44779", @@ -7861,8 +7942,10 @@ "issue:44977", "issue:45072", "issue:45083", + "issue:45127", "issue:45200", "issue:45229", + "issue:45245", "issue:45310", "issue:45478", "issue:45588", @@ -7871,285 +7954,278 @@ ], "soft_pairs": [ "issue:44448|issue:44743", + "issue:45127|issue:45245", "issue:29942|issue:32090", "issue:45200|issue:45588", + "issue:43278|issue:43825", + "issue:43335|issue:43653", "issue:37428|issue:44351", "issue:44206|issue:45823", - "issue:43278|issue:43825", "issue:43611|issue:43931", - "issue:43335|issue:43653", "issue:43550|issue:44112", "issue:43819|issue:44493", - "issue:44855|issue:45083", "issue:43335|issue:43504", + "issue:44855|issue:45083", "issue:45588|issue:45859", "issue:29127|issue:32090", - "issue:45310|issue:45478", - "issue:43335|issue:45083", "issue:39692|issue:43526", + "issue:43335|issue:45083", + "issue:45310|issue:45478", "issue:39692|issue:44493", "issue:43720|issue:44112", - "issue:44448|issue:44779", - "issue:44360|issue:44561", "issue:43335|issue:45072", "issue:43335|issue:44112", - "issue:44977|issue:45229", + "issue:44448|issue:44779", "issue:42490|issue:43854", + "issue:44360|issue:44561", + "issue:44977|issue:45229", "issue:38175|issue:44493", - "issue:34689|issue:35141", "issue:43606|issue:44857", - "issue:44448|issue:44977", + "issue:34689|issue:35141", "issue:44857|issue:45072", + "issue:44448|issue:44977", "issue:40444|issue:43526", "issue:28218|issue:32090", - "issue:43701|issue:45083", - "issue:43723|issue:44554", - "issue:43550|issue:45083" + "issue:43701|issue:45083" ], - "prepared_review_unit_hash": "87138ebebc4e05dc3ee3da3be67e2618a6c94b147916bbc1d5f2361de6b4a6c6", + "prepared_review_unit_hash": "17bfd9c1f9db20e875b0bdea439f76f5e3aca291d2e6dbb0b0c35b69a026e5ee", "component_budget": { "node_count": 427, "item_count": 427, - "soft_pair_count": 1575, - "serialized_chars": 815841, - "estimated_input_tokens": 203961, - "estimated_eval_tokens": 408178 + "soft_pair_count": 1576, + "serialized_chars": 816182, + "estimated_input_tokens": 204046, + "estimated_eval_tokens": 408348 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 35, - "serialized_chars": 38250, - "estimated_input_tokens": 9563, - "estimated_eval_tokens": 19382 + "soft_pair_count": 34, + "serialized_chars": 37982, + "estimated_input_tokens": 9496, + "estimated_eval_tokens": 19248 }, "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 that only share broad subsystem keywords. The only clear duplicate is the Qwen3.5 MoE from_pretrained error pair (45310/45478); all other soft edges should be rejected.", - "confidence": 0.9, - "canonical_issue_reason": "issue:45310 is the best canonical issue because it is the older report of the exact same Qwen3.5 MoE from_pretrained failure that reappears as issue:45478.", + "summary": "This cluster is mostly heterogeneous and does not represent one duplicate family. The only clear duplicate pair is the two identical Qwen3.5 MoE from_pretrained reports; the rest are topic-adjacent at best but describe different code paths or different models.", + "confidence": 0.94, + "canonical_issue_reason": "Use issue:45310 as the canonical issue because it is the earlier of the only true duplicate pair and has the same underlying Qwen3.5 MoE from_pretrained failure as issue:45478.", "canonical_pr_reason": null, - "best_issue_reason": "issue:45310 is the strongest representative issue in this set since it has a direct duplicate (issue:45478) and the title matches the concrete bug exactly.", + "best_issue_reason": "Issue:45310 is the best representative of the cluster\u2019s only real duplicate because it is an exact title match to 45478; the other issues are unrelated or only loosely similar.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:44448", "right": "issue:44743", "accept": false, - "reason": "Both are model-generation behavior bugs, but they describe different code paths and models: Pegasus output drift vs Qwen3.5 recurrent-state reset." + "reason": "Both mention output regressions across versions, but they affect different models and different mechanisms: Pegasus generation vs Qwen3.5 recurrent state handling." + }, + { + "left": "issue:45127", + "right": "issue:45245", + "accept": false, + "reason": "These are unrelated bugs: LoRA merge collapse with extended vocabulary versus a categorical-count limit runtime error." }, { "left": "issue:29942", "right": "issue:32090", "accept": false, - "reason": "Failing Flash Attention 2 tests and a Trainer _gpu_broadcast_one NoneType error are unrelated failures." + "reason": "Flash Attention 2 test failures and a Trainer _gpu_broadcast_one NoneType error are distinct failures in different subsystems." }, { "left": "issue:45200", "right": "issue:45588", "accept": false, - "reason": "Gemma4 mm_token_type_ids defaulting and flash_attention.py crashing on s_aux=None are different bugs in different components." + "reason": "Gemma4 text-only mm_token_type_ids handling and a flash_attention s_aux=None crash are different code paths and symptoms." }, { - "left": "issue:37428", - "right": "issue:44351", + "left": "issue:43278", + "right": "issue:43825", "accept": false, - "reason": "Both are import-related regressions, but one is a flash-attention helper import and the other is HybridCache export removal; not the same bug." + "reason": "Evaluate-time dtype drift for embeddings is unrelated to the pipeline translation-task warning message." }, { - "left": "issue:44206", - "right": "issue:45823", + "left": "issue:43335", + "right": "issue:43653", "accept": false, - "reason": "Unsupported center arg in LasrFeatureExtractor and Gemma4 PLE device mismatch are separate issues." + "reason": "SwitchTransformers sparse-layer construction and BigBirdTokenizer special-token registration are separate bugs in different components." }, { - "left": "issue:43278", - "right": "issue:43825", + "left": "issue:37428", + "right": "issue:44351", "accept": false, - "reason": "Embedding dtype drift during evaluate and a pipeline() error message regression are unrelated." + "reason": "These are both import-related, but they fail on different missing symbols and different dependency paths." }, { - "left": "issue:43611", - "right": "issue:43931", + "left": "issue:44206", + "right": "issue:45823", "accept": false, - "reason": "Base_model_prefix loading regression and Qwen3-VL weight-shape mismatch are different loading failures." + "reason": "Unsupported center arg in LasrFeatureExtractor and Gemma4 PLE device mismatch are unrelated failures." }, { - "left": "issue:43335", - "right": "issue:43653", + "left": "issue:43611", + "right": "issue:43931", "accept": false, - "reason": "SwitchTransformers sparse-layer creation and BigBirdTokenizer special-token registration are unrelated." + "reason": "Base-model-prefix loading regression and Qwen3-VL weight-shape mismatch are different model-loading issues." }, { "left": "issue:43550", "right": "issue:44112", "accept": false, - "reason": "A torch.compile/SDPA model failure and a stale CI device-override test do not look like the same bug." + "reason": "torch.compile/SDPA failure in Bamba and a stale CI override test in GraniteSpeech do not describe the same bug." }, { "left": "issue:43819", "right": "issue:44493", "accept": false, - "reason": "DAC.from_latents mismatch and unexpected position-id keys are different correctness problems." + "reason": "DAC.from_latents missing STE is unrelated to unexpected position-id keys during model loading." }, { - "left": "issue:44855", - "right": "issue:45083", + "left": "issue:43335", + "right": "issue:43504", "accept": false, - "reason": "Python 3.13 IndentationError in DebertaV2Model and qwen3_omni_moe feature-length behavior are unrelated." + "reason": "Sparse-layer creation in SwitchTransformers and Beit legacy-field loading are different BEIT/SwitchTransformers issues." }, { - "left": "issue:43335", - "right": "issue:43504", + "left": "issue:44855", + "right": "issue:45083", "accept": false, - "reason": "SwitchTransformers sparse-layer bug and BEiT legacy-field load failure are different model-specific issues." + "reason": "Python 3.13 IndentationError in DebertaV2Model is unrelated to the qwen3_omni_moe feature-length helper behavior." }, { "left": "issue:45588", "right": "issue:45859", "accept": false, - "reason": "Both involve flash attention / MoE models, but one crashes on s_aux=None and the other is a CPU-offload incompatibility in a rotary embedding path." + "reason": "A flash_attention crash on sink-less models is a different problem from CPU-offload incompatibility in Qwen3_5MoeTextRotaryEmbedding." }, { "left": "issue:29127", "right": "issue:32090", "accept": false, - "reason": "LayoutLMv3 error-message clarity and Trainer broadcast NoneType are unrelated." + "reason": "LayoutLMv3 error-message clarity and Trainer broadcast NoneType support are not the same underlying bug." }, { - "left": "issue:45310", - "right": "issue:45478", - "accept": true, - "reason": "Same title and same concrete failure: transformers>=5.4.0 Qwen3.5 MoE from_pretrained error; 45478 is a duplicate report." + "left": "issue:39692", + "right": "issue:43526", + "accept": false, + "reason": "SigLIP2 docs/model-processor example problems are unrelated to BeitImageProcessorFast reduce_labels returning only one label." }, { "left": "issue:43335", "right": "issue:45083", "accept": false, - "reason": "SwitchTransformers sparse-layer creation and qwen3_omni_moe helper output-length behavior are unrelated." + "reason": "SwitchTransformers sparse-layer creation and qwen3_omni_moe feature-length calculation are different model internals." }, { - "left": "issue:39692", - "right": "issue:43526", - "accept": false, - "reason": "SigLIP2 documentation errors and BeitImageProcessorFast reduce_labels bug are not the same issue." + "left": "issue:45310", + "right": "issue:45478", + "accept": true, + "reason": "Exact duplicate reports: same title, same transformers>=5.4.0 Qwen3.5 MoE from_pretrained failure, same underlying bug." }, { "left": "issue:39692", "right": "issue:44493", "accept": false, - "reason": "Documentation-example failures and unexpected position-id keys are unrelated." + "reason": "Documentation example failures for SigLIP2 and unexpected position-id keys are unrelated issues." }, { "left": "issue:43720", "right": "issue:44112", "accept": false, - "reason": "BitNet packed-weight loading and GraniteSpeech stale device-override CI failure are different bugs." - }, - { - "left": "issue:44448", - "right": "issue:44779", - "accept": false, - "reason": "Pegasus output differences and DeepSeek tokenizer regression are both tokenization/generation-adjacent, but they are distinct model-specific problems." - }, - { - "left": "issue:44360", - "right": "issue:44561", - "accept": false, - "reason": "DSA indexer ReLU discussion and removal of is_torch_fx_available breaking trust_remote_code models are unrelated." + "reason": "BitNet packed-weight loading and GraniteSpeech stale device override are distinct CI/model-loading problems." }, { "left": "issue:43335", "right": "issue:45072", "accept": false, - "reason": "SwitchTransformers config bug and dtype mismatch in bfloat16 inference are different failures." + "reason": "SwitchTransformers config bug and bfloat16 dtype mismatch in inference are not the same failure." }, { "left": "issue:43335", "right": "issue:44112", "accept": false, - "reason": "Sparse-layer config bug and GraniteSpeech stale CI device override are unrelated." + "reason": "SwitchTransformers sparse-layer construction and GraniteSpeech device-override CI failure are unrelated." }, { - "left": "issue:44977", - "right": "issue:45229", + "left": "issue:44448", + "right": "issue:44779", "accept": false, - "reason": "Qwen3.5 flash-attention generation bug and Gemma4 multi-GPU CUDA OOM are different symptoms and code paths." + "reason": "Both concern v4/v5 output differences, but they involve different models and different tokenizer/generation behavior." }, { "left": "issue:42490", "right": "issue:43854", "accept": false, - "reason": "Local-path import warning and GLM-4.7-Flash model-loading failure are unrelated." + "reason": "Local-path import warning and GLM-4.7-Flash unit-test loading failure are different loading scenarios." }, { - "left": "issue:38175", - "right": "issue:44493", + "left": "issue:44360", + "right": "issue:44561", "accept": false, - "reason": "Unexpected zero probabilities in SigLIP2 and unexpected position-id keys across many models are not the same bug." + "reason": "The DSA indexer ReLU discussion is unrelated to trust_remote_code breakage from removing is_torch_fx_available." }, { - "left": "issue:34689", - "right": "issue:35141", + "left": "issue:44977", + "right": "issue:45229", + "accept": false, + "reason": "Flash-attention generation issues for Qwen3.5 and Gemma4 multi-GPU OOM are different problems." + }, + { + "left": "issue:38175", + "right": "issue:44493", "accept": false, - "reason": "Llama 3.2 Vision loading regression and post_init reinitializing output embeddings are different model-loading/initialization issues." + "reason": "Unexpected zero probabilities in SigLIP2 and position-id key warnings in many models are not the same underlying defect." }, { "left": "issue:43606", "right": "issue:44857", "accept": false, - "reason": "CPU offload device mismatch and LwDetrImageLoss AMP crash are unrelated." + "reason": "CPU offload device mismatch in bark-small and float16 AMP crash in LwDetrImageLoss are separate device/precision bugs." }, { - "left": "issue:44448", - "right": "issue:44977", + "left": "issue:34689", + "right": "issue:35141", "accept": false, - "reason": "Pegasus output drift and Qwen3.5 flash-attention generation failure are different model issues." + "reason": "Llama 3.2 Vision model loading regression and embedding reinitialization after resize are unrelated model-loading behaviors." }, { "left": "issue:44857", "right": "issue:45072", "accept": false, - "reason": "AMP/CUDA loss crash and bfloat16 dtype mismatch in inference are different problems." + "reason": "AMP crash in LwDetrImageLoss and bfloat16 dtype mismatch in SwitchTransformers/TimmWrapperModel are different precision issues." + }, + { + "left": "issue:44448", + "right": "issue:44977", + "accept": false, + "reason": "Pegasus output differences and Qwen3.5 flash-attention generation failures are unrelated model-specific regressions." }, { "left": "issue:40444", "right": "issue:43526", "accept": false, - "reason": "Qwen2.5-VL multi-image IterableDataset failure and BeitImageProcessorFast reduce_labels bug are unrelated." + "reason": "Qwen2.5-VL iterable-dataset multi-image finetuning failure and BeitImageProcessorFast label reduction are different image-model bugs." }, { "left": "issue:28218", "right": "issue:32090", "accept": false, - "reason": "Tokenizer spacing after added token and Trainer NoneType broadcast error are unrelated." + "reason": "Tokenizer spacing after added tokens and Trainer broadcast NoneType errors are unrelated." }, { "left": "issue:43701", "right": "issue:45083", "accept": false, - "reason": "resume_from_checkpoint key mismatch and qwen3_omni_moe feature-length behavior are not the same bug." - }, - { - "left": "issue:43723", - "right": "issue:44554", - "accept": false, - "reason": "AutoTokenizer loading regression in v5 and MPS attention correctness issue are unrelated." - }, - { - "left": "issue:43550", - "right": "issue:45083", - "accept": false, - "reason": "Bamba torch.compile SDPA failure and qwen3_omni_moe helper behavior are different issues." + "reason": "resume_from_checkpoint key mismatch and qwen3_omni_moe feature-length behavior are different failure modes." } ] }, "evaluator_result": { "accept": true, - "feedback": "The summary is grounded in the packet: 45310/45478 have the same title and are plausibly a duplicate pair, with 45310 correctly chosen as the older canonical issue. The soft-edge verdicts are conservative and generally rely only on title-level evidence, without overstating similarity. No mergeability issues apply here since this is an issue cluster, not a PR pair." + "feedback": "The cluster summary is well grounded in the packet. The only true duplicate pair is the exact-title match between issue:45310 and issue:45478, and the soft-edge rejections stay conservative by relying on clearly different titles/models/subsystems. No mergeability concerns apply here since these are issues, not PRs." }, "evaluator_used": true, "retried": false, @@ -8162,11 +8238,11 @@ "component_index": 1, "component_count": 17, "review_unit_index": 26, - "review_unit_count": 50, + "review_unit_count": 49, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-427", "nodes": [ @@ -8180,23 +8256,21 @@ "issue:37428", "issue:41720", "issue:42490", - "issue:43065", "issue:43278", "issue:43329", "issue:43381", "issue:43412", + "issue:43550", "issue:43575", "issue:43653", + "issue:43723", "issue:43873", "issue:43927", "issue:43976", - "issue:43994", - "issue:44186", - "issue:44206", "issue:44448", "issue:44462", "issue:44466", - "issue:44479", + "issue:44554", "issue:44561", "issue:44568", "issue:44743", @@ -8204,6 +8278,7 @@ "issue:44857", "issue:44977", "issue:44987", + "issue:45083", "issue:45198", "issue:45229", "issue:45245", @@ -8220,245 +8295,231 @@ "issue:45823" ], "soft_pairs": [ + "issue:43723|issue:44554", + "issue:43550|issue:45083", "issue:32090|issue:33357", "issue:29942|issue:35141", "issue:44561|issue:44779", "issue:43873|issue:45229", "issue:43927|issue:45698", "issue:44462|issue:44561", - "issue:37428|issue:44987", "issue:41720|issue:45229", "issue:44977|issue:45563", - "issue:44568|issue:45491", + "issue:37428|issue:44987", "issue:43278|issue:43329", - "issue:10000|issue:15354", "issue:42490|issue:43575", + "issue:44568|issue:45491", + "issue:10000|issue:15354", "issue:45372|issue:45588", - "issue:43412|issue:45588", "issue:45198|issue:45803", + "issue:43412|issue:45588", "issue:44857|issue:45588", - "issue:43976|issue:45440", "issue:45372|issue:45406", + "issue:43976|issue:45440", "issue:45459|issue:45712", "issue:45588|issue:45823", "issue:43278|issue:43381", "issue:44448|issue:44466", - "issue:43653|issue:44743", "issue:45245|issue:45563", - "issue:25251|issue:32090", - "issue:44206|issue:44479", - "issue:43065|issue:43994", - "issue:45372|issue:45459", - "issue:44186|issue:45198" + "issue:43653|issue:44743", + "issue:25251|issue:32090" ], - "prepared_review_unit_hash": "af1c5d55b39c8765d27b05f1c804108c247f1a8c4d16ca9666e6dff9a155f940", + "prepared_review_unit_hash": "d160c0bc3070f8930ae10d529e24e3dae1a792fedd79a965385c5337404e8ebf", "component_budget": { "node_count": 427, "item_count": 427, - "soft_pair_count": 1575, - "serialized_chars": 815841, - "estimated_input_tokens": 203961, - "estimated_eval_tokens": 408178 + "soft_pair_count": 1576, + "serialized_chars": 816182, + "estimated_input_tokens": 204046, + "estimated_eval_tokens": 408348 }, "budget": { - "node_count": 48, - "item_count": 48, - "soft_pair_count": 30, - "serialized_chars": 36965, - "estimated_input_tokens": 9242, - "estimated_eval_tokens": 18740 + "node_count": 47, + "item_count": 47, + "soft_pair_count": 28, + "serialized_chars": 35788, + "estimated_input_tokens": 8947, + "estimated_eval_tokens": 18150 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "The cluster is highly heterogeneous: the items span unrelated models, tokenizers, export paths, attention kernels, and runtime errors. None of the soft pairs look like the same underlying bug or change, so no canonical issue/PR emerges.", - "confidence": 0.97, + "summary": "The set is mostly a grab bag of unrelated transformer bugs and regressions; none of the soft pairs look like the same concrete underlying issue, so I found no convincing duplicate cluster or single canonical item.", + "confidence": 0.91, "canonical_issue_reason": null, "canonical_pr_reason": null, "best_issue_reason": null, "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "issue:43723", + "right": "issue:44554", + "accept": false, + "reason": "Tokenizer-loading v5 regression and MPS attention correctness are different subsystems and failure modes." + }, + { + "left": "issue:43550", + "right": "issue:45083", + "accept": false, + "reason": "torch.compile/SDPA failure in Bamba is unrelated to a helper output-length bug in qwen3_omni_moe." + }, { "left": "issue:32090", "right": "issue:33357", "accept": false, - "reason": "Both are runtime failures, but one is Trainer/_gpu_broadcast_one NoneType handling and the other is a MacOS bus error with a community CLIP model; different code paths and symptoms." + "reason": "Trainer broadcast NoneType error and MacOS CLIP bus error are unrelated runtime failures." }, { "left": "issue:29942", "right": "issue:35141", "accept": false, - "reason": "Flash Attention 2 test failures are unrelated to token embedding reinitialization during post_init; different subsystems and failure modes." + "reason": "Flash Attention 2 test failures do not match the token-embedding post_init reinitialization bug." }, { "left": "issue:44561", "right": "issue:44779", "accept": false, - "reason": "One is removal of is_torch_fx_available breaking trust_remote_code models, the other is a DeepSeek tokenizer regression; no shared concrete bug." + "reason": "Removal of is_torch_fx_available and Deepseek tokenizer regressions affect different code paths." }, { "left": "issue:43873", "right": "issue:45229", "accept": false, - "reason": "Quantization/offloading behavior and a multi-GPU CUDA OOM for Gemma4 are both memory-related but arise from different scenarios and likely different fixes." + "reason": "Quantization offloading behavior and multi-GPU OOM are different problems, not the same bug." }, { "left": "issue:43927", "right": "issue:45698", "accept": false, - "reason": "Both involve save/load behavior, but one is DiaConfig custom token IDs causing generation IndexError and the other is loading the wrong custom module after save_pretrained; distinct bugs." + "reason": "Both involve save/load flows, but one loses custom token IDs and the other loads the wrong custom module." }, { "left": "issue:44462", "right": "issue:44561", "accept": false, - "reason": "AutoTokenizer ignoring tokenizer.json is a tokenizer-loading bug, while is_torch_fx_available removal breaks remote-code imports; not the same issue." - }, - { - "left": "issue:37428", - "right": "issue:44987", - "accept": false, - "reason": "Flash-support import failure and a transformers>=5.1.0 model-loading regression for physical-intelligence/fast are unrelated." + "reason": "AutoTokenizer ignoring tokenizer.json is unrelated to the trust_remote_code breakage from removed API." }, { "left": "issue:41720", "right": "issue:45229", "accept": false, - "reason": "Qwen3 auto device mapping cudaErrorAssert and Gemma4 multi-GPU OOM are different model-specific inference failures." + "reason": "Qwen3 device-mapping assertion failure is not the same as Gemma4 multi-GPU OOM." }, { "left": "issue:44977", "right": "issue:45563", "accept": false, - "reason": "Qwen3.5 flash-attention generation regression is unrelated to a stale warning in paged generate() for num_return_sequences." + "reason": "Flash-attention generation failure and stale paging warning are different generation issues." }, { - "left": "issue:44568", - "right": "issue:45491", + "left": "issue:37428", + "right": "issue:44987", "accept": false, - "reason": "mdeberta-v3 tokenizer not adding BOS/EOS is a tokenizer special-tokens regression, while Gemma3 NaN embeddings with mixed-length batching is an attention/masking numerical issue." + "reason": "Both are loading/import regressions, but they point to different missing dependencies and model-entry failures." }, { "left": "issue:43278", "right": "issue:43329", "accept": false, - "reason": "Embedding dtype drifting to FP32 in evaluate and undefined variables in multimodal token counting are different problems in different paths." + "reason": "Embedding dtype drift and undefined video-branch variables are unrelated bugs." }, { - "left": "issue:10000", - "right": "issue:15354", + "left": "issue:42490", + "right": "issue:43575", "accept": false, - "reason": "German DistilBert model issue and a torch.jit.script GeneratorExp export failure on ViT are unrelated model/export problems." + "reason": "Local-path import warning and tp-related OOM do not share the same underlying cause." }, { - "left": "issue:42490", - "right": "issue:43575", + "left": "issue:44568", + "right": "issue:45491", "accept": false, - "reason": "Local-path trailing-slash import warning and Qwen2-57B-A14B-Instruct tensor-parallel OOM are not the same bug." + "reason": "Tokenizer special-token insertion bug is unrelated to Gemma3 NaN embeddings in attention." }, { - "left": "issue:45372", - "right": "issue:45588", + "left": "issue:10000", + "right": "issue:15354", "accept": false, - "reason": "Gemma 4 processor import failure from mistral_common and flash_attention.py crashing on s_aux=None are separate dependency/runtime issues." + "reason": "German DistilBertModel issue and ViT torch.jit GeneratorExp export error are unrelated legacy reports." }, { - "left": "issue:43412", + "left": "issue:45372", "right": "issue:45588", "accept": false, - "reason": "Gemma3n ExecuTorch export issues (training guard, erfinv) are unrelated to flash_attention.py handling sink-less models." + "reason": "Gemma4 processor import failure and flash_attention s_aux=None crash are separate Gemma4 code paths." }, { "left": "issue:45198", "right": "issue:45803", "accept": false, - "reason": "Wav2Vec2 save_pretrained/tokenization failure and FuyuBatchFeature.convert_to_tensors swallowing errors are different tokenizer/feature-extraction bugs." + "reason": "Wav2Vec2 save/tokenization failure and bare-except tensor conversion bug are different defects." }, { - "left": "issue:44857", + "left": "issue:43412", "right": "issue:45588", "accept": false, - "reason": "LwDetrImageLoss AMP/CUDA crash is unrelated to flash_attention.py's s_aux=None AttributeError." + "reason": "Executorch export problems for gemma3n do not match the sink-less flash_attention crash." }, { - "left": "issue:43976", - "right": "issue:45440", + "left": "issue:44857", + "right": "issue:45588", "accept": false, - "reason": "Python 3.9/3.10 compatibility and DeepseekV3MoE divergence from remote implementation are unrelated issues." + "reason": "CUDA AMP loss crash in LwDetrImageLoss is unrelated to flash_attention's s_aux=None AttributeError." }, { "left": "issue:45372", "right": "issue:45406", "accept": false, - "reason": "Gemma4 processor loading breaks on a missing ReasoningEffort import, while serve crashes because Gemma4Processor lacks _tokenizer; similar model, different failure." + "reason": "Processor import dependency failure and missing _tokenizer in serve are both Gemma4-related but not the same bug." + }, + { + "left": "issue:43976", + "right": "issue:45440", + "accept": false, + "reason": "Python-version compatibility regression and DeepSeekV3MoE divergence are unrelated." }, { "left": "issue:45459", "right": "issue:45712", "accept": false, - "reason": "Tokenizer protobuf error masking and leftover dummy classes in dummy_pt_objects.py address different layers and cannot be merged as one fix." + "reason": "Tokenizer exception masking and dummy class cleanup are separate maintenance issues." }, { "left": "issue:45588", "right": "issue:45823", "accept": false, - "reason": "flash_attention.py sink-less-model crash and Gemma4 PLE device mismatch during forward are separate runtime bugs in different code paths." + "reason": "flash_attention s_aux=None crash and Gemma4 PLE device mismatch are different forward-pass failures." }, { "left": "issue:43278", "right": "issue:43381", "accept": false, - "reason": "BF16-to-FP32 embedding dtype drift and gradient checkpointing being disallowed in eval mode are unrelated training/eval behavior bugs." + "reason": "BF16/FP32 embedding drift is not the same as gradient-checkpointing eval-mode rejection." }, { "left": "issue:44448", "right": "issue:44466", "accept": false, - "reason": "Pegasus v4 vs v5 output differences and inconsistent lm_head.weight serialization depend on different model behaviors and fixes." - }, - { - "left": "issue:43653", - "right": "issue:44743", - "accept": false, - "reason": "BigBirdTokenizer special-token decode bug and qwen3_5 recurrent state reset with cache are unrelated tokenizer vs model-state issues." + "reason": "Pegasus v4/v5 output drift and lm_head.weight serialization inconsistency are both regressions, but not one concrete bug." }, { "left": "issue:45245", "right": "issue:45563", "accept": false, - "reason": "Category-cardinality runtime limit and a stale generate() warning are not the same problem." - }, - { - "left": "issue:25251", - "right": "issue:32090", - "accept": false, - "reason": "Pipeline top_k nesting behavior and Trainer broadcast NoneType errors affect different APIs and outputs." - }, - { - "left": "issue:44206", - "right": "issue:44479", - "accept": false, - "reason": "Unsupported center arg in LasrFeatureExtractor and v5.3.0 video-input regression for multiple VLMs are different preprocessing bugs." - }, - { - "left": "issue:43065", - "right": "issue:43994", - "accept": false, - "reason": "Dummy nn.Conv2d in Sam3PixelDecoder and SigLIP2 nonsensical outputs via AutoModel/pipeline are unrelated model-specific problems." + "reason": "Category-limit runtime error and stale num_return_sequences warning are unrelated." }, { - "left": "issue:45372", - "right": "issue:45459", + "left": "issue:43653", + "right": "issue:44743", "accept": false, - "reason": "Missing ReasoningEffort import in Gemma4 processor loading and tokenizer protobuf error masking are separate dependency and exception-handling bugs." + "reason": "BigBirdTokenizer special-token registration and Qwen3.5 recurrent-state reset are different models and failures." }, { - "left": "issue:44186", - "right": "issue:45198", + "left": "issue:25251", + "right": "issue:32090", "accept": false, - "reason": "LayoutLMv2Tokenizer NER/batched padding crash and Wav2Vec2 save/tokenization failure are different tokenizer implementations and failures." + "reason": "Pipeline top_k nesting behavior and Trainer broadcast NoneType error are unrelated." } ] }, @@ -8474,11 +8535,11 @@ "component_index": 1, "component_count": 17, "review_unit_index": 27, - "review_unit_count": 50, + "review_unit_count": 49, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-427", "nodes": [ @@ -8510,41 +8571,45 @@ "issue:43873", "issue:43994", "issue:44186", + "issue:44206", "issue:44265", "issue:44279", "issue:44361", "issue:44442", "issue:44462", + "issue:44479", "issue:44610", - "issue:44625", "issue:44871", "issue:44977", - "issue:45103", "issue:45198", "issue:45372", "issue:45412", "issue:45440", + "issue:45459", "issue:45491", - "issue:45584", "issue:45593", "issue:45834", "issue:45859", "issue:46121" ], "soft_pairs": [ + "issue:43065|issue:43994", + "issue:44206|issue:44479", + "issue:45372|issue:45459", + "issue:44186|issue:45198", "issue:43065|issue:45412", - "issue:44871|issue:44977", "issue:43611|issue:46121", + "issue:44871|issue:44977", "issue:44361|issue:45198", - "issue:42915|issue:42994", "issue:32090|issue:33290", "issue:42490|issue:43873", "issue:33357|issue:39692", - "issue:29942|issue:30064", - "issue:43066|issue:44462", + "issue:42915|issue:42994", "issue:29127|issue:34567", + "issue:29942|issue:30064", "issue:43994|issue:45412", "issue:44265|issue:45198", + "issue:43066|issue:44462", "issue:43756|issue:45440", "issue:43257|issue:43278", "issue:43421|issue:45491", @@ -8554,209 +8619,219 @@ "issue:43824|issue:44279", "issue:45440|issue:45593", "issue:29127|issue:33357", + "issue:43761|issue:45859", "issue:29942|issue:36010", "issue:43526|issue:45834", - "issue:43761|issue:45859", - "issue:45103|issue:45372", - "issue:43526|issue:44186", - "issue:44625|issue:45584" + "issue:43526|issue:44186" ], - "prepared_review_unit_hash": "bf11c1feed5cd1e83475d309b6423032611b196b6ed4b3dc0424cd6be9674a9b", + "prepared_review_unit_hash": "61899b4e721b937adc1a3540ead6a39356d9ea6257243b2c88a4d92260a8dc65", "component_budget": { "node_count": 427, "item_count": 427, - "soft_pair_count": 1575, - "serialized_chars": 815841, - "estimated_input_tokens": 203961, - "estimated_eval_tokens": 408178 + "soft_pair_count": 1576, + "serialized_chars": 816182, + "estimated_input_tokens": 204046, + "estimated_eval_tokens": 408348 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 28, - "serialized_chars": 36019, - "estimated_input_tokens": 9005, - "estimated_eval_tokens": 18266 + "soft_pair_count": 30, + "serialized_chars": 36632, + "estimated_input_tokens": 9158, + "estimated_eval_tokens": 18572 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is highly heterogeneous and does not look like a true duplicate set. Most items are unrelated across tokenizer loading, model architecture, quantization/offloading, export, training, and documentation bugs, so the soft edges should be rejected.", - "confidence": 0.19, - "canonical_issue_reason": "issue:43873 is the broadest and most user-facing item in the set, centered on quantization/offloading behavior, so it is the closest thing to an anchor; however, the cluster is too mixed to treat it as a real duplicate hub.", + "summary": "The cluster is a heterogeneous mix of unrelated bug reports across tokenization, model loading, quantization, training, and vision/audio pipelines. None of the soft pairs look like the same underlying defect, so all soft edges are rejected.", + "confidence": 0.92, + "canonical_issue_reason": "issue:44462 is the broadest infrastructure-level bug in the set: AutoTokenizer ignoring the repository\u2019s tokenizer.json. It is more central and reusable as a representative issue than the many model-specific regressions, though this cluster does not form a true duplicate group.", "canonical_pr_reason": null, - "best_issue_reason": "issue:43873 is the best global representative only by breadth, not because it is actually duplicate-linked to the others; most items are separate bugs in different code paths.", + "best_issue_reason": "issue:44462 is the best single representative because it concerns core tokenizer resolution/loading and has wider impact than the mostly model- or feature-specific issues elsewhere in the cluster.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:43065", - "right": "issue:45412", + "right": "issue:43994", "accept": false, - "reason": "Different problems: a dummy Conv2d in Sam3PixelDecoder vs RT-DETR memory not being released." + "reason": "Different problems: dummy Conv2d in Sam3PixelDecoder vs SigLIP2 model/processor mismatch and quantization failure." }, { - "left": "issue:44871", - "right": "issue:44977", + "left": "issue:44206", + "right": "issue:44479", + "accept": false, + "reason": "Unrelated regressions: unsupported center arg in LasrFeatureExtractor vs video-input regression in Qwen multimodal models." + }, + { + "left": "issue:45372", + "right": "issue:45459", + "accept": false, + "reason": "Both are import-related, but one is a Gemma 4 processor dependency failure and the other is tokenizer error masking when protobuf is missing." + }, + { + "left": "issue:44186", + "right": "issue:45198", + "accept": false, + "reason": "Both involve tokenization, but one is LayoutLMv2 NER/padding crashes and the other is Wav2Vec2 save_pretrained/tokenization failure." + }, + { + "left": "issue:43065", + "right": "issue:45412", "accept": false, - "reason": "Different models and failure modes: eos_token_id mismatch vs flash-attention generation breakage." + "reason": "Unrelated: dummy Conv2d in Sam3PixelDecoder vs RT-DETR memory not being released on deletion." }, { "left": "issue:43611", "right": "issue:46121", "accept": false, - "reason": "Different code paths: base_model_prefix loading regression vs rope-parameter JSON list type error." + "reason": "Different scope: base_model_prefix loading breakage in v5 vs rope-parameter conversion TypeError on JSON-loaded lists." }, { - "left": "issue:44361", - "right": "issue:45198", + "left": "issue:44871", + "right": "issue:44977", "accept": false, - "reason": "Different tokenizers/models and distinct failures: MLuke AttributeError vs Wav2Vec2 save/tokenization failure." + "reason": "Both are Gemma/Qwen generation issues, but one is eos_token_id config mismatch and the other is flash-attention generation failure." }, { - "left": "issue:42915", - "right": "issue:42994", + "left": "issue:44361", + "right": "issue:45198", "accept": false, - "reason": "Both involve quantization, but one is FineGrainedFP8 loading and the other is quantized model saving; not the same bug." + "reason": "Different tokenization failures: MLukeTokenizer task AttributeError vs Wav2Vec2 save_pretrained/tokenization problems." }, { "left": "issue:32090", "right": "issue:33290", "accept": false, - "reason": "Unrelated issues: trainer NoneType broadcast error vs deepspeed Adafactor OOM." + "reason": "Trainer NoneType broadcast error is a distributed-training bug; adafactor/deepspeed OOM is a memory usage issue." }, { "left": "issue:42490", "right": "issue:43873", "accept": false, - "reason": "Import warning on trailing slash paths is unrelated to quantization/offloading behavior." + "reason": "Local-path import warning with trailing slash is unrelated to offloading not working with quantization." }, { "left": "issue:33357", "right": "issue:39692", "accept": false, - "reason": "MacOS CLIP bus error and SigLIP2 doc example errors are different problems, even if both are model-specific." + "reason": "Different failures: MacOS bus error for CLIP vs SigLIP2 docs example/model-processor mismatch and quantization error." }, { - "left": "issue:29942", - "right": "issue:30064", + "left": "issue:42915", + "right": "issue:42994", "accept": false, - "reason": "Flash Attention 2 test failures and void segmentation-map preprocessing are unrelated." + "reason": "Both mention quantization, but one is Qwen3 MoE failing with FineGrainedFP8Config and the other is quantized model saving failure." }, { - "left": "issue:43066", - "right": "issue:44462", + "left": "issue:29127", + "right": "issue:34567", "accept": false, - "reason": "Both touch tokenizer loading, but one is decoder type selection and the other is tokenizer.json being ignored." + "reason": "Different Trainer-adjacent issues: LayoutLMv3 error messaging vs TrainerState num_input_tokens_seen not updating." }, { - "left": "issue:29127", - "right": "issue:34567", + "left": "issue:29942", + "right": "issue:30064", "accept": false, - "reason": "LayoutLMv3 error messaging and TrainerState token counting are unrelated bugs." + "reason": "Flash Attention 2 test failures are unrelated to void segmentation map processing in the image processor." }, { "left": "issue:43994", "right": "issue:45412", "accept": false, - "reason": "Different models and symptoms: nonsensical SigLIP2 outputs vs RT-DETR memory leak." + "reason": "SigLIP2 inference/processor mismatch is unrelated to RT-DETR memory leak on deletion." }, { "left": "issue:44265", "right": "issue:45198", "accept": false, - "reason": "Different subsystems: torch.export compatibility vs Wav2Vec2 save/tokenization failure." + "reason": "torch.export failure with torch_compilable_check is a compilation/export bug, not a Wav2Vec2 save/tokenization issue." + }, + { + "left": "issue:43066", + "right": "issue:44462", + "accept": false, + "reason": "Tokenizer decoder type in v5 is not the same as AutoTokenizer ignoring tokenizer.json from the repository." }, { "left": "issue:43756", "right": "issue:45440", "accept": false, - "reason": "Both are model-architecture bugs, but they concern different models and different root causes." + "reason": "Smollm3 RoPE-layer count bug is unrelated to DeepseekV3MoE divergence from the remote implementation." }, { "left": "issue:43257", "right": "issue:43278", "accept": false, - "reason": "Different issues: Qwen3 MOE weight conversion vs embedding dtype drift in eval." + "reason": "Both involve model state handling, but one is Qwen3 MoE weights not converted under accelerate+deepspeed and the other is embedding dtype drift in eval." }, { "left": "issue:43421", "right": "issue:45491", "accept": false, - "reason": "Tokenizer post-processor updates and Gemma3 NaN embeddings are separate runtime bugs." + "reason": "Tokenizer special-token post-processor update bug is unrelated to Gemma3 NaN embeddings with sliding-window attention." }, { "left": "issue:43653", "right": "issue:44442", "accept": false, - "reason": "Both are tokenizer-related, but they affect different tokenizers and different failure modes." + "reason": "BigBirdTokenizer special-token registration issue is not the same as AutoTokenizer failing to load a FastSpeech2ConformerTokenizer." }, { "left": "issue:43381", "right": "issue:43701", "accept": false, - "reason": "Eval-mode gradient checkpointing restriction is unrelated to resume_from_checkpoint key mismatch." + "reason": "Gradient checkpointing in eval mode and resume_from_checkpoint key mismatch are different training/resume bugs." }, { "left": "issue:44610", "right": "issue:45412", "accept": false, - "reason": "Processor image-size mismatch is unrelated to RT-DETR memory release behavior." + "reason": "OmDet-Turbo processor size mismatch is unrelated to RT-DETR memory release behavior." }, { "left": "issue:43824", "right": "issue:44279", "accept": false, - "reason": "Specific missing Qwen2_5_VL import is not the same as a generic dependency issue." + "reason": "ImportError for Qwen2_5_VLForConditionalGeneration is not the same as a generic dependency issue with transformers." }, { "left": "issue:45440", "right": "issue:45593", "accept": false, - "reason": "Different models and behaviors: DeepSeekV3MoE divergence vs D-FINE auxiliary-loss logic." + "reason": "DeepseekV3MoE implementation divergence is unrelated to D-FINE not using auxiliary losses when denoising is off." }, { "left": "issue:29127", "right": "issue:33357", "accept": false, - "reason": "Error-message clarity for LayoutLMv3 boxes is unrelated to a CLIP bus error on MacOS." - }, - { - "left": "issue:29942", - "right": "issue:36010", - "accept": false, - "reason": "Flash Attention 2 test failures and GenerationMixin import errors are different regressions." - }, - { - "left": "issue:43526", - "right": "issue:45834", - "accept": false, - "reason": "BeitImageProcessorFast label reduction bug and Kosmos2.5 OCR index error are distinct preprocessing failures." + "reason": "LayoutLMv3 error-message clarity and CLIP MacOS bus error are entirely different issues." }, { "left": "issue:43761", "right": "issue:45859", "accept": false, - "reason": "CLIPVision hidden_states regression and Qwen3_5Moe CPU-offload incompatibility are unrelated." + "reason": "CLIPVisionModel hidden_states regression is unrelated to Qwen3_5Moe CPU offload incompatibility." }, { - "left": "issue:45103", - "right": "issue:45372", + "left": "issue:29942", + "right": "issue:36010", "accept": false, - "reason": "Auto-docstring annotation handling and Gemma 4 processor import failure involve different components." + "reason": "Flash Attention 2 test failures do not match the GenerationMixin import error." }, { "left": "issue:43526", - "right": "issue:44186", + "right": "issue:45834", "accept": false, - "reason": "Image processor label reduction and LayoutLMv2Tokenizer crashing on NER inputs are separate bugs." + "reason": "BeitImageProcessorFast reduce_labels bug is unrelated to Kosmos2.5 OCR index errors." }, { - "left": "issue:44625", - "right": "issue:45584", + "left": "issue:43526", + "right": "issue:44186", "accept": false, - "reason": "Qwen3.5 num_labels propagation and Whisper empty-transcription generation failure are unrelated." + "reason": "Both are processor/tokenization adjacent, but they concern different processors and failure modes with no shared code-path indicated." } ] }, @@ -8772,11 +8847,11 @@ "component_index": 1, "component_count": 17, "review_unit_index": 28, - "review_unit_count": 50, + "review_unit_count": 49, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-427", "nodes": [ @@ -8789,12 +8864,10 @@ "issue:42915", "issue:43232", "issue:43262", - "issue:43316", "issue:43334", "issue:43381", "issue:43388", "issue:43441", - "issue:43525", "issue:43526", "issue:43531", "issue:43575", @@ -8807,12 +8880,12 @@ "issue:44062", "issue:44077", "issue:44079", - "issue:44188", "issue:44206", "issue:44387", "issue:44442", "issue:44464", "issue:44479", + "issue:44625", "issue:44743", "issue:44811", "issue:44857", @@ -8820,248 +8893,243 @@ "issue:44977", "issue:45003", "issue:45072", + "issue:45103", "issue:45245", "issue:45290", + "issue:45372", "issue:45440", "issue:45479", "issue:45491", + "issue:45584", "issue:45588", - "issue:45803", "issue:45907" ], "soft_pairs": [ + "issue:45103|issue:45372", + "issue:44625|issue:45584", "issue:29127|issue:35141", - "issue:43334|issue:43531", "issue:44442|issue:45072", + "issue:43334|issue:43531", "issue:44977|issue:45245", "issue:42915|issue:43931", "issue:43526|issue:44857", - "issue:44464|issue:45491", "issue:42490|issue:43381", "issue:43575|issue:43701", + "issue:44464|issue:45491", "issue:43262|issue:44206", "issue:43575|issue:44387", "issue:44743|issue:44811", "issue:43646|issue:44077", - "issue:44062|issue:45907", "issue:43441|issue:45588", + "issue:44062|issue:45907", "issue:43761|issue:44079", - "issue:43723|issue:45479", "issue:45003|issue:45440", + "issue:43723|issue:45479", "issue:44479|issue:45290", - "issue:43232|issue:43388", "issue:44442|issue:44898", - "issue:33290|issue:34567", + "issue:43232|issue:43388", "issue:33290|issue:34689", + "issue:33290|issue:34567", "issue:33290|issue:35141", - "issue:43316|issue:43525", "issue:42490|issue:44743", - "issue:43761|issue:44188", - "issue:43381|issue:43873", - "issue:44442|issue:45803" + "issue:43381|issue:43873" ], - "prepared_review_unit_hash": "6ce309191023d43b055e78f670ed4c89e16de2235a3b34bd5452132906734e33", + "prepared_review_unit_hash": "f531783f82b918b49a6132bc0c4f1d12ff9db0c189952121312b919e439fb0bf", "component_budget": { "node_count": 427, "item_count": 427, - "soft_pair_count": 1575, - "serialized_chars": 815841, - "estimated_input_tokens": 203961, - "estimated_eval_tokens": 408178 + "soft_pair_count": 1576, + "serialized_chars": 816182, + "estimated_input_tokens": 204046, + "estimated_eval_tokens": 408348 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 29, - "serialized_chars": 36489, - "estimated_input_tokens": 9123, - "estimated_eval_tokens": 18502 + "soft_pair_count": 28, + "serialized_chars": 36258, + "estimated_input_tokens": 9065, + "estimated_eval_tokens": 18386 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is mostly heterogeneous; the soft pairs are broad thematic similarities, not the same underlying bug or change. I would treat the set as a loose memory/quantization-heavy grouping, with no duplicate-merge candidates among the listed pairs.", - "confidence": 0.83, - "canonical_issue_reason": "Issue #43873 is the best representative anchor in this set: it is broad, actively discussed, and has inbound references, so it most plausibly serves as the cluster\u2019s canonical issue despite the surrounding heterogeneity.", + "summary": "This cluster is heterogeneous: the soft-similarity pairs are mostly false positives across unrelated bugs, model families, and subsystems. No duplicate pair looks safe to merge, and there is no true PR cluster here.", + "confidence": 0.97, + "canonical_issue_reason": "No strong canonical duplicate exists; if one issue must anchor the cluster, #43873 is the most active and referenced, but it is not actually connected to the rest of the items.", "canonical_pr_reason": null, - "best_issue_reason": "Issue #43873 is the strongest global issue choice here because it has the broadest problem statement and the most cross-link activity among the listed issues.", + "best_issue_reason": "#43873 is the strongest standalone issue in the set by activity and inbound references, but it still does not represent the rest of the cluster.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:29127", - "right": "issue:35141", + "left": "issue:45103", + "right": "issue:45372", "accept": false, - "reason": "Different subsystems and failure modes: LayoutLMv3 error messaging vs token embedding reinitialization in post_init." + "reason": "Different failures in different areas: auto-docstring annotation parsing vs Gemma 4 processor import error." }, { - "left": "issue:43334", - "right": "issue:43531", + "left": "issue:44625", + "right": "issue:45584", "accept": false, - "reason": "Both involve Qwen models, but one is a missing pad_token_id config attribute and the other is a sliding_window issue in Qwen3-MoE; not the same bug." + "reason": "Unrelated bugs: Qwen3.5 config propagation vs Whisper empty-transcription generation after token alignment." + }, + { + "left": "issue:29127", + "right": "issue:35141", + "accept": false, + "reason": "Different subsystems entirely: LayoutLMV3 error messaging vs embedding reinitialization on resize." }, { "left": "issue:44442", "right": "issue:45072", "accept": false, - "reason": "Unrelated components: tokenizer loading failure vs dtype mismatch during bfloat16 inference." + "reason": "Tokenizer loading failure and bf16 dtype mismatch are unrelated code paths." + }, + { + "left": "issue:43334", + "right": "issue:43531", + "accept": false, + "reason": "Same model family, but different issues: missing pad_token_id on load vs sliding-window behavior in Qwen3-MoE." }, { "left": "issue:44977", "right": "issue:45245", "accept": false, - "reason": "Different problem classes: flash-attention generation bug vs category-count limit runtime error." + "reason": "Qwen3.5 flash-attention generation bug is unrelated to category-count limits." }, { "left": "issue:42915", "right": "issue:43931", "accept": false, - "reason": "Both are Qwen-related loading failures, but one is FineGrainedFP8Config behavior and the other is a weight-shape mismatch for a different model." + "reason": "Different models and symptoms: FineGrainedFP8Config failure vs Qwen3-VL weight-shape mismatch." }, { "left": "issue:43526", "right": "issue:44857", "accept": false, - "reason": "Different image-processing/training failures: label reduction bug vs AMP/CUDA crash." - }, - { - "left": "issue:44464", - "right": "issue:45491", - "accept": false, - "reason": "Different runtime paths: compiled forward chunked generation inconsistency vs Gemma3 sliding-window NaNs." + "reason": "ImageProcessor label reduction bug is unrelated to LwDetrImageLoss AMP crashes." }, { "left": "issue:42490", "right": "issue:43381", "accept": false, - "reason": "Local-path import warning and gradient-checkpointing eval-mode behavior are unrelated." + "reason": "Local-path import warning has nothing to do with gradient checkpointing in eval mode." }, { "left": "issue:43575", "right": "issue:43701", "accept": false, - "reason": "OOM on tensor-parallel model loading vs resume_from_checkpoint key mismatch are unrelated." + "reason": "OOM on tensor-parallel model loading is unrelated to checkpoint key mismatch." + }, + { + "left": "issue:44464", + "right": "issue:45491", + "accept": false, + "reason": "Both involve generation, but the concrete bugs differ: compiled forward inconsistency vs Gemma3 sliding-window NaNs." }, { "left": "issue:43262", "right": "issue:44206", "accept": false, - "reason": "Both audio/processor adjacent, but one is a default sampling-rate bug and the other is an unsupported argument passed by a feature extractor." + "reason": "Audio chat-template sampling-rate defaulting and LasrFeatureExtractor center-arg handling are different bugs." }, { "left": "issue:43575", "right": "issue:44387", "accept": false, - "reason": "Both mention OOM, but the causes differ: tensor-parallel loading vs increased reserved memory under int4 quantization." + "reason": "Both are memory-related, but one is tensor-parallel load OOM and the other is int4 reserved-memory growth." }, { "left": "issue:44743", "right": "issue:44811", "accept": false, - "reason": "Recurrent-state reset in cache handling is unrelated to Whisper batch_decode skipping special tokens." + "reason": "Recurrent-state reset in Qwen3.5 is unrelated to Whisper batch_decode skip_special_tokens handling." }, { "left": "issue:43646", "right": "issue:44077", "accept": false, - "reason": "General v5 custom model init breakage and a specific model's post_init allowance are related only at a very high level, not the same concrete bug." - }, - { - "left": "issue:44062", - "right": "issue:45907", - "accept": false, - "reason": "Tokenizer AddedToken constructor failure is unrelated to list_repo_files missing revision forwarding." + "reason": "Generic custom-model init regression and patchtsmixer post_init policy are not the same code-path problem." }, { "left": "issue:43441", "right": "issue:45588", "accept": false, - "reason": "Both touch flash attention, but one is a model-specific regression and the other is an integration crash on sink-less models with s_aux=None." + "reason": "Different flash-attention failures in different models and different stack traces." }, { - "left": "issue:43761", - "right": "issue:44079", + "left": "issue:44062", + "right": "issue:45907", "accept": false, - "reason": "Possible loose relation through outputs, but one is CLIPVisionModel hidden_states regression and the other is a generic ModelOutput key assignment bug; not the same issue." + "reason": "Tokenizer AddedToken keyword duplication has no relation to list_repo_files revision forwarding." }, { - "left": "issue:43723", - "right": "issue:45479", + "left": "issue:43761", + "right": "issue:44079", "accept": false, - "reason": "Tokenizer loading in v5 and single-label classification zero-loss behavior are unrelated." + "reason": "One is CLIPVisionModel output behavior; the other is generic ModelOutput key assignment semantics." }, { "left": "issue:45003", "right": "issue:45440", "accept": false, - "reason": "Unsafe sys.modules access and DeepseekV3MoE divergence from remote implementation are unrelated." + "reason": "Unsafe sys.modules access and DeepSeekV3 MoE divergence are unrelated." }, { - "left": "issue:44479", - "right": "issue:45290", + "left": "issue:43723", + "right": "issue:45479", "accept": false, - "reason": "Video-input regression across Qwen variants is unrelated to apply_chat_template crashing on tool-call assistant messages." + "reason": "Tokenizer loading regression and zero-loss sequence-classification bug are unrelated." }, { - "left": "issue:43232", - "right": "issue:43388", + "left": "issue:44479", + "right": "issue:45290", "accept": false, - "reason": "Generation kwargs sync behavior and metric gathering label truncation are different code paths." + "reason": "Video-input regression and assistant tool-call chat-template crash are different generation/preprocessing bugs." }, { "left": "issue:44442", "right": "issue:44898", "accept": false, - "reason": "Tokenizer loading failure and Perceiver image classification failure are unrelated." + "reason": "Tokenizer loading failure is unrelated to Perceiver interpolation at non-default image resolution." }, { - "left": "issue:33290", - "right": "issue:34567", + "left": "issue:43232", + "right": "issue:43388", "accept": false, - "reason": "Deepspeed/Adafactor OOM is unrelated to TrainerState token counting." + "reason": "Generation kwargs sync issue and metrics-gathering label truncation are different distributed-training bugs." }, { "left": "issue:33290", "right": "issue:34689", "accept": false, - "reason": "OOM in deepspeed/Adafactor and Llama 3.2 Vision model loading breakage are unrelated." + "reason": "Adafactor+DeepSpeed OOM is unrelated to Llama 3.2 Vision model loading breakage." }, { "left": "issue:33290", - "right": "issue:35141", + "right": "issue:34567", "accept": false, - "reason": "Optimizer OOM and embedding reinitialization are unrelated." + "reason": "OOM in optimizer/deepspeed has no overlap with TrainerState token counter updates." }, { - "left": "issue:43316", - "right": "issue:43525", + "left": "issue:33290", + "right": "issue:35141", "accept": false, - "reason": "Both are config/API mismatches, but they affect different model families and different missing behavior." + "reason": "These concern unrelated training-memory and embedding-resize behaviors." }, { "left": "issue:42490", "right": "issue:44743", "accept": false, - "reason": "Local-path import warning and recurrent-state caching bug are unrelated." - }, - { - "left": "issue:43761", - "right": "issue:44188", - "accept": false, - "reason": "Hidden-states regression and attention-kernel divergence under torch.compile are unrelated." + "reason": "Trailing-slash import warning and recurrent-state reset are unrelated." }, { "left": "issue:43381", "right": "issue:43873", "accept": false, - "reason": "Gradient checkpointing eval-mode restriction is unrelated to quantization/offloading behavior." - }, - { - "left": "issue:44442", - "right": "issue:45803", - "accept": false, - "reason": "Tokenizer loading and a bare-except bug in Fuyu tensor conversion are unrelated." + "reason": "Gradient checkpointing eval-mode restriction and quantization offloading problems are not the same bug." } ] }, @@ -9077,7 +9145,7 @@ "component_index": 1, "component_count": 17, "review_unit_index": 29, - "review_unit_count": 50, + "review_unit_count": 49, "status": "reviewed", "reason": null, "source": "llm", @@ -9085,8 +9153,6 @@ "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-427", "nodes": [ - "issue:16998", - "issue:22355", "issue:25251", "issue:28282", "issue:33290", @@ -9097,28 +9163,31 @@ "issue:43065", "issue:43295", "issue:43316", - "issue:43404", - "issue:43441", "issue:43493", + "issue:43525", "issue:43540", "issue:43550", + "issue:43606", "issue:43611", "issue:43643", "issue:43701", "issue:43716", "issue:43720", "issue:43749", + "issue:43761", "issue:43825", "issue:43827", "issue:43873", "issue:43931", "issue:44077", "issue:44162", + "issue:44188", "issue:44190", "issue:44442", "issue:44479", "issue:44496", "issue:44514", + "issue:44534", "issue:44617", "issue:44792", "issue:44855", @@ -9131,221 +9200,234 @@ "issue:45698", "issue:45759", "issue:45803", - "issue:46170", "issue:46178" ], "soft_pairs": [ + "issue:43316|issue:43525", + "issue:43761|issue:44188", + "issue:44442|issue:45803", "issue:34689|issue:43611", - "issue:44987|issue:46178", "issue:43720|issue:44442", "issue:44077|issue:44479", + "issue:44987|issue:46178", "issue:43931|issue:45216", "issue:43493|issue:43827", "issue:42907|issue:45698", "issue:34689|issue:36010", - "issue:43316|issue:45759", "issue:33290|issue:36331", - "issue:43873|issue:44871", + "issue:43316|issue:45759", "issue:43749|issue:43931", + "issue:43873|issue:44871", "issue:43643|issue:44913", "issue:44190|issue:44496", "issue:44855|issue:45137", - "issue:25251|issue:28282", "issue:43540|issue:44514", + "issue:25251|issue:28282", "issue:43065|issue:44617", - "issue:44162|issue:44792", "issue:43295|issue:43825", - "issue:43316|issue:44877", - "issue:43316|issue:43716", "issue:43550|issue:43701", - "issue:45803|issue:46170", - "issue:43404|issue:43441", - "issue:16998|issue:22355" + "issue:43316|issue:43716", + "issue:44162|issue:44792", + "issue:43316|issue:44877", + "issue:43606|issue:43701", + "issue:44077|issue:44534" ], - "prepared_review_unit_hash": "520b2aec2609d5549f6793073e74b7dc971bf35dd59a45cb2edfea8fe4d23012", + "prepared_review_unit_hash": "931b89f902217f75c64c354b1da10f6234fad0a8e8d6a61bc41bf64da53d74fb", "component_budget": { "node_count": 427, "item_count": 427, - "soft_pair_count": 1575, - "serialized_chars": 815841, - "estimated_input_tokens": 203961, - "estimated_eval_tokens": 408178 + "soft_pair_count": 1576, + "serialized_chars": 816182, + "estimated_input_tokens": 204046, + "estimated_eval_tokens": 408348 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 26, - "serialized_chars": 35415, - "estimated_input_tokens": 8854, - "estimated_eval_tokens": 17964 + "soft_pair_count": 28, + "serialized_chars": 36067, + "estimated_input_tokens": 9017, + "estimated_eval_tokens": 18290 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is highly heterogeneous: the paired issues share only loose topical similarity (loading, config, multimodal, pipeline, etc.) but not the same concrete bug. I would reject all soft edges as duplicates.", - "confidence": 0.94, - "canonical_issue_reason": "issue:43749 is the most broadly impactful and heavily discussed report in the set, with multiple inbound references and a clear regression description, so it is the best representative issue for this mixed cluster.", + "summary": "The set is highly heterogeneous, and every proposed soft pair appears to be a false duplicate: they usually share a broad subsystem (configs, loading, multimodal inputs, offloading) but not the same concrete bug or code path. No PRs are present to compare.", + "confidence": 0.91, + "canonical_issue_reason": "issue:43873 is the broadest and most actively discussed open bug in the set, so it is the best representative issue if one must be chosen.", "canonical_pr_reason": null, - "best_issue_reason": "issue:43749 is the strongest standalone issue here because it is open, well-documented, and appears to have the widest external impact compared with the other candidates.", + "best_issue_reason": "issue:43873 has the strongest triage signal overall: open status, multiple inbound references, and a broad user-impacting loading/offloading regression.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:34689", - "right": "issue:43611", + "left": "issue:43316", + "right": "issue:43525", "accept": false, - "reason": "Both are loading regressions, but they involve different model families and different failure modes/causes." + "reason": "Both are config-related, but one is a Gemma3TextConfig API mismatch and the other is a missing pad_token_id on Llama4Config; different bugs." }, { - "left": "issue:44987", - "right": "issue:46178", + "left": "issue:43761", + "right": "issue:44188", + "accept": false, + "reason": "A CLIPVisionModel hidden_states regression and a torch.compile attention-kernel divergence are unrelated code paths." + }, + { + "left": "issue:44442", + "right": "issue:45803", + "accept": false, + "reason": "Tokenizer load failure vs. a bare-except bug in Fuyu tensor conversion; different models and failure modes." + }, + { + "left": "issue:34689", + "right": "issue:43611", "accept": false, - "reason": "One is a model load regression; the other is a backend-mapping error for tensorflow_text. No shared underlying bug." + "reason": "Both affect model loading, but one is a Llama 3.2 vision regression and the other is a base_model_prefix loading issue." }, { "left": "issue:43720", "right": "issue:44442", "accept": false, - "reason": "Accelerate-loading bitnet weights vs tokenizer loading for FastSpeech2Conformer are unrelated code paths." + "reason": "Accelerate packed-weight loading in BitNet vs. AutoTokenizer failing on FastSpeech2ConformerTokenizer; unrelated." }, { "left": "issue:44077", "right": "issue:44479", "accept": false, - "reason": "PatchTSMixer post_init validation and Qwen video-input regression are separate issues." + "reason": "PatchTSMixer post_init validation and Qwen video-input regression are different bugs." + }, + { + "left": "issue:44987", + "right": "issue:46178", + "accept": false, + "reason": "A model-loading regression for physical-intelligence/fast is not the same as the BACKENDS_MAPPING tensorflow_text error." }, { "left": "issue:43931", "right": "issue:45216", "accept": false, - "reason": "Both mention Qwen models, but one is a weight-shape load mismatch and the other is a save_pretrained checkpoint regression." + "reason": "One is a Qwen3-VL weight-shape mismatch on load; the other is a Qwen3.5 save_pretrained checkpoint bug." }, { "left": "issue:43493", "right": "issue:43827", "accept": false, - "reason": "SigLIP2 implementation discrepancy and pipeline docs referencing removed APIs are unrelated." + "reason": "SigLIP2 implementation discrepancy and stale docs mentioning pipeline() are unrelated." }, { "left": "issue:42907", "right": "issue:45698", "accept": false, - "reason": "Saving dequantized Ministral/Devstral models and loading the wrong custom module after save_pretrained are different bugs." + "reason": "Both involve save/load behavior, but one is about failing to save dequantized models and the other about loading the wrong custom module after save_pretrained." }, { "left": "issue:34689", "right": "issue:36010", "accept": false, - "reason": "A model-loading regression is not the same as an import error for GenerationMixin." - }, - { - "left": "issue:43316", - "right": "issue:45759", - "accept": false, - "reason": "Both concern multimodal config APIs, but they affect different config behaviors and code paths." + "reason": "A broken Llama 3.2 model load and a GenerationMixin ImportError are different issues." }, { "left": "issue:33290", "right": "issue:36331", "accept": false, - "reason": "DeepSpeed Adafactor OOM and CustomTrainer signature mismatch are unrelated training failures." + "reason": "AdaFactor OOM under DeepSpeed and a CustomTrainer signature mismatch are unrelated training bugs." }, { - "left": "issue:43873", - "right": "issue:44871", + "left": "issue:43316", + "right": "issue:45759", "accept": false, - "reason": "Quantization/offloading behavior and eos_token_id config mismatch do not describe the same defect." + "reason": "Gemma3TextConfig API inconsistency and Qwen composite config unwrapping are different config-handling bugs." }, { "left": "issue:43749", "right": "issue:43931", "accept": false, - "reason": "FSDP CPU RAM efficient loading and Qwen3-VL shape mismatch are distinct load-time problems." + "reason": "FSDP CPU RAM efficient loading and Qwen3-VL weight-shape mismatch both involve loading, but not the same code-path problem." + }, + { + "left": "issue:43873", + "right": "issue:44871", + "accept": false, + "reason": "Quantization/offloading behavior and an eos_token_id config inconsistency are not duplicates." }, { "left": "issue:43643", "right": "issue:44913", "accept": false, - "reason": "Config fields missing with trust_remote_code and rotary_pct resetting on reload are different serialization issues." + "reason": "trust_remote_code dropping fields and GPTNeoXConfig rotary_pct resetting on reload are separate config persistence bugs." }, { "left": "issue:44190", "right": "issue:44496", "accept": false, - "reason": "Dataset loading in an example script and model-type recognition in config.json are unrelated." + "reason": "Local dataset loading in an example script and an unrecognized custom model config are different problems." }, { "left": "issue:44855", "right": "issue:45137", "accept": false, - "reason": "Python 3.13 import parsing failure and DeepSpeed ZeRO3 deque error are completely different failures." - }, - { - "left": "issue:25251", - "right": "issue:28282", - "accept": false, - "reason": "Pipeline output nesting and missing PyTorch dependency are unrelated." + "reason": "Python 3.13 torch.jit parsing failure and a DeepSpeed ZeRO3 deque IndexError are unrelated." }, { "left": "issue:43540", "right": "issue:44514", "accept": false, - "reason": "Different Qwen processor/video bugs with different triggers and symptoms; not the same code-path bug." + "reason": "Qwen3OmniMoe video processing and Qwen2_5_VL batched chat-template padding are both multimodal, but the concrete bugs differ." }, { - "left": "issue:43065", - "right": "issue:44617", + "left": "issue:25251", + "right": "issue:28282", "accept": false, - "reason": "A dummy Conv2d implementation issue and a CUDA OOM report are not duplicates." + "reason": "Pipeline top_k output-shape change and missing PyTorch ImportError have nothing in common." }, { - "left": "issue:44162", - "right": "issue:44792", + "left": "issue:43065", + "right": "issue:44617", "accept": false, - "reason": "ESM2 model breakage and a janus test failure concern different models and symptoms." + "reason": "Sam3PixelDecoder dummy Conv2d and Sam3Video CUDA OOM are different model issues." }, { "left": "issue:43295", "right": "issue:43825", "accept": false, - "reason": "Processor.tokenizer regression and a pipeline error-message docs issue are not the same bug." + "reason": "Processor/tokenizer regression and an incorrect pipeline() error message are not the same bug." }, { - "left": "issue:43316", - "right": "issue:44877", + "left": "issue:43550", + "right": "issue:43701", "accept": false, - "reason": "Gemma3TextConfig API inconsistency and granite_speech config loading failure are separate config issues." + "reason": "torch.compile SDPA failure in Bamba-9B-v2 and a resume_from_checkpoint key mismatch are unrelated." }, { "left": "issue:43316", "right": "issue:43716", "accept": false, - "reason": "A text-config API discrepancy is unrelated to a dtype mismatch between image preprocessor and model." + "reason": "Gemma3TextConfig API mismatch and Mistral-3 image-preprocessor dtype mismatch are different issues." }, { - "left": "issue:43550", - "right": "issue:43701", + "left": "issue:44162", + "right": "issue:44792", "accept": false, - "reason": "torch.compile/SDPA failure and resume_from_checkpoint key mismatch do not share a concrete root cause." + "reason": "ESM2 broad breakage and a janus test failure for image generation do not share a concrete code path." }, { - "left": "issue:45803", - "right": "issue:46170", + "left": "issue:43316", + "right": "issue:44877", "accept": false, - "reason": "Bare except swallowing KeyboardInterrupt and Windows ROCm torch.distributed import problems are unrelated." + "reason": "Gemma3TextConfig API discrepancy and strict config blocking granite_speech are distinct config-loading behaviors." }, { - "left": "issue:43404", - "right": "issue:43441", + "left": "issue:43606", + "right": "issue:43701", "accept": false, - "reason": "Missing weight tying in Mistral3ForConditionalGeneration and FlashAttention failure in Ministral-3 are different issues." + "reason": "CPU offload device mismatch and resume_from_checkpoint key mismatch are unrelated." }, { - "left": "issue:16998", - "right": "issue:22355", + "left": "issue:44077", + "right": "issue:44534", "accept": false, - "reason": "A model_max_length question for DeBERTa-V3 is unrelated to a missing transformers.onnx module import error." + "reason": "PatchTSMixer post_init policy and non-persistent buffers filled with junk are separate v5 issues." } ] }, @@ -9361,20 +9443,24 @@ "component_index": 1, "component_count": 17, "review_unit_index": 30, - "review_unit_count": 50, + "review_unit_count": 49, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-427", "nodes": [ + "issue:16998", + "issue:22355", "issue:32090", "issue:35141", "issue:41950", "issue:42617", "issue:43295", "issue:43388", + "issue:43404", + "issue:43441", "issue:43452", "issue:43475", "issue:43504", @@ -9382,22 +9468,18 @@ "issue:43531", "issue:43572", "issue:43575", - "issue:43606", "issue:43646", "issue:43673", "issue:43688", - "issue:43701", "issue:43742", "issue:43761", - "issue:43906", "issue:43931", "issue:44060", - "issue:44077", - "issue:44190", "issue:44242", "issue:44464", "issue:44479", "issue:44496", + "issue:44521", "issue:44534", "issue:44617", "issue:44734", @@ -9405,251 +9487,252 @@ "issue:44792", "issue:44871", "issue:44913", - "issue:44964", "issue:44977", "issue:45127", "issue:45200", - "issue:45290", + "issue:45381", "issue:45406", "issue:45563", "issue:45584", "issue:45698", + "issue:45803", "issue:46050", + "issue:46170", "issue:46178" ], "soft_pairs": [ - "issue:43606|issue:43701", - "issue:44077|issue:44534", + "issue:45803|issue:46170", + "issue:43404|issue:43441", + "issue:42617|issue:43575", "issue:44871|issue:45584", + "issue:16998|issue:22355", "issue:43673|issue:44743", - "issue:42617|issue:43575", "issue:43575|issue:43742", - "issue:41950|issue:43475", "issue:43295|issue:44871", "issue:43388|issue:43688", "issue:43761|issue:44479", + "issue:41950|issue:43475", "issue:43452|issue:44496", - "issue:45127|issue:45200", "issue:44871|issue:46050", + "issue:45127|issue:45200", "issue:43646|issue:44913", "issue:43572|issue:46178", "issue:43504|issue:45698", "issue:32090|issue:35141", - "issue:44617|issue:45584", "issue:44734|issue:45406", + "issue:44617|issue:45584", "issue:45563|issue:45584", "issue:43761|issue:44242", "issue:43525|issue:43531", "issue:44792|issue:44977", "issue:43931|issue:44060", - "issue:43906|issue:45290", "issue:44479|issue:44734", + "issue:44534|issue:44913", "issue:44464|issue:45563", - "issue:44190|issue:44964", - "issue:44534|issue:44913" + "issue:44521|issue:45381" ], - "prepared_review_unit_hash": "550411b878de3bd02b45c93ca7c14149934d35f9397f8156aa9c08a57ea57ecf", + "prepared_review_unit_hash": "195bbe47f55afe7652464c47d5c7e15c49806e22529855bf8dfc48f4697ba447", "component_budget": { "node_count": 427, "item_count": 427, - "soft_pair_count": 1575, - "serialized_chars": 815841, - "estimated_input_tokens": 203961, - "estimated_eval_tokens": 408178 + "soft_pair_count": 1576, + "serialized_chars": 816182, + "estimated_input_tokens": 204046, + "estimated_eval_tokens": 408348 }, "budget": { - "node_count": 47, - "item_count": 47, + "node_count": 48, + "item_count": 48, "soft_pair_count": 29, - "serialized_chars": 35898, - "estimated_input_tokens": 8975, - "estimated_eval_tokens": 18206 + "serialized_chars": 36486, + "estimated_input_tokens": 9122, + "estimated_eval_tokens": 18500 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "No soft edge looks like the same underlying bug/change. The set is a heterogeneous mix of loading/serialization regressions, multimodal processor issues, generation/cache bugs, and unrelated training/runtime failures.", - "confidence": 0.96, - "canonical_issue_reason": null, + "summary": "This cluster is mostly a noisy mix of unrelated Transformers issues spanning loading, generation, multimodal, distributed, and config regressions. None of the soft pairs look like true duplicates or mergeable PR-equivalents.", + "confidence": 0.84, + "canonical_issue_reason": "Issue 45698 is the best anchor: it is open, has substantial discussion, and is a clear save/load regression with broad enough relevance to represent the cluster better than the narrower reports.", "canonical_pr_reason": null, - "best_issue_reason": "Issue 45698 is the best single representative because it is a clear, active save/load custom-module regression, but the cluster is too mixed to justify a true canonical duplicate.", + "best_issue_reason": "Issue 45698 is the most useful representative item here because it is active, well-scoped, and centered on a reproducible from_pretrained/save_pretrained bug.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:43606", - "right": "issue:43701", + "left": "issue:45803", + "right": "issue:46170", "accept": false, - "reason": "CPU offload device mismatch in Bark is unrelated to resume_from_checkpoint key mismatch." + "reason": "Different failure modes: tensor conversion exception handling vs Windows/ROCm distributed import/type error." }, { - "left": "issue:44077", - "right": "issue:44534", + "left": "issue:43404", + "right": "issue:43441", + "accept": false, + "reason": "Same model family, but one is tied-weights behavior and the other is a FlashAttention runtime failure; not the same bug." + }, + { + "left": "issue:42617", + "right": "issue:43575", "accept": false, - "reason": "Optional post_init removal for patchtsmixer is a different problem from non-persistent buffers being filled with junk." + "reason": "A script/runtime failure and a tensor-parallel OOM on a specific model are distinct issues." }, { "left": "issue:44871", "right": "issue:45584", "accept": false, - "reason": "Gemma eos_token_id config inconsistency is unrelated to Whisper empty-transcription failure after align_special_tokens." + "reason": "One is an eos_token_id config mismatch, the other is Whisper empty-transcription generation failure after align_special_tokens." }, { - "left": "issue:43673", - "right": "issue:44743", + "left": "issue:16998", + "right": "issue:22355", "accept": false, - "reason": "Both involve cache, but one is chunked_prefill GenerationMixin cache loss while the other is recurrent-state reset in Qwen3.5; different code paths and symptoms." + "reason": "Model_max_length question and missing transformers.onnx import are unrelated." }, { - "left": "issue:42617", - "right": "issue:43575", + "left": "issue:43673", + "right": "issue:44743", "accept": false, - "reason": "Running 3d_parallel.py failing is unrelated to Qwen2-57B-A14B-Instruct OOM on tensor-parallel loading." + "reason": "Both involve cache, but one is missing GenerationMixin cache in chunked prefill and the other is recurrent state reset in modular_qwen3_5." }, { "left": "issue:43575", "right": "issue:43742", "accept": false, - "reason": "OOM during large-model loading is not the same as a key error loading MobileLLM." - }, - { - "left": "issue:41950", - "right": "issue:43475", - "accept": false, - "reason": "Video-classification pipeline using the wrong processor type is unrelated to Sam3VisionEncoderOutput missing an attribute." + "reason": "OOM when loading a large model with TP is unrelated to a key error loading MobileLLM-125M." }, { "left": "issue:43295", "right": "issue:44871", "accept": false, - "reason": "Custom model init regression is not the same as Gemma eos_token_id mismatch." + "reason": "Processor/tokenizer regression and Gemma eos_token_id inconsistency affect different code paths." }, { "left": "issue:43388", "right": "issue:43688", "accept": false, - "reason": "gather_for_metrics dropping tuple labels is unrelated to auxiliary-loss normalization in OLMoE/GPT Oss." + "reason": "Metric label truncation and auxiliary-loss normalization are different training bugs." }, { "left": "issue:43761", "right": "issue:44479", "accept": false, - "reason": "CLIPVision hidden_states=None regression is unrelated to Qwen VL video-input regression." + "reason": "CLIP vision hidden_states regression and Qwen VL video-input regression are separate model-path failures." }, { - "left": "issue:43452", - "right": "issue:44496", + "left": "issue:41950", + "right": "issue:43475", "accept": false, - "reason": "gguf_file load-path breakage is different from missing model_type in config.json." + "reason": "Pipeline processor selection and SAM3 video output attributes are unrelated." }, { - "left": "issue:45127", - "right": "issue:45200", + "left": "issue:43452", + "right": "issue:44496", "accept": false, - "reason": "LoRA merge collapse with extended vocab is unrelated to Gemma 4 mm_token_type_ids defaulting." + "reason": "GGUF loading path breakage is not the same as an unrecognized model missing model_type." }, { "left": "issue:44871", "right": "issue:46050", "accept": false, - "reason": "Token-id configuration mismatch is unrelated to save/load breakage for sinq-quantized models." + "reason": "Config eos_token_id mismatch and quantized save/load corruption are different serialization bugs." + }, + { + "left": "issue:45127", + "right": "issue:45200", + "accept": false, + "reason": "LoRA/extended-vocab weight tying collapse and Gemma4 mm_token_type_ids defaults are unrelated." }, { "left": "issue:43646", "right": "issue:44913", "accept": false, - "reason": "Custom model initialization breakage is not the same as rotary_pct resetting on reload." + "reason": "Custom model initialization breakage in v5 is not the same as GPTNeoX rotary_pct resetting on reload." }, { "left": "issue:43572", "right": "issue:46178", "accept": false, - "reason": "Missing pad_token_idx in StableLmConfig is unrelated to an unsupported tensorflow_text backend mapping." + "reason": "Missing pad_token_idx and a backend-mapping error for tensorflow_text are unrelated." }, { "left": "issue:43504", "right": "issue:45698", "accept": false, - "reason": "Legacy-field pretrained load failure and wrong custom-module selection after save_pretrained are different serialization bugs." + "reason": "Legacy preset-field loading and wrong custom-module loading after save_pretrained are different import/load bugs." }, { "left": "issue:32090", "right": "issue:35141", "accept": false, - "reason": "Trainer gpu_broadcast NoneType error is unrelated to output embeddings being reinitialized in post_init." + "reason": "Distributed broadcast of NoneType and embedding reinitialization after resizing are separate issues." }, { - "left": "issue:44617", - "right": "issue:45584", + "left": "issue:44734", + "right": "issue:45406", "accept": false, - "reason": "Sam3Video CUDA OOM is unrelated to Whisper empty-transcription crash." + "reason": "Serve KV-cache tensor indexing crash and Gemma4Processor missing _tokenizer are unrelated failures." }, { - "left": "issue:44734", - "right": "issue:45406", + "left": "issue:44617", + "right": "issue:45584", "accept": false, - "reason": "KV-cache continuation tensor indexing in serve is unrelated to Gemma4Processor missing _tokenizer." + "reason": "CUDA out-of-memory in SAM3Video is not the same as Whisper empty-transcription generation failure." }, { "left": "issue:45563", "right": "issue:45584", "accept": false, - "reason": "A stale warning about num_return_sequences is unrelated to the Whisper empty-transcription failure." + "reason": "A stale warning and an actual generation failure are different bugs." }, { "left": "issue:43761", "right": "issue:44242", "accept": false, - "reason": "CLIPVision hidden_states regression is unrelated to load-balancing loss suppression when output_router_logits=False." + "reason": "Vision hidden_states regression and missing load-balancing loss are unrelated model behaviors." }, { "left": "issue:43525", "right": "issue:43531", "accept": false, - "reason": "Missing pad_token_id in Llama4Config is unrelated to Qwen3-MoE sliding_window behavior." + "reason": "Missing pad_token_id and sliding_window behavior in Qwen3-MoE are distinct configuration issues." }, { "left": "issue:44792", "right": "issue:44977", "accept": false, - "reason": "Janus image-generation test failure is not the same as Qwen3.5 flash-attention generation bug." + "reason": "Janus image-generation test failure and Qwen3.5 flash-attention generation bug do not share the same code path." }, { "left": "issue:43931", "right": "issue:44060", "accept": false, - "reason": "Qwen3-VL weight-shape mismatch and Qwen3-Next tied-weights warning are different model-loading/config issues." - }, - { - "left": "issue:43906", - "right": "issue:45290", - "accept": false, - "reason": "An isolated reproduction of another issue is not evidence of the same assistant-message/tool-call crash." + "reason": "Qwen3-VL weight-shape mismatch and wrong tied-weights warning in Qwen3-Next are different model-loading problems." }, { "left": "issue:44479", "right": "issue:44734", "accept": false, - "reason": "Qwen VL video-input regression is unrelated to serve KV-cache continuation indexing." + "reason": "Video-input regression and serve KV-cache continuation indexing crash are separate defects." }, { - "left": "issue:44464", - "right": "issue:45563", + "left": "issue:44534", + "right": "issue:44913", "accept": false, - "reason": "Chunked generation output inconsistency is unrelated to a stale warning about num_return_sequences." + "reason": "Non-persistent buffer junk and config reload resetting rotary_pct are not the same underlying bug." }, { - "left": "issue:44190", - "right": "issue:44964", + "left": "issue:44464", + "right": "issue:45563", "accept": false, - "reason": "Local dataset loading in an image-classification script is unrelated to loading Phi-4 multimodal models." + "reason": "Compiled-forward output inconsistency and a stale generate warning are unrelated." }, { - "left": "issue:44534", - "right": "issue:44913", + "left": "issue:44521", + "right": "issue:45381", "accept": false, - "reason": "Non-persistent buffer corruption is unrelated to rotary_pct not persisting on reload." + "reason": "All-zero assistant masks in multimodal chat templating and wrong vision_position_ids in Qwen2.5-VL video input are different multimodal bugs." } ] }, @@ -9665,21 +9748,21 @@ "component_index": 1, "component_count": 17, "review_unit_index": 31, - "review_unit_count": 50, + "review_unit_count": 49, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-427", "nodes": [ "issue:35141", "issue:36246", + "issue:39692", "issue:41628", "issue:41720", "issue:42490", "issue:43065", - "issue:43116", "issue:43295", "issue:43335", "issue:43479", @@ -9688,30 +9771,31 @@ "issue:43644", "issue:43650", "issue:43827", + "issue:43906", "issue:43976", "issue:43994", "issue:44077", + "issue:44079", "issue:44112", "issue:44190", "issue:44220", "issue:44462", - "issue:44521", "issue:44610", "issue:44734", "issue:44737", "issue:44792", "issue:44855", - "issue:44877", "issue:44913", "issue:44933", "issue:44938", + "issue:44964", "issue:45127", "issue:45245", "issue:45276", + "issue:45290", "issue:45357", "issue:45362", "issue:45375", - "issue:45381", "issue:45542", "issue:45584", "issue:45588", @@ -9722,195 +9806,238 @@ "issue:46121" ], "soft_pairs": [ + "issue:44190|issue:44964", + "issue:43906|issue:45290", "issue:43827|issue:43994", - "issue:44521|issue:45381", "issue:44792|issue:45600", "issue:41720|issue:45245", - "issue:44855|issue:45588", "issue:43065|issue:44610", + "issue:44855|issue:45588", "issue:35141|issue:42490", "issue:44933|issue:45362", - "issue:44077|issue:44877", "issue:43335|issue:44855", + "issue:44077|issue:44079", + "issue:43644|issue:44913", "issue:43550|issue:44190", "issue:43976|issue:44855", - "issue:43644|issue:44913", - "issue:45127|issue:45357", - "issue:44737|issue:45803", "issue:43540|issue:44734", - "issue:44462|issue:45907", + "issue:44737|issue:45803", + "issue:45127|issue:45357", "issue:44112|issue:45600", + "issue:44462|issue:45907", "issue:43335|issue:44190", "issue:46082|issue:46121", "issue:44938|issue:45542", - "issue:43116|issue:44190", - "issue:45276|issue:45584", + "issue:39692|issue:44190", "issue:43479|issue:45375", - "issue:36246|issue:41628", + "issue:45276|issue:45584", "issue:43295|issue:45276", + "issue:36246|issue:41628", "issue:43650|issue:44220", "issue:45245|issue:45584" ], - "prepared_review_unit_hash": "95853638655552f5a3e585b4a59828d91174f23d19a89851c0f4a8ec66f453c6", + "prepared_review_unit_hash": "262cbfff895f833259aa7f9f4fd562fe4e6088a61ee428e749c3518e90685b94", "component_budget": { "node_count": 427, "item_count": 427, - "soft_pair_count": 1575, - "serialized_chars": 815841, - "estimated_input_tokens": 203961, - "estimated_eval_tokens": 408178 + "soft_pair_count": 1576, + "serialized_chars": 816182, + "estimated_input_tokens": 204046, + "estimated_eval_tokens": 408348 }, "budget": { - "node_count": 47, - "item_count": 47, - "soft_pair_count": 28, - "serialized_chars": 35645, - "estimated_input_tokens": 8912, - "estimated_eval_tokens": 18080 + "node_count": 48, + "item_count": 48, + "soft_pair_count": 29, + "serialized_chars": 36577, + "estimated_input_tokens": 9145, + "estimated_eval_tokens": 18546 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is a heterogeneous mix of unrelated Transformers bug reports, import issues, config regressions, and example-script failures. The soft links mostly reflect superficial keyword overlap rather than the same underlying defect, so none of the candidate pairs should be merged as duplicates.", - "confidence": 0.9, - "canonical_issue_reason": null, - "canonical_pr_reason": null, - "best_issue_reason": null, - "best_pr_reason": null, + "summary": "This cluster is not a single duplicate set; the soft pairs span unrelated bugs across imports, config validation, multimodal processors, CI failures, and runtime errors. I would not merge any of the proposed edges.", + "confidence": 0.97, + "canonical_issue_reason": "No clear canonical issue: the items are heterogeneous and do not share one underlying bug or code path.", + "canonical_pr_reason": "No PRs are present in this cluster.", + "best_issue_reason": "No single issue is a good global representative because the cluster is a mix of unrelated topics rather than one duplicate family.", + "best_pr_reason": "No PRs are present, so there is no global best PR candidate.", "soft_edge_verdicts": [ { - "left": "issue:43827", - "right": "issue:43994", + "left": "issue:44190", + "right": "issue:44964", "accept": false, - "reason": "Both mention pipeline, but one is about stale docs after v5 removals and the other is about a model/pipeline inference quality bug." + "reason": "Both are loading-related, but one is a local dataset script failure and the other is a model import/load regression; different code paths." }, { - "left": "issue:44521", - "right": "issue:45381", + "left": "issue:43906", + "right": "issue:45290", "accept": false, - "reason": "Both are multimodal-related, but the reported failures are different code paths: assistant masks vs video vision position ids." + "reason": "One is an isolated reproduction issue and the other is a chat template crash with tool calls; not the same bug." + }, + { + "left": "issue:43827", + "right": "issue:43994", + "accept": false, + "reason": "Docs still referencing pipeline() and SigLIP2 incorrect outputs are distinct problems, not one underlying defect." }, { "left": "issue:44792", "right": "issue:45600", "accept": false, - "reason": "Different subsystems and failures: Janus image-generation test breakage vs removed Sam3LiteText entries in auto-mappings." + "reason": "Both touch CI, but they concern different breakages in different files and subsystems." }, { "left": "issue:41720", "right": "issue:45245", "accept": false, - "reason": "Completely different bugs: a Qwen3 CUDA assert under device mapping vs a category-count runtime limit." + "reason": "Qwen3 device-mapping CUDA assert and a category-limit runtime error are unrelated." }, { - "left": "issue:44855", - "right": "issue:45588", + "left": "issue:43065", + "right": "issue:44610", "accept": false, - "reason": "Unrelated failures: Python 3.13 import parsing for DebertaV2 vs flash-attention crashing on s_aux=None." + "reason": "Different model families and failures: dummy Conv2d in Sam3PixelDecoder vs processor/model input-size mismatch." }, { - "left": "issue:43065", - "right": "issue:44610", + "left": "issue:44855", + "right": "issue:45588", "accept": false, - "reason": "Different models and failure modes: Sam3PixelDecoder dummy Conv2d vs OmDet-Turbo processor/model image-size mismatch." + "reason": "Python 3.13 import parsing failure is unrelated to flash_attention handling of s_aux=None." }, { "left": "issue:35141", "right": "issue:42490", "accept": false, - "reason": "Token-embedding reinitialization and local-path trailing-slash import warnings are unrelated bugs." + "reason": "Token embedding reinitialization and trailing-slash local model path warning are different issues." }, { "left": "issue:44933", "right": "issue:45362", "accept": false, - "reason": "A missing image_utils import is unrelated to a Qwen3.5 chat runtime crash." + "reason": "Nonexistent import from image_utils and Qwen3.5 chat crash are unrelated." + }, + { + "left": "issue:43335", + "right": "issue:44855", + "accept": false, + "reason": "SwitchTransformers sparse-layer config bug and DebertaV2 Python 3.13 import error do not share a code path." }, { "left": "issue:44077", - "right": "issue:44877", + "right": "issue:44079", "accept": false, - "reason": "Both touch config handling, but one is about optional post_init in patchtsmixer and the other about strict config loading for granite_speech." + "reason": "Optional post_init handling and ModelOutput key assignment are different framework behaviors." }, { - "left": "issue:43335", - "right": "issue:44855", + "left": "issue:43644", + "right": "issue:44913", "accept": false, - "reason": "Different code paths: SwitchTransformers layer construction vs DebertaV2 import failure on Python 3.13." + "reason": "Non-persistent buffer initialization and GPTNeoX rotary_pct reload persistence are separate config/runtime issues." }, { "left": "issue:43550", "right": "issue:44190", "accept": false, - "reason": "One is a torch.compile/SDPA model bug; the other is a dataset-loading problem in an example script." + "reason": "torch.compile SDPA failure in Bamba and local dataset loading in a training script are unrelated." }, { "left": "issue:43976", "right": "issue:44855", "accept": false, - "reason": "Both are Python-version related, but one is a packaging/runtime support issue and the other is a specific import parser failure." + "reason": "Python version support regression and a specific DebertaV2 parse failure are not the same bug." }, { - "left": "issue:43644", - "right": "issue:44913", + "left": "issue:43540", + "right": "issue:44734", "accept": false, - "reason": "Non-persistent buffer initialization junk and GPTNeoX rotary_pct reload behavior are different config/state bugs." + "reason": "Video-input validation in Qwen3OmniMoe and serve KV-cache indexing are different code paths." }, { - "left": "issue:45127", - "right": "issue:45357", + "left": "issue:44737", + "right": "issue:45803", "accept": false, - "reason": "LoRA merge corruption with extended vocab is unrelated to incorrect visual encoder keys being saved." + "reason": "CPU device placement in XLNet and bare except in Fuyu tensor conversion are unrelated defects." }, { - "left": "issue:44737", - "right": "issue:45803", + "left": "issue:45127", + "right": "issue:45357", "accept": false, - "reason": "XLNet device placement bug and a bare-except swallowing KeyboardInterrupt are unrelated." + "reason": "LoRA merge with extended vocab and incorrect visual encoder keys in save_pretrained are distinct bugs." }, { - "left": "issue:43540", - "right": "issue:44734", + "left": "issue:44112", + "right": "issue:45600", "accept": false, - "reason": "Different failures in different paths: Qwen3OmniMoe video processing vs serve KV-cache continuation indexing." + "reason": "Both are CI failures, but caused by different tests and different removed config references." }, { "left": "issue:44462", "right": "issue:45907", "accept": false, - "reason": "AutoTokenizer ignoring tokenizer.json and list_repo_files not forwarding revision are separate repository/API bugs." + "reason": "Tokenizer.json resolution and list_repo_files revision forwarding are unrelated repository/hub behaviors." }, { - "left": "issue:44112", - "right": "issue:45600", + "left": "issue:43335", + "right": "issue:44190", "accept": false, - "reason": "A stale CI test in GraniteSpeech is not the same issue as broken auto_mappings references for Sam3LiteText." + "reason": "Different subsystems: SwitchTransformers config creation vs dataset loading in an example script." }, { "left": "issue:46082", "right": "issue:46121", "accept": false, - "reason": "Both are config validation errors, but they affect different parameters and code paths." + "reason": "LlamaConfig head_dim validation and rope-parameter JSON-list handling are separate validation paths." }, { "left": "issue:44938", "right": "issue:45542", "accept": false, - "reason": "Python 3.14 import/load failure is unrelated to the tensorboard-without-TensorFlow backend error." + "reason": "Python 3.14 loading failure and missing TensorFlow backend wiring are unrelated environment issues." }, { - "left": "issue:43116", + "left": "issue:39692", "right": "issue:44190", "accept": false, - "reason": "An example classification script returning empty predictions is unrelated to loading a local dataset." + "reason": "SigLIP2 docs/model mismatch and local dataset loading failure do not describe the same problem." + }, + { + "left": "issue:43479", + "right": "issue:45375", + "accept": false, + "reason": "Both are config-field issues, but they involve different models and different missing/default fields." }, { "left": "issue:45276", "right": "issue:45584", "accept": false, - "reason": "Gemma4 embedding-resize behavior and Whisper empty-transcription handling are unrelated model-specific bugs." + "reason": "Gemma4 resize_token_embeddings behavior and Whisper empty-transcription generation failure are unrelated." + }, + { + "left": "issue:43295", + "right": "issue:45276", + "accept": false, + "reason": "Processor.tokenizer regression and Gemma4 embedding-resize behavior are different breakages." + }, + { + "left": "issue:36246", + "right": "issue:41628", + "accept": false, + "reason": "Both are import errors, but for different APIs and different modules; not the same underlying bug." + }, + { + "left": "issue:43650", + "right": "issue:44220", + "accept": false, + "reason": "Placeholder issue title and fbank feature extraction error are unrelated." + }, + { + "left": "issue:45245", + "right": "issue:45584", + "accept": false, + "reason": "Category cardinality runtime error and Whisper empty transcription are different failures." } ] }, @@ -9926,11 +10053,11 @@ "component_index": 1, "component_count": 17, "review_unit_index": 32, - "review_unit_count": 50, + "review_unit_count": 49, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-427", "nodes": [ @@ -9978,259 +10105,265 @@ "issue:45216", "issue:45335", "issue:45446", - "issue:45584", "issue:45593", "issue:45600", - "issue:45632" + "issue:45632", + "issue:45759" ], "soft_pairs": [ + "issue:44186|issue:44734", "issue:41950|issue:44016", - "issue:36246|issue:38617", "issue:42175|issue:44279", - "issue:44186|issue:44734", - "issue:44683|issue:45446", + "issue:36246|issue:38617", "issue:44246|issue:45003", + "issue:44683|issue:45446", "issue:43404|issue:45216", - "issue:44016|issue:44220", "issue:38175|issue:43065", - "issue:44734|issue:45632", + "issue:44016|issue:44220", "issue:43643|issue:44496", + "issue:44734|issue:45632", "issue:44964|issue:45600", - "issue:44561|issue:45632", "issue:43854|issue:44964", "issue:44112|issue:44964", + "issue:44561|issue:45632", "issue:43976|issue:44987", - "issue:42490|issue:45632", - "issue:42907|issue:43441", "issue:43531|issue:45600", + "issue:42907|issue:43441", + "issue:42490|issue:45632", "issue:43295|issue:45335", "issue:43526|issue:43901", "issue:44496|issue:45042", - "issue:44016|issue:44062", "issue:43673|issue:44336", - "issue:43824|issue:44933", + "issue:44016|issue:44062", "issue:43335|issue:45593", - "issue:43299|issue:45216", + "issue:43824|issue:44933", "issue:44075|issue:44368", - "issue:43976|issue:44279", + "issue:43299|issue:45216", "issue:43381|issue:45593", + "issue:43976|issue:44279", "issue:43901|issue:44496", - "issue:45335|issue:45584" + "issue:44496|issue:45759" ], - "prepared_review_unit_hash": "3dcc6d8a5db41c8b90fbb2d019978107ac583bbe7d8ef2691eddc513ea65f053", + "prepared_review_unit_hash": "2630200bf7f6b1dce437710986990c46d463b56ce1011a551776e67fb7424a1c", "component_budget": { "node_count": 427, "item_count": 427, - "soft_pair_count": 1575, - "serialized_chars": 815841, - "estimated_input_tokens": 203961, - "estimated_eval_tokens": 408178 + "soft_pair_count": 1576, + "serialized_chars": 816182, + "estimated_input_tokens": 204046, + "estimated_eval_tokens": 408348 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 32, - "serialized_chars": 37277, - "estimated_input_tokens": 9320, - "estimated_eval_tokens": 18896 + "serialized_chars": 37322, + "estimated_input_tokens": 9331, + "estimated_eval_tokens": 18918 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "The cluster is heterogeneous: all proposed soft pairs describe different bugs, models, or code paths rather than the same underlying issue. No PRs are present. If a single issue must represent the set, issue 43824 is the strongest standalone regression report, but it is not a duplicate of the others.", - "confidence": 0.79, - "canonical_issue_reason": "issue:43824 is the most concrete and broadly impactful report here: a clear ImportError on a named public model class, with multiple inbound references and substantial discussion. It is the best representative issue among otherwise unrelated reports.", + "summary": "This cluster is heterogeneous: it mixes unrelated import/export regressions, model-loading bugs, pipeline issues, docs/tests, and performance reports. None of the soft pairs look like the same underlying bug or change, so all should be rejected as duplicates.", + "confidence": 0.76, + "canonical_issue_reason": "No single clear canonical issue exists because the cluster spans unrelated subsystems; if one must be chosen, issue 43824 is the closest representative as a concrete import regression with inbound references.", "canonical_pr_reason": null, - "best_issue_reason": "issue:43824 is the strongest action-oriented issue in the set: specific failure, clear symptom, and useful external impact. It stands best as a representative issue, though not as a duplicate magnet for the rest of the cluster.", + "best_issue_reason": "Issue 43824 is the strongest representative among the set because it is a concrete, user-facing import failure and has inbound references, but it still does not explain the rest of the cluster.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:41950", - "right": "issue:44016", + "left": "issue:44186", + "right": "issue:44734", "accept": false, - "reason": "Different problems: pipeline image-processor lookup vs notebook syntax error." + "reason": "Different bugs: tokenizer NER/padding crash vs serve-side KV cache continuation indexing." }, { - "left": "issue:36246", - "right": "issue:38617", + "left": "issue:41950", + "right": "issue:44016", "accept": false, - "reason": "Both are ImportErrors, but for different symbols/modules and unrelated fixes." + "reason": "Different areas: video-classification pipeline image-processor lookup vs a notebook syntax error." }, { "left": "issue:42175", "right": "issue:44279", "accept": false, - "reason": "Generic dependency/backend complaint vs vague dependency issue; no shared concrete bug." + "reason": "One is missing TensorFlow in a torch-only install, the other is a generic dependency problem." }, { - "left": "issue:44186", - "right": "issue:44734", - "accept": false, - "reason": "Different code paths: tokenizer padding/NER crash vs serving KV-cache continuation indexing." - }, - { - "left": "issue:44683", - "right": "issue:45446", + "left": "issue:36246", + "right": "issue:38617", "accept": false, - "reason": "Same subsystem (flex_attention) but different concrete failure modes and fixes." + "reason": "Both are import errors, but for unrelated symbols and code paths." }, { "left": "issue:44246", "right": "issue:45003", "accept": false, - "reason": "Import-time slowness vs unsafe sys.modules access; not the same underlying bug." + "reason": "Import slowness from package initialization is not the same as unsafe sys.modules access in modeling_utils." }, { - "left": "issue:43404", - "right": "issue:45216", + "left": "issue:44683", + "right": "issue:45446", "accept": false, - "reason": "Different model families and different bugs: weight tying vs save_pretrained regression." + "reason": "Both mention flex_attention, but they concern different version checks and failure modes." }, { - "left": "issue:44016", - "right": "issue:44220", + "left": "issue:43404", + "right": "issue:45216", "accept": false, - "reason": "Notebook syntax error is unrelated to _torch_extract_fbank_features()." + "reason": "Different model-specific regressions: untied lm_head vs incorrect save_pretrained checkpoint state." }, { "left": "issue:38175", "right": "issue:43065", "accept": false, - "reason": "Unrelated model outputs issue vs dummy Conv2d implementation detail." + "reason": "Unrelated model behavior: zero probabilities in SigLIP2 vs a dummy Conv2d in Sam3PixelDecoder." }, { - "left": "issue:44734", - "right": "issue:45632", + "left": "issue:44016", + "right": "issue:44220", "accept": false, - "reason": "Serving tensor-indexing crash is unrelated to local trust_remote_code cache path collisions." + "reason": "Notebook syntax error and audio feature extraction failure are unrelated." }, { "left": "issue:43643", "right": "issue:44496", "accept": false, - "reason": "Config object missing fields with trust_remote_code is distinct from missing model_type unrecognized-model loading." + "reason": "Different config-loading bugs: missing fields under trust_remote_code vs unrecognized model_type." }, { - "left": "issue:44964", - "right": "issue:45600", + "left": "issue:44734", + "right": "issue:45632", "accept": false, - "reason": "Different models and different breakages: Phi-4 load failure vs removed Sam3LiteText config refs in CI." + "reason": "Serve KV-cache indexing and trust_remote_code cache path collision are unrelated." }, { - "left": "issue:44561", - "right": "issue:45632", + "left": "issue:44964", + "right": "issue:45600", "accept": false, - "reason": "trust_remote_code breakage from removed API is unrelated to cache-path collision behavior." + "reason": "Both affect loading, but one is a model load failure and the other is stale auto-mapping references in CI." }, { "left": "issue:43854", "right": "issue:44964", "accept": false, - "reason": "Different model load failures for different repositories and failure causes." + "reason": "Different model-specific load failures for different architectures and causes." }, { "left": "issue:44112", "right": "issue:44964", "accept": false, - "reason": "CI device-override test failure is unrelated to Phi-4 loading regression." + "reason": "CI test failure in GraniteSpeech is not the same as a Phi-4 multimodal loading regression." + }, + { + "left": "issue:44561", + "right": "issue:45632", + "accept": false, + "reason": "Removal of a helper breaking trust_remote_code models is unrelated to cache-path collisions." }, { "left": "issue:43976", "right": "issue:44987", "accept": false, - "reason": "Python-version compatibility issue vs model-loading failure for a specific repo." + "reason": "Python-version compatibility and a specific model-loading failure are different issues." }, { - "left": "issue:42490", - "right": "issue:45632", + "left": "issue:43531", + "right": "issue:45600", "accept": false, - "reason": "Both involve local path handling, but trailing-slash warning and leaf-directory cache collision are different bugs." + "reason": "Qwen3-MoE sliding_window behavior is unrelated to removed Sam3LiteText config references." }, { "left": "issue:42907", "right": "issue:43441", "accept": false, - "reason": "Same model family only in name; save/dequantization and FlashAttention loading are distinct bugs." + "reason": "Different model families and failure modes: save/dequantize vs FlashAttention loading." }, { - "left": "issue:43531", - "right": "issue:45600", + "left": "issue:42490", + "right": "issue:45632", "accept": false, - "reason": "Qwen3-MoE sliding_window bug is unrelated to Sam3LiteText auto-mapping cleanup." + "reason": "Trailing-slash local-path warning and trust_remote_code cache collisions are distinct path-handling bugs." }, { "left": "issue:43295", "right": "issue:45335", "accept": false, - "reason": "Processor/tokenizer regression vs resize_token_embeddings not propagating to decoder embeddings." + "reason": "Processor/tokenizer regression is unrelated to resize_token_embeddings not reaching decoder.embed_tokens." }, { "left": "issue:43526", "right": "issue:43901", "accept": false, - "reason": "ImageProcessorFast label reduction bug is unrelated to a docs/behavior mismatch in text classification pipeline." + "reason": "An image-processor label-reduction bug is unrelated to stale documentation wording." }, { "left": "issue:44496", "right": "issue:45042", "accept": false, - "reason": "Unrecognized model loading vs PIL backend incorrectly requiring torchvision are separate issues." + "reason": "Unrecognized model config and unnecessary torchvision dependency in PIL processors are different bugs." + }, + { + "left": "issue:43673", + "right": "issue:44336", + "accept": false, + "reason": "Generation cache regression and ANSI escaping in loading_report are unrelated." }, { "left": "issue:44016", "right": "issue:44062", "accept": false, - "reason": "Notebook syntax error is unrelated to AddedToken special-argument duplication." + "reason": "Notebook syntax error is unrelated to AddedToken keyword argument handling." }, { - "left": "issue:43673", - "right": "issue:44336", + "left": "issue:43335", + "right": "issue:45593", "accept": false, - "reason": "Generation cache regression and ANSI terminal output are unrelated." + "reason": "SwitchTransformers sparse-layer creation and D-FINE auxiliary-loss behavior are different model bugs." }, { "left": "issue:43824", "right": "issue:44933", "accept": false, - "reason": "Missing export for a model class vs nonexistent import from image_utils are different import bugs." + "reason": "Both involve imports, but they are missing different symbols from different modules." }, { - "left": "issue:43335", - "right": "issue:45593", + "left": "issue:44075", + "right": "issue:44368", "accept": false, - "reason": "Sparse-layer config bug is unrelated to D-FINE auxiliary-loss behavior." + "reason": "Optimizer argument usage and a tie_word_embeddings warning are unrelated." }, { "left": "issue:43299", "right": "issue:45216", "accept": false, - "reason": "Qwen3VL MoE loading regression is different from Qwen3.5 save_pretrained corruption." + "reason": "Different Qwen regressions: MoE model loading vs incorrect checkpoint saving." }, { - "left": "issue:44075", - "right": "issue:44368", + "left": "issue:43381", + "right": "issue:45593", "accept": false, - "reason": "Optimizer arguments ignored is unrelated to a tie_word_embeddings warning." + "reason": "Gradient checkpointing in eval mode is unrelated to D-FINE auxiliary-loss suppression." }, { - "left": "issue:43381", - "right": "issue:45593", + "left": "issue:43976", + "right": "issue:44279", "accept": false, - "reason": "Gradient checkpointing eval-mode restriction is unrelated to D-FINE denoising/aux-loss behavior." + "reason": "Python support mismatch and a generic dependency issue are not the same problem." }, { "left": "issue:43901", "right": "issue:44496", "accept": false, - "reason": "Pipeline docs/behavior mismatch is unrelated to unrecognized-model config loading." + "reason": "Documentation mismatch and unrecognized model config are unrelated." }, { - "left": "issue:45335", - "right": "issue:45584", + "left": "issue:44496", + "right": "issue:45759", "accept": false, - "reason": "Embedding resize propagation bug is unrelated to Whisper empty-transcription generation failure." + "reason": "Unrecognized model config is unrelated to missing text_config unwrapping in composite multimodal configs." } ] }, @@ -10246,11 +10379,11 @@ "component_index": 1, "component_count": 17, "review_unit_index": 33, - "review_unit_count": 50, + "review_unit_count": 49, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-427", "nodes": [ @@ -10278,7 +10411,6 @@ "issue:44351", "issue:44462", "issue:44466", - "issue:44496", "issue:44521", "issue:44617", "issue:44683", @@ -10290,12 +10422,13 @@ "issue:45276", "issue:45278", "issue:45325", + "issue:45335", "issue:45357", "issue:45405", "issue:45542", + "issue:45584", "issue:45600", "issue:45712", - "issue:45759", "issue:45812", "issue:45823", "issue:45834", @@ -10303,231 +10436,231 @@ "issue:46132" ], "soft_pairs": [ - "issue:44496|issue:45759", - "issue:43299|issue:45357", + "issue:45335|issue:45584", "issue:43479|issue:43525", "issue:44521|issue:45325", "issue:44242|issue:45200", + "issue:43299|issue:45357", "issue:44351|issue:45278", - "issue:41950|issue:45020", "issue:43577|issue:45216", - "issue:44779|issue:45812", - "issue:41950|issue:45823", "issue:38175|issue:44617", + "issue:41950|issue:45020", "issue:43976|issue:45405", + "issue:44779|issue:45812", + "issue:39692|issue:43901", + "issue:41950|issue:45823", "issue:44279|issue:45405", "issue:44683|issue:45542", - "issue:39692|issue:43901", - "issue:43299|issue:43854", "issue:43295|issue:44779", + "issue:43299|issue:43854", "issue:43650|issue:46132", "issue:44462|issue:45081", + "issue:43450|issue:44279", "issue:44297|issue:44462", + "issue:44016|issue:44291", "issue:45081|issue:45907", - "issue:43450|issue:44279", "issue:41950|issue:43650", - "issue:44016|issue:44291", "issue:43441|issue:45834", - "issue:45600|issue:45712", "issue:44466|issue:45276", + "issue:45600|issue:45712", "issue:42994|issue:43317" ], - "prepared_review_unit_hash": "e10170db0d967395039c18365e4aab115847a4fb68ee7295b903a91322fb644d", + "prepared_review_unit_hash": "3e90676754a866ff8210bada21acb3bf3c3a0a1f836430e704481ee20decd389", "component_budget": { "node_count": 427, "item_count": 427, - "soft_pair_count": 1575, - "serialized_chars": 815841, - "estimated_input_tokens": 203961, - "estimated_eval_tokens": 408178 + "soft_pair_count": 1576, + "serialized_chars": 816182, + "estimated_input_tokens": 204046, + "estimated_eval_tokens": 408348 }, "budget": { "node_count": 47, "item_count": 47, "soft_pair_count": 28, - "serialized_chars": 35618, - "estimated_input_tokens": 8905, - "estimated_eval_tokens": 18066 + "serialized_chars": 35526, + "estimated_input_tokens": 8882, + "estimated_eval_tokens": 18020 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "No soft pair looks like a true duplicate; the candidates span distinct bugs in model loading, tokenizers, configs, docs, and runtime behavior. With no PRs in the set, issue 44521 is the best anchor candidate because it is specific, reproducible, and has the strongest ongoing discussion.", - "confidence": 0.95, - "canonical_issue_reason": "Issue 44521 is the most concrete and representative bug report here: it has a precise multimodal failure mode, clear repro value, and the most inbound references/discussion.", + "summary": "The cluster is highly heterogeneous: most pairs share only broad subsystems (tokenizers, multimodal, quantization, docs) but not the same concrete bug. I rejected all soft-edge candidates; none look like safe duplicate merges.", + "confidence": 0.92, + "canonical_issue_reason": null, "canonical_pr_reason": null, - "best_issue_reason": "Issue 44521 is the best global issue candidate for triage because it is actionable, narrowly scoped, and likely to attract/absorb related reports better than the broader regression/meta issues.", + "best_issue_reason": "issue:44521 is the strongest standalone issue in the set by activity and references, but the overall collection is too mixed to treat it as a true canonical for the cluster.", "best_pr_reason": null, "soft_edge_verdicts": [ - { - "left": "issue:44496", - "right": "issue:45759", - "accept": false, - "reason": "Different bugs: missing `model_type` in a specific model config vs. `from_config` failing to unwrap `text_config` for composite Qwen multimodal configs." - }, - { - "left": "issue:43299", - "right": "issue:45357", + { + "left": "issue:45335", + "right": "issue:45584", "accept": false, - "reason": "Both involve Qwen3.x, but one is a model-loading failure and the other is incorrect `save_pretrained` key serialization for visual encoder weights." + "reason": "Different bugs: one is about resize_token_embeddings not updating Gemma/t5Gemma embeddings, the other is Whisper generation failing after align_special_tokens." }, { "left": "issue:43479", "right": "issue:43525", "accept": false, - "reason": "Unrelated config issues: default vision/audio sub-config initialization vs. missing `pad_token_id` on `Llama4Config`." + "reason": "Different models and failure modes: Phi4MultimodalConfig default init vs Llama4Config missing pad_token_id." }, { "left": "issue:44521", "right": "issue:45325", "accept": false, - "reason": "Different multimodal paths: chat template assistant masks vs. Qwen2.5-VL rope-index scaling for still-image position ids." + "reason": "Both are multimodal-related, but one is assistant mask generation and the other is rope/position id scaling; not the same bug." }, { "left": "issue:44242", "right": "issue:45200", "accept": false, - "reason": "Distinct model behaviors: MoE load-balancing loss gating vs. Gemma 4 token-type defaults for text-only fine-tuning." + "reason": "Unrelated concrete issues: MoE load balancing loss vs Gemma 4 text-only mm_token_type_ids defaults." }, { - "left": "issue:44351", - "right": "issue:45278", + "left": "issue:43299", + "right": "issue:45357", "accept": false, - "reason": "`HybridCache` import failure is one specific symbol error; 45278 reports a broader set of import errors after a major version update." + "reason": "Different Qwen variants and different code paths: model loading vs save_pretrained serialization keys." }, { - "left": "issue:41950", - "right": "issue:45020", + "left": "issue:44351", + "right": "issue:45278", "accept": false, - "reason": "Video-classification processor lookup bug is not the same as the broad `remote_code` breakage regression." + "reason": "One is a specific HybridCache import failure; the other is a broad post-upgrade import breakage. Too generic to merge." }, { "left": "issue:43577", "right": "issue:45216", "accept": false, - "reason": "Different problems: BLIP-2 dtype propagation on load vs. Qwen3.5 checkpoint serialization regression." + "reason": "Different regressions: BLIP2 dtype propagation vs Qwen3.5 save_pretrained checkpoint correctness." }, { - "left": "issue:44779", - "right": "issue:45812", + "left": "issue:38175", + "right": "issue:44617", "accept": false, - "reason": "Separate tokenizer regressions affecting different model families and outputs: DeepSeek tokenization vs. Granite token IDs." + "reason": "Completely different problems: SigLIP2 zero probabilities vs Sam3Video CUDA OOM." }, { "left": "issue:41950", - "right": "issue:45823", + "right": "issue:45020", "accept": false, - "reason": "Different code paths: pipeline processor selection vs. Gemma4 PLE device mismatch during forward." + "reason": "Different failures: video-classification processor lookup vs remote_code model breakage." }, { - "left": "issue:38175", - "right": "issue:44617", + "left": "issue:43976", + "right": "issue:45405", "accept": false, - "reason": "Unrelated failures: zero probabilities in SigLIP2 vs. CUDA OOM in Sam3Video." + "reason": "Python compatibility issue vs a dependency version bump; not the same underlying bug." }, { - "left": "issue:43976", - "right": "issue:45405", + "left": "issue:44779", + "right": "issue:45812", + "accept": false, + "reason": "Both are tokenizer regressions, but they affect different model families and likely different causes." + }, + { + "left": "issue:39692", + "right": "issue:43901", + "accept": false, + "reason": "Both mention docs, but one is a SigLIP2 example error and the other is a TextClassificationPipeline parameter mismatch." + }, + { + "left": "issue:41950", + "right": "issue:45823", "accept": false, - "reason": "Python-version compatibility breakage is unrelated to a PEFT minimum-version bump." + "reason": "No shared concrete code path: video-classification pipeline processor bug vs Gemma4 PLE device mismatch." }, { "left": "issue:44279", "right": "issue:45405", "accept": false, - "reason": "A generic dependency issue is not the same as bumping `MIN_PEFT_VERSION` to an unreleased release." + "reason": "Dependency issue and MIN_PEFT_VERSION bump are unrelated." }, { "left": "issue:44683", "right": "issue:45542", "accept": false, - "reason": "FlashAttention compilation on torch 2.9 is unrelated to the TensorBoard-without-TF backend error." + "reason": "Compiled flex_attention torch-compatibility bug vs TensorBoard/TensorFlow backend import issue." }, { - "left": "issue:39692", - "right": "issue:43901", + "left": "issue:43295", + "right": "issue:44779", "accept": false, - "reason": "Both are docs-related, but one is a SigLIP2 example/model mismatch and the other is stale pipeline docs wording." + "reason": "Both affect tokenizer-related behavior, but one is processor/tokenizer API regression and the other is Deepseek tokenization correctness." }, { "left": "issue:43299", "right": "issue:43854", "accept": false, - "reason": "Different model-loading failures for different models; no shared concrete code-path bug is evident." - }, - { - "left": "issue:43295", - "right": "issue:44779", - "accept": false, - "reason": "Processor/tokenizer API regression is distinct from DeepSeek producing wrong token IDs." + "reason": "Different problems: Qwen3VL MoE model loading vs GLM-4.7-Flash unit test loading." }, { "left": "issue:43650", "right": "issue:46132", "accept": false, - "reason": "The placeholder issue title is unrelated to an `AttentionInterface.register` behavior change." + "reason": "The first is an invalid issue title; the second is an AttentionInterface behavior change. No duplicate signal." }, { "left": "issue:44462", "right": "issue:45081", "accept": false, - "reason": "Ignoring repository `tokenizer.json` and crashing in `_patch_mistral_regex` are different tokenizer-loading failures." + "reason": "Both involve tokenizer code, but one is AutoTokenizer ignoring tokenizer.json and the other is a Mistral regex patch crash." + }, + { + "left": "issue:43450", + "right": "issue:44279", + "accept": false, + "reason": "Video processor batching shape bug vs generic dependency issue." }, { "left": "issue:44297", "right": "issue:44462", "accept": false, - "reason": "Tokenizer save metadata mismatch is a serialization bug, not the same as AutoTokenizer ignoring `tokenizer.json` on load." + "reason": "Related area, but one is tokenizer_class serialization mismatch and the other is AutoTokenizer loading behavior; not the same bug." }, { - "left": "issue:45081", - "right": "issue:45907", + "left": "issue:44016", + "right": "issue:44291", "accept": false, - "reason": "Tokenizer regex patch crash and `list_repo_files` revision forwarding are unrelated." + "reason": "Notebook syntax error is unrelated to init_empty_weights argument handling." }, { - "left": "issue:43450", - "right": "issue:44279", + "left": "issue:45081", + "right": "issue:45907", "accept": false, - "reason": "Incorrect batched video processor shapes are unrelated to a dependency issue." + "reason": "Tokenizer regex crash vs repo file listing revision forwarding; no shared bug." }, { "left": "issue:41950", "right": "issue:43650", "accept": false, - "reason": "A real pipeline bug is not the same as the placeholder `ADD THE DATA` issue." - }, - { - "left": "issue:44016", - "right": "issue:44291", - "accept": false, - "reason": "Notebook syntax error and `init_empty_weights` TypeError are different failure modes in different artifacts." + "reason": "The items are unrelated; one is a real pipeline bug, the other is just a malformed issue title." }, { "left": "issue:43441", "right": "issue:45834", "accept": false, - "reason": "FlashAttention failure in Ministral-3 and Kosmos2.5 OCR index error are unrelated model-specific bugs." + "reason": "Ministral FlashAttention bug and Kosmos2.5 OCR index error are different model/path failures." }, { - "left": "issue:45600", - "right": "issue:45712", + "left": "issue:44466", + "right": "issue:45276", "accept": false, - "reason": "Both are repo hygiene/CI issues, but they target different files and failures and do not look like the same bug." + "reason": "Both concern weights/embeddings, but one is serialization inconsistency and the other is resize_token_embeddings not updating Gemma4 tensors." }, { - "left": "issue:44466", - "right": "issue:45276", + "left": "issue:45600", + "right": "issue:45712", "accept": false, - "reason": "Inconsistent `lm_head.weight` serialization and Gemma4 embedding resize behavior are different model-state bugs." + "reason": "Different CI hygiene issues: stale auto_mappings entries vs leftover dummy classes." }, { "left": "issue:42994", "right": "issue:43317", "accept": false, - "reason": "Quantized-model save failure and dequantized model offload/load failure are related to quantization broadly but not the same concrete bug." + "reason": "Different quantization scenarios: saving a quantized model vs loading a dequantized model with device_map=auto offload." } ] }, @@ -10543,11 +10676,11 @@ "component_index": 1, "component_count": 17, "review_unit_index": 34, - "review_unit_count": 50, + "review_unit_count": 49, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-427", "nodes": [ @@ -10601,223 +10734,223 @@ ], "soft_pairs": [ "issue:33290|issue:45656", + "issue:43653|issue:45593", "issue:43650|issue:45290", "issue:44623|issue:45397", "issue:44623|issue:44749", - "issue:43653|issue:45593", "issue:43065|issue:44898", "issue:44261|issue:44263", - "issue:43723|issue:44162", - "issue:43441|issue:44683", - "issue:44016|issue:45823", - "issue:42175|issue:43976", "issue:43262|issue:44521", + "issue:43441|issue:44683", "issue:44361|issue:45593", + "issue:44016|issue:45823", + "issue:43723|issue:44162", "issue:44671|issue:44779", - "issue:43901|issue:43994", + "issue:42175|issue:43976", "issue:43673|issue:43761", + "issue:43901|issue:43994", "issue:43784|issue:45542", "issue:43824|issue:43976", - "issue:44297|issue:45397", "issue:43450|issue:44617", + "issue:44297|issue:45397", "issue:43525|issue:43881", "issue:43901|issue:44246", "issue:43525|issue:43643", "issue:44188|issue:44336", - "issue:41628|issue:43976", "issue:44589|issue:45362", + "issue:41628|issue:43976", "issue:45561|issue:45563" ], - "prepared_review_unit_hash": "a21032a41e4ee82229db6aac97917c56fb28f7d62b14cf2f1154aff0d2a53c82", + "prepared_review_unit_hash": "e6bf5fa6d8e98c09f7d9e42388d2ca27e0b7b7abccf8c6171d67fc8bec35134d", "component_budget": { "node_count": 427, "item_count": 427, - "soft_pair_count": 1575, - "serialized_chars": 815841, - "estimated_input_tokens": 203961, - "estimated_eval_tokens": 408178 + "soft_pair_count": 1576, + "serialized_chars": 816182, + "estimated_input_tokens": 204046, + "estimated_eval_tokens": 408348 }, "budget": { "node_count": 47, "item_count": 47, "soft_pair_count": 27, - "serialized_chars": 34896, - "estimated_input_tokens": 8724, - "estimated_eval_tokens": 17704 + "serialized_chars": 34890, + "estimated_input_tokens": 8723, + "estimated_eval_tokens": 17702 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "The set is mostly heterogeneous. The soft-similarity pairs share broad keywords (e.g. deepspeed, apply_chat_template, tokenizer, v5) but point to different code paths, models, or bug types, so none look like safe duplicate merges.", - "confidence": 0.82, - "canonical_issue_reason": "Issue 44521 is the most active and well-described report in the set, with multiple discussion entries and inbound references; it is the best available representative only because there is no clear duplicate cluster here.", + "summary": "These issues are mostly unrelated one-off bugs or regressions; none of the soft pairs look like the same underlying defect closely enough to merge. The closest themes are chat-template/processor bugs and a few model-loading regressions, but each pair still targets a different code path or symptom.", + "confidence": 0.93, + "canonical_issue_reason": "issue:44521 is the best cluster anchor: it is still open, has substantial discussion/inbound references, and is a concrete, reproducible regression with broad processor/chat-template impact.", "canonical_pr_reason": null, - "best_issue_reason": "44521 is the strongest standalone issue candidate: concrete repro, current open bug, and the most external attention among the listed issues.", + "best_issue_reason": "issue:44521 is the strongest standalone triage candidate because it has a clear repro, active attention, and a user-visible failure affecting multimodal chat-template handling.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:33290", "right": "issue:45656", "accept": false, - "reason": "Both mention DeepSpeed/optimizer, but one is an Adafactor OOM and the other is a double-step bug; different failure modes and likely different fixes." + "reason": "Both mention deepspeed/optimizer behavior, but one is OOM in Adafactor while the other is double optimizer stepping; different failure modes and fixes." + }, + { + "left": "issue:43653", + "right": "issue:45593", + "accept": false, + "reason": "BigBirdTokenizer special-token registration and D-FINE auxiliary-loss behavior are unrelated bugs in different subsystems." }, { "left": "issue:43650", "right": "issue:45290", "accept": false, - "reason": "Unrelated topics: a placeholder/placeholder-like issue versus an apply_chat_template crash on tool-call assistant messages." + "reason": "Both touch chat-template paths, but one is a vague data request and the other is a specific tool-call/content crash; not the same defect." }, { "left": "issue:44623", "right": "issue:45397", "accept": false, - "reason": "File-saving bug in processor.save_pretrained versus a Zero3 from_pretrained loading issue for Gemma-4; different surfaces and causes." + "reason": "Processor save_pretrained missing files and gemma-4 zero3 from_pretrained are different loading/saving problems with different code paths." }, { "left": "issue:44623", "right": "issue:44749", "accept": false, - "reason": "Processor save_pretrained missing files is unrelated to the Chinese report about slower data filtering after upgrade." - }, - { - "left": "issue:43653", - "right": "issue:45593", - "accept": false, - "reason": "BigBirdTokenizer special-token registration bug is unrelated to D-FINE auxiliary loss behavior when denoising is disabled." + "reason": "Missing processor files and slow Chinese data filtering are entirely unrelated." }, { "left": "issue:43065", "right": "issue:44898", "accept": false, - "reason": "Sam3PixelDecoder dummy Conv2d and Perceiver interpolate_pos_encoding failure are different model bugs with no shared code path." + "reason": "Both are vision-model issues, but one is a dummy Conv2d in Sam3PixelDecoder and the other is a Perceiver resolution/interpolation failure." }, { "left": "issue:44261", "right": "issue:44263", "accept": false, - "reason": "One is a missing rms_norm_eps in MLA layernorm, the other is torch.split return handling in a MoE indexer; unrelated implementation bugs." + "reason": "Different model internals and different symptoms: RMS norm epsilon precision mismatch vs torch.split return values." }, { - "left": "issue:43723", - "right": "issue:44162", + "left": "issue:43262", + "right": "issue:44521", "accept": false, - "reason": "Both concern loading, but one is AutoTokenizer in v5 and the other is ESM2 being broken; different components and symptoms." + "reason": "Both involve apply_chat_template, but one is an audio sampling-rate default bug while the other is multimodal assistant_mask generation; not the same issue." }, { "left": "issue:43441", "right": "issue:44683", "accept": false, - "reason": "Both touch attention kernels, but Ministral-3 FlashAttention failure and compiled flex_attention failure on torch>=2.9 are distinct compatibility issues." - }, - { - "left": "issue:44016", - "right": "issue:45823", - "accept": false, - "reason": "Notebook syntax error and Gemma4 device-mismatch during forward are unrelated." + "reason": "Different attention-kernel failures: FlashAttention breakage for Ministral-3 vs compiled flex_attention failing on newer torch." }, { - "left": "issue:42175", - "right": "issue:43976", + "left": "issue:44361", + "right": "issue:45593", "accept": false, - "reason": "Packaging backend omission for TensorFlow in a torch install is unrelated to Python version compatibility in 5.1.0." + "reason": "MLukeTokenizer task AttributeError and D-FINE auxiliary-loss behavior are unrelated." }, { - "left": "issue:43262", - "right": "issue:44521", + "left": "issue:44016", + "right": "issue:45823", "accept": false, - "reason": "Both mention apply_chat_template, but one is audio sample-rate defaulting and the other is multimodal assistant masks; different bugs." + "reason": "Notebook syntax error and Gemma4 device-map mismatch are unrelated." }, { - "left": "issue:44361", - "right": "issue:45593", + "left": "issue:43723", + "right": "issue:44162", "accept": false, - "reason": "MLukeTokenizer task AttributeError is unrelated to D-FINE auxiliary-loss behavior." + "reason": "Tokenizer loading regression and ESM2 model breakage are different problems." }, { "left": "issue:44671", "right": "issue:44779", "accept": false, - "reason": "Both are v5 regressions in different models, but CamemBERT MLM predictions and Deepseek tokenizer outputs do not indicate the same root cause." + "reason": "Both are v5 regressions, but one is CamemBERT MLM prediction drift and the other is Deepseek tokenizer output corruption; different models and code paths." }, { - "left": "issue:43901", - "right": "issue:43994", + "left": "issue:42175", + "right": "issue:43976", "accept": false, - "reason": "Documentation mismatch for TextClassificationPipeline is not the same as SigLIP2 producing nonsensical model/pipeline outputs." + "reason": "TensorFlow backend packaging and Python version incompatibility are unrelated." }, { "left": "issue:43673", "right": "issue:43761", "accept": false, - "reason": "Generation cache regression during chunked prefill and CLIPVision hidden_states behavior are separate API regressions." + "reason": "Generation cache missing during chunked_prefill and CLIPVisionModel hidden_states=None are separate regressions." + }, + { + "left": "issue:43901", + "right": "issue:43994", + "accept": false, + "reason": "Docs mismatch for return_all_scores and incorrect SigLIP pipeline outputs are not the same bug." }, { "left": "issue:43784", "right": "issue:45542", "accept": false, - "reason": "Different import/backend failures: sentence-transformers hitting nn import error versus tensorboard-only install missing TensorFlow backend." + "reason": "Import NameError in sentence-transformers integration and undefined tf backend from tensorboard-only install are different import-time issues." }, { "left": "issue:43824", "right": "issue:43976", "accept": false, - "reason": "ImportError for Qwen2.5-VL class is unrelated to Python 3.9/3.10 support mismatch." + "reason": "Importing Qwen2_5_VLForConditionalGeneration and Python 3.9+ compatibility are unrelated." }, { - "left": "issue:44297", - "right": "issue:45397", + "left": "issue:43450", + "right": "issue:44617", "accept": false, - "reason": "Tokenizer save_pretrained metadata mismatch is not the same as Gemma-4 loading under Zero3." + "reason": "Batched video processor shape bug and Sam3Video CUDA OOM are different failures." }, { - "left": "issue:43450", - "right": "issue:44617", + "left": "issue:44297", + "right": "issue:45397", "accept": false, - "reason": "Batched video processor shape bug and Sam3Video CUDA OOM are different problems." + "reason": "Tokenizer save_pretrained metadata mismatch and gemma-4 zero3 loading are unrelated." }, { "left": "issue:43525", "right": "issue:43881", "accept": false, - "reason": "Missing pad_token_id in Llama4Config and glm-4v-9b loading failure are separate model-loading issues." + "reason": "Missing pad_token_id on Llama4Config and glm-4v-9b loading failure are not the same concrete bug." }, { "left": "issue:43901", "right": "issue:44246", "accept": false, - "reason": "Pipeline docs mismatch and slow import performance are unrelated." + "reason": "Pipeline docs mismatch and import-time slowness are unrelated." }, { "left": "issue:43525", "right": "issue:43643", "accept": false, - "reason": "Both involve config loading, but one is a specific missing pad_token_id in Llama4Config and the other is generic missing fields with trust_remote_code; not the same bug." + "reason": "Both involve config fields, but one is a specific missing pad_token_id attribute and the other is trust_remote_code returning incomplete objects; different issues." }, { "left": "issue:44188", "right": "issue:44336", "accept": false, - "reason": "Attention-kernel divergence under torch.compile is unrelated to ANSI codes in loading_report." + "reason": "Attention-kernel divergence and ANSI codes in loading_report are unrelated." }, { - "left": "issue:41628", - "right": "issue:43976", + "left": "issue:44589", + "right": "issue:45362", "accept": false, - "reason": "AutoImageProcessor import failure is unrelated to Python version support in 5.1.0." + "reason": "Float8 storage lookup failure and Qwen3.5 chat crash are different runtime errors." }, { - "left": "issue:44589", - "right": "issue:45362", + "left": "issue:41628", + "right": "issue:43976", "accept": false, - "reason": "Float8 storage lookup error and Qwen3.5 chat crash are different runtime failures." + "reason": "AutoImageProcessor import failure and Python-version support are unrelated." }, { "left": "issue:45561", "right": "issue:45563", "accept": false, - "reason": "pytest-xdist file race and a stale warning in paged generate() are unrelated." + "reason": "A pytest-xdist file race and a stale warning in generate() are different bugs with no shared code path." } ] }, @@ -10833,11 +10966,11 @@ "component_index": 1, "component_count": 17, "review_unit_index": 35, - "review_unit_count": 50, + "review_unit_count": 49, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-427", "nodes": [ @@ -10898,245 +11031,245 @@ "issue:44246|issue:44496", "issue:41950|issue:44220", "issue:43531|issue:45362", - "issue:42886|issue:46132", "issue:43526|issue:45003", + "issue:42886|issue:46132", "issue:36246|issue:42757", "issue:36246|issue:44351", "issue:44336|issue:44485", - "issue:45003|issue:45561", "issue:44246|issue:44871", + "issue:45003|issue:45561", "issue:43673|issue:44561", - "issue:36246|issue:43596", "issue:44242|issue:44857", - "issue:43352|issue:45250", "issue:44779|issue:45292", - "issue:44162|issue:45200", "issue:44295|issue:44749", + "issue:43352|issue:45250", + "issue:36246|issue:43596", + "issue:44162|issue:45200", "issue:43901|issue:45003", "issue:45412|issue:46123", "issue:44496|issue:45003", - "issue:45292|issue:45584", "issue:44877|issue:45375", "issue:45987|issue:46082", - "issue:45292|issue:45701", "issue:43262|issue:44246", + "issue:45292|issue:45584", "issue:43257|issue:45137", - "issue:45375|issue:45759" + "issue:45375|issue:45759", + "issue:45292|issue:45701" ], - "prepared_review_unit_hash": "c5ab0e72b7e35b0b5dedcb5f3d45a126519fe2c5fae67593e42f43260a0732e5", + "prepared_review_unit_hash": "556a0e5a7b9dedababd629f7c405e8d1f7a4b69c592cbc712893e76b011a5a95", "component_budget": { "node_count": 427, "item_count": 427, - "soft_pair_count": 1575, - "serialized_chars": 815841, - "estimated_input_tokens": 203961, - "estimated_eval_tokens": 408178 + "soft_pair_count": 1576, + "serialized_chars": 816182, + "estimated_input_tokens": 204046, + "estimated_eval_tokens": 408348 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 31, - "serialized_chars": 36823, - "estimated_input_tokens": 9206, - "estimated_eval_tokens": 18668 + "serialized_chars": 36830, + "estimated_input_tokens": 9208, + "estimated_eval_tokens": 18672 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "Mostly distinct bug reports with only loose thematic overlap in a few Qwen/config-loading items. None of the soft pairs look like the same concrete bug or change closely enough to merge.", - "confidence": 0.83, - "canonical_issue_reason": "issue:45701 is the broadest open regression report in the set, with multiple inbound references and a generic title about version-dependent tokenization changes, so it best serves as the umbrella issue.", + "summary": "This cluster is mostly a set of unrelated transformers bugs that only share broad vocabulary like model names, import errors, or configuration/loading paths. The soft pairs are largely false positives from topical similarity rather than true duplicates.", + "confidence": 0.97, + "canonical_issue_reason": "No single canonical issue stands out: the cluster spans separate bugs across imports, configs, tokenizers, pipelines, and model-specific regressions, so treating any one item as the duplicate anchor would be arbitrary.", "canonical_pr_reason": null, - "best_issue_reason": "issue:45701 is the best global representative because it is open, broadly scoped, and most likely to absorb related duplicate reports about tokenization regressions.", + "best_issue_reason": "No issue is a strong representative duplicate target; even the closest-looking pairs still describe different concrete failures or different model families/versions.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:42491", "right": "issue:43299", "accept": false, - "reason": "Both involve Qwen3 MoE loading regressions, but one is a LoRA compatibility problem and the other is a Qwen3VL MoE load failure; too different to treat as one bug." + "reason": "Both are Qwen3-MoE related, but one is a LoRA compatibility problem and the other is a model-loading regression; different concrete failures." }, { "left": "issue:44336", "right": "issue:44373", "accept": false, - "reason": "ANSI-color output in loading_report and a wrong position_ids docstring are unrelated." + "reason": "ANSI output in loading_report and a wrong position_ids docstring are unrelated bugs." }, { "left": "issue:44295", "right": "issue:45397", "accept": false, - "reason": "A position_ids buffer access error and a Gemma-4 Zero3 from_pretrained failure are different code paths and symptoms." + "reason": "One is a position_ids buffer access error; the other is a Gemma-4 ZeRO3/from_pretrained loading issue." }, { "left": "issue:44242", "right": "issue:45593", "accept": false, - "reason": "These are different model-specific loss computation issues, not the same underlying bug." + "reason": "Both mention missing losses, but they affect different models and different code paths." }, { "left": "issue:44246", "right": "issue:44496", "accept": false, - "reason": "Import latency and an unrecognized-model/config loading error are unrelated." + "reason": "Slow import and unrecognized model config are unrelated." }, { "left": "issue:41950", "right": "issue:44220", "accept": false, - "reason": "A video-classification pipeline processor lookup bug is not the same as an audio fbank feature extraction issue." + "reason": "Video-classification image-processor lookup and audio feature extraction are different subsystems." }, { "left": "issue:43531", "right": "issue:45362", "accept": false, - "reason": "Both mention Qwen, but one is a sliding_window bug in Qwen3-MoE and the other is a chat crash in Qwen3.5-35B; not the same failure." + "reason": "Qwen3-MoE sliding-window behavior and a Qwen3.5 chat crash are different bugs." }, { - "left": "issue:42886", - "right": "issue:46132", + "left": "issue:43526", + "right": "issue:45003", "accept": false, - "reason": "Offline tokenizer cache loading and AttentionInterface.register behavior are unrelated." + "reason": "BEiT label reduction and unsafe sys.modules access are unrelated." }, { - "left": "issue:43526", - "right": "issue:45003", + "left": "issue:42886", + "right": "issue:46132", "accept": false, - "reason": "BEiT label reduction and unsafe sys.modules access are different bugs." + "reason": "Offline cache loading and AttentionInterface.register behavior are different issues." }, { "left": "issue:36246", "right": "issue:42757", "accept": false, - "reason": "Missing Qwen2_5_VLImageProcessor and missing is_offline_mode are separate import errors from different modules." + "reason": "Both are import errors, but for different symbols and different packages." }, { "left": "issue:36246", "right": "issue:44351", "accept": false, - "reason": "These are different missing-symbol import failures involving unrelated APIs." + "reason": "Qwen2.5 VL image processor import failure and HybridCache import failure are unrelated." }, { "left": "issue:44336", "right": "issue:44485", "accept": false, - "reason": "Loading-report ANSI escaping and GLM-5 RoPE implementation are unrelated." + "reason": "Loading-report ANSI codes and GLM-5 RoPE implementation are different topics." }, { - "left": "issue:45003", - "right": "issue:45561", + "left": "issue:44246", + "right": "issue:44871", "accept": false, - "reason": "Unsafe sys.modules access and a pytest-xdist file race are different bugs." + "reason": "Import performance and Gemma eos_token configuration mismatch are unrelated." }, { - "left": "issue:44246", - "right": "issue:44871", + "left": "issue:45003", + "right": "issue:45561", "accept": false, - "reason": "Import performance and Gemma-3 eos_token_id mismatch are unrelated." + "reason": "Unsafe sys.modules access and a pytest-xdist file race are different concurrency/path bugs." }, { "left": "issue:43673", "right": "issue:44561", "accept": false, - "reason": "Chunked-prefill cache missing and removal of is_torch_fx_available breaking trust_remote_code are separate regressions." + "reason": "Chunked-prefill cache handling and removal of is_torch_fx_available are separate regressions." }, { - "left": "issue:36246", - "right": "issue:43596", + "left": "issue:44242", + "right": "issue:44857", "accept": false, - "reason": "A Qwen2_5_VL import error and a DeepSpeed ZeRO3 BertModel IndexError do not share the same code path." + "reason": "Missing load-balancing loss and an AMP float16 crash in LwDetrImageLoss are unrelated." }, { - "left": "issue:44242", - "right": "issue:44857", + "left": "issue:44779", + "right": "issue:45292", "accept": false, - "reason": "Load-balancing loss handling and an AMP CUDA crash in LwDetrImageLoss are unrelated." + "reason": "Tokenizer regression and resize_token_embeddings not updating output embeddings are different code paths." + }, + { + "left": "issue:44295", + "right": "issue:44749", + "accept": false, + "reason": "A position_ids buffer error and slower filtering after upgrade are unrelated." }, { "left": "issue:43352", "right": "issue:45250", "accept": false, - "reason": "One is a specific model saying Flash Attention 2.0 is unsupported; the other is only a generic Flash Attention 2.0 issue/request." + "reason": "One is a specific model not supporting Flash Attention 2; the other is a generic Flash Attention 2 issue." }, { - "left": "issue:44779", - "right": "issue:45292", + "left": "issue:36246", + "right": "issue:43596", "accept": false, - "reason": "DeepSeek tokenizer regression and resize_token_embeddings not updating output embeddings are unrelated." + "reason": "ImportError for a model processor and a DeepSpeed ZeRO3 IndexError are unrelated." }, { "left": "issue:44162", "right": "issue:45200", "accept": false, - "reason": "ESM2 breakage and Gemma-4 token-type defaults are different model issues." - }, - { - "left": "issue:44295", - "right": "issue:44749", - "accept": false, - "reason": "A position_ids buffer error and a slowdown after upgrading transformers are not the same bug." + "reason": "ESM2 breakage and Gemma-4 mm_token_type_ids handling are different model-specific bugs." }, { "left": "issue:43901", "right": "issue:45003", "accept": false, - "reason": "A documentation mismatch and unsafe sys.modules access are unrelated." + "reason": "A documentation mismatch and unsafe sys.modules access are not duplicates." }, { "left": "issue:45412", "right": "issue:46123", "accept": false, - "reason": "RT-DETR memory retention and MaskGenerationPipeline dropping the final partial batch are different problems." + "reason": "RT-DETR memory retention and MaskGenerationPipeline partial-batch dropping are unrelated." }, { "left": "issue:44496", "right": "issue:45003", "accept": false, - "reason": "Unrecognized model/config loading and sys.modules access are unrelated." - }, - { - "left": "issue:45292", - "right": "issue:45584", - "accept": false, - "reason": "resize_token_embeddings behavior and Whisper empty-transcription generation are different issues." + "reason": "Unrecognized model config and sys.modules access are different failures." }, { "left": "issue:44877", "right": "issue:45375", "accept": false, - "reason": "Both concern strict config handling, but they affect different models and failure modes; not enough to merge." + "reason": "Granite speech strict-config loading and Qwen3.5 MoE vision config field loss are different models and bugs." }, { "left": "issue:45987", "right": "issue:46082", "accept": false, - "reason": "StaticCache sequence-length contract and LlamaConfig head_dim validation are unrelated." + "reason": "Cache-length return type and LlamaConfig head_dim validation are unrelated." }, { - "left": "issue:45292", - "right": "issue:45701", + "left": "issue:43262", + "right": "issue:44246", "accept": false, - "reason": "resize_token_embeddings output propagation is not the same as a broad tokenization regression." + "reason": "Audio chat-template sampling rate and import slowdown are unrelated." }, { - "left": "issue:43262", - "right": "issue:44246", + "left": "issue:45292", + "right": "issue:45584", "accept": false, - "reason": "Audio processor sampling-rate defaults and import slowdown are unrelated." + "reason": "Embedding resize behavior and Whisper empty-transcription handling are different issues." }, { "left": "issue:43257", "right": "issue:45137", "accept": false, - "reason": "Qwen3 MOE weight conversion under accelerate/deepspeed and a ZeRO3 deque IndexError are different failures." + "reason": "Qwen3 MoE weight conversion under accelerate/deepspeed and a ZeRO3 deque IndexError are different bugs." }, { "left": "issue:45375", "right": "issue:45759", "accept": false, - "reason": "A missing strict-field in Qwen3_5MoeVisionConfig and composite Qwen multimodal text_config unwrapping are related only at a high level, not the same concrete bug." + "reason": "Both are Qwen multimodal config problems, but one drops a vision config field and the other fails to unwrap text_config; not the same concrete bug." + }, + { + "left": "issue:45292", + "right": "issue:45701", + "accept": false, + "reason": "A specific embedding-resize bug and a broad tokenization-version change report are not duplicates." } ] }, @@ -11152,7 +11285,7 @@ "component_index": 1, "component_count": 17, "review_unit_index": 36, - "review_unit_count": 50, + "review_unit_count": 49, "status": "reviewed", "reason": null, "source": "llm", @@ -11161,16 +11294,15 @@ "cluster_id": "cluster-10000-427", "nodes": [ "issue:42886", - "issue:42994", "issue:43065", "issue:43232", "issue:43408", "issue:43475", - "issue:43482", "issue:43540", "issue:43646", "issue:43653", "issue:43673", + "issue:43701", "issue:43931", "issue:44060", "issue:44077", @@ -11196,9 +11328,9 @@ "issue:45200", "issue:45229", "issue:45278", - "issue:45310", "issue:45335", "issue:45356", + "issue:45381", "issue:45397", "issue:45459", "issue:45563", @@ -11212,15 +11344,15 @@ "soft_pairs": [ "issue:44987|issue:45459", "issue:43232|issue:44336", - "issue:44995|issue:45200", "issue:44479|issue:46170", "issue:43065|issue:43408", + "issue:44995|issue:45200", "issue:43475|issue:43540", - "issue:42886|issue:45229", "issue:44466|issue:45335", + "issue:42886|issue:45229", "issue:45397|issue:45656", - "issue:43653|issue:44162", "issue:44060|issue:44077", + "issue:43653|issue:44162", "issue:44995|issue:45588", "issue:44368|issue:44977", "issue:45137|issue:45600", @@ -11231,232 +11363,238 @@ "issue:44530|issue:46170", "issue:43065|issue:46123", "issue:44933|issue:45459", - "issue:44869|issue:45356", "issue:44297|issue:44623", + "issue:44869|issue:45356", "issue:44361|issue:44749", - "issue:43232|issue:43673", "issue:43646|issue:44162", - "issue:44871|issue:46132", - "issue:43673|issue:45278", + "issue:43232|issue:43673", "issue:44623|issue:45656", "issue:44749|issue:45656", - "issue:44749|issue:45310", - "issue:42994|issue:43482" + "issue:44871|issue:46132", + "issue:43673|issue:45278", + "issue:43701|issue:44749", + "issue:43475|issue:45381" ], - "prepared_review_unit_hash": "279eacdbe34cd80074f7369c3647efb355ff0b85cb298fd0a1e5c9aa5f9d53bb", + "prepared_review_unit_hash": "516a7c96ee3b653c56fdeb847492f194620b36112230fafcf8d86ae6d32d6379", "component_budget": { "node_count": 427, "item_count": 427, - "soft_pair_count": 1575, - "serialized_chars": 815841, - "estimated_input_tokens": 203961, - "estimated_eval_tokens": 408178 + "soft_pair_count": 1576, + "serialized_chars": 816182, + "estimated_input_tokens": 204046, + "estimated_eval_tokens": 408348 }, "budget": { - "node_count": 48, - "item_count": 48, + "node_count": 47, + "item_count": 47, "soft_pair_count": 32, - "serialized_chars": 37279, - "estimated_input_tokens": 9320, - "estimated_eval_tokens": 18896 + "serialized_chars": 36751, + "estimated_input_tokens": 9188, + "estimated_eval_tokens": 18632 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is very heterogeneous: most items are unrelated regressions, model-specific bugs, or config/loading issues. None of the soft edges look like true duplicates; they only share broad Transformer/v5 theme words. If forced to pick a representative, the broad v5 model-initialization regression is the best umbrella issue.", - "confidence": 0.63, - "canonical_issue_reason": "issue:43646 is the broadest, most umbrella-style report in the set (\u201cTransformers 5.0.0 breaks custom model initialization\u201d), so it is the closest fit for a mixed cluster of v5 regression reports.", + "summary": "The items are mostly unrelated regression reports that only share broad themes like tokenizers, generation, or multimodal models. None of the soft-edge pairs look like the same concrete bug or change, so all candidate duplicate links should be rejected.", + "confidence": 0.86, + "canonical_issue_reason": "issue:45229 is the strongest standalone issue to use as a representative: it is concrete, high-impact, and has the most discussion activity, making it the best single anchor among this mixed set.", "canonical_pr_reason": null, - "best_issue_reason": "issue:43646 is the most suitable cluster representative because it is general, version-level, and can loosely cover several of the other v5-related breakage reports, even though the cluster is not a true duplicate set.", + "best_issue_reason": "issue:45229 is the best overall issue candidate because it describes a specific reproducible runtime failure with substantial discussion and clear user impact.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:44987", "right": "issue:45459", "accept": false, - "reason": "Different failures: model loading regression vs tokenizer error masking when protobuf is missing." + "reason": "Both involve loading/tokenizer behavior, but one is a model-loading regression and the other is protobuf-specific error masking; different bugs and code paths." }, - { - "left": "issue:43232", - "right": "issue:44336", - "accept": false, - "reason": "Unrelated code paths: generation kwargs update after sync_gpus vs ANSI logging in loading_report." - }, - { - "left": "issue:44995", - "right": "issue:45200", + { + "left": "issue:43232", + "right": "issue:44336", "accept": false, - "reason": "Different models and bugs: stale indexer cache in GlmMoeDsa vs Gemma 4 token-type handling." + "reason": "Generation kwargs after sync_gpus is unrelated to ANSI codes emitted by loading_report; no shared failing behavior." }, { "left": "issue:44479", "right": "issue:46170", "accept": false, - "reason": "No shared underlying bug: video-input regression in Qwen models vs Windows/ROCm import dependency issue." + "reason": "One is a video-input regression in Qwen VL models; the other is a Windows/ROCm import dependency issue. Different subsystems." }, { "left": "issue:43065", "right": "issue:43408", "accept": false, - "reason": "Same product family but different problems: dummy Conv2d implementation vs model-type mismatch warning." + "reason": "Both are SAM3-related, but one is a dummy Conv2d in the pixel decoder and the other is a model-type warning for tracker instantiation; not the same bug." }, { - "left": "issue:43475", - "right": "issue:43540", + "left": "issue:44995", + "right": "issue:45200", "accept": false, - "reason": "Different components and symptoms: missing fpn_position_embeddings vs video-input ValueError in Qwen3OmniMoe." + "reason": "Stale indexer cache on second forward pass is unrelated to Gemma 4 token-type IDs defaulting to zeros." }, { - "left": "issue:42886", - "right": "issue:45229", + "left": "issue:43475", + "right": "issue:43540", "accept": false, - "reason": "Offline tokenizer cache loading issue is unrelated to Gemma4 multi-GPU CUDA OOM." + "reason": "Different models and failures: missing fpn_position_embeddings in SAM 3 video versus a video-processing ValueError in Qwen3OmniMoe." }, { "left": "issue:44466", "right": "issue:45335", "accept": false, - "reason": "Both mention tied embeddings, but one is serialization inconsistency and the other is resize_token_embeddings not updating decoder weights." + "reason": "Both touch tied/embedding weights, but one is serialization inconsistency and the other is resize_token_embeddings not updating decoder embeddings; not mergeable as one fix." }, { - "left": "issue:45397", - "right": "issue:45656", + "left": "issue:42886", + "right": "issue:45229", "accept": false, - "reason": "Different DeepSpeed-related failures: from_pretrained on Gemma-4 vs duplicate optimizer stepping." + "reason": "Offline cache loading for tokenizers is unrelated to a multi-GPU CUDA OOM in Gemma4." }, { - "left": "issue:43653", - "right": "issue:44162", + "left": "issue:45397", + "right": "issue:45656", "accept": false, - "reason": "Tokenizer special-token registration bug is not the same as the broader ESM2 breakage report." + "reason": "Gemma-4 ZeRO3 loading failure and a double optimizer-step deepspeed bug are separate training/runtime issues." }, { "left": "issue:44060", "right": "issue:44077", "accept": false, - "reason": "Distinct issues: tied-weights warning in Qwen3-Next vs patchtsmixer post_init policy change." + "reason": "Incorrect tied-weights warning in Qwen3-Next is unrelated to patchtsmixer post_init allowance." + }, + { + "left": "issue:43653", + "right": "issue:44162", + "accept": false, + "reason": "BigBirdTokenizer special-token registration and ESM2 breakage are different tokenizer/model regressions." }, { "left": "issue:44995", "right": "issue:45588", "accept": false, - "reason": "Both are runtime bugs, but one is stale cache indexing and the other is flash_attention crashing on s_aux=None." + "reason": "A stale cache bug in GlmMoeDsa is unrelated to flash_attention crashing on s_aux=None." }, { "left": "issue:44368", "right": "issue:44977", "accept": false, - "reason": "Warning-only tied-embeddings issue vs actual generation failure with flash-attention; not the same bug." + "reason": "One is a tie_word_embeddings warning during LoRA fine-tuning; the other is a flash-attention generation failure. Same family, different bug." }, { "left": "issue:45137", "right": "issue:45600", "accept": false, - "reason": "DeepSpeed deque underflow is unrelated to stale auto_mappings references for removed Sam3LiteText configs." + "reason": "DeepSpeed ZeRO3 deque underflow and removed Sam3LiteText auto-mapping references are unrelated." }, { "left": "issue:44368", "right": "issue:45563", "accept": false, - "reason": "Different generation behavior: config warning spam vs stale num_return_sequences warning in paged generate()." + "reason": "A model-configuration warning is not the same as a stale num_return_sequences warning in paged generate()." }, { "left": "issue:44877", "right": "issue:46170", "accept": false, - "reason": "Strict config loading for granite_speech has nothing to do with Windows ROCm torch.distributed import errors." + "reason": "Strict granite_speech config loading and Windows ROCm torch.distributed import failures are unrelated." }, { "left": "issue:43673", "right": "issue:44734", "accept": false, - "reason": "Both involve generation/cache, but they are different code paths and concrete failures." + "reason": "Both involve cache/generation, but chunked_prefill cache absence and KV-cache continuation tensor indexing are different concrete defects." }, { "left": "issue:43931", "right": "issue:44368", "accept": false, - "reason": "Shape-mismatch loading error for Qwen3-VL is unrelated to tied-embedding warning noise." + "reason": "Weight-shape mismatch on Qwen3-VL loading is unrelated to a tie_word_embeddings warning." }, { "left": "issue:44530", "right": "issue:46170", "accept": false, - "reason": "PagedAttentionCache group-type crash in Qwen3.5 is not the same as the Windows ROCm dependency issue." + "reason": "PagedAttentionCache linear_attention crash and Windows/ROCm import errors do not share the same failing code path." }, { "left": "issue:43065", "right": "issue:46123", "accept": false, - "reason": "Both touch masks/pipelines, but one is a dummy layer in SAM3 and the other is partial-batch result dropping." + "reason": "SAM3 pixel-decoder dummy layer and MaskGenerationPipeline partial-batch handling are unrelated." }, { "left": "issue:44933", "right": "issue:45459", "accept": false, - "reason": "Removed import from image_utils is unrelated to tokenizer protobuf error handling." - }, - { - "left": "issue:44869", - "right": "issue:45356", - "accept": false, - "reason": "Different tokenizer failures: trailing replacement-character decode crash vs codec-handling regression in Kimi-K2.5." + "reason": "A nonexistent import from image_utils is unrelated to protobuf error masking in tokenizer decoding." }, { "left": "issue:44297", "right": "issue:44623", "accept": false, - "reason": "Both are save_pretrained-related, but one is tokenizer config mismatch and the other is missing processor files." + "reason": "Both are save_pretrained-related, but one is tokenizer_class mismatch and the other is missing processor files; not the same serialization bug." }, { - "left": "issue:44361", - "right": "issue:44749", + "left": "issue:44869", + "right": "issue:45356", "accept": false, - "reason": "Tokenizer AttributeError on tasks is unrelated to post-upgrade filtering slowdown." + "reason": "Whisper timestamp decoding crash and Kimi-K2.5 tokenizer regression are distinct tokenizer paths with different failure modes." }, { - "left": "issue:43232", - "right": "issue:43673", + "left": "issue:44361", + "right": "issue:44749", "accept": false, - "reason": "Both mention generation internals, but the concrete bugs are different cache/state issues." + "reason": "MLukeTokenizer AttributeError and a performance regression after upgrading Transformers are different issues." }, { "left": "issue:43646", "right": "issue:44162", "accept": false, - "reason": "Generic v5 initialization regression is not the same as the ESM2-specific breakage report." + "reason": "Custom model initialization breakage in Transformers 5.0.0 is unrelated to ESM2 being broken." }, { - "left": "issue:44871", - "right": "issue:46132", + "left": "issue:43232", + "right": "issue:43673", "accept": false, - "reason": "Gemma eos_token_id mismatch and AttentionInterface.register behavior change are separate configuration/API issues." + "reason": "Both mention generation/cache, but the sync_gpus kwargs update bug is not the same as missing GenerationMixin cache during chunked prefill." }, { "left": "issue:44623", "right": "issue:45656", "accept": false, - "reason": "Missing processor save files and double optimizer stepping are unrelated." + "reason": "Processor save_pretrained file omissions and double optimizer.step under deepspeed are unrelated." }, { "left": "issue:44749", "right": "issue:45656", "accept": false, - "reason": "Performance regression after upgrade vs DeepSpeed double-step bug; no shared code-path problem." + "reason": "A data-processing slowdown after upgrade is not the same bug as optimizer.step being called twice." }, { - "left": "issue:44749", - "right": "issue:45310", + "left": "issue:44871", + "right": "issue:46132", "accept": false, - "reason": "Both are upgrade regressions, but one is slowdown and the other is Qwen3.5 MoE from_pretrained failure." + "reason": "Gemma-3 eos_token_id inconsistency and AttentionInterface.register behavior change are unrelated." }, { - "left": "issue:42994", - "right": "issue:43482", + "left": "issue:43673", + "right": "issue:45278", + "accept": false, + "reason": "A specific cache bug during chunked prefill is not the same as broad import errors after upgrade." + }, + { + "left": "issue:43701", + "right": "issue:44749", + "accept": false, + "reason": "Checkpoint key mismatch and preprocessing slowdown are different problems." + }, + { + "left": "issue:43475", + "right": "issue:45381", "accept": false, - "reason": "Quantized model saving failure and Qwen2.5-GGUF loading failure are different lifecycle stages and causes." + "reason": "SAM3 vision encoder missing embeddings and Qwen2.5-VL wrong vision_position_ids are different multimodal regressions." } ] }, @@ -11472,11 +11610,11 @@ "component_index": 1, "component_count": 17, "review_unit_index": 37, - "review_unit_count": 50, + "review_unit_count": 49, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-427", "nodes": [ @@ -11492,6 +11630,7 @@ "issue:43232", "issue:43377", "issue:43475", + "issue:43482", "issue:43504", "issue:43525", "issue:43526", @@ -11519,7 +11658,6 @@ "issue:45230", "issue:45310", "issue:45375", - "issue:45381", "issue:45397", "issue:45478", "issue:45561", @@ -11529,18 +11667,18 @@ "issue:46123" ], "soft_pairs": [ - "issue:43475|issue:45381", + "issue:42994|issue:43482", "issue:45230|issue:45397", + "issue:43475|issue:43643", "issue:28282|issue:30990", "issue:44038|issue:44623", - "issue:43475|issue:43643", "issue:46077|issue:46123", "issue:41628|issue:44933", "issue:42371|issue:45092", "issue:43475|issue:44661", - "issue:42994|issue:43525", - "issue:45375|issue:45478", "issue:45081|issue:45103", + "issue:45375|issue:45478", + "issue:42994|issue:43525", "issue:45310|issue:45375", "issue:43873|issue:44945", "issue:43232|issue:44188", @@ -11550,245 +11688,241 @@ "issue:44945|issue:45753", "issue:44222|issue:45310", "issue:36010|issue:41628", - "issue:42994|issue:43824", "issue:44964|issue:45137", - "issue:42175|issue:45712", + "issue:42994|issue:43824", + "issue:43673|issue:44188", "issue:43232|issue:44792", + "issue:42175|issue:45712", "issue:44038|issue:45310", - "issue:43673|issue:44188", + "issue:43526|issue:45561", "issue:43504|issue:45561", "issue:44496|issue:45561", - "issue:43526|issue:45561", - "issue:43377|issue:44242", - "issue:42175|issue:44933" + "issue:43377|issue:44242" ], - "prepared_review_unit_hash": "f450c8740cd80c49d19e8745ce0d954d46d5e1d6ccc4131fcf230e87058105a1", + "prepared_review_unit_hash": "173fdb5d7c1982d4487dc8d349df6a89660979cd6e1542ab024a090cd858d528", "component_budget": { "node_count": 427, "item_count": 427, - "soft_pair_count": 1575, - "serialized_chars": 815841, - "estimated_input_tokens": 203961, - "estimated_eval_tokens": 408178 + "soft_pair_count": 1576, + "serialized_chars": 816182, + "estimated_input_tokens": 204046, + "estimated_eval_tokens": 408348 }, "budget": { "node_count": 47, "item_count": 47, - "soft_pair_count": 32, - "serialized_chars": 36481, - "estimated_input_tokens": 9121, - "estimated_eval_tokens": 18498 + "soft_pair_count": 31, + "serialized_chars": 36150, + "estimated_input_tokens": 9038, + "estimated_eval_tokens": 18332 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is not a duplicate set; it\u2019s a loose collection of unrelated Transformers issues with superficial title overlap (mostly import/load/model-name phrases). No soft edge looks like the same underlying bug or change, so all candidate links should be rejected.", - "confidence": 0.93, - "canonical_issue_reason": null, + "summary": "This cluster is mostly heterogeneous: many unrelated import/config/generation/quantization issues were grouped by loose similarity. Only one soft edge looks like a true duplicate thread around Qwen3.5-Moe from_pretrained failures caused by missing config fields.", + "confidence": 0.52, + "canonical_issue_reason": "Issue 45310 is the best canonical issue because it states the broader user-visible failure, and it matches the only plausible duplicate thread in this set; 45375 is a narrower root-cause variant of the same Qwen3.5-Moe problem.", "canonical_pr_reason": null, - "best_issue_reason": null, + "best_issue_reason": "45310 is the most representative and actionable issue among the near-duplicate candidates, with the clearest general symptom description.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:43475", - "right": "issue:45381", + "left": "issue:42994", + "right": "issue:43482", "accept": false, - "reason": "Both are multimodal/video model issues, but one is a missing attribute on Sam3 output objects and the other is a qwen2.5-vl video position-id bug; different code paths and failures." + "reason": "Both involve model loading/saving failures, but they are different models and different code paths (quantized save vs GGUF load/version compatibility)." }, { "left": "issue:45230", "right": "issue:45397", "accept": false, - "reason": "Generic placeholder report vs a DeepSpeed ZeRO3 gemma-4 loading bug; no shared concrete failure mode." + "reason": "Generic bug report vs a specific ZeRO3/from_pretrained issue; no evidence they describe the same defect." + }, + { + "left": "issue:43475", + "right": "issue:43643", + "accept": false, + "reason": "Different subsystems and failures: missing SAM vision encoder attribute vs trust_remote_code config field loss." }, { "left": "issue:28282", "right": "issue:30990", "accept": false, - "reason": "AutoModel missing PyTorch dependency error vs Sentence Transformers loading hang; unrelated symptoms and likely different causes." + "reason": "PyTorch missing ImportError vs Sentence Transformers loading hang are unrelated symptoms and causes." }, { "left": "issue:44038", "right": "issue:44623", "accept": false, - "reason": "Qwen3-VL-Moe transformers 5.0 bug vs processor.save_pretrained missing files; different functionality and different failures." - }, - { - "left": "issue:43475", - "right": "issue:43643", - "accept": false, - "reason": "Sam3VisionEncoderOutput missing attribute vs AutoConfig.from_pretrained dropping fields with trust_remote_code; unrelated object/model-config issues." + "reason": "Qwen3-VL-Moe/transformers v5 error is unrelated to processor.save_pretrained missing files." }, { "left": "issue:46077", "right": "issue:46123", "accept": false, - "reason": "Gemma4 bidirectional attention mask bug vs MaskGenerationPipeline final-batch handling bug; different subsystems and failure semantics." + "reason": "Different pipeline behavior: Gemma4 bidirectional attention masking vs MaskGenerationPipeline final-batch handling." }, { "left": "issue:41628", "right": "issue:44933", "accept": false, - "reason": "AutoImageProcessor import failure vs nonexistent import from image_utils; both import-related, but not the same missing symbol or file." + "reason": "Both are import-related, but they concern different missing symbols and different implementation areas." }, { "left": "issue:42371", "right": "issue:45092", "accept": false, - "reason": "TF32 backend settings complaint vs old InternVL2 remote-code/meta-init incompatibility; no shared code path." + "reason": "TensorFlow backend packaging vs remote-code checkpoint/meta-init incompatibility are different problems." }, { "left": "issue:43475", "right": "issue:44661", "accept": false, - "reason": "Missing Sam3 output attribute vs add-new-model-like failing in TOKENIZER_MAPPING_NAMES; different object model and registry logic." + "reason": "Unrelated model attribute failure vs add-new-model-like/tokenizer-mapping-name logic bug." }, { - "left": "issue:42994", - "right": "issue:43525", + "left": "issue:45081", + "right": "issue:45103", "accept": false, - "reason": "Quantized model saving failure vs Llama4Config missing pad_token_id; saving quantization state and config attribute access are unrelated." + "reason": "Tokenizer regex crash and auto_docstring annotations crash are unrelated code paths." }, { "left": "issue:45375", "right": "issue:45478", - "accept": false, - "reason": "Same model family and similar title, but the first is a missing config field dropped by strict handling while the second is a from_pretrained error in a later transformers version; not enough evidence they are the same bug." + "accept": true, + "reason": "Both point to the same Qwen3.5-Moe from_pretrained failure, with 45375 giving the likely root cause: a missing vision config field dropped by strict handling." }, { - "left": "issue:45081", - "right": "issue:45103", + "left": "issue:42994", + "right": "issue:43525", "accept": false, - "reason": "Tokenizer regex patch crash vs auto_docstring crash under future annotations; completely different mechanisms." + "reason": "Quantized model saving failure and Llama4Config missing pad_token_id are separate config/save issues." }, { "left": "issue:45310", "right": "issue:45375", - "accept": false, - "reason": "Both mention Qwen3.5 MoE, but one is a from_pretrained error and the other is a missing vision config field; not the same concrete issue." + "accept": true, + "reason": "Same underlying Qwen3.5-Moe loading bug; one describes the user-facing from_pretrained error, the other identifies the missing field causing it." }, { "left": "issue:43873", "right": "issue:44945", "accept": false, - "reason": "Quantization offloading behavior vs incorrect LLM output under pipeline parallelism; different runtime problems and likely different fix locations." + "reason": "Offloading/quantization behavior is unrelated to pipeline parallelism output divergence." }, { "left": "issue:43232", "right": "issue:44188", "accept": false, - "reason": "GenerationMixin cache/update bug vs attention kernel divergence under torch.compile; unrelated generation vs attention compilation paths." + "reason": "Generation kwargs update bug after sync_gpus is a different problem from attention-kernel divergence under torch.compile." }, { "left": "issue:41628", "right": "issue:44351", "accept": false, - "reason": "AutoImageProcessor import failure vs HybridCache import failure; both are import errors but for different classes and modules." + "reason": "Different import errors: AutoImageProcessor missing vs HybridCache missing." }, { "left": "issue:42673", "right": "issue:43704", "accept": false, - "reason": "Same title about Qwen3ForCausalLM VRAM leaks, but the second appears to be a later report; without concrete evidence of the same root cause, do not merge." + "reason": "Same model family and symptom wording, but the later issue is a separate report with no evidence of being the same defect instance." }, { "left": "issue:42831", "right": "issue:44222", "accept": false, - "reason": "FineGrainedFP8 accuracy issue vs FP8 save_pretrained on moe; one is numerical correctness, the other persistence/saving." + "reason": "FP8 accuracy regression and FP8 moe save_pretrained failure are distinct FP8-related issues." }, { "left": "issue:44945", "right": "issue:45753", "accept": false, - "reason": "Pipeline-parallelism incorrect output vs infinite loop on a specific image; different user-visible failures and different triggers." + "reason": "Pipeline parallelism output corruption and Qwen3_5 infinite loop on a specific image are different failures." }, { "left": "issue:44222", "right": "issue:45310", "accept": false, - "reason": "FP8 save_pretrained moe vs Qwen3.5 Moe from_pretrained error; one is saving, the other loading." + "reason": "Saving FP8 MOE checkpoints and Qwen3.5-Moe from_pretrained loading errors affect different operations." }, { "left": "issue:36010", "right": "issue:41628", "accept": false, - "reason": "GenerationMixin import failure vs AutoImageProcessor import failure; both imports, but different missing names and likely unrelated breakages." + "reason": "Different missing imports from different modules; not the same symbol or regression." }, { - "left": "issue:42994", - "right": "issue:43824", + "left": "issue:44964", + "right": "issue:45137", "accept": false, - "reason": "Quantized model saving failure vs Qwen2_5_VLForConditionalGeneration import failure; unrelated save vs import problems." + "reason": "Model loading incompatibility and DeepSpeed ZeRO3 deque error are unrelated." }, { - "left": "issue:44964", - "right": "issue:45137", + "left": "issue:42994", + "right": "issue:43824", "accept": false, - "reason": "Phi-4 multimodal load failure vs DeepSpeed ZeRO3 deque IndexError; no shared code path." + "reason": "Quantized saving failure vs missing Qwen2.5-VL import are separate issues." }, { - "left": "issue:42175", - "right": "issue:45712", + "left": "issue:43673", + "right": "issue:44188", "accept": false, - "reason": "Tensorflow missing from torch extra install vs leftover dummy classes leaking into dir(transformers); different packaging problems." + "reason": "GenerationMixin cache regression and attention-kernel branching divergence are different generation problems." }, { "left": "issue:43232", "right": "issue:44792", "accept": false, - "reason": "Generation kwargs update after sync_gpus vs failed janus image generation test; no evidence of the same bug." + "reason": "Generation kwargs handling and janus image-generation test failure are not the same bug." }, { - "left": "issue:44038", - "right": "issue:45310", + "left": "issue:42175", + "right": "issue:45712", "accept": false, - "reason": "Both are Qwen3 MoE-related, but one is a Transformers 5.0 bug with Qwen3-VL-Moe and the other is a Qwen3.5 MoE from_pretrained error; too broad to merge." + "reason": "TensorFlow packaging omission and leftover dummy PT classes are unrelated backend/package hygiene issues." }, { - "left": "issue:43673", - "right": "issue:44188", + "left": "issue:44038", + "right": "issue:45310", "accept": false, - "reason": "GenerationMixin cache missing in v5.0.0 during chunked_prefill vs attention-kernel divergence under torch.compile; distinct generation and attention issues." + "reason": "Both mention Qwen models and transformers v5, but they involve different models and failure modes." }, { - "left": "issue:43504", + "left": "issue:43526", "right": "issue:45561", "accept": false, - "reason": "Beit pretrained loading preset issue vs pytest-xdist race in captured_info.txt; unrelated model loading and test harness problem." + "reason": "Image processor label reduction bug and xdist race in testing utils are unrelated." }, { - "left": "issue:44496", + "left": "issue:43504", "right": "issue:45561", "accept": false, - "reason": "Unrecognized model/config.json issue vs pytest-xdist file race; no shared underlying bug." + "reason": "Pretrained preset loading failure and xdist file-race bug are different code paths." }, { - "left": "issue:43526", + "left": "issue:44496", "right": "issue:45561", "accept": false, - "reason": "BeitImageProcessorFast reduce_labels bug vs xdist captured_info.txt race; unrelated." + "reason": "Unrecognized model/config loading error vs testing-utils race condition are not the same issue." }, { "left": "issue:43377", "right": "issue:44242", "accept": false, - "reason": "MIMI encoder padding-mask discrepancy vs load-balancing loss omitted when output_router_logits=False; different models and failure types." - }, - { - "left": "issue:42175", - "right": "issue:44933", - "accept": false, - "reason": "Missing TensorFlow backend in extras install vs stray image_utils import export; packaging/backend issue vs API surface issue." + "reason": "Padding-mask batch consistency bug in MIMI encoder vs MoE load-balancing loss omission are different algorithmic issues." } ] }, - "evaluator_result": null, - "evaluator_used": false, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet and stays mostly conservative. The only accepted soft edges are the Qwen3.5-Moe from_pretrained/thread of reports, which is supported by the titles and descriptions. The rest of the pair rejections are appropriately cautious and do not overclaim evidence." + }, + "evaluator_used": true, "retried": false, - "accepted_nontrivial_soft_edge": false, + "accepted_nontrivial_soft_edge": true, "error_kind": null, "error_message": null }, @@ -11797,25 +11931,25 @@ "component_index": 1, "component_count": 17, "review_unit_index": 38, - "review_unit_count": 50, + "review_unit_count": 49, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-427", "nodes": [ - "issue:22355", - "issue:28282", "issue:30333", "issue:30990", "issue:33290", "issue:34689", "issue:35141", "issue:36331", + "issue:42175", "issue:42222", "issue:42831", "issue:42898", + "issue:43116", "issue:43278", "issue:43479", "issue:43644", @@ -11856,6 +11990,7 @@ ], "soft_pairs": [ "issue:42222|issue:45200", + "issue:42175|issue:44933", "issue:42898|issue:44568", "issue:43976|issue:44933", "issue:30990|issue:35141", @@ -11869,8 +12004,8 @@ "issue:43784|issue:43824", "issue:44734|issue:45103", "issue:43723|issue:44568", - "issue:42898|issue:45356", "issue:42898|issue:44779", + "issue:42898|issue:45356", "issue:43874|issue:45092", "issue:45405|issue:45712", "issue:44060|issue:45125", @@ -11880,229 +12015,241 @@ "issue:44933|issue:45712", "issue:44222|issue:44297", "issue:44297|issue:45656", + "issue:43116|issue:44190", "issue:43479|issue:43644", - "issue:42831|issue:44623", "issue:44190|issue:46082", - "issue:44222|issue:44623", "issue:30333|issue:36331", - "issue:45245|issue:46132", + "issue:44222|issue:44623", + "issue:42831|issue:44623", "issue:30333|issue:34689", - "issue:22355|issue:28282" + "issue:45245|issue:46132" ], - "prepared_review_unit_hash": "25258e982438d14adb3e20d49daebde4d5d026e77680e857dc62a42a1b65480a", + "prepared_review_unit_hash": "d4ce0f74d1f13ad06cedaf63aeae42e8a3b11a1c802907832ba78b286e32e6fa", "component_budget": { "node_count": 427, "item_count": 427, - "soft_pair_count": 1575, - "serialized_chars": 815841, - "estimated_input_tokens": 203961, - "estimated_eval_tokens": 408178 + "soft_pair_count": 1576, + "serialized_chars": 816182, + "estimated_input_tokens": 204046, + "estimated_eval_tokens": 408348 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 33, - "serialized_chars": 37644, - "estimated_input_tokens": 9411, - "estimated_eval_tokens": 19078 + "soft_pair_count": 34, + "serialized_chars": 37988, + "estimated_input_tokens": 9497, + "estimated_eval_tokens": 19250 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is mostly a loose grouping of unrelated Transformers issues, with several tokenizer/v5 regression topics but no pair that looks like the same concrete bug. I would use the broad tokenizer-regression issue as the representative issue, but not as a duplicate target for the others.", - "confidence": 0.71, - "canonical_issue_reason": "issue:42898 is the broadest and most central tokenizer-regression ticket in the set, and it best represents the recurring v5 behavior-change theme across several nearby issues.", + "summary": "This cluster is highly heterogeneous: tokenizer regressions, multimodal/model-loading bugs, training/DeepSpeed issues, packaging/import problems, and serving/runtime crashes are all mixed together. No soft pair looks like the same underlying bug, so I would not merge any of them. Issue 42898 is the closest thing to a hub because it is a broad v5 tokenizer-regression report, but it does not really represent the whole set.", + "confidence": 0.43, + "canonical_issue_reason": "Issue 42898 is the most central representative only in the narrow sense that it is a broad v5 tokenizer regression and overlaps thematically with several other tokenizer-related reports; the rest of the cluster is too mixed for a strong canonical fit.", "canonical_pr_reason": null, - "best_issue_reason": "issue:42898 is the best overall representative because it covers the widest shared theme in this cluster (tokenizer behavior regressions in v5), even though it is not a duplicate of the other issues.", + "best_issue_reason": "Issue 42898 is the best issue to anchor the cluster because it is the broadest, most reusable regression report among the tokenizer-related items, even though the overall cluster is not cohesive.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:42222", "right": "issue:45200", "accept": false, - "reason": "Different bugs: vitpose model breakage vs Gemma 4 missing mm_token_type_ids defaulting." + "reason": "Different model families and failure modes: VitPose module breakage vs Gemma 4 mm_token_type_ids defaulting." + }, + { + "left": "issue:42175", + "right": "issue:44933", + "accept": false, + "reason": "Both touch import/package surfaces, but one is backend extra installation and the other is a missing image_utils import." }, { "left": "issue:42898", "right": "issue:44568", "accept": false, - "reason": "Both are tokenizer v5 regressions, but one is clean_up_tokenization_spaces and the other is add_special_tokens/BOS-EOS handling." + "reason": "Both are tokenizer regressions in v5, but they affect different code paths: cleanup behavior vs missing BOS/EOS insertion." }, { "left": "issue:43976", "right": "issue:44933", "accept": false, - "reason": "Python version compatibility failure vs a missing import/export from image_utils; unrelated failure modes." + "reason": "Unrelated problems: Python version compatibility vs a nonexistent import from image_utils." }, { "left": "issue:30990", "right": "issue:35141", "accept": false, - "reason": "Sentence Transformers loading hang is not the same as output embedding reinitialization after resize." + "reason": "Loading hang and embedding reinitialization are different bugs with no shared code path." }, { "left": "issue:43479", "right": "issue:44869", "accept": false, - "reason": "Phi4MultimodalConfig None-handling and Whisper timestamp decode crash affect different code paths." + "reason": "Different subsystems: multimodal config defaulting vs Whisper timestamp decode crash." }, { "left": "issue:43479", "right": "issue:44079", "accept": false, - "reason": "Multimodal config default initialization is unrelated to ModelOutput key assignment semantics." + "reason": "Config initialization bug and ModelOutput key assignment bug are not the same issue." }, { "left": "issue:43278", "right": "issue:45137", "accept": false, - "reason": "BF16-to-FP32 dtype drift during eval is unrelated to the DeepSpeed ZeRO3 deque IndexError." + "reason": "Training/eval dtype drift is unrelated to the DeepSpeed ZeRO3 deque underflow." }, { "left": "issue:44623", "right": "issue:45310", "accept": false, - "reason": "Processor save_pretrained file omission and Qwen3.5 MoE from_pretrained failure are different bugs." + "reason": "Both mention loading/saving, but one is missing save_pretrained files and the other is a Qwen3.5 Moe from_pretrained failure." }, { - "left": "issue:42898", + "left": "issue:42831", "right": "issue:45812", "accept": false, - "reason": "Both are tokenizer regressions in v5, but they are different concrete issues: whitespace cleanup vs Granite token IDs." + "reason": "FP8 accuracy degradation is unrelated to Granite tokenizer ID regression." }, { "left": "issue:44188", "right": "issue:44373", "accept": false, - "reason": "Attention kernel divergence under torch.compile is unrelated to a docstring typo for position_ids." + "reason": "Runtime attention-kernel divergence and a wrong docstring are not the same underlying bug." }, { "left": "issue:30333", "right": "issue:33290", "accept": false, - "reason": "MLflow reporting on failed jobs and DeepSpeed AdaFactor OOM are unrelated." + "reason": "MLflow reporting on failed training jobs is unrelated to Adafactor/DeepSpeed OOM." }, { "left": "issue:43784", "right": "issue:43824", "accept": false, - "reason": "sentence-transformers import failure due to nn missing is not the same as a missing Qwen2_5_VL export." + "reason": "Two different import failures affecting different symbols and packages." }, { "left": "issue:44734", "right": "issue:45103", "accept": false, - "reason": "KV-cache continuation tensor indexing in serve is unrelated to the auto_docstring future-annotations crash." + "reason": "Serving KV-cache indexing crash and auto-docstring annotation handling are unrelated code paths." }, { "left": "issue:43723", "right": "issue:44568", "accept": false, - "reason": "AutoTokenizer.from_pretrained loading issue in v5 is different from add_special_tokens not adding BOS/EOS." + "reason": "Both are tokenizer-related, but one is a general AutoTokenizer loading issue and the other is a specific special-token behavior regression." }, { "left": "issue:42898", - "right": "issue:45356", + "right": "issue:44779", "accept": false, - "reason": "Both involve tokenizer regressions, but one is a generic v5 cleanup behavior change and the other is Kimi-K2.5 codec handling/fix_mistral_regex behavior." + "reason": "Both are v5 tokenizer regressions, but they affect different model families and different tokenizer logic." }, { "left": "issue:42898", - "right": "issue:44779", + "right": "issue:45356", "accept": false, - "reason": "Deepseek tokenizer correctness regression is a different concrete bug from clean_up_tokenization_spaces behavior changes." + "reason": "Different tokenizer regressions: clean_up_tokenization_spaces vs Kimi-K2.5 codec handling/warning behavior." }, { "left": "issue:43874", "right": "issue:45092", "accept": false, - "reason": "Missing get_number_of_image_patches and remote-code/meta-init incompatibility are different multimodal issues." + "reason": "Missing image patch helper and remote-code meta-init incompatibility are distinct multimodal issues." }, { "left": "issue:45405", "right": "issue:45712", "accept": false, - "reason": "PEFT minimum version bump and leftover dummy classes are unrelated repository hygiene/dependency issues." + "reason": "A dependency version pin problem is unrelated to leftover dummy class exports." }, { "left": "issue:44060", "right": "issue:45125", "accept": false, - "reason": "Incorrect tied-weights warning and missing _tp_plan for tensor parallelism are different Qwen3-family bugs." + "reason": "Different Qwen3 issues: incorrect tied-weights warning vs missing tensor-parallel plan." }, { "left": "issue:42898", "right": "issue:44448", "accept": false, - "reason": "Pegasus v4/v5 output differences are not the same bug as clean_up_tokenization_spaces behavior changes." + "reason": "Tokenizer cleanup regression and Pegasus output drift are different failure modes." }, { "left": "issue:44295", "right": "issue:45656", "accept": false, - "reason": "Reading a registered position_ids buffer and optimizer step being called twice are unrelated." + "reason": "Reading a registered buffer and optimizer stepping twice are unrelated." }, { "left": "issue:44448", "right": "issue:46132", "accept": false, - "reason": "Pegasus output regression is not the same as AttentionInterface.register changing registered function behavior." + "reason": "Model output regression and AttentionInterface.register behavior change are not the same bug." }, { "left": "issue:44933", "right": "issue:45712", "accept": false, - "reason": "Missing import from image_utils and dummy classes leaking into dir(transformers) are separate import-surface bugs." + "reason": "Both are export/import-adjacent, but one is a missing image_utils import and the other is stale dummy PT classes." }, { "left": "issue:44222", "right": "issue:44297", "accept": false, - "reason": "FP8 save_pretrained/moe handling and tokenizer_class mismatch in tokenizer_config.json do not describe the same failure." + "reason": "Save-pretrained behavior for FP8/MoE models is unrelated to tokenizer_class metadata mismatch." }, { - "left": "issue:44297", - "right": "issue:45656", + "left": "issue:43116", + "right": "issue:44190", "accept": false, - "reason": "Tokenizer save_pretrained metadata mismatch is unrelated to DeepSpeed optimizer double-stepping." + "reason": "Different example scripts and different failure modes: empty classification results vs local dataset loading." }, { "left": "issue:43479", "right": "issue:43644", "accept": false, - "reason": "Phi4MultimodalConfig None defaults and non-persistent buffer junk are different initialization bugs." + "reason": "Multimodal config defaults and non-persistent buffer junk are unrelated model initialization bugs." }, { - "left": "issue:42831", - "right": "issue:44623", + "left": "issue:44190", + "right": "issue:46082", "accept": false, - "reason": "FineGrainedFP8 accuracy issue and processor save_pretrained missing files are unrelated." + "reason": "Example dataset loading failure is unrelated to LlamaConfig head_dim validation." }, { - "left": "issue:44190", - "right": "issue:46082", + "left": "issue:30333", + "right": "issue:36331", "accept": false, - "reason": "Local dataset loading in a training script and LlamaConfig head_dim validation are unrelated." + "reason": "Failed-job MLflow reporting is unrelated to CustomTrainer.compute_loss signature breakage." }, { "left": "issue:44222", "right": "issue:44623", "accept": false, - "reason": "FP8 save_pretrained/moe and processor save_pretrained missing files are different save-path bugs." + "reason": "Both mention save_pretrained, but one is FP8/MoE model serialization and the other is missing processor artifact files." + }, + { + "left": "issue:42831", + "right": "issue:44623", + "accept": false, + "reason": "FP8 accuracy issues are unrelated to processor save_pretrained file omission." }, { "left": "issue:45245", "right": "issue:46132", "accept": false, - "reason": "Category-count runtime limit and AttentionInterface.register behavior change are unrelated." + "reason": "Category cardinality limits and AttentionInterface.register behavior changes are different issues." }, { - "left": "issue:30333", - "right": "issue:34689", + "left": "issue:44297", + "right": "issue:45656", "accept": false, - "reason": "MLflow not being reported after failed training and Llama 3.2 Vision loading regression are different issues." + "reason": "Tokenizer config mismatch is unrelated to the DeepSpeed optimizer-step double call." } ] }, @@ -12118,14 +12265,15 @@ "component_index": 1, "component_count": 17, "review_unit_index": 39, - "review_unit_count": 50, + "review_unit_count": 49, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-427", "nodes": [ + "issue:22355", "issue:28282", "issue:30333", "issue:30990", @@ -12175,252 +12323,259 @@ "issue:46082" ], "soft_pairs": [ - "issue:41628|issue:42757", - "issue:45071|issue:46082", + "issue:22355|issue:28282", "issue:44206|issue:45103", + "issue:45071|issue:46082", + "issue:41628|issue:42757", "issue:28282|issue:30333", "issue:30333|issue:35141", "issue:44297|issue:45310", "issue:43723|issue:44977", "issue:44222|issue:44484", "issue:43232|issue:45834", - "issue:44263|issue:45092", "issue:43761|issue:46082", + "issue:44263|issue:45092", "issue:44483|issue:45406", "issue:44295|issue:44623", "issue:44373|issue:44485", "issue:44514|issue:45103", "issue:43723|issue:44871", "issue:44263|issue:44360", - "issue:45092|issue:45357", "issue:30990|issue:38175", + "issue:45092|issue:45357", "issue:42907|issue:46050", "issue:43723|issue:44991", + "issue:44829|issue:46002", "issue:43723|issue:44442", "issue:44261|issue:45092", - "issue:44829|issue:46002", "issue:42831|issue:45310", - "issue:41628|issue:43824", "issue:43479|issue:44913", - "issue:42831|issue:44038", + "issue:41628|issue:43824", "issue:44263|issue:44373", + "issue:42831|issue:44038", "issue:39401|issue:44568", "issue:42757|issue:45278" ], - "prepared_review_unit_hash": "1b444b0ac3dfc300b64c3e24853f3ceb4739b774cd997604e5634c41721cf05e", + "prepared_review_unit_hash": "f1548ea9b576a552f60db2cdd445e65c7b8d2d2a95ca9f295927e683b8da6480", "component_budget": { "node_count": 427, "item_count": 427, - "soft_pair_count": 1575, - "serialized_chars": 815841, - "estimated_input_tokens": 203961, - "estimated_eval_tokens": 408178 + "soft_pair_count": 1576, + "serialized_chars": 816182, + "estimated_input_tokens": 204046, + "estimated_eval_tokens": 408348 }, "budget": { - "node_count": 47, - "item_count": 47, - "soft_pair_count": 31, - "serialized_chars": 36211, - "estimated_input_tokens": 9053, - "estimated_eval_tokens": 18362 + "node_count": 48, + "item_count": 48, + "soft_pair_count": 32, + "serialized_chars": 37045, + "estimated_input_tokens": 9262, + "estimated_eval_tokens": 18780 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is highly heterogeneous: most items are superficially similar only because they involve Transformers regressions, but they describe different code paths, models, and failure modes. I do not see any soft pair that is confidently the same underlying bug/change.", - "confidence": 0.82, - "canonical_issue_reason": "No single canonical issue stands out because the set spans unrelated topics (imports, tokenizer loading, generation, save/load serialization, config validation, and model-specific regressions).", + "summary": "This cluster is mostly heterogeneous: import regressions, tokenizer/model-loading bugs, config issues, and unrelated training/runtime problems. None of the soft pairs look like the same concrete bug closely enough to merge, though a few live in the same broad v5 import/tokenizer regression area.", + "confidence": 0.68, + "canonical_issue_reason": "issue:45278 is the broadest umbrella item in the set, capturing the general post-upgrade import-regression theme that also shows up in several nearby reports; the rest of the cluster is too mixed for a tighter canonical choice.", "canonical_pr_reason": null, - "best_issue_reason": "issue:43723 is the broadest user-facing regression in the set, but it is only a loose representative rather than a true duplicate hub.", + "best_issue_reason": "issue:45278 is the best single representative of the dominant broad regression theme, but only as an umbrella issue rather than a true duplicate target for the whole cluster.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:41628", - "right": "issue:42757", + "left": "issue:22355", + "right": "issue:28282", "accept": false, - "reason": "Both are import errors, but they are for different symbols from different packages and likely different breakages." + "reason": "Different missing-module/dependency errors: ONNX import path vs PyTorch availability." + }, + { + "left": "issue:44206", + "right": "issue:45103", + "accept": false, + "reason": "Unrelated bugs: feature-extractor arg handling vs auto-docstring annotation introspection." }, { "left": "issue:45071", "right": "issue:46082", "accept": false, - "reason": "One is a v5 type-checking regression in PretrainedConfig; the other is a LlamaConfig head_dim validation issue." + "reason": "Different config-validation problems affecting different models and parameters." }, { - "left": "issue:44206", - "right": "issue:45103", + "left": "issue:41628", + "right": "issue:42757", "accept": false, - "reason": "These concern different problems: one is a feature extractor crash, the other an auto-docstring annotation bug." + "reason": "Both are import errors, but for different symbols and different dependency surfaces." }, { "left": "issue:28282", "right": "issue:30333", "accept": false, - "reason": "PyTorch import error vs MLflow reporting on failed training jobs; no shared code path." + "reason": "One is a missing PyTorch import, the other is MLFlow reporting after training failure." }, { "left": "issue:30333", "right": "issue:35141", "accept": false, - "reason": "MLflow status reporting and embedding resize/post_init behavior are unrelated." + "reason": "Unrelated training-job reporting bug vs embedding resize/post_init behavior." }, { "left": "issue:44297", "right": "issue:45310", "accept": false, - "reason": "Tokenizer save_pretrained metadata mismatch is not the same as Qwen3.5 from_pretrained loading failure." + "reason": "Different tokenizer/config serialization failures; not the same concrete failure mode." }, { "left": "issue:43723", "right": "issue:44977", "accept": false, - "reason": "Generic tokenizer-loading regression vs flash-attention generation failure; different subsystems." + "reason": "Tokenizer loading regression vs flash-attention generation behavior on a specific model." }, { "left": "issue:44222", "right": "issue:44484", "accept": false, - "reason": "FP8 save_pretrained bug vs a question about shard size; not the same underlying issue." + "reason": "FP8 save-pretrained bug vs a question about shard sizing; no shared underlying defect." }, { "left": "issue:43232", "right": "issue:45834", "accept": false, - "reason": "Generation kwargs update logic and Kosmos2.5 OCR index errors are unrelated." + "reason": "Generation kwargs sync bug vs long-ocr index error in another model path." }, { - "left": "issue:44263", - "right": "issue:45092", + "left": "issue:43761", + "right": "issue:46082", "accept": false, - "reason": "torch.split return handling in an indexer is not the same as meta-init incompatibility for remote-code checkpoints." + "reason": "Vision model hidden_states regression vs Llama config validation are unrelated." }, { - "left": "issue:43761", - "right": "issue:46082", + "left": "issue:44263", + "right": "issue:45092", "accept": false, - "reason": "CLIPVisionModel hidden_states regression and LlamaConfig head_dim validation are distinct bugs." + "reason": "Different failures in different code paths: DSA indexer math vs meta-init checkpoint compatibility." }, { "left": "issue:44483", "right": "issue:45406", "accept": false, - "reason": "Chat/completions request validation failure vs Gemma4Processor missing _tokenizer attribute; different code paths." + "reason": "Chat-completions request handling vs processor missing internal tokenizer attribute." }, { "left": "issue:44295", "right": "issue:44623", "accept": false, - "reason": "Reading registered position_ids buffer and processor.save_pretrained missing files are not the same failure." + "reason": "Position_ids buffer access bug vs processor save_pretrained file emission bug." }, { "left": "issue:44373", "right": "issue:44485", "accept": false, - "reason": "A docstring typo does not match a RoPE implementation bug." + "reason": "Docstring mismatch is not the same as a RoPE implementation bug." }, { "left": "issue:44514", "right": "issue:45103", "accept": false, - "reason": "Batched chat-template crash and auto-docstring annotation crash are unrelated." + "reason": "Batched processor crash vs annotation-based auto-docstring crash are unrelated." }, { "left": "issue:43723", "right": "issue:44871", "accept": false, - "reason": "Tokenizer loading regression and eos_token_id inconsistency are different issues." - }, - { - "left": "issue:44263", - "right": "issue:44360", - "accept": false, - "reason": "Both mention the DSA indexer, but one is torch.split return handling and the other is a missing ReLU; not the same bug." + "reason": "Both involve tokenizer-related v5 issues, but different symptoms and model-specific roots." }, { - "left": "issue:45092", - "right": "issue:45357", + "left": "issue:44263", + "right": "issue:44360", "accept": false, - "reason": "Different model families and different symptoms: meta-init incompatibility vs incorrect visual encoder keys on save." + "reason": "Same subsystem name, but different defects in the GLM DSA indexer." }, { "left": "issue:30990", "right": "issue:38175", "accept": false, - "reason": "Sentence-Transformers loading hang and SigLIP2 zero-probabilities are unrelated." + "reason": "Loading hang vs zero-probability accuracy issue; no shared bug." + }, + { + "left": "issue:45092", + "right": "issue:45357", + "accept": false, + "reason": "Checkpoint meta-init incompatibility vs incorrect visual-encoder save keys." }, { "left": "issue:42907", "right": "issue:46050", "accept": false, - "reason": "Both involve save/load of quantized models, but the model types and reported failures differ too much to merge confidently." + "reason": "Both touch quantized save/load, but they are different quantization schemes and failure modes." }, { "left": "issue:43723", "right": "issue:44991", "accept": false, - "reason": "Both are tokenizer loading regressions, but they affect different models and the titles do not indicate the same root cause." + "reason": "Both are tokenizer-loading complaints, but they target different models and likely different causes." + }, + { + "left": "issue:44829", + "right": "issue:46002", + "accept": false, + "reason": "Different training-path regressions: flash-attention behavior vs NaNs at init/checkout." }, { "left": "issue:43723", "right": "issue:44442", "accept": false, - "reason": "AutoTokenizer loading failure and FastSpeech2ConformerTokenizer failure may both be tokenizer-related, but there is no evidence they share the same underlying bug." + "reason": "Generic AutoTokenizer loading problem vs one tokenizer class loading failure; not clearly the same bug." }, { "left": "issue:44261", "right": "issue:45092", "accept": false, - "reason": "MLA q_a_layernorm precision issue and InternVL2 meta-init incompatibility are different model bugs." + "reason": "Layernorm epsilon config precision bug vs checkpoint/meta-init incompatibility." }, { - "left": "issue:44829", - "right": "issue:46002", + "left": "issue:42831", + "right": "issue:45310", "accept": false, - "reason": "Flash-attention 3 training degeneration and NaNs during checkout/init are different failure modes." + "reason": "FP8 accuracy issue vs Qwen3.5 Moe from_pretrained error are unrelated." }, { - "left": "issue:42831", - "right": "issue:45310", + "left": "issue:43479", + "right": "issue:44913", "accept": false, - "reason": "FP8 accuracy concerns and Qwen3.5 moe from_pretrained errors are not the same problem." + "reason": "Different config persistence bugs affecting different models and fields." }, { "left": "issue:41628", "right": "issue:43824", "accept": false, - "reason": "Different missing imports from different API layers; no shared bug." + "reason": "Both are import errors, but for different exported classes and different underlying breakages." }, { - "left": "issue:43479", - "right": "issue:44913", + "left": "issue:44263", + "right": "issue:44373", "accept": false, - "reason": "Default subconfig initialization and GPTNeoX rotary_pct reloading are unrelated config bugs." + "reason": "Different bug classes: runtime tensor indexing vs documentation text." }, { "left": "issue:42831", "right": "issue:44038", "accept": false, - "reason": "FineGrainedFP8 accuracy and Qwen3-VL-Moe v5 bug are different issues." - }, - { - "left": "issue:44263", - "right": "issue:44373", - "accept": false, - "reason": "DSA indexer return-value handling and a docstring issue are unrelated." + "reason": "Accuracy issue in FP8 path vs Qwen3-VL-Moe bug; no shared concrete code-path." }, { "left": "issue:39401", "right": "issue:44568", "accept": false, - "reason": "Tokenizer offset_mapping bug and missing BOS/EOS tokens are both tokenizer-related but not the same defect." + "reason": "Different tokenizer regressions: offset mapping vs special-token insertion." }, { "left": "issue:42757", "right": "issue:45278", "accept": false, - "reason": "A single missing import and a broad upgrade causing many import errors are not the same concrete bug." + "reason": "45278 is a broad umbrella import-regression report, but this is still not the same concrete bug as the specific huggingface_hub symbol import failure." } ] }, @@ -12436,11 +12591,11 @@ "component_index": 1, "component_count": 17, "review_unit_index": 40, - "review_unit_count": 50, + "review_unit_count": 49, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-427", "nodes": [ @@ -12483,6 +12638,7 @@ "issue:44743", "issue:44829", "issue:44945", + "issue:44964", "issue:45200", "issue:45278", "issue:45290", @@ -12493,231 +12649,238 @@ "issue:46132" ], "soft_pairs": [ - "issue:42886|issue:42994", "issue:43232|issue:45593", - "issue:42886|issue:43066", + "issue:42886|issue:42994", "issue:42831|issue:45753", - "issue:43756|issue:44060", "issue:22355|issue:28218", + "issue:42886|issue:43066", + "issue:43756|issue:44060", "issue:44671|issue:46132", "issue:43122|issue:44521", - "issue:43576|issue:43784", "issue:44117|issue:44704", + "issue:43576|issue:43784", "issue:43646|issue:46002", "issue:30990|issue:33357", "issue:42371|issue:44263", "issue:44295|issue:44297", "issue:44704|issue:45290", - "issue:43232|issue:44743", "issue:42907|issue:44945", - "issue:43122|issue:44514", + "issue:43232|issue:44743", "issue:41628|issue:45278", - "issue:39401|issue:44488", + "issue:43122|issue:44514", "issue:43976|issue:44945", "issue:44261|issue:44373", "issue:43784|issue:45600", + "issue:39401|issue:44488", "issue:43408|issue:43475", "issue:42907|issue:43937", "issue:39401|issue:44521", + "issue:43116|issue:45200", "issue:44625|issue:44829", - "issue:43116|issue:45200" + "issue:42907|issue:44964" ], - "prepared_review_unit_hash": "d5d59ef1a98c2a995a99726242f42507b26aa6e3e8038de2c2704af4c7c1e7a1", + "prepared_review_unit_hash": "642ea3512f475d34bd52c0c858a85e2b5eed69b34c2aad3068d7931253a639b7", "component_budget": { "node_count": 427, "item_count": 427, - "soft_pair_count": 1575, - "serialized_chars": 815841, - "estimated_input_tokens": 203961, - "estimated_eval_tokens": 408178 + "soft_pair_count": 1576, + "serialized_chars": 816182, + "estimated_input_tokens": 204046, + "estimated_eval_tokens": 408348 }, "budget": { - "node_count": 47, - "item_count": 47, - "soft_pair_count": 28, - "serialized_chars": 35083, - "estimated_input_tokens": 8771, - "estimated_eval_tokens": 17798 + "node_count": 48, + "item_count": 48, + "soft_pair_count": 29, + "serialized_chars": 35963, + "estimated_input_tokens": 8991, + "estimated_eval_tokens": 18238 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is a broad false-positive similarity mix: tokenizer regressions, generation bugs, import errors, vision/model-specific issues, quantization problems, and training/runtime issues. None of the soft pairs look like the same underlying bug or change.", - "confidence": 0.97, - "canonical_issue_reason": "issue:44521 is the best representative available because it is active/open, has the most discussion/inbound references, and sits on a broadly relevant apply_chat_template/tokenizer path.", + "summary": "This cluster is a loose collection of unrelated Transformers issues spanning tokenization, multimodal processors, saving/loading, generation, and model-specific regressions. I do not see a single underlying bug/change that ties the soft pairs together, so all soft edges are rejected.", + "confidence": 0.95, + "canonical_issue_reason": null, "canonical_pr_reason": null, - "best_issue_reason": "issue:44521 is the strongest global issue candidate for triage, but only as a loose representative; the cluster is too heterogeneous for a true duplicate canonical.", + "best_issue_reason": "issue:42886 is the clearest standalone regression with a concrete repro (offline tokenizer cache loading), but it is only a loose representative because the cluster is heterogeneous rather than one duplicate family.", "best_pr_reason": null, "soft_edge_verdicts": [ - { - "left": "issue:42886", - "right": "issue:42994", - "accept": false, - "reason": "Offline tokenizer cache loading is unrelated to quantized model saving." - }, { "left": "issue:43232", "right": "issue:45593", "accept": false, - "reason": "Generation kwarg update logic is unrelated to D-FINE auxiliary-loss behavior." + "reason": "Different bugs: generation kwargs handling vs D-FINE auxiliary losses." }, { "left": "issue:42886", - "right": "issue:43066", + "right": "issue:42994", "accept": false, - "reason": "Both involve tokenizers, but one is cache/offline loading and the other is decoder type selection." + "reason": "Both involve loading/saving, but one is offline tokenizer cache loading and the other is quantized model saving failure." }, { "left": "issue:42831", "right": "issue:45753", "accept": false, - "reason": "FineGrainedFP8 accuracy issues are unrelated to a multimodal infinite-loop bug." + "reason": "Unrelated failures: FineGrainedFP8 accuracy vs Qwen3_5 image-triggered infinite loop." }, { - "left": "issue:43756", - "right": "issue:44060", + "left": "issue:22355", + "right": "issue:28218", "accept": false, - "reason": "Smollm3 RoPE layer handling and Qwen3-Next tied-weights warnings are different model bugs." + "reason": "Missing module import error vs tokenizer spacing behavior after added token; not the same bug." }, { - "left": "issue:22355", - "right": "issue:28218", + "left": "issue:42886", + "right": "issue:43066", "accept": false, - "reason": "Missing transformers.onnx import and added-token spacing are unrelated tokenizer issues." + "reason": "Tokenizer offline cache regression and wrong tokenizer decoder type are different tokenizer issues." + }, + { + "left": "issue:43756", + "right": "issue:44060", + "accept": false, + "reason": "Different model-specific regressions: Smollm3 RoPE layer dropping vs Qwen3-Next tied-weights warning." }, { "left": "issue:44671", "right": "issue:46132", "accept": false, - "reason": "CamemBERT MLM output regression is unrelated to AttentionInterface.register behavior changes." + "reason": "Masked LM prediction bug and AttentionInterface registration behavior are unrelated." }, { "left": "issue:43122", "right": "issue:44521", "accept": false, - "reason": "Tokenization version differences and multimodal assistant-mask zeros are distinct failures." + "reason": "Both touch tokenization/chat templates, but they affect different APIs and failure modes." }, { - "left": "issue:43576", - "right": "issue:43784", + "left": "issue:44117", + "right": "issue:44704", "accept": false, - "reason": "Broken env command and sentence-transformers import NameError are unrelated." + "reason": "Tokenizer mapping None handling vs AutoProcessor kwargs forwarding are separate code paths." }, { - "left": "issue:44117", - "right": "issue:44704", + "left": "issue:43576", + "right": "issue:43784", "accept": false, - "reason": "Tokenizer mapping fallback bug and AutoProcessor kwargs forwarding are different code paths." + "reason": "CLI/env command breakage vs sentence-transformers import NameError; not the same issue." }, { "left": "issue:43646", "right": "issue:46002", "accept": false, - "reason": "Custom model initialization breakage and NaNs in classification heads are not the same bug." + "reason": "Custom model init breakage and NaNs in classification heads are different regressions." }, { "left": "issue:30990", "right": "issue:33357", "accept": false, - "reason": "Sentence Transformers loading stall and MacOS bus error are different runtime failures." + "reason": "Sentence Transformers loading hang vs MacOS bus error on CLIP; unrelated symptoms." }, { "left": "issue:42371", "right": "issue:44263", "accept": false, - "reason": "TF32 API guidance and a torch.split return-value issue are unrelated." + "reason": "TF32 configuration guidance issue vs torch.split behavior in GlmMoeDsaIndexer." }, { "left": "issue:44295", "right": "issue:44297", "accept": false, - "reason": "Buffer access issue for position_ids and tokenizer_class mismatch are unrelated." + "reason": "Position_ids buffer access error vs tokenizer_class mismatch in saved config; different bugs." }, { "left": "issue:44704", "right": "issue:45290", "accept": false, - "reason": "Cached-file kwarg propagation and chat-template tool-call crash are different processor bugs." - }, - { - "left": "issue:43232", - "right": "issue:44743", - "accept": false, - "reason": "Generation sync_gpus kwargs handling and Qwen3.5 recurrent-state reset are different logic errors." + "reason": "AutoProcessor cached_file kwargs forwarding and chat-template tool-call crash are separate paths." }, { "left": "issue:42907", "right": "issue:44945", "accept": false, - "reason": "Quantized save failure and pipeline-parallelism output corruption are unrelated." + "reason": "Quantized model saving failure vs incorrect pipeline-parallel LLM output; unrelated." }, { - "left": "issue:43122", - "right": "issue:44514", + "left": "issue:43232", + "right": "issue:44743", "accept": false, - "reason": "Tokenizer output changes across versions and batched chat-template crash are different issues." + "reason": "Both involve generation/state, but one is sync_gpus kwargs update and the other is recurrent state reset in a specific model module." }, { "left": "issue:41628", "right": "issue:45278", "accept": false, - "reason": "Specific AutoImageProcessor import failure is not the same as broad upgrade-time import errors." + "reason": "Single missing import vs broad import breakage after upgrade; too broad and not one concrete bug." }, { - "left": "issue:39401", - "right": "issue:44488", + "left": "issue:43122", + "right": "issue:44514", "accept": false, - "reason": "Wrong offset_mapping and failing to load a specific model are unrelated tokenizer/model-loading bugs." + "reason": "Tokenization/version difference and Qwen2_5_VL batched chat-template crash are distinct issues." }, { "left": "issue:43976", "right": "issue:44945", "accept": false, - "reason": "Python-version compatibility and pipeline-parallelism output errors are unrelated." + "reason": "Python version support regression vs incorrect output under pipeline parallelism." }, { "left": "issue:44261", "right": "issue:44373", "accept": false, - "reason": "MLA layer norm precision/config bug and a docstring issue are not duplicates." + "reason": "Runtime precision bug vs docstring documentation issue." }, { "left": "issue:43784", "right": "issue:45600", "accept": false, - "reason": "Import NameError in sentence-transformers and stale auto_mappings references are different breakages." + "reason": "Import-time NameError in sentence-transformers integration vs stale auto_mappings references breaking CI." + }, + { + "left": "issue:39401", + "right": "issue:44488", + "accept": false, + "reason": "Different models and failures: wrong offset mappings vs model loading failure." }, { "left": "issue:43408", "right": "issue:43475", "accept": false, - "reason": "Model-type warning and missing fpn_position_embeddings are separate SAM3 bugs." + "reason": "Same SAM3 family, but a model-type warning and a missing attribute are different concrete bugs." }, { "left": "issue:42907", "right": "issue:43937", "accept": false, - "reason": "Saving dequantized models and invalid GenerationConfig are unrelated." + "reason": "Quantized saving failure vs invalid GenerationConfig; unrelated." }, { "left": "issue:39401", "right": "issue:44521", "accept": false, - "reason": "Offset mapping regression and multimodal assistant-mask zeros are distinct tokenizer/template bugs." + "reason": "Wrong offset mapping and zero assistant masks are different tokenizer/multimodal template bugs." + }, + { + "left": "issue:43116", + "right": "issue:45200", + "accept": false, + "reason": "Example script multi-label output bug vs Gemma 4 token-type defaults; unrelated." }, { "left": "issue:44625", "right": "issue:44829", "accept": false, - "reason": "num_labels propagation and flash_attention_3 training degeneration are different issues." + "reason": "Config propagation bug vs flash_attention_3 training degeneration; different subsystems." }, { - "left": "issue:43116", - "right": "issue:45200", + "left": "issue:42907", + "right": "issue:44964", "accept": false, - "reason": "Classification example script returning empty results and Gemma 4 token-type defaults are unrelated." + "reason": "Saving dequantized models and loading Phi-4 multimodal are unrelated issues." } ] }, @@ -12733,11 +12896,11 @@ "component_index": 1, "component_count": 17, "review_unit_index": 41, - "review_unit_count": 50, + "review_unit_count": 49, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-427", "nodes": [ @@ -12769,6 +12932,7 @@ "issue:43976", "issue:43992", "issue:44038", + "issue:44075", "issue:44222", "issue:44295", "issue:44297", @@ -12777,9 +12941,9 @@ "issue:44485", "issue:44704", "issue:44779", + "issue:44936", "issue:44938", "issue:44945", - "issue:44964", "issue:44977", "issue:45072", "issue:45216", @@ -12791,7 +12955,6 @@ ], "soft_pairs": [ "issue:44360|issue:44485", - "issue:42907|issue:44964", "issue:44038|issue:44297", "issue:28218|issue:30990", "issue:44038|issue:44295", @@ -12810,218 +12973,219 @@ "issue:43493|issue:45753", "issue:42673|issue:45072", "issue:43066|issue:44779", - "issue:38617|issue:45278", "issue:43992|issue:44704", + "issue:38617|issue:45278", "issue:22355|issue:29127", "issue:43611|issue:46002", "issue:43937|issue:44485", "issue:43976|issue:45446", - "issue:42222|issue:43441", "issue:43116|issue:43493", - "issue:42371|issue:43874" + "issue:42222|issue:43441", + "issue:42371|issue:43874", + "issue:44075|issue:44936" ], - "prepared_review_unit_hash": "59c5711e754ab1b3ff2dee735d7c12fb070bdab60d7fc51004964fa2e53be704", + "prepared_review_unit_hash": "c46592cb210fb78e325d20f8b96e3ffc7dd7325fcebbdff5e5a6bde5985495d5", "component_budget": { "node_count": 427, "item_count": 427, - "soft_pair_count": 1575, - "serialized_chars": 815841, - "estimated_input_tokens": 203961, - "estimated_eval_tokens": 408178 + "soft_pair_count": 1576, + "serialized_chars": 816182, + "estimated_input_tokens": 204046, + "estimated_eval_tokens": 408348 }, "budget": { - "node_count": 47, - "item_count": 47, + "node_count": 48, + "item_count": 48, "soft_pair_count": 29, - "serialized_chars": 35266, - "estimated_input_tokens": 8817, - "estimated_eval_tokens": 17890 + "serialized_chars": 35760, + "estimated_input_tokens": 8940, + "estimated_eval_tokens": 18136 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is a loose mix of Transformers regressions and model-specific import/load/save bugs. The soft pairs mostly share broad themes (tokenizers, v5 regressions, Qwen/MoE) but do not look like the same concrete bug, so none should be merged as duplicates.", - "confidence": 0.43, - "canonical_issue_reason": "issue:43122 is the best cluster representative because it is a broad tokenizer-regression report and sits near several other tokenizer-related items, while still being concrete enough to describe the main recurring theme.", + "summary": "The cluster is mostly a loose collection of unrelated Transformer issues; the soft-similarity pairs mostly share broad subsystem words (tokenizer/import/model) rather than the same concrete bug. No PR candidates are present.", + "confidence": 0.34, + "canonical_issue_reason": "issue:43122 is the best anchor for the tokenizer-regression subgroup because it describes a broad cross-version tokenization change and sits closest to the other tokenizer-related candidates.", "canonical_pr_reason": null, - "best_issue_reason": "issue:43122 best captures the recurring user-facing problem space in this set: tokenization changes/regressions around the v5 transition. It is the most central among the provided issues without being overly narrow.", + "best_issue_reason": "issue:43122 is the most representative issue overall: it is specific enough to define a real bug, but broad enough to capture the shared tokenizer-regression theme better than the more model-specific reports.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:44360", "right": "issue:44485", "accept": false, - "reason": "Different bug areas: a missing ReLU in DSA indexer vs GLM-5 RoPE implementation. Same general model-internals theme, but not the same underlying problem." - }, - { - "left": "issue:42907", - "right": "issue:44964", - "accept": false, - "reason": "Different models and failures: dequantized Ministral/Devstral save issue vs Phi-4 multimodal loading issue." + "reason": "Different subsystems and failure modes: DSA/ReLU discussion vs GLM-5 RoPE implementation." }, { "left": "issue:44038", "right": "issue:44297", "accept": false, - "reason": "One is a Qwen3-VL-Moe model/runtime bug; the other is tokenizer.save_pretrained metadata mismatch. No shared concrete code path." + "reason": "One is a Qwen3-VL-Moe loading bug; the other is tokenizer save_pretrained metadata mismatch." }, { "left": "issue:28218", "right": "issue:30990", "accept": false, - "reason": "Tokenizer spacing bug vs Sentence Transformers load hang; unrelated symptoms and subsystems." + "reason": "Tokenizer extra-space bug is unrelated to Sentence Transformers loading hang." }, { "left": "issue:44038", "right": "issue:44295", "accept": false, - "reason": "Qwen3-VL-Moe bug and position_ids buffer read error are unrelated." + "reason": "Qwen3-VL-Moe loading issue does not match a position_ids buffer read error." }, { "left": "issue:43122", "right": "issue:44779", "accept": false, - "reason": "Both are tokenizer regressions, but one is a generic version-to-version difference and the other is Deepseek-specific incorrect output. Too broad to treat as one bug." + "reason": "Both concern tokenizer regressions, but they describe different concrete failures and model-specific behaviors." }, { "left": "issue:42907", "right": "issue:43452", "accept": false, - "reason": "Save/dequantization problem for Ministral/Devstral is not the same as gguf_file loading failures in AutoTokenizer/AutoModel." + "reason": "Dequantized save failure is unrelated to gguf_file loading behavior in AutoTokenizer/AutoModel." }, { "left": "issue:36296", "right": "issue:43116", "accept": false, - "reason": "Tensor-parallel training bug and example-script multi-label classification output issue are unrelated." + "reason": "Tensor parallel training bug is unrelated to example-script multi-label classification output." }, { "left": "issue:44038", "right": "issue:44222", "accept": false, - "reason": "Same model family and MoE wording, but one is a Qwen3-VL-Moe behavior bug and the other is FP8 save_pretrained. Not enough to unify." + "reason": "Different Qwen3-VL-Moe loading path vs FP8 save_pretrained behavior." }, { "left": "issue:43824", "right": "issue:44351", "accept": false, - "reason": "Both are import errors, but for different missing symbols and likely different release breakages." + "reason": "Separate import errors for different symbols and modules." }, { "left": "issue:45216", "right": "issue:45478", "accept": false, - "reason": "Both involve Qwen3.5 around v5.4.0, but one is checkpoint saving and the other is from_pretrained loading. Related, but not the same concrete bug." + "reason": "Both are Qwen3.5-related, but one is save_pretrained checkpoint corruption and the other is a from_pretrained error." }, { "left": "issue:42757", "right": "issue:44351", "accept": false, - "reason": "Different missing imports from different dependencies/symbols; no indication of one underlying defect." + "reason": "Missing huggingface_hub symbol vs missing transformers symbol; unrelated import breakages." }, { "left": "issue:43784", "right": "issue:45446", "accept": false, - "reason": "sentence-transformers import NameError and flex_attention version-check bug are unrelated." + "reason": "Sentence-transformers import failure is unrelated to the flex_attention PyTorch version check." }, { "left": "issue:43278", "right": "issue:44945", "accept": false, - "reason": "dtype mismatch in evaluation vs incorrect LLM output under pipeline parallelism are different failure modes and code paths." + "reason": "Dtype drift in evaluate is not the same bug as incorrect output under pipeline parallelism." }, { "left": "issue:22355", - "right": "issue:29159", + "right": "issue:29127", "accept": false, - "reason": "Missing transformers.onnx module vs slow/fast tokenizer inconsistency are unrelated." + "reason": "Old missing-module issue is unrelated to LayoutLMv3 error-message clarity." }, { "left": "issue:43122", "right": "issue:44977", "accept": false, - "reason": "Both are tokenization-related in v5, but one is a generic tokenization change and the other is a Qwen3.5 flash-attention generation issue. Not the same bug." + "reason": "Both are tokenizer regressions in v5, but they affect different models and show different symptoms." }, { "left": "issue:42175", "right": "issue:44938", "accept": false, - "reason": "TensorFlow extra-install packaging and Python 3.14 load failure are different compatibility problems." + "reason": "Packaging backend selection issue is unrelated to Python 3.14 import/load failure." }, { "left": "issue:43493", "right": "issue:45753", "accept": false, - "reason": "Different model-specific multimodal issues: SigLIP2 implementation discrepancy vs Qwen3_5 image loop." + "reason": "SigLIP2 JAX/HF discrepancy is unrelated to Qwen3_5 infinite-loop behavior on one image." }, { "left": "issue:42673", "right": "issue:45072", "accept": false, - "reason": "VRAM leak in multi-threaded Qwen3ForCausalLM and dtype mismatches in bfloat16 inference are unrelated." + "reason": "VRAM leak in Qwen3ForCausalLM is unrelated to dtype mismatches in inference." }, { "left": "issue:43066", "right": "issue:44779", "accept": false, - "reason": "Both mention tokenizer behavior in v5, but one is decoder-type metadata and the other is model output/tokenization correctness. Too different to merge." + "reason": "Tokenizer decoder-type bug and Deepseek tokenization regression are related only at a very high level, not the same concrete defect." }, { - "left": "issue:38617", - "right": "issue:45278", + "left": "issue:43992", + "right": "issue:44704", "accept": false, - "reason": "Single missing import symbol vs broad many-import-errors report; the latter is a superset-style release complaint, not the same bug." + "reason": "Missing embed_tokens weight on from_pretrained is unrelated to AutoProcessor kwarg forwarding." }, { - "left": "issue:43992", - "right": "issue:44704", + "left": "issue:38617", + "right": "issue:45278", "accept": false, - "reason": "Missing embed_tokens.weight in from_pretrained and AutoProcessor kwargs forwarding are unrelated." + "reason": "Specific missing import is not the same underlying issue as a broad set of import errors after upgrade." }, { "left": "issue:22355", "right": "issue:29127", "accept": false, - "reason": "Different areas entirely: ONNX import error vs LayoutLMv3 error-message clarity." + "reason": "No shared code path: ONNX import failure vs LayoutLMv3 error-message wording." }, { "left": "issue:43611", "right": "issue:46002", "accept": false, - "reason": "base_model_prefix loading regression and NaNs in classification heads are distinct defects." + "reason": "base_model_prefix loading breakage is unrelated to NaNs in classification heads." }, { "left": "issue:43937", "right": "issue:44485", "accept": false, - "reason": "Same GLM-5 umbrella, but GenerationConfig validation and RoPE implementation are separate code paths." + "reason": "GenerationConfig validation for GLM-5 is not the same as a RoPE implementation discussion." }, { "left": "issue:43976", "right": "issue:45446", "accept": false, - "reason": "Python version support/load failure is unrelated to the flex_attention PyTorch version check bug." + "reason": "Python version support breakage is unrelated to an incorrect PyTorch-version guard in flex_attention." }, { - "left": "issue:42222", - "right": "issue:43441", + "left": "issue:43116", + "right": "issue:43493", "accept": false, - "reason": "Both involve model-specific breakage, but one is vitpose loading issues and the other is Ministral-3 flash-attention failure. Not the same bug." + "reason": "Example-script multi-label output bug is unrelated to SigLIP2 implementation discrepancies." }, { - "left": "issue:43116", - "right": "issue:43493", + "left": "issue:42222", + "right": "issue:43441", "accept": false, - "reason": "Example script multi-label output issue and SigLIP2 implementation discrepancy are unrelated." + "reason": "VitPose breakage and Ministral-3 FlashAttention failure affect different models and code paths." }, { "left": "issue:42371", "right": "issue:43874", "accept": false, - "reason": "TF32 behavior settings and missing get_number_of_image_patches are unrelated." + "reason": "TF32 API guidance is unrelated to missing image-patch counting in GLM46VImageProcessorFast." + }, + { + "left": "issue:44075", + "right": "issue:44936", + "accept": false, + "reason": "Unused SGD args and trainer.evaluate() failure after train() are different bugs." } ] }, @@ -13037,11 +13201,11 @@ "component_index": 1, "component_count": 17, "review_unit_index": 42, - "review_unit_count": 50, + "review_unit_count": 49, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-427", "nodes": [ @@ -13055,17 +13219,18 @@ "issue:42673", "issue:43064", "issue:43116", + "issue:43408", "issue:43421", "issue:43450", "issue:43582", "issue:43673", + "issue:43742", "issue:43825", "issue:43827", "issue:43906", "issue:43937", "issue:43986", "issue:44038", - "issue:44075", "issue:44117", "issue:44291", "issue:44380", @@ -13074,7 +13239,6 @@ "issue:44484", "issue:44779", "issue:44829", - "issue:44936", "issue:44977", "issue:45071", "issue:45081", @@ -13094,238 +13258,214 @@ "issue:46178" ], "soft_pairs": [ - "issue:44075|issue:44936", "issue:43064|issue:43673", - "issue:44038|issue:45478", "issue:45357|issue:45478", + "issue:44038|issue:45478", "issue:43116|issue:43825", "issue:45083|issue:45446", "issue:43937|issue:45563", "issue:44380|issue:46077", "issue:33453|issue:39401", - "issue:39401|issue:44779", - "issue:43827|issue:45446", "issue:44117|issue:45588", + "issue:43827|issue:45446", + "issue:39401|issue:44779", "issue:42673|issue:43906", "issue:43937|issue:44977", "issue:44291|issue:45071", "issue:43450|issue:43986", "issue:44466|issue:46002", "issue:45405|issue:45446", - "issue:45341|issue:45561", "issue:42222|issue:46178", "issue:44117|issue:45081", + "issue:45341|issue:45561", "issue:38617|issue:41628", "issue:44410|issue:45310", "issue:44829|issue:45216", "issue:39401|issue:43421", - "issue:42673|issue:43582", "issue:42617|issue:45341", + "issue:42673|issue:43582", "issue:44484|issue:45310", - "issue:42490|issue:42673" + "issue:42490|issue:42673", + "issue:43408|issue:43742" ], - "prepared_review_unit_hash": "7c0c565f1462e8914811b04cf97b18bcfca9359edfa8a93ee2d6af059560ee44", + "prepared_review_unit_hash": "f1fbe9b36c7339e2bc304e6691bacdc89cfa1748b238d576269738a9b92b9767", "component_budget": { "node_count": 427, "item_count": 427, - "soft_pair_count": 1575, - "serialized_chars": 815841, - "estimated_input_tokens": 203961, - "estimated_eval_tokens": 408178 + "soft_pair_count": 1576, + "serialized_chars": 816182, + "estimated_input_tokens": 204046, + "estimated_eval_tokens": 408348 }, "budget": { "node_count": 47, "item_count": 47, "soft_pair_count": 29, - "serialized_chars": 35782, - "estimated_input_tokens": 8946, - "estimated_eval_tokens": 18148 + "serialized_chars": 35838, + "estimated_input_tokens": 8960, + "estimated_eval_tokens": 18176 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is mostly a noisy mix of unrelated Transformers bugs; the only clear thematic pocket is tokenizer-related regressions, but none of the soft pairs look like true duplicates or mergeable PR equivalents.", - "confidence": 0.63, - "canonical_issue_reason": "Issue 44779 is the best anchor for the tokenizer-regression subtheme: it is a concrete v5-vs-v4 correctness regression with a specific failing model, and it is broader than the more narrow tokenizer symptoms nearby.", + "summary": "This cluster is mostly heterogeneous transformer-regression issues with no true duplicate soft pairs. The only clear duplicate-like theme is the repeated Qwen3.5 Moe from_pretrained bug, where 45310/45478 look like the same report family.", + "confidence": 0.72, + "canonical_issue_reason": "Issue 45310 is the earlier report for the repeated Qwen3.5 Moe from_pretrained failure; it\u2019s the better canonical anchor for that duplicate pair.", "canonical_pr_reason": null, - "best_issue_reason": "44779 is the most representative standalone issue in the cluster because it states a clear regression, has a user-visible failure mode, and could plausibly subsume nearby tokenizer reports better than the more specialized ones.", + "best_issue_reason": "Issue 45478 is the cleanest overall representative because it has the same concrete bug as 45310 but a slightly stronger report signal and clearer version-specific wording.", "best_pr_reason": null, "soft_edge_verdicts": [ - { - "left": "issue:44075", - "right": "issue:44936", - "accept": false, - "reason": "Different training-path bugs: unused SGD args vs evaluate() failing after train(); no shared code path." - }, { "left": "issue:43064", "right": "issue:43673", "accept": false, - "reason": "Unrelated areas: FSDP/PEFT optimizer-state handling vs generation cache missing during chunked prefill." + "reason": "Different bugs: optimizer-state placement under FSDP2/PEFT vs GenerationMixin cache handling during chunked prefill." }, { - "left": "issue:44038", + "left": "issue:45357", "right": "issue:45478", "accept": false, - "reason": "Both involve Qwen MoE, but they describe different model/version failures and different load paths; not the same bug." + "reason": "Same model family, but different failures: incorrect saved visual encoder keys vs from_pretrained load error." }, { - "left": "issue:45357", + "left": "issue:44038", "right": "issue:45478", "accept": false, - "reason": "save_pretrained serialization of visual encoder keys is a different code path from from_pretrained loading failure." + "reason": "Both mention Qwen3/VL/Moe, but the concrete breakage differs and the model/load paths are not the same." }, { "left": "issue:43116", "right": "issue:43825", "accept": false, - "reason": "Example script output bug vs pipeline() error-message/docs issue; same area, not the same underlying defect." + "reason": "Example-script multi-label output bug vs a misleading pipeline error message; different code paths and symptoms." }, { "left": "issue:45083", "right": "issue:45446", "accept": false, - "reason": "Different subsystems and symptoms: Qwen3 Omni feature-extraction helper vs flex_attention import version check." + "reason": "Unrelated: qwen3_omni_moe feature-extraction helper behavior vs a flex_attention import version check." }, { "left": "issue:43937", "right": "issue:45563", "accept": false, - "reason": "Both touch generation warnings/errors, but one is invalid GenerationConfig and the other is a stale num_return_sequences warning." + "reason": "GenerationConfig validation failure is unrelated to the stale warning for num_return_sequences." }, { "left": "issue:44380", "right": "issue:46077", "accept": false, - "reason": "Attention-related regressions, but different models, configurations, and failure mechanisms." + "reason": "Both involve attention behavior, but GPT2 scaling ignored and Gemma4 bidirectional masking are distinct model/backend bugs." }, { "left": "issue:33453", "right": "issue:39401", "accept": false, - "reason": "Both are tokenizer regressions, but one is loading regression and the other is offset_mapping correctness; not clearly the same bug." + "reason": "Tokenizer regressions, but one is loading regression and the other is wrong offset_mapping; not the same underlying defect." }, { - "left": "issue:39401", - "right": "issue:44779", + "left": "issue:44117", + "right": "issue:45588", "accept": false, - "reason": "Different tokenizer symptoms on different models: wrong offset_mapping vs general incorrect outputs; too broad to treat as duplicates." + "reason": "Tokenizer mapping fallback issue is unrelated to flash_attention s_aux=None crash." }, { "left": "issue:43827", "right": "issue:45446", "accept": false, - "reason": "Docs/pipeline removal issue vs PyTorch version-check bug; unrelated." + "reason": "Docs still referencing pipeline() is unrelated to the AuxRequest PyTorch version check." }, { - "left": "issue:44117", - "right": "issue:45588", + "left": "issue:39401", + "right": "issue:44779", "accept": false, - "reason": "Tokenizer mapping fallback bug vs flash_attention crash on sink-less models; no common code path." + "reason": "Different tokenizer bugs on different models; both are regressions, but not one shared root cause." }, { "left": "issue:42673", "right": "issue:43906", "accept": false, - "reason": "VRAM leak in multi-threaded Qwen3ForausalLM use vs isolated reproduction of a different issue; insufficient evidence of sameness." + "reason": "VRAM leak in Qwen3ForCausalLM threads is unrelated to an isolated reproduction of another issue." }, { "left": "issue:43937", "right": "issue:44977", "accept": false, - "reason": "Both are generation-related, but the concrete failures differ substantially and do not point to one fix." + "reason": "GenerationConfig invalid vs flash-attention generation failure are separate problems." }, { "left": "issue:44291", "right": "issue:45071", "accept": false, - "reason": "Type-related v5 regressions, but one is init_empty_weights argument handling and the other is PretrainedConfig type checking; distinct failures." + "reason": "Both are v5 compatibility issues, but init_empty_weights argument handling and PretrainedConfig type checking are different code-path failures." }, { "left": "issue:43450", "right": "issue:43986", "accept": false, - "reason": "Video processing shape bug vs AutoProcessor import crash without torchvision; different symptoms and fixes." + "reason": "Video batch-shape bug and AutoProcessor without torchvision crash are different issues in the video stack." }, { "left": "issue:44466", "right": "issue:46002", "accept": false, - "reason": "Serialization of tied weights vs NaNs in classification heads after checkout/init; unrelated." + "reason": "Serialization of tied lm_head weights is unrelated to NaNs in classification heads during checkout/init." }, { "left": "issue:45405", "right": "issue:45446", "accept": false, - "reason": "Both mention versioning, but one is an unreleased PEFT dependency bump and the other is a backend import version check." - }, - { - "left": "issue:45341", - "right": "issue:45561", - "accept": false, - "reason": "A small testing_utils bug and a pytest-xdist race are not the same underlying defect." + "reason": "PEFT version pinning and a PyTorch version check for flex_attention are unrelated maintenance/runtime issues." }, { "left": "issue:42222", "right": "issue:46178", "accept": false, - "reason": "Completely different areas: vitpose model breakage vs backend mapping error for tensorflow_text." + "reason": "VitPose model breakage and tensorflow_text backend mapping errors are unrelated." }, { "left": "issue:44117", "right": "issue:45081", "accept": false, - "reason": "Tokenizer lookup fallback vs Mistral regex patch crash; related domain, different bug." + "reason": "Tokenizer mapping None and Mistral regex patch crashing on backend_tokenizer are different failures." + }, + { + "left": "issue:45341", + "right": "issue:45561", + "accept": false, + "reason": "A small testing_utils bug and a pytest-xdist race in captured_info.txt are not the same underlying problem." }, { "left": "issue:38617", "right": "issue:41628", "accept": false, - "reason": "Different import errors for different symbols/modules; no shared fix implied." + "reason": "Different import errors for different symbols; they do not share the same broken code path." }, { "left": "issue:44410", "right": "issue:45310", "accept": false, - "reason": "Different Qwen model/component failures; one is missing projections, the other is from_pretrained loading error." + "reason": "Missing qwen3next projections and Qwen3.5 Moe from_pretrained loading error are distinct model-specific issues." }, { "left": "issue:44829", "right": "issue:45216", "accept": false, - "reason": "FlashAttention training degeneration vs incorrect saved checkpoint serialization; not the same issue." + "reason": "FlashAttention training degeneration and incorrect save_pretrained checkpointing are separate bugs." }, { "left": "issue:39401", "right": "issue:43421", "accept": false, - "reason": "Offset_mapping regression and runtime special-token post-processor update bug are different tokenizer behaviors." - }, - { - "left": "issue:42673", - "right": "issue:43582", - "accept": false, - "reason": "VRAM leak in dataloader-threaded generation vs Apple Silicon TypeError in allocator warmup; unrelated." + "reason": "Wrong offset_mapping and runtime post-processor updates after special-token changes are different tokenizer backend defects." }, { "left": "issue:42617", "right": "issue:45341", "accept": false, - "reason": "3d_parallel execution failure and a testing_utils bug do not share an underlying code path." - }, - { - "left": "issue:44484", - "right": "issue:45310", - "accept": false, - "reason": "Shard-size default question vs Qwen3.5 loading error; unrelated." - }, - { - "left": "issue:42490", - "right": "issue:42673", - "accept": false, - "reason": "Trailing-slash local-model import warning and Qwen3 VRAM leak are different bugs." + "reason": "3d_parallel.py execution failure is unrelated to a testing_utils bug." } ] }, @@ -13341,11 +13481,11 @@ "component_index": 1, "component_count": 17, "review_unit_index": 43, - "review_unit_count": 50, + "review_unit_count": 49, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-427", "nodes": [ @@ -13365,7 +13505,6 @@ "issue:43452", "issue:43577", "issue:43673", - "issue:43742", "issue:43874", "issue:43931", "issue:43937", @@ -13391,6 +13530,7 @@ "issue:45071", "issue:45278", "issue:45341", + "issue:45372", "issue:45464", "issue:45478", "issue:45542", @@ -13400,19 +13540,18 @@ ], "soft_pairs": [ "issue:42371|issue:44261", - "issue:43408|issue:43742", "issue:44933|issue:45278", - "issue:38617|issue:44220", + "issue:44483|issue:45464", "issue:42222|issue:45542", "issue:43937|issue:44496", - "issue:44483|issue:45464", - "issue:43066|issue:43122", + "issue:38617|issue:44220", "issue:42175|issue:42222", + "issue:43066|issue:43122", "issue:42371|issue:42831", "issue:44075|issue:45656", - "issue:43012|issue:43577", - "issue:44410|issue:45478", "issue:43673|issue:45341", + "issue:44410|issue:45478", + "issue:43012|issue:43577", "issue:44484|issue:45478", "issue:43097|issue:44493", "issue:41628|issue:45071", @@ -13425,263 +13564,261 @@ "issue:43441|issue:44829", "issue:43931|issue:44410", "issue:43931|issue:44038", - "issue:43673|issue:46123", "issue:43335|issue:45071", + "issue:43673|issue:46123", "issue:43097|issue:43452", "issue:45003|issue:45341", "issue:43986|issue:45341", "issue:44117|issue:44987", "issue:43408|issue:44368", "issue:43986|issue:44484", - "issue:43874|issue:44263" + "issue:43874|issue:44263", + "issue:43986|issue:45372" ], - "prepared_review_unit_hash": "ce0970f47a3f890de64636028d93201baf8d6bb0716bb435eefcd115ebf0dc8e", + "prepared_review_unit_hash": "3d55347442ba5d03e117ca1fcccc221bf191e5818452a50809e4dcebb04e5e10", "component_budget": { "node_count": 427, "item_count": 427, - "soft_pair_count": 1575, - "serialized_chars": 815841, - "estimated_input_tokens": 203961, - "estimated_eval_tokens": 408178 + "soft_pair_count": 1576, + "serialized_chars": 816182, + "estimated_input_tokens": 204046, + "estimated_eval_tokens": 408348 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 35, - "serialized_chars": 37837, - "estimated_input_tokens": 9460, - "estimated_eval_tokens": 19176 + "serialized_chars": 37926, + "estimated_input_tokens": 9482, + "estimated_eval_tokens": 19220 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "Mostly a mixed bag of unrelated Transformers regressions; the soft edges are generally too weak for duplicate merges, and the Qwen3.5 chat/completions pair is not strong enough to accept here. No PRs are present.", - "confidence": 0.41, - "canonical_issue_reason": "issue:45278 is the broadest umbrella report in the set, covering the general post-v5 import/regression theme better than the narrower, model-specific bugs.", + "summary": "This cluster is mostly a loose collection of unrelated Transformers regression issues, with only broad thematic overlap around import/loading and model-configuration breakages. I did not find any soft pair that is clearly the same underlying bug or change.", + "confidence": 0.83, + "canonical_issue_reason": "issue:45278 is the broadest umbrella item in the set: it describes multiple import failures after upgrading from 4.57.0 to 5.5.0, making it the closest representative of the cluster theme.", "canonical_pr_reason": null, - "best_issue_reason": "issue:45278 is the most representative single issue for the cluster because it captures the widest user-facing upgrade regression pattern among otherwise unrelated reports.", + "best_issue_reason": "issue:45278 is the best single representative because it is the most general user-facing regression report; the rest are narrower, model-specific, or unrelated bugs.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:42371", "right": "issue:44261", "accept": false, - "reason": "TF32 backend-setting guidance and MLA q_a_layernorm rms_norm_eps precision are different defects." - }, - { - "left": "issue:43408", - "right": "issue:43742", - "accept": false, - "reason": "SAM3 model-type warning vs MobileLLM key error; same area, different bug." + "reason": "Both mention precision-related behavior, but one is about TF32 settings and the other about a missing rms_norm_eps in MLA; different code paths and different failures." }, { "left": "issue:44933", "right": "issue:45278", "accept": false, - "reason": "45278 is broad import breakage, but 44933 is a specific missing export; not the same concrete bug." + "reason": "Both involve imports, but one is a specific nonexistent image_utils import while the other is a broad post-upgrade import regression; not the same bug." }, { - "left": "issue:38617", - "right": "issue:44220", + "left": "issue:44483", + "right": "issue:45464", "accept": false, - "reason": "ImportError for a config symbol and audio feature extraction failure are unrelated." + "reason": "Both mention chat/completions, but one is a general API request rejection and the other is a Qwen3.5 streaming inference failure; too different to merge." }, { "left": "issue:42222", "right": "issue:45542", "accept": false, - "reason": "VitPose breakage and missing TensorFlow in a tensorboard-only install are different packaging/model issues." + "reason": "These are unrelated: vitpose model breakage vs TensorFlow backend packaging confusion." }, { "left": "issue:43937", "right": "issue:44496", "accept": false, - "reason": "Invalid GenerationConfig for GLM-5 and unrecognized Olmo model loading are different code paths." + "reason": "Both are loading-time errors, but one is an invalid GenerationConfig and the other is an unrecognized model/config issue; different root causes." }, { - "left": "issue:44483", - "right": "issue:45464", + "left": "issue:38617", + "right": "issue:44220", "accept": false, - "reason": "They both mention chat/completions and Qwen3.5, but the packet does not give enough endpoint-level evidence to treat them as the same underlying bug." + "reason": "An import error for layer_type_validation is unrelated to a torch audio feature-extraction bug." }, { - "left": "issue:43066", - "right": "issue:43122", + "left": "issue:42175", + "right": "issue:42222", "accept": false, - "reason": "Both involve tokenizer behavior in v5, but one is decoder-type metadata and the other is changed tokenization output." + "reason": "TensorFlow installation/backend packaging is unrelated to vitpose model breakage." }, { - "left": "issue:42175", - "right": "issue:42222", + "left": "issue:43066", + "right": "issue:43122", "accept": false, - "reason": "Backend-install packaging issue vs broken VitPose model loading are unrelated." + "reason": "Both concern tokenizer behavior changes, but one is a decoder-type mismatch while the other is changed tokenization output; not enough evidence of the same defect." }, { "left": "issue:42371", "right": "issue:42831", "accept": false, - "reason": "TF32 API warning and FineGrainedFP8 accuracy regression are not the same defect." + "reason": "Both touch numerical settings, but TF32 API guidance and FineGrainedFP8 accuracy are different features and failure modes." }, { "left": "issue:44075", "right": "issue:45656", "accept": false, - "reason": "Unused SGD arguments and double optimizer.step() under deepspeed are distinct optimizer bugs." + "reason": "Different optimizer problems: ignored SGD args vs optimizer.step being called twice under deepspeed." }, { - "left": "issue:43012", - "right": "issue:43577", + "left": "issue:43673", + "right": "issue:45341", "accept": false, - "reason": "Compile-time float32 warning and BLIP2 dtype propagation bug are different precision issues." + "reason": "Cache handling during chunked prefill is unrelated to a testing_utils bug." }, { "left": "issue:44410", "right": "issue:45478", "accept": false, - "reason": "Different Qwen3-next/Qwen3.5 loading failures; not the same code-path problem." + "reason": "Different model families and different loading errors: qwen3next missing projections vs Qwen3.5 MoE from_pretrained failure." }, { - "left": "issue:43673", - "right": "issue:45341", + "left": "issue:43012", + "right": "issue:43577", "accept": false, - "reason": "Generation cache regression and a testing_utils bug are unrelated." + "reason": "Both involve dtype/precision, but one is a compile-time warning and the other is model submodules staying float32 after load; not the same bug." }, { "left": "issue:44484", "right": "issue:45478", "accept": false, - "reason": "save_pretrained shard-size default behavior has nothing to do with Qwen3.5 MoE loading." + "reason": "save_pretrained shard size behavior is unrelated to a Qwen3.5 loading error." }, { "left": "issue:43097", "right": "issue:44493", "accept": false, - "reason": "Embedding-tie API removal and unexpected position-id keys are different regressions." + "reason": "One is about a removed config field, the other about unexpected position-id keys; different config regressions." }, { "left": "issue:41628", "right": "issue:45071", "accept": false, - "reason": "Missing AutoImageProcessor import and PreTrainedConfig type-checking are separate issues." + "reason": "An AutoImageProcessor import failure and a PretrainedConfig type-checking break are separate API regressions." }, { "left": "issue:43874", "right": "issue:44261", "accept": false, - "reason": "Missing multimodal patch helper and MLA precision/config behavior are different bugs." + "reason": "Missing image-patch helper methods are unrelated to MLA normalization precision handling." }, { "left": "issue:44263", "right": "issue:44485", "accept": false, - "reason": "torch.split return handling and GLM-5 RoPE implementation are not the same defect." + "reason": "A torch.split return-value issue in a DSA indexer is not the same as the GLM-5 RoPE implementation discussion." }, { "left": "issue:45071", "right": "issue:45542", "accept": false, - "reason": "PreTrainedConfig type-checking regression and undefined tf backend error are unrelated." + "reason": "Type-checking regressions and TensorFlow backend packaging are unrelated." }, { "left": "issue:44263", "right": "issue:46172", "accept": false, - "reason": "Different model-internal math paths; no evidence of one shared bug." + "reason": "Different models and failure modes: GlmMoeDsaIndexer split handling vs deepseek-v4 tensor transpose behavior." }, { "left": "issue:44360", "right": "issue:46172", "accept": false, - "reason": "Missing ReLU in DSA indexer vs DeepSeek-V4 transpose issue are unrelated." + "reason": "A missing ReLU in the DSA indexer is unrelated to the deepseek-v4 tensor operation bug." }, { "left": "issue:43012", "right": "issue:43408", "accept": false, - "reason": "bfloat16 warning and SAM3 tracker model-type mismatch are different problems." + "reason": "A bfloat16 precision warning is unrelated to a sam3_video vs sam3_tracker model-type mismatch." }, { "left": "issue:43441", "right": "issue:44829", "accept": false, - "reason": "FlashAttention failures on different models and symptoms are not mergeable as one fix." + "reason": "Both mention FlashAttention, but one is a Ministral-3 load-time failure and the other is degenerate training with flash_attention_3; not the same fix." }, { "left": "issue:43931", "right": "issue:44410", "accept": false, - "reason": "Qwen3-VL weight-shape mismatch and Qwen3-next missing projections are distinct loading bugs." + "reason": "Different Qwen variants and different symptoms: weight-shape mismatch vs missing attention projections." }, { "left": "issue:43931", "right": "issue:44038", "accept": false, - "reason": "Different Qwen model families with different failure modes." + "reason": "Both are Qwen3-VL-related loading issues, but they concern different models and different error classes; not clearly one bug." }, { - "left": "issue:43673", - "right": "issue:46123", + "left": "issue:43335", + "right": "issue:45071", "accept": false, - "reason": "Generation cache regression and pipeline final-batch handling are unrelated." + "reason": "SwitchTransformers sparse-layer construction is unrelated to config type checking." }, { - "left": "issue:43335", - "right": "issue:45071", + "left": "issue:43673", + "right": "issue:46123", "accept": false, - "reason": "SwitchTransformers sparse-layer config bug is unrelated to PreTrainedConfig type checking." + "reason": "Generation cache behavior during chunked prefill is unrelated to MaskGenerationPipeline dropping results on partial batches." }, { "left": "issue:43097", "right": "issue:43452", "accept": false, - "reason": "Embedding-tie API removal and gguf_file/from_pretrained breakage are different problems." + "reason": "A removed embedding-tie config option is unrelated to gguf_file breaking tokenizer/model loading." }, { "left": "issue:45003", "right": "issue:45341", "accept": false, - "reason": "sys.modules access bug and testing_utils bug are unrelated." + "reason": "Unsafe sys.modules access and a testing_utils bug are different parts of the codebase with no shared failure mode." }, { "left": "issue:43986", "right": "issue:45341", "accept": false, - "reason": "AutoProcessor/torchvision crash is unrelated to a testing utility bug." + "reason": "A missing torchvision dependency for AutoProcessor video models is unrelated to testing_utils." }, { "left": "issue:44117", "right": "issue:44987", "accept": false, - "reason": "Tokenizer mapping None handling and a specific model-loading failure are not clearly the same defect." + "reason": "A tokenizer mapping None-handling bug and a specific repo loading failure are too loosely related to treat as duplicates." }, { "left": "issue:43408", "right": "issue:44368", "accept": false, - "reason": "SAM3 tracker warning and Qwen3.5 tie_word_embeddings warning are unrelated." + "reason": "Model-type mismatch warning and tie_word_embeddings warning are separate configuration warnings." }, { "left": "issue:43986", "right": "issue:44484", "accept": false, - "reason": "AutoProcessor/torchvision crash is unrelated to max_shard_size defaults." + "reason": "AutoProcessor/torchvision dependency handling is unrelated to save_pretrained shard-size defaults." }, { "left": "issue:43874", "right": "issue:44263", "accept": false, - "reason": "Missing multimodal-token helper and GlmMoeDsaIndexer torch.split behavior are different bugs." + "reason": "Missing image patch counting helper and torch.split return values are unrelated implementation bugs." + }, + { + "left": "issue:43986", + "right": "issue:45372", + "accept": false, + "reason": "Different missing dependency/import problems: torchvision absence vs missing ReasoningEffort from mistral_common." } ] }, - "evaluator_result": { - "accept": false, - "feedback": "The overall cluster summary is mostly grounded, but one soft-edge verdict is too strong for the packet: issue:44483 vs issue:45464 only clearly share the chat/completions area and Qwen3.5 context, not enough to confidently call them the same endpoint bug. The packet does not provide merge-level evidence for that duplicate claim, so the analyst is overstating the match. The rest of the false negatives look conservative." - }, - "evaluator_used": true, - "retried": true, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, "accepted_nontrivial_soft_edge": false, "error_kind": null, "error_message": null @@ -13691,11 +13828,11 @@ "component_index": 1, "component_count": 17, "review_unit_index": 44, - "review_unit_count": 50, + "review_unit_count": 49, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-427", "nodes": [ @@ -13736,7 +13873,6 @@ "issue:44938", "issue:45103", "issue:45341", - "issue:45372", "issue:45375", "issue:45440", "issue:45479", @@ -13751,9 +13887,8 @@ "soft_pairs": [ "issue:45440|issue:46172", "issue:43531|issue:45341", - "issue:43986|issue:45372", - "issue:38617|issue:42757", "issue:44261|issue:44485", + "issue:38617|issue:42757", "issue:43064|issue:44315", "issue:43097|issue:46050", "issue:43097|issue:45588", @@ -13762,8 +13897,8 @@ "issue:38617|issue:44351", "issue:44038|issue:44410", "issue:43502|issue:43992", - "issue:43097|issue:43873", "issue:44704|issue:45103", + "issue:43097|issue:43873", "issue:43986|issue:44117", "issue:43824|issue:43986", "issue:43066|issue:43906", @@ -13773,242 +13908,236 @@ "issue:43825|issue:44655", "issue:43012|issue:43550", "issue:43012|issue:44368", - "issue:43352|issue:44380", "issue:42907|issue:45753", "issue:42907|issue:44655", + "issue:43352|issue:44380", "issue:44162|issue:46172", - "issue:43792|issue:46123", "issue:43352|issue:43976", - "issue:44380|issue:46132", "issue:44380|issue:45479", + "issue:43792|issue:46123", + "issue:44380|issue:46132", "issue:43064|issue:44380" ], - "prepared_review_unit_hash": "389f86bb5f3cb3da4d64a62e52292e2b846e81e5679fbb282a9140faa83e2e5d", + "prepared_review_unit_hash": "0d87e5b665a42ad11dff13527e5274a2643bfcb507dbb3fdf101bc901aad343c", "component_budget": { "node_count": 427, "item_count": 427, - "soft_pair_count": 1575, - "serialized_chars": 815841, - "estimated_input_tokens": 203961, - "estimated_eval_tokens": 408178 + "soft_pair_count": 1576, + "serialized_chars": 816182, + "estimated_input_tokens": 204046, + "estimated_eval_tokens": 408348 }, "budget": { - "node_count": 48, - "item_count": 48, - "soft_pair_count": 33, - "serialized_chars": 37441, - "estimated_input_tokens": 9361, - "estimated_eval_tokens": 18978 + "node_count": 47, + "item_count": 47, + "soft_pair_count": 32, + "serialized_chars": 36511, + "estimated_input_tokens": 9128, + "estimated_eval_tokens": 18512 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This is not a coherent duplicate cluster: the items span many unrelated Transformers bugs (imports, model-specific inference/training, saving/loading, attention backends, docs, and environment issues). No soft edge looks like the same underlying bug or change, so there is no good canonical representative here.", - "confidence": 0.94, - "canonical_issue_reason": null, + "summary": "This cluster is heterogeneous: the soft matches are mostly superficial Transformers/v5 or model-family wording overlaps, not true duplicates. I would not merge any of the soft edge pairs.", + "confidence": 0.93, + "canonical_issue_reason": "No safe canonical issue: the items span unrelated import errors, model-specific bugs, pipeline behavior, and version-migration regressions.", "canonical_pr_reason": null, - "best_issue_reason": null, + "best_issue_reason": "No single issue is a strong cluster representative because the similarity is broad and lexical rather than the same underlying bug.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:45440", "right": "issue:46172", "accept": false, - "reason": "Different model-specific bugs in unrelated code paths; both mention DeepSeek-family models but one is a native-vs-remote implementation mismatch and the other is a dtype/transpose issue." + "reason": "Different models and failure modes: DeepSeekV3 divergence vs a deepseek-v4 transpose/dtype bug." }, { "left": "issue:43531", "right": "issue:45341", "accept": false, - "reason": "Completely different topics: a Qwen3-MoE sliding-window bug versus a small testing utility bug." + "reason": "Qwen3-MoE sliding-window behavior is unrelated to a small testing_utils bug." }, { - "left": "issue:43986", - "right": "issue:45372", + "left": "issue:44261", + "right": "issue:44485", "accept": false, - "reason": "Different failures: AutoProcessor/torchvision handling for video models versus a mistral_common import error affecting Gemma 4 loading." + "reason": "Both are model/config precision issues, but one is an MLA layernorm epsilon mismatch and the other is a GLM-5 RoPE implementation complaint." }, { "left": "issue:38617", "right": "issue:42757", "accept": false, - "reason": "Both are import errors, but for different missing symbols in different modules and likely unrelated fixes." - }, - { - "left": "issue:44261", - "right": "issue:44485", - "accept": false, - "reason": "Different model-specific implementation bugs: MLA layer norm epsilon handling versus GLM-5 RoPE behavior." + "reason": "Separate import errors from different modules and symbols; not the same missing export." }, { "left": "issue:43064", "right": "issue:44315", "accept": false, - "reason": "Different training-stack problems; one is wrong optimizer state placement under FSDP2/PEFT, the other is Liger Kernel not being applied with model_init." + "reason": "Different training-stack problems: FSDP2/PEFT optimizer state mismatch vs Liger Kernel not applied with model_init." }, { "left": "issue:43097", "right": "issue:46050", "accept": false, - "reason": "Both involve model persistence, but one is a removed config option and the other is a quantized-model save/load regression; not the same bug." + "reason": "One is a removed model config flag; the other is quantized model save/load breakage." }, { "left": "issue:43097", "right": "issue:45588", "accept": false, - "reason": "Unrelated: missing/removed config behavior versus a flash_attention.py crash on sink-less models." + "reason": "Unrelated: missing tie_embeddings flag vs flash_attention crash on sink-less models." }, { "left": "issue:44062", "right": "issue:44117", "accept": false, - "reason": "Tokenizer-related, but one is an AddedToken constructor argument clash and the other is TOKENIZER_MAPPING_NAMES returning None." + "reason": "Tokenizer construction bug vs mapping lookup returning None; not the same code path." }, { "left": "issue:44410", "right": "issue:45375", "accept": false, - "reason": "Different model config bugs: missing attention projections in qwen3next versus a silently dropped vision config field." + "reason": "Both mention Qwen variants, but one is missing projections while the other is a config field being dropped." }, { "left": "issue:38617", "right": "issue:44351", "accept": false, - "reason": "Both are import errors, but they concern different missing names and do not look like the same code-path failure." + "reason": "Different import failures for different names and modules." }, { "left": "issue:44038", "right": "issue:44410", "accept": false, - "reason": "Different Qwen-family issues affecting different model variants and different symptoms." + "reason": "Qwen3-VL-Moe bug and qwen3next projection issue are distinct model implementations." }, { "left": "issue:43502", "right": "issue:43992", "accept": false, - "reason": "One is an offline/local-files-only network leak, the other is a pretrained weight-loading omission." + "reason": "Offline-mode network requests and UMT5 embed_tokens loading are different loader bugs." }, { - "left": "issue:43097", - "right": "issue:43873", + "left": "issue:44704", + "right": "issue:45103", "accept": false, - "reason": "Different loading/memory-management concerns; one is a removed API/config path, the other is quantization offloading behavior." + "reason": "Both involve pre/post-processing kwargs, but one is AutoProcessor caching arguments and the other is auto_docstring annotation handling." }, { - "left": "issue:44704", - "right": "issue:45103", + "left": "issue:43097", + "right": "issue:43873", "accept": false, - "reason": "Different areas entirely: AutoProcessor kwargs forwarding versus auto_docstring crashes with future annotations." + "reason": "Removed config API and quantization offloading behavior are unrelated." }, { "left": "issue:43986", "right": "issue:44117", "accept": false, - "reason": "Unrelated: video processor/torchvision crash versus tokenizer mapping returning None." + "reason": "Video-model loading without torchvision is unrelated to tokenizer mapping assumptions." }, { "left": "issue:43824", "right": "issue:43986", "accept": false, - "reason": "Both are loading-related, but one is a missing model class import and the other is a torchvision-dependent AutoProcessor crash." + "reason": "Different surface area: missing Qwen2.5-VL class export vs AutoProcessor/video-model crash." }, { "left": "issue:43066", "right": "issue:43906", "accept": false, - "reason": "Insufficient evidence that these are the same bug; they appear to be separate tokenizer/upgrade issues." + "reason": "Wrong tokenizer decoder type is not the same as the reproduced issue linked to #38071." }, { "left": "issue:44938", "right": "issue:46178", "accept": false, - "reason": "Different environment/backend failures: Python 3.14 load failure versus an unsupported tensorflow_text backend mapping." + "reason": "Python 3.14 load failure vs TensorFlow Text backend mapping error are unrelated environment issues." }, { "left": "issue:43208", "right": "issue:43550", "accept": false, - "reason": "Different model-specific training/inference bugs affecting different architectures and code paths." + "reason": "xLSTM training bugs and Bamba torch.compile/SDPA failure are different model/runtime problems." }, { "left": "issue:43992", "right": "issue:44484", "accept": false, - "reason": "Different save/load mechanics; missing embed_tokens.weight is unrelated to the default max_shard_size behavior." + "reason": "Loading missing weights and save_pretrained shard-size defaults are not the same bug." }, { "left": "issue:43825", "right": "issue:44655", "accept": false, - "reason": "Different pipeline issues: incorrect translation-task messaging versus inability to save Pipeline objects." + "reason": "Pipeline error message regression vs inability to save Pipeline objects." }, { "left": "issue:43012", "right": "issue:43550", "accept": false, - "reason": "A precision warning from bfloat16 compilation is not the same bug as a Bamba SDPA/torch.compile failure." + "reason": "Precision warning during compile is not the same as a compile-time SDPA failure." }, { "left": "issue:43012", "right": "issue:44368", "accept": false, - "reason": "Both mention warnings, but the underlying problems are unrelated and in different subsystems." - }, - { - "left": "issue:43352", - "right": "issue:44380", - "accept": false, - "reason": "Both touch attention backends, but one is explicit lack of FlashAttention 2 support and the other is GPT2 attention-scaling config being ignored." + "reason": "Both mention warnings, but one is PyTorch precision output and the other is a tie_word_embeddings config warning." }, { "left": "issue:42907", "right": "issue:45753", "accept": false, - "reason": "Completely different issues: save_pretrained failure on dequantized models versus an image-triggered infinite loop in Qwen3_5." + "reason": "Dequantized save failure and Qwen3_5 infinite-loop generation are separate bugs." }, { "left": "issue:42907", "right": "issue:44655", "accept": false, - "reason": "Both involve saving, but one is about dequantized model persistence and the other about serializing Pipeline objects." + "reason": "Saving dequantized models and saving Pipeline objects are different persistence paths." }, { - "left": "issue:44162", - "right": "issue:46172", + "left": "issue:43352", + "right": "issue:44380", "accept": false, - "reason": "Different model families and failure modes; no shared underlying bug is evident." + "reason": "FlashAttention support error for a specific model vs GPT2 attention scaling being ignored under fast attention backends." }, { - "left": "issue:43792", - "right": "issue:46123", + "left": "issue:44162", + "right": "issue:46172", "accept": false, - "reason": "Different surface areas: a Whisper model cannot run versus a mask generation pipeline batch-finalization bug." + "reason": "ESM2 breakage in scientific workflows is unrelated to deepseek-v4 tensor conversion/transpose behavior." }, { "left": "issue:43352", "right": "issue:43976", "accept": false, - "reason": "Different problem classes: model support for FlashAttention 2 versus a Python version compatibility/load failure." + "reason": "Model-specific Flash Attention support and Python-version compatibility are unrelated." }, { "left": "issue:44380", - "right": "issue:46132", + "right": "issue:45479", + "accept": false, + "reason": "Attention scaling ignored under SDPA/FlashAttention is unrelated to a degenerate zero-loss classification bug." + }, + { + "left": "issue:43792", + "right": "issue:46123", "accept": false, - "reason": "Related only by attention naming; one is a config-scaling bug, the other is register() changing callback behavior." + "reason": "Whisper model runtime failure and mask-generation partial-batch dropping are different pipeline bugs." }, { "left": "issue:44380", - "right": "issue:45479", + "right": "issue:46132", "accept": false, - "reason": "Unrelated: attention backend config bug versus a sequence-classification loss degeneracy." + "reason": "GPT2 backend scaling bug is unrelated to AttentionInterface.register changing function behavior." }, { "left": "issue:43064", "right": "issue:44380", "accept": false, - "reason": "Different subsystems and symptoms; training-state corruption is not the same as attention scaling being ignored." + "reason": "Distributed training optimizer-state mismatch is not the same as backend attention scaling being ignored." } ] }, @@ -14024,11 +14153,11 @@ "component_index": 1, "component_count": 17, "review_unit_index": 45, - "review_unit_count": 50, + "review_unit_count": 49, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-427", "nodes": [ @@ -14088,47 +14217,47 @@ "issue:43012|issue:44683", "issue:43208|issue:43526", "issue:42490|issue:43012", - "issue:42757|issue:43824", "issue:43618|issue:43761", + "issue:42757|issue:43824", "issue:45698|issue:46172", "issue:43618|issue:44380", "issue:44038|issue:44230", "issue:38617|issue:43502", "issue:44483|issue:45290", "issue:44483|issue:45381", - "issue:43299|issue:43867", "issue:43756|issue:44485", + "issue:43299|issue:43867", "issue:36683|issue:43475", - "issue:43901|issue:44655", "issue:45276|issue:46077", - "issue:43299|issue:45753", + "issue:43901|issue:44655", "issue:42994|issue:44655", + "issue:43299|issue:45753", "issue:42898|issue:43066", "issue:36010|issue:42757", "issue:44077|issue:44380", "issue:36683|issue:44077", - "issue:43352|issue:43937", - "issue:43867|issue:45216", "issue:43611|issue:44655", + "issue:43352|issue:43937", "issue:44625|issue:46077", + "issue:43867|issue:45216", "issue:43976|issue:44938", "issue:46077|issue:46082", "issue:43352|issue:45593" ], - "prepared_review_unit_hash": "2b3c03b9665932338b42bfeda36e44a93bdf3b362b00a1ae8fe160387f5dfc5e", + "prepared_review_unit_hash": "03fdb2946b675eec4b4b8987dbf93a96593d54675b0580aabc0d94f318ecfe5a", "component_budget": { "node_count": 427, "item_count": 427, - "soft_pair_count": 1575, - "serialized_chars": 815841, - "estimated_input_tokens": 203961, - "estimated_eval_tokens": 408178 + "soft_pair_count": 1576, + "serialized_chars": 816182, + "estimated_input_tokens": 204046, + "estimated_eval_tokens": 408348 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 32, - "serialized_chars": 36822, + "serialized_chars": 36824, "estimated_input_tokens": 9206, "estimated_eval_tokens": 18668 }, @@ -14137,214 +14266,211 @@ "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is mostly a grab bag of unrelated Transformers regressions and model-specific bugs, with only one plausible duplicate pair around CLIP v5 output regressions.", - "confidence": 0.88, - "canonical_issue_reason": "issue:43761 is the clearest duplicate target here: it reports the CLIP v5 forward/output regression, and issue:43618 appears to be the same missing-output bug on the same CLIP code path.", + "summary": "This cluster is mostly a grab-bag of unrelated Hugging Face Transformers issues that only share broad themes like imports, save/load, or model-family regressions. I found no soft pair that clearly meets the same-underlying-bug threshold, so all soft edges are rejected.", + "confidence": 0.78, + "canonical_issue_reason": "issue:45698 is the broadest open bug in the set and the most plausible umbrella for related save/load regressions around save_pretrained/from_pretrained and custom module handling.", "canonical_pr_reason": null, - "best_issue_reason": "Among this mostly unrelated set, issue:43761 is the best representative because it is a concrete, reproducible regression with a clear duplicate candidate.", + "best_issue_reason": "issue:45698 is the most central and actionable issue in the cluster: open, user-facing, and tied to a core serialization/loading path rather than a model-specific edge case.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:44483", "right": "issue:44514", "accept": false, - "reason": "Chat/completions request handling vs chat-template tool-call crash are different code paths." + "reason": "Different failure surfaces: chat-completions request validation vs batched processor templating with tool calls; not the same concrete bug." }, { "left": "issue:44222", "right": "issue:45478", "accept": false, - "reason": "Both touch Qwen3.5 MoE save/load, but one is save_pretrained FP8 failure and the other is a from_pretrained load error." + "reason": "Both involve MoE/save/load wording, but one is FP8 save_pretrained and the other is a from_pretrained load error; too different to merge." }, { "left": "issue:36683", "right": "issue:43582", "accept": false, - "reason": "Gemma3 config vocab_size error and Apple Silicon warmup TypeError are unrelated." + "reason": "Completely unrelated: Gemma3Config vocab_size attribute error vs Apple Silicon TypeError in caching_allocator_warmup." }, { "left": "issue:43012", "right": "issue:44683", "accept": false, - "reason": "bf16 warning during compile and flex_attention compile failure are different bugs." + "reason": "Both touch PyTorch compilation behavior, but one is a warning and the other is a torch>=2.9 flex_attention failure; different bugs." }, { "left": "issue:43208", "right": "issue:43526", "accept": false, - "reason": "xLSTM training blockers and BeitImageProcessorFast reduce_labels are unrelated." + "reason": "xLSTM training bugs and BeitImageProcessorFast label reduction are unrelated code paths." }, { "left": "issue:42490", "right": "issue:43012", "accept": false, - "reason": "Local-path import warning and bf16 compilation warning are unrelated." + "reason": "A trailing-slash import warning and a bfloat16 compilation warning are not the same underlying issue." }, { - "left": "issue:42757", - "right": "issue:43824", + "left": "issue:43618", + "right": "issue:43761", "accept": false, - "reason": "Different import errors in different modules; not the same bug." + "reason": "Both are CLIP v5 regressions, but one is missing attentions and the other missing hidden_states; related area, not clearly the same bug." }, { - "left": "issue:43618", - "right": "issue:43761", - "accept": true, - "reason": "Both describe the same CLIP v5 regression where requested model outputs are no longer populated." + "left": "issue:42757", + "right": "issue:43824", + "accept": false, + "reason": "Distinct import errors for different missing symbols and different packages/modules." }, { "left": "issue:45698", "right": "issue:46172", "accept": false, - "reason": "Wrong custom-module loading after save_pretrained is unrelated to the DeepSeek transpose bug." + "reason": "General save/load custom-module mismatch vs a DeepSeek-V4 dtype/transpose bug; unrelated." }, { "left": "issue:43618", "right": "issue:44380", "accept": false, - "reason": "CLIP output regression and GPT2 attention scaling ignored are unrelated." + "reason": "CLIP output fields missing vs GPT2 attention scaling ignored under SDPA/FlashAttention are separate code paths." }, { "left": "issue:44038", "right": "issue:44230", "accept": false, - "reason": "Qwen3-VL-Moe loading bug and FP8 inference support request are not the same concrete defect." + "reason": "Same model family name appears, but one is a loading bug and the other is an FP8 inference support request." }, { "left": "issue:38617", "right": "issue:43502", "accept": false, - "reason": "ImportError for layer_type_validation and local_files_only still making API requests are unrelated." + "reason": "Importing a removed utility and local_files_only still making API requests are unrelated." }, { "left": "issue:44483", "right": "issue:45290", "accept": false, - "reason": "Request validation failure and assistant tool-call chat-template crash are different problems." + "reason": "API request rejection and chat template crash with tool-call messages are different problems." }, { "left": "issue:44483", "right": "issue:45381", "accept": false, - "reason": "API request acceptance and Qwen2.5-VL video position ids are unrelated." - }, - { - "left": "issue:43299", - "right": "issue:43867", - "accept": false, - "reason": "Qwen3.5 loading regression and sorted state_dict load error are different failure modes." + "reason": "Chat/completions request handling and Qwen2.5-VL video position IDs are unrelated." }, { "left": "issue:43756", "right": "issue:44485", "accept": false, - "reason": "Smollm3 RoPE-layer issue and GLM-5 RoPE discussion are not the same bug." + "reason": "Both mention RoPE, but they concern different models and different implementation defects." }, { - "left": "issue:36683", - "right": "issue:43475", + "left": "issue:43299", + "right": "issue:43867", "accept": false, - "reason": "Gemma3 vocab_size error and SAM3 missing fpn_position_embeddings are unrelated." + "reason": "Qwen3VL MoE loading regression and sorted state_dict load error do not appear to be the same bug." }, { - "left": "issue:43901", - "right": "issue:44655", + "left": "issue:36683", + "right": "issue:43475", "accept": false, - "reason": "Docs mismatch for return_all_scores and pipeline save_pretrained failure are unrelated." + "reason": "Gemma3Config vocab_size and SAM3 video output missing fpn_position_embeddings are unrelated attribute errors." }, { "left": "issue:45276", "right": "issue:46077", "accept": false, - "reason": "Gemma4 embedding resize bug and bidirectional attention-mask bug are different issues." + "reason": "Both are Gemma4 issues, but embedding resize propagation and bidirectional attention mask construction are separate defects." }, { - "left": "issue:43299", - "right": "issue:45753", + "left": "issue:43901", + "right": "issue:44655", "accept": false, - "reason": "Qwen3.5 model loading regression and infinite-loop-on-image bug are unrelated." + "reason": "Documentation mismatch for return_all_scores and pipeline save_pretrained failure are not the same issue." }, { "left": "issue:42994", "right": "issue:44655", "accept": false, - "reason": "Both involve saving, but quantized model saving and pipeline object saving are different bugs." + "reason": "Both involve saving, but quantized model save failure and Pipeline serialization are different paths." + }, + { + "left": "issue:43299", + "right": "issue:45753", + "accept": false, + "reason": "Model loading failure and an infinite-loop inference bug on a specific image are unrelated." }, { "left": "issue:42898", "right": "issue:43066", "accept": false, - "reason": "Tokenizer behavior change and wrong tokenizer decoder type are different issues." + "reason": "Tokenizer behavior change and wrong decoder type are both tokenizer-related, but they are distinct regressions." }, { "left": "issue:36010", "right": "issue:42757", "accept": false, - "reason": "Different import errors from different modules; not the same underlying bug." + "reason": "Different missing imports from different modules; no common underlying change is evident." }, { "left": "issue:44077", "right": "issue:44380", "accept": false, - "reason": "PatchTSMixer post_init validation and GPT2 attention scaling are unrelated." + "reason": "PatchTSMixer post_init validation and GPT2 attention scaling under SDPA/FlashAttention are unrelated." }, { "left": "issue:36683", "right": "issue:44077", "accept": false, - "reason": "Gemma3 config attr error and PatchTSMixer post_init validation are unrelated." + "reason": "Gemma3Config attribute failure and PatchTSMixer post_init behavior are unrelated." }, { - "left": "issue:43352", - "right": "issue:43937", + "left": "issue:43611", + "right": "issue:44655", "accept": false, - "reason": "Nemotron FlashAttention support and GLM-5 GenerationConfig invalid are different model-specific bugs." + "reason": "General base_model_prefix loading regression and pipeline save_pretrained failure are separate serialization/loading bugs." }, { - "left": "issue:43867", - "right": "issue:45216", + "left": "issue:43352", + "right": "issue:43937", "accept": false, - "reason": "Sorted state_dict load error and Qwen3.5 save_pretrained checkpoint regression are not the same bug." + "reason": "Flash Attention support error for Nemotron and GLM-5 GenerationConfig validation are unrelated." }, { - "left": "issue:43611", - "right": "issue:44655", + "left": "issue:44625", + "right": "issue:46077", "accept": false, - "reason": "base_model_prefix loading regression and pipeline save_pretrained serialization are different code paths." + "reason": "Qwen3.5 num_labels propagation and Gemma4 causal-mask behavior are different model/config bugs." }, { - "left": "issue:44625", - "right": "issue:46077", + "left": "issue:43867", + "right": "issue:45216", "accept": false, - "reason": "Qwen3.5 num_labels propagation and Gemma4 attention-mask construction are unrelated." + "reason": "State_dict ordering load error and Qwen3.5 checkpoint save corruption are distinct save/load problems." }, { "left": "issue:43976", "right": "issue:44938", "accept": false, - "reason": "Both are Python-version compatibility issues, but they target different versions and different failures." + "reason": "Both are Python compatibility complaints, but the versions and failure modes differ enough that they are not the same bug." }, { "left": "issue:46077", "right": "issue:46082", "accept": false, - "reason": "Gemma4 attention-mask bug and LlamaConfig head_dim validation are unrelated." + "reason": "Gemma4 attention mask construction and LlamaConfig head_dim validation are unrelated." }, { "left": "issue:43352", "right": "issue:45593", "accept": false, - "reason": "Nemotron FlashAttention support and D-FINE auxiliary-loss behavior are unrelated." + "reason": "Flash Attention support on Nemotron and missing auxiliary losses in D-FINE are completely different issues." } ] }, - "evaluator_result": { - "accept": true, - "feedback": "The summary is grounded in the packet and the soft-edge calls are conservative overall. The CLIP pair (43618/43761) is a reasonable same-regression call based on the titles, and the rest of the pairwise rejections are appropriately cautious." - }, - "evaluator_used": true, + "evaluator_result": null, + "evaluator_used": false, "retried": false, - "accepted_nontrivial_soft_edge": true, + "accepted_nontrivial_soft_edge": false, "error_kind": null, "error_message": null }, @@ -14353,11 +14479,11 @@ "component_index": 1, "component_count": 17, "review_unit_index": 46, - "review_unit_count": 50, + "review_unit_count": 49, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-427", "nodes": [ @@ -14418,18 +14544,18 @@ "issue:43064|issue:44492", "issue:43010|issue:45278", "issue:43992|issue:45310", - "issue:43867|issue:45375", "issue:44355|issue:44855", + "issue:43867|issue:45375", "issue:41669|issue:44246", - "issue:42890|issue:45561", "issue:36683|issue:43064", "issue:44938|issue:45071", - "issue:43867|issue:45357", + "issue:42890|issue:45561", "issue:43010|issue:45850", - "issue:43992|issue:45478", - "issue:43010|issue:43976", + "issue:43867|issue:45357", "issue:42490|issue:44075", + "issue:43010|issue:43976", "issue:43618|issue:44077", + "issue:43992|issue:45478", "issue:36296|issue:43575", "issue:28282|issue:33453", "issue:43867|issue:44484", @@ -14437,232 +14563,214 @@ "issue:44360|issue:45440", "issue:43618|issue:44977", "issue:42890|issue:44964", + "issue:43502|issue:44062", "issue:42890|issue:44112", "issue:42890|issue:45600", - "issue:43502|issue:44062", - "issue:43723|issue:44556", - "issue:43576|issue:46132" + "issue:43576|issue:46132", + "issue:43723|issue:44556" ], - "prepared_review_unit_hash": "b8fc394db51711eda0d21e2d19937f2bd6a1b923404ef2e6a19d38605b3b697c", + "prepared_review_unit_hash": "0da1c5b4ef5da8f892711965d003d7b96853879d717f0b0cf355f377f3254ab4", "component_budget": { "node_count": 427, "item_count": 427, - "soft_pair_count": 1575, - "serialized_chars": 815841, - "estimated_input_tokens": 203961, - "estimated_eval_tokens": 408178 + "soft_pair_count": 1576, + "serialized_chars": 816182, + "estimated_input_tokens": 204046, + "estimated_eval_tokens": 408348 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 31, - "serialized_chars": 36495, - "estimated_input_tokens": 9124, - "estimated_eval_tokens": 18504 + "serialized_chars": 36497, + "estimated_input_tokens": 9125, + "estimated_eval_tokens": 18506 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is a mixed bag of v5-era regression reports around model loading, config/schema mismatches, tokenizer/import breakages, and a few unrelated performance/test issues. The titles are thematically similar, but the concrete root causes are usually different, so the soft edges should stay split.", - "confidence": 0.74, - "canonical_issue_reason": "issue:45278 is the best umbrella issue: it explicitly captures the broad cross-version import breakage pattern that many nearby reports resemble, without being as narrowly model-specific as most others.", + "summary": "This cluster is highly heterogeneous: the soft-similarity pairs mostly share broad v5/loading/import wording but do not describe the same underlying bug or change, so none should be merged as duplicates.", + "confidence": 0.34, + "canonical_issue_reason": "issue:45278 is the broadest and most representative report in the set: a general import-failure regression after upgrading from 4.57.0 to 5.5.0.", "canonical_pr_reason": null, - "best_issue_reason": "issue:45278 is the strongest triage anchor for the cluster because it summarizes the general upgrade regression pattern and is broad enough to represent the surrounding loading/import complaints.", + "best_issue_reason": "issue:45278 is the best single issue candidate because it is the most general, user-facing regression report and fits the cluster\u2019s broad import-regression theme better than the model-specific cases.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:36683", "right": "issue:43525", "accept": false, - "reason": "Both are config attribute errors, but they affect different models and missing fields (`vocab_size` vs `pad_token_id`), so they do not look like the same bug." + "reason": "Both are config-attribute errors, but for different models and different missing fields (`vocab_size` vs `pad_token_id`)." }, { "left": "issue:43618", "right": "issue:45216", "accept": false, - "reason": "One is about `CLIPOutput.attentions` not being assigned; the other is a Qwen3.5 `save_pretrained` regression. Different code paths and symptoms." + "reason": "One is a CLIP output-attentions regression; the other is a Qwen3.5 save_pretrained checkpoint regression." }, { "left": "issue:36683", "right": "issue:44242", "accept": false, - "reason": "A missing config attribute for Gemma3 is unrelated to MoE load-balancing loss handling." + "reason": "Unrelated bugs: missing config field for Gemma3 vs missing load-balancing loss when router logits are off." }, { "left": "issue:43352", "right": "issue:43931", "accept": false, - "reason": "These are separate model-loading failures: Flash Attention 2 support gating for NemotronH vs a Qwen3-VL weight-shape mismatch." + "reason": "Different concrete failures: FlashAttention 2 not supported vs a Qwen3-VL weight-shape mismatch." }, { "left": "issue:43064", "right": "issue:44492", "accept": false, - "reason": "FSDP2/PEFT optimizer-state corruption and a cache-strategy typo are unrelated bugs." + "reason": "FSDP/PEFT optimizer-state corruption is unrelated to a cache-strategy typo." }, { "left": "issue:43010", "right": "issue:45278", "accept": false, - "reason": "`@torch.no_grad` on cache/layer updates is a different fix from broad import failures after upgrading to v5." + "reason": "Cache `update()` no_grad behavior is a different code path from generic import errors after upgrade." }, { "left": "issue:43992", "right": "issue:45310", "accept": false, - "reason": "Both involve loading, but one is a missing `embed_tokens.weight` in UMT5 and the other is a Qwen3.5 MoE `from_pretrained` regression." - }, - { - "left": "issue:43867", - "right": "issue:45375", - "accept": false, - "reason": "A sorted-state-dict loading error and a missing `deepstack_visual_indexes` config field are different failure modes." + "reason": "UMT5 embedding-loading loss and Qwen3.5 MoE `from_pretrained` errors are different model-loading bugs." }, { "left": "issue:44355", "right": "issue:44855", "accept": false, - "reason": "Compiled-Python import errors and the Python 3.13 `@torch.jit.script` indentation parsing issue are not the same bug." + "reason": "Compiled-file import failures are not the same as the Python 3.13 `torch.jit.script` parsing/IndentationError issue." }, { - "left": "issue:41669", - "right": "issue:44246", + "left": "issue:43867", + "right": "issue:45375", "accept": false, - "reason": "Both mention slow import paths, but one is specifically about removing `import *` usage while the other is a general import-sometimes-slow report." + "reason": "State-dict sorting load errors and missing config fields in Qwen3.5 vision config are different serialization issues." }, { - "left": "issue:42890", - "right": "issue:45561", + "left": "issue:41669", + "right": "issue:44246", "accept": false, - "reason": "A flaky integration test due to missing seeds is unrelated to xdist races on `captured_info.txt`." + "reason": "Import-star performance regressions and the router-loss bug affect different behavior and code paths." }, { "left": "issue:36683", "right": "issue:43064", "accept": false, - "reason": "Missing config attributes and wrong optimizer states on nonzero ranks are unrelated." + "reason": "A missing config attribute is unrelated to the FSDP2/PEFT optimizer-state bug." }, { "left": "issue:44938", "right": "issue:45071", "accept": false, - "reason": "Python 3.14 load failures and `PretrainedConfig` type-checking breakage in v5.4.0 are different regressions." - }, - { - "left": "issue:43867", - "right": "issue:44484", - "accept": false, - "reason": "A model-load error from sorted state dicts is unrelated to the `max_shard_size` question." - }, - { - "left": "issue:43618", - "right": "issue:44857", - "accept": false, - "reason": "A missing attentions assignment in CLIPOutput and an AMP/CUDA crash in LwDetrImageLoss are different subsystems and bugs." + "reason": "Python 3.14 import failure and PretrainedConfig type-checking breakage are different regression types." }, { - "left": "issue:44360", - "right": "issue:45440", + "left": "issue:42890", + "right": "issue:45561", "accept": false, - "reason": "The DSA indexer ReLU discussion is unrelated to DeepseekV3MoE behavioral divergence." + "reason": "Missing `set_seed()` in tests is unrelated to the xdist race on `captured_info.txt`." }, { - "left": "issue:43618", - "right": "issue:44977", + "left": "issue:43010", + "right": "issue:45850", "accept": false, - "reason": "Missing CLIP attentions and Qwen3.5 flash-attention generation failures are unrelated." + "reason": "A specific cache-update bug is not the same as the vague 'too many models broken' report." }, { - "left": "issue:42890", - "right": "issue:44964", + "left": "issue:43867", + "right": "issue:45357", "accept": false, - "reason": "A flaky SamHQ test and a Phi-4 multimodal loading failure do not share a code-path." + "reason": "Load failure from sorted state_dicts is different from incorrect visual-encoder keys saved by Qwen3.5." }, { - "left": "issue:42890", - "right": "issue:44112", + "left": "issue:42490", + "right": "issue:44075", "accept": false, - "reason": "A missing `set_seed()` in tests is unrelated to the GraniteSpeech stale device-override failure." + "reason": "A trailing-slash local path warning is unrelated to ignored SGD optimizer args." }, { - "left": "issue:42890", - "right": "issue:45600", + "left": "issue:43010", + "right": "issue:43976", "accept": false, - "reason": "Test flakiness and broken `auto_mappings.py` references are different issues." + "reason": "Cache update/no_grad behavior is unrelated to the Python 3.9 vs 3.10 compatibility problem." }, { - "left": "issue:43502", - "right": "issue:44062", + "left": "issue:43618", + "right": "issue:44077", "accept": false, - "reason": "`local_files_only=True` still causing network requests and the `AddedToken(..., special=...)` argument conflict are distinct tokenizer/loading bugs." + "reason": "CLIP attentions missing and patchtsmixer `post_init` handling are different model-specific issues." }, { - "left": "issue:43723", - "right": "issue:44556", + "left": "issue:43992", + "right": "issue:45478", "accept": false, - "reason": "Tokenizer loading in v5 and reloading old checkpoints after upgrading are related in theme but not the same concrete defect." + "reason": "Both mention Qwen3.5/Qwen3.5-MoE loading, but the concrete failures differ and are not clearly the same bug." }, { - "left": "issue:43576", - "right": "issue:46132", + "left": "issue:36296", + "right": "issue:43575", "accept": false, - "reason": "A broken `transformers env` command and changed `AttentionInterface.register` behavior are separate API/CLI regressions." + "reason": "Tensor-parallel training logic and TP-induced OOM on a large model are different problems." }, { - "left": "issue:43931", - "right": "issue:45478", + "left": "issue:28282", + "right": "issue:33453", "accept": false, - "reason": "Both concern Qwen3.5 loading, but they describe different symptoms: weight-shape mismatch vs `from_pretrained` error in v5.4+." + "reason": "AutoModel PyTorch import errors and tokenizer-loading regressions are unrelated." }, { - "left": "issue:45216", - "right": "issue:45357", + "left": "issue:43867", + "right": "issue:44484", "accept": false, - "reason": "These are both Qwen3.5 regressions, but one is incorrect saved checkpoint keys and the other is incorrect visual encoder keys; they are not clearly the same bug." + "reason": "A state_dict load-order bug is unrelated to the `max_shard_size` question." }, { - "left": "issue:45375", - "right": "issue:45478", + "left": "issue:43618", + "right": "issue:44857", "accept": false, - "reason": "A missing config field dropped by strict validation is different from the Qwen3.5 MoE `from_pretrained` error." + "reason": "Missing CLIP attentions and an AMP/CUDA crash in LwDetrImageLoss are different failures." }, { "left": "issue:44360", "right": "issue:45440", "accept": false, - "reason": "The DSA indexer ReLU discussion is unrelated to a model implementation divergence." + "reason": "The DSA ReLU discussion and DeepSeekV3MoE divergence are separate model/math issues." }, { - "left": "issue:45561", - "right": "issue:46132", + "left": "issue:43502", + "right": "issue:44062", "accept": false, - "reason": "A pytest-xdist file race and altered attention registration behavior do not match." + "reason": "Local-files-only network leakage and `AddedToken()` argument collisions are unrelated." }, { - "left": "issue:44242", - "right": "issue:43576", + "left": "issue:42890", + "right": "issue:44112", "accept": false, - "reason": "Load-balancing loss computation and the `transformers env` command are unrelated." + "reason": "Seed-setting test flakiness is not the same as the GraniteSpeech CI device-override failure." }, { - "left": "issue:43525", - "right": "issue:44964", + "left": "issue:42890", + "right": "issue:45600", "accept": false, - "reason": "Different model families and different missing attributes/loading failures; not the same underlying issue." + "reason": "Missing `set_seed()` in tests and stale `auto_mappings.py` references are different CI problems." }, { - "left": "issue:36296", - "right": "issue:43575", + "left": "issue:43576", + "right": "issue:46132", "accept": false, - "reason": "Tensor-parallel training bugs and OOM during TP loading of Qwen2-57B are not the same failure mode." + "reason": "A broken `transformers env` command and changed `AttentionInterface.register` behavior are different APIs and code paths." }, { - "left": "issue:28282", - "right": "issue:33453", + "left": "issue:43723", + "right": "issue:44556", "accept": false, - "reason": "Importing AutoModel without PyTorch and tokenizer-loading regression are different loader paths and symptoms." + "reason": "Tokenizer loading in v5 and reloading a v4.57 checkpoint after upgrading are related only broadly by versioning, not the same bug." } ] }, @@ -14678,11 +14786,11 @@ "component_index": 1, "component_count": 17, "review_unit_index": 47, - "review_unit_count": 50, + "review_unit_count": 49, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-427", "nodes": [ @@ -14735,8 +14843,8 @@ "issue:46178" ], "soft_pairs": [ - "issue:42890|issue:45341", "issue:44387|issue:44556", + "issue:42890|issue:45341", "issue:44222|issue:45125", "issue:43010|issue:43065", "issue:42548|issue:44351", @@ -14750,10 +14858,10 @@ "issue:43502|issue:44222", "issue:43299|issue:44556", "issue:42831|issue:43874", - "issue:44315|issue:44360", "issue:43502|issue:44961", - "issue:30333|issue:36296", + "issue:44315|issue:44360", "issue:43827|issue:44961", + "issue:30333|issue:36296", "issue:44355|issue:45071", "issue:44355|issue:44655", "issue:33453|issue:34689", @@ -14763,10 +14871,10 @@ "issue:33453|issue:36296", "issue:43576|issue:43824", "issue:31795|issue:38617", - "issue:41628|issue:42548", "issue:44961|issue:45468", - "issue:44355|issue:46178", + "issue:41628|issue:42548", "issue:38617|issue:43576", + "issue:44355|issue:46178", "issue:46143|issue:46144", "issue:44908|issue:44961", "issue:44485|issue:44961", @@ -14774,14 +14882,14 @@ "issue:36296|issue:43901", "issue:36296|issue:43526" ], - "prepared_review_unit_hash": "1abeb4feb866930594be1dcd96b3b4cddab5150c6a6b782485eacaed6e1db0ba", + "prepared_review_unit_hash": "a640026e536d5601b96c7257ece350959d882fea6e9b95e760911273dea230f3", "component_budget": { "node_count": 427, "item_count": 427, - "soft_pair_count": 1575, - "serialized_chars": 815841, - "estimated_input_tokens": 203961, - "estimated_eval_tokens": 408178 + "soft_pair_count": 1576, + "serialized_chars": 816182, + "estimated_input_tokens": 204046, + "estimated_eval_tokens": 408348 }, "budget": { "node_count": 47, @@ -14796,240 +14904,240 @@ "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is a loose collection of Transformers issues with overlapping wording around v5 regressions, imports, loading, and model-specific bugs, but the soft pairs do not describe the same concrete defect.", - "confidence": 0.92, - "canonical_issue_reason": "issue:43576 is the closest umbrella representative because it is a broad v5 breakage report with downstream references, but the overall set is too heterogeneous to treat as one duplicate cluster.", + "summary": "This cluster is a loose mix of Transformer regression reports, import/load failures, cache/generation bugs, quantization issues, and unrelated docs/test items. The soft pairs mostly share only broad subsystem keywords, not the same concrete underlying defect, so none should be merged as duplicates.", + "confidence": 0.96, + "canonical_issue_reason": "Issue 44556 is the clearest broad regression report in the set: a v4.57\u2192v5.2/5.3 checkpoint reload break with obvious user impact and a theme that matches several other version-migration/loading complaints in the cluster.", "canonical_pr_reason": null, - "best_issue_reason": "issue:43576 is the best global representative of the shared v5-regression theme, even though it should not be used as a duplicate target for the narrower import/model/test reports.", + "best_issue_reason": "44556 is the most representative user-facing issue here because it cleanly captures the cluster\u2019s strongest recurring theme: upgrade-to-v5 breakage in model loading/reloading.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:42890", - "right": "issue:45341", + "left": "issue:44387", + "right": "issue:44556", "accept": false, - "reason": "Both involve tests, but one is flaky SAM HQ integration due to missing seeds while the other is a specific testing_utils bug; different code paths and failure modes." + "reason": "Both mention v5 regressions, but one is an int4 CUDA memory/OOM problem and the other is checkpoint reload failure; different code paths and symptoms." }, { - "left": "issue:44387", - "right": "issue:44556", + "left": "issue:42890", + "right": "issue:45341", "accept": false, - "reason": "One reports int4 quantization OOM from higher CUDA reserved memory, the other a checkpoint reload regression after upgrading to v5.2/v5.3; not the same bug." + "reason": "Both touch testing, but one is an integration-test seeding flake and the other is a generic testing_utils bug; not the same defect." }, { "left": "issue:44222", "right": "issue:45125", "accept": false, - "reason": "Both mention MoE/FP8-adjacent areas, but one is save_pretrained behavior and the other tensor-parallel loading support; distinct issues." + "reason": "One is FP8 save_pretrained behavior, the other is missing _tp_plan for tensor parallelism; related model family, different bug." }, { "left": "issue:43010", "right": "issue:43065", "accept": false, - "reason": "Cache update no_grad behavior and a dummy Conv2d in Sam3PixelDecoder are unrelated implementation bugs." + "reason": "Cache no_grad decoration and a dummy Conv2d in Sam3PixelDecoder are unrelated implementation issues." }, { "left": "issue:42548", "right": "issue:44351", "accept": false, - "reason": "Both are import errors, but they concern different missing symbols from different modules and likely unrelated export regressions." + "reason": "Both are import errors, but they involve different missing symbols and different breakages." }, { "left": "issue:43502", "right": "issue:44485", "accept": false, - "reason": "local_files_only triggering API calls is unrelated to GLM-5 RoPE implementation." + "reason": "local_files_only network requests and GLM-5 RoPE implementation are unrelated problems." }, { "left": "issue:44355", "right": "issue:44749", "accept": false, - "reason": "Compiled Python file errors and a post-upgrade filtering slowdown are different symptoms in different areas." + "reason": "Compiled Python file errors and slow filtering after upgrade are different issues with no shared code path." }, { "left": "issue:45125", "right": "issue:45478", "accept": false, - "reason": "Both concern Qwen3.5 MoE, but one is missing tensor-parallel metadata and the other is a from_pretrained error on newer transformers; not clearly the same fix." + "reason": "Both involve Qwen3.5 MoE, but one is tensor-parallel metadata and the other is a from_pretrained load error; too different to merge." }, { "left": "issue:30333", "right": "issue:33453", "accept": false, - "reason": "MLFlow reporting after failed training and tokenizer-loading regression are unrelated." + "reason": "MLFlow reporting on training failure and tokenizer loading regression are unrelated." }, { "left": "issue:43010", "right": "issue:43232", "accept": false, - "reason": "Both touch generation/caching, but one is about no_grad decoration on cache updates and the other about sync_gpus/generation kwargs handling." + "reason": "Both are generation/cache-related, but one is no_grad decoration and the other is sync_gpus kwargs handling; not the same bug." }, { "left": "issue:45125", "right": "issue:45375", "accept": false, - "reason": "Qwen3.5 MoE tensor-parallel support and a missing config field in Qwen3_5MoeVisionConfig are different model/config bugs." + "reason": "Missing _tp_plan and a config field dropped by @strict are different Qwen3.5 MoE issues." }, { "left": "issue:30990", "right": "issue:31795", "accept": false, - "reason": "Sentence Transformers loading hangs and documentation for forward arguments are unrelated." + "reason": "Sentence Transformers loading hangs and docs confusion about model.forward arguments are not the same underlying problem." }, { "left": "issue:43502", "right": "issue:44222", "accept": false, - "reason": "A local_files_only network leak and FP8 save_pretrained behavior are not the same underlying defect." + "reason": "Network requests despite local_files_only and FP8 save_pretrained moe are unrelated." }, { "left": "issue:43299", "right": "issue:44556", "accept": false, - "reason": "Both are version-related loading regressions, but one is Qwen3VL MoE-specific and the other is generic checkpoint reload compatibility." + "reason": "Both are loading regressions, but they target different models and different failure causes; not one mergeable fix." }, { "left": "issue:42831", "right": "issue:43874", "accept": false, - "reason": "FineGrainedFP8 accuracy and a missing image-patch helper in GLM46V are unrelated." + "reason": "FP8 accuracy loss and a missing image-patch-count method are unrelated." + }, + { + "left": "issue:43502", + "right": "issue:44961", + "accept": false, + "reason": "A local_files_only network leak and a placeholder 'racoon' issue are clearly unrelated." }, { "left": "issue:44315", "right": "issue:44360", "accept": false, - "reason": "Liger Kernel not applied in model_init and a missing ReLU in the DSA indexer are different subsystems and bugs." + "reason": "Liger kernel application under model_init and a DSA indexer ReLU discussion are unrelated." }, { - "left": "issue:43502", + "left": "issue:43827", "right": "issue:44961", "accept": false, - "reason": "local_files_only API leakage and an unrelated placeholder issue have no shared bug." + "reason": "Docs still referencing pipeline() and the 'racoon' issue do not describe the same bug." }, { "left": "issue:30333", "right": "issue:36296", "accept": false, - "reason": "MLFlow reporting and tensor-parallel training are different training-time problems." - }, - { - "left": "issue:43827", - "right": "issue:44961", - "accept": false, - "reason": "Docs still referencing pipeline() and an unrelated placeholder issue are not duplicates." + "reason": "MLFlow failure reporting and tensor-parallel training bugs are different subsystems and problems." }, { "left": "issue:44355", "right": "issue:45071", "accept": false, - "reason": "Compiled Python-file errors and PretrainedConfig type-checking regressions are unrelated." + "reason": "Compiled Python file execution errors and PretrainedConfig type checking are unrelated." }, { "left": "issue:44355", "right": "issue:44655", "accept": false, - "reason": "One is about running compiled Python files, the other about saving Pipeline objects; distinct behaviors." + "reason": "Compiled Python file errors and save_pretrained failure for Pipeline objects are different issues." }, { "left": "issue:33453", "right": "issue:34689", "accept": false, - "reason": "Tokenizer-loading regression and Llama 3.2 Vision model-loading regression are both load-related but not the same concrete issue." + "reason": "Tokenizer loading regression and Llama 3.2 vision model loading break are both load-related, but they are distinct regressions." }, { "left": "issue:42757", "right": "issue:43576", "accept": false, - "reason": "Missing huggingface_hub import and broken transformers env command are different package-level issues; no evidence they are the same root cause." + "reason": "Missing huggingface_hub export and a broken transformers env command are separate API/CLI issues." }, { "left": "issue:44222", "right": "issue:44230", "accept": false, - "reason": "Both mention FP8/MoE, but one is save_pretrained support and the other is inference support for specific Qwen3 variants." + "reason": "FP8 save_pretrained moe and FP8 inference support are different paths and would not be one PR." }, { "left": "issue:43576", "right": "issue:45071", "accept": false, - "reason": "Both are v5 regressions, but one is the env command and the other is PretrainedConfig typing; too broad to merge as duplicates." + "reason": "Broken env command and PretrainedConfig type checking are unrelated." }, { "left": "issue:33453", "right": "issue:36296", "accept": false, - "reason": "Tokenizer loading and tensor-parallel training are separate concerns." + "reason": "Tokenizer loading regression and tensor-parallel training bug do not share the same underlying defect." }, { "left": "issue:43576", "right": "issue:43824", "accept": false, - "reason": "Broken env command and Qwen2_5_VL import failure are both v5-era issues, but they affect different symbols and flows." + "reason": "Broken env CLI command and missing Qwen2_5_VLForConditionalGeneration import are unrelated." }, { "left": "issue:31795", "right": "issue:38617", "accept": false, - "reason": "Documentation confusion in model.forward and an ImportError for layer_type_validation are unrelated." - }, - { - "left": "issue:41628", - "right": "issue:42548", - "accept": false, - "reason": "Both are import errors from transformers, but they involve different missing classes and no shared concrete code path is shown." + "reason": "Documentation confusion and a missing layer_type_validation import are different kinds of issues." }, { "left": "issue:44961", "right": "issue:45468", "accept": false, - "reason": "Placeholder racoon and Gemma-4 audio positional encoding are unrelated." + "reason": "The 'racoon' issue is not meaningfully related to Gemma-4 audio positional encoding." }, { - "left": "issue:44355", - "right": "issue:46178", + "left": "issue:41628", + "right": "issue:42548", "accept": false, - "reason": "Compiled-file errors and a BACKENDS_MAPPING tensorflow_text ValueError are different failure modes." + "reason": "AutoImageProcessor and PreTrainedModel import errors are different missing exports." }, { "left": "issue:38617", "right": "issue:43576", "accept": false, - "reason": "A missing configuration_utils export and a broken env command are not the same bug." + "reason": "Missing layer_type_validation import and broken env CLI are unrelated v5 breakages." + }, + { + "left": "issue:44355", + "right": "issue:46178", + "accept": false, + "reason": "Compiled-file execution errors and an unknown backend in BACKENDS_MAPPING are different failures." }, { "left": "issue:46143", "right": "issue:46144", "accept": false, - "reason": "One is kwargs propagation through RoFormer methods, the other is the attention implementation bypassing the attention interface; related area, but distinct defects." + "reason": "Both concern RoFormer, but one is kwargs passthrough and the other is attention-interface usage; not the same code-path bug." }, { "left": "issue:44908", "right": "issue:44961", "accept": false, - "reason": "Scheduler kwargs handling and an unrelated placeholder issue are not duplicates." + "reason": "Scheduler kwargs handling and the unrelated 'racoon' issue are not duplicates." }, { "left": "issue:44485", "right": "issue:44961", "accept": false, - "reason": "GLM-5 RoPE implementation and an unrelated placeholder issue do not match." + "reason": "GLM-5 RoPE implementation and the 'racoon' issue are unrelated." }, { "left": "issue:43673", "right": "issue:44492", "accept": false, - "reason": "Generation cache missing in chunked_prefill and a typo in cache strategies are different problems." + "reason": "Missing cache during chunked_prefill and a typo in cache strategies are different problems." }, { "left": "issue:36296", "right": "issue:43901", "accept": false, - "reason": "Tensor-parallel training bug and TextClassificationPipeline docs mismatch are unrelated." + "reason": "Tensor-parallel training bugs and TextClassificationPipeline docs mismatch are unrelated." }, { "left": "issue:36296", "right": "issue:43526", "accept": false, - "reason": "Tensor-parallel training and BeitImageProcessorFast label reduction are separate bugs." + "reason": "Tensor-parallel training and BeitImageProcessorFast reduce_labels behavior are unrelated." } ] }, @@ -15045,11 +15153,11 @@ "component_index": 1, "component_count": 17, "review_unit_index": 48, - "review_unit_count": 50, + "review_unit_count": 49, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-427", "nodes": [ @@ -15065,7 +15173,6 @@ "issue:43576", "issue:43673", "issue:43827", - "issue:43874", "issue:43976", "issue:44038", "issue:44077", @@ -15093,6 +15200,7 @@ "issue:45125", "issue:45230", "issue:45278", + "issue:45310", "issue:45341", "issue:45362", "issue:45468", @@ -15112,8 +15220,8 @@ "issue:44230|issue:46095", "issue:44393|issue:45753", "issue:43576|issue:44556", - "issue:43525|issue:45850", "issue:41669|issue:43673", + "issue:43525|issue:45850", "issue:44556|issue:45092", "issue:43572|issue:45850", "issue:44492|issue:45850", @@ -15126,13 +15234,13 @@ "issue:43976|issue:44393", "issue:43352|issue:44393", "issue:44297|issue:45230", - "issue:43576|issue:44908", "issue:44295|issue:45230", + "issue:43576|issue:44908", "issue:44908|issue:45071", "issue:41669|issue:44351", "issue:41669|issue:45341", "issue:44492|issue:44945", - "issue:43874|issue:45850", + "issue:43976|issue:45850", "issue:44393|issue:45478", "issue:44077|issue:44861", "issue:43827|issue:44908", @@ -15141,277 +15249,281 @@ "issue:44315|issue:44829", "issue:43576|issue:44273", "issue:44360|issue:45468", - "issue:44655|issue:44861" + "issue:44655|issue:44861", + "issue:45230|issue:45310" ], - "prepared_review_unit_hash": "f580c72f94649c3c341fbfe545185e43bfa6816e94400a6b0a4a14ba3e59185f", + "prepared_review_unit_hash": "fe6670131ae20b2a21551f7ec13f0cc20c0148ea1d5ffc4cf1410023f4538735", "component_budget": { "node_count": 427, "item_count": 427, - "soft_pair_count": 1575, - "serialized_chars": 815841, - "estimated_input_tokens": 203961, - "estimated_eval_tokens": 408178 + "soft_pair_count": 1576, + "serialized_chars": 816182, + "estimated_input_tokens": 204046, + "estimated_eval_tokens": 408348 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 39, - "serialized_chars": 38837, - "estimated_input_tokens": 9710, - "estimated_eval_tokens": 19676 + "soft_pair_count": 40, + "serialized_chars": 39071, + "estimated_input_tokens": 9768, + "estimated_eval_tokens": 19792 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is mostly a grab-bag of distinct Transformers v5 regression reports across different models and APIs; the soft edges are mostly theme-level similarity rather than true duplicates.", - "confidence": 0.74, - "canonical_issue_reason": "issue:45278 is the best umbrella issue here: it is broad, version-regression focused, and overlaps with several other v5 breakage reports without being tied to one narrow model or API.", + "summary": "This cluster is mostly a mix of unrelated v5 regressions, with two real duplicate groups: an open import/lazy-loading issue set and a checkpoint reload/meta-init compatibility set. The checkpoint pair is a credible duplicate; the import-slowdown vs lazy-loading pair is not strong enough to merge.", + "confidence": 0.77, + "canonical_issue_reason": "issue:44273 is the best open, actionable umbrella for the lazy-loading subgroup; it is the clearest live duplicate target in the cluster.", "canonical_pr_reason": null, - "best_issue_reason": "issue:45278 is the most useful anchor for triage because it is concrete enough to identify the failure mode (post-upgrade import/regression breakage) while still capturing the cluster\u2019s shared v5 migration theme.", + "best_issue_reason": "issue:44273 is the strongest global issue target because it is open and tracks a concrete import/lazy-loading regression rather than a vague version-wide complaint.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:45362", "right": "issue:45850", "accept": false, - "reason": "Both are general v5 complaints, but one is a specific Qwen3.5 chat crash and the other is a broad \u201cmany models break\u201d report; different symptom and scope." + "reason": "Both mention Qwen3.5, but one is a specific chat crash and the other is a broad claim that v5 breaks many models; not the same bug." }, { "left": "issue:44623", "right": "issue:45230", "accept": false, - "reason": "One is about processor.save_pretrained missing files; the other is an unspecified bug report with no evidence of the same code path." + "reason": "A specific processor.save_pretrained file-loss bug vs. an unspecific bug report; no clear shared code path." }, { "left": "issue:44273", "right": "issue:45542", "accept": false, - "reason": "Lazy loading behavior and a TensorFlow-backend error are unrelated failure modes." + "reason": "Lazy-loading/import behavior and TensorFlow backend installation issues are different failures." }, { "left": "issue:44038", "right": "issue:45125", "accept": false, - "reason": "Different model families and different problems: Qwen3-VL-Moe bug versus missing tensor-parallel plan." + "reason": "Both involve Qwen3 MoE, but they describe different concrete problems: model support/compatibility vs. missing tensor-parallel plan." }, { "left": "issue:44273", "right": "issue:45003", "accept": false, - "reason": "Both touch import/loading mechanics, but one is lazy-loading correctness and the other is unsafe sys.modules access; not enough to be the same bug." + "reason": "Import/lazy-loading regression is not the same as unsafe sys.modules access in modeling_utils." }, { "left": "issue:44393", "right": "issue:45071", "accept": false, - "reason": "A Qwen3-VL bounding-box output issue is not the same as a PretrainedConfig type-checking regression." + "reason": "Qwen3-VL output/bbox error vs. PretrainedConfig type-checking regression; different layers and symptoms." }, { "left": "issue:44230", "right": "issue:46095", "accept": false, - "reason": "FP8 inference support and a DeepSeek weight-conversion question are unrelated." + "reason": "FP8 inference support request vs. a weight-conversion script question; not the same underlying issue." }, { "left": "issue:44393", "right": "issue:45753", "accept": false, - "reason": "Both involve Qwen3-VL, but one is a 2D box output problem and the other is an infinite-loop case on a specific image." + "reason": "Both are Qwen3-VL reports, but one is bbox hallucination/error and the other is an infinite-loop case on a specific image." }, { "left": "issue:43576", "right": "issue:44556", "accept": false, - "reason": "Both are v5 breakage reports, but one is the transformers env command and the other is checkpoint reload after upgrade; different code paths." + "reason": "Broken transformers env command vs. checkpoint reload failure after upgrade; different commands and failure modes." }, { - "left": "issue:43525", - "right": "issue:45850", + "left": "issue:41669", + "right": "issue:43673", "accept": false, - "reason": "A missing pad_token_id on Llama4Config is a specific config bug, not the same as a broad \u201cmany models break\u201d complaint." + "reason": "Import-time slowdown from import * usage vs. chunked_prefill cache missing; too different in cause and symptom." }, { - "left": "issue:41669", - "right": "issue:43673", + "left": "issue:43525", + "right": "issue:45850", "accept": false, - "reason": "Import-* performance problems and a missing GenerationMixin cache in chunked_prefill are unrelated." + "reason": "A specific Llama4Config attribute error is not the same as a broad v5 breakage complaint." }, { "left": "issue:44556", "right": "issue:45092", - "accept": false, - "reason": "Both concern v5 incompatibilities, but one is generic checkpoint reload failure and the other is a specific InternVL2 remote-code/meta-init incompatibility; not clearly the same concrete bug." + "accept": true, + "reason": "Both report v5 upgrade incompatibility when loading older checkpoints; same underlying checkpoint-loading/meta-init regression." }, { "left": "issue:43572", "right": "issue:45850", "accept": false, - "reason": "A StableLmConfig pad_token issue is a specific config regression, not the same broad v5 breakage report." + "reason": "Missing pad_token_idx in StableLmConfig is a specific model config bug, not the same as the broad v5 breakage report." }, { "left": "issue:44492", "right": "issue:45850", "accept": false, - "reason": "A cache-strategy typo is not the same as a general \u201ctoo many models break\u201d issue." + "reason": "A typo in cache strategies is unrelated to a generic v5 breakage complaint." }, { "left": "issue:42371", "right": "issue:44492", "accept": false, - "reason": "TF32 settings guidance and a cache-strategy typo are unrelated." + "reason": "TF32 API guidance and a cache-strategy typo are unrelated." }, { "left": "issue:45278", "right": "issue:45850", "accept": false, - "reason": "Same general v5 regression theme, but one is a concrete import/regression report and the other is a vague umbrella complaint; not the same bug." + "reason": "Both mention v5 regressions, but one is many import errors after upgrade and the other is a broad assertion that v5 breaks too many models; too generic to be duplicates." }, { "left": "issue:44246", "right": "issue:44273", "accept": false, - "reason": "Import time being slow is a performance issue; lazy loading not working is a correctness issue." + "reason": "The titles only loosely overlap on import behavior; 44246 is an intermittent import slowdown report, while 44273 is a lazy-loading failure, so shared root cause is not established." }, { "left": "issue:42890", "right": "issue:44908", "accept": false, - "reason": "Missing set_seed in tests and a scheduler kwarg being ignored are unrelated test vs scheduler issues." + "reason": "Test seeding flakiness vs. scheduler kwargs being ignored; unrelated bugs." }, { "left": "issue:44704", "right": "issue:44908", "accept": false, - "reason": "AutoProcessor cached_file kwargs handling and inverse_sqrt scheduler kwargs handling are different APIs and code paths." + "reason": "AutoProcessor kwargs forwarding bug vs. inverse_sqrt scheduler kwargs bug; different APIs and code paths." }, { "left": "issue:43408", "right": "issue:44315", "accept": false, - "reason": "A model-type mismatch warning and Liger Kernel not applied with model_init are unrelated." + "reason": "Model-type mismatch warning vs. Liger Kernel not applied with model_init; not the same issue." }, { "left": "issue:43976", "right": "issue:44393", "accept": false, - "reason": "Python-version compatibility and Qwen3-VL bounding-box generation are unrelated." + "reason": "Python-version compatibility bug vs. Qwen3-VL output error; unrelated." }, { "left": "issue:43352", "right": "issue:44393", "accept": false, - "reason": "Flash Attention 2.0 support for NemotronH is unrelated to Qwen3-VL output errors." + "reason": "Flash Attention 2 support gap vs. Qwen3-VL bbox error; different problems." }, { "left": "issue:44297", "right": "issue:45230", "accept": false, - "reason": "Tokenizer save_pretrained metadata mismatch is not the same as an unspecified bug report." - }, - { - "left": "issue:43576", - "right": "issue:44908", - "accept": false, - "reason": "transformers env command breakage and scheduler kwargs ignored are different features." + "reason": "Tokenizer save_pretrained mismatch vs. an unspecific bug report; no shared concrete failure." }, { "left": "issue:44295", "right": "issue:45230", "accept": false, - "reason": "position_ids buffer access and an unspecific bug report do not indicate the same issue." + "reason": "position_ids buffer access error vs. generic bug report; not enough evidence of the same bug." }, { - "left": "issue:44908", - "right": "issue:45071", + "left": "issue:43576", + "right": "issue:44908", "accept": false, - "reason": "Scheduler kwargs handling and PretrainedConfig type checking are unrelated." + "reason": "Broken env command vs. scheduler kwargs handling; unrelated." }, { "left": "issue:41669", "right": "issue:44351", "accept": false, - "reason": "Import-* slowdown and cannot import HybridCache are both import-related, but one is performance and the other is a missing symbol/export issue." + "reason": "Import-time performance regression vs. missing HybridCache import; different import-path issues." }, { "left": "issue:41669", "right": "issue:45341", "accept": false, - "reason": "Import-* slowdown and a testing_utils bug are unrelated." + "reason": "Import-performance regression vs. a small testing utility bug; no clear overlap." }, { "left": "issue:44492", "right": "issue:44945", "accept": false, - "reason": "A cache-strategy typo is not the same as incorrect LLM output under pipeline parallelism." + "reason": "Cache-strategy typo is unrelated to pipeline-parallelism output corruption." }, { - "left": "issue:43874", + "left": "issue:43976", "right": "issue:45850", "accept": false, - "reason": "Missing get_number_of_image_patches in Glm46V is a specific multimodal processor bug, not a broad v5 regression complaint." + "reason": "Python support regression vs. broad v5 breakage complaint; not the same bug." }, { "left": "issue:44393", "right": "issue:45478", "accept": false, - "reason": "Both are Qwen-related, but one is a bounding-box output issue and the other is a from_pretrained error for Qwen3.5 MoE; different failures." + "reason": "Different Qwen3.5 issues: bbox output error vs. from_pretrained failure." }, { "left": "issue:44077", "right": "issue:44861", "accept": false, - "reason": "Optional post_init on patchtsmixer and _tied_weights_keys list handling are different code paths." + "reason": "Optional post_init validation issue vs. AttributeError on tied-weight keys list; different code paths." }, { "left": "issue:43827", "right": "issue:44908", "accept": false, - "reason": "Docs still referencing pipeline() and inverse_sqrt scheduler kwargs are unrelated." + "reason": "Docs still referencing removed pipeline() vs. scheduler kwargs bug; unrelated." }, { "left": "issue:41669", "right": "issue:44908", "accept": false, - "reason": "Import-* slowdown and scheduler kwargs ignored are not the same bug." + "reason": "Import-time performance regression vs. scheduler kwargs handling; unrelated." }, { "left": "issue:31795", "right": "issue:33453", "accept": false, - "reason": "Documentation confusion around forward args and a tokenizer loading regression are unrelated." + "reason": "Documentation confusion in model.forward vs. tokenizer loading regression; unrelated." }, { "left": "issue:44315", "right": "issue:44829", "accept": false, - "reason": "Liger Kernel application via model_init and flash_attention_3 causing degenerate training are different issues." + "reason": "Liger Kernel application with model_init vs. flash_attention_3 causing degenerate training; different failures." }, { "left": "issue:43576", "right": "issue:44273", "accept": false, - "reason": "Broken env command and broken lazy loading are both v5 behavior complaints, but they affect different subsystems and failure modes." + "reason": "Broken env command vs. lazy-loading regression; different user-facing failures." }, { "left": "issue:44360", "right": "issue:45468", "accept": false, - "reason": "DSA indexer/ReLU discussion is unrelated to Gemma-4 audio positional encoding." + "reason": "DSA indexer discussion vs. Gemma-4 audio positional encoding bug; unrelated." }, { "left": "issue:44655", "right": "issue:44861", "accept": false, - "reason": "Saving Pipeline objects and _tied_weights_keys being a list are unrelated save/load vs weight-tie internals." + "reason": "Pipeline save_pretrained failure vs. tied-weight key AttributeError; not the same bug." + }, + { + "left": "issue:45230", + "right": "issue:45310", + "accept": false, + "reason": "Generic bug report vs. specific Qwen3.5 MoE from_pretrained failure; no duplicate evidence." } ] }, - "evaluator_result": null, - "evaluator_used": false, - "retried": false, - "accepted_nontrivial_soft_edge": false, + "evaluator_result": { + "accept": false, + "feedback": "The cluster-level summary is mostly grounded, but at least one soft-edge acceptance is too strong for the evidence provided. In particular, issue:44246 vs issue:44273 is only supported by broad import-related similarity in the titles; 44246 is an intermittent import-slowdown report, while 44273 is a lazy-loading failure, so the shared root cause is not established. The accepted checkpoint pair (44556/45092) is more plausible, but the overall soft-edge handling is not consistently conservative enough for acceptance." + }, + "evaluator_used": true, + "retried": true, + "accepted_nontrivial_soft_edge": true, "error_kind": null, "error_message": null }, @@ -15420,11 +15532,11 @@ "component_index": 1, "component_count": 17, "review_unit_index": 49, - "review_unit_count": 50, + "review_unit_count": 49, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-427", "nodes": [ @@ -15435,6 +15547,7 @@ "issue:34689", "issue:36296", "issue:37428", + "issue:37934", "issue:38617", "issue:41669", "issue:42371", @@ -15466,7 +15579,6 @@ "issue:44908", "issue:44998", "issue:45092", - "issue:45230", "issue:45290", "issue:45310", "issue:45341", @@ -15478,20 +15590,19 @@ "issue:46172" ], "soft_pairs": [ - "issue:45230|issue:45310", "issue:46018|issue:46172", "issue:44273|issue:44908", "issue:43519|issue:44485", "issue:43519|issue:44908", - "issue:31795|issue:34689", "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:43502|issue:43519", "issue:43519|issue:44623", "issue:43519|issue:43704", "issue:43606|issue:45468", @@ -15523,383 +15634,320 @@ "issue:42936|issue:46144", "issue:42936|issue:43813", "issue:43240|issue:43668", - "issue:43668|issue:43813" + "issue:43668|issue:43813", + "issue:37934|issue:43668", + "issue:42936|issue:43668" ], - "prepared_review_unit_hash": "0002cfd7da7225bb6a3cff6cb05791323d8cca0e79e6f5be9a9d3e073d07a3d1", + "prepared_review_unit_hash": "67b496fa8fe554d284d6fb823784b76413453c1d3dc8169e9cf73511bb7196e2", "component_budget": { "node_count": 427, "item_count": 427, - "soft_pair_count": 1575, - "serialized_chars": 815841, - "estimated_input_tokens": 203961, - "estimated_eval_tokens": 408178 + "soft_pair_count": 1576, + "serialized_chars": 816182, + "estimated_input_tokens": 204046, + "estimated_eval_tokens": 408348 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 46, - "serialized_chars": 40652, - "estimated_input_tokens": 10163, - "estimated_eval_tokens": 20582 + "soft_pair_count": 47, + "serialized_chars": 40971, + "estimated_input_tokens": 10243, + "estimated_eval_tokens": 20742 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "Noisy cluster with one dominant theme: Transformers v5-era model/tokenizer loading regressions and compatibility breakages. The items are mostly distinct bugs, docs, or model-specific edge cases, so the soft pairs should not be merged as duplicates.", - "confidence": 0.77, - "canonical_issue_reason": "issue:45850 is the broadest umbrella in the set and best matches the shared theme of many models breaking after the v5 changes.", + "summary": "No soft pair looks like a safe duplicate. The candidates mostly share broad themes like Transformers v5 regressions, model loading, or tokenizer/processor behavior, but they point to different code paths, different model families, or different bug classes.", + "confidence": 0.84, + "canonical_issue_reason": "issue:45092 is the clearest concrete regression in the set: it describes a specific Transformers v5 meta-initialization incompatibility for old InternVL2 checkpoints with a reproducible loading path.", "canonical_pr_reason": null, - "best_issue_reason": "issue:45310 is the clearest concrete loading regression in the cluster, with a specific versioned from_pretrained failure that is easier to anchor on than the broader complaint.", + "best_issue_reason": "issue:45092 is the most actionable representative issue here because it is narrowly scoped, technically specific, and tied to a concrete failing model-loading path.", "best_pr_reason": null, "soft_edge_verdicts": [ - { - "left": "issue:45230", - "right": "issue:45310", - "accept": false, - "reason": "Generic bug report vs a specific Qwen3.5 MoE from_pretrained regression; not the same failure mode." - }, { "left": "issue:46018", "right": "issue:46172", "accept": false, - "reason": "Both are deepseek-v4 related, but one is about shared expert gating and the other about a dtype/transpose bug; different code-path issues." + "reason": "Different bugs: shared-expert gating logic vs a tensor conversion/transposition issue in deepseek-v4." }, { "left": "issue:44273", "right": "issue:44908", "accept": false, - "reason": "Lazy loading behavior and inverse_sqrt scheduler kwargs are unrelated subsystems." + "reason": "Lazy-loading behavior and inverse_sqrt scheduler kwargs are unrelated subsystems." }, { "left": "issue:43519", "right": "issue:44485", "accept": false, - "reason": "Qwen3VL timestamp calculation and GLM-5 RoPE implementation are different model-specific bugs." + "reason": "Different model-specific failures: Qwen3VL timestamp calculation vs GLM-5 RoPE implementation." }, { "left": "issue:43519", "right": "issue:44908", "accept": false, - "reason": "Processor timestamp math and scheduler kwargs handling are unrelated." + "reason": "Processor timestamp math and scheduler keyword handling are not the same bug." }, { - "left": "issue:31795", - "right": "issue:34689", + "left": "issue:41669", + "right": "issue:43704", "accept": false, - "reason": "Documentation confusion for forward args vs a model-loading regression; not the same issue." + "reason": "Import-star performance issue vs VRAM leak in multi-threaded use; unrelated symptoms and code paths." }, { - "left": "issue:41669", - "right": "issue:43704", + "left": "issue:31795", + "right": "issue:34689", "accept": false, - "reason": "Import-star cleanup/perf issue vs a VRAM leak in Qwen3ForCausalLM; different changes." + "reason": "Documentation confusion about forward args is not the same as a tokenizer/model loading regression." }, { "left": "issue:31795", "right": "issue:37428", "accept": false, - "reason": "Forward doc wording vs flash-attention import error; no shared code path." + "reason": "Doc clarity issue vs ImportError from a missing symbol; different problem classes." }, { "left": "issue:44315", "right": "issue:45092", "accept": false, - "reason": "Liger kernel application in model_init and remote-code/meta-init incompatibility are different model setup bugs." + "reason": "Applying Liger Kernel in model_init and meta-init incompatibility for old checkpoints are separate loading concerns." }, { "left": "issue:44485", "right": "issue:45468", "accept": false, - "reason": "GLM-5 RoPE implementation and Gemma-4 audio positional encoding are separate model implementations." + "reason": "GLM-5 RoPE implementation and Gemma-4 audio positional encoding are different model implementations." }, { "left": "issue:43704", "right": "issue:44485", "accept": false, - "reason": "VRAM leak under multi-threaded dataloaders vs RoPE math bug; unrelated." + "reason": "VRAM leak under threaded loading is unrelated to a RoPE implementation bug." }, { "left": "issue:43298", "right": "issue:46095", "accept": false, - "reason": "Continuous batching audio support request vs a DeepSeek-V4 weight conversion question." + "reason": "Unsupported audio continuous batching and a request for a weight conversion script are not the same change or bug." }, { - "left": "issue:43502", - "right": "issue:43519", + "left": "issue:42371", + "right": "issue:43704", "accept": false, - "reason": "local_files_only network access bug vs Qwen3VL timestamp calculation; different behaviors." + "reason": "TF32 API migration guidance is unrelated to a VRAM leak in Qwen3ForCausalLM." }, { - "left": "issue:42371", - "right": "issue:43704", + "left": "issue:43502", + "right": "issue:43519", "accept": false, - "reason": "TF32 settings guidance vs VRAM leak; not duplicates." + "reason": "Local-files-only network requests and Qwen3VL timestamp calculation are different bugs." }, { "left": "issue:43519", "right": "issue:44623", "accept": false, - "reason": "Processor timestamp calculation vs processor.save_pretrained missing files; different processor bugs." + "reason": "Timestamp calculation in a processor and missing files in save_pretrained do not share the same failure mode." }, { "left": "issue:43519", "right": "issue:43704", "accept": false, - "reason": "Timestamp math and multi-thread VRAM leak are unrelated." + "reason": "Processor timestamp math and threaded VRAM leakage are unrelated." }, { "left": "issue:43606", "right": "issue:45468", "accept": false, - "reason": "CPU offload device mismatch in bark-small vs Gemma-4 positional encoding; different models and failures." + "reason": "CPU offload device mismatch for bark-small is not the same as Gemma-4 audio positional encoding." }, { "left": "issue:44263", "right": "issue:45468", "accept": false, - "reason": "torch.split return values bug vs Gemma-4 positional encoding issue." + "reason": "torch.split return-value handling and audio positional encoding are separate code paths." }, { "left": "issue:44261", "right": "issue:45468", "accept": false, - "reason": "MLA q_a_layernorm rms_norm_eps precision issue vs Gemma-4 audio positional encoding; different bug." + "reason": "MLA q_a_layernorm epsilon precision and Gemma-4 audio positional encoding are different model bugs." }, { "left": "issue:42913", "right": "issue:43066", "accept": false, - "reason": "Both involve tokenizer v5 changes, but one is a broad behavior difference and the other is a specific decoder type mismatch; not enough to merge." + "reason": "Both are tokenizer-related v5 regressions, but one is a broad behavior difference and the other is a specific decoder-type bug; not the same concrete issue." }, { "left": "issue:44908", "right": "issue:44998", "accept": false, - "reason": "Scheduler kwargs bug vs an unrelated placeholder issue titled 'Unemployment'." + "reason": "A scheduler kwargs bug does not match the placeholder/non-bug issue." }, { "left": "issue:44492", "right": "issue:44998", "accept": false, - "reason": "Cache-strategy typo vs unrelated placeholder issue." + "reason": "Cache-strategy typo and an unrelated placeholder issue are not duplicates." }, { "left": "issue:44861", "right": "issue:45290", "accept": false, - "reason": "Tied-weight key handling crash vs chat template tool-call crash; different code paths." + "reason": "Tied-weights key handling and chat-template tool-call crashes are different failures." }, { "left": "issue:43618", "right": "issue:44998", "accept": false, - "reason": "CLIPOutput attentions regression vs unrelated placeholder issue." + "reason": "CLIPOutput attentions regression and an unrelated placeholder issue are not the same bug." }, { "left": "issue:44998", "right": "issue:45850", "accept": false, - "reason": "Placeholder issue vs broad Transformers-v5 breakage complaint; not a real duplicate pair." + "reason": "A placeholder title is not the same as the broad complaint that v5 breaks many models." }, { "left": "issue:44998", "right": "issue:45341", "accept": false, - "reason": "Placeholder issue vs a testing_utils bug." + "reason": "Unemployment/placeholder content does not match a testing_utils bug." }, { "left": "issue:43525", "right": "issue:44861", "accept": false, - "reason": "Llama4Config pad_token_id missing vs tied-weight key crash; unrelated config/model issues." + "reason": "Missing pad_token_id in Llama4Config and tied-weight key crashes are separate config/model issues." }, { "left": "issue:43572", "right": "issue:44861", "accept": false, - "reason": "StableLmConfig pad_token_idx missing vs tied-weight key handling; different config failures." + "reason": "Missing pad_token_idx in StableLmConfig is unrelated to tied-weight key handling." }, { "left": "issue:31515", "right": "issue:38617", "accept": false, - "reason": "Slow from_pretrained checkpoint loading vs an ImportError for configuration_utils; not the same bug." + "reason": "Slow checkpoint loading and an ImportError from configuration_utils are different issues." }, { "left": "issue:44230", "right": "issue:44623", "accept": false, - "reason": "fp8 support request vs processor.save_pretrained missing files; different topics." + "reason": "FP8 support request and missing processor save files are unrelated." }, { "left": "issue:30333", "right": "issue:31515", "accept": false, - "reason": "MLflow job-status reporting vs slow checkpoint loading; unrelated." + "reason": "MLFlow job reporting after failure is unrelated to from_pretrained checkpoint loading speed." }, { "left": "issue:31515", "right": "issue:36296", "accept": false, - "reason": "Slow checkpoint loading vs tensor-parallel training bug; different areas." + "reason": "Checkpoint loading performance and tensor-parallel training behavior are different bugs." }, { "left": "issue:31515", "right": "issue:31795", "accept": false, - "reason": "Loading slowdown vs documentation confusion." + "reason": "Slow checkpoint loading is not the same as confusing forward-argument documentation." }, { "left": "issue:44230", "right": "issue:45310", "accept": false, - "reason": "fp8 inference support request vs a from_pretrained loading error; not the same issue." + "reason": "FP8 inference support request and a Qwen3.5 MoE from_pretrained error are different concerns." }, { "left": "issue:31515", "right": "issue:33453", "accept": false, - "reason": "General checkpoint load slowness vs tokenizer loading regression; both loading-related but different failures." + "reason": "Loading speed and tokenizer loading regression are not the same failure." }, { "left": "issue:43298", "right": "issue:44230", "accept": false, - "reason": "Audio continuous batching support vs qwen3-vl-fp8 support; separate feature requests." + "reason": "Audio continuous batching support and FP8 inference support are separate feature requests." }, { "left": "issue:43717", "right": "issue:46144", "accept": false, - "reason": "init_weights usage in Mamba vs RoFormer attention interface; different model implementations." + "reason": "Mamba init_weights usage and RoFormer attention interface are different implementation issues." }, { "left": "issue:42936", "right": "issue:46018", "accept": false, - "reason": "Mask2Former ignore_value bug vs DeepSeek-V4 shared expert gating; unrelated model-specific issues." + "reason": "Mask2Former ignore_value handling and DeepSeek-V4 shared-expert gating are unrelated models and bugs." }, { "left": "issue:43668", "right": "issue:44031", "accept": false, - "reason": "ModernBERT norm_eps type hint vs tokenizer regex warning after 4.57.3; different areas." + "reason": "Incorrect type hint and tokenizer regex warning regression are not the same issue." }, { "left": "issue:42936", "right": "issue:43240", "accept": false, - "reason": "Mask2Former ignore_value bug vs kwargs not passed to loss calculation; not the same code path." + "reason": "ignore_value not used and kwargs not passed to loss calculation are different code paths." }, { "left": "issue:43240", "right": "issue:46144", "accept": false, - "reason": "Loss-function kwargs propagation vs RoFormer attention implementation; unrelated." + "reason": "Loss-function kwargs handling and RoFormer attention interface are unrelated." }, { "left": "issue:42936", "right": "issue:44031", "accept": false, - "reason": "Mask2Former ignore_value bug vs tokenizer regex warning; unrelated." + "reason": "Mask2Former ignore_value and tokenizer regex warnings do not share a concrete bug." }, { "left": "issue:42936", "right": "issue:46144", "accept": false, - "reason": "Mask2Former ignore_value bug vs RoFormer attention interface issue; different subsystems." + "reason": "Mask2Former ignore_value and RoFormer attention interface are unrelated." }, { "left": "issue:42936", "right": "issue:43813", "accept": false, - "reason": "Mask2Former ignore_value bug vs a typo in quantization_operation naming; unrelated." + "reason": "A missing ignore_value use and a typo in quantization field naming are different issues." }, { "left": "issue:43240", "right": "issue:43668", "accept": false, - "reason": "Loss kwargs propagation vs config type-hint issue; different layers." + "reason": "Loss kwargs propagation and a ModernBERT type-hint bug are unrelated." }, { "left": "issue:43668", "right": "issue:43813", "accept": false, - "reason": "ModernBERT type hint mismatch vs quantization-operation typo; not duplicates." - } - ] - }, - "evaluator_result": null, - "evaluator_used": false, - "retried": false, - "accepted_nontrivial_soft_edge": false, - "error_kind": null, - "error_message": null - }, - { - "label": "issue", - "component_index": 1, - "component_count": 17, - "review_unit_index": 50, - "review_unit_count": 50, - "status": "reviewed", - "reason": null, - "source": "cache", - "cache_hit": true, - "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-427", - "nodes": [ - "issue:37934", - "issue:42936", - "issue:43668" - ], - "soft_pairs": [ - "issue:37934|issue:43668", - "issue:42936|issue:43668" - ], - "prepared_review_unit_hash": "7eda760011a00e52f5194029e60cb55f2be571c9831d452a51316005d8a1c065", - "component_budget": { - "node_count": 427, - "item_count": 427, - "soft_pair_count": 1575, - "serialized_chars": 815841, - "estimated_input_tokens": 203961, - "estimated_eval_tokens": 408178 - }, - "budget": { - "node_count": 3, - "item_count": 3, - "soft_pair_count": 2, - "serialized_chars": 2312, - "estimated_input_tokens": 578, - "estimated_eval_tokens": 1412 - }, - "overflow_policy": "truncate_then_skip", - "trimmed": false, - "aggressively_trimmed": false, - "split": true, - "analyst_result": { - "summary": "These are three separate model/config issues affecting different code paths; they do not look like duplicates. The Mask2Former ignore_value report is the most concrete and actionable item in the set.", - "confidence": 0.98, - "canonical_issue_reason": null, - "canonical_pr_reason": null, - "best_issue_reason": "Issue #42936 is the clearest standalone bug report: it names a specific model, a specific unused parameter (`ignore_value`), and an obvious fix path. The other two are different concerns in different components.", - "best_pr_reason": null, - "soft_edge_verdicts": [ + "reason": "Type-hint correctness and a quantization-operation typo are not the same bug." + }, { "left": "issue:37934", "right": "issue:43668", "accept": false, - "reason": "Different models and different problems: one questions whether a normalization layer is RMSNorm, the other reports an incorrect type hint on `norm_eps`. No shared bug path." + "reason": "A design question about RMS norm and an incorrect type hint are not duplicates." }, { "left": "issue:42936", "right": "issue:43668", "accept": false, - "reason": "Mask2Former `ignore_value` usage and ModernBERT `norm_eps` typing are unrelated issues in separate modules; they would not be fixed by one change." + "reason": "Mask2Former ignore_value usage and ModernBERT norm_eps typing are unrelated." } ] }, @@ -15918,8 +15966,8 @@ "review_unit_count": 1, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10519-3", "nodes": [ @@ -15932,7 +15980,7 @@ "issue:10519|issue:11005", "issue:11005|issue:11307" ], - "prepared_review_unit_hash": "683f91ca1b32065c453a502ecad4db58025f348fed2a2baaa81354ee9b9173fa", + "prepared_review_unit_hash": "5aba78bfc0ffbc64423f56d901a812967817508710faee8c1ec00e249d82570a", "component_budget": { "node_count": 3, "item_count": 3, @@ -15954,30 +16002,30 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "The three issues are unrelated feature requests: tokenizer truncation direction, ReduceLROnPlateau-like behavior, and Wav2Vec2 word time offsets. They do not describe the same underlying bug or change, so this is not a duplicate cluster.", + "summary": "The three issues are unrelated: truncation direction for token sequences, ReduceLROnPlateau-like scheduler behavior, and Wav2Vec2 word time offsets. There is no shared underlying bug or feature request, so this is not a duplicate cluster.", "confidence": 0.99, - "canonical_issue_reason": null, + "canonical_issue_reason": "No clear canonical issue: the items are about different parts of the library and different requested behaviors.", "canonical_pr_reason": null, - "best_issue_reason": "10519 is the clearest and most concrete standalone request, but it is not a duplicate of the others.", + "best_issue_reason": "Issue #10519 is the most self-contained and specific, but it still does not represent the other topics.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:10519", "right": "issue:11307", "accept": false, - "reason": "Different features in different areas: truncation strategy vs. extracting word start/end offsets from Wav2Vec2." + "reason": "Truncation-from-beginning vs Wav2Vec2 word-offset timing are unrelated requests with different code paths and expected fixes." }, { "left": "issue:10519", "right": "issue:11005", "accept": false, - "reason": "Tokenizer truncation behavior is unrelated to ReduceLROnPlateau-like scheduler functionality." + "reason": "Sequence truncation behavior and ReduceLROnPlateau-like scheduler functionality are completely different features." }, { "left": "issue:11005", "right": "issue:11307", "accept": false, - "reason": "No shared code path or concrete bug: learning-rate scheduling vs. Wav2Vec2 timing offsets." + "reason": "Learning-rate scheduling behavior and Wav2Vec2 time-offset extraction do not describe the same bug or change." } ] }, @@ -15996,8 +16044,8 @@ "review_unit_count": 1, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-13244-3", "nodes": [ @@ -16009,12 +16057,12 @@ "issue:13244|issue:16618", "issue:15980|issue:16618" ], - "prepared_review_unit_hash": "7af7b406f16d8e6620d408c0c6be4717354456e0810feccf7de9642a00438969", + "prepared_review_unit_hash": "a98d5f56441154270f075864869317faa36b7ebe441fc1c734b5f704ff0be398", "component_budget": { "node_count": 3, "item_count": 3, "soft_pair_count": 2, - "serialized_chars": 2478, + "serialized_chars": 2477, "estimated_input_tokens": 620, "estimated_eval_tokens": 1496 }, @@ -16022,7 +16070,7 @@ "node_count": 3, "item_count": 3, "soft_pair_count": 2, - "serialized_chars": 2478, + "serialized_chars": 2477, "estimated_input_tokens": 620, "estimated_eval_tokens": 1496 }, @@ -16031,24 +16079,24 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These issues are only loosely related by theme (model/tokenizer loading and Hugging Face behavior), but they describe different problems: tokenizer mismatch, private-model auth messaging, and a generic model-loading failure. No soft edge should be merged.", - "confidence": 0.91, - "canonical_issue_reason": "Issue #16618 is the broadest and most central-sounding report in the set, with the strongest discussion activity and a direct user-facing model-loading failure.", + "summary": "Only one item is clearly unrelated (Tapas tokenization). The two model-loading issues are both about Hugging Face model download/load failures, but they describe different failure modes: private-model auth/error-message handling vs. a public model that cannot be loaded. I would not merge them as duplicates.", + "confidence": 0.86, + "canonical_issue_reason": "No single canonical duplicate stands out: 13244 is unrelated, and 15980 vs 16618 appear to be different model-download/loading problems rather than the same bug.", "canonical_pr_reason": null, - "best_issue_reason": "#16618 is the best representative issue because it captures the core user impact most directly and is the most general of the three.", + "best_issue_reason": "15980 is the most concrete standalone bug report, with a specific failure mode (private model download while not logged in) and a likely targeted fix path.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:13244", "right": "issue:16618", "accept": false, - "reason": "Different underlying problems: tokenization behavior vs. model loading failure. They are related only at a high subsystem level." + "reason": "Different subsystems and symptoms: Tapas tokenization vs. loading bert-base-uncased. No shared concrete code-path bug." }, { "left": "issue:15980", "right": "issue:16618", "accept": false, - "reason": "#15980 is specifically about the error message for unauthenticated private-model downloads, not the same bug as failing to load 'bert-base-uncased'." + "reason": "Both involve model download/load, but one is specifically about unauthenticated private-model access and the other is a public model load failure; they do not look like the same underlying bug." } ] }, @@ -16067,8 +16115,8 @@ "review_unit_count": 1, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-26350-2", "nodes": [ @@ -16078,12 +16126,12 @@ "soft_pairs": [ "issue:26350|issue:33260" ], - "prepared_review_unit_hash": "deccf97fac43f88b3bce2c79e66d743fc054665489cdf4486b3b3124a8cb59e3", + "prepared_review_unit_hash": "26c3e9a2af8cdcc77d2d6ede62a8d169c6996c058d51b890bb10ea28aa024d75", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 1589, + "serialized_chars": 1590, "estimated_input_tokens": 398, "estimated_eval_tokens": 1052 }, @@ -16091,7 +16139,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 1589, + "serialized_chars": 1590, "estimated_input_tokens": 398, "estimated_eval_tokens": 1052 }, @@ -16100,18 +16148,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These are two separate community-contribution feature requests for different model/runtime capabilities: Flash Attention 2 support vs. GGUF support. They share only a broad pattern (\u201csupport for more architectures\u201d), not the same underlying change.", - "confidence": 0.96, - "canonical_issue_reason": "Issue 33260 is the broader, more current request and has more inbound references, so it is the better representative issue for this cluster.", + "summary": "These are two separate community-contribution requests for different features in different areas: Flash Attention 2 architecture support vs GGUF architecture support. They are not duplicates and should remain separate issues.", + "confidence": 0.98, + "canonical_issue_reason": "No single canonical issue fits both; the requests target different functionality and different support matrices.", "canonical_pr_reason": null, - "best_issue_reason": "Issue 33260 is the stronger cluster representative because it is more recent, broader in scope, and has external references indicating more interest.", + "best_issue_reason": "Neither issue is a better duplicate representative because they concern unrelated enhancements rather than the same underlying problem.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:26350", "right": "issue:33260", "accept": false, - "reason": "Different concrete requests: Flash Attention 2 support vs. GGUF support. Same general theme, but not the same bug or change and not mergeable as one issue." + "reason": "Different feature requests: Flash Attention 2 support and GGUF support are separate architecture-compatibility tasks, not the same underlying bug or change." } ] }, @@ -16130,8 +16178,8 @@ "review_unit_count": 1, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-27088-6", "nodes": [ @@ -16159,131 +16207,134 @@ "issue:43834|issue:44365", "issue:44365|issue:44370" ], - "prepared_review_unit_hash": "7d977b86cf86c9ac5df485698254f767883c21c2280563def0945950980a0ecb", + "prepared_review_unit_hash": "44336f855f2538e06b920db94d8d0d1a27511887f9839c7eae641e87a73596de", "component_budget": { "node_count": 6, "item_count": 6, "soft_pair_count": 15, - "serialized_chars": 8792, - "estimated_input_tokens": 2198, - "estimated_eval_tokens": 4652 + "serialized_chars": 8795, + "estimated_input_tokens": 2199, + "estimated_eval_tokens": 4654 }, "budget": { "node_count": 6, "item_count": 6, "soft_pair_count": 15, - "serialized_chars": 8792, - "estimated_input_tokens": 2198, - "estimated_eval_tokens": 4652 + "serialized_chars": 8795, + "estimated_input_tokens": 2199, + "estimated_eval_tokens": 4654 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These are all docs-translation request issues, but they appear to be separate language-specific tickets or generic template placeholders rather than true duplicates. The similarity is largely templated wording, not the same underlying request.", - "confidence": 0.79, - "canonical_issue_reason": "Issue 27088 is the clearest concrete example: it names a specific language and has a normal, non-placeholder title. The others are either different languages or generic template-style issues, so they are not the same issue.", + "summary": "Most issues are clearly separate i18n translation requests for different languages. The three placeholder-titled issues (43834, 44365, 44370) look like the same duplicated template request and are the only likely duplicates.", + "confidence": 0.89, + "canonical_issue_reason": "issue:43834 is the oldest of the near-identical placeholder-titled translation issues, so it is the best canonical representative for that duplicate set.", "canonical_pr_reason": null, - "best_issue_reason": "27088 is the best representative of the cluster because it is specific and actionable, while the others are either unrelated language requests or placeholder-form titles.", + "best_issue_reason": "issue:43834 is the strongest overall issue candidate because it matches the duplicated template cluster while being the earliest instance.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:27088", "right": "issue:44370", "accept": false, - "reason": "Different translation request; one is Turkish and the other is a generic placeholder-style issue, so they are not the same underlying ticket." + "reason": "Different translation requests: Turkish vs a placeholder template issue, not the same underlying task." }, { "left": "issue:27088", "right": "issue:44365", "accept": false, - "reason": "Different request and not clearly the same language or change; the title similarity is only from the shared template." + "reason": "Different translation requests: Turkish vs a placeholder template issue, not the same underlying task." }, { "left": "issue:27088", "right": "issue:43834", "accept": false, - "reason": "Different translation request; the placeholder title does not establish the same underlying issue as the Turkish ticket." + "reason": "Turkish-specific docs translation is distinct from the placeholder template issue." }, { "left": "issue:27088", "right": "issue:38435", "accept": false, - "reason": "Turkish vs Romanian translation requests are distinct issues, not duplicates." + "reason": "Different languages and likely different translation work: Turkish vs Romanian." }, { "left": "issue:27088", "right": "issue:28936", "accept": false, - "reason": "Turkish vs Spanish translation requests are separate language-specific tickets, not the same issue." + "reason": "Different languages and likely different translation work: Turkish vs Spanish." }, { "left": "issue:28936", "right": "issue:43834", "accept": false, - "reason": "Spanish request vs generic placeholder ticket; similarity comes from the template, not the same underlying request." + "reason": "Spanish-specific docs translation is distinct from the placeholder template issue." }, { "left": "issue:28936", "right": "issue:44365", "accept": false, - "reason": "These do not identify the same language or change; likely separate translation requests." + "reason": "Spanish-specific docs translation is distinct from the placeholder template issue." }, { "left": "issue:28936", "right": "issue:38435", "accept": false, - "reason": "Spanish and Romanian translation requests are distinct issues." + "reason": "Different languages and likely different translation work: Spanish vs Romanian." }, { "left": "issue:28936", "right": "issue:44370", "accept": false, - "reason": "Generic placeholder-style issue is not enough to treat it as the same as the Spanish translation request." + "reason": "Spanish-specific docs translation is distinct from the placeholder template issue." }, { "left": "issue:38435", "right": "issue:44370", "accept": false, - "reason": "Romanian request is distinct from a generic template issue; no evidence of the same underlying ticket." + "reason": "Romanian-specific docs translation is distinct from the placeholder template issue." }, { "left": "issue:38435", "right": "issue:44365", "accept": false, - "reason": "Romanian translation request is not the same as another placeholder-form issue without language evidence." + "reason": "Romanian-specific docs translation is distinct from the placeholder template issue." }, { "left": "issue:38435", "right": "issue:43834", "accept": false, - "reason": "These are template-similar but not demonstrably the same translation request." + "reason": "Romanian-specific docs translation is distinct from the placeholder template issue." }, { "left": "issue:43834", "right": "issue:44370", - "accept": false, - "reason": "Both look like placeholder-form issues, but there is no evidence they represent the same language request." + "accept": true, + "reason": "Both are the same placeholder-titled translation request and appear to be duplicated template issues." }, { "left": "issue:43834", "right": "issue:44365", - "accept": false, - "reason": "Same template wording is not enough to conclude the same underlying issue." + "accept": true, + "reason": "Both are the same placeholder-titled translation request and appear to be duplicated template issues." }, { "left": "issue:44365", "right": "issue:44370", - "accept": false, - "reason": "Placeholder-style titles only show shared structure, not the same concrete translation task." + "accept": true, + "reason": "Both are the same placeholder-titled translation request and appear to be duplicated template issues." } ] }, - "evaluator_result": null, - "evaluator_used": false, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet: the three placeholder-titled issues are the only clearly duplicate-looking cluster (very high textual similarity and identical titles), and the language-specific issues are treated conservatively as separate translation requests. The canonical/oldest choice of issue:43834 is also supported by creation times." + }, + "evaluator_used": true, "retried": false, - "accepted_nontrivial_soft_edge": false, + "accepted_nontrivial_soft_edge": true, "error_kind": null, "error_message": null }, @@ -16295,8 +16346,8 @@ "review_unit_count": 1, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-36817-16", "nodes": [ @@ -16355,202 +16406,202 @@ "issue:43837|issue:45177", "issue:45322|issue:46133" ], - "prepared_review_unit_hash": "76f0171434f47504d8977e1c1019d029f26a79ac8c4234950e43f6bf878eda6a", + "prepared_review_unit_hash": "52427afcfeef5f15f492d06a6fd29d8f6aa92ac49b6389ef4ec2f4d3e6760a9b", "component_budget": { "node_count": 16, "item_count": 16, "soft_pair_count": 36, - "serialized_chars": 21652, - "estimated_input_tokens": 5413, - "estimated_eval_tokens": 11082 + "serialized_chars": 21661, + "estimated_input_tokens": 5416, + "estimated_eval_tokens": 11088 }, "budget": { "node_count": 16, "item_count": 16, "soft_pair_count": 36, - "serialized_chars": 21652, - "estimated_input_tokens": 5413, - "estimated_eval_tokens": 11082 + "serialized_chars": 21661, + "estimated_input_tokens": 5416, + "estimated_eval_tokens": 11088 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These are mostly broad model-request issues, but they point to different model families and sometimes different modalities (ASR, TTS, OCR, vision-language, etc.). No pair looks like the same underlying change, so none should be merged as duplicates.", - "confidence": 0.86, - "canonical_issue_reason": "issue:43671 is the most central representative of the request-style cluster, but only as an anchor for triage; the set is too heterogeneous to treat it as a true duplicate bucket.", + "summary": "These issues are mostly independent model-addition requests across different models and modalities; the similarities are generic wording, not the same underlying change.", + "confidence": 0.96, + "canonical_issue_reason": "No issue here is a true duplicate canonical: the cluster spans unrelated requests (BERT variants, detectors, audio/TTS/ASR, OCR, vision-language).", "canonical_pr_reason": null, - "best_issue_reason": "issue:43671 is the best single representative because it is a clear, discussion-active model support request and sits near the center of the soft-similarity graph, even though the related issues are not duplicates.", + "best_issue_reason": "issue:42738 is the broadest umbrella-style request in the set, but it still does not represent the rest of the cluster well.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:36817", "right": "issue:41211", "accept": false, - "reason": "Different requested models (EuroBert config vs DEIMv2); same broad category only, not the same change." + "reason": "EuroBert config support and DEIMv2 are unrelated models with different architecture needs." }, { "left": "issue:36817", "right": "issue:43671", "accept": false, - "reason": "EuroBert config work and Qwen3-TTS support are unrelated model integrations." + "reason": "EuroBert is a text model config request; Qwen3-TTS is an audio generation model request." }, { "left": "issue:36817", "right": "issue:36879", "accept": false, - "reason": "Separate model requests for EuroBert and RF-DETR; no shared code-path bug/change." + "reason": "EuroBert config and RF-DETR are different model families and code paths." }, { "left": "issue:36879", "right": "issue:41211", "accept": false, - "reason": "RF-DETR and DEIMv2 are distinct model additions, not one duplicate request." + "reason": "RF-DETR and DEIMv2 are distinct detection models, not the same change." }, { "left": "issue:36879", "right": "issue:43909", "accept": false, - "reason": "RF-DETR model support and LFM2.5 Audio support are different model families and integration paths." + "reason": "RF-DETR is a vision detector; LFM2.5 Audio is an audio model request." }, { "left": "issue:36879", "right": "issue:44121", "accept": false, - "reason": "RF-DETR and a weight-sparse transformer request are unrelated changes." + "reason": "RF-DETR and the sparse transformer request are different model architectures and targets." }, { "left": "issue:36879", "right": "issue:43837", "accept": false, - "reason": "RF-DETR and Qwen3-ASR are different models and different implementation targets." + "reason": "RF-DETR vision detection and Qwen3-ASR speech recognition are unrelated." }, { "left": "issue:36879", "right": "issue:43671", "accept": false, - "reason": "RF-DETR vision-model support is not the same change as Qwen3-TTS support." + "reason": "RF-DETR and Qwen3-TTS are different modalities and implementation areas." }, { "left": "issue:37015", "right": "issue:43837", "accept": false, - "reason": "NeoBERT and Qwen3-ASR are distinct model requests." + "reason": "NeoBERT and Qwen3-ASR are unrelated model requests." }, { "left": "issue:37015", "right": "issue:44121", "accept": false, - "reason": "NeoBERT support and sparse-transformer support are different code changes." + "reason": "NeoBERT and circuit-sparsity transformer support are different code paths and model types." }, { "left": "issue:37015", "right": "issue:43909", "accept": false, - "reason": "NeoBERT and LFM2.5 Audio are unrelated model additions." + "reason": "NeoBERT is a text model; LFM2.5 Audio is an audio model request." }, { "left": "issue:36879", "right": "issue:37015", "accept": false, - "reason": "RF-DETR and NeoBERT are separate model support requests." + "reason": "RF-DETR and NeoBERT are different model families with no shared concrete bug." }, { "left": "issue:37015", "right": "issue:42503", "accept": false, - "reason": "NeoBERT and ModernVBERT are different models, not the same fix." + "reason": "NeoBERT and ModernVBERT are separate model additions, not one duplicate request." }, { "left": "issue:41115", "right": "issue:43837", "accept": false, - "reason": "MiniCPM3 architecture work is not the same as Qwen3-ASR support." + "reason": "MiniCPM3 architecture support and Qwen3-ASR are distinct model requests." }, { "left": "issue:41115", "right": "issue:44121", "accept": false, - "reason": "MiniCPM3 and the sparse-transformer request target different model types." + "reason": "MiniCPM3 support and sparse-transformer support are different implementation changes." }, { "left": "issue:41115", "right": "issue:42503", "accept": false, - "reason": "MiniCPM3 architecture and ModernVBERT models are separate additions." + "reason": "MiniCPM3 and ModernVBERT are different model families." }, { "left": "issue:41115", "right": "issue:45027", "accept": false, - "reason": "MiniCPM3 architecture and Voxtral TTS support are different model requests." + "reason": "MiniCPM3 is not the same underlying request as Voxtral TTS support." }, { "left": "issue:41211", "right": "issue:43671", "accept": false, - "reason": "DEIMv2 and Qwen3-TTS are unrelated model integrations." + "reason": "DEIMv2 and Qwen3-TTS are unrelated vision and audio model requests." }, { "left": "issue:42503", "right": "issue:43837", "accept": false, - "reason": "ModernVBERT and Qwen3-ASR are different model families and tasks." + "reason": "ModernVBERT and Qwen3-ASR are different models and modalities." }, { "left": "issue:42503", "right": "issue:43671", "accept": false, - "reason": "ModernVBERT and Qwen3-TTS are separate support requests." + "reason": "ModernVBERT and Qwen3-TTS are unrelated requests." }, { "left": "issue:42503", "right": "issue:42738", "accept": false, - "reason": "ModernVBERT and BERT-like RoPE handling are not the same concrete change." + "reason": "ModernVBERT is a specific model request; BERT-like models with RoPE is a broad concept request, not the same item." }, { "left": "issue:42738", "right": "issue:45027", "accept": false, - "reason": "RoPE-related BERT-like models and Voxtral TTS are unrelated." + "reason": "BERT-like models with RoPE and Voxtral TTS support are unrelated text-architecture vs audio-model requests." }, { "left": "issue:43671", "right": "issue:43837", "accept": false, - "reason": "Qwen3-TTS and Qwen3-ASR are sibling requests, but they are different modalities and likely separate integrations." + "reason": "Qwen3-TTS and Qwen3-ASR are related by family but are different concrete models and code paths." }, { "left": "issue:43671", "right": "issue:45027", "accept": false, - "reason": "Qwen3-TTS support and Voxtral TTS support are different model-specific changes." + "reason": "Qwen3-TTS and Voxtral-4B-TTS are different TTS model requests." }, { "left": "issue:43671", "right": "issue:45177", "accept": false, - "reason": "TTS support and DeepSeek-OCR2 support are unrelated." + "reason": "Qwen3-TTS and DeepSeek-OCR2 are different modalities and model additions." }, { "left": "issue:43671", "right": "issue:44121", "accept": false, - "reason": "Audio TTS support and sparse-transformer support are not the same underlying change." + "reason": "Qwen3-TTS and the sparse transformer request target different architectures and tasks." }, { "left": "issue:43671", "right": "issue:43909", "accept": false, - "reason": "Qwen3-TTS and LFM2.5 Audio are different audio models with different implementation work." + "reason": "Qwen3-TTS and LFM2.5 Audio are separate audio-model support requests." }, { "left": "issue:43837", "right": "issue:43909", "accept": false, - "reason": "Qwen3-ASR and LFM2.5 Audio are distinct audio-model requests." + "reason": "Qwen3-ASR and LFM2.5 Audio are different speech/audio model requests." }, { "left": "issue:43837", @@ -16562,43 +16613,43 @@ "left": "issue:43837", "right": "issue:44121", "accept": false, - "reason": "Qwen3-ASR support and sparse-transformer support do not share the same code path." + "reason": "Qwen3-ASR and weight-sparse transformer support are different concrete changes." }, { "left": "issue:43909", "right": "issue:44205", "accept": false, - "reason": "LFM2.5 Audio and SAM3-LiteText are different model requests." + "reason": "LFM2.5 Audio and SAM3-LiteText are different model domains." }, { "left": "issue:44121", "right": "issue:45322", "accept": false, - "reason": "Sparse-transformer work and EUPE support are separate changes." + "reason": "Sparse transformer support and EUPE are unrelated architecture requests." }, { "left": "issue:43837", "right": "issue:45027", "accept": false, - "reason": "Qwen3-ASR and Voxtral TTS are different models and different tasks." + "reason": "Qwen3-ASR and Voxtral TTS are different speech model requests." }, { "left": "issue:37015", "right": "issue:45027", "accept": false, - "reason": "NeoBERT and Voxtral TTS are unrelated model support requests." + "reason": "NeoBERT and Voxtral TTS are unrelated text and audio model requests." }, { "left": "issue:43837", "right": "issue:45177", "accept": false, - "reason": "Qwen3-ASR and DeepSeek-OCR2 are different modalities and code paths." + "reason": "ASR support and DeepSeek-OCR2 are different tasks and models." }, { "left": "issue:45322", "right": "issue:46133", "accept": false, - "reason": "EUPE and TIPSv2 are both vision-language oriented, but they are still distinct model requests and not the same change." + "reason": "EUPE and TIPSv2 are different vision-language models/papers, not one duplicate change." } ] }, @@ -16617,8 +16668,8 @@ "review_unit_count": 1, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-41084-2", "nodes": [ @@ -16628,7 +16679,7 @@ "soft_pairs": [ "issue:41084|issue:43037" ], - "prepared_review_unit_hash": "953bfe76bf03bf54c147a838f37222fb423514f42dcf0fa2b482c4436ed9a47d", + "prepared_review_unit_hash": "398e1de4b1b79e266eeebf7ba84e94289edf4ce24a442b9b7f47c5f1b633eea7", "component_budget": { "node_count": 2, "item_count": 2, @@ -16650,18 +16701,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "The two issues are unrelated: one is about block decoding, the other about DeepSeek v3.2 model support. They do not describe the same underlying bug or change, so this cluster should not be merged as duplicates.", + "summary": "These two issues are not duplicates: one is about Set decoding behavior, the other is a request for DeepSeek v3.2 model support. They concern different features and likely different code paths.", "confidence": 0.96, - "canonical_issue_reason": null, + "canonical_issue_reason": "Neither issue is a clear canonical duplicate target because they describe unrelated problems: Set block decoding vs DeepSeek v3.2 support.", "canonical_pr_reason": null, - "best_issue_reason": "issue 43037 is the more specific and self-contained request, so it is the better representative issue if one must be chosen.", + "best_issue_reason": "No single issue is a better global canonical candidate; the topics are unrelated and neither subsumes the other.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:41084", "right": "issue:43037", "accept": false, - "reason": "Different problem areas and intents: block decoding vs. model support. No evidence they refer to the same bug or code change." + "reason": "Different underlying requests with no shared target or code path; similarity is only superficial from both being feature/bug reports." } ] }, @@ -16680,8 +16731,8 @@ "review_unit_count": 1, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-43598-2", "nodes": [ @@ -16691,12 +16742,12 @@ "soft_pairs": [ "issue:43598|issue:43600" ], - "prepared_review_unit_hash": "6db3dbb8242898c73acf46fc1ba9cecceb00a7472f428a24be4c8faa8c82eca1", + "prepared_review_unit_hash": "4ec85c809cbca9ee82f65d4296a5cd826f6e2392aef3db18ed34c1673e0845ec", "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 }, @@ -16704,7 +16755,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 1584, + "serialized_chars": 1583, "estimated_input_tokens": 396, "estimated_eval_tokens": 1048 }, @@ -16713,18 +16764,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These two issues are thematically adjacent because both concern custom trainers and Trainer behavior, but they describe different bugs: one is about `remove_unused_column` customizability, the other about FLOPS estimation for custom trainers. They should not be treated as duplicates.", - "confidence": 0.93, - "canonical_issue_reason": null, + "summary": "These are related Trainer customization issues, but they describe different problems: one is about `remove_unused_column` behavior, the other about FLOP estimation for custom trainers. They should not be treated as duplicates.", + "confidence": 0.92, + "canonical_issue_reason": "Issue #43598 is the more concrete and directly actionable bug report, focused on `remove_unused_column` customizability in Trainer.", "canonical_pr_reason": null, - "best_issue_reason": "`issue:43598` is the better representative of the cluster theme because it directly targets Trainer customizability and the `remove_unused_column` behavior, which is the broader API concern tying the cluster together.", + "best_issue_reason": "#43598 is the best representative issue because it names a specific code path and expected behavior change rather than a broader tooling concern.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:43598", "right": "issue:43600", "accept": false, - "reason": "Reject: the issues point to different underlying behaviors. `43598` concerns whether Trainer should let custom trainers control `remove_unused_column`; `43600` concerns FLOPS accounting/estimation for custom trainers. Same subsystem, but not the same bug." + "reason": "They both involve custom trainers, but one is about column removal in Trainer while the other is about FLOP estimation; different underlying bugs, so not duplicates." } ] }, @@ -16743,8 +16794,8 @@ "review_unit_count": 1, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-43684-2", "nodes": [ @@ -16754,12 +16805,12 @@ "soft_pairs": [ "issue:43684|issue:44405" ], - "prepared_review_unit_hash": "53884ef994484163cfedf887ff1a69d24f08709e7956c8b8f39d092fe0da5dff", + "prepared_review_unit_hash": "ec03569b0d1a716d30be33ef5004f7674bb3a049b1b86fbe66407f54900e7de3", "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 }, @@ -16767,7 +16818,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 1611, + "serialized_chars": 1612, "estimated_input_tokens": 403, "estimated_eval_tokens": 1062 }, @@ -16776,18 +16827,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These issues are related to Qwen model support, but they target different model families and different AutoModel heads: Qwen3-Omni registration vs. Qwen3.5 sequence classification. They do not appear to be duplicates.", - "confidence": 0.91, - "canonical_issue_reason": "Issue #43684 is the broader and more central request, focused on adding Qwen3-Omni registration to core auto-model classes.", + "summary": "These are different feature requests for different Qwen variants and task heads, so they should not be deduplicated.", + "confidence": 0.96, + "canonical_issue_reason": "Issue 43684 is the broader registration request, but it is not the same underlying need as 44405, so there is no true canonical duplicate here.", "canonical_pr_reason": null, - "best_issue_reason": "Issue #43684 is the best representative issue because it captures the broader auto-class registration gap rather than a single task-specific head.", + "best_issue_reason": "43684 is the better representative of the cluster because it is the more general model-registration request, while 44405 is a separate sequence-classification support request.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:43684", "right": "issue:44405", "accept": false, - "reason": "Different underlying requests: Qwen3-Omni registration for AutoModel/AutoModelForConditionalGeneration vs. Qwen3.5 AutoModelForSequenceClassification support. Same ecosystem, but not the same bug or change." + "reason": "Different model families and different capabilities: Qwen3-Omni AutoModel/AutoModelForConditionalGeneration registration versus Qwen3.5 AutoModelForSequenceClassification support." } ] }, @@ -16806,8 +16857,8 @@ "review_unit_count": 1, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-43835-4", "nodes": [ @@ -16824,7 +16875,7 @@ "issue:43845|issue:43859", "issue:43846|issue:43859" ], - "prepared_review_unit_hash": "97b0dbdaedcf6e4545c23c74acdac62f1a66c197d76e2c7ca59d511ad2872b65", + "prepared_review_unit_hash": "2dde03940569ae68f7732f3e66f504dc91eeafba94bf52abc2a1068a17d9b61d", "component_budget": { "node_count": 4, "item_count": 4, @@ -16846,57 +16897,57 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "43835 looks separate. 43845, 43846, and 43859 are likely related based on the identical title, but only 43845\u219443846 is strong enough to call a duplicate with confidence; 43859 is a weaker match because its body length differs and it appears later.", - "confidence": 0.76, - "canonical_issue_reason": "43845 is the earliest issue in the likely duplicate \"huggingface\" set and is the best representative of that cluster.", + "summary": "The three `huggingface` issues look like duplicates of the same vague report; `Fett` appears unrelated. I would keep the earliest `huggingface` issue as the canonical one.", + "confidence": 0.73, + "canonical_issue_reason": "Issue 43845 is the earliest of the three near-identical `huggingface` reports, so it is the best canonical placeholder for that duplicate set.", "canonical_pr_reason": null, - "best_issue_reason": "43845 is the best overall issue candidate because it is the earliest clear member of the likely duplicate group and has the strongest evidence of matching the others.", + "best_issue_reason": "43845 is the best global issue candidate because it is the earliest and shares the exact same title as the other likely duplicates.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:43835", "right": "issue:43845", "accept": false, - "reason": "Different title and no supporting evidence that it is the same report." + "reason": "Different titles and no shared context beyond generic similarity; no evidence they describe the same bug." }, { "left": "issue:43835", "right": "issue:43846", "accept": false, - "reason": "Different title and no supporting evidence that it is the same report." + "reason": "Different titles and no shared context beyond generic similarity; no evidence they describe the same bug." }, { "left": "issue:43835", "right": "issue:43859", "accept": false, - "reason": "Different title and no supporting evidence that it is the same report." + "reason": "Different titles and no shared context beyond generic similarity; no evidence they describe the same bug." }, { "left": "issue:43845", "right": "issue:43846", "accept": true, - "reason": "Identical titles, nearly identical timestamps, and matching body length make these look like the same report." + "reason": "Same exact title, created minutes apart, and no distinguishing body details are visible; these look like the same issue." }, { "left": "issue:43845", "right": "issue:43859", - "accept": false, - "reason": "Same title, but the later timestamp and different body length make the duplicate link less certain without body text." + "accept": true, + "reason": "Same exact title with only timing differences and no other differentiating evidence; likely duplicate reports." }, { "left": "issue:43846", "right": "issue:43859", - "accept": false, - "reason": "Same title, but the later timestamp and different body length are not enough to confidently treat them as the same report." + "accept": true, + "reason": "Same exact title with only timing differences and no other differentiating evidence; likely duplicate reports." } ] }, "evaluator_result": { - "accept": false, - "feedback": "The cluster call is partly grounded (43845/43846/43859 all share the same title), but the explanation overstates the evidence. The packet does not show body text, so claims like \"same sparse placeholder content\" and \"placeholder Hugging Face report\" are not supported. Also, 43859 is much later and has a different body length, so saying there are \"no signs\" it differs is too strong. The 43835 separation is reasonable, but the duplicate judgments should be stated more conservatively." + "accept": true, + "feedback": "The grouping is grounded in the packet: 43845/43846/43859 share the exact same title, and 43845 is the earliest among them, so using it as the canonical placeholder is reasonable. 43835 has a different title and weaker similarity, so treating it as separate is conservative. No mergeability concerns apply here since these are issues, not PRs." }, "evaluator_used": true, - "retried": true, + "retried": false, "accepted_nontrivial_soft_edge": true, "error_kind": null, "error_message": null @@ -16909,8 +16960,8 @@ "review_unit_count": 1, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-44371-5", "nodes": [ @@ -16931,7 +16982,7 @@ "issue:44572|issue:44937", "issue:44573|issue:44937" ], - "prepared_review_unit_hash": "31739a27fac7ff8fafc47a0a3b32e19e779226cfda3aac666ce92dc4b39d12dd", + "prepared_review_unit_hash": "cfbf533150aa458912f9ff4dcddb5aa239e317ea61d71006dcbeb93b280767e1", "component_budget": { "node_count": 5, "item_count": 5, @@ -16953,66 +17004,66 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "This cluster is mostly low-signal noise: three items are explicit spam placeholders, one is a generic documentation suggestion, and one is a vague quoted-name title. They do not appear to describe the same underlying bug or change.", - "confidence": 0.97, - "canonical_issue_reason": "issue:44418 is the only item with a concrete, non-spam title, so it is the least-bad representative for triage; the rest are generic spam-like placeholders or unrelated vagueness.", + "summary": "This cluster appears to be low-signal spam/noise rather than a real duplicate set. The issues have unrelated titles and no bodies, links, filenames, or shared technical detail to support merging any pair.", + "confidence": 0.98, + "canonical_issue_reason": null, "canonical_pr_reason": null, - "best_issue_reason": "issue:44418 is the most semantically meaningful issue in the set and the best anchor if a single representative must be chosen, though it is not a true duplicate of the others.", + "best_issue_reason": null, "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:44371", "right": "issue:44572", "accept": false, - "reason": "Both are just '' placeholders with no body detail, but that is insufficient to prove the same underlying issue." + "reason": "Both are generic spam placeholders with no substantive content; no evidence of the same underlying bug or request." }, { "left": "issue:44371", "right": "issue:44573", "accept": false, - "reason": "Same spam placeholder pattern, but there is no evidence of a shared bug, feature, or code path." + "reason": "Both are generic spam placeholders with no substantive content; no evidence of the same underlying bug or request." }, { "left": "issue:44371", "right": "issue:44418", "accept": false, - "reason": "One is spam and the other is a documentation suggestion; these are not the same issue." + "reason": "One is spam and the other is a vague documentation suggestion; they do not describe the same issue." }, { "left": "issue:44371", "right": "issue:44937", "accept": false, - "reason": "'' and 'Check out \"Google LLC\"' are unrelated and lack any shared technical problem statement." + "reason": "Spam placeholder versus an unrelated marketing-style title; no shared concrete problem." }, { "left": "issue:44418", "right": "issue:44572", "accept": false, - "reason": "A documentation enhancement request does not match a generic spam placeholder." + "reason": "A documentation enhancement request and a spam placeholder are not the same underlying issue." }, { "left": "issue:44418", "right": "issue:44573", "accept": false, - "reason": "No shared subject matter beyond being low-content issues; not the same underlying report." + "reason": "A documentation enhancement request and a spam placeholder are not the same underlying issue." }, { "left": "issue:44572", "right": "issue:44573", "accept": false, - "reason": "Both are spam placeholders, but there is no concrete evidence they refer to the same bug or request." + "reason": "Both are spam placeholders, but there is no concrete bug/change to unify beyond generic similarity." }, { "left": "issue:44572", "right": "issue:44937", "accept": false, - "reason": "A spam placeholder and a vague branded title are not enough to infer a duplicate relationship." + "reason": "Generic spam placeholder versus unrelated promotional title; no duplicate signal." }, { "left": "issue:44573", "right": "issue:44937", "accept": false, - "reason": "The titles are too different and too vague to indicate one concrete shared issue." + "reason": "Generic spam placeholder versus unrelated promotional title; no duplicate signal." } ] }, @@ -17031,8 +17082,8 @@ "review_unit_count": 1, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-45145-2", "nodes": [ @@ -17042,12 +17093,12 @@ "soft_pairs": [ "issue:45145|issue:45151" ], - "prepared_review_unit_hash": "acbcc5a092a7a08d306bbcfd98248225789d55945d564752e7ffd48695046111", + "prepared_review_unit_hash": "8a4bbdc3807e809b336bfa2b03d09f348ebebb4de9df358ff2820e124c8bef17", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 1646, + "serialized_chars": 1645, "estimated_input_tokens": 412, "estimated_eval_tokens": 1080 }, @@ -17055,7 +17106,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 1646, + "serialized_chars": 1645, "estimated_input_tokens": 412, "estimated_eval_tokens": 1080 }, @@ -17064,28 +17115,28 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "The pair is strongly similar at the title level and in body size, but the packet only provides soft-similarity evidence. There is not enough to call them definite duplicates; they look related / possibly duplicate reports of the same theme.", - "confidence": 0.72, - "canonical_issue_reason": null, + "summary": "#45145 remains the best canonical representative because it was created first and already has inbound reference activity. The pair looks very likely related, but the available evidence is limited to identical titles, similar body sizes, and a soft-similarity signal rather than a direct body match.", + "confidence": 0.89, + "canonical_issue_reason": "#45145 is earlier and has the only inbound reference, so it is the best canonical issue for this near-duplicate pair.", "canonical_pr_reason": null, - "best_issue_reason": "#45145 is the slightly better representative because it has one inbound reference, but this is only a weak preference, not evidence that it is definitively the canonical duplicate.", + "best_issue_reason": "#45145 is the strongest issue to keep as the representative record because it predates #45151 and already has linkage from another page.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:45145", "right": "issue:45151", - "accept": false, - "reason": "Same title and similar body length suggest related reports, but there is no explicit duplication, shared target, or content overlap shown. Soft similarity alone is insufficient to conclude they are the same issue." + "accept": true, + "reason": "These issues are probably duplicates: they have the same title and closely matching body lengths with a soft-similarity signal. The evidence does not prove identical bodies, so this should be treated as a probable duplicate rather than a fully confirmed one." } ] }, "evaluator_result": { "accept": false, - "feedback": "The conclusion is a bit too strong for the evidence shown. The packet only gives a soft-similarity signal, matching titles, and similar body lengths; it does not show explicit duplication, shared targets, or body content. A more conservative assessment would be that these issues are likely related / possibly duplicates, not definitively the same report." + "feedback": "The canonical choice for #45145 is grounded: it was created earlier and has one inbound reference. However, the duplicate verdict is a bit too strong for the packet. The evidence shown is only identical titles, close body lengths, and a soft_similarity signal; it does not establish that the bodies are the same report. Please soften the language to indicate probable duplication rather than a confirmed true duplicate pair." }, "evaluator_used": true, "retried": true, - "accepted_nontrivial_soft_edge": false, + "accepted_nontrivial_soft_edge": true, "error_kind": null, "error_message": null }, @@ -17151,8 +17202,8 @@ "review_unit_count": 1, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-45672-2", "nodes": [ @@ -17162,12 +17213,12 @@ "soft_pairs": [ "issue:45672|issue:45674" ], - "prepared_review_unit_hash": "2df1c0cfe5cecea6e275345234fb83631e1bcd423a666f9b46ba3b613e24674f", + "prepared_review_unit_hash": "c59828513e077647411c0c8a86f70ddc6d378937647ef75dae71832900b7fb48", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 1668, + "serialized_chars": 1667, "estimated_input_tokens": 417, "estimated_eval_tokens": 1090 }, @@ -17175,7 +17226,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 1668, + "serialized_chars": 1667, "estimated_input_tokens": 417, "estimated_eval_tokens": 1090 }, @@ -17184,18 +17235,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These look like two distinct 4-bit inference bugs, not duplicates: one is a Gemma4 audio-module uint8/torch.finfo TypeError, the other is a BitsAndBytesConfig skip-module handling bug that removes the default lm_head exclusion and triggers an AssertionError.", - "confidence": 0.93, + "summary": "The two issues both involve 4-bit inference, but they describe different failures and root causes: one is a Gemma4 audio-module torch.finfo TypeError on uint8 weights, the other is a BitsAndBytesConfig skip-modules regression that drops the default lm_head exclusion and triggers an AssertionError. They should not be merged as duplicates.", + "confidence": 0.94, "canonical_issue_reason": null, "canonical_pr_reason": null, - "best_issue_reason": "issue #45674 is the broader and more generally actionable report, but it still describes a different failure mode from #45672.", + "best_issue_reason": "No single canonical issue fits both reports; if one must be kept as the representative, issue 45674 is the more general configuration regression, but it is still a separate bug from 45672.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:45672", "right": "issue:45674", "accept": false, - "reason": "Different code paths and symptoms: Gemma4 audio uint8/torch.finfo TypeError vs. BitsAndBytesConfig lm_head exclusion AssertionError. They share only the broad 4-bit inference context." + "reason": "Same broad 4-bit inference area, but different concrete code-path failures and different fixes; not the same underlying bug." } ] }, @@ -17214,8 +17265,8 @@ "review_unit_count": 1, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-45762-2", "nodes": [ @@ -17225,7 +17276,7 @@ "soft_pairs": [ "issue:45762|issue:45763" ], - "prepared_review_unit_hash": "1b03dd1042037761a69301a8c567b069c1b1fc8b54ce539b060df2acf2cd651e", + "prepared_review_unit_hash": "9cd79cd70705cf70a67e5049700beb1bb36803fd222b5e0f68638be5a6491ea2", "component_budget": { "node_count": 2, "item_count": 2, @@ -17247,8 +17298,8 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "The two closed issues are unrelated nominal-name entries with different people and dates; there is no evidence they describe the same bug, request, or workflow.", - "confidence": 0.98, + "summary": "The two closed issues look like unrelated, low-signal entries (personal names with dates) and do not describe the same bug or request. They should not be clustered as duplicates.", + "confidence": 0.96, "canonical_issue_reason": null, "canonical_pr_reason": null, "best_issue_reason": null, @@ -17258,7 +17309,7 @@ "left": "issue:45762", "right": "issue:45763", "accept": false, - "reason": "Titles only contain different personal names and birth dates; with no body, links, or shared technical context, they do not look like the same underlying issue." + "reason": "No shared problem description, code path, or explicit linkage; the titles are just different personal-name/date strings and do not indicate the same underlying issue." } ] }, @@ -17277,8 +17328,8 @@ "review_unit_count": 1, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-45764-2", "nodes": [ @@ -17288,7 +17339,7 @@ "soft_pairs": [ "issue:45764|issue:45765" ], - "prepared_review_unit_hash": "59f04c7c74e72ea031fce02741b24c0a1181fef531105fc74ad15dad7a28afb9", + "prepared_review_unit_hash": "4abea14b379304a1a1b87a479314d695fb2878d12bb49123a90c3ceb81d4882e", "component_budget": { "node_count": 2, "item_count": 2, @@ -17310,18 +17361,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These are two empty, name-and-date-only issues with no technical content or shared target; they do not appear to describe the same bug or request.", + "summary": "Both items are closed issues with only personal-name/date titles and no body or code references; they do not show evidence of the same bug or change, so this looks like unrelated noise/spam rather than a duplicate cluster.", "confidence": 0.98, - "canonical_issue_reason": "Neither issue contains a problem description, reproduction, or actionable target, so there is no meaningful canonical technical issue to choose.", + "canonical_issue_reason": "Issue #45764 is marginally preferable as the canonical representative only because it appears first; there is no substantive issue content to distinguish them.", "canonical_pr_reason": null, - "best_issue_reason": "No issue is a better canonical candidate than the other; both are equally non-technical and empty.", + "best_issue_reason": "Neither issue is a good canonical technical issue, but #45764 is the least arbitrary placeholder if one must be chosen.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:45764", "right": "issue:45765", "accept": false, - "reason": "The titles are just different personal names with different dates and there is no body or shared technical context, so they are not the same underlying issue." + "reason": "The titles are different person/date strings with no shared problem statement, code path, or explicit linkage; they do not appear to be duplicates of the same underlying issue." } ] }, @@ -17340,8 +17391,8 @@ "review_unit_count": 1, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-45869-5", "nodes": [ @@ -17361,12 +17412,12 @@ "issue:45871|issue:45873", "issue:45872|issue:45873" ], - "prepared_review_unit_hash": "5b7d6c05bfd3ce525361df58abb0ce4a42087b397fb0b79ec7d92ba9c8d3aaec", + "prepared_review_unit_hash": "37498e845271dfe272d0cf32f4b601ee9437163c1475e8776872503f0083c264", "component_budget": { "node_count": 5, "item_count": 5, "soft_pair_count": 8, - "serialized_chars": 5728, + "serialized_chars": 5726, "estimated_input_tokens": 1432, "estimated_eval_tokens": 3120 }, @@ -17374,7 +17425,7 @@ "node_count": 5, "item_count": 5, "soft_pair_count": 8, - "serialized_chars": 5728, + "serialized_chars": 5726, "estimated_input_tokens": 1432, "estimated_eval_tokens": 3120 }, @@ -17383,66 +17434,66 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Two clear duplicate issue pairs stand out: 45870/45871 and 45872/45873. The financial dataset issue 45869 is only thematically related to the others and should remain separate.", - "confidence": 0.96, - "canonical_issue_reason": "Issue 45870 is the better canonical representative for the 'Example: Financial time series prediction with DataForge' duplicate pair: it was opened earlier and has more discussion activity, while 45871 is identical in title/body.", + "summary": "Two exact duplicate issue pairs are present: 45870/45871 and 45872/45873. The financial dataset item (45869) is related by theme but appears to be a different artifact, not the same underlying request.", + "confidence": 0.92, + "canonical_issue_reason": "Issue 45870 is the cleanest canonical representative of the exact duplicate pair because it has the clearer, more general title and is the earlier post.", "canonical_pr_reason": null, - "best_issue_reason": "Issue 45870 is the strongest global issue representative among these items because it is a clear duplicate target for 45871, is slightly more established (earlier and discussed), and is cleaner than the broader dataset-sample request.", + "best_issue_reason": "Issue 45870 is the best overall issue candidate because it most directly represents the duplicate example request cluster without being overly specific.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:45869", "right": "issue:45870", "accept": false, - "reason": "Related finance/DataForge topic, but one is a dataset offer and the other is an example request; different underlying issue." + "reason": "Same finance/domain theme, but one is a dataset bundle and the other is an example request; not the same underlying issue." }, { "left": "issue:45869", "right": "issue:45871", "accept": false, - "reason": "Same as above: topical similarity only, not the same concrete request or bug." + "reason": "Different artifact types and scopes: dataset listing versus example prompt; too broad to treat as duplicates." }, { "left": "issue:45870", "right": "issue:45871", "accept": true, - "reason": "Same title and matching body length indicate the same issue duplicated verbatim." + "reason": "Exact same title and highly similar metadata; these are the same issue request." }, { "left": "issue:45870", "right": "issue:45872", "accept": false, - "reason": "Both mention DataForge and financial time series, but one is an example request and the other adds a scraping service; different change/request." + "reason": "Both are financial/DataForge related, but one asks for a prediction example while the other asks for a scraping service; different changes." }, { "left": "issue:45870", "right": "issue:45873", "accept": false, - "reason": "Close topic match only; the scraping-service component makes this a different request." + "reason": "Same as 45872: related topic, but a different concrete request and not mergeable as one issue." }, { "left": "issue:45871", "right": "issue:45872", "accept": false, - "reason": "Different feature/request despite shared DataForge/finance context." + "reason": "Identical to the prior comparison: duplicate titles do not match the scraping-service request." }, { "left": "issue:45871", "right": "issue:45873", "accept": false, - "reason": "Different feature/request despite shared DataForge/finance context." + "reason": "Different concrete request despite shared finance/DataForge wording; not the same underlying bug/change." }, { "left": "issue:45872", "right": "issue:45873", "accept": true, - "reason": "Identical title and body length; these look like the same duplicate issue." + "reason": "Exact same title and metadata; these are duplicate copies of the same issue request." } ] }, "evaluator_result": { "accept": true, - "feedback": "The summary is well grounded in the packet. The duplicate calls are conservative enough: 45870/45871 and 45872/45873 have identical titles, matching body lengths, and strong textual similarity, while 45869 is only thematically related. The representative choice for 45870 over 45871 is also supported by earlier creation and slightly more discussion activity." + "feedback": "Grounded in the packet and appropriately conservative. The two exact-title, same-body-length pairs (45870/45871 and 45872/45873) are reasonable duplicate calls, and 45869 is correctly treated as related but distinct. No soft-edge verdict overstates the evidence." }, "evaluator_used": true, "retried": false, @@ -17461,7 +17512,7 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-39895-14", + "cluster_id": "cluster-39895-15", "nodes": [ "pull_request:39895", "pull_request:41855", @@ -17476,7 +17527,8 @@ "pull_request:45213", "pull_request:45655", "pull_request:46048", - "pull_request:46067" + "pull_request:46067", + "pull_request:46189" ], "soft_pairs": [ "pull_request:39895|pull_request:43424", @@ -17492,182 +17544,189 @@ "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:43995|pull_request:44827", + "pull_request:44827|pull_request:46189", "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:44827|pull_request:45655", "pull_request:43251|pull_request:43254" ], - "prepared_review_unit_hash": "1f9840280d06e94123677c71d993cbc70eeeedf2a549aafb2180199859e39b1a", + "prepared_review_unit_hash": "0f834338daabd0381404e77c4277a24462186e6e41a10a371f891dfb8aaa6a16", "component_budget": { - "node_count": 14, - "item_count": 14, - "soft_pair_count": 22, - "serialized_chars": 38373, - "estimated_input_tokens": 9594, - "estimated_eval_tokens": 19444 + "node_count": 15, + "item_count": 15, + "soft_pair_count": 23, + "serialized_chars": 40802, + "estimated_input_tokens": 10201, + "estimated_eval_tokens": 20658 }, "budget": { - "node_count": 14, - "item_count": 14, - "soft_pair_count": 22, - "serialized_chars": 38373, - "estimated_input_tokens": 9594, - "estimated_eval_tokens": 19444 + "node_count": 15, + "item_count": 15, + "soft_pair_count": 23, + "serialized_chars": 40802, + "estimated_input_tokens": 10201, + "estimated_eval_tokens": 20658 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "This cluster is mostly heterogeneous: model additions, refactors, test updates, and unrelated bugfixes. The only true duplicate-like pair is the two fixed_cross_entropy kwargs PRs (43251 and 43254), which patch the same loss code path for the same issue.", - "confidence": 0.97, + "summary": "This cluster is mostly unrelated PRs spanning different models, tests, docs, and infra. The only clear duplicate pair is the fixed_cross_entropy kwargs change: PRs 43251 and 43254 address the same loss-function bug, with 43251 the better canonical choice.", + "confidence": 0.94, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 43251 is the clearest canonical duplicate candidate because it explicitly targets issue 43240 and implements the same fixed_cross_entropy kwargs fix as 43254.", + "canonical_pr_reason": "PR 43251 is the best canonical PR because it directly targets issue 43240 and is the more complete/explicit version of the same fixed_cross_entropy kwargs fix; 43254 is a near-duplicate of the same change.", "best_issue_reason": null, - "best_pr_reason": "PR 43251 is the strongest representative PR in this cluster because it is tied to a concrete issue and matches the only clear duplicate change; the rest of the items are unrelated to each other.", + "best_pr_reason": "If one PR must represent the cluster, 43251 is the strongest anchor because it is the only clear duplicate match and has the clearest issue linkage; otherwise the cluster has no single global canonical PR due to broad topic divergence.", "soft_edge_verdicts": [ { "left": "pull_request:39895", "right": "pull_request:43424", "accept": false, - "reason": "VideoPrism model addition and an Executorch dynamic-shape test are unrelated changes." + "reason": "Videoprism model/docs addition vs an executorch dynamic-shape export test; different code paths and no shared underlying bug." }, { "left": "pull_request:41855", "right": "pull_request:43823", "accept": false, - "reason": "Tokenizer method additions for MistralCommon do not match a new MobileLLM model implementation." + "reason": "Mistral tokenizer helper methods vs adding a new MobileLLM model; unrelated functionality." }, { "left": "pull_request:41855", "right": "pull_request:43424", "accept": false, - "reason": "Tokenizer API fill-in and an Executorch export test are different code paths and problems." + "reason": "Tokenizer API additions vs executorch export testing; not the same change or bug." }, { "left": "pull_request:42668", "right": "pull_request:43823", "accept": false, - "reason": "Processor auto-loading robustness and adding MobileLLM are different changes." + "reason": "Processor auto-loading robustness changes vs a new model implementation; too broad and unrelated." }, { "left": "pull_request:43251", "right": "pull_request:46067", "accept": false, - "reason": "Cross-entropy kwargs handling is unrelated to conversion loading/base_model_prefix fixes." + "reason": "Cross-entropy kwargs fix vs base_model_prefix loading/conversion fix; different subsystems and code paths." }, { "left": "pull_request:43251", "right": "pull_request:43823", "accept": false, - "reason": "Loss-function kwargs support and a new model addition are unrelated." + "reason": "Loss-function kwargs fix vs new model addition; no shared underlying issue." }, { "left": "pull_request:43251", "right": "pull_request:44827", "accept": false, - "reason": "fixed_cross_entropy kwargs and Mistral4 test fixes do not target the same bug." + "reason": "Cross-entropy helper bugfix vs Mistral4 test/model changes; unrelated." }, { "left": "pull_request:43424", "right": "pull_request:46067", "accept": false, - "reason": "Executorch dynamic-shape export tests and conversion loading fixes are unrelated." + "reason": "Executorch dynamic-shape export test vs conversion/loading prefix handling; unrelated." }, { "left": "pull_request:43424", "right": "pull_request:44827", "accept": false, - "reason": "Executorch export coverage and Mistral4 test fixes are different issues." + "reason": "Export test coverage vs Mistral4 model/test fixes; different concerns." }, { "left": "pull_request:43424", "right": "pull_request:43823", "accept": false, - "reason": "Executorch export tests and MobileLLM implementation are unrelated." + "reason": "Executorch export testing vs adding MobileLLM; no common bug/change." }, { "left": "pull_request:43823", "right": "pull_request:45655", "accept": false, - "reason": "Adding MobileLLM and fixing cls.config resolution are unrelated." + "reason": "New MobileLLM model support vs config resolution-order fix; unrelated." }, { "left": "pull_request:43823", "right": "pull_request:43995", "accept": false, - "reason": "New MobileLLM model code and Falcon output-interface refactoring are different changes." + "reason": "MobileLLM addition vs Falcon output-collection refactor; different model families and code paths." }, { "left": "pull_request:43823", "right": "pull_request:46067", "accept": false, - "reason": "MobileLLM addition and base_model_prefix conversion fixes are unrelated." + "reason": "MobileLLM model addition vs conversion prefix-loading fix; unrelated." }, { "left": "pull_request:43995", - "right": "pull_request:44827", + "right": "pull_request:45213", "accept": false, - "reason": "Falcon output refactoring and Mistral4 test fixes are not the same underlying change." + "reason": "Falcon refactor vs a model-creation skill/meta PR; not the same underlying change." }, { "left": "pull_request:43995", - "right": "pull_request:45213", + "right": "pull_request:44827", "accept": false, - "reason": "Falcon model refactoring and the model-creation skill are unrelated." + "reason": "Falcon output-interface refactor vs Mistral4 tests/fixes; unrelated." }, { "left": "pull_request:44827", - "right": "pull_request:46067", + "right": "pull_request:46189", "accept": false, - "reason": "Mistral4 test fixes and conversion base_model_prefix fixes address different code paths." + "reason": "Mistral4 test/fix work vs Cohere2 MoE tensor-parallel plan updates; different models and problems." }, { "left": "pull_request:44827", - "right": "pull_request:45170", + "right": "pull_request:46067", "accept": false, - "reason": "Mistral4 tests and layrnorm->layernorm renaming are unrelated." + "reason": "Mistral4 tests/fixes vs conversion/loading prefix handling; no shared concrete bug." }, { "left": "pull_request:44827", - "right": "pull_request:46048", + "right": "pull_request:45170", "accept": false, - "reason": "Mistral4 test fixes and adding a TDT loss kernel are unrelated." + "reason": "Mistral4 test/fix work vs layrnorm-to-layernorm rename/weight mapping cleanup; unrelated." }, { "left": "pull_request:44827", - "right": "pull_request:45655", + "right": "pull_request:46048", "accept": false, - "reason": "Mistral4 tests and cls.config resolution order fixes are unrelated." + "reason": "Mistral4 tests/fixes vs TDT loss kernel integration; different subsystems." }, { "left": "pull_request:44827", "right": "pull_request:45213", "accept": false, - "reason": "Mistral4 tests and the model-creation skill do not patch the same concrete bug." + "reason": "Mistral4 test/fix work vs model-creation skill/meta PR; unrelated." }, { "left": "pull_request:43823", "right": "pull_request:45213", "accept": false, - "reason": "A MobileLLM implementation and the model-creation skill are not the same code change." + "reason": "MobileLLM model addition vs a draft model-creation skill PR; no same bug/change." + }, + { + "left": "pull_request:44827", + "right": "pull_request:45655", + "accept": false, + "reason": "Mistral4 tests/fixes vs class config-resolution ordering fix; unrelated." }, { "left": "pull_request:43251", "right": "pull_request:43254", "accept": true, - "reason": "Both PRs modify src/transformers/loss/loss_utils.py to pass supported kwargs through fixed_cross_entropy for the same issue 43240." + "reason": "Both PRs fix the same fixed_cross_entropy bug by adding support for passing through cross-entropy kwargs (weight/label_smoothing) to nn.functional.cross_entropy." } ] }, "evaluator_result": { "accept": true, - "feedback": "The summary is grounded in the packet and stays conservative. The only accepted pair, 43251/43254, is supported by shared target 43240 and the same loss_utils.py kwargs fix. The rejected soft edges are also reasonably conservative: they describe distinct model additions, refactors, or tests that do not look mergeable into one bugfix PR." + "feedback": "Grounded overall. The cluster is correctly characterized as mostly unrelated, and the 43251/43254 pairing is well supported by the shared issue target and identical fixed_cross_entropy kwargs fix. Minor caution: avoid calling 43251 the \u201cmore complete\u201d version unless you can point to a concrete diff advantage; the canonical-choice rationale is otherwise conservative enough." }, "evaluator_used": true, "retried": false, @@ -17694,7 +17753,7 @@ "soft_pairs": [ "pull_request:40546|pull_request:42781" ], - "prepared_review_unit_hash": "8cc36cca083bf72b7a329a7271c6488ab2eb19679219319360bc859cecc92ace", + "prepared_review_unit_hash": "beeed39ef2a98081d8fab952f19cd05db2abff00b05e83a65b5c7e39504c5467", "component_budget": { "node_count": 2, "item_count": 2, @@ -17716,18 +17775,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These are related VibeVoice PRs, but they are not duplicates: one is the base VibeVoice implementation, the other adds a realtime variant plus additional tokenizer/generation pieces. They touch overlapping files, but the underlying changes are different enough that they should stay separate.", - "confidence": 0.93, + "summary": "These are related VibeVoice PRs, but they are not the same change: #40546 adds the core VibeVoice implementation, while #42781 is a later draft for VibeVoice Realtime with extra tokenizer/generation work. I would keep them separate.", + "confidence": 0.89, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 40546 is the broader foundational VibeVoice implementation and is the more natural canonical reference for the base model work; PR 42781 is a later extension focused on realtime support rather than the same change.", + "canonical_pr_reason": "#40546 is the cleaner canonical representative of the core VibeVoice implementation: it is more mature, has substantial review activity, and centers on the base model integration rather than the later realtime extension.", "best_issue_reason": null, - "best_pr_reason": "PR 40546 is the better representative of the core VibeVoice integration overall. PR 42781 is a narrower follow-on adding realtime-specific functionality, so it should not replace the base implementation as the main PR.", + "best_pr_reason": "#40546 is the best standalone PR to represent the underlying VibeVoice addition; #42781 is a broader, draft realtime follow-up and does not look mergeable into the same single PR without changing scope.", "soft_edge_verdicts": [ { "left": "pull_request:40546", "right": "pull_request:42781", "accept": false, - "reason": "Shared VibeVoice files alone are not enough: 40546 implements VibeVoice, while 42781 adds VibeVoice Realtime and an acoustic tokenizer. Different scope and code paths, so they are not the same PR-level change." + "reason": "Shared filenames reflect the same model family, but #42781 adds VibeVoice Realtime and an acoustic tokenizer, so this is an extension of the original work rather than the same concrete PR change." } ] }, @@ -17757,12 +17816,12 @@ "soft_pairs": [ "pull_request:40755|pull_request:41224" ], - "prepared_review_unit_hash": "3f3fea03a19b2b9170ed41eabc3471f191537430da492ee20c1d67a520046c88", + "prepared_review_unit_hash": "087b8bfba874803eee7a338251fbebdfe9574580c9b7355cf5dc290706ea3e64", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 4676, + "serialized_chars": 4675, "estimated_input_tokens": 1169, "estimated_eval_tokens": 2594 }, @@ -17770,7 +17829,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 4676, + "serialized_chars": 4675, "estimated_input_tokens": 1169, "estimated_eval_tokens": 2594 }, @@ -17779,18 +17838,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These two pull requests are unrelated model-feature additions: one adds TimesFM covariate forecasting, the other adds DINOv3 image classification support. They touch different code paths, filenames, and use cases, so this is not a duplicate cluster.", - "confidence": 0.99, + "summary": "Two open PRs in different model families: one adds TimesFM covariate forecasting, the other adds DINOv3 image classification support. They share only a broad similarity of being feature additions with docs/tests, not the same underlying change.", + "confidence": 0.98, "canonical_issue_reason": null, - "canonical_pr_reason": null, + "canonical_pr_reason": "PR 40755 is the more substantial and self-contained feature patch, with the larger diff and deeper implementation across the TimesFM forecasting stack.", "best_issue_reason": null, - "best_pr_reason": "PR 41224 is the narrower, more self-contained change, but neither PR is a true canonical for the cluster because they address different models and different functionality.", + "best_pr_reason": "PR 40755 is the best representative for the cluster only in a generic sense because it is the more expansive change; however, it is not a duplicate of PR 41224.", "soft_edge_verdicts": [ { "left": "pull_request:40755", "right": "pull_request:41224", "accept": false, - "reason": "Different underlying changes: TimesFM forecasting-with-covariates versus DINOv3 image-classification support. They do not fix the same bug or implement the same feature and would not plausibly merge into one PR." + "reason": "Different models and code paths: TimesFM covariate forecasting vs DINOv3 image classification support. The overlap is only superficial at the docs/tests level, so they should not be merged as duplicates." } ] }, @@ -17885,7 +17944,7 @@ "pull_request:41797|pull_request:45186", "pull_request:45186|pull_request:45630" ], - "prepared_review_unit_hash": "73cc1fa1416b20fd4e66f7dfa8a67e6baa83d8971c2b9df77328471020fba70c", + "prepared_review_unit_hash": "1d215039f0a21f7c374c833b6b9bd262ee35e78893bc1bc3c0ac9d6568d8397e", "component_budget": { "node_count": 3, "item_count": 3, @@ -17907,24 +17966,24 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These are three unrelated \u201cadd new model\u201d PRs for different architectures (DeepSeek OCR, Isaac, Kimi2-6). They share only generic Hugging Face integration scaffolding such as auto-mapping and docs registration, not the same underlying bug or feature change.", - "confidence": 0.97, + "summary": "These are three separate model-addition PRs for different architectures (DeepSeek OCR, Isaac, and Kimi2-6), so they are not duplicates and should not be clustered together as the same change.", + "confidence": 0.99, "canonical_issue_reason": null, - "canonical_pr_reason": "No single canonical PR exists because the changes target different models and code paths; if one must be chosen as the cluster representative, PR 45630 is the broadest and most substantial integration.", + "canonical_pr_reason": "No canonical PR: each PR introduces a different model integration with distinct files, tests, and codepaths.", "best_issue_reason": null, - "best_pr_reason": "PR 45630 is the strongest representative by scope and review activity, but it is still just one of several unrelated model-addition PRs rather than a duplicate of the others.", + "best_pr_reason": "No PR is a good cluster representative for deduplication because the changes target different models and are not mergeable into one concrete fix/change.", "soft_edge_verdicts": [ { "left": "pull_request:41797", "right": "pull_request:45186", "accept": false, - "reason": "Different models and implementations; overlap is limited to shared registration/docs scaffolding, which is not enough to treat them as the same change." + "reason": "Different model additions (DeepSeek OCR vs Isaac) with separate implementations and tests; only broad shared scaffolding like auto registries/docs overlaps." }, { "left": "pull_request:45186", "right": "pull_request:45630", "accept": false, - "reason": "Both add new models, but Isaac and Kimi2-6 touch different configs, model files, processors, and tests, so they are not the same concrete fix/change." + "reason": "Different model additions (Isaac vs Kimi2-6) and distinct model codepaths; shared framework registration files are not enough to treat them as the same PR." } ] }, @@ -17954,12 +18013,12 @@ "soft_pairs": [ "pull_request:42975|pull_request:42976" ], - "prepared_review_unit_hash": "02d05e162fbb0437282329cd912aaf43359c5b91454fec0b8e30575a0d0b033b", + "prepared_review_unit_hash": "1adc326c895d2be58a51537b2d698e4493bdfcd52313ba295b041d4ba421f7c7", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 5934, + "serialized_chars": 5935, "estimated_input_tokens": 1484, "estimated_eval_tokens": 3224 }, @@ -17967,7 +18026,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 5934, + "serialized_chars": 5935, "estimated_input_tokens": 1484, "estimated_eval_tokens": 3224 }, @@ -17976,18 +18035,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These are two separate dependency-upgrade PRs for GitHub Actions, not the same underlying change. PR 42975 is a broad Node 24 compatibility sweep across many workflow actions, while PR 42976 is a docker/build-push-action version bump in Docker image workflows.", - "confidence": 0.94, + "summary": "These are related only at a broad maintenance level: both update GitHub Actions in workflow files, but they address different dependencies and change different code paths. They should not be treated as duplicates or merged into one PR.", + "confidence": 0.93, "canonical_issue_reason": null, - "canonical_pr_reason": null, + "canonical_pr_reason": "PR 42975 is the better canonical PR because it is the broader workflow-maintenance change focused on GitHub Actions runtime compatibility across many workflows.", "best_issue_reason": null, - "best_pr_reason": "PR 42975 is the broader representative of the cluster because it updates many workflow actions for a single compatibility goal, whereas PR 42976 is a narrower Docker-action version bump. They are still not duplicates.", + "best_pr_reason": "PR 42975 is the best representative of the cluster since it has the wider scope and clearer unifying intent, while 42976 is a separate dependency bump for build-related actions.", "soft_edge_verdicts": [ { "left": "pull_request:42975", "right": "pull_request:42976", "accept": false, - "reason": "Different underlying changes: one targets GitHub Actions Node 24 compatibility across workflows, the other upgrades docker/build-push-action in Docker image workflows. They share workflow files but do not fix the same code-path problem and would not be merged as one PR." + "reason": "Different underlying changes: 42975 upgrades general workflow actions for Node 24 compatibility, while 42976 bumps docker/build-push-action and a few other actions. They overlap in workflow files but do not fix the same concrete problem and would not plausibly be merged into one PR." } ] }, @@ -18026,7 +18085,7 @@ "pull_request:43451|pull_request:45490", "pull_request:45490|pull_request:46162" ], - "prepared_review_unit_hash": "1962ced8303af3368c34c10fea4565bc901280f7011899d0557e059d4609904d", + "prepared_review_unit_hash": "1e70934457c9c93d81599e564902385d3a36446517f356e4730f750329b55a4d", "component_budget": { "node_count": 5, "item_count": 5, @@ -18048,54 +18107,54 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These PRs are all separate additions or maintenance changes across different models/tests, with only broad thematic overlap around model integration and docs. None look like the same underlying change or bug fix.", + "summary": "These PRs are mostly unrelated model additions or a small test-only tweak; they share only broad Transformers boilerplate like docs/auto registry updates, not the same underlying change or bug.", "confidence": 0.97, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 43451 is the strongest standalone representative: it is a substantial, high-activity model addition with broad integration across config, modeling, processing, auto mappings, docs, and tests. Even so, it is not a duplicate of the others.", + "canonical_pr_reason": "PR 43451 (Molmo2) is the most substantial and discussion-heavy submission, so it is the best anchor among this set even though it is not a duplicate of the others.", "best_issue_reason": null, - "best_pr_reason": "PR 43451 is the best single PR in the set to represent the cluster because it has the most discussion/review activity and the broadest, most complete model-implementation footprint.", + "best_pr_reason": "PR 43451 is the strongest representative of the cluster because it has the broadest model implementation surface and the most review activity; the other PRs are separate model or test changes.", "soft_edge_verdicts": [ { "left": "pull_request:42978", "right": "pull_request:43448", "accept": false, - "reason": "Different models (ViT NEPA vs Molmo). Shared docs/auto-registration patterns are generic for new-model PRs, not evidence of the same code change." + "reason": "Different model families (ViT NEPA vs Molmo) with separate implementations; overlap is only generic docs/auto-registration boilerplate." }, { "left": "pull_request:42978", "right": "pull_request:43451", "accept": false, - "reason": "Different models (ViT NEPA vs Molmo2) with distinct files and implementation details. Similarity is only at the level of adding a new model package." + "reason": "Different model families (ViT NEPA vs Molmo2); shared files are only common registry/docs paths, not the same code-path fix." }, { "left": "pull_request:42978", "right": "pull_request:45490", "accept": false, - "reason": "ViT NEPA and CTSM are unrelated model additions; shared auto/docs plumbing is too broad to indicate a duplicate." + "reason": "Unrelated additions for ViT NEPA and CTSM; no shared concrete bug or mergeable combined change." }, { "left": "pull_request:43448", "right": "pull_request:43451", "accept": false, - "reason": "Molmo and Molmo2 are separate model families with different processors and architectures; not the same concrete change." + "reason": "Molmo vs Molmo2 are related by naming, but they are distinct model implementations and not the same change." }, { "left": "pull_request:43448", "right": "pull_request:45490", "accept": false, - "reason": "Molmo and CTSM target different domains and code paths. Similar repository boilerplate does not make them duplicates." + "reason": "Different model additions (Molmo vs CTSM) with only broad transformer plumbing in common." }, { "left": "pull_request:43451", "right": "pull_request:45490", "accept": false, - "reason": "Molmo2 and CTSM are distinct model integrations with different model code, processors, and tests." + "reason": "Molmo2 and CTSM are separate model ports; shared auto/model registry edits do not indicate one underlying fix." }, { "left": "pull_request:45490", "right": "pull_request:46162", "accept": false, - "reason": "CTSM model addition versus a small XPU test-maintenance PR; these are clearly not the same underlying change." + "reason": "CTSM model addition vs a tiny test annotation change for Florence2/LFM2-VL; completely different scope and code paths." } ] }, @@ -18130,12 +18189,12 @@ "pull_request:43665|pull_request:46102", "pull_request:43665|pull_request:44815" ], - "prepared_review_unit_hash": "8e1cbed050e200304ac7307098d9597661706f1cff90c7af2debe7fdd52d8f64", + "prepared_review_unit_hash": "552a56ef3a33c44978d01532890db90aeec766cade8a9035bae576c45bcea7e6", "component_budget": { "node_count": 4, "item_count": 4, "soft_pair_count": 4, - "serialized_chars": 9390, + "serialized_chars": 9391, "estimated_input_tokens": 2348, "estimated_eval_tokens": 4952 }, @@ -18143,7 +18202,7 @@ "node_count": 4, "item_count": 4, "soft_pair_count": 4, - "serialized_chars": 9390, + "serialized_chars": 9391, "estimated_input_tokens": 2348, "estimated_eval_tokens": 4952 }, @@ -18152,36 +18211,36 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These PRs are not duplicates of one another: they target different subsystems (Whisper tokenization/tests, CLIP/ViT tests, FP8 dequantization, and FSDP tied-weights handling). The cluster looks like a loose similarity group rather than a single underlying bug or change.", - "confidence": 0.97, + "summary": "These four PRs are not duplicates of one another: they target unrelated areas (Whisper decoding, CLIP/ViT test stubs, FP8 dequant/loading, and FSDP tied-weights). The cluster is heterogeneous, with 44815 the most substantive standalone fix.", + "confidence": 0.95, "canonical_issue_reason": null, - "canonical_pr_reason": "No single PR cleanly represents the cluster because the items are unrelated in code path and purpose; there is no shared underlying fix to consolidate.", + "canonical_pr_reason": "PR 44815 is the strongest canonical anchor if one must be chosen: it has a coherent code fix across loading/FP8 paths and clear test coverage, unlike the other PRs which are either unrelated or appear to be test-only noise.", "best_issue_reason": null, - "best_pr_reason": "PR #44815 is the most substantive standalone change set, but it is not a good canonical representative of the cluster because it addresses FP8 dequantization only and is unrelated to the other PRs.", + "best_pr_reason": "PR 44815 is the best overall PR in the set because it addresses a concrete implementation bug in a specific code path and is materially more substantial than the test-only or unrelated PRs.", "soft_edge_verdicts": [ { "left": "pull_request:43291", "right": "pull_request:43665", "accept": false, - "reason": "Whisper tokenizer decoding changes and CLIP/ViT test edits are unrelated; both are test-focused but not the same bug or mergeable change." + "reason": "Whisper tokenizer decode logic and CLIP/ViT test edits are unrelated; they do not appear to fix the same bug or change." }, { "left": "pull_request:43291", "right": "pull_request:44815", "accept": false, - "reason": "Whisper decoding logic and FP8 dequantization/model-loading code fix completely different code paths." + "reason": "Whisper timestamp decoding is unrelated to FP8 dequant/loading and Mistral-related changes; different code paths and problem domains." }, { "left": "pull_request:43665", "right": "pull_request:46102", "accept": false, - "reason": "Artificial test failures in CLIP/ViT tests do not correspond to FSDP tied-weights behavior." + "reason": "The CLIP/ViT test-only edits are not the same underlying change as the FSDP tied-weights fix; shared test noise is not enough to merge them." }, { "left": "pull_request:43665", "right": "pull_request:44815", "accept": false, - "reason": "The CLIP/ViT test-only changes are not the same concrete fix as the FP8 dequantization/model-loading patch." + "reason": "Although both are labeled like generic fixes and touch tests, they address unrelated subsystems and different bugs; they should not be merged as duplicates." } ] }, @@ -18218,12 +18277,12 @@ "pull_request:45932|pull_request:46100", "pull_request:46100|pull_request:46114" ], - "prepared_review_unit_hash": "ce0f3ab9a1c980f51bdd05828127d4b843fe4d537fbdaae5b1a90591760805ee", + "prepared_review_unit_hash": "53c476e0647c7ab85421cf6bc37d8f3a4abb50f9d282f6e2f86910978311f4d1", "component_budget": { "node_count": 5, "item_count": 5, "soft_pair_count": 5, - "serialized_chars": 11340, + "serialized_chars": 11338, "estimated_input_tokens": 2835, "estimated_eval_tokens": 5926 }, @@ -18231,7 +18290,7 @@ "node_count": 5, "item_count": 5, "soft_pair_count": 5, - "serialized_chars": 11340, + "serialized_chars": 11338, "estimated_input_tokens": 2835, "estimated_eval_tokens": 5926 }, @@ -18240,51 +18299,51 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Only PRs 46100 and 46114 are a clear duplicate pair: they have the same exact ViT test diff. PR 45932 is broader, and the packet does not show the same test-migration hunk, so it should not be treated as the same change. The remaining pairs are unrelated workflow/setup/test changes that only share a file or subsystem.", - "confidence": 0.91, + "summary": "Only one pair looks like a true duplicate: PRs 46100 and 46114 are effectively the same ViT test-migration change with identical edits to the same file. The other soft-similarity pairs share superficial test/workflow or bot-check traits, but they do not appear to fix or introduce the same concrete change.", + "confidence": 0.94, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 46100 is the cleanest canonical representative because it has the exact same ViT test diff as 46114; the broader 45932 PR is not evidenced in the packet as containing that same hunk, so it should not drive canonical selection.", + "canonical_pr_reason": "PR 46114 is the best representative of the only real duplicate pair: it has the same diff as 46100, the same failing-test additions in tests/models/vit/test_modeling_vit.py, and a clearer title indicating the forked OTEL migration test intent.", "best_issue_reason": null, - "best_pr_reason": "PR 46100 is the best anchor for the cluster because it matches 46114 exactly at the concrete code change level, while the other PRs are distinct workflow/setup/demo edits rather than the same fix.", + "best_pr_reason": "PR 46114 is the strongest global PR candidate because it is the clearest, most descriptive instance of the duplicated ViT test-migration change; PR 46100 is effectively equivalent, while the other PRs are unrelated test/bot/workflow probes.", "soft_edge_verdicts": [ { "left": "pull_request:43488", - "right": "pull_request:43532", + "right": "pull_request:46114", "accept": false, - "reason": "Both are do-not-merge style PRs, but 43488 is setup/dependency and ViT test noise, while 43532 rewires workflows and testing utilities. Not the same underlying change." + "reason": "Both touch tests/models/vit/test_modeling_vit.py, but 43488 is a repo-bot/setup-format probe and 46114 is a forked OTEL test-migration PR; they are not the same underlying change." }, { "left": "pull_request:43488", - "right": "pull_request:46114", + "right": "pull_request:43532", "accept": false, - "reason": "They only share the ViT test file; 43488 is a repo-bot/setup change, while 46114 is a test-migration edit. Different concrete changes." + "reason": "These are different test/bot experiments: 43488 changes setup/versioning and dependency lists, while 43532 rewires CI workflows and testing utilities; shared test-file references are incidental." }, { "left": "pull_request:43532", "right": "pull_request:46114", "accept": false, - "reason": "43532 changes CI/workflow plumbing and helpers, whereas 46114 only adds failing assertions in a ViT test. Not the same fix." + "reason": "43532 is about CI workflow/show-diff plumbing, not the ViT test-migration change in 46114, so they do not target the same concrete code-path problem." }, { "left": "pull_request:45932", "right": "pull_request:46100", "accept": false, - "reason": "The packet shows 46100 and 46114 have the same exact ViT test diff, but it does not show that 45932 contains that same migration hunk. 45932 is too broad to call a true duplicate here." + "reason": "45932 is a broad Grafana/OTEL instrumentation and model-update PR across many files; 46100 is a tiny ViT test-migration edit. Same general testing theme, but not the same change or bug." }, { "left": "pull_request:46100", "right": "pull_request:46114", "accept": true, - "reason": "Exact match on the ViT test migration diff in the same file; these are effectively duplicate PRs for the same concrete change." + "reason": "These PRs are near-identical: same file, same inserted failing assertions, same test-migration intent, and they could plausibly be merged into one PR." } ] }, "evaluator_result": { - "accept": false, - "feedback": "The review is mostly conservative, but it overstates the evidence for the 45932/46100 edge. In the packet, 46100 and 46114 clearly have the same exact ViT test diff, but 45932 is a much broader PR and the packet does not show that it contains the same test-migration hunk. So calling 45932/46100 a true duplicate is not grounded enough. The other rejected pairings look fine." + "accept": true, + "feedback": "The output is grounded in the packet and stays conservative on the soft-edge pairs. The only clearly mergeable duplicate is PR 46100 and PR 46114, which have identical diffs to the same ViT test file. The other rejected pairs are reasonably distinguished as bot/workflow/setup experiments or a broad instrumentation PR versus a tiny test-migration PR, so there is no overstatement of evidence." }, "evaluator_used": true, - "retried": true, + "retried": false, "accepted_nontrivial_soft_edge": true, "error_kind": null, "error_message": null @@ -18308,7 +18367,7 @@ "soft_pairs": [ "pull_request:43612|pull_request:43613" ], - "prepared_review_unit_hash": "fcf294a9c7de39cd164232768bed083126e7e701e33bc385c5a8da0a69d6078d", + "prepared_review_unit_hash": "602b64391963f9071bae2975b8985ec4b03ddb051eb1b125b3f325b26695b36c", "component_budget": { "node_count": 2, "item_count": 2, @@ -18330,18 +18389,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These are two related but distinct feature PRs: one adds a Promptable Concept Segmentation pipeline, the other adds a Promptable Visual Segmentation pipeline. They share documentation and pipeline scaffolding patterns, but they target different tasks, model integrations, and tests, so they should not be treated as duplicates.", - "confidence": 0.94, + "summary": "These are related but distinct PRs: one adds a Promptable Concept Segmentation pipeline, the other adds a Promptable Visual Segmentation pipeline. They share scaffolding/docs/registry updates, but target different pipeline code paths and model families.", + "confidence": 0.96, "canonical_issue_reason": null, - "canonical_pr_reason": null, + "canonical_pr_reason": "PR 43613 is the broader, more representative pipeline addition in this cluster, with integration across multiple segmentation model families and corresponding pipeline/tests updates.", "best_issue_reason": null, - "best_pr_reason": null, + "best_pr_reason": "PR 43613 is the stronger standalone change because it covers a wider concrete segmentation integration; PR 43612 is a separate narrower feature and not a duplicate.", "soft_edge_verdicts": [ { "left": "pull_request:43612", "right": "pull_request:43613", "accept": false, - "reason": "Different underlying features: concept segmentation vs visual segmentation. Shared pipeline/doc infrastructure is not enough to merge them as the same PR." + "reason": "Different features: concept segmentation vs visual segmentation. Shared docs/registration/test scaffolding is expected, but the underlying pipeline behavior and model targets differ, so they should not be merged as one PR." } ] }, @@ -18371,7 +18430,7 @@ "soft_pairs": [ "pull_request:43651|pull_request:43663" ], - "prepared_review_unit_hash": "47db4df68974acf6058322c62dd13e38ef87bc84101421646ae9d6d41221b903", + "prepared_review_unit_hash": "261b0d4826169dcaf7da6fb46f3e84e58f267c66e0825a3e80c5ed7d5a4b6d96", "component_budget": { "node_count": 2, "item_count": 2, @@ -18393,18 +18452,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "The two PRs both touch `Trainer`, but they solve different problems: `43651` changes gradient-accumulation loss scaling, while `43663` adds a hook for signature-column filtering. They are not duplicates and should not be merged together.", - "confidence": 0.98, + "summary": "Both PRs touch `trainer.py` and add custom-trainer extension points, but they solve different problems: one changes gradient-accumulation loss scaling, the other refactors signature-column filtering. They are not the same underlying change.", + "confidence": 0.94, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 43651 is the better cluster representative because it makes an explicit behavioral change in the main training step; PR 43663 is a separate extension point for column filtering, not the same change.", + "canonical_pr_reason": "No canonical PR: these are separate trainer enhancements with different code paths and semantics, so they should not be collapsed into one duplicate.", "best_issue_reason": null, - "best_pr_reason": "PR 43651 is the stronger global representative only because it addresses a concrete runtime behavior in the core training path. PR 43663 is still distinct and should not be treated as the same PR.", + "best_pr_reason": "PR 43651 is the more concrete bug-facing change and the more likely standalone fix; 43663 is a separate extensibility refactor.", "soft_edge_verdicts": [ { "left": "pull_request:43651", "right": "pull_request:43663", "accept": false, - "reason": "Different code paths and different user-facing changes: one adjusts loss normalization during training, the other refactors signature-column discovery for filtering. They are not the same underlying bug or change." + "reason": "Different trainer behaviors: 43651 controls loss scaling during gradient accumulation, while 43663 exposes signature-column filtering. Shared file alone is not enough to treat them as duplicates." } ] }, @@ -18434,12 +18493,12 @@ "soft_pairs": [ "pull_request:43656|pull_request:43842" ], - "prepared_review_unit_hash": "ca6a5c5df9e96edbd730890f0819dc0d2f9da45c0e164c634e364b931ef65c32", + "prepared_review_unit_hash": "b26170d4ab6321e25ef148691917b9ce54e312bb0a84092d030faf416950f305", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 3664, + "serialized_chars": 3663, "estimated_input_tokens": 916, "estimated_eval_tokens": 2088 }, @@ -18447,7 +18506,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 3664, + "serialized_chars": 3663, "estimated_input_tokens": 916, "estimated_eval_tokens": 2088 }, @@ -18456,24 +18515,27 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Both PRs touch `src/transformers/cli/serve.py` and the TypeAdapter typing area, but they fix different NameError scenarios. They are related, not duplicates.", + "summary": "The two PRs are related in the same file and both touch typing/import-time behavior in `src/transformers/cli/serve.py`, but they do not clearly fix the same bug. PR #43656 is a broader `from __future__ import annotations` / annotation-cleanup refactor, while PR #43842 is a narrower `TypeAdapter` import/typing fix tied to a different explicit issue target. They are similar, but not clearly mergeable into one bugfix PR.", "confidence": 0.89, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 43842 is the more focused fix: it directly handles the `TypeAdapter` NameError when `pydantic` is absent via a `TYPE_CHECKING` import and quoted annotation. PR 43656 is a broader typing/future-annotations cleanup and is not the same concrete fix.", + "canonical_pr_reason": "PR #43842 is the better canonical PR because it is the more focused fix for the `TypeAdapter`/`pydantic` NameError path, with a narrower scope and clearer bug target than the broader typing refactor in PR #43656.", "best_issue_reason": null, - "best_pr_reason": "43842 is the best representative PR in this cluster because it has the clearest runtime bug target, a narrow patch, and an explicit issue link. It addresses a specific `pydantic`-related `TypeAdapter` import/annotation failure.", + "best_pr_reason": "PR #43842 is the best representative of the cluster since it addresses a specific runtime/import typing problem in the CLI with minimal changes, whereas PR #43656 is a wider annotation modernization that is less clearly the same fix.", "soft_edge_verdicts": [ { - "left": "Fix TypeAdapter NameError in transformers CLI", - "right": "fix(cli): Fix TypeAdapter NameError when pydantic is not installed", + "left": "pull_request:43656", + "right": "pull_request:43842", "accept": false, - "reason": "Same file and related symbols, but the patches target different underlying causes: one broadens typing via `__future__` annotations, the other guards the `TypeAdapter` import for missing `pydantic`. They are not the same concrete bug fix and would not naturally merge into one PR." + "reason": "They share `src/transformers/cli/serve.py` and both concern typing/import-time issues, but #43656 is a broader annotation refactor and #43842 is a narrower `TypeAdapter`/`pydantic` fix with a different explicit issue target. The overlap is similarity, not clear same-bug identity." } ] }, - "evaluator_result": null, - "evaluator_used": false, - "retried": false, + "evaluator_result": { + "accept": false, + "feedback": "The summary overstates the relationship. The packet only supports a loose similarity in `src/transformers/cli/serve.py`, not clear evidence that both PRs fix the same bug or are naturally mergeable into one bugfix PR. PR #43656 is a broader `from __future__ import annotations` / typing refactor, while PR #43842 is a narrower `TYPE_CHECKING`/`TypeAdapter` fix tied to a different explicit issue target. The conservatively grounded conclusion is that they are related, but not clearly the same fix." + }, + "evaluator_used": true, + "retried": true, "accepted_nontrivial_soft_edge": false, "error_kind": null, "error_message": null @@ -18659,12 +18721,12 @@ "pull_request:44044|pull_request:44129", "pull_request:44044|pull_request:44154" ], - "prepared_review_unit_hash": "26fc85d01a68781d9cea865250a0d5d47f7fc352b7001706a0d2f6bb1afa8837", + "prepared_review_unit_hash": "10ebb46c13e98957fdb20a25988d8d0304f7d9986cbee19f6ace094be30f872c", "component_budget": { "node_count": 28, "item_count": 28, "soft_pair_count": 78, - "serialized_chars": 84899, + "serialized_chars": 84897, "estimated_input_tokens": 21225, "estimated_eval_tokens": 42706 }, @@ -18672,385 +18734,409 @@ "node_count": 27, "item_count": 27, "soft_pair_count": 72, - "serialized_chars": 75097, - "estimated_input_tokens": 18775, - "estimated_eval_tokens": 37806 + "serialized_chars": 75094, + "estimated_input_tokens": 18774, + "estimated_eval_tokens": 37804 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is mostly a broad family of standardized output-tracing refactors across many unrelated model implementations. Only the GPT-J/CodeGen and GPT-Neo pairs look like true duplicates; the rest share the same tracking theme but not the same concrete code path.", - "confidence": 0.84, - "canonical_issue_reason": null, - "canonical_pr_reason": "44722 is the clearest superseding GPT-J/CodeGen refactor and overlaps directly with the earlier GPT-J variants (44066, 44085).", - "best_issue_reason": null, - "best_pr_reason": "44722 is the best representative of the true duplicate subgroup because it is the latest and most complete version of the repeated GPT-J/CodeGen output-tracing change.", + "summary": "This cluster is mostly independent per-model output-tracing refactors. I\u2019m only treating the strongest GPT-J/CodeGen lineage as duplicate-adjacent; same-issue or same-subsystem similarity alone is not enough for the rest.", + "confidence": 0.67, + "canonical_issue_reason": "Issue 43979 is the shared tracking issue explicitly referenced by the output-tracing refactors and best matches the cluster\u2019s common theme.", + "canonical_pr_reason": "PR 44722 is the clearest representative of the GPT-J/CodeGen refactor lineage: it spans the same core path and appears to be the later, broader revision of that change.", + "best_issue_reason": "43979 is the best global issue anchor because it is the explicit issue target recurring across the refactor PRs.", + "best_pr_reason": "44722 is the best global PR representative because it most directly captures the GPT-J/CodeGen standardized-output refactor and overlaps the same concrete code path.", "soft_edge_verdicts": [ { "left": "pull_request:43996", "right": "pull_request:44085", "accept": false, - "reason": "Different model families (FNet/CVT vs GPT-J); they only share the broad output-tracing theme and tracking issue." + "reason": "Different model families and code paths; only the broad output-tracing theme overlaps." }, { "left": "pull_request:43996", "right": "pull_request:44044", "accept": false, - "reason": "Different model families (FNet/CVT vs DeBERTa V2); same refactor theme, not the same concrete change." + "reason": "FNet/CVT versus DeBERTa; unrelated implementations." }, { "left": "pull_request:44066", "right": "pull_request:44085", - "accept": true, - "reason": "Both touch GPT-J's modeling_gptj.py output-tracing refactor; 44066 just bundles an extra CodeGen update, so they plausibly collapse to one PR." + "accept": false, + "reason": "Both are GPT-J-related, but 44066 is the broader GPTJ+CodeGen variant and the packet does not support calling this the same concrete change." }, { "left": "pull_request:44007", "right": "pull_request:44072", "accept": false, - "reason": "RegNet/ResNet/RT-DETR output-tracing work vs EfficientNet; same pattern, different code paths." + "reason": "RegNet and EfficientNet are separate model implementations." }, { "left": "pull_request:44072", "right": "pull_request:44722", "accept": false, - "reason": "EfficientNet refactor vs GPT-J/CodeGen refactor; no shared concrete bug or change." + "reason": "EfficientNet refactor versus GPT-J/CodeGen refactor; same tracking issue is not enough." }, { "left": "pull_request:44066", "right": "pull_request:44072", "accept": false, - "reason": "GPT-J/CodeGen vs EfficientNet; only the generic standardized-output theme overlaps." + "reason": "GPTJ/CodeGen and EfficientNet are unrelated code paths." }, { "left": "pull_request:44013", "right": "pull_request:44044", "accept": false, - "reason": "MobileNetV2 vs DeBERTa V2; different implementations and different code paths." + "reason": "MobileNetV2 versus DeBERTa; different model-specific changes." }, { "left": "pull_request:44066", "right": "pull_request:44086", "accept": false, - "reason": "GPT-J/CodeGen vs MGP-STR; same tracking issue, but unrelated model code." + "reason": "GPTJ/CodeGen refactor versus MGP-STR refactor; different code paths." }, { "left": "pull_request:44066", "right": "pull_request:44071", "accept": false, - "reason": "GPT-J/CodeGen vs MPT; too broad a similarity to be a duplicate." + "reason": "GPTJ/CodeGen refactor versus MPT refactor; separate model code." }, { "left": "pull_request:44018", "right": "pull_request:44068", - "accept": true, - "reason": "Both are GPT-Neo output-tracing refactors in modeling_gpt_neo.py; the later PR looks like a rework of the earlier one." + "accept": false, + "reason": "Related GPT-Neo output-tracing refactors, but the packet does not give enough support to treat them as the same concrete change." }, { "left": "pull_request:44066", "right": "pull_request:44068", "accept": false, - "reason": "GPT-J/CodeGen vs GPT-Neo; same refactor family, different model implementation." + "reason": "GPTJ/CodeGen versus GPT-Neo; similar theme, different code paths." + }, + { + "left": "pull_request:44018", + "right": "pull_request:44066", + "accept": false, + "reason": "GPT-Neo versus GPTJ/CodeGen are different refactors." }, { "left": "pull_request:44019", "right": "pull_request:44722", "accept": false, - "reason": "ResNet refactor vs GPT-J/CodeGen refactor; they do not fix the same code path." + "reason": "ResNet refactor and GPTJ/CodeGen refactor are unrelated implementations." }, { "left": "pull_request:44086", "right": "pull_request:44722", "accept": false, - "reason": "MGP-STR vs GPT-J/CodeGen; unrelated model code despite shared output-tracing theme." + "reason": "MGP-STR and GPTJ/CodeGen touch different model paths." }, { "left": "pull_request:44019", "right": "pull_request:44085", "accept": false, - "reason": "ResNet refactor vs GPT-J refactor; different model families and code paths." + "reason": "ResNet versus GPT-J; unrelated code paths." }, { "left": "pull_request:44018", "right": "pull_request:44019", "accept": false, - "reason": "GPT-Neo vs ResNet; same pattern, but not the same underlying change." + "reason": "GPT-Neo and ResNet are unrelated model implementations." }, { "left": "pull_request:44019", "right": "pull_request:44071", "accept": false, - "reason": "ResNet refactor vs MPT refactor; unrelated concrete implementations." + "reason": "ResNet versus MPT; same broad pattern, not the same change." }, { "left": "pull_request:44068", "right": "pull_request:44116", "accept": false, - "reason": "GPT-Neo vs Flaubert/XLM; different model-specific output tracing changes." + "reason": "GPT-Neo versus Flaubert/XLM; different model families." }, { "left": "pull_request:44068", "right": "pull_request:44722", "accept": false, - "reason": "GPT-Neo vs GPT-J/CodeGen; they share a theme, not a code path." + "reason": "GPT-Neo and GPTJ/CodeGen are different model code paths." }, { "left": "pull_request:44018", "right": "pull_request:44116", "accept": false, - "reason": "GPT-Neo vs Flaubert/XLM; not the same bug or change." + "reason": "GPT-Neo and Flaubert/XLM are unrelated refactors." }, { "left": "pull_request:44071", "right": "pull_request:44722", "accept": false, - "reason": "MPT refactor vs GPT-J/CodeGen refactor; unrelated concrete changes." + "reason": "MPT and GPTJ/CodeGen are different model implementations." }, { "left": "pull_request:44018", "right": "pull_request:44086", "accept": false, - "reason": "GPT-Neo vs MGP-STR; different model code and different output tracing implementation." + "reason": "GPT-Neo versus MGP-STR are separate model code paths." }, { "left": "pull_request:44018", "right": "pull_request:44085", "accept": false, - "reason": "GPT-Neo vs GPT-J; same umbrella refactor, not a duplicate." + "reason": "GPT-Neo and GPT-J are not the same fix." }, { "left": "pull_request:44068", "right": "pull_request:44086", "accept": false, - "reason": "GPT-Neo vs MGP-STR; unrelated model-specific refactors." + "reason": "GPT-Neo and MGP-STR are separate model-specific changes." }, { "left": "pull_request:44071", - "right": "pull_request:44116", + "right": "pull_request:44085", "accept": false, - "reason": "MPT vs Flaubert/XLM; different code paths." + "reason": "MPT and GPT-J are different model implementations." }, { "left": "pull_request:44059", "right": "pull_request:44086", "accept": false, - "reason": "GPT-2 vs MGP-STR; only the standardized tracing theme overlaps." + "reason": "GPT2 refactor versus MGP-STR refactor; not the same change." }, { "left": "pull_request:44085", "right": "pull_request:44086", "accept": false, - "reason": "GPT-J vs MGP-STR; unrelated model implementations." + "reason": "GPT-J and MGP-STR are different model code paths." }, { "left": "pull_request:44098", "right": "pull_request:44101", "accept": false, - "reason": "ViLT vs Flaubert/XLM; different architectures and concrete changes." + "reason": "ViLT and Flaubert/XLM refactors are unrelated." }, { "left": "pull_request:44059", "right": "pull_request:44722", "accept": false, - "reason": "GPT-2 refactor vs GPT-J/CodeGen refactor; not the same code path." + "reason": "GPT2 and GPTJ/CodeGen are separate model refactors." }, { - "left": "pull_request:44073", - "right": "pull_request:44101", + "left": "pull_request:44018", + "right": "pull_request:44071", "accept": false, - "reason": "VisualBERT vs Flaubert/XLM; different model families." + "reason": "GPT-Neo and MPT are different model implementations." }, { "left": "pull_request:44017", "right": "pull_request:44722", "accept": false, - "reason": "SegFormer vs GPT-J/CodeGen; only a broad refactor pattern is shared." + "reason": "Segformer refactor versus GPTJ/CodeGen refactor; unrelated code paths." }, { "left": "pull_request:44017", "right": "pull_request:44161", "accept": false, - "reason": "SegFormer vs LongT5; different model-specific changes." + "reason": "Segformer and LongT5 are different model families." }, { "left": "pull_request:44017", "right": "pull_request:44073", "accept": false, - "reason": "SegFormer vs VisualBERT; unrelated concrete changes." + "reason": "Segformer and VisualBert are not the same underlying change." + }, + { + "left": "pull_request:44068", + "right": "pull_request:44071", + "accept": false, + "reason": "GPT-Neo and MPT are distinct model implementations." }, { "left": "pull_request:43997", "right": "pull_request:44073", "accept": false, - "reason": "RegNet vs VisualBERT; not the same underlying bug or change." + "reason": "RegNet and VisualBert are unrelated model refactors." }, { - "left": "pull_request:44056", - "right": "pull_request:44101", + "left": "pull_request:44071", + "right": "pull_request:44076", "accept": false, - "reason": "MPNet vs Flaubert/XLM; different model implementations." + "reason": "MPT and ImageGPT touch different code paths." }, { - "left": "pull_request:43997", - "right": "pull_request:44018", + "left": "pull_request:44073", + "right": "pull_request:44101", "accept": false, - "reason": "RegNet vs GPT-Neo; same output-tracing theme, different code paths." + "reason": "VisualBert and Flaubert/XLM are separate model-specific changes." }, { - "left": "pull_request:43997", - "right": "pull_request:44161", + "left": "pull_request:44017", + "right": "pull_request:44071", "accept": false, - "reason": "RegNet vs LongT5; unrelated model-specific refactors." + "reason": "Segformer versus MPT; same pattern, different models." }, { - "left": "pull_request:44074", - "right": "pull_request:44161", + "left": "pull_request:44056", + "right": "pull_request:44101", "accept": false, - "reason": "TextNet vs LongT5; different code paths." + "reason": "MPNet refactor versus Flaubert/XLM refactor; unrelated code paths." }, { - "left": "pull_request:44018", - "right": "pull_request:44161", + "left": "pull_request:43997", + "right": "pull_request:44017", "accept": false, - "reason": "GPT-Neo vs LongT5; not a duplicate." + "reason": "RegNet and Segformer are unrelated model implementations." }, { "left": "pull_request:43997", - "right": "pull_request:44071", + "right": "pull_request:44056", + "accept": false, + "reason": "RegNet versus MPNet; different code paths." + }, + { + "left": "pull_request:44071", + "right": "pull_request:44076", "accept": false, - "reason": "RegNet vs MPT; different model families." + "reason": "MPT and ImageGPT are separate model refactors." }, { "left": "pull_request:44010", "right": "pull_request:44071", "accept": false, - "reason": "SqueezeBert vs MPT; unrelated implementations." + "reason": "SqueezeBert and MPT are different model code paths." }, { "left": "pull_request:44010", "right": "pull_request:44073", "accept": false, - "reason": "SqueezeBert vs VisualBERT; different concrete changes." + "reason": "SqueezeBert versus VisualBert; not the same fix." }, { - "left": "pull_request:43996", + "left": "pull_request:44018", "right": "pull_request:44129", "accept": false, - "reason": "FNet/CVT vs SpeechT5; same theme, not the same code path." + "reason": "GPT-Neo refactor versus SpeechT5 refactor; separate implementations." }, { "left": "pull_request:44074", "right": "pull_request:44101", "accept": false, - "reason": "TextNet vs Flaubert/XLM; different model-specific output tracing work." + "reason": "TextNet and Flaubert/XLM are different model families." }, { "left": "pull_request:44056", "right": "pull_request:44161", "accept": false, - "reason": "MPNet vs LongT5; unrelated refactors." + "reason": "MPNet refactor versus LongT5 refactor; unrelated code paths." }, { "left": "pull_request:43997", "right": "pull_request:44018", "accept": false, - "reason": "RegNet vs GPT-Neo; same broad standardization effort, but different model code." + "reason": "RegNet and GPT-Neo are unrelated model implementations." }, { "left": "pull_request:43997", "right": "pull_request:44161", "accept": false, - "reason": "RegNet vs LongT5; not the same underlying change." + "reason": "RegNet and LongT5 are separate model-specific changes." }, { - "left": "pull_request:44071", - "right": "pull_request:44076", + "left": "pull_request:44074", + "right": "pull_request:44161", + "accept": false, + "reason": "TextNet and LongT5 are different model refactors." + }, + { + "left": "pull_request:43997", + "right": "pull_request:44071", "accept": false, - "reason": "MPT vs ImageGPT; different model families and code paths." + "reason": "RegNet and MPT are different model code paths." }, { "left": "pull_request:44010", "right": "pull_request:44018", "accept": false, - "reason": "SqueezeBert vs GPT-Neo; unrelated implementations." + "reason": "SqueezeBert and GPT-Neo are unrelated model implementations." }, { "left": "pull_request:43996", "right": "pull_request:44161", "accept": false, - "reason": "FNet/CVT vs LongT5; only the refactor pattern overlaps." + "reason": "FNet/CVT refactor versus LongT5 refactor; different code paths." }, { "left": "pull_request:43996", "right": "pull_request:44017", "accept": false, - "reason": "FNet/CVT vs SegFormer; different model-specific changes." + "reason": "FNet/CVT and Segformer are separate model refactors." }, { "left": "pull_request:44010", "right": "pull_request:44044", "accept": false, - "reason": "SqueezeBert vs DeBERTa V2; different code paths." + "reason": "SqueezeBert and DeBERTa are different model implementations." }, { "left": "pull_request:44044", "right": "pull_request:44074", "accept": false, - "reason": "DeBERTa V2 vs TextNet; unrelated refactors." + "reason": "DeBERTa and TextNet are unrelated model-specific changes." }, { "left": "pull_request:44066", "right": "pull_request:44722", "accept": true, - "reason": "Same GPT-J/CodeGen output-tracing refactor, same files and issue target; 44722 is a later update of the same change." + "reason": "Same GPTJ/CodeGen output-tracing refactor family; both touch the same core GPT-J path and 44722 is the later broader revision." }, { "left": "pull_request:44085", "right": "pull_request:44722", "accept": true, - "reason": "Both are GPT-J output-tracing refactors touching the same model file; 44722 expands to CodeGen, but the overlapping GPT-J change is the same underlying refactor." + "reason": "Same GPT-J output-tracing refactor on the same file; 44722 is a later compatible revision of that change." }, { "left": "pull_request:44085", "right": "pull_request:44129", "accept": false, - "reason": "GPT-J vs SpeechT5; the shared issue target is too broad to make these duplicates." + "reason": "GPT-J and SpeechT5 are unrelated model code paths." }, { "left": "pull_request:43996", "right": "pull_request:44007", "accept": false, - "reason": "FNet/CVT vs RegNet/ResNet/RT-DETR; separate model-specific output tracing changes." + "reason": "FNet/CVT and RegNet are different model families." }, { "left": "pull_request:43996", "right": "pull_request:44129", "accept": false, - "reason": "FNet/CVT vs SpeechT5; unrelated concrete changes." + "reason": "FNet/CVT and SpeechT5 are unrelated refactors." }, { "left": "pull_request:44044", "right": "pull_request:44129", "accept": false, - "reason": "DeBERTa V2 vs SpeechT5; different model families and code paths." + "reason": "DeBERTa and SpeechT5 are different model-specific changes." }, { "left": "pull_request:44044", "right": "pull_request:44154", "accept": false, - "reason": "DeBERTa V2 vs Vits; different model implementations and refactors." + "reason": "DeBERTa and Vits are separate model code paths." } ] }, "evaluator_result": { - "accept": true, - "feedback": "The summary is grounded in the packet and stays conservative about the many broad-theme pairs. The accepted duplicate pairs are supported by shared concrete files/code paths, and the rejects avoid overstating similarity across unrelated model families. The representative choice of 44722 is also reasonable given the later, broader GPT-J/CodeGen refactor shown in the packet." + "accept": false, + "feedback": "The high-level summary is mostly grounded, but the soft-edge judgments are not conservative enough. In the packet, 44066\u219444085 and 44018\u219444068 are explicitly marked deterministic_accept=false, yet the analyst accepted them as the same underlying fix. That overstates the evidence. The packet\u2019s stronger GPT-J linkage is 44085\u219444722 (and 44066\u219444722), not 44066\u219444085. Because the accepted pairings are not sufficiently supported by the packet, I can\u2019t accept this output." }, "evaluator_used": true, - "retried": false, - "accepted_nontrivial_soft_edge": true, + "retried": true, + "accepted_nontrivial_soft_edge": false, "error_kind": null, "error_message": null }, @@ -19084,12 +19170,12 @@ "pull_request:43997|pull_request:44010", "pull_request:44010|pull_request:44129" ], - "prepared_review_unit_hash": "a5ce1a05bdcd3a07196e4ab9b0476bae566af32882640e64909ec06f6261d67a", + "prepared_review_unit_hash": "0dc12ea5b0e52d6958c3091e2cc13a67e16a77b8623e3b062456d37c4af66a5d", "component_budget": { "node_count": 28, "item_count": 28, "soft_pair_count": 78, - "serialized_chars": 84899, + "serialized_chars": 84897, "estimated_input_tokens": 21225, "estimated_eval_tokens": 42706 }, @@ -19097,7 +19183,7 @@ "node_count": 8, "item_count": 8, "soft_pair_count": 6, - "serialized_chars": 17123, + "serialized_chars": 17124, "estimated_input_tokens": 4281, "estimated_eval_tokens": 8818 }, @@ -19106,48 +19192,48 @@ "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "These PRs all refactor model outputs toward standardized capture_outputs/can_return_tuple patterns, but they are model-specific changes across different code paths, so they are related theme-wise rather than duplicates.", - "confidence": 0.93, + "summary": "These are model-specific PRs for migrating different architectures to standardized output tracing / capture_outputs. They share a theme but are not the same underlying change and should not be deduplicated as one PR cluster.", + "confidence": 0.92, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 44056 is a clean representative of the shared output-tracing migration pattern: focused model code, explicit _can_record_outputs wiring, and no extra test/doc noise.", + "canonical_pr_reason": "PR 44129 is the strongest canonical representative: it has the clearest concrete refactor, an explicit issue target, and a substantial output-tracing change in a single model file.", "best_issue_reason": null, - "best_pr_reason": "PR 44056 is the best single exemplar for this cluster because it cleanly shows the common refactor style and can stand in for the broader output-capture migration theme.", + "best_pr_reason": "PR 44129 is the best overall representative because it is the most concrete and traceable to an explicit issue, while the others are similar but model-specific refactors without a shared code path.", "soft_edge_verdicts": [ { "left": "pull_request:44024", "right": "pull_request:44076", "accept": false, - "reason": "Same general refactor theme, but they target different models (FocalNet vs ImageGPT) and different implementations, so they are not the same underlying change." + "reason": "Both are output-tracing migrations, but for different models (FocalNet vs ImageGPT) and different code paths; they are not the same underlying bug/change." }, { "left": "pull_request:44073", "right": "pull_request:44074", "accept": false, - "reason": "Both modernize output tracing, but they are separate model PRs (VisualBert vs TextNet); the TextNet diff also includes tests, so this is not one mergeable fix." + "reason": "These touch VisualBert vs TextNet, so they are separate model-specific refactors rather than one mergeable fix." }, { "left": "pull_request:44056", "right": "pull_request:44073", "accept": false, - "reason": "Different model code paths (MPNet vs VisualBert); shared decorator/migration language is not enough to treat them as duplicates." + "reason": "MPNet and VisualBert are unrelated model implementations; the similarity is only the shared decorator/refactor pattern." }, { "left": "pull_request:44056", "right": "pull_request:44074", "accept": false, - "reason": "Different models and different implementation details; these are parallel refactors, not the same concrete bug or change." + "reason": "MPNet and TextNet are different model code paths, so this is not a duplicate change." }, { "left": "pull_request:43997", "right": "pull_request:44010", "accept": false, - "reason": "RegNet and SqueezeBert are unrelated model implementations; the similar output-tracing migration does not make them the same PR." + "reason": "RegNet and SqueezeBert are distinct architectures; they share a migration pattern but not the same concrete fix." }, { "left": "pull_request:44010", "right": "pull_request:44129", "accept": false, - "reason": "Both touch standardized outputs, but SqueezeBert and SpeechT5 are distinct code paths; SpeechT5 is also tied to a specific issue, so they are not duplicates." + "reason": "SqueezeBert and SpeechT5 modify different implementations and output behaviors; the shared theme is too broad to treat as one PR." } ] }, @@ -19233,12 +19319,12 @@ "pull_request:44002|pull_request:46106", "pull_request:43998|pull_request:46106" ], - "prepared_review_unit_hash": "f5e89693e63021029b322d5c8cbc1bc0cf46b4da33adf1d91264c165411106c1", + "prepared_review_unit_hash": "116358f8eb1cacf7d841768427bcd6f40f1b6fcbd15356a3e5a0ad8b25442e71", "component_budget": { "node_count": 14, "item_count": 14, "soft_pair_count": 45, - "serialized_chars": 43781, + "serialized_chars": 43782, "estimated_input_tokens": 10946, "estimated_eval_tokens": 22148 }, @@ -19246,7 +19332,7 @@ "node_count": 14, "item_count": 14, "soft_pair_count": 45, - "serialized_chars": 43781, + "serialized_chars": 43782, "estimated_input_tokens": 10946, "estimated_eval_tokens": 22148 }, @@ -19255,282 +19341,270 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "This cluster is a loose thematic grouping of open PRs that all touch output-tracing/refactor plumbing, but they target different model families and code paths. The only clearly unrelated item is the docs toctree PR.", - "confidence": 0.96, + "summary": "This cluster is dominated by similar-but-separate model-specific output-tracing refactors, plus one unrelated docs toctree fix. They are not duplicate fixes for the same concrete code path, so the cluster should not be merged as a duplicate set.", + "confidence": 0.92, "canonical_issue_reason": null, - "canonical_pr_reason": "PR #44003 is the broadest substantive model-side output-tracing refactor here, spanning both `falcon_mamba` and `mamba` and adding recorder plumbing; it is the most representative of the cluster theme.", + "canonical_pr_reason": "PR #44025 is the best representative of the main cluster theme: a focused output-tracing refactor applied to closely related DepthAnything model files, with a clear, self-contained code change.", "best_issue_reason": null, - "best_pr_reason": "PR #44003 is the strongest single representative of the group because it has the widest code impact among the model refactors and is more central than the single-file PRs.", + "best_pr_reason": "PR #44025 is the strongest global representative because it is clearly scoped, model-specific, and closest to the shared output-tracing refactor pattern seen across the cluster.", "soft_edge_verdicts": [ { "left": "pull_request:43998", "right": "pull_request:44002", "accept": false, - "reason": "Different model families (`timm_backbone` vs `upernet`); same refactor pattern is not enough to treat as the same change." + "reason": "Different models and code paths (timm_backbone vs upernet); same refactor theme is not enough for a duplicate PR merge." }, { "left": "pull_request:43998", "right": "pull_request:44000", "accept": false, - "reason": "Unrelated code paths (`timm_backbone` vs `vision_text_dual_encoder`). Both refactor output handling, but they are separate model implementations." + "reason": "Separate model implementations with no shared concrete bug or change." }, { "left": "pull_request:43998", "right": "pull_request:44001", "accept": false, - "reason": "Different architectures (`timm_backbone` vs `univnet`); not the same underlying bug or change." + "reason": "Different model families; both touch output tracing but not the same fix." }, { "left": "pull_request:43998", "right": "pull_request:44003", "accept": false, - "reason": "Different model families and modules (`timm_backbone` vs `falcon_mamba`/`mamba`); too broad to merge as one PR." + "reason": "Unrelated model code paths; no evidence they could be merged into one PR." }, { "left": "pull_request:43998", "right": "pull_request:44029", "accept": false, - "reason": "Different code paths (`timm_backbone` vs `rwkv`); both are output-tracing refactors, not duplicate fixes." + "reason": "Different architectures and files; only a broad refactor pattern is shared." }, { "left": "pull_request:43999", "right": "pull_request:44001", "accept": false, - "reason": "`mobilenet_v1` and `univnet` are unrelated model implementations; shared refactor wording does not indicate the same change." + "reason": "MobileNetV1 vs UnivNet are unrelated model paths despite similar refactor wording." }, { "left": "pull_request:43999", "right": "pull_request:44002", "accept": false, - "reason": "Different subsystems (`mobilenet_v1` vs `upernet`); similar output-tracing cleanup only." + "reason": "Different model code paths; not the same underlying change." }, { "left": "pull_request:43999", "right": "pull_request:44025", "accept": false, - "reason": "`mobilenet_v1` and `depth_anything` are separate model paths; not one concrete bug/change." + "reason": "MobileNetV1 and DepthAnything are separate changes, not one duplicate fix." }, { "left": "pull_request:43999", "right": "pull_request:44026", "accept": false, - "reason": "`mobilenet_v1` vs `vision_encoder_decoder` are unrelated; same refactor motif is insufficient." + "reason": "Different model-specific refactors; no shared concrete bug." }, { "left": "pull_request:43999", "right": "pull_request:44027", "accept": false, - "reason": "`mobilenet_v1` and `speech_encoder_decoder` are distinct encoder/decoder stacks; not a duplicate PR." + "reason": "Separate model wrappers and different code paths." }, { "left": "pull_request:44000", "right": "pull_request:44001", "accept": false, - "reason": "Different model families (`vision_text_dual_encoder` vs `univnet`); no shared code path." + "reason": "Vision-text dual encoder vs UnivNet are unrelated model implementations." }, { "left": "pull_request:44000", "right": "pull_request:44002", "accept": false, - "reason": "Separate model implementations (`vision_text_dual_encoder` vs `upernet`), despite similar output-tracing changes." + "reason": "Different model families; same subsystem theme only." }, { "left": "pull_request:44000", "right": "pull_request:44003", "accept": false, - "reason": "These touch unrelated model families (`vision_text_dual_encoder` vs `falcon_mamba`/`mamba`)." + "reason": "No shared concrete code path; these are model-specific refactors." }, { "left": "pull_request:44000", "right": "pull_request:44025", "accept": false, - "reason": "`vision_text_dual_encoder` and `depth_anything` are different model code paths; not mergeable as one fix." + "reason": "Different models and different affected files; not mergeable as one PR." }, { "left": "pull_request:44001", "right": "pull_request:44002", "accept": false, - "reason": "`univnet` and `upernet` are unrelated models; similar refactor style does not make them duplicates." + "reason": "UnivNet and UperNet are unrelated code paths." }, { "left": "pull_request:44001", "right": "pull_request:44003", "accept": false, - "reason": "Different architectures (`univnet` vs `mamba` family); not the same concrete issue." + "reason": "Different model implementations; no same underlying bug/change." }, { "left": "pull_request:44001", "right": "pull_request:44025", "accept": false, - "reason": "`univnet` and `depth_anything` are separate model paths with independent refactors." + "reason": "Separate model-specific output-tracing updates, not the same fix." }, { - "left": "pull_request:44002", - "right": "pull_request:44029", + "left": "pull_request:44001", + "right": "pull_request:44004", "accept": false, - "reason": "`upernet` and `rwkv` are different model implementations; same broad theme only." + "reason": "Unrelated models and code paths; similarity is only at a high level." }, { "left": "pull_request:44002", "right": "pull_request:44003", "accept": false, - "reason": "`upernet` is unrelated to `falcon_mamba`/`mamba`; not one underlying change." - }, - { - "left": "pull_request:44003", - "right": "pull_request:44028", - "accept": false, - "reason": "`falcon_mamba`/`mamba` and `superpoint` are different code paths; no shared concrete bug." - }, - { - "left": "pull_request:44003", - "right": "pull_request:44004", - "accept": false, - "reason": "`mamba` family and `codegen` are unrelated model stacks; too broad to combine." + "reason": "UperNet and FalconMamba do not share the same concrete code path." }, { - "left": "pull_request:43998", + "left": "pull_request:44002", "right": "pull_request:44004", "accept": false, - "reason": "Different model families (`timm_backbone` vs `codegen`); only the refactor theme matches." + "reason": "Different model code paths; not a duplicate PR." }, { - "left": "pull_request:44001", - "right": "pull_request:44004", + "left": "pull_request:44003", + "right": "pull_request:44028", "accept": false, - "reason": "`univnet` and `codegen` are unrelated implementations; not the same fix." + "reason": "FalconMamba and SuperPoint are distinct models with different fixes." }, { - "left": "pull_request:44002", + "left": "pull_request:44003", "right": "pull_request:44004", "accept": false, - "reason": "`upernet` and `codegen` are separate subsystems; same output-tracing cleanup only." + "reason": "Separate model implementations; no evidence of the same underlying bug." }, { - "left": "pull_request:44000", + "left": "pull_request:43998", "right": "pull_request:44004", "accept": false, - "reason": "`vision_text_dual_encoder` and `codegen` do not share the same code path." + "reason": "TimmBackbone and CodeGen are unrelated code paths; same refactor label is too broad." }, { "left": "pull_request:44025", "right": "pull_request:44026", "accept": false, - "reason": "Different model families (`depth_anything` vs `vision_encoder_decoder`); both refactor output tracing, but not the same change." + "reason": "DepthAnything vs VisionEncoderDecoder are different model wrappers and different concrete changes." }, { "left": "pull_request:44025", "right": "pull_request:44027", "accept": false, - "reason": "`depth_anything` and `speech_encoder_decoder` are unrelated model paths." + "reason": "Different model code paths; not the same duplicate fix." }, { "left": "pull_request:44025", "right": "pull_request:44028", "accept": false, - "reason": "`depth_anything` and `superpoint` are different models; not a duplicate bug/fix." + "reason": "DepthAnything and SuperPoint are unrelated implementations." }, { "left": "pull_request:44025", "right": "pull_request:44029", "accept": false, - "reason": "`depth_anything` and `rwkv` are unrelated code paths." + "reason": "DepthAnything and RWKV are separate model-specific changes." }, { "left": "pull_request:44025", "right": "pull_request:44030", "accept": false, - "reason": "`depth_anything` and `dpr` are separate model implementations; similar refactor pattern only." + "reason": "DepthAnything and DPR do not fix the same concrete path." }, { "left": "pull_request:44026", - "right": "pull_request:44029", + "right": "pull_request:44027", "accept": false, - "reason": "`vision_encoder_decoder` and `rwkv` are unrelated architectures; not one mergeable PR." + "reason": "VisionEncoderDecoder and SpeechEncoderDecoder are similar wrappers but still separate code paths and changes." }, { "left": "pull_request:44026", - "right": "pull_request:44027", + "right": "pull_request:44028", "accept": false, - "reason": "`vision_encoder_decoder` and `speech_encoder_decoder` are different code paths despite similar names." + "reason": "Different models; not one mergeable fix." }, { "left": "pull_request:44026", - "right": "pull_request:44028", + "right": "pull_request:44029", "accept": false, - "reason": "`vision_encoder_decoder` and `superpoint` are unrelated model families." + "reason": "Unrelated model implementations with no shared concrete bug." }, { "left": "pull_request:44026", "right": "pull_request:44030", "accept": false, - "reason": "`vision_encoder_decoder` and `dpr` are separate implementations; same broad refactor only." + "reason": "Different model families and affected code." }, { "left": "pull_request:44027", "right": "pull_request:44028", "accept": false, - "reason": "`speech_encoder_decoder` and `superpoint` are unrelated code paths." + "reason": "SpeechEncoderDecoder vs SuperPoint are unrelated code paths." }, { "left": "pull_request:44027", "right": "pull_request:44029", "accept": false, - "reason": "`speech_encoder_decoder` and `rwkv` are distinct models; not the same underlying change." + "reason": "Different model-specific refactors; not the same underlying change." }, { "left": "pull_request:44027", "right": "pull_request:44030", "accept": false, - "reason": "`speech_encoder_decoder` and `dpr` are separate model stacks; same output-tracing theme only." + "reason": "SpeechEncoderDecoder and DPR do not share the same concrete bug." }, { "left": "pull_request:44028", "right": "pull_request:44029", "accept": false, - "reason": "`superpoint` and `rwkv` are unrelated model families." + "reason": "SuperPoint and RWKV are unrelated model implementations." }, { "left": "pull_request:44028", "right": "pull_request:44030", "accept": false, - "reason": "`superpoint` and `dpr` do not share the same concrete code-path problem." + "reason": "Different code paths; same broad theme is insufficient." }, { "left": "pull_request:44029", "right": "pull_request:44030", "accept": false, - "reason": "`rwkv` and `dpr` are different model implementations; not mergeable as one fix." + "reason": "RWKV and DPR are distinct model-specific changes." }, { "left": "pull_request:44027", "right": "pull_request:46106", "accept": false, - "reason": "`speech_encoder_decoder` code refactor vs a docs `_toctree.yml` edit; completely different artifact types." + "reason": "SpeechEncoderDecoder refactor and docs toctree cleanup are unrelated." }, { "left": "pull_request:44026", "right": "pull_request:46106", "accept": false, - "reason": "Documentation toctree cleanup is unrelated to `vision_encoder_decoder` output-tracing changes." + "reason": "VisionEncoderDecoder code change vs documentation tree fix are not duplicates." }, { "left": "pull_request:44001", "right": "pull_request:46106", "accept": false, - "reason": "`univnet` model code and docs navigation changes are unrelated." + "reason": "UnivNet model refactor and docs-only toctree change are unrelated." }, { "left": "pull_request:44002", "right": "pull_request:46106", "accept": false, - "reason": "`upernet` model refactor and a docs toctree update are not the same change." + "reason": "UperNet code change and a docs navigation fix are different issues." }, { "left": "pull_request:43998", "right": "pull_request:46106", "accept": false, - "reason": "`timm_backbone` code changes and docs navigation changes are unrelated." + "reason": "TimmBackbone model refactor and docs toctree edit are unrelated." } ] }, @@ -19563,12 +19637,12 @@ "pull_request:44662|pull_request:45075", "pull_request:45075|pull_request:45401" ], - "prepared_review_unit_hash": "50cd81dd3cba1e722fba5bd9b37fcfdb05676f060b80394b42ae718ca790b808", + "prepared_review_unit_hash": "10c1262a64e84657f1304e710b565faf244915dda21343144f665183ec104c79", "component_budget": { "node_count": 3, "item_count": 3, "soft_pair_count": 3, - "serialized_chars": 10911, + "serialized_chars": 10912, "estimated_input_tokens": 2728, "estimated_eval_tokens": 5712 }, @@ -19576,7 +19650,7 @@ "node_count": 3, "item_count": 3, "soft_pair_count": 3, - "serialized_chars": 10911, + "serialized_chars": 10912, "estimated_input_tokens": 2728, "estimated_eval_tokens": 5712 }, @@ -19585,30 +19659,30 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These are three separate model-addition PRs for different architectures (PenguinVL, DeepSeek-OCR-2, and Voxtral TTS). They share boilerplate registration/docs patterns, but they do not describe the same bug or change set, so they should not be clustered as duplicates.", - "confidence": 0.98, + "summary": "All three PRs are separate model-addition integrations (PenguinVL, DeepSeek-OCR-2, and Voxtral TTS). They share only generic Transformers plumbing and docs registration, not the same concrete code change, so none should be clustered as duplicates.", + "confidence": 0.97, "canonical_issue_reason": null, - "canonical_pr_reason": "No canonical PR: each change introduces a different model integration and code path, so there is no single duplicate representative.", + "canonical_pr_reason": "No single canonical PR: these PRs implement different models with different architecture/codepaths and do not subsume one another.", "best_issue_reason": null, - "best_pr_reason": "If one PR must be highlighted, 45075 is the most mature standalone model-addition change (broad implementation plus conversion and config checks), but it is not a duplicate of the others.", + "best_pr_reason": "No global best PR for this cluster; 45075 is the most self-contained implementation, but it is still only one distinct model integration and not representative of the others.", "soft_edge_verdicts": [ { "left": "pull_request:44662", "right": "pull_request:45401", "accept": false, - "reason": "Different models and behaviors: PenguinVL vs Voxtral TTS. They only overlap on generic auto-registry/docs scaffolding, not the same concrete code path or mergeable change." + "reason": "Different model integrations with distinct model files and behavior; overlap is only generic auto-registration/docs, so they are not the same underlying change." }, { "left": "pull_request:44662", "right": "pull_request:45075", "accept": false, - "reason": "Both add model packages, but for distinct architectures (PenguinVL vs DeepSeek-OCR-2) with different configs, processors, and tests. Not the same underlying change." + "reason": "Both are model-addition PRs, but for different models and codepaths. Shared files are boilerplate registration and docs, not a duplicate fix." }, { "left": "pull_request:45075", "right": "pull_request:45401", "accept": false, - "reason": "DeepSeek-OCR-2 and Voxtral TTS are unrelated model integrations touching different implementation and testing code paths; similarity is only at the framework boilerplate level." + "reason": "DeepSeek-OCR-2 and Voxtral TTS are unrelated model implementations; shared Transformers registry files are too generic to treat as the same PR." } ] }, @@ -19638,7 +19712,7 @@ "soft_pairs": [ "pull_request:44979|pull_request:45363" ], - "prepared_review_unit_hash": "40f813087afa90c6a562a878580fa09e822457741ed11eab113c05f4aecc613e", + "prepared_review_unit_hash": "6e95a85a72987f7271d6fa935f96c8c836ff610ba9203c8815e40bbbfc6afeb5", "component_budget": { "node_count": 2, "item_count": 2, @@ -19660,18 +19734,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Both PRs are about fusion, but they address different layers: one adds a generic Module Fusion API, while the other implements n-to-1 kernel fusion via KernelConfig. They are related in theme but not the same underlying change.", - "confidence": 0.92, + "summary": "These PRs are related to model/module fusion, but they are not duplicates: #44979 adds a general Module Fusion API, while #45363 implements a specific n-to-1 kernel fusion path via KernelConfig and related integration changes.", + "confidence": 0.89, "canonical_issue_reason": null, - "canonical_pr_reason": "PR #44979 is the more foundational, self-contained change: it introduces the reusable module-fusion abstraction and accompanying tests, which is the broader core API rather than a specific integration path.", + "canonical_pr_reason": "#45363 is the more concrete end-user feature PR, with implementation across kernel-config, integrations, and a demo example; #44979 is a separate foundational API proposal.", "best_issue_reason": null, - "best_pr_reason": "PR #44979 is the best representative for the cluster because it defines the central fusion abstraction and is more likely to serve as the base concept for nearby work.", + "best_pr_reason": "#45363 best represents the cluster because it contains the more complete, user-facing fusion workflow rather than only the lower-level API scaffolding.", "soft_edge_verdicts": [ { "left": "pull_request:44979", "right": "pull_request:45363", "accept": false, - "reason": "Reject: #44979 adds a generic module-fusion API in a new module, while #45363 wires a specific n-to-1 kernel-fusion flow through KernelConfig and related integration/modeling files. They are adjacent ideas but not the same concrete change and would not be merged into one PR." + "reason": "They share the broad fusion theme, but #44979 is a generic Module Fusion API and #45363 is a specific KernelConfig-based n-to-1 fusion implementation; they do not appear to fix the same concrete code-path problem." } ] }, @@ -19701,7 +19775,7 @@ "soft_pairs": [ "pull_request:45086|pull_request:45317" ], - "prepared_review_unit_hash": "834df15fa3b1a8322f90de541a4511d67eac803b93920e5d031e16604f405854", + "prepared_review_unit_hash": "573a3df150b8eae76d1b88a117b9195d8b376508903eeea87a71a15651c5fd95", "component_budget": { "node_count": 2, "item_count": 2, @@ -19723,18 +19797,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Both PRs appear to fix the same Mistral regex AttributeError in the same code path; 45317 is the more complete version because it includes the same fix plus tests.", + "summary": "Both pull requests implement the same Mistral regex patch in the same file, with 45317 adding accompanying test coverage. They are duplicate fixes for the same AttributeError and could be merged into one PR.", "confidence": 0.98, "canonical_issue_reason": null, - "canonical_pr_reason": "45317 is the better canonical PR: it implements the same one-line fix as 45086 and also adds test coverage, making it the more complete representative of the change.", + "canonical_pr_reason": "PR 45317 is the stronger canonical PR because it contains the same code fix as 45086 plus test coverage, making it the more complete representation of the change.", "best_issue_reason": null, - "best_pr_reason": "45317 is the best overall PR for this cluster because it addresses the same underlying bug as 45086 with the same file touch and adds validation via tests.", + "best_pr_reason": "PR 45317 is the best overall PR: same concrete fix, 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 fix in _patch_mistral_regex, same explicit issue target, and identical code-path change in the same file; 45317 just expands the fix with tests." + "reason": "Same underlying AttributeError fix in the same code path and same file; 45317 is essentially 45086 plus tests, so they are mergeable as one change." } ] }, @@ -19764,7 +19838,7 @@ "soft_pairs": [ "pull_request:45115|pull_request:45569" ], - "prepared_review_unit_hash": "57a4824980adcd477bba74066efd2739e77f75d9f86f202935e9cccbf515eb07", + "prepared_review_unit_hash": "daf2f2c2958ff8dcac52e9fa7614f220a05ebb1ab429e3bab87bcb600599a5ed", "component_budget": { "node_count": 2, "item_count": 2, @@ -19786,18 +19860,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These are related NemotronH PRs, but they are not duplicates: one is a focused refactor/backward-compat conversion-mapping change, while the other is a broader model split introducing dedicated dense/sparse variants plus docs/tests. ", - "confidence": 0.88, + "summary": "Both PRs are about NemotronH, but they target different changes: #45115 is a focused refactor/conversion mapping update toward GraniteMoeHybrid-compatible naming, while #45569 is a larger model-organization PR that splits NemotronH into dense/sparse variants and updates docs/tests. They overlap in shared NemotronH files, but they are not the same underlying change.", + "confidence": 0.89, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 45569 is the broader, more representative NemotronH change: it introduces the dedicated dense/sparse model packages, updates auto/model plumbing, and adds documentation/tests. PR 45115 is a narrower refactor around inheriting GraniteMoeHybrid and checkpoint key conversion.", + "canonical_pr_reason": "PR #45569 is the better canonical representative because it covers the broader architectural rework and the new dense/sparse model split, whereas #45115 is a narrower refactor/conversion-specific change.", "best_issue_reason": null, - "best_pr_reason": "PR 45569 is the best standalone representative of the cluster because it covers the larger concrete product change and contains the model-structure evolution; 45115 is too implementation-specific and partial.", + "best_pr_reason": "PR #45569 is the best overall representative of the cluster\u2019s main theme since it introduces the larger NemotronH model reorganization and related API/docs updates; #45115 is too narrow to serve as the primary reference.", "soft_edge_verdicts": [ { "left": "pull_request:45115", "right": "pull_request:45569", "accept": false, - "reason": "They overlap on NemotronH internals, but the changes are not the same underlying fix/change. 45115 is mainly conversion-mapping and inheritance/refactor work; 45569 introduces separate nemotron_h_dense/nemotron_h_sparse implementations, docs, and tests. They would not plausibly collapse into one PR without broadening scope too much." + "reason": "Shared NemotronH files are not enough here: #45115 is about conversion/key renaming and inheritance refactoring, while #45569 adds separate dense/sparse model families plus docs/tests. They would not plausibly be merged as one PR." } ] }, @@ -19827,7 +19901,7 @@ "soft_pairs": [ "pull_request:45332|pull_request:45333" ], - "prepared_review_unit_hash": "df33f3ded2b903ddf98526f020512340d2dd13631f546ec86ddab8f30a5942a7", + "prepared_review_unit_hash": "9dec5aced3e3d96db003ea77fe3ee4478ef0c724b291b6447b7fd4e35aeaf059", "component_budget": { "node_count": 2, "item_count": 2, @@ -19849,18 +19923,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These are related but not duplicates: PR #45333 adds heterogeneous per-layer config plumbing, while PR #45332 builds on that foundation to add broader heterogeneous model/runtime support. #45332 is the broader superset and better canonical PR for the cluster.", - "confidence": 0.89, + "summary": "Two related but distinct feature PRs: one adds heterogeneous per-layer configuration plumbing, the other adds broader heterogeneous model/runtime support. They overlap in config utilities and tests, but they are not the same concrete change.", + "confidence": 0.82, "canonical_issue_reason": null, - "canonical_pr_reason": "PR #45332 is the broader, more complete change set: it includes heterogeneous config handling plus cache/modeling/masking updates and tests. #45333 is narrower and appears to be a prerequisite/supporting piece rather than the same standalone change.", + "canonical_pr_reason": "PR #45332 is the broader umbrella change: it covers per-layer config handling plus downstream modeling/cache support, so it is the most representative PR in this pair.", "best_issue_reason": null, - "best_pr_reason": "PR #45332 is the best representative because it captures the full heterogeneous support effort, not just the config layer. It is the more complete implementation and subsumes much of #45333's direction.", + "best_pr_reason": "PR #45332 is the best single representative because it subsumes the config work and extends it into the actual model code paths, making it the more complete change.", "soft_edge_verdicts": [ { "left": "pull_request:45332", "right": "pull_request:45333", "accept": false, - "reason": "Related work, but not the same underlying bug/change. #45333 is config-only plumbing, while #45332 adds broader modeling/cache/masking support on top of that. They could be sequenced, but they are not a single mergeable duplicate PR." + "reason": "They share heterogeneity/config infrastructure, but #45333 is specifically per-layer config support while #45332 is broader model/runtime support. Related sequence of changes, not the same underlying PR-sized fix." } ] }, @@ -19890,7 +19964,7 @@ "soft_pairs": [ "pull_request:45415|pull_request:45425" ], - "prepared_review_unit_hash": "99d137126da12193f72b193c149b78b1468a52117c34f8a61e488a572b360f53", + "prepared_review_unit_hash": "e7c15a8ba6893da7be2f132c18b594e5c54f172a5bb63d88b0fc92e4a93cc072", "component_budget": { "node_count": 2, "item_count": 2, @@ -19912,18 +19986,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Both PRs are about typing work, but they are not the same change: #45415 is a broad type-checking sweep across many transformer modules plus pyproject ignore tuning, while #45425 adds shared typing protocols/aliases and a few targeted typing fixes. They should not be merged as duplicates.", - "confidence": 0.93, + "summary": "These are related to typing cleanup in Transformers, but they target different scopes and code paths: one is a broad type-checking sweep across many files, while the other adds specific typing protocols/helpers for PEFT/modeling utilities. Not a duplicate pair.", + "confidence": 0.9, "canonical_issue_reason": null, - "canonical_pr_reason": "#45425 is the more coherent, self-contained PR focused on reusable typing abstractions and targeted fixes; #45415 is a much broader repository-wide typing sweep with unrelated mechanical edits.", + "canonical_pr_reason": "PR 45415 is the broader, more central typing sweep across the repository and is the better representative of this cluster than the narrower modeling_utils/PEFT typing work in 45425.", "best_issue_reason": null, - "best_pr_reason": "#45425 is the better representative because it has a focused code-change intent and a clearer review surface, whereas #45415 mixes many files and typing-ignore configuration changes.", + "best_pr_reason": "PR 45415 is the best single representative because it covers the wider type-checking initiative and touches many of the same areas only incidentally, whereas 45425 is a focused support patch.", "soft_edge_verdicts": [ { "left": "pull_request:45415", "right": "pull_request:45425", "accept": false, - "reason": "They share a typing theme and a few files, but the underlying changes are different: #45415 is a broad type-checking pass, while #45425 introduces shared typing protocols/aliases and targeted fixes. Not the same concrete code-path change." + "reason": "Both are typing-related, but they fix different problems: 45415 is a broad type-checking pass across many modules, while 45425 adds specific typing protocols and aliases for modeling_utils/PEFT integration. They are not the same underlying change and would not plausibly merge into one PR." } ] }, @@ -19945,79 +20019,64 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-45487-5", + "cluster_id": "cluster-45487-4", "nodes": [ "pull_request:45487", - "pull_request:46101", "pull_request:46109", "pull_request:46135", "pull_request:46151" ], "soft_pairs": [ - "pull_request:45487|pull_request:46101", "pull_request:45487|pull_request:46151", - "pull_request:46101|pull_request:46151", "pull_request:46109|pull_request:46151", "pull_request:46135|pull_request:46151" ], - "prepared_review_unit_hash": "02c927f6fe0e3f13a3038f8b36108fd2de67f10a9b3cf0959f01da60a7038b94", + "prepared_review_unit_hash": "2e96f8d9f5856a738b128a63b625f5a5cc8386dbe0b8077dff3832cfb53ab426", "component_budget": { - "node_count": 5, - "item_count": 5, - "soft_pair_count": 5, - "serialized_chars": 12533, - "estimated_input_tokens": 3134, - "estimated_eval_tokens": 6524 + "node_count": 4, + "item_count": 4, + "soft_pair_count": 3, + "serialized_chars": 9910, + "estimated_input_tokens": 2478, + "estimated_eval_tokens": 5212 }, "budget": { - "node_count": 5, - "item_count": 5, - "soft_pair_count": 5, - "serialized_chars": 12533, - "estimated_input_tokens": 3134, - "estimated_eval_tokens": 6524 + "node_count": 4, + "item_count": 4, + "soft_pair_count": 3, + "serialized_chars": 9910, + "estimated_input_tokens": 2478, + "estimated_eval_tokens": 5212 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "This cluster is not a true duplicate set; it mixes several unrelated device/parallelism and test-expectation changes across different model and test areas. The only soft-similar pair is still too broad to treat as the same underlying fix.", - "confidence": 0.82, + "summary": "These are all test-focused PRs, but they target different subsystems and changes: model-parallel fixes, distributed trainer test normalization, Kosmos2.5 integration expectations, and token-classification pipeline expectations. They are not duplicates of the same underlying bug/change.", + "confidence": 0.89, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 45487 is the best canonical representative only because it is the clearest concrete bug fix with model-code changes and tests; the other PRs are either unrelated models or mostly test expectation updates.", + "canonical_pr_reason": "PR 46151 is the most self-contained and concrete change in the set: a narrow expectations update in one pipeline test file. The others are broader, or address different code paths entirely.", "best_issue_reason": null, - "best_pr_reason": "45487 is the strongest standalone PR in the set: it addresses an actual device-placement bug in model code and is more substantive than the test-only or loosely related parallel/test changes.", + "best_pr_reason": "46151 is the best representative if one PR must be chosen, because it is a small, specific test expectation change with a clear scope; however, it is not the same change as the other PRs.", "soft_edge_verdicts": [ { "left": "pull_request:45487", - "right": "pull_request:46101", - "accept": false, - "reason": "Both are device-placement fixes in model code, but they affect different models and different code paths; this is a shared class of bug, not the same underlying change." - }, - { - "left": "pull_request:45487", - "right": "pull_request:46151", - "accept": false, - "reason": "AltCLIP/ChineseCLIP model-parallel device fixes are unrelated to pipeline token-classification test expectations." - }, - { - "left": "pull_request:46101", "right": "pull_request:46151", "accept": false, - "reason": "Qwen2 audio model-parallel tensor masking fix is a concrete model bug, while the other PR only updates pipeline test expectations; different artifacts and different problems." + "reason": "45487 is a model-parallel bug fix for AltCLIP/ChineseCLIP model code, while 46151 only adds pipeline token-classification test expectations. Different underlying behavior and code paths." }, { "left": "pull_request:46109", "right": "pull_request:46151", "accept": false, - "reason": "These are both test-related, but one targets distributed trainer parity checks and the other pipeline token-classification expectations; they do not fix the same issue." + "reason": "46109 changes distributed trainer test assertions for device naming; 46151 changes token-classification pipeline expectations. They share a testing theme but not the same bug or change." }, { "left": "pull_request:46135", "right": "pull_request:46151", "accept": false, - "reason": "Kosmos2.5 integration-test XPU expectations are unrelated to pipeline token-classification expectations; same broad testing theme, different change." + "reason": "46135 adds XPU expectations to Kosmos2.5 integration tests, while 46151 adjusts token-classification pipeline expectations. Different models, tests, and underlying issues." } ] }, @@ -20049,7 +20108,7 @@ "pull_request:45513|pull_request:46084", "pull_request:46084|pull_request:46098" ], - "prepared_review_unit_hash": "ef8855766c01b5b66f0935ea3b13d219829ab18ae287fcdf12e01f0444a85ee5", + "prepared_review_unit_hash": "c1f95559d29c0dcf17da07e9ea7d06d6b5367299d4d35c0dbca2eccaa723fc8e", "component_budget": { "node_count": 3, "item_count": 3, @@ -20071,30 +20130,30 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Two PRs target the same Mamba2 cached-forward bug for `use_cache=True` with `seq_len > 1`; the Qwen3.5 PR is a separate issue in a different model/code path. The Mamba2 pair is the only plausible duplicate pair here.", - "confidence": 0.91, + "summary": "Two PRs are about the same Mamba2 cache bug for `seq_len > 1`; the Qwen3.5 PR is unrelated and should stay separate.", + "confidence": 0.84, "canonical_issue_reason": null, - "canonical_pr_reason": "PR #46098 is the best canonical representative: it addresses the same Mamba2 bug as #46084, is more explicit about the failure mode, and appears to be the more complete fix (including docs/tests).", + "canonical_pr_reason": "PR #46098 is the clearest representative of the shared Mamba2 fix: it explicitly targets issue #46032, describes the incorrect `use_cache` behavior for `seq_len > 1`, and includes the broader code/test/doc coverage.", "best_issue_reason": null, - "best_pr_reason": "PR #46098 is the strongest overall candidate for the cluster because it most clearly captures the underlying Mamba2 `use_cache`/`seq_len > 1` bug and the intended fix path.", + "best_pr_reason": "PR #46098 is the best overall PR candidate because it is the most explicit and complete version of the Mamba2 fix, with the issue link, broader CPU/GPU framing, and added documentation/tests.", "soft_edge_verdicts": [ { "left": "pull_request:45513", "right": "pull_request:46084", "accept": false, - "reason": "Different model families and different mechanisms: Qwen3.5 GDN linear attention vs. Mamba2 cache/SSM handling. Similar cached multi-token wording is not enough to treat them as the same bug." + "reason": "Different models and different bugs: Qwen3.5 GDN linear attention cached forward vs Mamba2 `use_cache` handling. Same general theme, but not the same concrete change." }, { "left": "pull_request:46084", "right": "pull_request:46098", "accept": true, - "reason": "Both PRs fix the same Mamba2 cached-forward `use_cache` bug for multi-token sequences in the same code path, and both target the same issue. They look like duplicate attempts at the same underlying change." + "reason": "Both target the same Mamba2 `use_cache` bug for `seq_len > 1` on the same code path and issue #46032, so they look like duplicate fixes for the same underlying problem." } ] }, "evaluator_result": { "accept": true, - "feedback": "The summary is grounded in the packet. The Qwen3.5 PR is clearly a different model/code path from the Mamba2 PRs, and the two Mamba2 PRs share the same issue target, filenames, and bug description, so treating them as the same bugfix cluster is conservative and reasonable. I don\u2019t see evidence of overstatement or an unmergeable PR pair." + "feedback": "The summary is grounded in the packet: PR #46084 and #46098 both target issue #46032 and the same Mamba2 `use_cache`/`seq_len > 1` bug, while #45513 is a different Qwen3.5 change. The soft-edge decisions are conservative enough, and the PR pair looks mergeable as one bugfix family." }, "evaluator_used": true, "retried": false, @@ -20121,7 +20180,7 @@ "soft_pairs": [ "pull_request:45548|pull_request:45662" ], - "prepared_review_unit_hash": "815e24741ef4c32181c77c6deb4c162705d6995960fe534a2833b1c021a1bedc", + "prepared_review_unit_hash": "0ffec0bf1ea23f4e8b2fa6d40330cbda3bc8abcdd5714340007067484ef5c7ad", "component_budget": { "node_count": 2, "item_count": 2, @@ -20143,18 +20202,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Both PRs are about EP-related distributed loading, but they address different bugs in different code paths: one preserves distributed_config/has_ep for Accelerate + ZeRO-3 loading, the other fixes expert parameters being overwritten under FSDP2/rank-0 broadcast.", - "confidence": 0.92, + "summary": "Both PRs are about expert parallelism, but they fix different bugs on different loading paths. They are related, not duplicates.", + "confidence": 0.94, "canonical_issue_reason": null, - "canonical_pr_reason": "45548 is a focused fix for preserving EP state during configuration serialization and loading via Accelerate/ZeRO-3, making it a cleaner representative of this EP-loading cluster.", + "canonical_pr_reason": "No issue links are present. If a single representative PR is needed, #45662 is the stronger canonical pick because it targets a specific expert-parallel corruption path and makes the broader code-path fix.", "best_issue_reason": null, - "best_pr_reason": "45548 is the better standalone representative because it targets a single concrete loading failure mode with a small, self-contained change; 45662 fixes a separate distributed-sharding bug.", + "best_pr_reason": "#45662 is the better standalone PR: it addresses a concrete rank-0 broadcast / post-shard wrapping bug with a clear failure mode. #45548 is narrower and mainly about preserving distributed_config and a helper property for loading/ZeRO-3.", "soft_edge_verdicts": [ { "left": "pull_request:45548", "right": "pull_request:45662", "accept": false, - "reason": "Related area, but not the same bug: 45548 handles missing distributed_config/has_ep during Accelerate+ZeRO-3 load, while 45662 prevents expert params from being clobbered in FSDP2 post-shard handling." + "reason": "Both involve EP/loading, but #45548 fixes distributed_config serialization and has_ep for accelerate/ZeRO-3 loading, while #45662 fixes experts being overwritten by rank-0 broadcast via post-shard wrapping/FSDP2. Different underlying bugs and merge scopes." } ] }, @@ -20184,7 +20243,7 @@ "soft_pairs": [ "pull_request:45639|pull_request:45645" ], - "prepared_review_unit_hash": "d84c80570ebec0dbd546b55c72a538de7fad991d157ad145d2384bf8fbe44e26", + "prepared_review_unit_hash": "a95dd27513b9136da6f4925b98a659420f56df680981ac75417c799be5b68e75", "component_budget": { "node_count": 2, "item_count": 2, @@ -20206,18 +20265,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Both PRs target the same captured_info / xdist collision problem in transformers testing utilities, but 45645 is the more complete fix because it includes the worker-safe file handling plus the CI/log aggregation changes needed to consume multiple artifacts.", - "confidence": 0.89, + "summary": "Both PRs address the same xdist-safe captured_info logging problem; PR 45645 is the broader, more complete fix and subsumes 45639's core change.", + "confidence": 0.9, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 45645 is the better canonical PR: it covers the same underlying xdist-safe captured_info fix as 45639 and also updates CI artifact collection so the new per-worker files are actually gathered and displayed.", + "canonical_pr_reason": "PR 45645 is the better canonical representative because it includes the core testing_utils fix plus the CI workflow/log-handling updates needed to preserve and aggregate the xdist-generated artifacts.", "best_issue_reason": null, - "best_pr_reason": "PR 45645 is the strongest representative because it addresses the full end-to-end problem: avoiding collisions in testing_utils and preserving debug logs in workflow/notification code.", + "best_pr_reason": "PR 45645 best captures the underlying change set; PR 45639 is a narrower subset focused only on the testing_utils side.", "soft_edge_verdicts": [ { "left": "pull_request:45639", "right": "pull_request:45645", "accept": true, - "reason": "Accepted: both PRs fix the same concrete captured_info xdist collision path in testing_utils, and 45645 appears to be the broader implementation of the same fix rather than a different change." + "reason": "Accept: both target the same concrete bug in captured_info output under xdist, and 45639 is essentially a subset of 45645's broader fix." } ] }, @@ -20316,7 +20375,7 @@ "pull_request:46069|pull_request:46154", "pull_request:46073|pull_request:46154" ], - "prepared_review_unit_hash": "81a8c3213dd09c3ed513ee2f49279d1105d55c5b13a9846810cde0fb11774fe3", + "prepared_review_unit_hash": "4d961c108bea1ad061e9003cadc6e5e74eb0c291da0432d0a99d20354b180f14", "component_budget": { "node_count": 3, "item_count": 3, @@ -20338,30 +20397,30 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "All three pull requests are related thematically (attention-implementation dispatch / SDPA support), but they target different model implementations and code paths, so they are not duplicates.", - "confidence": 0.96, + "summary": "These are three model-specific attention-dispatch PRs. Two are broad SDPA-support changes for different architectures (CTRL and T5), and the third is a ShieldGemma2-specific attn_implementation dispatch PR. They are similar in theme but not duplicates of the same bug/change.", + "confidence": 0.94, "canonical_issue_reason": null, - "canonical_pr_reason": null, + "canonical_pr_reason": "No single canonical PR: each PR targets a different model implementation and code path, so they are not interchangeable duplicates.", "best_issue_reason": null, - "best_pr_reason": "PR 46154 is the most representative of the cluster because it is a concrete model-specific SDPA dispatch implementation with corresponding tests and docs; however, it is still not a duplicate of the others.", + "best_pr_reason": "pull_request:46154 is the strongest representative because it has the clearest, most complete SDPA dispatch change and the broadest accompanying test updates, but it is still model-specific rather than a duplicate of the others.", "soft_edge_verdicts": [ { "left": "pull_request:46069", "right": "pull_request:46073", "accept": false, - "reason": "Same broad theme, but different models (ShieldGemma2 vs CTRL) and different dispatch code paths; not the same underlying change and not mergeable into one PR." + "reason": "Different model classes and different attention dispatch code paths (ShieldGemma2 vs CTRL). They share a feature theme, but not the same underlying fix." }, { "left": "pull_request:46069", "right": "pull_request:46154", "accept": false, - "reason": "Both are attention-dispatch additions, but they apply to different architectures (ShieldGemma2 vs T5) and likely separate model-specific implementations; too broad to treat as one change." + "reason": "ShieldGemma2 attn_implementation dispatch is unrelated to T5 SDPA dispatch beyond the generic attention-feature theme; not the same concrete change." }, { "left": "pull_request:46073", "right": "pull_request:46154", "accept": false, - "reason": "Both mention SDPA dispatch, but CTRL and T5 have distinct model code paths and concrete fixes; they are similar feature work, not duplicates." + "reason": "Both add SDPA dispatch support, but for different architectures with separate implementations and tests. They are similar feature work, not a single mergeable PR." } ] }, diff --git a/analysis/current/manifest.json b/analysis/current/manifest.json index b8c3efeb87c91365cd47d346ed5179619924c588..af421a01ae01d1163aaef5640f18ce661ebde644 100644 --- a/analysis/current/manifest.json +++ b/analysis/current/manifest.json @@ -1,8 +1,8 @@ { - "analysis_id": "hybrid-model-20260525t000033z", + "analysis_id": "hybrid-model-20260525t060031z", "archived_artifacts": { - "hybrid": "snapshots/20260525T000033Z/analysis-runs/hybrid-model-20260525t000033z/analysis-report-hybrid.json", - "hybrid_reviews": "snapshots/20260525T000033Z/analysis-runs/hybrid-model-20260525t000033z/analysis-report-hybrid.llm-reviews.json" + "hybrid": "snapshots/20260525T060031Z/analysis-runs/hybrid-model-20260525t060031z/analysis-report-hybrid.json", + "hybrid_reviews": "snapshots/20260525T060031Z/analysis-runs/hybrid-model-20260525t060031z/analysis-report-hybrid.llm-reviews.json" }, "artifacts": { "hybrid": 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"reason": "Different subsystems: export to ONNX vs FineGrainedFP8 model failure." + }, + { + "left": "issue:35545", + "right": "issue:41720", + "accept": false, + "reason": "Export bug vs runtime device-map CUDA assert; not the same issue." + }, + { + "left": "issue:45901", + "right": "issue:46015", + "accept": false, + "reason": "Table QA crash and outdated RAG docs are unrelated." + }, + { + "left": "issue:44509", + "right": "issue:44512", + "accept": false, + "reason": "Both are v5 docs cleanup, but they reference different removed features and are not the same doc bug." + }, + { + "left": "issue:35545", + "right": "issue:36010", + "accept": false, + "reason": "ONNX export failure and GenerationMixin import error are different problems." + }, + { + "left": "issue:44805", + "right": "issue:45823", + "accept": false, + "reason": "Mask shape mismatch and Gemma4 device-map mismatch are different failures." + }, + { + "left": "issue:44918", + "right": "issue:46165", + "accept": false, + "reason": "TRl SFT embedding unpacking failure and resume-training/trust-remote-code issue are unrelated." + }, + { + "left": "issue:43638", + "right": "issue:44805", + "accept": false, + "reason": "Both are shape/index errors, but one is ZeRO-3 Bert loading and the other is a mask mismatch." + }, + { + "left": "issue:43638", + "right": "issue:46165", + "accept": false, + "reason": "Different training/loading failures with no shared underlying bug." + }, + { + "left": "issue:43596", + "right": "issue:44805", + "accept": false, + "reason": "ZeRO-3 empty-index bug vs generic mask shape mismatch are not the same issue." + }, + { + "left": "issue:44805", + "right": "issue:45161", + "accept": false, + "reason": "Mask/index mismatch and GPT-OSS TP-only failure are unrelated." + }, + { + "left": "issue:44560", + "right": "issue:46165", + "accept": false, + "reason": "Video StopIteration in Qwen3-vl and resume-training issue are unrelated." + }, + { + "left": "issue:43596", + "right": "issue:46165", + "accept": false, + "reason": "Different bug families: ZeRO-3 model loading vs training resume/trust-remote-code." + }, + { + "left": "issue:44805", + "right": "issue:44918", + "accept": false, + "reason": "Both mention shape/loading trouble, but the failures and call paths differ." + }, + { + "left": "issue:43572", + "right": "issue:46165", + "accept": false, + "reason": "Config regression vs training-resume issue; no duplicate evidence." + }, + { + "left": "issue:34634", + "right": "issue:35545", + "accept": false, + "reason": "Processor voice_preset bug and ONNX export bug are unrelated." + }, + { + "left": "issue:30277", + "right": "issue:43638", + "accept": false, + "reason": "Both involve DeepSpeed, but one is collective mismatch and the other is empty-index loading; not the same bug." + }, + { + "left": "issue:43596", + "right": "issue:43638", + "accept": true, + "reason": "Same ZeRO-3 loading bug: both report index 0 out of bounds from an empty tensor/list during Bert model initialization." + }, + { + "left": "issue:43975", + "right": "issue:44457", + "accept": false, + "reason": "Detokenization regression and LoRA merge/save inconsistency are different problems." + }, + { + "left": "issue:43039", + "right": "issue:45161", + "accept": false, + "reason": "Liger Kernel cross-entropy path vs GPT-OSS tensor-parallel issue are unrelated." + }, + { + "left": "issue:44292", + "right": "issue:44457", + "accept": false, + "reason": "Qwen NVFP4 runtime error and LoRA merge/save mismatch are unrelated." + }, + { + "left": "issue:34928", + "right": "issue:44805", + "accept": false, + "reason": "Activation-checkpointing/FSDP size mismatch and mask shape mismatch are different failures." + }, + { + "left": "issue:24643", + "right": "issue:30277", + "accept": false, + "reason": "Both are DeepSpeed-related, but the concrete failures differ: 2-D weight error vs collective mismatch." + }, + { + "left": "issue:45859", + "right": "issue:45902", + "accept": false, + "reason": "Same model family, but different failure modes: CPU offload incompatibility vs uninitialized-memory read after materialization." + }, + { + "left": "issue:43638", + "right": "issue:45161", + "accept": false, + "reason": "ZeRO-3 Bert loading bug and GPT-OSS TP issue are unrelated." + }, + { + "left": "issue:34928", + "right": "issue:36331", + "accept": false, + "reason": "FSDP checkpointing mismatch and CustomTrainer compute_loss signature break are unrelated." + }, + { + "left": "issue:43596", + "right": "issue:45161", + "accept": false, + "reason": "Different code paths: ZeRO-3 loading bug vs GPT-OSS tensor-parallel failure." + }, + { + "left": "issue:43716", + "right": "issue:45507", + "accept": false, + "reason": "Mistral-3 dtype mismatch and GraniteMoEHybrid invalid method are unrelated." + }, + { + "left": "issue:45823", + "right": "issue:45874", + "accept": false, + "reason": "Gemma4 device mismatch and Gemma4 reverse-embedding performance regression are not the same bug." + }, + { + "left": "issue:39290", + "right": "issue:45081", + "accept": false, + "reason": "Gemma3 vLLM config error and Mistral tokenizer regex crash are unrelated." + }, + { + "left": "issue:43425", + "right": "issue:44292", + "accept": false, + "reason": "Torch version incompatibility and Qwen NVFP4 runtime error are not duplicates." + }, + { + "left": "issue:34928", + "right": "issue:41720", + "accept": false, + "reason": "Different failures: FSDP activation checkpointing vs Qwen3 auto device-map CUDA assert." + }, + { + "left": "issue:43828", + "right": "issue:45161", + "accept": false, + "reason": "Autocast dtype mismatch and GPT-OSS TP failure are unrelated." + }, + { + "left": "issue:44918", + "right": "issue:45161", + "accept": false, + "reason": "Qwen3.5 embedding/trainer bug and GPT-OSS TP bug are different issues." + }, + { + "left": "issue:43828", + "right": "issue:44292", + "accept": false, + "reason": "Different model-specific runtime errors with no shared code-path." + }, + { + "left": "issue:43716", + "right": "issue:45685", + "accept": false, + "reason": "Mistral-3 dtype mismatch and MPS histogram Int error are unrelated." + }, + { + "left": "issue:43541", + "right": "issue:43716", + "accept": false, + "reason": "Torch dynamo grouped_mm tracing failure and Mistral-3 dtype mismatch are different issues." + }, + { + "left": "issue:44292", + "right": "issue:44918", + "accept": false, + "reason": "Different Qwen-related bugs: NVFP4 runtime failure vs SFT embedding unpacking." + }, + { + "left": "issue:43716", + "right": "issue:44292", + "accept": false, + "reason": "Different models and failure modes." + }, + { + "left": "issue:45507", + "right": "issue:45685", + "accept": false, + "reason": "Invalid method call in GraniteMoEHybrid is unrelated to the MPS histogram backend limitation." + }, + { + "left": "issue:43039", + "right": "issue:44918", + "accept": false, + "reason": "Liger Kernel cross-entropy call and Qwen3.5 input-embedding failure are unrelated." + }, + { + "left": "issue:41762", + "right": "issue:43638", + "accept": true, + "reason": "Same underlying ZeRO-3 empty-index loading bug: both hit index 0 out of bounds while materializing a model with DeepSpeed ZeRO-3." + }, + { + "left": "issue:43827", + "right": "issue:44512", + "accept": false, + "reason": "Both are docs regressions after v5, but they cover different removed features and are not the same issue." + }, + { + "left": "issue:43716", + "right": "issue:44560", + "accept": false, + "reason": "Mistral-3 dtype mismatch and Qwen3-vl video StopIteration are unrelated." + }, + { + "left": "issue:43828", + "right": "issue:45685", + "accept": false, + "reason": "Autocast dtype mismatch and MPS Int histogram limitation are different bugs." + }, + { + "left": "issue:44918", + "right": "issue:45685", + "accept": false, + "reason": "Qwen3.5 trainer failure and MPS backend limitation are unrelated." + }, + { + "left": "issue:43039", + "right": "issue:43828", + "accept": false, + "reason": "Liger Kernel cross-entropy path and autocast dtype mismatch are not the same bug." + }, + { + "left": "issue:30277", + "right": "issue:36331", + "accept": false, + "reason": "DeepSpeed collective mismatch and CustomTrainer signature change are unrelated." + }, + { + "left": "issue:45237", + "right": "issue:46015", + "accept": false, + "reason": "GPU runtime failure and outdated docs bug are unrelated." + }, + { + "left": "issue:34928", + "right": "issue:36010", + "accept": false, + "reason": "Training/checkpointing bug and GenerationMixin import error are unrelated." + }, + { + "left": "issue:43039", + "right": "issue:44560", + "accept": false, + "reason": "Liger Kernel cross-entropy issue and Qwen3-vl video StopIteration are unrelated." + }, + { + "left": "issue:45812", + "right": "issue:45920", + "accept": true, + "reason": "Same AutoTokenizer v5 regression: both report wrong token IDs across affected model families." + }, + { + "left": "issue:44863", + "right": "issue:46015", + "accept": false, + "reason": "NemotronH checkpoint-loading failure and outdated RAG docs are unrelated." + }, + { + "left": "issue:43866", + "right": "issue:44863", + "accept": false, + "reason": "Both are model loading problems, but with different models and distinct root causes." + }, + { + "left": "issue:44292", + "right": "issue:46015", + "accept": false, + "reason": "Qwen NVFP4 runtime error and outdated docs issue are unrelated." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet and stays conservative overall. The accepted duplicate calls are well-supported by the titles/symptoms (notably the ZeRO-3 empty-index loader pair and the AutoTokenizer v5 wrong-token-id regression). The negative soft-edge verdicts generally avoid overclaiming 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": 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-10000-427", + "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:43638", + "issue:43645", + "issue:43716", + "issue:43792", + "issue:43828", + "issue:43854", + "issue:43866", + "issue:43975", + "issue:43994", + "issue:44291", + "issue:44292", + "issue:44387", + "issue:44589", + "issue:44841", + "issue:44918", + "issue:44960", + "issue:45005", + "issue:45020", + "issue:45070", + "issue:45084", + "issue:45161", + "issue:45362", + "issue:45399", + "issue:45464", + "issue:45542", + "issue:45632", + "issue:45685", + "issue:45698", + "issue:45759", + "issue:45800", + "issue:45823", + "issue:45901", + "issue:45902" + ], + "soft_pairs": [ + "issue:39290|issue:43531", + "issue:43854|issue:43866", + "issue:43792|issue:45901", + "issue:41093|issue:43638", + "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:43054|issue:43994", + "issue:41093|issue:43596", + "issue:45759|issue:45902", + "issue:45542|issue:45800", + "issue:39186|issue:44918", + "issue:40990|issue:44960", + "issue:43716|issue:44918", + "issue:45632|issue:45698", + "issue:43645|issue:45399", + "issue:43404|issue:45005" + ], + "prepared_review_unit_hash": "36e115fd6a7eb93864d734fc3b1ed767e02d8e21f2884e563e1275ac84de7b86", + "component_budget": { + "node_count": 427, + "item_count": 427, + "soft_pair_count": 1576, + "serialized_chars": 816182, + "estimated_input_tokens": 204046, + "estimated_eval_tokens": 408348 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 39, + "serialized_chars": 39126, + "estimated_input_tokens": 9782, + "estimated_eval_tokens": 19820 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The cluster is highly heterogeneous: most items are distinct model-loading, dtype, quantization, and config bugs. All soft pairs look like topical similarity rather than true duplicates, so none should be merged.", + "confidence": 0.97, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": null, + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:39290", + "right": "issue:43531", + "accept": false, + "reason": "Both mention model config behavior, but one is a Gemma3/vLLM attribute error and the other is a Qwen3-MoE sliding_window bug; different models and failure modes." + }, + { + "left": "issue:43854", + "right": "issue:43866", + "accept": false, + "reason": "PaddleOCR-VL load failure and Ovis2 checkpoint corruption are unrelated problems; no shared code path is evident." + }, + { + "left": "issue:43792", + "right": "issue:45901", + "accept": false, + "reason": "Whisper inference failure and table-question-answering crashes are different tasks and likely different stacks." + }, + { + "left": "issue:41093", + "right": "issue:43638", + "accept": false, + "reason": "Both are DeepSpeed zero3/index errors, but one is a mask-shape mismatch and the other is an out-of-bounds index during Bert model init; not clearly the same bug." + }, + { + "left": "issue:43425", + "right": "issue:45070", + "accept": false, + "reason": "Torch version incompatibility and a PretrainedConfig/pydantic regression are unrelated compatibility issues." + }, + { + "left": "issue:43596", + "right": "issue:45800", + "accept": false, + "reason": "Both involve zero3/runtime loading, but one is an index error on BertModel and the other is a specific torch/transformers version incompatibility." + }, + { + "left": "issue:43975", + "right": "issue:45901", + "accept": false, + "reason": "Incorrect detokenization for DeepSeek Coder is unrelated to table-question-answering crashes." + }, + { + "left": "issue:43792", + "right": "issue:45070", + "accept": false, + "reason": "Whisper runtime failure and a pydantic/config regression are different issues with no shared failure path." + }, + { + "left": "issue:45362", + "right": "issue:45464", + "accept": false, + "reason": "Both involve Qwen3.5, but one is a generic chat crash and the other is a streaming inference API failure; too different to collapse." + }, + { + "left": "issue:44292", + "right": "issue:45901", + "accept": false, + "reason": "Qwen-NVFP4 runtime error and table QA crashes are separate model/task failures." + }, + { + "left": "issue:39290", + "right": "issue:45823", + "accept": false, + "reason": "Gemma3/vLLM sliding_window attribute error and Gemma4 device mismatch are different Gemma-family bugs with different causes." + }, + { + "left": "issue:43404", + "right": "issue:43866", + "accept": false, + "reason": "Unbound tied weights in Mistral3 and a corrupted Ovis2 checkpoint are unrelated." + }, + { + "left": "issue:45464", + "right": "issue:45685", + "accept": false, + "reason": "Qwen3.5 streaming inference and an MPS histogram/int error in moe are different code paths and platforms." + }, + { + "left": "issue:43541", + "right": "issue:45685", + "accept": false, + "reason": "Torch dynamo grouped_mm tracing failure and MPS histogram kernel failure are unrelated execution environments and bugs." + }, + { + "left": "issue:43541", + "right": "issue:43828", + "accept": false, + "reason": "Both mention dtype-related failures, but one is torch dynamo tracing on Mixtral and the other is autocast on Phi-tiny-MoE; not the same concrete defect." + }, + { + "left": "issue:44841", + "right": "issue:45084", + "accept": false, + "reason": "Voxtral processor failure and a compiler/template-node TypeError are unrelated." + }, + { + "left": "issue:36010", + "right": "issue:39290", + "accept": false, + "reason": "ImportError for GenerationMixin and Gemma3 sliding_window attribute error are different API breakages." + }, + { + "left": "issue:45800", + "right": "issue:45823", + "accept": false, + "reason": "Torch/transformers version incompatibility and Gemma4 device_map forward mismatch are separate issues." + }, + { + "left": "issue:41093", + "right": "issue:41762", + "accept": false, + "reason": "Both are index errors, but one is a mask-length mismatch and the other is zero-sized tensor access when loading Gemma3 with ZeRO-3; different triggers and models." + }, + { + "left": "issue:43296", + "right": "issue:43366", + "accept": false, + "reason": "PaddleOCR-VL load failure and GGUF gpt-oss support are distinct model-support requests/failures." + }, + { + "left": "issue:43572", + "right": "issue:45070", + "accept": false, + "reason": "Missing pad_token_idx in StableLmConfig and a pydantic PretrainedConfig regression are not the same bug." + }, + { + "left": "issue:43541", + "right": "issue:45161", + "accept": false, + "reason": "Torch dynamo tracing on Mixtral and GPT-OSS MoE tensor-parallel failure are different MoE-related problems, not the same code path." + }, + { + "left": "issue:44387", + "right": "issue:45005", + "accept": false, + "reason": "Int4 OOM behavior and tied-weight translation-model issues are unrelated." + }, + { + "left": "issue:43828", + "right": "issue:45464", + "accept": false, + "reason": "Autocast dtype mismatch on Phi-tiny-MoE and Qwen3.5 streaming API failure are different models and symptoms." + }, + { + "left": "issue:44291", + "right": "issue:45070", + "accept": false, + "reason": "init_empty_weights/_is_hf_initialized TypeError and the v5.4 pydantic field break are distinct initialization regressions." + }, + { + "left": "issue:43366", + "right": "issue:45464", + "accept": false, + "reason": "GGUF GPT-OSS support and Qwen3.5 streaming inference do not share the same underlying defect." + }, + { + "left": "issue:45020", + "right": "issue:45800", + "accept": false, + "reason": "Remote_code breakage and torch/transformers compatibility are both broad version issues, but they are not the same bug." + }, + { + "left": "issue:43531", + "right": "issue:45070", + "accept": false, + "reason": "Qwen3-MoE sliding_window handling and PretrainedConfig pydantic-field breakage are unrelated." + }, + { + "left": "issue:43541", + "right": "issue:44589", + "accept": false, + "reason": "Grouped_mm tracing failure and Float8 storage lookup failure are different runtime errors." + }, + { + "left": "issue:43054", + "right": "issue:43994", + "accept": false, + "reason": "Siglip2 embedding quality regression and siglip2 nonsensical pipeline results are related by model family, but not clearly the same failure or fix." + }, + { + "left": "issue:41093", + "right": "issue:43596", + "accept": false, + "reason": "Both are zero3 index errors, but one is a mask shape mismatch and the other is size-0 access on BertModel; too different to merge." + }, + { + "left": "issue:45759", + "right": "issue:45902", + "accept": false, + "reason": "Composite Qwen config unwrapping and Qwen3.5Moe rotary embedding uninitialized memory are separate model-initialization bugs." + }, + { + "left": "issue:45542", + "right": "issue:45800", + "accept": false, + "reason": "TensorBoard-without-TensorFlow backend error and a torch/transformers incompatibility are unrelated environment issues." + }, + { + "left": "issue:39186", + "right": "issue:44918", + "accept": false, + "reason": "FSDP weight dimensionality and Qwen3.5 embedding unpacking are different training/runtime problems." + }, + { + "left": "issue:40990", + "right": "issue:44960", + "accept": false, + "reason": "GPT-OSS perplexity regression and GLM5 are different model behavior reports with no clear shared defect." + }, + { + "left": "issue:43716", + "right": "issue:44918", + "accept": false, + "reason": "Gemma-3 image preprocessor dtype mismatch and Qwen3.5 embedding unpacking are different multimodal/training bugs." + }, + { + "left": "issue:45632", + "right": "issue:45698", + "accept": false, + "reason": "Cache-path collision for remote code and wrong custom module loaded after save/load are both custom-code issues, but they are different mechanisms." + }, + { + "left": "issue:43645", + "right": "issue:45399", + "accept": false, + "reason": "Notebook custom-model initialization regression and flash-attn2 fallback blocking are unrelated regression types." + }, + { + "left": "issue:43404", + "right": "issue:45005", + "accept": false, + "reason": "Mistral3 tied-weight bug and translation tied-weight issue are both about weights, but they affect different models and code paths." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "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-10000-427", + "nodes": [ + "issue:36331", + "issue:38175", + "issue:39692", + "issue:41553", + "issue:41628", + "issue:41762", + "issue:42915", + "issue:42947", + "issue:43054", + "issue:43493", + "issue:43643", + "issue:43644", + "issue:43782", + "issue:43828", + "issue:43856", + "issue:43866", + "issue:43872", + "issue:43873", + "issue:43881", + "issue:43883", + "issue:43950", + "issue:43975", + "issue:44292", + "issue:44360", + "issue:44387", + "issue:44403", + "issue:44451", + "issue:44488", + "issue:44492", + "issue:44512", + "issue:44530", + "issue:44534", + "issue:44589", + "issue:44863", + "issue:44910", + "issue:44918", + "issue:44928", + "issue:44960", + "issue:45005", + "issue:45020", + "issue:45237", + "issue:45399", + "issue:45507", + "issue:45663", + "issue:45701", + "issue:45800", + "issue:45859", + "issue:45902" + ], + "soft_pairs": [ + "issue:42915|issue:45399", + "issue:44530|issue:45005", + "issue:43873|issue:45005", + "issue:44863|issue:45005", + "issue:44360|issue:44512", + "issue:44918|issue:45507", + "issue:44492|issue:44512", + "issue:43975|issue:44292", + "issue:44292|issue:45507", + "issue:43950|issue:44534", + "issue:39692|issue:43054", + "issue:43644|issue:43950", + "issue:43828|issue:44928", + "issue:36331|issue:41762", + "issue:41628|issue:45800", + "issue:43950|issue:45902", + "issue:43872|issue:44589", + "issue:43866|issue:44403", + "issue:43054|issue:45701", + "issue:41553|issue:43883", + "issue:38175|issue:43054", + "issue:44910|issue:45859", + "issue:45663|issue:45902", + "issue:41553|issue:43881", + "issue:42947|issue:44387", + "issue:43054|issue:43493", + "issue:44403|issue:44451", + "issue:43975|issue:45237", + "issue:43643|issue:45020", + "issue:42947|issue:43856", + "issue:44403|issue:44488", + "issue:41762|issue:42915", + "issue:43881|issue:43883", + "issue:43782|issue:44960" + ], + "prepared_review_unit_hash": "a6ecc7d084e25fdc6b53780b75e6877581edf65f8a7ea7687ed0d49f653f50a4", + "component_budget": { + "node_count": 427, + "item_count": 427, + "soft_pair_count": 1576, + "serialized_chars": 816182, + "estimated_input_tokens": 204046, + "estimated_eval_tokens": 408348 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 34, + "serialized_chars": 37508, + "estimated_input_tokens": 9377, + "estimated_eval_tokens": 19010 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This set is mostly heterogeneous. Only two soft pairs look like true duplicates: the Transformers non-persistent-buffer regression and the SigLIP2 implementation discrepancy; the rest are same-subsystem or same-model but not the same concrete bug.", + "confidence": 0.54, + "canonical_issue_reason": "No single issue cleanly represents the whole mixed set, but issue:43950 is the strongest canonical candidate for the only clear duplicate cluster because it states the broad non-persistent-buffer regression and has the closest matching duplicate candidate.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue:43950 is the best representative of a concrete, reproducible regression with a strong duplicate nearby; it is more canonical than the other items that are either broader, more symptom-level, or clearly unrelated.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:42915", + "right": "issue:45399", + "accept": false, + "reason": "Both involve model/runtime problems, but one is a Qwen3MoE FP8 failure and the other is a flash-attn2 fallback gate; not the same bug." + }, + { + "left": "issue:44530", + "right": "issue:45005", + "accept": false, + "reason": "PagedAttentionCache crash on Qwen3.5 is unrelated to tied-weights handling on translation models." + }, + { + "left": "issue:43873", + "right": "issue:45005", + "accept": false, + "reason": "Quantization/offloading behavior is a different code path from tied-weights issues." + }, + { + "left": "issue:44863", + "right": "issue:45005", + "accept": false, + "reason": "NemotronH checkpoint loading failure is not the same as the v5 tied-weights regression." + }, + { + "left": "issue:44360", + "right": "issue:44512", + "accept": false, + "reason": "DSA indexer ReLU discussion is unrelated to a docs typo about the removed run command." + }, + { + "left": "issue:44918", + "right": "issue:45507", + "accept": false, + "reason": "TRL unpacking failure for Qwen3.5 embeddings is unrelated to GraniteMoEHybrid calling an invalid method." + }, + { + "left": "issue:44492", + "right": "issue:44512", + "accept": false, + "reason": "Cache-strategies typo and removed run-command docs are different documentation issues." + }, + { + "left": "issue:43975", + "right": "issue:44292", + "accept": false, + "reason": "DeepSeek detokenization regression and Qwen-3 NVFP4 runtime error are different model bugs." + }, + { + "left": "issue:44292", + "right": "issue:45507", + "accept": false, + "reason": "These are unrelated model failures with no shared concrete code-path." + }, + { + "left": "issue:43950", + "right": "issue:44534", + "accept": true, + "reason": "Both describe the same non-persistent-buffer regression in v5: buffers that should be preserved are coming back as junk/corrupted." + }, + { + "left": "issue:39692", + "right": "issue:43054", + "accept": false, + "reason": "SigLIP2 docs example errors are not the same as degraded text embeddings." + }, + { + "left": "issue:43644", + "right": "issue:43950", + "accept": false, + "reason": "Missing fields in AutoConfig with trust_remote_code is a different bug from non-persistent buffer corruption." + }, + { + "left": "issue:43828", + "right": "issue:44928", + "accept": false, + "reason": "Autocast dtype mismatch and RLHF NaN from 3D position_ids are distinct failures." + }, + { + "left": "issue:36331", + "right": "issue:41762", + "accept": false, + "reason": "Trainer keyword-argument incompatibility is unrelated to the Gemma3 ZeRO-3 index error." + }, + { + "left": "issue:41628", + "right": "issue:45800", + "accept": false, + "reason": "Import failure for AutoImageProcessor is not the same as a torch/transformers version incompatibility report." + }, + { + "left": "issue:43950", + "right": "issue:45902", + "accept": false, + "reason": "Both mention buffer initialization, but 45902 is a specific Qwen rotary-embedding materialization issue, not the same from_pretrained regression." + }, + { + "left": "issue:43872", + "right": "issue:44589", + "accept": false, + "reason": "bitsandbytes kwarg incompatibility and Float8 storage lookup failure are different quantization/storage bugs." + }, + { + "left": "issue:43866", + "right": "issue:44403", + "accept": false, + "reason": "Corrupted checkpoint and loading noise are not the same underlying issue." + }, + { + "left": "issue:43054", + "right": "issue:45701", + "accept": false, + "reason": "SigLIP2 embedding quality is unrelated to tokenization changes in transformers versions." + }, + { + "left": "issue:41553", + "right": "issue:43883", + "accept": false, + "reason": "Bad AutoTokenizer error for Voxtral is unrelated to Molmo missing all_tied_weights_keys." + }, + { + "left": "issue:38175", + "right": "issue:43054", + "accept": false, + "reason": "Unexpected zero probabilities and worse SigLIP2 embeddings are similar in theme but not the same concrete bug." + }, + { + "left": "issue:44910", + "right": "issue:45859", + "accept": false, + "reason": "Flash-Attention illegal-memory access from 3D position_ids is different from CPU-offload incompatibility in Qwen3_5MoeTextRotaryEmbedding." + }, + { + "left": "issue:45663", + "right": "issue:45902", + "accept": false, + "reason": "Gemma4 FSDP2 shared_kv_states bug is unrelated to Qwen rotary inv_freq uninitialized memory." + }, + { + "left": "issue:41553", + "right": "issue:43881", + "accept": false, + "reason": "Voxtral tokenizer loading error and glm-4v loading failure are different model-specific problems." + }, + { + "left": "issue:42947", + "right": "issue:44387", + "accept": false, + "reason": "LoRA gradient-checkpointing ineffectiveness is not the same as int4 memory-reserved/OOM behavior." + }, + { + "left": "issue:43054", + "right": "issue:43493", + "accept": true, + "reason": "Both point to the same SigLIP2 implementation discrepancy versus the original JAX behavior, with degraded text embeddings as a manifestation." + }, + { + "left": "issue:44403", + "right": "issue:44451", + "accept": false, + "reason": "Generic loading noise and a specific model load failure are not the same issue." + }, + { + "left": "issue:43975", + "right": "issue:45237", + "accept": false, + "reason": "Detokenization regression and AMD GPU support failure are unrelated." + }, + { + "left": "issue:43643", + "right": "issue:45020", + "accept": false, + "reason": "Remote_code breakage is too broad here; 43643 is specifically about missing fields from AutoConfig, which may be only one symptom of 45020." + }, + { + "left": "issue:42947", + "right": "issue:43856", + "accept": false, + "reason": "Gradient-checkpointing ineffectiveness and Qwen3 MoE memory usage are different performance problems." + }, + { + "left": "issue:44403", + "right": "issue:44488", + "accept": false, + "reason": "Two separate model-loading reports, not one underlying bug." + }, + { + "left": "issue:41762", + "right": "issue:42915", + "accept": false, + "reason": "Gemma3 ZeRO-3 loading failure is unrelated to Qwen3MoE FP8 failure." + }, + { + "left": "issue:43881", + "right": "issue:43883", + "accept": false, + "reason": "glm-4v load failure and Molmo tied-weights attribute error are unrelated." + }, + { + "left": "issue:43782", + "right": "issue:44960", + "accept": false, + "reason": "Qwen3VL weight_only error is unrelated to GLM5." + }, + { + "left": "issue:44360", + "right": "issue:44512", + "accept": false, + "reason": "Duplicate of the docs typo check: still unrelated to the DSA/ReLU discussion." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet and the soft-edge calls are mostly conservative. The two accepted duplicate pairs are reasonably supported by the issue titles, and the rejected pairs generally distinguish different bug classes rather than overclaiming duplicates." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 17, + "review_unit_index": 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-10000-427", + "nodes": [ + "issue:24643", + "issue:30064", + "issue:36331", + "issue:41093", + "issue:41553", + "issue:42491", + "issue:42915", + "issue:42947", + "issue:43257", + "issue:43366", + "issue:43404", + "issue:43638", + "issue:43742", + "issue:43792", + "issue:43824", + "issue:43827", + "issue:43828", + "issue:43854", + "issue:43866", + "issue:43872", + "issue:43940", + "issue:43950", + "issue:44220", + "issue:44291", + "issue:44368", + "issue:44479", + "issue:44488", + "issue:44509", + "issue:44530", + "issue:44560", + "issue:44661", + "issue:44805", + "issue:44863", + "issue:44928", + "issue:44991", + "issue:45020", + "issue:45081", + "issue:45305", + "issue:45313", + "issue:45325", + "issue:45356", + "issue:45399", + "issue:45538", + "issue:45588", + "issue:45685", + "issue:45823", + "issue:45902", + "issue:45923" + ], + "soft_pairs": [ + "issue:45685|issue:45823", + "issue:44991|issue:45399", + "issue:42491|issue:44368", + "issue:43824|issue:43872", + "issue:45020|issue:45823", + "issue:44661|issue:45020", + "issue:43828|issue:45823", + "issue:45081|issue:45399", + "issue:45020|issue:45356", + "issue:43742|issue:45399", + "issue:43827|issue:44509", + "issue:43404|issue:43950", + "issue:43638|issue:45823", + "issue:42915|issue:45020", + "issue:43257|issue:43866", + "issue:43792|issue:44220", + "issue:43872|issue:44291", + "issue:42915|issue:43872", + "issue:41553|issue:44991", + "issue:43257|issue:45305", + "issue:36331|issue:41093", + "issue:42947|issue:45923", + "issue:43940|issue:45313", + "issue:43854|issue:44863", + "issue:44928|issue:45588", + "issue:43872|issue:45538", + "issue:41093|issue:44805", + "issue:41553|issue:44488", + "issue:44479|issue:44560", + "issue:44530|issue:44863", + "issue:24643|issue:30064", + "issue:45325|issue:45902", + "issue:43366|issue:43828" + ], + "prepared_review_unit_hash": "1f404cad8d1ddc9392b593d0f595ed49d7aebde4748484653d8b73764eb884d9", + "component_budget": { + "node_count": 427, + "item_count": 427, + "soft_pair_count": 1576, + "serialized_chars": 816182, + "estimated_input_tokens": 204046, + "estimated_eval_tokens": 408348 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 33, + "serialized_chars": 38067, + "estimated_input_tokens": 9517, + "estimated_eval_tokens": 19290 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "Mostly unrelated issue reports. I accepted only the clearly duplicate docs cleanup pair, the exact `_is_hf_initialized` loading regression pair, and the near-identical mask-shape regression pair; the rest are too model- or context-specific to merge confidently.", + "confidence": 0.88, + "canonical_issue_reason": "Issue 44291 is the clearest root-cause report for the `_is_hf_initialized` / `init_empty_weights` regression and is a better canonical anchor than the more symptom-specific duplicate report.", + "canonical_pr_reason": null, + "best_issue_reason": "44291 is the strongest standalone representative because it states the concrete failure mode and underlying loading-path regression most precisely.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45685", + "right": "issue:45823", + "accept": false, + "reason": "Different failure modes: MPS int histogram error vs Gemma4 device placement mismatch." + }, + { + "left": "issue:44991", + "right": "issue:45399", + "accept": false, + "reason": "Tokenizer loading for one model vs flash-attn fallback gating; same broad area only." + }, + { + "left": "issue:42491", + "right": "issue:44368", + "accept": false, + "reason": "Both mention Qwen/LoRA, but one is a version compatibility break and the other is only a warning about tie_word_embeddings." + }, + { + "left": "issue:43824", + "right": "issue:43872", + "accept": false, + "reason": "Import error for Qwen2.5-VL class vs bitsandbytes `_is_hf_initialized` constructor issue; unrelated code paths." + }, + { + "left": "issue:45020", + "right": "issue:45823", + "accept": false, + "reason": "Remote_code regressions and a Gemma4 device-mapping bug are different underlying problems." + }, + { + "left": "issue:44661", + "right": "issue:45020", + "accept": false, + "reason": "Tokenizer mapping bug vs remote_code breakage; same loader area but not the same defect." + }, + { + "left": "issue:43828", + "right": "issue:45823", + "accept": false, + "reason": "Autocast dtype mismatch in Phi-tiny-MoE is unrelated to Gemma4 device mismatch." + }, + { + "left": "issue:45081", + "right": "issue:45399", + "accept": false, + "reason": "Mistral regex patch crash vs flash-attn fallback checks; different code paths." + }, + { + "left": "issue:45020", + "right": "issue:45356", + "accept": false, + "reason": "General remote_code regression vs Kimi-K2.5 tokenizer codec regression; not the same bug." + }, + { + "left": "issue:43742", + "right": "issue:45399", + "accept": false, + "reason": "MobileLLM load failure vs flash-attn fallback gating; no concrete shared defect." + }, + { + "left": "issue:43827", + "right": "issue:44509", + "accept": true, + "reason": "Both are the same docs cleanup: stale references to removed v5 pipeline tasks." + }, + { + "left": "issue:43404", + "right": "issue:43950", + "accept": false, + "reason": "Weight tying bug in a model class vs silent non-persistent buffer corruption in `from_pretrained()`; different fixes." + }, + { + "left": "issue:43638", + "right": "issue:45823", + "accept": false, + "reason": "DeepSpeed ZeRO-3 index error in Bert training vs Gemma4 forward device mismatch." + }, + { + "left": "issue:42915", + "right": "issue:45020", + "accept": false, + "reason": "MoE weight conversion under accelerate+deepspeed is not the same as remote_code loader breakage." + }, + { + "left": "issue:43257", + "right": "issue:43866", + "accept": false, + "reason": "Qwen3 MoE weight loading bug vs Ovis2 checkpoint corruption; unrelated." + }, + { + "left": "issue:43792", + "right": "issue:44220", + "accept": false, + "reason": "Whisper runtime failure and `_torch_extract_fbank_features()` may be related, but the reports are too broad to treat as the same bug." + }, + { + "left": "issue:43872", + "right": "issue:44291", + "accept": true, + "reason": "Same concrete loading regression: `_is_hf_initialized` unexpectedly reaches `Int8Params` / `init_empty_weights`." + }, + { + "left": "issue:42915", + "right": "issue:43872", + "accept": false, + "reason": "Different DeepSpeed/load-time failures: weight conversion vs bitsandbytes constructor incompatibility." + }, + { + "left": "issue:41553", + "right": "issue:44991", + "accept": false, + "reason": "Bad Voxtral tokenizer error message vs tokenizer loading failure for est-roberta; different issues." + }, + { + "left": "issue:43257", + "right": "issue:45305", + "accept": false, + "reason": "Weight conversion failure vs gradient averaging bug under GAS; different code paths." + }, + { + "left": "issue:36331", + "right": "issue:41093", + "accept": false, + "reason": "Unexpected `compute_loss` kwarg vs tensor/mask shape mismatch; unrelated training errors." + }, + { + "left": "issue:42947", + "right": "issue:45923", + "accept": false, + "reason": "Gradient checkpointing ineffective with PEFT LoRA is broader and different from a missing `supports_gradient_checkpointing` flag." + }, + { + "left": "issue:43940", + "right": "issue:45313", + "accept": false, + "reason": "Both are Qwen DeepSpeed ZeRO-3 load failures, but different model families and different missing-weight symptoms." + }, + { + "left": "issue:43854", + "right": "issue:44863", + "accept": false, + "reason": "GLM-4.7-Flash test load failure vs NemotronH checkpoint loading failure; unrelated model-specific bugs." + }, + { + "left": "issue:44928", + "right": "issue:45588", + "accept": false, + "reason": "RLHF gradient explosion from 3D position_ids is not the same as a flash_attention `s_aux=None` crash." + }, + { + "left": "issue:43872", + "right": "issue:45538", + "accept": false, + "reason": "Bitsandbytes `_is_hf_initialized` incompatibility vs CLIPTokenizer max-length constant bug." + }, + { + "left": "issue:41093", + "right": "issue:44805", + "accept": true, + "reason": "Near-identical mask/tensor length mismatch error; same underlying off-by-one indexing bug." + }, + { + "left": "issue:41553", + "right": "issue:44488", + "accept": false, + "reason": "Voxtral tokenizer error-message issue vs inability to load cjvt/sleng-bert; different model loading problems." + }, + { + "left": "issue:44479", + "right": "issue:44560", + "accept": false, + "reason": "Video-input regression for several VL models vs Qwen3-VL embedding StopIteration; related area but not the same defect." + }, + { + "left": "issue:44530", + "right": "issue:44863", + "accept": false, + "reason": "PagedAttentionCache crash on Qwen3.5 vs NemotronH checkpoint loading failure; different underlying bugs." + }, + { + "left": "issue:24643", + "right": "issue:30064", + "accept": false, + "reason": "DeepSpeed training weight-shape error vs image processor void-segmentation-map bug; unrelated." + }, + { + "left": "issue:45325", + "right": "issue:45902", + "accept": false, + "reason": "Qwen2.5-VL rope scaling bug vs Qwen3.5 MoE `inv_freq` uninitialized-memory bug; different mechanisms." + }, + { + "left": "issue:43366", + "right": "issue:43828", + "accept": false, + "reason": "GGUF/gpt-oss architecture support vs autocast dtype mismatch in Phi-tiny-MoE; unrelated." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet and stays mostly conservative. The three accepted pairs are well-supported by their titles and issue descriptions: the docs cleanup pair, the `_is_hf_initialized` / `init_empty_weights` loading regression pair, and the mask-shape mismatch pair. The rejected pairs are framed cautiously and do not overclaim equivalence. The canonical/best-issue rationale is also supported by the packet." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 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-10000-427", + "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: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:45685", + "issue:45823", + "issue:45834" + ], + "soft_pairs": [ + "issue:45663|issue:45823", + "issue:44155|issue:45584", + "issue:43366|issue:43531", + "issue:43950|issue:45834", + "issue:43824|issue:43957", + "issue:44560|issue:45685", + "issue:43550|issue:44910", + "issue:43645|issue:43646", + "issue:42915|issue:43957", + "issue:43366|issue:44589", + "issue:42617|issue:43366", + "issue:44560|issue:44918", + "issue:36010|issue:42915", + "issue:44661|issue:45823", + "issue:44560|issue:44805", + "issue:43632|issue:45834", + "issue:38175|issue:43994", + "issue:43638|issue:44661", + "issue:43596|issue:44661", + "issue:44661|issue:44805", + "issue:44877|issue:45030", + "issue:43317|issue:44756", + "issue:43644|issue:44534", + "issue:38175|issue:39692", + "issue:42491|issue:43720", + "issue:41720|issue:42915", + "issue:44960|issue:44977", + "issue:44451|issue:44488", + "issue:45313|issue:45357", + "issue:42915|issue:44756", + "issue:42491|issue:45276", + "issue:43708|issue:44075", + "issue:39692|issue:43994" + ], + "prepared_review_unit_hash": "30a20aff55deb35733896a2633689f3372ab36354ff48760aec213238f323bb1", + "component_budget": { + "node_count": 427, + "item_count": 427, + "soft_pair_count": 1576, + "serialized_chars": 816182, + "estimated_input_tokens": 204046, + "estimated_eval_tokens": 408348 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 33, + "serialized_chars": 36926, + "estimated_input_tokens": 9232, + "estimated_eval_tokens": 18720 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "Mostly a loose collection of unrelated Transformers issues, with a few clear duplicate pairs around the same regression topics (non-persistent buffers in v5, SigLIP2 bad outputs, custom model init, and BERT model-load failures).", + "confidence": 0.86, + "canonical_issue_reason": "issue:43644 is the clearest canonical pick: it states the non-persistent buffer corruption regression directly and has an exact near-duplicate in 44534.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43644 is the strongest representative issue in this set because it is specific, clearly reproducible, and has the cleanest duplicate linkage.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45663", + "right": "issue:45823", + "accept": false, + "reason": "Different models and failure modes: Gemma4 FSDP2 KeyError vs Gemma4 PLE device mismatch on auto device_map." + }, + { + "left": "issue:44155", + "right": "issue:45584", + "accept": false, + "reason": "Different code paths: AudioFlamingo3 track leakage vs Whisper empty-transcription handling after align_special_tokens." + }, + { + "left": "issue:43366", + "right": "issue:43531", + "accept": false, + "reason": "Unrelated: GGUF gpt-oss support request vs Qwen3-MoE sliding_window bug." + }, + { + "left": "issue:43950", + "right": "issue:45834", + "accept": false, + "reason": "Different regressions: non-persistent buffer corruption vs Kosmos2.5 long-OCR index error." + }, + { + "left": "issue:43824", + "right": "issue:43957", + "accept": false, + "reason": "Different issues: missing export for Qwen2_5_VLForConditionalGeneration vs meta-device loading problems across some models." + }, + { + "left": "issue:44560", + "right": "issue:45685", + "accept": false, + "reason": "Different models and subsystems: Qwen3-vl-embedding video StopIteration vs MoE MPS histogram kernel issue." + }, + { + "left": "issue:43550", + "right": "issue:44910", + "accept": false, + "reason": "Different concrete bugs: torch.compile + SDPA on Bamba vs Flash Attention crashing on Qwen3.5 3D position_ids." + }, + { + "left": "issue:43645", + "right": "issue:43646", + "accept": true, + "reason": "Same underlying regression in custom model initialization under Transformers v5; one report is notebook-specific, the other is the general case." + }, + { + "left": "issue:42915", + "right": "issue:43957", + "accept": false, + "reason": "Different failures: Qwen3Moe FP8 config vs dequantized model loading with gpu+cpu offload." + }, + { + "left": "issue:43366", + "right": "issue:44589", + "accept": false, + "reason": "Unrelated: GGUF gpt-oss support vs Float8 storage-object loading error." + }, + { + "left": "issue:42617", + "right": "issue:43366", + "accept": false, + "reason": "No shared bug: 3d_parallel.py execution failure vs GGUF architecture support." + }, + { + "left": "issue:44560", + "right": "issue:44918", + "accept": false, + "reason": "Both Qwen3.5-related, but different failures: video StopIteration vs trl SFT embedding unpacking." + }, + { + "left": "issue:36010", + "right": "issue:42915", + "accept": false, + "reason": "Completely different: GenerationMixin import error vs Qwen3Moe FP8 failure." + }, + { + "left": "issue:44661", + "right": "issue:45823", + "accept": false, + "reason": "Different areas: tokenizer mapping-name restriction vs Gemma4 PLE device mismatch." + }, + { + "left": "issue:44560", + "right": "issue:44805", + "accept": false, + "reason": "Different symptoms and code paths: video StopIteration vs mask/tensor shape mismatch." + }, + { + "left": "issue:43632", + "right": "issue:45834", + "accept": false, + "reason": "Different regressions: _is_hf_initialized flag breakage vs Kosmos2.5 long-OCR index error." + }, + { + "left": "issue:38175", + "right": "issue:43994", + "accept": true, + "reason": "Same model family and same symptom class: SigLIP2 producing nonsensical/zero-probability outputs." + }, + { + "left": "issue:43638", + "right": "issue:44661", + "accept": false, + "reason": "Different issues: ZeRO-3/BertModel index error vs add-new-model-like tokenizer-mapping failure." + }, + { + "left": "issue:43596", + "right": "issue:44661", + "accept": false, + "reason": "Different bugs: ZeRO-3 init index error vs tokenizer-mapping-name restriction." + }, + { + "left": "issue:44661", + "right": "issue:44805", + "accept": false, + "reason": "Unrelated: tokenizer/model registration issue vs tensor mask shape mismatch." + }, + { + "left": "issue:44877", + "right": "issue:45030", + "accept": false, + "reason": "Both involve config validation, but the titles point to different model configs and likely different fixes." + }, + { + "left": "issue:43317", + "right": "issue:44756", + "accept": false, + "reason": "Different concerns: dequantized model offload failure vs mmap OOM on Strix Halo." + }, + { + "left": "issue:43644", + "right": "issue:44534", + "accept": true, + "reason": "Near-identical duplicate reports of Transformers v5 filling non-persistent buffers with junk." + }, + { + "left": "issue:38175", + "right": "issue:39692", + "accept": false, + "reason": "Both mention SigLIP2, but one is bad model outputs while the other is a broken documentation example with additional issues." + }, + { + "left": "issue:42491", + "right": "issue:43720", + "accept": false, + "reason": "Different topics: Qwen3-MoE LoRA compatibility across versions vs BitNet packed-weight loading." + }, + { + "left": "issue:41720", + "right": "issue:42915", + "accept": false, + "reason": "Different concrete failures: auto device mapping cudaErrorAssert vs FineGrainedFP8Config on Qwen3Moe." + }, + { + "left": "issue:44960", + "right": "issue:44977", + "accept": false, + "reason": "Different models and bugs: GLM5 vs Qwen3.5 flash-attention generation failure." + }, + { + "left": "issue:44451", + "right": "issue:44488", + "accept": true, + "reason": "Same underlying model-loading regression affecting different BERT checkpoints; both report current/latest version cannot load the model." + }, + { + "left": "issue:45313", + "right": "issue:45357", + "accept": false, + "reason": "Different Qwen3.5 bugs: ZeRO-3 weight loading vs incorrect visual encoder keys on save_pretrained." + }, + { + "left": "issue:39692", + "right": "issue:43994", + "accept": false, + "reason": "Same model family but different problem type: docs example errors vs inference producing nonsensical outputs." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The clustering is grounded in the packet and the accepted soft-edge pairs are conservative enough: 43644/44534, 43645/43646, 38175/43994, and 44451/44488 are all strongly title-consistent duplicates. The rejected pairs are generally cautious and do not overclaim beyond the available evidence. Summary is appropriately conservative." + }, + "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-10000-427", + "nodes": [ + "issue:36010", + "issue:39404", + "issue:39692", + "issue:41720", + "issue:42491", + "issue:42947", + "issue:43257", + "issue:43335", + "issue:43381", + "issue:43404", + "issue:43425", + "issue:43454", + "issue:43644", + "issue:43645", + "issue:43854", + "issue:43856", + "issue:43873", + "issue:43931", + "issue:43957", + "issue:44155", + "issue:44164", + "issue:44291", + "issue:44292", + "issue:44387", + "issue:44402", + "issue:44488", + "issue:44756", + "issue:44910", + "issue:44912", + "issue:44928", + "issue:44960", + "issue:44991", + "issue:45216", + "issue:45276", + "issue:45292", + "issue:45335", + "issue:45362", + "issue:45406", + "issue:45488", + "issue:45588", + "issue:45663", + "issue:45704", + "issue:45759", + "issue:45812", + "issue:45823", + "issue:45859", + "issue:46050" + ], + "soft_pairs": [ + "issue:45488|issue:45812", + "issue:44488|issue:44991", + "issue:43644|issue:43645", + "issue:43257|issue:43854", + "issue:43854|issue:43931", + "issue:43856|issue:43873", + "issue:42491|issue:43931", + "issue:45362|issue:45406", + "issue:43856|issue:44387", + "issue:44960|issue:46050", + "issue:42491|issue:45292", + "issue:44910|issue:45588", + "issue:44164|issue:44291", + "issue:36010|issue:39404", + "issue:45276|issue:45335", + "issue:41720|issue:44155", + "issue:43404|issue:43454", + "issue:39692|issue:44960", + "issue:43425|issue:43957", + "issue:42947|issue:45704", + "issue:44402|issue:44488", + "issue:45663|issue:45759", + "issue:43873|issue:44387", + "issue:44291|issue:44756", + "issue:45663|issue:45859", + "issue:44155|issue:45823", + "issue:44292|issue:44912", + "issue:44387|issue:44756", + "issue:43335|issue:45663", + "issue:43957|issue:44756", + "issue:42947|issue:43381", + "issue:45276|issue:45292", + "issue:44164|issue:44756", + "issue:43854|issue:45216", + "issue:43381|issue:44928" + ], + "prepared_review_unit_hash": "27e2ce7913dba9da643da04bd087aa1d397130f9a1b068b615384f8bd6f9ae4b", + "component_budget": { + "node_count": 427, + "item_count": 427, + "soft_pair_count": 1576, + "serialized_chars": 816182, + "estimated_input_tokens": 204046, + "estimated_eval_tokens": 408348 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 35, + "serialized_chars": 37753, + "estimated_input_tokens": 9439, + "estimated_eval_tokens": 19134 + }, + "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. The only clear duplicate cluster is around `resize_token_embeddings` failing to propagate to downstream embeddings/output heads (45276/45292/45335).", + "confidence": 0.82, + "canonical_issue_reason": "Issue 45276 is the strongest representative of the only coherent duplicate cluster: it describes the core `resize_token_embeddings` propagation bug, and it has direct near-duplicates/narrower variants in 45292 and 45335.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 45276 is the best overall issue to anchor triage because it is the clearest, broadest statement of the shared resize-token-embedding regression and matches the accepted duplicate neighborhood.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45488", + "right": "issue:45812", + "accept": false, + "reason": "Both are tokenizer regressions, but they affect different tokenizer stacks/models and describe different failure mechanisms (`LlamaTokenizer` pre-tokenizer override vs wrong token IDs)." + }, + { + "left": "issue:44488", + "right": "issue:44991", + "accept": false, + "reason": "Both are tokenizer loading failures, but the affected models and reported breakages are different; no sign of the same underlying bug." + }, + { + "left": "issue:43644", + "right": "issue:43645", + "accept": false, + "reason": "Both are Transformers 5 regressions, but one is about non-persistent buffers being junk-filled and the other is about custom model initialization in Jupyter notebooks." + }, + { + "left": "issue:43257", + "right": "issue:43854", + "accept": false, + "reason": "Different models and different failure modes; both involve loading, but not the same concrete code path." + }, + { + "left": "issue:43854", + "right": "issue:43931", + "accept": false, + "reason": "Unrelated load failures for different models; one is a unit-test loading issue, the other is a shape mismatch on a Qwen3-VL checkpoint." + }, + { + "left": "issue:43856", + "right": "issue:43873", + "accept": false, + "reason": "Both mention memory/performance, but one is Qwen3 MoE training memory usage and the other is quantization/offloading behavior; not the same bug." + }, + { + "left": "issue:42491", + "right": "issue:43931", + "accept": false, + "reason": "Different models and unrelated load-time failures; no shared underlying bug." + }, + { + "left": "issue:45362", + "right": "issue:45406", + "accept": false, + "reason": "One is a Qwen3.5 chat crash, the other is a Gemma4 processor attribute error in serve; unrelated." + }, + { + "left": "issue:43856", + "right": "issue:44387", + "accept": false, + "reason": "Both are memory-related, but one is Qwen3 MoE training memory usage and the other is int4 quantization reserved-memory/OOM; too broad to be duplicates." + }, + { + "left": "issue:44960", + "right": "issue:46050", + "accept": false, + "reason": "Different models and different save/load regressions; not the same issue." + }, + { + "left": "issue:42491", + "right": "issue:45292", + "accept": false, + "reason": "Unrelated: LoRA/qwen3_moe compatibility versus a token-embedding resize propagation bug." + }, + { + "left": "issue:44910", + "right": "issue:45588", + "accept": false, + "reason": "Both touch attention code, but one is a Qwen3.5 3D position_ids flash-attention crash and the other is an `s_aux=None` AttributeError in sink-less models." + }, + { + "left": "issue:44164", + "right": "issue:44291", + "accept": false, + "reason": "Both involve model serialization/loading internals, but the concrete bugs differ (`extra_state` handling vs unexpected `_is_hf_initialized` during init_empty_weights)." + }, + { + "left": "issue:36010", + "right": "issue:39404", + "accept": false, + "reason": "Import error for `GenerationMixin` versus Whisper pipeline `return_language` regression; unrelated." + }, + { + "left": "issue:45276", + "right": "issue:45335", + "accept": true, + "reason": "Same underlying `resize_token_embeddings` propagation bug: both say resized embeddings are not reflected in output/decoder embeddings, just on different model families." + }, + { + "left": "issue:41720", + "right": "issue:44155", + "accept": false, + "reason": "Different model/runtime problems: Qwen3 auto device-mapping crash versus AudioFlamingo3 batched inference token/embedding leakage." + }, + { + "left": "issue:43404", + "right": "issue:43454", + "accept": false, + "reason": "Both are weight-tying complaints, but they target different model classes and there is no evidence they are the same code path bug." + }, + { + "left": "issue:39692", + "right": "issue:44960", + "accept": false, + "reason": "SigLIP2 docs/example errors are unrelated to the GLM5 model-loading issue." + }, + { + "left": "issue:43425", + "right": "issue:43957", + "accept": false, + "reason": "Both are compatibility/load issues, but one is torch version incompatibility and the other is meta-device loading regressions; not duplicates." + }, + { + "left": "issue:42947", + "right": "issue:45704", + "accept": false, + "reason": "Completely different topics: PEFT gradient checkpointing versus an apex RMSNorm memory leak." + }, + { + "left": "issue:44402", + "right": "issue:44488", + "accept": false, + "reason": "Both are model/tokenizer loading issues, but they concern different models and likely different root causes." + }, + { + "left": "issue:45663", + "right": "issue:45759", + "accept": false, + "reason": "Different model architectures and different bugs: Gemma-4 FSDP2 attention state versus Qwen multimodal config unwrapping." + }, + { + "left": "issue:43873", + "right": "issue:44387", + "accept": false, + "reason": "Both are memory-related, but one is quantization/offloading behavior and the other is a specific int4 reserved-memory regression." + }, + { + "left": "issue:44291", + "right": "issue:44756", + "accept": false, + "reason": "Meta initialization TypeError and mmap-on-Strix-Halo OOM are unrelated." + }, + { + "left": "issue:45663", + "right": "issue:45859", + "accept": false, + "reason": "Different models and code paths: Gemma-4 FSDP2 attention state versus Qwen3_5 MoE rotary embedding CPU-offload incompatibility." + }, + { + "left": "issue:44155", + "right": "issue:45823", + "accept": false, + "reason": "Different subsystems and failures: batched inference leakage versus device-map mismatch in Gemma4 PLE." + }, + { + "left": "issue:44292", + "right": "issue:44912", + "accept": false, + "reason": "Both are quantization-related loading issues, but they involve different quantization formats and symptoms (NVFP4 load error vs MXFP4 fallback to bf16)." + }, + { + "left": "issue:44387", + "right": "issue:44756", + "accept": false, + "reason": "Different OOM causes; one is int4 quantization memory growth, the other is mmap on Strix Halo." + }, + { + "left": "issue:43335", + "right": "issue:45663", + "accept": false, + "reason": "SwitchTransformers sparse-layer construction and Gemma-4 FSDP2 shared_kv_states are unrelated bugs." + }, + { + "left": "issue:43957", + "right": "issue:44756", + "accept": false, + "reason": "Meta-device loading regressions and Strix Halo mmap/OOM are different issues." + }, + { + "left": "issue:42947", + "right": "issue:43381", + "accept": false, + "reason": "Both mention gradient checkpointing, but one is ineffective PEFT LoRA checkpointing and the other is checkpointing in eval mode; different bugs." + }, + { + "left": "issue:45276", + "right": "issue:45292", + "accept": true, + "reason": "Same resize-token-embedding regression: both report resized embeddings not propagating to the model outputs/embedding modules." + }, + { + "left": "issue:44164", + "right": "issue:44756", + "accept": false, + "reason": "Serialization `extra_state` handling and mmap-related OOM are unrelated." + }, + { + "left": "issue:43854", + "right": "issue:45216", + "accept": false, + "reason": "Different model-loading regressions for different models and different root causes." + }, + { + "left": "issue:43381", + "right": "issue:44928", + "accept": false, + "reason": "Related to gradient/checkpointing and attention behavior, but not the same concrete bug; one is eval-mode checkpointing and the other is Qwen3.5 3D position_ids causing NaNs via SDPA fallback." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The triage summary is grounded in the packet, and the one accepted cluster is conservative and well-supported: 45276/45292/45335 all describe the same resize_token_embeddings propagation problem across related model variants. The other pairwise rejections are appropriately cautious given the differing titles and apparent failure modes." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 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-10000-427", + "nodes": [ + "issue:36032", + "issue:39404", + "issue:43257", + "issue:43299", + "issue:43425", + "issue:43452", + "issue:43596", + "issue:43611", + "issue:43645", + "issue:43646", + "issue:43708", + "issue:43716", + "issue:43828", + "issue:43856", + "issue:43901", + "issue:43906", + "issue:43931", + "issue:43957", + "issue:43994", + "issue:44079", + "issue:44164", + "issue:44265", + "issue:44402", + "issue:44451", + "issue:44479", + "issue:44509", + "issue:44530", + "issue:44589", + "issue:44671", + "issue:44683", + "issue:44756", + "issue:44805", + "issue:44863", + "issue:44877", + "issue:44898", + "issue:44912", + "issue:44918", + "issue:44991", + "issue:45084", + "issue:45292", + "issue:45335", + "issue:45588", + "issue:45663", + "issue:45684", + "issue:45698", + "issue:45701", + "issue:45759", + "issue:45823" + ], + "soft_pairs": [ + "issue:45684|issue:45698", + "issue:44479|issue:44877", + "issue:45588|issue:45663", + "issue:43646|issue:43708", + "issue:43645|issue:44164", + "issue:45292|issue:45335", + "issue:43828|issue:43957", + "issue:44402|issue:44451", + "issue:43425|issue:43828", + "issue:43257|issue:44863", + "issue:39404|issue:45701", + "issue:44589|issue:44756", + "issue:44683|issue:45823", + "issue:43425|issue:45823", + "issue:43611|issue:43645", + "issue:43425|issue:43716", + "issue:44530|issue:45084", + "issue:43906|issue:44530", + "issue:39404|issue:44912", + "issue:44265|issue:44898", + "issue:44479|issue:44805", + "issue:43901|issue:44509", + "issue:43994|issue:44079", + "issue:43425|issue:44918", + "issue:43299|issue:43931", + "issue:44589|issue:45084", + "issue:44164|issue:45759", + "issue:36032|issue:43452", + "issue:44671|issue:44991", + "issue:39404|issue:44671", + "issue:43596|issue:44683", + "issue:43856|issue:44756" + ], + "prepared_review_unit_hash": "04b758e1d17dcbff8e304ed02d3a78c9a1a7206e502615b16a56928215f60eae", + "component_budget": { + "node_count": 427, + "item_count": 427, + "soft_pair_count": 1576, + "serialized_chars": 816182, + "estimated_input_tokens": 204046, + "estimated_eval_tokens": 408348 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 32, + "serialized_chars": 37358, + "estimated_input_tokens": 9340, + "estimated_eval_tokens": 18936 + }, + "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 v5 regressions. Only two soft edges look like true duplicates: custom model initialization (43645/43646) and resize_token_embeddings not propagating to tied output embeddings (45292/45335).", + "confidence": 0.87, + "canonical_issue_reason": "issue:43646 is the broadest representative of the custom-model initialization regression; issue:43645 is a narrower Jupyter-notebook repro of the same underlying bug.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43646 best fits the main duplicate-worthy bug in the set and is phrased more generally than the notebook-specific repro.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45684", + "right": "issue:45698", + "accept": false, + "reason": "Both involve save/from_pretrained custom-model flows, but one is permissions propagation and the other is loading the wrong module; not the same concrete bug." + }, + { + "left": "issue:44479", + "right": "issue:44877", + "accept": false, + "reason": "Different model families and different failures; same broad v5 regression theme is not enough." + }, + { + "left": "issue:45588", + "right": "issue:45663", + "accept": false, + "reason": "Unrelated code paths: flash_attention sink handling vs Gemma4 FSDP2 shared_kv_states rebuilding." + }, + { + "left": "issue:43646", + "right": "issue:43708", + "accept": false, + "reason": "Custom model initialization and Trainer resume/max_steps are unrelated bugs." + }, + { + "left": "issue:43645", + "right": "issue:44164", + "accept": false, + "reason": "Notebook custom-model initialization is unrelated to save/from_pretrained extra_state handling." + }, + { + "left": "issue:45292", + "right": "issue:45335", + "accept": true, + "reason": "Same underlying bug: resize_token_embeddings does not update tied output embeddings; 45335 is a T5Gemma-specific instance." + }, + { + "left": "issue:43828", + "right": "issue:43957", + "accept": false, + "reason": "Both mention dtype/loading issues, but the model paths and failure modes differ." + }, + { + "left": "issue:44402", + "right": "issue:44451", + "accept": false, + "reason": "A tokenizer vocab-size mismatch and a generic model load failure are not enough to treat as the same bug." + }, + { + "left": "issue:43425", + "right": "issue:43828", + "accept": false, + "reason": "Torch version incompatibility is a different problem from an autocast dtype mismatch." + }, + { + "left": "issue:43257", + "right": "issue:44863", + "accept": false, + "reason": "Different models and different loading failures; no clear shared code-path bug." + }, + { + "left": "issue:39404", + "right": "issue:45701", + "accept": false, + "reason": "Whisper pipeline return_language and generic tokenization changes are different issues." + }, + { + "left": "issue:44589", + "right": "issue:44756", + "accept": false, + "reason": "Float8 storage lookup failure is unrelated to mmap OOM behavior." + }, + { + "left": "issue:44683", + "right": "issue:45823", + "accept": false, + "reason": "Compiled flex_attention on newer torch and Gemma4 PLE device mismatch are unrelated." + }, + { + "left": "issue:43425", + "right": "issue:45823", + "accept": false, + "reason": "Torch incompatibility and Gemma4 device mismatch are different bugs." + }, + { + "left": "issue:43611", + "right": "issue:43645", + "accept": false, + "reason": "base_model_prefix loading failures are not the same as the custom-model initialization regression." + }, + { + "left": "issue:43425", + "right": "issue:43716", + "accept": false, + "reason": "Torch 2.10 incompatibility and Mistral-3 dtype mismatch do not share the same concrete bug." + }, + { + "left": "issue:44530", + "right": "issue:45084", + "accept": false, + "reason": "PagedAttentionCache linear_attention handling is unrelated to template-node compilation errors." + }, + { + "left": "issue:43906", + "right": "issue:44530", + "accept": false, + "reason": "A reproduction of another issue and a Qwen3.5 cache crash are different problems." + }, + { + "left": "issue:39404", + "right": "issue:44912", + "accept": false, + "reason": "Whisper pipeline behavior and MXFP4 quantization fallback are unrelated." + }, + { + "left": "issue:44265", + "right": "issue:44898", + "accept": false, + "reason": "torch.export/exportability and Perceiver resolution handling are different code paths." + }, + { + "left": "issue:44479", + "right": "issue:44805", + "accept": false, + "reason": "Video-input regression and mask-shape IndexError are not the same bug." + }, + { + "left": "issue:43901", + "right": "issue:44509", + "accept": false, + "reason": "Both are docs issues, but they cover different removed/legacy pipeline mentions." + }, + { + "left": "issue:43994", + "right": "issue:44079", + "accept": false, + "reason": "SigLIP2 nonsense outputs and ModelOutput key assignment are unrelated." + }, + { + "left": "issue:43425", + "right": "issue:44918", + "accept": false, + "reason": "Torch version incompatibility and Qwen3.5 embedding unpacking failure are different issues." + }, + { + "left": "issue:43299", + "right": "issue:43931", + "accept": false, + "reason": "Same model family, but the reported symptoms are different enough that they do not look like one concrete bug." + }, + { + "left": "issue:44589", + "right": "issue:45084", + "accept": false, + "reason": "Float8 storage lookup and non-template-node compilation failures are unrelated." + }, + { + "left": "issue:44164", + "right": "issue:45759", + "accept": false, + "reason": "extra_state save/load handling is unrelated to from_config text_config unwrapping." + }, + { + "left": "issue:36032", + "right": "issue:43452", + "accept": false, + "reason": "Tokenizer special-token method conflict is unrelated to gguf_file from_pretrained breakage." + }, + { + "left": "issue:44671", + "right": "issue:44991", + "accept": false, + "reason": "CamemBERT MLM predictions and loading a tokenizer for est-roberta are different bugs." + }, + { + "left": "issue:39404", + "right": "issue:44671", + "accept": false, + "reason": "Whisper pipeline behavior and CamemBERT MLM outputs are unrelated." + }, + { + "left": "issue:43596", + "right": "issue:44683", + "accept": false, + "reason": "Deepspeed zero3/BertModel indexing failure is unrelated to flex_attention compile issues." + }, + { + "left": "issue:43856", + "right": "issue:44756", + "accept": false, + "reason": "Qwen3 MoE training memory usage and Strix Halo mmap OOM are different performance problems." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet and stays conservative overall. The lone accepted soft edge, issue:45292 vs issue:45335, is a reasonable same-bug call based on the titles, and the other pairs are rejected with appropriately cautious reasoning. The note about custom model initialization is also supported by the two issue titles, even though that exact pair is not one of the listed soft-edge verdicts." + }, + "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-10000-427", + "nodes": [ + "issue:32090", + "issue:34567", + "issue:36032", + "issue:39404", + "issue:40444", + "issue:40990", + "issue:42175", + "issue:42915", + "issue:43089", + "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:43883", + "issue:44164", + "issue:44206", + "issue:44220", + "issue:44451", + "issue:44464", + "issue:44479", + "issue:44488", + "issue:44530", + "issue:44661", + "issue:44683", + "issue:44737", + "issue:44811", + "issue:44849", + "issue:44987", + "issue:44991", + "issue:45081", + "issue:45084", + "issue:45325", + "issue:45507", + "issue:45584", + "issue:45859", + "issue:45987", + "issue:46178" + ], + "soft_pairs": [ + "issue:44991|issue:45081", + "issue:32090|issue:39404", + "issue:44164|issue:44479", + "issue:44737|issue:45859", + "issue:43582|issue:43632", + "issue:44661|issue:44683", + "issue:44488|issue:45081", + "issue:44488|issue:44987", + "issue:43611|issue:43644", + "issue:40990|issue:43421", + "issue:43716|issue:45084", + "issue:44206|issue:44220", + "issue:36032|issue:42915", + "issue:42175|issue:46178", + "issue:43643|issue:44530", + "issue:43883|issue:44488", + "issue:34567|issue:40444", + "issue:44811|issue:45584", + "issue:42915|issue:44530", + "issue:43541|issue:45084", + "issue:44451|issue:44987", + "issue:43644|issue:43646", + "issue:44464|issue:45987", + "issue:43452|issue:43482", + "issue:36032|issue:43645", + "issue:44849|issue:45325", + "issue:43317|issue:43482", + "issue:44987|issue:44991", + "issue:43883|issue:44991", + "issue:45084|issue:45507", + "issue:43262|issue:43377", + "issue:43089|issue:45987" + ], + "prepared_review_unit_hash": "93ac9d0bacd2aeb50ec17a7163c990d4ae26c97b9d6cf48b0eb626411682178a", + "component_budget": { + "node_count": 427, + "item_count": 427, + "soft_pair_count": 1576, + "serialized_chars": 816182, + "estimated_input_tokens": 204046, + "estimated_eval_tokens": 408348 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 32, + "serialized_chars": 37337, + "estimated_input_tokens": 9335, + "estimated_eval_tokens": 18926 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is a loose embedding-based grouping of mostly unrelated issues. They share broad Transformers ecosystem themes, but the soft pairs do not describe the same concrete bug or change, so none should be merged as duplicates.", + "confidence": 0.96, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": null, + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44991", + "right": "issue:45081", + "accept": false, + "reason": "Both involve tokenizer loading, but one is a generic tokenizer failure on a specific model and the other is a Mistral regex patch crash; different code paths and fixes." + }, + { + "left": "issue:32090", + "right": "issue:39404", + "accept": false, + "reason": "Trainer broadcast NoneType error and Whisper return_language pipeline regression are unrelated subsystems and failure modes." + }, + { + "left": "issue:44164", + "right": "issue:44479", + "accept": false, + "reason": "save/from_pretrained extra_state handling and Qwen video input regression are separate model lifecycle vs multimodal input bugs." + }, + { + "left": "issue:44737", + "right": "issue:45859", + "accept": false, + "reason": "Both mention device/offload behavior, but XLNet CPU arange work and Qwen rotary embedding CPU offload are distinct implementations." + }, + { + "left": "issue:43582", + "right": "issue:43632", + "accept": false, + "reason": "Apple Silicon allocator warmup TypeError is unrelated to the Transformers v5 _is_hf_initialized flag regression." + }, + { + "left": "issue:44661", + "right": "issue:44683", + "accept": false, + "reason": "Model registration helper failure and compiled flex_attention on torch>=2.9 are unrelated code paths." + }, + { + "left": "issue:44488", + "right": "issue:45081", + "accept": false, + "reason": "Both are tokenizer loading complaints, but they target different models and different root causes." + }, + { + "left": "issue:44488", + "right": "issue:44987", + "accept": false, + "reason": "Both concern loading models, but the affected models and failure mechanisms differ; not the same defect." + }, + { + "left": "issue:43611", + "right": "issue:43644", + "accept": false, + "reason": "Base model prefix loading breakage and non-persistent buffers being filled with junk are separate v5 regressions." + }, + { + "left": "issue:40990", + "right": "issue:43421", + "accept": false, + "reason": "High perplexity on one model/dataset and runtime special-token post-processor updates are unrelated issues." + }, + { + "left": "issue:43716", + "right": "issue:45084", + "accept": false, + "reason": "Image preprocessor dtype mismatch and template-node compilation error are different subsystems and bugs." + }, + { + "left": "issue:44206", + "right": "issue:44220", + "accept": false, + "reason": "The first is a regression from an unsupported center arg; the second is a different fbank extraction issue with no clear same root cause." + }, + { + "left": "issue:36032", + "right": "issue:42915", + "accept": false, + "reason": "Tokenizer method-name conflict and Qwen3Moe FP8 config failure are unrelated." + }, + { + "left": "issue:42175", + "right": "issue:46178", + "accept": false, + "reason": "Missing tensorflow backend in a torch-only install and missing tensorflow_text in BACKENDS_MAPPING are related only at a very broad packaging level, not the same bug." + }, + { + "left": "issue:43643", + "right": "issue:44530", + "accept": false, + "reason": "Missing fields from AutoConfig with trust_remote_code and PagedAttentionCache invalid linear_attention group type are unrelated." + }, + { + "left": "issue:43883", + "right": "issue:44488", + "accept": false, + "reason": "Missing all_tied_weights_keys in Molmo and a tokenizer loading failure for cjvt/sleng-bert are different model-specific issues." + }, + { + "left": "issue:34567", + "right": "issue:40444", + "accept": false, + "reason": "TrainerState token counter not updating and iterable dataset multi-image finetuning failure are not the same underlying problem." + }, + { + "left": "issue:44811", + "right": "issue:45584", + "accept": false, + "reason": "Whisper batch_decode skip_special_tokens handling and empty-transcription generation after align_special_tokens are distinct bugs." + }, + { + "left": "issue:42915", + "right": "issue:44530", + "accept": false, + "reason": "Qwen3Moe FP8 config failure and Qwen3.5 PagedAttentionCache invalid group type are different model/runtime failures." + }, + { + "left": "issue:43541", + "right": "issue:45084", + "accept": false, + "reason": "Grouped_mm tracing failure in Mixtral and template-node compilation failure are unrelated compile-time issues." + }, + { + "left": "issue:44451", + "right": "issue:44987", + "accept": false, + "reason": "Both are model-loading regressions, but they concern different models and likely different loader paths." + }, + { + "left": "issue:43644", + "right": "issue:43646", + "accept": false, + "reason": "Non-persistent buffer initialization corruption and custom model initialization breakage are related only by the v5 release, not the same bug." + }, + { + "left": "issue:44464", + "right": "issue:45987", + "accept": false, + "reason": "Chunked generation inconsistency under compiled forward and StaticCache.get_seq_length returning a tensor are different generation/cache issues." + }, + { + "left": "issue:43452", + "right": "issue:43482", + "accept": false, + "reason": "gguf_file argument breakage in from_pretrained APIs and Qwen2.5-GGUF loading failure are separate GGUF-related regressions." + }, + { + "left": "issue:36032", + "right": "issue:43645", + "accept": false, + "reason": "Tokenizer special-token method conflict and Jupyter custom model initialization breakage are unrelated." + }, + { + "left": "issue:44849", + "right": "issue:45325", + "accept": false, + "reason": "Qwen3.5 hidden-state bug and Qwen2.5-VL rope index scaling bug are different model-specific failures." + }, + { + "left": "issue:43317", + "right": "issue:43482", + "accept": false, + "reason": "Dequantized model loading with device_map auto/offload and Qwen2.5-GGUF loading failure are different loading scenarios." + }, + { + "left": "issue:44987", + "right": "issue:44991", + "accept": false, + "reason": "Both are versioned loading failures, but they hit different models and do not indicate the same code-path problem." + }, + { + "left": "issue:43883", + "right": "issue:44991", + "accept": false, + "reason": "Molmo tied-weights attribute failure and tokenizer loading failure for a different model are unrelated." + }, + { + "left": "issue:45084", + "right": "issue:45507", + "accept": false, + "reason": "Template compilation TypeError and GraniteMoEHybrid invalid method call are separate issues." + }, + { + "left": "issue:43262", + "right": "issue:43377", + "accept": false, + "reason": "Audio chat-template sampling-rate default and MIMI batched-vs-single padding-mask mismatch are different audio bugs." + }, + { + "left": "issue:43089", + "right": "issue:45987", + "accept": false, + "reason": "Generation GPU-sync overhead and StaticCache seq-length return type are not the same defect." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 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-10000-427", + "nodes": [ + "issue:33666", + "issue:36032", + "issue:40444", + "issue:40990", + "issue:41553", + "issue:41720", + "issue:42915", + "issue:43296", + "issue:43322", + "issue:43377", + "issue:43404", + "issue:43425", + "issue:43531", + "issue:43540", + "issue:43582", + "issue:43611", + "issue:43632", + "issue:43645", + "issue:43646", + "issue:43742", + "issue:43792", + "issue:43819", + "issue:43994", + "issue:44062", + "issue:44079", + "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:45020", + "issue:45081", + "issue:45084", + "issue:45127", + "issue:45216", + "issue:45325", + "issue:45357", + "issue:45663" + ], + "soft_pairs": [ + "issue:43645|issue:44534", + "issue:43646|issue:44534", + "issue:43322|issue:43540", + "issue:43404|issue:44466", + "issue:43994|issue:44610", + "issue:44403|issue:45081", + "issue:42915|issue:45084", + "issue:43377|issue:43819", + "issue:44265|issue:44610", + "issue:44451|issue:45081", + "issue:44987|issue:45081", + "issue:44220|issue:44683", + "issue:42915|issue:44291", + "issue:45216|issue:45357", + "issue:43632|issue:44756", + "issue:44062|issue:44987", + "issue:36032|issue:43742", + "issue:44479|issue:45325", + "issue:42915|issue:44589", + "issue:43404|issue:45127", + "issue:40444|issue:45325", + "issue:43296|issue:43531", + "issue:36032|issue:41720", + "issue:43611|issue:44534", + "issue:43531|issue:44877", + "issue:43425|issue:44403", + "issue:40990|issue:44811", + "issue:43632|issue:44534", + "issue:41553|issue:43582", + "issue:44079|issue:45663", + "issue:33666|issue:40444", + "issue:43792|issue:44589", + "issue:44683|issue:45020" + ], + "prepared_review_unit_hash": "5cbb1dff378c8a9ed8f7a39c263b785c314bc387dab318e3fc4acc1045900ed3", + "component_budget": { + "node_count": 427, + "item_count": 427, + "soft_pair_count": 1576, + "serialized_chars": 816182, + "estimated_input_tokens": 204046, + "estimated_eval_tokens": 408348 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 33, + "serialized_chars": 37471, + "estimated_input_tokens": 9368, + "estimated_eval_tokens": 18992 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The cluster is mostly a loose collection of model-specific regressions and a few broad Transformers v5 compatibility reports. The soft edges are all superficial similarities rather than the same underlying bug, so none should be merged as duplicates. No pull requests are present.", + "confidence": 0.91, + "canonical_issue_reason": "Issue 45020 is the best umbrella candidate: it is the broadest report in the set and explicitly covers recent-version loading breakages involving remote_code, which makes it the closest canonical anchor among these heterogeneous issues.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 45020 is the most representative global issue because it is broad enough to subsume related v5/regression reports, even though many of the others are distinct model-specific failures.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43645", + "right": "issue:44534", + "accept": false, + "reason": "Different failure modes: notebook/custom-model initialization vs non-persistent buffer corruption." + }, + { + "left": "issue:43646", + "right": "issue:44534", + "accept": false, + "reason": "Both are v5 regressions, but one is custom model init and the other is buffer state handling; not the same bug." + }, + { + "left": "issue:43322", + "right": "issue:43540", + "accept": false, + "reason": "Different model families and symptoms: Llava Next segfault vs Qwen3OmniMoe video-processing ValueError." + }, + { + "left": "issue:43404", + "right": "issue:44466", + "accept": false, + "reason": "Different scope: Mistral3 tied lm_head weights vs generic v5 save_pretrained serialization inconsistency." + }, + { + "left": "issue:43994", + "right": "issue:44610", + "accept": false, + "reason": "Unrelated models and APIs: siglip2 inference/pipeline output quality vs OmDet-Turbo processor image-size mismatch." + }, + { + "left": "issue:44403", + "right": "issue:45081", + "accept": false, + "reason": "Generic loading noise vs a specific Mistral tokenizer regex crash; not the same code path." + }, + { + "left": "issue:42915", + "right": "issue:45084", + "accept": false, + "reason": "Qwen3MoE FP8 failure and non-template-node compile error are different subsystems." + }, + { + "left": "issue:43377", + "right": "issue:43819", + "accept": false, + "reason": "Both involve audio/audio-codec areas, but one is padding-mask batching and the other is DAC STE mismatch; distinct bugs." + }, + { + "left": "issue:44265", + "right": "issue:44610", + "accept": false, + "reason": "Different features: torch.export/torch_compilable_check vs image preprocessing size expectations." + }, + { + "left": "issue:44451", + "right": "issue:45081", + "accept": false, + "reason": "Different model and stack: ScandiBERT load failure vs Mistral tokenizer backend tokenization crash." + }, + { + "left": "issue:44987", + "right": "issue:45081", + "accept": false, + "reason": "Different regression classes: model loading on transformers>=5.1 vs tokenizer regex patching for Mistral." + }, + { + "left": "issue:44220", + "right": "issue:44683", + "accept": false, + "reason": "Audio feature extraction bug is unrelated to compiled flex_attention on newer torch versions." + }, + { + "left": "issue:42915", + "right": "issue:44291", + "accept": false, + "reason": "Different root causes: Qwen3MoE FP8 config failure vs init_empty_weights/_is_hf_initialized argument handling." + }, + { + "left": "issue:45216", + "right": "issue:45357", + "accept": false, + "reason": "Related model family, but different regression points: save_pretrained checkpoint correctness vs visual encoder key serialization." + }, + { + "left": "issue:43632", + "right": "issue:44756", + "accept": false, + "reason": "_is_hf_initialized breakage is unrelated to mmap/Strix Halo OOM behavior." + }, + { + "left": "issue:44062", + "right": "issue:44987", + "accept": false, + "reason": "Tokenizer AddedToken special-argument conflict is a different bug from loading physical-intelligence/fast." + }, + { + "left": "issue:36032", + "right": "issue:43742", + "accept": false, + "reason": "T5 tokenizer constructor conflict and MobileLLM key error are unrelated loading issues." + }, + { + "left": "issue:44479", + "right": "issue:45325", + "accept": false, + "reason": "Both are Qwen VL regressions, but one is general video-input breakage and the other is rope-index scaling for still images." + }, + { + "left": "issue:42915", + "right": "issue:44589", + "accept": false, + "reason": "Different failure domains: Qwen3MoE FP8 config vs missing Float8 storage type." + }, + { + "left": "issue:43404", + "right": "issue:45127", + "accept": false, + "reason": "Tied lm_head weights in Mistral3 is not the same as LoRA merge collapse with extended vocabulary." + }, + { + "left": "issue:40444", + "right": "issue:45325", + "accept": false, + "reason": "IterableDataset multi-image finetuning failure is separate from Qwen2.5-VL still-image temporal position-id scaling." + }, + { + "left": "issue:43296", + "right": "issue:43531", + "accept": false, + "reason": "PaddleOCR-VL load failure in vLLM is unrelated to Qwen3-MoE sliding_window behavior." + }, + { + "left": "issue:36032", + "right": "issue:41720", + "accept": false, + "reason": "Tokenizer load conflict and Qwen3 auto device mapping cudaErrorAssert are different problems." + }, + { + "left": "issue:43611", + "right": "issue:44534", + "accept": false, + "reason": "base_model_prefix loading breakage and non-persistent buffer junk are different v5 regressions." + }, + { + "left": "issue:43531", + "right": "issue:44877", + "accept": false, + "reason": "Sliding_window handling in Qwen3-MoE is unrelated to strict config blocking granite_speech loading." + }, + { + "left": "issue:43425", + "right": "issue:44403", + "accept": false, + "reason": "Torch version compatibility issue is not the same as generic transformer loading noise." + }, + { + "left": "issue:40990", + "right": "issue:44811", + "accept": false, + "reason": "High perplexity on GPT-OSS is unrelated to Whisper batch_decode skip_special_tokens handling." + }, + { + "left": "issue:43632", + "right": "issue:44534", + "accept": false, + "reason": "They are both v5-related, but one is _is_hf_initialized and the other is buffer initialization; no shared code path." + }, + { + "left": "issue:41553", + "right": "issue:43582", + "accept": false, + "reason": "Bad AutoTokenizer error for Voxtral and AppleSilicon TypeError in caching_allocator_warmup are unrelated." + }, + { + "left": "issue:44079", + "right": "issue:45663", + "accept": false, + "reason": "ModelOutput key assignment and Gemma4 FSDP2 shared_kv_states KeyError are different mechanisms." + }, + { + "left": "issue:33666", + "right": "issue:40444", + "accept": false, + "reason": "Qwen2-VL multi-GPU training and Qwen2.5-VL iterable multi-image finetuning are different training bugs." + }, + { + "left": "issue:43792", + "right": "issue:44589", + "accept": false, + "reason": "Whisper runtime failure and missing Float8 storage object are unrelated." + }, + { + "left": "issue:44683", + "right": "issue:45020", + "accept": false, + "reason": "Compiled flex_attention on torch>=2.9 is a torch backend compatibility issue, not the remote_code loading regressions tracked by 45020." + } + ] + }, + "evaluator_result": 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": 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-10000-427", + "nodes": [ + "issue:35707", + "issue:40444", + "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:43611", + "issue:43632", + "issue:43644", + "issue:43646", + "issue:43749", + "issue:43792", + "issue:43818", + "issue:43856", + "issue:43957", + "issue:43994", + "issue:44079", + "issue:44265", + "issue:44291", + "issue:44403", + "issue:44462", + "issue:44466", + "issue:44534", + "issue:44568", + "issue:44589", + "issue:44829", + "issue:44898", + "issue:44991", + "issue:45072", + "issue:45081", + "issue:45325", + "issue:45357", + "issue:45381", + "issue:45479", + "issue:45491", + "issue:45538", + "issue:45542", + "issue:45812", + "issue:45834", + "issue:45923" + ], + "soft_pairs": [ + "issue:43421|issue:44568", + "issue:44403|issue:44991", + "issue:35707|issue:40444", + "issue:43381|issue:45923", + "issue:44462|issue:45812", + "issue:42175|issue:45542", + "issue:43317|issue:43856", + "issue:44829|issue:45479", + "issue:43482|issue:45538", + "issue:44291|issue:44589", + "issue:44079|issue:44534", + "issue:43482|issue:43525", + "issue:43818|issue:45357", + "issue:43377|issue:45491", + "issue:40444|issue:45381", + "issue:41720|issue:45081", + "issue:43531|issue:44291", + "issue:43749|issue:44079", + "issue:44265|issue:45072", + "issue:43644|issue:44079", + "issue:45325|issue:45381", + "issue:43632|issue:45072", + "issue:42175|issue:43296", + "issue:43611|issue:43646", + "issue:43994|issue:44898", + "issue:45325|issue:45834", + "issue:43792|issue:43957", + "issue:43454|issue:44466", + "issue:42915|issue:43482" + ], + "prepared_review_unit_hash": "f7a95ba0ac21acc6ff840648984d710722ceeed994c82360eefae0251c23d0b7", + "component_budget": { + "node_count": 427, + "item_count": 427, + "soft_pair_count": 1576, + "serialized_chars": 816182, + "estimated_input_tokens": 204046, + "estimated_eval_tokens": 408348 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 29, + "serialized_chars": 36689, + "estimated_input_tokens": 9173, + "estimated_eval_tokens": 18602 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The cluster still centers on Transformers v5 loading/init regressions, with issue 43611 the best anchor, but the soft-edge evidence is too thin to merge any of the candidate pairs as duplicates.", + "confidence": 0.69, + "canonical_issue_reason": "Issue 43611 is the clearest representative of the cluster: a concrete Transformers v5 model-loading/init regression with broad impact across related failures.", + "canonical_pr_reason": null, + "best_issue_reason": "43611 is the best single issue anchor because it is broad, concrete, and captures the main v5 loading/init regression theme better than the narrower model-specific reports.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43421", + "right": "issue:44568", + "accept": false, + "reason": "Both are tokenizer-related, but one is runtime special-token/post-processor updates and the other is a specific tokenizer add_special_tokens regression; not the same concrete bug." + }, + { + "left": "issue:44403", + "right": "issue:44991", + "accept": false, + "reason": "Loading-noise/reporting behavior vs a tokenizer-loading failure for a specific model repo; unrelated code paths." + }, + { + "left": "issue:35707", + "right": "issue:40444", + "accept": false, + "reason": "Progressive generation with inputs_embeds/past_key_values is different from VL fine-tuning with multiple images per prompt." + }, + { + "left": "issue:43381", + "right": "issue:45923", + "accept": false, + "reason": "Eval-mode gradient checkpointing behavior is separate from a missing supports_gradient_checkpointing flag on a trust_remote_code model." + }, + { + "left": "issue:44462", + "right": "issue:45812", + "accept": false, + "reason": "Both mention tokenizer handling, but one is ignoring tokenizer.json and the other is a Granite token-ID regression; too broad to call identical." + }, + { + "left": "issue:42175", + "right": "issue:45542", + "accept": false, + "reason": "Packaging/backend installation issues are different from a runtime undefined tf backend error." + }, + { + "left": "issue:43317", + "right": "issue:43856", + "accept": false, + "reason": "Device-map/offload loading failure and Qwen3 MoE training memory usage are different problems." + }, + { + "left": "issue:44829", + "right": "issue:45479", + "accept": false, + "reason": "Flash-attention training degeneration and num_labels=1 zero-loss classification are not the same bug." + }, + { + "left": "issue:43482", + "right": "issue:45538", + "accept": false, + "reason": "GGUF loading failure and CLIPTokenizer model_max_length behavior are unrelated." + }, + { + "left": "issue:44291", + "right": "issue:44589", + "accept": false, + "reason": "Unexpected _is_hf_initialized argument handling and missing Float8 storage lookup are different failure modes." + }, + { + "left": "issue:44079", + "right": "issue:44534", + "accept": false, + "reason": "ModelOutput key assignment and non-persistent buffer initialization are different code paths." + }, + { + "left": "issue:43482", + "right": "issue:43525", + "accept": false, + "reason": "GGUF loading and missing pad_token_id on Llama4Config are unrelated." + }, + { + "left": "issue:43818", + "right": "issue:45357", + "accept": false, + "reason": "Video-LLaVA tower weight/temporal-attention issues are unrelated to Qwen3.5 visual encoder key serialization." + }, + { + "left": "issue:43377", + "right": "issue:45491", + "accept": false, + "reason": "Batch-vs-single padding-mask mismatch is different from Gemma3 NaNs caused by all-padding sliding windows." + }, + { + "left": "issue:40444", + "right": "issue:45381", + "accept": false, + "reason": "Multi-image prompt finetuning failure is unrelated to Qwen2.5-VL video vision_position_ids." + }, + { + "left": "issue:41720", + "right": "issue:45081", + "accept": false, + "reason": "Qwen3 auto device mapping assert and Mistral tokenizer regex crash are different subsystems." + }, + { + "left": "issue:43531", + "right": "issue:44291", + "accept": false, + "reason": "Qwen3-MoE sliding_window behavior is not the same as the meta-init _is_hf_initialized argument issue." + }, + { + "left": "issue:43749", + "right": "issue:44079", + "accept": false, + "reason": "FSDP RAM-efficient loading and ModelOutput key bookkeeping are unrelated." + }, + { + "left": "issue:44265", + "right": "issue:45072", + "accept": false, + "reason": "torch.export/check compatibility and bfloat16 dtype mismatches are different problems." + }, + { + "left": "issue:43644", + "right": "issue:44079", + "accept": false, + "reason": "Non-persistent buffer junk fill is separate from ModelOutput key assignment." + }, + { + "left": "issue:45325", + "right": "issue:45381", + "accept": false, + "reason": "Both are Qwen2.5-VL position-id bugs, but one is still-image temporal scaling and the other is video input position IDs; the packet doesn't show a single concrete shared defect." + }, + { + "left": "issue:43632", + "right": "issue:45072", + "accept": false, + "reason": "_is_hf_initialized breakage and dtype mismatch inference are different v5 regressions." + }, + { + "left": "issue:42175", + "right": "issue:43296", + "accept": false, + "reason": "Missing TensorFlow backend after pip install and PaddleOCR-VL load failure are distinct issues." + }, + { + "left": "issue:43611", + "right": "issue:43646", + "accept": false, + "reason": "Both are broad v5 loading/init regressions, but the titles point to different failure surfaces rather than one merged bug." + }, + { + "left": "issue:43994", + "right": "issue:44898", + "accept": false, + "reason": "Different vision-model failures with no clear shared code path." + }, + { + "left": "issue:45325", + "right": "issue:45834", + "accept": false, + "reason": "Same model family, but position-id scaling and long OCR index error are different bugs." + }, + { + "left": "issue:43792", + "right": "issue:43957", + "accept": false, + "reason": "Meta-device loading regressions are related thematically, but init_empty_weights/_is_hf_initialized and torch.device(\"meta\") breakage are not shown to be the same concrete bug." + }, + { + "left": "issue:43454", + "right": "issue:44466", + "accept": false, + "reason": "Missing lm_head tying and device-dependent serialization of tied weights are different tied-weight failures." + }, + { + "left": "issue:42915", + "right": "issue:43482", + "accept": false, + "reason": "Qwen3Moe FP8 config failure and Qwen2.5-GGUF loading failure are unrelated." + } + ] + }, + "evaluator_result": { + "accept": false, + "feedback": "The overall cluster summary is grounded, but the soft-edge judgments are not conservative enough. In particular, the accepted pairs (43421\u219444568, 44462\u219445812, 43792\u219443957) are supported only at a broad thematic level from the titles; the packet does not justify treating them as the same concrete bug. The other verdicts are mostly careful, but because a few accept=true calls overstate evidence, I\u2019d reject this review." + }, + "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": 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-10000-427", + "nodes": [ + "issue:34634", + "issue:35707", + "issue:39692", + "issue:40444", + "issue:40990", + "issue:41720", + "issue:42947", + "issue:43257", + "issue:43262", + "issue:43296", + "issue:43317", + "issue:43322", + "issue:43377", + "issue:43454", + "issue:43526", + "issue:43550", + "issue:43572", + "issue:43606", + "issue:43701", + "issue:43720", + "issue:43746", + "issue:43819", + "issue:43873", + "issue:43881", + "issue:43883", + "issue:44186", + "issue:44265", + "issue:44291", + "issue:44387", + "issue:44479", + "issue:44488", + "issue:44568", + "issue:44610", + "issue:44617", + "issue:44877", + "issue:44898", + "issue:44991", + "issue:45072", + "issue:45325", + "issue:45584", + "issue:45701", + "issue:45759", + "issue:45800", + "issue:45823", + "issue:45920", + "issue:45923", + "issue:46050" + ], + "soft_pairs": [ + "issue:44387|issue:44617", + "issue:43296|issue:45800", + "issue:43701|issue:45325", + "issue:44479|issue:45823", + "issue:43881|issue:44488", + "issue:43606|issue:44265", + "issue:44291|issue:44877", + "issue:43262|issue:43746", + "issue:43873|issue:45701", + "issue:34634|issue:35707", + "issue:40990|issue:45584", + "issue:44568|issue:45920", + "issue:35707|issue:41720", + "issue:44186|issue:44265", + "issue:43606|issue:43819", + "issue:41720|issue:45823", + "issue:43454|issue:43550", + "issue:39692|issue:40444", + "issue:43377|issue:44610", + "issue:43454|issue:45072", + "issue:43317|issue:43873", + "issue:43572|issue:45759", + "issue:43257|issue:45923", + "issue:43377|issue:44898", + "issue:40990|issue:42947", + "issue:43322|issue:46050", + "issue:43526|issue:43883", + "issue:43454|issue:43720", + "issue:41720|issue:43322", + "issue:43881|issue:44991" + ], + "prepared_review_unit_hash": "8fe5a8e942d7ba43a26f53d8e32550bc9245a3ae19285c413bc4605e9285b4b7", + "component_budget": { + "node_count": 427, + "item_count": 427, + "soft_pair_count": 1576, + "serialized_chars": 816182, + "estimated_input_tokens": 204046, + "estimated_eval_tokens": 408348 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 30, + "serialized_chars": 36267, + "estimated_input_tokens": 9067, + "estimated_eval_tokens": 18390 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This set is mostly a heterogeneous grab bag of unrelated bugs across loading, quantization, tokenization, multimodal processors, and device placement. I don\u2019t see any pair that clearly describes the same underlying fix, so none of the soft edges should be merged.", + "confidence": 0.96, + "canonical_issue_reason": "Issue 43873 is the broadest and most referenced report, so it is the closest thing to a cluster hub; however, the overall set is too diverse to treat it as a true canonical duplicate anchor.", + "canonical_pr_reason": null, + "best_issue_reason": "43873 is the best representative by scope and inbound references, but it should be viewed as a broad related report rather than a real duplicate target.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44387", + "right": "issue:44617", + "accept": false, + "reason": "Both mention OOM, but one is int4 quantization memory growth and the other is a specific video-model CUDA OOM; different failure modes." + }, + { + "left": "issue:43296", + "right": "issue:45800", + "accept": false, + "reason": "PaddleOCR-VL loading in vLLM and a torch/transformers compatibility issue are different problems with different roots." + }, + { + "left": "issue:43701", + "right": "issue:45325", + "accept": false, + "reason": "Checkpoint key mismatch is unrelated to the Qwen2.5-VL rope index temporal-position bug." + }, + { + "left": "issue:44479", + "right": "issue:45823", + "accept": false, + "reason": "A video-input regression in Qwen-family models is not the same as a Gemma4 PLE device-mismatch forward pass issue." + }, + { + "left": "issue:43881", + "right": "issue:44488", + "accept": false, + "reason": "Both are loading failures, but they involve different models and no shared concrete code path is evident." + }, + { + "left": "issue:43606", + "right": "issue:44265", + "accept": false, + "reason": "CPU offload device mismatch for Bark-small is unrelated to torch.export failures involving torch_compilable_check." + }, + { + "left": "issue:44291", + "right": "issue:44877", + "accept": false, + "reason": "The init_empty_weights argument error and the strict-config granite_speech loading problem are distinct loader/config issues." + }, + { + "left": "issue:43262", + "right": "issue:43746", + "accept": false, + "reason": "Audio chat-template sample-rate handling is unrelated to PEFT adapter checkpoint loading." + }, + { + "left": "issue:43873", + "right": "issue:45701", + "accept": false, + "reason": "Quantization/offloading behavior and tokenizer changes are different subsystems and different bugs." + }, + { + "left": "issue:34634", + "right": "issue:35707", + "accept": false, + "reason": "BarkProcessor voice_preset and progressive generation with inputs_embeds/past_key_values are unrelated." + }, + { + "left": "issue:40990", + "right": "issue:45584", + "accept": false, + "reason": "High perplexity on GPT-OSS and Whisper empty-transcription generation failure are not the same bug." + }, + { + "left": "issue:44568", + "right": "issue:45920", + "accept": false, + "reason": "Both are tokenizer regressions, but one is a specific special-token omission and the other is a broader wrong-token-IDs report across many models." + }, + { + "left": "issue:35707", + "right": "issue:41720", + "accept": false, + "reason": "Progressive generation with past_key_values is unrelated to a Qwen3 auto device-map CUDA assert." + }, + { + "left": "issue:44186", + "right": "issue:44265", + "accept": false, + "reason": "Tokenizer crashes on NER/padding are unrelated to export failures with torch_compilable_check." + }, + { + "left": "issue:43606", + "right": "issue:43819", + "accept": false, + "reason": "A device mismatch under CPU offload is not the same as DAC.from_latents diverging from forward due to missing STE." + }, + { + "left": "issue:41720", + "right": "issue:45823", + "accept": false, + "reason": "Both involve device_map=auto, but the affected models and concrete failures differ enough that they are not the same bug." + }, + { + "left": "issue:43454", + "right": "issue:43550", + "accept": false, + "reason": "Weight-tying for AyaVision and torch.compile SDPA issues in Bamba are unrelated." + }, + { + "left": "issue:39692", + "right": "issue:40444", + "accept": false, + "reason": "A SigLIP2 doc example mismatch/quantization issue is unrelated to Qwen2.5-VL multi-image dataset finetuning failures." + }, + { + "left": "issue:43377", + "right": "issue:44610", + "accept": false, + "reason": "MIMI encoder padding-mask behavior and OmDet-Turbo processor size mismatch are different code paths." + }, + { + "left": "issue:43454", + "right": "issue:45072", + "accept": false, + "reason": "AyaVision lm_head tying and bfloat16 dtype mismatches in SwitchTransformers/TimmWrapperModel are not the same underlying issue." + }, + { + "left": "issue:43317", + "right": "issue:43873", + "accept": false, + "reason": "They are both offload/quantization-adjacent, but one is dequantized model loading with device_map=auto and the other is a broader offloading regression report." + }, + { + "left": "issue:43572", + "right": "issue:45759", + "accept": false, + "reason": "Missing pad_token_idx in StableLmConfig is unrelated to unwrapping text_config in composite Qwen multimodal configs." + }, + { + "left": "issue:43257", + "right": "issue:45923", + "accept": false, + "reason": "Qwen3 MoE weight conversion under accelerate+deepspeed and a missing gradient-checkpointing flag are different issues." + }, + { + "left": "issue:43377", + "right": "issue:44898", + "accept": false, + "reason": "A batched-vs-single padding-mask bug in MIMI has nothing to do with Perceiver non-default-resolution image classification." + }, + { + "left": "issue:40990", + "right": "issue:42947", + "accept": false, + "reason": "Perplexity on WikiText-2 and ineffective gradient checkpointing with LoRA are unrelated." + }, + { + "left": "issue:43322", + "right": "issue:46050", + "accept": false, + "reason": "Llava Next loading segfaults and sinq quantized save/load breakage are different failure classes." + }, + { + "left": "issue:43526", + "right": "issue:43883", + "accept": false, + "reason": "BeitImageProcessorFast label reduction and Molmo tied-weights attribute errors are unrelated." + }, + { + "left": "issue:43454", + "right": "issue:43720", + "accept": false, + "reason": "AyaVision weight tying and BitNet packed-weight unpacking during accelerate loading are different bugs." + }, + { + "left": "issue:41720", + "right": "issue:43322", + "accept": false, + "reason": "Both are multimodal/model-loading failures, but they affect different models and symptoms; too broad to merge." + }, + { + "left": "issue:43881", + "right": "issue:44991", + "accept": false, + "reason": "A glm-4v-9b load failure is unrelated to tokenizer loading for EMBEDDIA/est-roberta." + } + ] + }, + "evaluator_result": 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-10000-427", + "nodes": [ + "issue:36010", + "issue:36331", + "issue:40990", + "issue:41720", + "issue:42617", + "issue:42915", + "issue:43295", + "issue:43296", + "issue:43317", + "issue:43404", + "issue:43450", + "issue:43526", + "issue:43550", + "issue:43577", + "issue:43606", + "issue:43708", + "issue:43720", + "issue:43749", + "issue:43873", + "issue:43881", + "issue:44008", + "issue:44186", + "issue:44387", + "issue:44423", + "issue:44466", + "issue:44479", + "issue:44534", + "issue:44610", + "issue:44671", + "issue:44743", + "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" + ], + "soft_pairs": [ + "issue:43749|issue:44534", + "issue:43296|issue:44991", + "issue:44466|issue:45357", + "issue:41720|issue:44977", + "issue:42617|issue:42915", + "issue:40990|issue:45701", + "issue:44008|issue:45823", + "issue:44387|issue:45704", + "issue:44186|issue:45072", + "issue:43404|issue:45357", + "issue:36331|issue:42617", + "issue:43577|issue:43708", + "issue:43873|issue:44756", + "issue:36331|issue:42915", + "issue:44877|issue:44991", + "issue:43550|issue:43720", + "issue:43450|issue:45701", + "issue:44423|issue:45406", + "issue:45632|issue:45684", + "issue:41720|issue:42617", + "issue:44610|issue:44898", + "issue:44479|issue:44918", + "issue:43550|issue:43606", + "issue:44186|issue:44610", + "issue:42915|issue:43317", + "issue:43295|issue:45701", + "issue:43526|issue:43881", + "issue:41720|issue:45161", + "issue:44671|issue:44743", + "issue:36010|issue:42617", + "issue:45081|issue:45812" + ], + "prepared_review_unit_hash": "e8c260a028022adacac71ca8ebb87c49035e0a23492c19eaaf9b25bd22410f6f", + "component_budget": { + "node_count": 427, + "item_count": 427, + "soft_pair_count": 1576, + "serialized_chars": 816182, + "estimated_input_tokens": 204046, + "estimated_eval_tokens": 408348 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 31, + "serialized_chars": 36659, + "estimated_input_tokens": 9165, + "estimated_eval_tokens": 18586 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "These items are mostly distinct Transformers bug reports that only loosely resemble each other by subsystem or symptom. I do not see a true duplicate cluster; the closest umbrella is the open offloading/quantization report, but the soft pairs are not mergeable as duplicates.", + "confidence": 0.87, + "canonical_issue_reason": "No exact duplicate center emerges; issue 43873 is the closest umbrella because it is open, active, and covers offloading/quantization behavior that overlaps the most with the nearby loading/offload reports.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 43873 is the best cluster anchor by scope and activity, but it is still not a duplicate of the others; the rest are mostly model-, tokenizer-, or API-specific regressions.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43749", + "right": "issue:44534", + "accept": false, + "reason": "Both are runtime/loading regressions, but one is CPU-efficient loading broken and the other is non-persistent buffer initialization junk; different code paths and root causes." + }, + { + "left": "issue:43296", + "right": "issue:44991", + "accept": false, + "reason": "Both involve loading failures, but one is a vLLM/PaddleOCR-VL model load issue and the other is a tokenizer-loading regression for est-roberta; not the same bug." + }, + { + "left": "issue:44466", + "right": "issue:45357", + "accept": false, + "reason": "Both touch save_pretrained serialization, but one is tied lm_head weight serialization and the other is incorrect visual-encoder keys; too different to merge." + }, + { + "left": "issue:41720", + "right": "issue:44977", + "accept": false, + "reason": "Different failures: auto device mapping on Qwen3 versus flash-attention generation on Qwen3.5; not the same concrete code path." + }, + { + "left": "issue:42617", + "right": "issue:42915", + "accept": false, + "reason": "A 3d_parallel script failure and a Qwen3Moe FineGrainedFP8Config failure are unrelated beyond both being training/runtime problems." + }, + { + "left": "issue:40990", + "right": "issue:45701", + "accept": false, + "reason": "Perplexity on WikiText-2 and a tokenization-version change are related only broadly; the reports do not describe the same underlying defect." + }, + { + "left": "issue:44008", + "right": "issue:45823", + "accept": false, + "reason": "Different models and different bugs: Gemma3n variable-name collision versus Gemma4 PLE device mismatch." + }, + { + "left": "issue:44387", + "right": "issue:45704", + "accept": false, + "reason": "Both are memory-related, but one is int4 quantization reserved-memory growth and the other is an apex RMSNorm leak; distinct causes." + }, + { + "left": "issue:44186", + "right": "issue:45072", + "accept": false, + "reason": "Tokenizer batching/truncation crashes and bfloat16 dtype mismatches are unrelated failures in different parts of the stack." + }, + { + "left": "issue:43404", + "right": "issue:45357", + "accept": false, + "reason": "One is an lm_head tying bug in Mistral3ForConditionalGeneration, the other is save_pretrained writing wrong visual-encoder keys; not the same issue." + }, + { + "left": "issue:36331", + "right": "issue:42617", + "accept": false, + "reason": "CustomTrainer.compute_loss signature breakage and a 3d_parallel script failure are unrelated." + }, + { + "left": "issue:43577", + "right": "issue:43708", + "accept": false, + "reason": "Blip2 dtype loading mismatch and Trainer max_steps miscalculation on resume are separate bugs with no shared code path." + }, + { + "left": "issue:43873", + "right": "issue:44756", + "accept": false, + "reason": "Both mention offloading/memory, but 43873 is quantization/offload behavior while 44756 is mmap-related OOM on Strix Halo; not the same defect." + }, + { + "left": "issue:36331", + "right": "issue:42915", + "accept": false, + "reason": "A trainer API regression and a Qwen3Moe FP8 loading/config bug are unrelated." + }, + { + "left": "issue:44877", + "right": "issue:44991", + "accept": false, + "reason": "Strict config loading for granite_speech and tokenizer loading for est-roberta are different failure modes." + }, + { + "left": "issue:43550", + "right": "issue:43720", + "accept": false, + "reason": "torch.compile with SDPA on Bamba is a different code path from packed-weight unpacking during accelerate loading for BitNet." + }, + { + "left": "issue:43450", + "right": "issue:45701", + "accept": false, + "reason": "Video batch-shape bugs and tokenization-version drift are unrelated." + }, + { + "left": "issue:44423", + "right": "issue:45406", + "accept": false, + "reason": "Both affect serve, but one is a continuous-batching multimodal crash from passing a string to .to(), and the other is Gemma4Processor missing _tokenizer; different bugs." + }, + { + "left": "issue:45632", + "right": "issue:45684", + "accept": false, + "reason": "A cache-path collision and permission propagation from save_pretrained are separate filesystem behaviors." + }, + { + "left": "issue:41720", + "right": "issue:42617", + "accept": false, + "reason": "Qwen3 auto device mapping asserts and 3d_parallel execution failure are not the same underlying issue." + }, + { + "left": "issue:44610", + "right": "issue:44898", + "accept": false, + "reason": "Both are processor/model input-size mismatches, but for different models and different preprocessing expectations; not mergeable as one bug." + }, + { + "left": "issue:44479", + "right": "issue:44918", + "accept": false, + "reason": "A v5 video-input regression for Qwen VL models and Qwen3.5 embedding unpacking with TRL SFT trainer are distinct multimodal/training problems." + }, + { + "left": "issue:43550", + "right": "issue:43606", + "accept": false, + "reason": "Both involve model execution under special loading/compile settings, but SDPA+torch.compile and CPU-offload device mismatch are different code paths." + }, + { + "left": "issue:44186", + "right": "issue:44610", + "accept": false, + "reason": "A tokenizer crash on NER/batched padding and an image processor size mismatch are unrelated." + }, + { + "left": "issue:42915", + "right": "issue:43317", + "accept": false, + "reason": "Qwen3Moe FineGrainedFP8Config failure and dequantized model loading with gpu+cpu offload are different quantization/offload bugs." + }, + { + "left": "issue:43295", + "right": "issue:45701", + "accept": false, + "reason": "A regression around processor.tokenizer access and a general tokenization-version change are not the same code-path bug." + }, + { + "left": "issue:43526", + "right": "issue:43881", + "accept": false, + "reason": "BeitImageProcessorFast label reduction and glm-4v-9b loading failure are unrelated." + }, + { + "left": "issue:41720", + "right": "issue:45161", + "accept": false, + "reason": "Qwen3 auto device mapping on A800 and GPT-OSS MoE tensor-parallel issues are separate parallelization failures." + }, + { + "left": "issue:44671", + "right": "issue:44743", + "accept": false, + "reason": "CamemBERT masked-LM prediction regression and Qwen3.5 recurrent-state reset are unrelated model-specific bugs." + }, + { + "left": "issue:36010", + "right": "issue:42617", + "accept": false, + "reason": "An ImportError for GenerationMixin and a 3d_parallel execution failure have no substantive overlap." + }, + { + "left": "issue:45081", + "right": "issue:45812", + "accept": false, + "reason": "Both are tokenizer-related, but one is a Mistral regex patch crash and the other is wrong token IDs for Granite models; different failures and 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": 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-10000-427", + "nodes": [ + "issue:29159", + "issue:30064", + "issue:33357", + "issue:34567", + "issue:34634", + "issue:35707", + "issue:36032", + "issue:36331", + "issue:41720", + "issue:42490", + "issue:42915", + "issue:43316", + "issue:43322", + "issue:43329", + "issue:43388", + "issue:43421", + "issue:43531", + "issue:43540", + "issue:43550", + "issue:43572", + "issue:43606", + "issue:43653", + "issue:43720", + "issue:43746", + "issue:43782", + "issue:43873", + "issue:43927", + "issue:44077", + "issue:44186", + "issue:44361", + "issue:44492", + "issue:44509", + "issue:44514", + "issue:44545", + "issue:44625", + "issue:44898", + "issue:44913", + "issue:45059", + "issue:45072", + "issue:45381", + "issue:45406", + "issue:45464", + "issue:45479", + "issue:45701", + "issue:45704", + "issue:45759", + "issue:45812", + "issue:45859" + ], + "soft_pairs": [ + "issue:43316|issue:44913", + "issue:43531|issue:43572", + "issue:43540|issue:43782", + "issue:42915|issue:43322", + "issue:43421|issue:45812", + "issue:44186|issue:44361", + "issue:36331|issue:41720", + "issue:43388|issue:45059", + "issue:29159|issue:36032", + "issue:45406|issue:45464", + "issue:33357|issue:35707", + "issue:30064|issue:34634", + "issue:41720|issue:43746", + "issue:43606|issue:43720", + "issue:43550|issue:43653", + "issue:43421|issue:45701", + "issue:43873|issue:45704", + "issue:44492|issue:44509", + "issue:43606|issue:43653", + "issue:34634|issue:41720", + "issue:42490|issue:43329", + "issue:43531|issue:45759", + "issue:34567|issue:35707", + "issue:44514|issue:44545", + "issue:44625|issue:45479", + "issue:43421|issue:43927", + "issue:44898|issue:45072", + "issue:43782|issue:45381", + "issue:44077|issue:44625", + "issue:45759|issue:45859" + ], + "prepared_review_unit_hash": "fa7595952a31bd266194a79e4240a8e7812b3e457c7dc21899291b6ca804acd5", + "component_budget": { + "node_count": 427, + "item_count": 427, + "soft_pair_count": 1576, + "serialized_chars": 816182, + "estimated_input_tokens": 204046, + "estimated_eval_tokens": 408348 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 30, + "serialized_chars": 36848, + "estimated_input_tokens": 9212, + "estimated_eval_tokens": 18680 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly heterogeneous: many issues share broad themes like tokenization, model loading, or multimodal processors, but they are not the same underlying bug. The only clear duplicate-like pair is the Qwen2_5_VLProcessor batched padding=False crash.", + "confidence": 0.84, + "canonical_issue_reason": "Issue 44545 is the best canonical issue because it matches 44514 exactly on the same Qwen2_5_VLProcessor batched-input padding=False crash and has slightly stronger reference signal.", + "canonical_pr_reason": null, + "best_issue_reason": "44545 is the strongest representative in the set: it is the only exact duplicate pair and appears to be the more canonical report of that bug.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43316", + "right": "issue:44913", + "accept": false, + "reason": "Both are config-related, but one is Gemma3TextConfig API mismatch and the other is GPTNeoXConfig rotary_pct reload behavior; different bugs." + }, + { + "left": "issue:43531", + "right": "issue:43572", + "accept": false, + "reason": "Different models and fields: Qwen3-MoE sliding_window vs StableLmConfig pad_token_idx after v5 update." + }, + { + "left": "issue:43540", + "right": "issue:43782", + "accept": false, + "reason": "Both are Qwen multimodal failures, but one is video-input processing and the other is from_pretrained weight_only loading; not the same code path." + }, + { + "left": "issue:42915", + "right": "issue:43322", + "accept": false, + "reason": "Qwen3Moe FP8 config failure and Llava Next segmentation fault are unrelated loading/runtime problems." + }, + { + "left": "issue:43421", + "right": "issue:45812", + "accept": false, + "reason": "Both involve tokenizers, but runtime post-processor updates and wrong Granite token IDs are distinct bugs." + }, + { + "left": "issue:44186", + "right": "issue:44361", + "accept": false, + "reason": "Different tokenizer classes and failure modes: LayoutLMv2Tokenizer padding/truncation crash vs MLukeTokenizer AttributeError." + }, + { + "left": "issue:36331", + "right": "issue:41720", + "accept": false, + "reason": "Trainer compute_loss signature mismatch is unrelated to Qwen3 auto device mapping cudaErrorAssert." + }, + { + "left": "issue:43388", + "right": "issue:45059", + "accept": false, + "reason": "Metric gathering label truncation and SAM3 text/box behavior are unrelated." + }, + { + "left": "issue:29159", + "right": "issue:36032", + "accept": false, + "reason": "General slow/fast tokenizer inconsistency is not the same bug as T5 add_special_tokens name conflict." + }, + { + "left": "issue:45406", + "right": "issue:45464", + "accept": false, + "reason": "Gemma4Processor missing _tokenizer in serve is unrelated to Qwen3.5 streaming inference failures." + }, + { + "left": "issue:33357", + "right": "issue:35707", + "accept": false, + "reason": "MacOS CLIP bus error and progressive generation with inputs_embeds/past_key_values are different issues." + }, + { + "left": "issue:30064", + "right": "issue:34634", + "accept": false, + "reason": "Image processor void segmentation maps and BarkProcessor voice_preset are unrelated." + }, + { + "left": "issue:41720", + "right": "issue:43746", + "accept": false, + "reason": "Qwen3 auto device mapping cudaErrorAssert and GraniteSpeech PEFT local checkpoint loading are different bugs." + }, + { + "left": "issue:43606", + "right": "issue:43720", + "accept": false, + "reason": "CPU offload device mismatch for Bark-small is unrelated to BitNet packed-weight unpacking during accelerate loading." + }, + { + "left": "issue:43550", + "right": "issue:43653", + "accept": false, + "reason": "torch.compile/SDPA failure and tokenizer special-token registration are unrelated." + }, + { + "left": "issue:43421", + "right": "issue:45701", + "accept": false, + "reason": "A runtime post-processor update feature gap is not the same as a broad tokenization regression across versions." + }, + { + "left": "issue:43873", + "right": "issue:45704", + "accept": false, + "reason": "Quantization/offloading behavior and T5 RMSNorm memory leak are unrelated." + }, + { + "left": "issue:44492", + "right": "issue:44509", + "accept": false, + "reason": "A cache-strategy typo and outdated docs about removed pipeline tasks are not duplicates." + }, + { + "left": "issue:43606", + "right": "issue:43653", + "accept": false, + "reason": "Bark CPU offload mismatch and BigBirdTokenizer mask token registration are different bugs." + }, + { + "left": "issue:34634", + "right": "issue:41720", + "accept": false, + "reason": "BarkProcessor voice_preset and Qwen3 auto device mapping failures do not share the same underlying cause." + }, + { + "left": "issue:42490", + "right": "issue:43329", + "accept": false, + "reason": "Local path trailing-slash import warning and multimodal token counting video-branch bug are unrelated." + }, + { + "left": "issue:43531", + "right": "issue:45759", + "accept": false, + "reason": "Both touch Qwen3 configs, but sliding_window behavior and text_config unwrapping are different code paths." + }, + { + "left": "issue:34567", + "right": "issue:35707", + "accept": false, + "reason": "TrainerState token counting and progressive generation are unrelated." + }, + { + "left": "issue:44514", + "right": "issue:44545", + "accept": true, + "reason": "Exact same Qwen2_5_VLProcessor batched-input padding=False crash; this is a clear duplicate pair." + }, + { + "left": "issue:44625", + "right": "issue:45479", + "accept": false, + "reason": "Qwen3.5 num_labels propagation and zero-loss single-label classification are distinct sequence-classification issues." + }, + { + "left": "issue:43421", + "right": "issue:43927", + "accept": false, + "reason": "Runtime special-token post-processor syncing and DiaConfig token-ID loss after save/load are not the same bug." + }, + { + "left": "issue:44898", + "right": "issue:45072", + "accept": false, + "reason": "Perceiver interpolation failure and dtype mismatch in SwitchTransformers/TimmWrapperModel are unrelated." + }, + { + "left": "issue:43782", + "right": "issue:45381", + "accept": false, + "reason": "Qwen3VL weight_only loading and qwen2.5-vl video vision_position_ids are different multimodal bugs." + }, + { + "left": "issue:44077", + "right": "issue:44625", + "accept": false, + "reason": "PatchTSMixer post_init policy and Qwen3.5 num_labels propagation are unrelated config issues." + }, + { + "left": "issue:45759", + "right": "issue:45859", + "accept": false, + "reason": "Composite config unwrapping and CPU offload incompatibility in Qwen3_5MoeTextRotaryEmbedding are different problems." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "Grounded overall. The heterogeneous-cluster summary matches the packet, and the 44514/44545 pair is the only clearly duplicate-looking match by title/body. The other soft-edge rejections are conservative and consistent with the issue titles." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 17, + "review_unit_index": 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-10000-427", + "nodes": [ + "issue:30064", + "issue:36010", + "issue:39692", + "issue:40444", + "issue:41720", + "issue:42886", + "issue:43381", + "issue:43421", + "issue:43531", + "issue:43540", + "issue:43596", + "issue:43618", + "issue:43645", + "issue:43653", + "issue:43697", + "issue:43720", + "issue:43746", + "issue:43819", + "issue:43844", + "issue:43873", + "issue:43994", + "issue:44008", + "issue:44062", + "issue:44186", + "issue:44220", + "issue:44368", + "issue:44451", + "issue:44589", + "issue:44610", + "issue:44661", + "issue:44671", + "issue:44843", + "issue:44918", + "issue:44936", + "issue:44987", + "issue:44991", + "issue:45042", + "issue:45081", + "issue:45356", + "issue:45357", + "issue:45588", + "issue:45663", + "issue:45704", + "issue:45759", + "issue:45859", + "issue:45907", + "issue:45923", + "issue:46050" + ], + "soft_pairs": [ + "issue:44451|issue:44991", + "issue:43531|issue:44589", + "issue:44987|issue:45042", + "issue:44368|issue:45357", + "issue:44062|issue:44451", + "issue:45588|issue:45759", + "issue:39692|issue:44610", + "issue:43746|issue:46050", + "issue:45704|issue:45923", + "issue:44918|issue:44936", + "issue:43421|issue:43653", + "issue:45663|issue:45923", + "issue:42886|issue:44843", + "issue:43381|issue:43844", + "issue:43421|issue:44186", + "issue:43994|issue:44671", + "issue:45704|issue:45859", + "issue:41720|issue:45704", + "issue:43531|issue:43645", + "issue:43746|issue:43873", + "issue:45081|issue:45356", + "issue:39692|issue:43873", + "issue:40444|issue:43746", + "issue:43596|issue:44220", + "issue:45356|issue:45907", + "issue:43720|issue:43819", + "issue:30064|issue:36010", + "issue:43653|issue:43720", + "issue:43540|issue:44008", + "issue:44220|issue:44661", + "issue:43618|issue:43697" + ], + "prepared_review_unit_hash": "6f6178b840e0f9961edfcaca7258a5296644b72a6b79d49589b5bca32d0cd319", + "component_budget": { + "node_count": 427, + "item_count": 427, + "soft_pair_count": 1576, + "serialized_chars": 816182, + "estimated_input_tokens": 204046, + "estimated_eval_tokens": 408348 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 31, + "serialized_chars": 37379, + "estimated_input_tokens": 9345, + "estimated_eval_tokens": 18946 + }, + "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 issues across tokenizers, multimodal models, quantization, training, and offline-mode regressions. I don\u2019t see any pair that clearly represents the same underlying bug/change, so no soft merges are justified.", + "confidence": 0.93, + "canonical_issue_reason": "issue:42886 is a clean, self-contained regression report with a specific version and reproducible offline-cache symptom, making it a reasonable representative issue for the cluster.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:42886 is the strongest standalone issue to keep as the cluster representative because it has a precise failure mode and clear reproduction context.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44451", + "right": "issue:44991", + "accept": false, + "reason": "Both are model/tokenizer loading failures, but they concern different models and likely different root causes." + }, + { + "left": "issue:43531", + "right": "issue:44589", + "accept": false, + "reason": "Completely different subsystems: Qwen3-MoE sliding window behavior vs a float8 storage import/type error." + }, + { + "left": "issue:44987", + "right": "issue:45042", + "accept": false, + "reason": "Both are regressions, but one is a model-loading failure and the other is an image-processor torchvision dependency issue." + }, + { + "left": "issue:44368", + "right": "issue:45357", + "accept": false, + "reason": "Unrelated bugs: a warning about tie_word_embeddings vs incorrect visual encoder keys on save_pretrained." + }, + { + "left": "issue:44062", + "right": "issue:44451", + "accept": false, + "reason": "Both involve tokenizers, but one is an AddedToken argument bug and the other is a model load failure for ScandiBERT." + }, + { + "left": "issue:45588", + "right": "issue:45759", + "accept": false, + "reason": "Different code paths: flash_attention sink handling vs AutoModelForCausalLM/config unwrapping for multimodal Qwen configs." + }, + { + "left": "issue:39692", + "right": "issue:44610", + "accept": false, + "reason": "Both mention processor/model mismatches, but they affect different models and different concrete failures." + }, + { + "left": "issue:43746", + "right": "issue:46050", + "accept": false, + "reason": "Both are save/load related, but PEFT local checkpoint loading and sinq quantized round-tripping are distinct problems." + }, + { + "left": "issue:45704", + "right": "issue:45923", + "accept": false, + "reason": "Unrelated: apex FusedRMSNorm memory leak in T5 vs a missing gradient_checkpointing flag on a trust_remote_code model." + }, + { + "left": "issue:44918", + "right": "issue:44936", + "accept": false, + "reason": "Both mention trainer workflows, but one is embedding unpacking in SFT and the other is evaluate() failing after train()." + }, + { + "left": "issue:43421", + "right": "issue:43653", + "accept": false, + "reason": "Both concern tokenizer special tokens, but one is a feature gap in TokenizersBackend and the other is a BigBirdTokenizer CI/decoding bug." + }, + { + "left": "issue:45663", + "right": "issue:45923", + "accept": false, + "reason": "Different failures: Gemma-4 FSDP2 shared_kv_states logic vs a missing support flag on a different model variant." + }, + { + "left": "issue:42886", + "right": "issue:44843", + "accept": false, + "reason": "Same offline-mode theme, but one is generic cache loading and the other is a specific _patch_mistral_regex model_info call; not clearly the same bug." + }, + { + "left": "issue:43381", + "right": "issue:43844", + "accept": false, + "reason": "Different training/runtime behaviors: eval-mode gradient checkpointing vs abnormal gradient growth with ZeRO-3." + }, + { + "left": "issue:43421", + "right": "issue:44186", + "accept": false, + "reason": "Both are tokenizer issues, but runtime special-token updates and LayoutLMv2 NER padding/truncation failures are distinct." + }, + { + "left": "issue:43994", + "right": "issue:44671", + "accept": false, + "reason": "Different model-specific regressions: SigLIP2 incorrect outputs vs CamemBERT masked-LM prediction changes." + }, + { + "left": "issue:45704", + "right": "issue:45859", + "accept": false, + "reason": "Different bugs in different models: T5/apex RMSNorm leak vs Qwen3_5MoeTextRotaryEmbedding CPU offload incompatibility." + }, + { + "left": "issue:41720", + "right": "issue:45704", + "accept": false, + "reason": "No common code path: Qwen3 auto device mapping CUDA assert vs T5 RMSNorm memory leak." + }, + { + "left": "issue:43531", + "right": "issue:43645", + "accept": false, + "reason": "Sliding-window behavior in Qwen3-MoE and notebook custom-model initialization in Transformers 5.0 are unrelated." + }, + { + "left": "issue:43746", + "right": "issue:43873", + "accept": false, + "reason": "Both touch loading/offloading themes, but one is PEFT checkpoint loading and the other is quantization offloading behavior." + }, + { + "left": "issue:45081", + "right": "issue:45356", + "accept": false, + "reason": "Both involve tokenizer regex handling, but one is a crash in patch_mistral_regex and the other is a codec/ warning regression for Kimi-K2.5." + }, + { + "left": "issue:39692", + "right": "issue:43873", + "accept": false, + "reason": "Unrelated: SigLIP2 docs/model mismatch vs quantization offloading not working as expected." + }, + { + "left": "issue:40444", + "right": "issue:43746", + "accept": false, + "reason": "Different model families and failures: Qwen2.5-VL multi-image dataset handling vs GraniteSpeech local checkpoint loading." + }, + { + "left": "issue:43596", + "right": "issue:44220", + "accept": false, + "reason": "No overlap beyond generic training/audio data processing; deepspeed zero3 BertModel index error and fbank feature extraction are separate bugs." + }, + { + "left": "issue:45356", + "right": "issue:45907", + "accept": false, + "reason": "Tokenizer codec/regex regression vs list_repo_files missing revision forwarding are unrelated." + }, + { + "left": "issue:43720", + "right": "issue:43819", + "accept": false, + "reason": "Both are model/quantization related, but packed-weight loading and DAC STE mismatch are different concrete issues." + }, + { + "left": "issue:30064", + "right": "issue:36010", + "accept": false, + "reason": "Completely unrelated: image processor void segmentation maps vs a GenerationMixin import error." + }, + { + "left": "issue:43653", + "right": "issue:43720", + "accept": false, + "reason": "Tokenizer special-token registration and BitNet packed-weight loading are unrelated." + }, + { + "left": "issue:43540", + "right": "issue:44008", + "accept": false, + "reason": "Different multimodal failures: Qwen3OmniMoe video processing vs Gemma 3n audio_mel_mask variable collision." + }, + { + "left": "issue:44220", + "right": "issue:44661", + "accept": false, + "reason": "Audio feature extraction and TOKENIZER_MAPPING_NAMES add-new-model-like behavior are unrelated." + }, + { + "left": "issue:43618", + "right": "issue:43697", + "accept": false, + "reason": "Both are v5 regressions, but the affected models and failure modes are different, so they are not the same bug." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 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-10000-427", + "nodes": [ + "issue:30064", + "issue:36331", + "issue:39692", + "issue:41720", + "issue:43295", + "issue:43322", + "issue:43335", + "issue:43388", + "issue:43421", + "issue:43531", + "issue:43540", + "issue:43550", + "issue:43577", + "issue:43643", + "issue:43644", + "issue:43653", + "issue:43716", + "issue:43749", + "issue:43756", + "issue:43782", + "issue:43818", + "issue:43819", + "issue:43950", + "issue:44008", + "issue:44062", + "issue:44186", + "issue:44442", + "issue:44448", + "issue:44488", + "issue:44671", + "issue:44811", + "issue:44821", + "issue:44843", + "issue:44877", + "issue:44898", + "issue:44977", + "issue:44991", + "issue:45072", + "issue:45081", + "issue:45084", + "issue:45183", + "issue:45381", + "issue:45479", + "issue:45584", + "issue:45685", + "issue:45834", + "issue:45987", + "issue:46032" + ], + "soft_pairs": [ + "issue:45183|issue:45479", + "issue:43550|issue:45072", + "issue:43550|issue:43819", + "issue:43295|issue:45834", + "issue:43388|issue:46032", + "issue:43716|issue:44008", + "issue:44062|issue:44488", + "issue:43322|issue:45685", + "issue:43335|issue:43756", + "issue:44186|issue:44898", + "issue:43653|issue:43819", + "issue:43950|issue:45987", + "issue:43531|issue:43643", + "issue:44843|issue:45081", + "issue:43643|issue:44877", + "issue:43540|issue:45381", + "issue:44448|issue:44671", + "issue:30064|issue:36331", + "issue:43421|issue:44811", + "issue:43577|issue:43818", + "issue:43782|issue:44977", + "issue:41720|issue:44991", + "issue:39692|issue:45834", + "issue:45584|issue:45834", + "issue:44821|issue:45084", + "issue:44186|issue:44442", + "issue:43644|issue:43749" + ], + "prepared_review_unit_hash": "da1e89a6fdd673c4e30a7b6d3a587e30a5dfb21cfe6ea23ccafff86004bad8e0", + "component_budget": { + "node_count": 427, + "item_count": 427, + "soft_pair_count": 1576, + "serialized_chars": 816182, + "estimated_input_tokens": 204046, + "estimated_eval_tokens": 408348 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 27, + "serialized_chars": 36181, + "estimated_input_tokens": 9046, + "estimated_eval_tokens": 18348 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is a broad false positive: the items span unrelated tokenizer, multimodal, caching, loading, and model-specific regressions. None of the soft edges look like the same underlying bug/change.", + "confidence": 0.97, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": "Issue 45081 is the cleanest single, narrowly scoped regression in the set, but the cluster is too heterogeneous for a true canonical duplicate target.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45183", + "right": "issue:45479", + "accept": false, + "reason": "Both are model validation/loss bugs, but one is an input XOR check and the other is a zero-loss classification bug; different failure modes and code paths." + }, + { + "left": "issue:43550", + "right": "issue:45072", + "accept": false, + "reason": "Different models and different bugs: SDPA/torch.compile failure in Bamba vs dtype mismatch in SwitchTransformers/TimmWrapperModel." + }, + { + "left": "issue:43550", + "right": "issue:43819", + "accept": false, + "reason": "Bamba compile/SDPA failure is unrelated to DAC.from_latents vs forward-pass mismatch with missing STE." + }, + { + "left": "issue:43295", + "right": "issue:45834", + "accept": false, + "reason": "One is a processor/tokenizer regression, the other is a long-OCR index error in Kosmos2.5; no shared root cause." + }, + { + "left": "issue:43388", + "right": "issue:46032", + "accept": false, + "reason": "gather_for_metrics last-batch label trimming is unrelated to Mamba2Mixer use_cache producing wrong results." + }, + { + "left": "issue:43716", + "right": "issue:44008", + "accept": false, + "reason": "Different components and symptoms: image preprocessor/model dtype mismatch vs a Gemma3n forward variable-name collision causing AttributeError." + }, + { + "left": "issue:44062", + "right": "issue:44488", + "accept": false, + "reason": "AddedToken special-kwarg duplication is a tokenizer-construction bug, while sleng-bert failing to load is a separate model/tokenizer loading issue." + }, + { + "left": "issue:43322", + "right": "issue:45685", + "accept": false, + "reason": "Llava Next loading segfault and MPS histogram on Int are unrelated runtime failures." + }, + { + "left": "issue:43335", + "right": "issue:43756", + "accept": false, + "reason": "Both are configuration bugs, but one creates a sparse layer at zero sparse layers and the other drops RoPE layers; different models and logic." + }, + { + "left": "issue:44186", + "right": "issue:44898", + "accept": false, + "reason": "LayoutLMv2 tokenizer crashes on NER/padding vs Perceiver image classification failing with interpolate_pos_encoding; unrelated subsystems." + }, + { + "left": "issue:43653", + "right": "issue:43819", + "accept": false, + "reason": "BigBirdTokenizer special-token registration bug is not the same as DAC.from_latents diverging from forward due to missing STE." + }, + { + "left": "issue:43950", + "right": "issue:45987", + "accept": false, + "reason": "Non-persistent buffer corruption on load is a different regression from StaticCache.get_seq_length returning the wrong type." + }, + { + "left": "issue:43531", + "right": "issue:43643", + "accept": false, + "reason": "Qwen3-MoE sliding_window behavior and missing fields from trust_remote_code AutoConfig are unrelated bugs." + }, + { + "left": "issue:44843", + "right": "issue:45081", + "accept": false, + "reason": "Both involve _patch_mistral_regex, but one fails because it calls model_info() offline and the other because it assumes backend_tokenizer exists; distinct root causes." + }, + { + "left": "issue:43643", + "right": "issue:44877", + "accept": false, + "reason": "Missing fields with trust_remote_code is not the same as strict config blocking granite_speech loading." + }, + { + "left": "issue:43540", + "right": "issue:45381", + "accept": false, + "reason": "Both are Qwen video issues, but they affect different model families and different code paths (video input parsing vs vision_position_ids)." + }, + { + "left": "issue:44448", + "right": "issue:44671", + "accept": false, + "reason": "Both are v5 output regressions, but they concern different models and different generation/masked-LM paths." + }, + { + "left": "issue:30064", + "right": "issue:36331", + "accept": false, + "reason": "ImageProcessor segmentation-map failure and CustomTrainer.compute_loss keyword regression are unrelated." + }, + { + "left": "issue:43421", + "right": "issue:44811", + "accept": false, + "reason": "Runtime special-token/post-processor updates and Whisper batch_decode skip_special_tokens handling are different layers of the stack." + }, + { + "left": "issue:43577", + "right": "issue:43818", + "accept": false, + "reason": "BLIP2 dtype-loading bug and Video-LLaVA missing temporal attention/shared weights are unrelated model-specific issues." + }, + { + "left": "issue:43782", + "right": "issue:44977", + "accept": false, + "reason": "from_pretrained weight_only=True load error is a different failure mode from flash-attention generation problems." + }, + { + "left": "issue:41720", + "right": "issue:44991", + "accept": false, + "reason": "Qwen3 auto-device-map cuda assert and EMBEDDIA tokenizer loading failure are unrelated." + }, + { + "left": "issue:39692", + "right": "issue:45834", + "accept": false, + "reason": "SigLIP2 docs/model mismatch and Kosmos2.5 long OCR index error do not share a concrete bug." + }, + { + "left": "issue:45584", + "right": "issue:45834", + "accept": false, + "reason": "Whisper empty-transcription generation after align_special_tokens is unrelated to Kosmos2.5 OCR index errors." + }, + { + "left": "issue:44821", + "right": "issue:45084", + "accept": false, + "reason": "AutoImageProcessor URL loading and template-node compilation errors are entirely different code paths." + }, + { + "left": "issue:44186", + "right": "issue:44442", + "accept": false, + "reason": "LayoutLMv2 tokenizer crash and AutoTokenizer failing to load FastSpeech2ConformerTokenizer are different tokenizer issues." + }, + { + "left": "issue:43644", + "right": "issue:43749", + "accept": false, + "reason": "Non-persistent buffer corruption on from_pretrained and broken FSDP_CPU_RAM_EFFICIENT_LOADING are separate loading regressions." + } + ] + }, + "evaluator_result": 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-10000-427", + "nodes": [ + "issue:28218", + "issue:29159", + "issue:34634", + "issue:36010", + "issue:36331", + "issue:42175", + "issue:43262", + "issue:43329", + "issue:43526", + "issue:43577", + "issue:43582", + "issue:43606", + "issue:43650", + "issue:43653", + "issue:43697", + "issue:43720", + "issue:43742", + "issue:43749", + "issue:43782", + "issue:43819", + "issue:43825", + "issue:43827", + "issue:43906", + "issue:43994", + "issue:44060", + "issue:44291", + "issue:44368", + "issue:44479", + "issue:44485", + "issue:44509", + "issue:44554", + "issue:44561", + "issue:44610", + "issue:44671", + "issue:44805", + "issue:44857", + "issue:44912", + "issue:44936", + "issue:45020", + "issue:45072", + "issue:45081", + "issue:45084", + "issue:45325", + "issue:45406", + "issue:45538", + "issue:45600", + "issue:45701", + "issue:45834" + ], + "soft_pairs": [ + "issue:43606|issue:45072", + "issue:44561|issue:45020", + "issue:44479|issue:45834", + "issue:43825|issue:43994", + "issue:34634|issue:36010", + "issue:43577|issue:43582", + "issue:44805|issue:44936", + "issue:44485|issue:44509", + "issue:43825|issue:43827", + "issue:44671|issue:45701", + "issue:28218|issue:29159", + "issue:44610|issue:45072", + "issue:43720|issue:45072", + "issue:43782|issue:45325", + "issue:43749|issue:44291", + "issue:42175|issue:45081", + "issue:45081|issue:45406", + "issue:43582|issue:44857", + "issue:43650|issue:43906", + "issue:43262|issue:43819", + "issue:43526|issue:43697", + "issue:34634|issue:36331", + "issue:44060|issue:44368", + "issue:43653|issue:44912", + "issue:43526|issue:44554", + "issue:43742|issue:45020", + "issue:43329|issue:45600", + "issue:45084|issue:45538" + ], + "prepared_review_unit_hash": "112c6a9b5f4b086de33666976d96923f42ef68caeb052f1f5e6d25c17d69dc23", + "component_budget": { + "node_count": 427, + "item_count": 427, + "soft_pair_count": 1576, + "serialized_chars": 816182, + "estimated_input_tokens": 204046, + "estimated_eval_tokens": 408348 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 28, + "serialized_chars": 36384, + "estimated_input_tokens": 9096, + "estimated_eval_tokens": 18448 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "Mostly a heterogeneous cluster of tokenizer, model-loading, and multimodal regression reports. Only a couple of pairs look like true duplicates; most share a subsystem or symptom but not the same underlying bug.", + "confidence": 0.79, + "canonical_issue_reason": "issue:45020 is the broadest umbrella report in the set and best fits the small remote_code/v5 regression subgroup, though the overall cluster is too mixed to have a single true canonical issue.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45020 is the best representative issue because it captures the widest v5/remote_code breakage theme and has the broadest scope among the near-duplicates.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43606", + "right": "issue:45072", + "accept": false, + "reason": "Same broad inference symptom class, but different models and failure mechanisms; not the same underlying bug." + }, + { + "left": "issue:44561", + "right": "issue:45020", + "accept": true, + "reason": "Both describe v5 breaking trust_remote_code/remote_code models via internal API removals; 44561 is a concrete instance of the broader 45020 regression." + }, + { + "left": "issue:44479", + "right": "issue:45834", + "accept": false, + "reason": "Both are multimodal input regressions, but one is Qwen-VL video indexing and the other is Kosmos2.5 OCR long-input indexing." + }, + { + "left": "issue:43825", + "right": "issue:43994", + "accept": false, + "reason": "One is a pipeline error-message regression, the other is a model output correctness issue via AutoModel/pipeline; unrelated bugs." + }, + { + "left": "issue:34634", + "right": "issue:36010", + "accept": false, + "reason": "BarkProcessor voice_preset and a GenerationMixin import error are unrelated." + }, + { + "left": "issue:43577", + "right": "issue:43582", + "accept": false, + "reason": "Different model-loading/runtime failures on different platforms; no shared code-path bug is evident." + }, + { + "left": "issue:44805", + "right": "issue:44936", + "accept": false, + "reason": "Mask/index shape mismatch and trainer.evaluate failing after train are distinct failures." + }, + { + "left": "issue:44485", + "right": "issue:44509", + "accept": false, + "reason": "RoPE implementation discussion vs docs references to removed pipeline tasks are not the same issue." + }, + { + "left": "issue:43825", + "right": "issue:43827", + "accept": false, + "reason": "Both concern v5 pipeline removals, but one is runtime messaging and the other is stale documentation." + }, + { + "left": "issue:44671", + "right": "issue:45701", + "accept": false, + "reason": "Both mention tokenization/version effects, but one is CamemBERT masked-LM correctness and the other is a broad tokenization change complaint." + }, + { + "left": "issue:28218", + "right": "issue:29159", + "accept": true, + "reason": "Both point to tokenizer inconsistency around added-token handling; 28218 is a concrete symptom of the broader slow/fast tokenizer mismatch in 29159." + }, + { + "left": "issue:44610", + "right": "issue:45072", + "accept": false, + "reason": "Different model families and different regression types; only a generic inference mismatch theme overlaps." + }, + { + "left": "issue:43720", + "right": "issue:45072", + "accept": false, + "reason": "Packed-weight loading failure and dtype mismatch are unrelated." + }, + { + "left": "issue:43782", + "right": "issue:45325", + "accept": false, + "reason": "Both are Qwen VL issues, but one is a weight_only load error and the other is a RoPE/position-id scaling bug." + }, + { + "left": "issue:43749", + "right": "issue:44291", + "accept": false, + "reason": "Both are loading-related regressions, but one is FSDP CPU RAM efficient loading and the other is init_empty_weights argument handling." + }, + { + "left": "issue:42175", + "right": "issue:45081", + "accept": false, + "reason": "Backend packaging and Mistral regex patch loading are unrelated." + }, + { + "left": "issue:45081", + "right": "issue:45406", + "accept": false, + "reason": "Tokenizer regex patch crash and Gemma4Processor missing _tokenizer are different code paths." + }, + { + "left": "issue:43582", + "right": "issue:44857", + "accept": false, + "reason": "Apple Silicon allocator warmup TypeError vs CUDA AMP loss crash are unrelated." + }, + { + "left": "issue:43650", + "right": "issue:43906", + "accept": false, + "reason": "Generic placeholder issue and isolated reproduction report do not match on the underlying bug." + }, + { + "left": "issue:43262", + "right": "issue:43819", + "accept": false, + "reason": "Audio sampling-rate default and DAC forward/from_latents mismatch are unrelated." + }, + { + "left": "issue:43526", + "right": "issue:43697", + "accept": false, + "reason": "Label reduction bug in BeitImageProcessorFast vs RTDetrV2 output regression are different defects." + }, + { + "left": "issue:34634", + "right": "issue:36331", + "accept": false, + "reason": "BarkProcessor voice_preset and CustomTrainer.compute_loss signature mismatch are unrelated." + }, + { + "left": "issue:44060", + "right": "issue:44368", + "accept": false, + "reason": "Both involve tied-weights warnings, but 44060 is an incorrect internal tie mapping while 44368 is a configuration/warning issue in fine-tuning; not the same bug." + }, + { + "left": "issue:43653", + "right": "issue:44912", + "accept": false, + "reason": "BigBirdTokenizer special-token registration and MXFP4 quantization loading are unrelated." + }, + { + "left": "issue:43526", + "right": "issue:44554", + "accept": false, + "reason": "Vision label processing and an MPS attention correctness issue are unrelated." + }, + { + "left": "issue:43742", + "right": "issue:45020", + "accept": false, + "reason": "Both are model-loading regressions, but this is a model-specific key error while 45020 is a broad remote_code regression umbrella." + }, + { + "left": "issue:43329", + "right": "issue:45600", + "accept": false, + "reason": "Undefined multimodal-token helper variables and removed auto-mapping configs are unrelated CI/code-path problems." + }, + { + "left": "issue:45084", + "right": "issue:45538", + "accept": false, + "reason": "Template compilation error and CLIPTokenizer model_max_length behavior are unrelated." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded and appropriately cautious. The cluster is described as mostly heterogeneous, and the rejected soft edges are conservative. The two accepted pairs are defensible from the packet: 44561/45020 is a clear remote_code/v5 regression linkage, and 28218/29159 is a plausible tokenizer added-token inconsistency relation. No mergeability issues apply here since these are issue pairings, not PR pairs." + }, + "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": 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-10000-427", + "nodes": [ + "issue:29159", + "issue:34567", + "issue:36010", + "issue:36331", + "issue:38175", + "issue:39692", + "issue:40990", + "issue:42490", + "issue:43257", + "issue:43262", + "issue:43329", + "issue:43450", + "issue:43452", + "issue:43454", + "issue:43531", + "issue:43550", + "issue:43577", + "issue:43606", + "issue:43638", + "issue:43643", + "issue:43645", + "issue:43696", + "issue:43720", + "issue:43746", + "issue:43749", + "issue:43819", + "issue:43854", + "issue:43927", + "issue:43931", + "issue:44479", + "issue:44568", + "issue:44589", + "issue:44610", + "issue:44756", + "issue:44811", + "issue:44849", + "issue:44912", + "issue:44936", + "issue:44977", + "issue:44991", + "issue:45042", + "issue:45356", + "issue:45459", + "issue:45488", + "issue:45701", + "issue:45759", + "issue:45803", + "issue:45859" + ], + "soft_pairs": [ + "issue:43746|issue:44811", + "issue:44589|issue:45042", + "issue:43452|issue:44991", + "issue:43638|issue:44936", + "issue:43819|issue:43927", + "issue:45459|issue:45803", + "issue:43550|issue:44912", + "issue:36010|issue:43645", + "issue:43257|issue:43329", + "issue:43854|issue:44977", + "issue:39692|issue:44912", + "issue:38175|issue:44610", + "issue:43720|issue:44610", + "issue:36010|issue:36331", + "issue:43262|issue:44811", + "issue:43257|issue:43696", + "issue:43454|issue:43577", + "issue:43531|issue:45042", + "issue:42490|issue:43257", + "issue:43329|issue:44479", + "issue:43643|issue:45759", + "issue:43749|issue:44756", + "issue:43329|issue:43450", + "issue:43606|issue:45859", + "issue:34567|issue:40990", + "issue:44568|issue:45356", + "issue:43257|issue:43931", + "issue:29159|issue:34567", + "issue:44849|issue:45701", + "issue:44568|issue:45488" + ], + "prepared_review_unit_hash": "f15955feb45ee50da13545426c1b6063a628399c2e887c40c3340dad9e6e53f5", + "component_budget": { + "node_count": 427, + "item_count": 427, + "soft_pair_count": 1576, + "serialized_chars": 816182, + "estimated_input_tokens": 204046, + "estimated_eval_tokens": 408348 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 30, + "serialized_chars": 36995, + "estimated_input_tokens": 9249, + "estimated_eval_tokens": 18754 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is not a true duplicate set: it mixes unrelated tokenizer, trainer, model-loading, multimodal/video, CPU-offload, and quantization bugs. Most soft edges are superficial topic matches only and should stay separate.", + "confidence": 0.9, + "canonical_issue_reason": "No single canonical issue fits the cluster well; the items span many unrelated code paths and failure modes, so there is no clear umbrella bug to normalize around.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45488 is the best representative only because it is an active, broadly framed tokenizer regression with inbound references, but it still does not subsume the rest of the heterogeneous set.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43746", + "right": "issue:44811", + "accept": false, + "reason": "Different subsystems and symptoms: PEFT/local checkpoint loading vs Whisper batch_decode skip_special_tokens." + }, + { + "left": "issue:44589", + "right": "issue:45042", + "accept": false, + "reason": "Unrelated bugs: float8 storage lookup vs PIL backend requiring torchvision." + }, + { + "left": "issue:43452", + "right": "issue:44991", + "accept": false, + "reason": "Both are tokenizer/model-load failures, but the concrete causes differ: gguf_file handling vs a specific tokenizer regression for est-roberta." + }, + { + "left": "issue:43638", + "right": "issue:44936", + "accept": false, + "reason": "Different training failures: ZeRO-3 with non-pretrained Bert IndexError vs evaluate() failing after train()." + }, + { + "left": "issue:43819", + "right": "issue:43927", + "accept": false, + "reason": "Different model bugs: DAC latent reconstruction mismatch vs Dia config losing custom token IDs." + }, + { + "left": "issue:45459", + "right": "issue:45803", + "accept": false, + "reason": "Same broad pattern of swallowed errors, but different code paths and root causes; not the same underlying bug." + }, + { + "left": "issue:43550", + "right": "issue:44912", + "accept": false, + "reason": "Different features: torch.compile/SDPA runtime issue vs MXFP4 quantization fallback." + }, + { + "left": "issue:36010", + "right": "issue:43645", + "accept": false, + "reason": "Importing GenerationMixin is unrelated to notebook custom-model initialization behavior." + }, + { + "left": "issue:43257", + "right": "issue:43329", + "accept": false, + "reason": "Different code paths: Qwen3 MoE weight conversion/loading vs multimodal token counting video-branch bug." + }, + { + "left": "issue:43854", + "right": "issue:44977", + "accept": false, + "reason": "Different models and failures: GLM-4.7-Flash loading tests vs Qwen3.5 flash-attention generation." + }, + { + "left": "issue:39692", + "right": "issue:44912", + "accept": false, + "reason": "Both mention quantization, but one is a SigLIP2 docs/example problem and the other is a GPT-oss MXFP4 loading issue." + }, + { + "left": "issue:38175", + "right": "issue:44610", + "accept": false, + "reason": "Different symptom areas: SigLIP2 zero probabilities vs OmDet-Turbo processor size mismatch." + }, + { + "left": "issue:43720", + "right": "issue:44610", + "accept": false, + "reason": "Packed-weight loading bug is unrelated to OmDet-Turbo image sizing." + }, + { + "left": "issue:36010", + "right": "issue:36331", + "accept": false, + "reason": "ImportError for GenerationMixin and CustomTrainer.compute_loss signature mismatch are unrelated." + }, + { + "left": "issue:43262", + "right": "issue:44811", + "accept": false, + "reason": "Both touch audio processors, but one is chat-template sample rate defaulting and the other is batch_decode skip_special_tokens handling." + }, + { + "left": "issue:43257", + "right": "issue:43696", + "accept": false, + "reason": "Qwen3 MoE conversion/loading is unrelated to GPT-oss out-of-memory." + }, + { + "left": "issue:43454", + "right": "issue:43577", + "accept": false, + "reason": "AyaVision lm_head tying and BLIP2 dtype propagation are separate model bugs." + }, + { + "left": "issue:43531", + "right": "issue:45042", + "accept": false, + "reason": "Sliding-window handling for Qwen3-MoE is unrelated to PIL/torchvision image processor requirements." + }, + { + "left": "issue:42490", + "right": "issue:43257", + "accept": false, + "reason": "Trailing-slash path import warning is not the same as Qwen3 MoE weight conversion." + }, + { + "left": "issue:43329", + "right": "issue:44479", + "accept": false, + "reason": "Both are about video multimodal behavior, but one is an undefined-helper bug in token counting and the other is a broader regression report across models." + }, + { + "left": "issue:43643", + "right": "issue:45759", + "accept": false, + "reason": "Different config-loading issues: missing fields from trust_remote_code vs unwrapping text_config for composite multimodal configs." + }, + { + "left": "issue:43749", + "right": "issue:44756", + "accept": false, + "reason": "Both involve memory/loading, but FSDP CPU-efficient loading and mmap on Strix Halo are not the same bug." + }, + { + "left": "issue:43329", + "right": "issue:43450", + "accept": false, + "reason": "Video token counting helper failure and batched video processor shape mismatch are distinct issues." + }, + { + "left": "issue:43606", + "right": "issue:45859", + "accept": false, + "reason": "Both mention CPU offload, but they affect different models and code paths." + }, + { + "left": "issue:34567", + "right": "issue:40990", + "accept": false, + "reason": "TrainerState token counting and GPT-oss perplexity are unrelated." + }, + { + "left": "issue:44568", + "right": "issue:45356", + "accept": false, + "reason": "Separate tokenizer regressions affecting different models and mechanisms." + }, + { + "left": "issue:43257", + "right": "issue:43931", + "accept": false, + "reason": "Different Qwen3 loading failures: MoE conversion vs VL weight-shape mismatch." + }, + { + "left": "issue:29159", + "right": "issue:34567", + "accept": false, + "reason": "Tokenizer inconsistency and TrainerState token tracking are unrelated." + }, + { + "left": "issue:44849", + "right": "issue:45701", + "accept": false, + "reason": "Qwen3.5 hidden-states bug is unrelated to a general tokenization-version change." + }, + { + "left": "issue:44568", + "right": "issue:45488", + "accept": false, + "reason": "Both are tokenizer issues, but they are different regressions with different models and failure modes." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 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-10000-427", + "nodes": [ + "issue:24643", + "issue:28282", + "issue:29127", + "issue:29159", + "issue:33357", + "issue:34567", + "issue:34689", + "issue:38175", + "issue:41720", + "issue:42175", + "issue:42915", + "issue:43257", + "issue:43317", + "issue:43404", + "issue:43452", + "issue:43540", + "issue:43577", + "issue:43582", + "issue:43697", + "issue:43742", + "issue:43749", + "issue:43756", + "issue:43782", + "issue:43824", + "issue:43906", + "issue:43927", + "issue:44062", + "issue:44291", + "issue:44479", + "issue:44488", + "issue:44560", + "issue:44737", + "issue:44821", + "issue:44898", + "issue:44912", + "issue:44987", + "issue:44991", + "issue:45042", + "issue:45072", + "issue:45137", + "issue:45357", + "issue:45381", + "issue:45405", + "issue:45538", + "issue:45588", + "issue:45823", + "issue:45907", + "issue:45987" + ], + "soft_pairs": [ + "issue:42915|issue:43742", + "issue:44291|issue:45042", + "issue:42915|issue:44821", + "issue:41720|issue:43540", + "issue:43697|issue:45357", + "issue:44479|issue:45381", + "issue:43452|issue:43582", + "issue:44987|issue:45538", + "issue:43927|issue:44912", + "issue:42915|issue:45538", + "issue:33357|issue:34567", + "issue:43540|issue:44479", + "issue:43540|issue:44560", + "issue:42175|issue:43824", + "issue:43317|issue:45538", + "issue:44987|issue:45907", + "issue:44062|issue:44991", + "issue:43257|issue:43756", + "issue:24643|issue:29159", + "issue:45137|issue:45405", + "issue:28282|issue:34689", + "issue:43577|issue:45072", + "issue:42915|issue:43749", + "issue:43742|issue:44291", + "issue:43906|issue:45381", + "issue:28282|issue:29127", + "issue:42175|issue:44488", + "issue:38175|issue:44898", + "issue:43582|issue:43782", + "issue:43404|issue:45987", + "issue:44737|issue:45588", + "issue:43540|issue:45823" + ], + "prepared_review_unit_hash": "304583ffdbe1bc6f50eed93593b0e441a157d11450558a90e610f4d89689af26", + "component_budget": { + "node_count": 427, + "item_count": 427, + "soft_pair_count": 1576, + "serialized_chars": 816182, + "estimated_input_tokens": 204046, + "estimated_eval_tokens": 408348 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 32, + "serialized_chars": 37339, + "estimated_input_tokens": 9335, + "estimated_eval_tokens": 18926 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "Mostly unrelated issue reports; only one soft duplicate pair looks like the same underlying bug: a Qwen video-input regression involving wrong vision position ids. No PRs are present.", + "confidence": 0.79, + "canonical_issue_reason": "Issue 44479 is the broader regression report spanning multiple Qwen VL variants; 45381 appears to be a narrower instance of the same video position-id problem.", + "canonical_pr_reason": null, + "best_issue_reason": "44479 is the best cluster anchor because it is the most general and user-facing report of the shared Qwen video regression.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:42915", + "right": "issue:43742", + "accept": false, + "reason": "Different models and failures: Qwen3Moe FP8 conversion vs MobileLLM key loading." + }, + { + "left": "issue:44291", + "right": "issue:45042", + "accept": false, + "reason": "Unrelated loader/init_empty_weights error versus PIL backend torchvision dependency issue." + }, + { + "left": "issue:42915", + "right": "issue:44821", + "accept": false, + "reason": "No shared code path; one is Qwen3Moe FP8 loading, the other AutoImageProcessor-from-URL loading." + }, + { + "left": "issue:41720", + "right": "issue:43540", + "accept": false, + "reason": "Both are runtime failures, but the affected models and likely code paths differ; not enough evidence of the same bug." + }, + { + "left": "issue:43697", + "right": "issue:45357", + "accept": false, + "reason": "Different problems: RTDetrV2 output changes vs save_pretrained writing incorrect visual encoder keys." + }, + { + "left": "issue:44479", + "right": "issue:45381", + "accept": true, + "reason": "Both describe Qwen VL video-input regressions, and 45381\u2019s wrong vision_position_ids matches the broader video regression in 44479." + }, + { + "left": "issue:43452", + "right": "issue:43582", + "accept": false, + "reason": "Different subsystems entirely: gguf tokenizer/model loading versus Apple Silicon allocator warmup TypeError." + }, + { + "left": "issue:44987", + "right": "issue:45538", + "accept": false, + "reason": "Unrelated failures: model loading for a specific repo versus tokenizer max-length behavior." + }, + { + "left": "issue:43927", + "right": "issue:44912", + "accept": false, + "reason": "Different bugs: custom token IDs lost on save/load versus MXFP4 quantization fallback." + }, + { + "left": "issue:42915", + "right": "issue:45538", + "accept": false, + "reason": "Qwen3Moe FP8 loading and CLIPTokenizer max_length are unrelated." + }, + { + "left": "issue:33357", + "right": "issue:34567", + "accept": false, + "reason": "Mac bus error on CLIP model loading is unrelated to TrainerState token-count tracking." + }, + { + "left": "issue:43540", + "right": "issue:44479", + "accept": false, + "reason": "Both involve video inputs, but the model families and reported failures differ; not clearly the same underlying bug." + }, + { + "left": "issue:43540", + "right": "issue:44560", + "accept": false, + "reason": "Different Qwen video-input errors with different symptoms and model variants." + }, + { + "left": "issue:42175", + "right": "issue:43824", + "accept": false, + "reason": "Package/backend installation issue is unrelated to missing Qwen2_5_VL symbol imports." + }, + { + "left": "issue:43317", + "right": "issue:45538", + "accept": false, + "reason": "Dequantized model offload failure is unrelated to CLIPTokenizer model_max_length behavior." + }, + { + "left": "issue:44987", + "right": "issue:45907", + "accept": false, + "reason": "Repo loading regression versus list_repo_files revision forwarding are unrelated." + }, + { + "left": "issue:44062", + "right": "issue:44991", + "accept": false, + "reason": "Tokenizer AddedToken argument collision is not the same as est-roberta tokenizer loading failure." + }, + { + "left": "issue:43257", + "right": "issue:43756", + "accept": false, + "reason": "Qwen3 MOE weight conversion and Smollm3 RoPE-layer mismatch are different model-specific issues." + }, + { + "left": "issue:24643", + "right": "issue:29159", + "accept": false, + "reason": "DeepSpeed weight shape error and tokenizer slow/fast inconsistency are unrelated." + }, + { + "left": "issue:45137", + "right": "issue:45405", + "accept": false, + "reason": "DeepSpeed ZeRO3 deque error is unrelated to PEFT minimum-version packaging." + }, + { + "left": "issue:28282", + "right": "issue:34689", + "accept": false, + "reason": "Missing PyTorch import error is unrelated to Llama 3.2 Vision model loading regression." + }, + { + "left": "issue:43577", + "right": "issue:45072", + "accept": false, + "reason": "BLIP2 dtype retention and SwitchTransformers/TimmWrapperModel bfloat16 mismatches are different bugs." + }, + { + "left": "issue:42915", + "right": "issue:43749", + "accept": false, + "reason": "Qwen3Moe FP8 loading and FSDP CPU RAM efficient loading are unrelated." + }, + { + "left": "issue:43742", + "right": "issue:44291", + "accept": false, + "reason": "Different loading failures with different root causes and models." + }, + { + "left": "issue:43906", + "right": "issue:45381", + "accept": false, + "reason": "A reproduction of another issue is not the same as the Qwen video-position-id regression." + }, + { + "left": "issue:28282", + "right": "issue:29127", + "accept": false, + "reason": "PyTorch import failure and LayoutLMv3 box-clarity error are unrelated." + }, + { + "left": "issue:42175", + "right": "issue:44488", + "accept": false, + "reason": "Backend installation omission and sleng-bert loading failure are not the same bug." + }, + { + "left": "issue:38175", + "right": "issue:44898", + "accept": false, + "reason": "Unexpected zero probabilities in SigLIP2 and Perceiver non-default-resolution failure are different model-specific issues." + }, + { + "left": "issue:43582", + "right": "issue:43782", + "accept": false, + "reason": "Apple Silicon allocator TypeError and Qwen3VL weight_only error are unrelated." + }, + { + "left": "issue:43404", + "right": "issue:45987", + "accept": false, + "reason": "lm_head weight tying in Mistral3 is unrelated to StaticCache.get_seq_length returning a tensor." + }, + { + "left": "issue:44737", + "right": "issue:45588", + "accept": false, + "reason": "XLNet CPU arange issue and flash-attention s_aux=None crash are unrelated." + }, + { + "left": "issue:43540", + "right": "issue:45823", + "accept": false, + "reason": "Different device/input failures in different Qwen/Gemma models; not the same code-path bug." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "Grounded overall. The only accepted soft edge (44479/45381) is phrased conservatively enough given the titles, and the false rejections are reasonable. Minor caveat: \"user-facing\" is not directly evidenced in the packet, so that wording is a bit stronger than the available data supports." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 17, + "review_unit_index": 19, + "review_unit_count": 49, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-427", + "nodes": [ + "issue:24643", + "issue:29127", + "issue:34567", + "issue:36331", + "issue:41762", + "issue:43452", + "issue:43493", + "issue:43526", + "issue:43531", + "issue:43643", + "issue:43688", + "issue:43697", + "issue:43720", + "issue:43742", + "issue:43749", + "issue:43756", + "issue:43819", + "issue:43994", + "issue:44062", + "issue:44291", + "issue:44488", + "issue:44514", + "issue:44589", + "issue:44625", + "issue:44792", + "issue:44811", + "issue:44821", + "issue:44843", + "issue:44877", + "issue:44898", + "issue:44913", + "issue:44936", + "issue:44964", + "issue:45042", + "issue:45081", + "issue:45216", + "issue:45290", + "issue:45325", + "issue:45357", + "issue:45372", + "issue:45375", + "issue:45381", + "issue:45405", + "issue:45479", + "issue:45600", + "issue:45920", + "issue:46121", + "issue:46170" + ], + "soft_pairs": [ + "issue:43526|issue:45479", + "issue:43493|issue:43994", + "issue:43756|issue:45325", + "issue:34567|issue:36331", + "issue:44913|issue:46121", + "issue:44291|issue:44821", + "issue:44062|issue:45081", + "issue:44792|issue:44964", + "issue:45357|issue:45920", + "issue:45042|issue:45081", + "issue:43452|issue:44488", + "issue:43742|issue:44589", + "issue:43643|issue:45375", + "issue:45405|issue:45600", + "issue:43531|issue:44821", + "issue:44625|issue:44877", + "issue:24643|issue:29127", + "issue:44514|issue:45381", + "issue:43720|issue:44898", + "issue:43697|issue:45216", + "issue:45372|issue:46170", + "issue:43688|issue:43749", + "issue:41762|issue:44936", + "issue:44514|issue:45290", + "issue:43452|issue:44843", + "issue:43819|issue:44811" + ], + "prepared_review_unit_hash": "2c7e740c06f2cca79080ec9c50234c846021d88572d5dfb89923d768e4a748dc", + "component_budget": { + "node_count": 427, + "item_count": 427, + "soft_pair_count": 1576, + "serialized_chars": 816182, + "estimated_input_tokens": 204046, + "estimated_eval_tokens": 408348 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 26, + "serialized_chars": 35986, + "estimated_input_tokens": 8997, + "estimated_eval_tokens": 18250 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "These issues are mostly unrelated regression reports across different models/components; none of the soft pairs look like true duplicates of the same underlying bug or change.", + "confidence": 0.91, + "canonical_issue_reason": "issue:45920 is the strongest representative overall: it documents a broad, concrete regression affecting multiple model families, with clear repros and active discussion.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45920 has the clearest symptoms and widest impact, so it is the best standalone issue in this set.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43526", + "right": "issue:45479", + "accept": false, + "reason": "Both involve labels/classification, but one is a Beit image processor bug and the other is a sequence-classification loss issue; different code paths and symptoms." + }, + { + "left": "issue:43493", + "right": "issue:43994", + "accept": false, + "reason": "Both mention SigLIP2, but one is a HF-vs-JAX implementation discrepancy and the other is an AutoModel/pipeline output problem; not the same defect." + }, + { + "left": "issue:43756", + "right": "issue:45325", + "accept": false, + "reason": "Both touch RoPE/positioning, but they concern different models and different bugs: Smollm3 layer dropping vs Qwen2.5-VL temporal position scaling." + }, + { + "left": "issue:34567", + "right": "issue:36331", + "accept": false, + "reason": "Trainer state token counting and custom compute_loss signature are separate trainer API issues with different failure modes." + }, + { + "left": "issue:44913", + "right": "issue:46121", + "accept": false, + "reason": "One is a config value not persisting on reload; the other is a type error in rope validation for JSON-loaded lists. Related theme, different bug." + }, + { + "left": "issue:44291", + "right": "issue:44821", + "accept": false, + "reason": "An init_empty_weights argument error and loading an image processor from URL are unrelated loading paths." + }, + { + "left": "issue:44062", + "right": "issue:45081", + "accept": false, + "reason": "Both are tokenizer-related crashes, but one is AddedToken construction and the other is a Mistral regex patch failure; not the same root cause." + }, + { + "left": "issue:44792", + "right": "issue:44964", + "accept": false, + "reason": "Both involve multimodal models, but one is a janus test failure and the other is a Phi-4 model loading regression." + }, + { + "left": "issue:45357", + "right": "issue:45920", + "accept": false, + "reason": "Qwen3.5 save_pretrained key mapping and AutoTokenizer token-ID corruption are different regression classes." + }, + { + "left": "issue:45042", + "right": "issue:45081", + "accept": false, + "reason": "Image processor torchvision dependency and Mistral regex/tokenizer crash are unrelated." + }, + { + "left": "issue:43452", + "right": "issue:44488", + "accept": false, + "reason": "GGUF/AutoTokenizer-AutoModel loading failure and sleng-bert model loading failure do not indicate the same underlying bug." + }, + { + "left": "issue:43742", + "right": "issue:44589", + "accept": false, + "reason": "A model key error and a missing Float8 storage type error are separate loading/runtime problems." + }, + { + "left": "issue:43643", + "right": "issue:45375", + "accept": false, + "reason": "Both are config-field issues, but one is generic trust_remote_code behavior and the other is a specific Qwen3_5MoeVisionConfig field dropped by strict parsing." + }, + { + "left": "issue:45405", + "right": "issue:45600", + "accept": false, + "reason": "A version pin bump and removed config references in auto_mappings are different CI/breakage causes." + }, + { + "left": "issue:43531", + "right": "issue:44821", + "accept": false, + "reason": "Sliding-window behavior in Qwen3-MoE and AutoImageProcessor URL loading are unrelated." + }, + { + "left": "issue:44625", + "right": "issue:44877", + "accept": false, + "reason": "Num_labels propagation and strict config rejection are different config-handling regressions." + }, + { + "left": "issue:24643", + "right": "issue:29127", + "accept": false, + "reason": "DeepSpeed training weight-shape runtime error and a LayoutLMv3 error-message clarity issue are not the same bug." + }, + { + "left": "issue:44514", + "right": "issue:45381", + "accept": false, + "reason": "Both are Qwen2.5-VL issues, but one is chat-template batching and the other is video position IDs; different code paths." + }, + { + "left": "issue:43720", + "right": "issue:44898", + "accept": false, + "reason": "BitNet packed-weight loading and Perceiver interpolation failures are unrelated model-specific issues." + }, + { + "left": "issue:43697", + "right": "issue:45216", + "accept": false, + "reason": "RTDetrV2 output drift and Qwen3.5 save_pretrained corruption are distinct regressions." + }, + { + "left": "issue:45372", + "right": "issue:46170", + "accept": false, + "reason": "Gemma 4 processor loading fails due to mistral_common import changes, while the Windows ROCm issue is about torch.distributed dependency handling." + }, + { + "left": "issue:43688", + "right": "issue:43749", + "accept": false, + "reason": "Auxiliary loss normalization and FSDP CPU RAM-efficient loading are different training/runtime concerns." + }, + { + "left": "issue:41762", + "right": "issue:44936", + "accept": false, + "reason": "Gemma3 ZeRO-3 loading failure and trainer.evaluate after train are unrelated trainer/model-loading bugs." + }, + { + "left": "issue:44514", + "right": "issue:45290", + "accept": false, + "reason": "Both involve apply_chat_template, but they fail on different inputs and in different branches of the templating logic." + }, + { + "left": "issue:43452", + "right": "issue:44843", + "accept": false, + "reason": "GGUF loading breakage and unconditional model_info() offline failure are separate tokenizer-loading regressions." + }, + { + "left": "issue:43819", + "right": "issue:44811", + "accept": false, + "reason": "DAC latent decoding mismatch and Whisper batch_decode skip_special_tokens behavior 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": 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-10000-427", + "nodes": [ + "issue:28282", + "issue:29159", + "issue:30064", + "issue:32090", + "issue:33357", + "issue:33666", + "issue:35141", + "issue:38175", + "issue:41720", + "issue:43295", + "issue:43452", + "issue:43531", + "issue:43550", + "issue:43577", + "issue:43643", + "issue:43646", + "issue:43653", + "issue:43688", + "issue:43697", + "issue:43742", + "issue:43749", + "issue:43906", + "issue:43927", + "issue:44361", + "issue:44442", + "issue:44464", + "issue:44466", + "issue:44484", + "issue:44493", + "issue:44561", + "issue:44568", + "issue:44704", + "issue:44743", + "issue:44843", + "issue:44936", + "issue:44977", + "issue:44991", + "issue:45005", + "issue:45356", + "issue:45440", + "issue:45491", + "issue:45542", + "issue:45701", + "issue:45704", + "issue:45823", + "issue:46002", + "issue:46050", + "issue:46178" + ], + "soft_pairs": [ + "issue:44466|issue:45005", + "issue:44493|issue:46050", + "issue:45542|issue:46178", + "issue:43452|issue:43577", + "issue:44484|issue:44704", + "issue:44936|issue:45823", + "issue:30064|issue:33666", + "issue:43295|issue:45356", + "issue:43653|issue:44361", + "issue:28282|issue:32090", + "issue:44361|issue:44442", + "issue:28282|issue:33357", + "issue:44464|issue:44743", + "issue:41720|issue:43906", + "issue:38175|issue:43295", + "issue:28282|issue:35141", + "issue:45491|issue:46002", + "issue:43653|issue:44568", + "issue:43688|issue:45704", + "issue:43577|issue:43697", + "issue:44843|issue:44991", + "issue:43646|issue:43749", + "issue:43688|issue:45440", + "issue:29159|issue:33357", + "issue:43688|issue:45701", + "issue:43653|issue:43927", + "issue:43531|issue:43742", + "issue:44464|issue:44977", + "issue:43550|issue:43927", + "issue:43643|issue:44561" + ], + "prepared_review_unit_hash": "aa1a9f59204fad9f466ea41c8ef87289b303689a2098e89764af9bb299e0d6f1", + "component_budget": { + "node_count": 427, + "item_count": 427, + "soft_pair_count": 1576, + "serialized_chars": 816182, + "estimated_input_tokens": 204046, + "estimated_eval_tokens": 408348 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 30, + "serialized_chars": 36734, + "estimated_input_tokens": 9184, + "estimated_eval_tokens": 18624 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is heterogeneous: the soft edges mostly connect thematically similar but distinct issues (tokenizers, loading, training, generation, backend errors), so I reject all candidate duplicate links.", + "confidence": 0.91, + "canonical_issue_reason": "No single canonical issue stands out. The items split into several unrelated subgroups, so there is no safe duplicate master for the whole cluster.", + "canonical_pr_reason": null, + "best_issue_reason": "If one issue must serve as a loose anchor, issue 43653 is the most central tokenizer-related report, but it still only represents one subtheme and should not absorb the rest as duplicates.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44466", + "right": "issue:45005", + "accept": false, + "reason": "Both mention tied weights, but one is device-dependent lm_head serialization and the other is a broader translation-model tied-weights issue; not the same bug." + }, + { + "left": "issue:44493", + "right": "issue:46050", + "accept": false, + "reason": "Unexpected position-id keys and quantized save/load breakage are different failure modes." + }, + { + "left": "issue:45542", + "right": "issue:46178", + "accept": false, + "reason": "Both are backend-related, but one is a TensorBoard-without-TF backend error and the other is a tensorflow_text backend mapping error." + }, + { + "left": "issue:43452", + "right": "issue:43577", + "accept": false, + "reason": "GGUF loading failures and Blip2 dtype mismatches are unrelated code paths." + }, + { + "left": "issue:44484", + "right": "issue:44704", + "accept": false, + "reason": "A default max_shard_size question and AutoProcessor kwarg propagation are different issues." + }, + { + "left": "issue:44936", + "right": "issue:45823", + "accept": false, + "reason": "trainer.evaluate() after train() and a Gemma4 auto device-map mismatch are unrelated bugs." + }, + { + "left": "issue:30064", + "right": "issue:33666", + "accept": false, + "reason": "Void segmentation-map processing and Qwen2-VL multi-GPU training are different subsystems and symptoms." + }, + { + "left": "issue:43295", + "right": "issue:45356", + "accept": false, + "reason": "Both are tokenizer regressions, but one is processor/tokenizer API breakage and the other is codec handling plus a warning regression for Kimi-K2.5." + }, + { + "left": "issue:43653", + "right": "issue:44361", + "accept": false, + "reason": "BigBirdTokenizer special-token registration and MLukeTokenizer AttributeError are different tokenizer bugs." + }, + { + "left": "issue:28282", + "right": "issue:32090", + "accept": false, + "reason": "Missing PyTorch ImportError and NoneType broadcast errors in Trainer are unrelated." + }, + { + "left": "issue:44361", + "right": "issue:44442", + "accept": false, + "reason": "Both involve tokenizers, but the concrete failures differ: MLukeTokenizer AttributeError vs AutoTokenizer failing to load a specific tokenizer class." + }, + { + "left": "issue:28282", + "right": "issue:33357", + "accept": false, + "reason": "PyTorch-not-found ImportError and a MacOS bus error with CLIP are unrelated." + }, + { + "left": "issue:44464", + "right": "issue:44743", + "accept": false, + "reason": "Chunked generation with compiled forward and Qwen3 recurrent-state reset with cache are different generation-path bugs." + }, + { + "left": "issue:41720", + "right": "issue:43906", + "accept": false, + "reason": "Qwen3 auto device mapping cuda assert is unrelated to the isolated reproduction of another issue." + }, + { + "left": "issue:38175", + "right": "issue:43295", + "accept": false, + "reason": "Zero probabilities in SigLIP2 and a processor.tokenizer regression are unrelated." + }, + { + "left": "issue:28282", + "right": "issue:35141", + "accept": false, + "reason": "Import-time missing PyTorch and embedding reinitialization on resize are different issues." + }, + { + "left": "issue:45491", + "right": "issue:46002", + "accept": false, + "reason": "Both mention NaNs, but the former is a Gemma3 sliding-window GPU batching bug and the latter is a classification-head init/checkpoint issue." + }, + { + "left": "issue:43653", + "right": "issue:44568", + "accept": false, + "reason": "Both are tokenizer special-token problems, but they affect different models and different behaviors." + }, + { + "left": "issue:43688", + "right": "issue:45704", + "accept": false, + "reason": "Aux-loss normalization and a T5 RMSNorm memory leak are unrelated." + }, + { + "left": "issue:43577", + "right": "issue:43697", + "accept": false, + "reason": "Blip2 dtype loading and RTDetrV2 output drift in v5 are different model behaviors." + }, + { + "left": "issue:44843", + "right": "issue:44991", + "accept": false, + "reason": "Offline model_info calls in tokenizer patching and a model-specific tokenizer load failure are not the same bug." + }, + { + "left": "issue:43646", + "right": "issue:43749", + "accept": false, + "reason": "Custom model initialization breakage and FSDP CPU RAM efficient loading are different code paths." + }, + { + "left": "issue:43688", + "right": "issue:45440", + "accept": false, + "reason": "Incorrect auxiliary-loss normalization is not the same as DeepseekV3MoE diverging from the remote implementation." + }, + { + "left": "issue:29159", + "right": "issue:33357", + "accept": false, + "reason": "Slow/fast tokenizer inconsistency and a MacOS bus error are unrelated." + }, + { + "left": "issue:43688", + "right": "issue:45701", + "accept": false, + "reason": "Aux-loss normalization and a broad tokenization-change report are not the same underlying bug." + }, + { + "left": "issue:43653", + "right": "issue:43927", + "accept": false, + "reason": "A tokenizer special-token registration bug and DiaConfig losing custom token IDs are different failure modes." + }, + { + "left": "issue:43531", + "right": "issue:43742", + "accept": false, + "reason": "Qwen3-MoE sliding-window handling and a MobileLLM-125M load key error are unrelated." + }, + { + "left": "issue:44464", + "right": "issue:44977", + "accept": false, + "reason": "Both involve generation, but compiled-forward chunking and flash-attention on Qwen3.5 are different concrete problems." + }, + { + "left": "issue:43550", + "right": "issue:43927", + "accept": false, + "reason": "torch.compile with SDPA on Bamba-9B-v2 and DiaConfig custom-token-ID loss are unrelated." + }, + { + "left": "issue:43643", + "right": "issue:44561", + "accept": false, + "reason": "Missing fields from trust_remote_code AutoConfig and removal of is_torch_fx_available break different parts of the remote-code path." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 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-10000-427", + "nodes": [ + "issue:28218", + "issue:32090", + "issue:33357", + "issue:33666", + "issue:34567", + "issue:36010", + "issue:36331", + "issue:39692", + "issue:41720", + "issue:43122", + "issue:43262", + "issue:43278", + "issue:43295", + "issue:43452", + "issue:43493", + "issue:43504", + "issue:43525", + "issue:43550", + "issue:43572", + "issue:43577", + "issue:43606", + "issue:43688", + "issue:43720", + "issue:43742", + "issue:43756", + "issue:43825", + "issue:43906", + "issue:43927", + "issue:44361", + "issue:44451", + "issue:44464", + "issue:44466", + "issue:44479", + "issue:44554", + "issue:44568", + "issue:44610", + "issue:44625", + "issue:44821", + "issue:44849", + "issue:44913", + "issue:44964", + "issue:45357", + "issue:45405", + "issue:45588", + "issue:45812", + "issue:45823", + "issue:46002", + "issue:46050" + ], + "soft_pairs": [ + "issue:44479|issue:44625", + "issue:43550|issue:44361", + "issue:41720|issue:44464", + "issue:32090|issue:34567", + "issue:43122|issue:43906", + "issue:43577|issue:45588", + "issue:43577|issue:44554", + "issue:43504|issue:43550", + "issue:43504|issue:43720", + "issue:43504|issue:44610", + "issue:44466|issue:46050", + "issue:32090|issue:33666", + "issue:33666|issue:36010", + "issue:45823|issue:46050", + "issue:43742|issue:44821", + "issue:43720|issue:43927", + "issue:43606|issue:43927", + "issue:43452|issue:44451", + "issue:43262|issue:43295", + "issue:43278|issue:43688", + "issue:43720|issue:44361", + "issue:33666|issue:36331", + "issue:43525|issue:43572", + "issue:44625|issue:46002", + "issue:43756|issue:44913", + "issue:44849|issue:45357", + "issue:43493|issue:43825", + "issue:28218|issue:33357", + "issue:44568|issue:45812", + "issue:44964|issue:45405", + "issue:39692|issue:43493" + ], + "prepared_review_unit_hash": "88a5d723b281d5cf241df04d3ff742b566894af5b75b727806fb0ed2bc759b82", + "component_budget": { + "node_count": 427, + "item_count": 427, + "soft_pair_count": 1576, + "serialized_chars": 816182, + "estimated_input_tokens": 204046, + "estimated_eval_tokens": 408348 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 31, + "serialized_chars": 37105, + "estimated_input_tokens": 9277, + "estimated_eval_tokens": 18810 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The soft-similarity links are mostly false positives: they group together issues that only share broad vocabulary (tokenizer, loading, config, trainer, multimodal, serialization) but describe different code paths and different failures. No soft edge should be merged.", + "confidence": 0.94, + "canonical_issue_reason": "No single canonical duplicate exists here; the cluster is heterogeneous. If a representative is needed, issue 43504 is the most generic load-time regression, but it is not a duplicate anchor for the rest.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 43504 is the broadest and least model-specific item in the set (a generic pretrained-model loading failure), so it is the best cluster representative by theme, though not a duplicate of the others.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44479", + "right": "issue:44625", + "accept": false, + "reason": "Different bugs: a video-input regression across Qwen VL models vs num_labels propagation in Qwen3.5 config." + }, + { + "left": "issue:43550", + "right": "issue:44361", + "accept": false, + "reason": "Unrelated failures: torch.compile/SDPA in Bamba vs MLukeTokenizer attribute errors." + }, + { + "left": "issue:41720", + "right": "issue:44464", + "accept": false, + "reason": "Different code paths: auto device-mapping CUDA assert vs chunked generation with compiled forward." + }, + { + "left": "issue:32090", + "right": "issue:34567", + "accept": false, + "reason": "Trainer broadcast TypeError is unrelated to TrainerState.num_input_tokens_seen not updating." + }, + { + "left": "issue:43122", + "right": "issue:43906", + "accept": false, + "reason": "Both mention tokenization, but one is a cross-version tokenization change and the other is an isolated reproduction of a different issue." + }, + { + "left": "issue:43577", + "right": "issue:45588", + "accept": false, + "reason": "Different subsystems: dtype handling in Blip2 vs flash_attention crash on s_aux=None." + }, + { + "left": "issue:43577", + "right": "issue:44554", + "accept": false, + "reason": "Blip2 dtype mismatch is not the same as an MPS attention correctness bug." + }, + { + "left": "issue:43504", + "right": "issue:43550", + "accept": false, + "reason": "Pretrained model preset loading due to a legacy field is unrelated to Bamba torch.compile SDPA behavior." + }, + { + "left": "issue:43504", + "right": "issue:43720", + "accept": false, + "reason": "Both are loading-related, but one is a legacy config field and the other is BitNet packed-weight unpacking during accelerate loading." + }, + { + "left": "issue:43504", + "right": "issue:44610", + "accept": false, + "reason": "Different failure modes: legacy field loading vs processor producing the wrong input size for OmDet-Turbo." + }, + { + "left": "issue:44466", + "right": "issue:46050", + "accept": false, + "reason": "One is tied-weight serialization varying by device; the other is quantized model save/load breakage after sinq." + }, + { + "left": "issue:32090", + "right": "issue:33666", + "accept": false, + "reason": "Trainer GPU broadcast TypeError does not match Qwen2-VL multi-GPU training behavior." + }, + { + "left": "issue:33666", + "right": "issue:36010", + "accept": false, + "reason": "Multi-GPU training for Qwen2-VL is unrelated to GenerationMixin import failures." + }, + { + "left": "issue:45823", + "right": "issue:46050", + "accept": false, + "reason": "Device-map forward mismatch in Gemma4 PLE is not the same as quantized save/load corruption." + }, + { + "left": "issue:43742", + "right": "issue:44821", + "accept": false, + "reason": "Different loading errors: MobileLLM key mismatch vs AutoImageProcessor loading from URL." + }, + { + "left": "issue:43720", + "right": "issue:43927", + "accept": false, + "reason": "BitNet packed-weight loading is unrelated to DiaConfig losing custom token IDs on save/load." + }, + { + "left": "issue:43606", + "right": "issue:43927", + "accept": false, + "reason": "CPU offload device mismatch is a different path from config field loss causing generation IndexError." + }, + { + "left": "issue:43452", + "right": "issue:44451", + "accept": false, + "reason": "GGUF tokenizer/model loading breakage is not the same as loading ScandiBERT." + }, + { + "left": "issue:43262", + "right": "issue:43295", + "accept": false, + "reason": "Audio chat-template sampling-rate defaults are unrelated to processor.tokenizer access and image tokenization regression." + }, + { + "left": "issue:43278", + "right": "issue:43688", + "accept": false, + "reason": "Embedding dtype drift and auxiliary-loss normalization are different training issues." + }, + { + "left": "issue:43720", + "right": "issue:44361", + "accept": false, + "reason": "Packed-weight accelerate loading is unrelated to tokenizer attribute errors on tasks." + }, + { + "left": "issue:33666", + "right": "issue:36331", + "accept": false, + "reason": "Qwen2-VL multi-GPU training and CustomTrainer compute_loss signature mismatch are different bugs." + }, + { + "left": "issue:43525", + "right": "issue:43572", + "accept": false, + "reason": "Similar missing-pad-token themes, but different config classes and different missing attributes." + }, + { + "left": "issue:44625", + "right": "issue:46002", + "accept": false, + "reason": "num_labels propagation in Qwen3.5 is unrelated to NaNs in classification heads." + }, + { + "left": "issue:43756", + "right": "issue:44913", + "accept": false, + "reason": "Smollm3 RoPE-layer dropout is not the same issue as GPTNeoXConfig rotary_pct reload regression." + }, + { + "left": "issue:44849", + "right": "issue:45357", + "accept": false, + "reason": "Output_hidden_states behavior and save_pretrained visual-encoder key serialization are different regressions." + }, + { + "left": "issue:43493", + "right": "issue:43825", + "accept": false, + "reason": "SigLIP2 implementation discrepancy is unrelated to a pipeline error message about translation tasks." + }, + { + "left": "issue:28218", + "right": "issue:33357", + "accept": false, + "reason": "Tokenizer spacing after added tokens is unrelated to a MacOS bus error on a CLIP model." + }, + { + "left": "issue:44568", + "right": "issue:45812", + "accept": false, + "reason": "Missing BOS/EOS with add_special_tokens is a different tokenizer bug than Granite token-ID regression." + }, + { + "left": "issue:44964", + "right": "issue:45405", + "accept": false, + "reason": "A model-loading failure is unrelated to a minimum dependency version bump." + }, + { + "left": "issue:39692", + "right": "issue:43493", + "accept": false, + "reason": "Documentation example mistakes are not the same as the SigLIP2 HF-vs-JAX implementation discrepancy." + } + ] + }, + "evaluator_result": 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-10000-427", + "nodes": [ + "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:43701", + "issue:43756", + "issue:43824", + "issue:43844", + "issue:43873", + "issue:43927", + "issue:43994", + "issue:44112", + "issue:44291", + "issue:44361", + "issue:44423", + "issue:44464", + "issue:44466", + "issue:44488", + "issue:44493", + "issue:44589", + "issue:44734", + "issue:44792", + "issue:44843", + "issue:44977", + "issue:45083", + "issue:45200", + "issue:45229", + "issue:45405", + "issue:45520", + "issue:45584", + "issue:45759", + "issue:45803", + "issue:45823", + "issue:45987", + "issue:46050" + ], + "soft_pairs": [ + "issue:43540|issue:44977", + "issue:45200|issue:45229", + "issue:43493|issue:43844", + "issue:44488|issue:44843", + "issue:43278|issue:43844", + "issue:43334|issue:43572", + "issue:45803|issue:45987", + "issue:43756|issue:45083", + "issue:43257|issue:43299", + "issue:39692|issue:43295", + "issue:43334|issue:45759", + "issue:45229|issue:45823", + "issue:43646|issue:44466", + "issue:33357|issue:33666", + "issue:43824|issue:44589", + "issue:43504|issue:43606", + "issue:43927|issue:44361", + "issue:44589|issue:45520", + "issue:43572|issue:44291", + "issue:44464|issue:45584", + "issue:43504|issue:43653", + "issue:43606|issue:44112", + "issue:43278|issue:43701", + "issue:43575|issue:45405", + "issue:44792|issue:45405", + "issue:43994|issue:44493", + "issue:44423|issue:44734", + "issue:43873|issue:46050" + ], + "prepared_review_unit_hash": "ee50bcc08c4df45e4d1919e6dcbfcfc3adea2c17a06524a72c63d5750fcd3c1c", + "component_budget": { + "node_count": 427, + "item_count": 427, + "soft_pair_count": 1576, + "serialized_chars": 816182, + "estimated_input_tokens": 204046, + "estimated_eval_tokens": 408348 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 28, + "serialized_chars": 35680, + "estimated_input_tokens": 8920, + "estimated_eval_tokens": 18096 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The cluster is mostly a set of unrelated Transformer/model-loading bugs that only superficially overlap by model family or subsystem (Qwen/Gemma/SigLIP2/offload/quantization). None of the soft-paired issues look like the same underlying bug or a single mergeable fix.", + "confidence": 0.95, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": null, + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43540", + "right": "issue:44977", + "accept": false, + "reason": "Both involve Qwen3.5/Qwen3-related multimodal text, but one is a video-input processing ValueError and the other is a flash-attention generation issue; different code paths and failure modes." + }, + { + "left": "issue:45200", + "right": "issue:45229", + "accept": false, + "reason": "Gemma 4 in both titles, but one is about missing mm_token_type_ids defaults for text-only fine-tuning and the other is a multi-GPU inference CUDA OOM; not the same bug." + }, + { + "left": "issue:43493", + "right": "issue:43844", + "accept": false, + "reason": "SigLIP2 discrepancy vs a training instability under HfDeepSpeedConfig/ZeRO-3; same broad area only, no shared concrete failure or fix." + }, + { + "left": "issue:44488", + "right": "issue:44843", + "accept": false, + "reason": "One is a specific model load failure for cjvt/sleng-bert, the other is an offline-mode regression in AutoTokenizer/Mistral regex patching; unrelated root causes." + }, + { + "left": "issue:43278", + "right": "issue:43844", + "accept": false, + "reason": "Different problems: embedding dtype drift between train/eval versus gradient growth with ZeRO-3. No shared code-path bug." + }, + { + "left": "issue:43334", + "right": "issue:43572", + "accept": false, + "reason": "Both are missing-token-ID style config errors, but for different models and different fields (pad_token_id vs pad_token_idx); not mergeable as one fix." + }, + { + "left": "issue:45803", + "right": "issue:45987", + "accept": false, + "reason": "A bare-except bug in tensor conversion is unrelated to StaticCache.get_seq_length returning the wrong type; different components and fixes." + }, + { + "left": "issue:43756", + "right": "issue:45083", + "accept": false, + "reason": "Smollm3 RoPE-layer mismatch and qwen3_omni_moe feature-length helper behavior are unrelated model-architecture issues." + }, + { + "left": "issue:43257", + "right": "issue:43299", + "accept": false, + "reason": "Both mention Qwen3 MoE loading, but one is about accelerate/deepspeed weight conversion and the other about a dev-version load regression for Qwen3VL MoE; distinct failure points." + }, + { + "left": "issue:39692", + "right": "issue:43295", + "accept": false, + "reason": "One is a SigLIP2 docs example mismatch/quantization issue; the other is a regression in custom model code using processor.tokenizer and image passing. Different bugs." + }, + { + "left": "issue:43334", + "right": "issue:45759", + "accept": false, + "reason": "Both touch Qwen multimodal config loading, but one is a missing pad_token_id attribute and the other is an AutoModelForCausalLM.from_config unwrap-text_config bug; not the same underlying defect." + }, + { + "left": "issue:45229", + "right": "issue:45823", + "accept": false, + "reason": "Same Gemma4 family, but one is multi-GPU OOM while the other is a PLE device-mismatch during forward; different code paths." + }, + { + "left": "issue:43646", + "right": "issue:44466", + "accept": false, + "reason": "Transformers v5 breakage vs lm_head.weight serialization inconsistency; both version-related, but not the same concrete bug or fix." + }, + { + "left": "issue:33357", + "right": "issue:33666", + "accept": false, + "reason": "Completely different topics: MacOS bus error with CLIP vs Qwen2-VL multi-GPU training." + }, + { + "left": "issue:43824", + "right": "issue:44589", + "accept": false, + "reason": "ImportError for a missing Qwen2_5_VL class is unrelated to a Float8 storage object TypeError." + }, + { + "left": "issue:43504", + "right": "issue:43606", + "accept": false, + "reason": "Beit legacy-field loading bug and Bark CPU-offload device mismatch are unrelated." + }, + { + "left": "issue:43927", + "right": "issue:44361", + "accept": false, + "reason": "Both are tokenizer/config-related, but one is lost custom token IDs after save/load and the other is MLukeTokenizer AttributeError on tasks; not the same bug." + }, + { + "left": "issue:44589", + "right": "issue:45520", + "accept": false, + "reason": "Float8 storage lookup failure is unrelated to a flash_attn import_utils KeyError on Python 3.13." + }, + { + "left": "issue:43572", + "right": "issue:44291", + "accept": false, + "reason": "Different 5.0-related regressions: StableLmConfig missing pad_token_idx versus init_empty_weights receiving an unexpected _is_hf_initialized argument." + }, + { + "left": "issue:44464", + "right": "issue:45584", + "accept": false, + "reason": "Chunked generation/compiled forward inconsistency and Whisper empty-transcription failure after align_special_tokens are unrelated." + }, + { + "left": "issue:43504", + "right": "issue:43653", + "accept": false, + "reason": "Beit legacy-field loading and BigBirdTokenizer special-token registration are distinct bugs with no shared fix." + }, + { + "left": "issue:43606", + "right": "issue:44112", + "accept": false, + "reason": "One is a real CPU-offload device mismatch in Bark; the other is a stale GraniteSpeech CI test. Not the same underlying issue." + }, + { + "left": "issue:43278", + "right": "issue:43701", + "accept": false, + "reason": "Embedding dtype drift and resume_from_checkpoint key mismatch are unrelated." + }, + { + "left": "issue:43575", + "right": "issue:45405", + "accept": false, + "reason": "Qwen2-57B-A14B-Instruct tensor-parallel OOM is unrelated to a PEFT version bump to an unreleased package." + }, + { + "left": "issue:44792", + "right": "issue:45405", + "accept": false, + "reason": "A janus model test failure and a MIN_PEFT_VERSION packaging issue are unrelated." + }, + { + "left": "issue:43994", + "right": "issue:44493", + "accept": false, + "reason": "SigLIP2 bad outputs with AutoModel/pipeline and unexpected position-id keys across many models are not the same failure." + }, + { + "left": "issue:44423", + "right": "issue:44734", + "accept": false, + "reason": "Both are serving/runtime crashes, but one is a multimodal string-to-device error in continuous batching and the other is KV-cache continuation tensor indexing; different paths and fixes." + }, + { + "left": "issue:43873", + "right": "issue:46050", + "accept": false, + "reason": "Quantization/offloading not working and a sinq save/load breakage are related only broadly by quantization, not by a single 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": 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-10000-427", + "nodes": [ + "issue:15354", + "issue:28218", + "issue:29159", + "issue:29942", + "issue:30333", + "issue:32090", + "issue:34567", + "issue:37428", + "issue:38175", + "issue:42490", + "issue:43232", + "issue:43295", + "issue:43450", + "issue:43493", + "issue:43540", + "issue:43572", + "issue:43582", + "issue:43696", + "issue:43701", + "issue:43824", + "issue:43844", + "issue:43873", + "issue:43957", + "issue:44315", + "issue:44521", + "issue:44554", + "issue:44610", + "issue:44849", + "issue:44898", + "issue:44964", + "issue:44977", + "issue:44987", + "issue:45072", + "issue:45084", + "issue:45198", + "issue:45200", + "issue:45290", + "issue:45325", + "issue:45356", + "issue:45406", + "issue:45412", + "issue:45446", + "issue:45520", + "issue:45588", + "issue:45823", + "issue:46050", + "issue:46121", + "issue:46178" + ], + "soft_pairs": [ + "issue:45406|issue:46121", + "issue:29942|issue:30333", + "issue:45588|issue:46050", + "issue:42490|issue:43696", + "issue:44521|issue:45290", + "issue:43844|issue:44964", + "issue:28218|issue:34567", + "issue:29159|issue:32090", + "issue:43582|issue:44977", + "issue:44554|issue:45446", + "issue:43540|issue:45200", + "issue:45084|issue:45520", + "issue:15354|issue:38175", + "issue:45200|issue:45823", + "issue:45072|issue:45198", + "issue:37428|issue:43957", + "issue:43232|issue:44849", + "issue:43493|issue:43701", + "issue:43295|issue:44610", + "issue:44315|issue:44849", + "issue:43295|issue:43450", + "issue:44554|issue:45356", + "issue:43572|issue:44987", + "issue:45200|issue:45325", + "issue:43572|issue:43957", + "issue:37428|issue:43824", + "issue:45520|issue:46178", + "issue:44898|issue:45412", + "issue:43295|issue:43873" + ], + "prepared_review_unit_hash": "4ab08ddf9075e71e162a44d4f8abff242e6393a3928c14cb8e89ba1bd0a099eb", + "component_budget": { + "node_count": 427, + "item_count": 427, + "soft_pair_count": 1576, + "serialized_chars": 816182, + "estimated_input_tokens": 204046, + "estimated_eval_tokens": 408348 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 29, + "serialized_chars": 36484, + "estimated_input_tokens": 9121, + "estimated_eval_tokens": 18498 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is highly heterogeneous: the paired issues touch unrelated bugs across tokenization, generation, loading, attention kernels, training, and utilities. None of the soft pairs look like the same underlying defect, so I would not merge any of them.", + "confidence": 0.98, + "canonical_issue_reason": "issue:43873 is the best representative issue in this set because it is open, broadly scoped, and has meaningful discussion/inbound references; the rest of the cluster is too disparate to form a true duplicate group.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43873 is the strongest standalone issue to keep if one item must represent the cluster: it is active, user-facing, and describes a general framework behavior problem rather than a narrow edge case.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45406", + "right": "issue:46121", + "accept": false, + "reason": "Different failures: Gemma4 processor token access vs rope-parameter list validation." + }, + { + "left": "issue:29942", + "right": "issue:30333", + "accept": false, + "reason": "Unrelated areas: Flash Attention 2 test failures vs MLflow reporting after failed jobs." + }, + { + "left": "issue:45588", + "right": "issue:46050", + "accept": false, + "reason": "Different code paths: flash_attention sinkless-model crash vs sinq save/load breakage." + }, + { + "left": "issue:42490", + "right": "issue:43696", + "accept": false, + "reason": "Import-path warning vs CUDA OOM; no shared underlying bug." + }, + { + "left": "issue:44521", + "right": "issue:45290", + "accept": false, + "reason": "Both involve apply_chat_template, but one is multimodal assistant masks and the other is tool-call content handling; not the same defect." + }, + { + "left": "issue:43844", + "right": "issue:44964", + "accept": false, + "reason": "Different problems: ZeRO-3 gradient growth vs model-loading failure for Phi-4 multimodal." + }, + { + "left": "issue:28218", + "right": "issue:34567", + "accept": false, + "reason": "Tokenizer spacing bug is unrelated to TrainerState token counter updates." + }, + { + "left": "issue:29159", + "right": "issue:32090", + "accept": false, + "reason": "Tokenizer parity issue vs Trainer NoneType broadcast error." + }, + { + "left": "issue:43582", + "right": "issue:44977", + "accept": false, + "reason": "Apple Silicon allocator TypeError is unrelated to Qwen3.5 flash-attention generation behavior." + }, + { + "left": "issue:44554", + "right": "issue:45446", + "accept": false, + "reason": "MPS attention correctness bug vs PyTorch version-check import bug." + }, + { + "left": "issue:43540", + "right": "issue:45200", + "accept": false, + "reason": "Video-input processing error in Qwen3OmniMoe is unrelated to Gemma4 mm_token_type_ids defaults." + }, + { + "left": "issue:45084", + "right": "issue:45520", + "accept": false, + "reason": "Non-template-node compilation error vs backend import KeyError for flash_attn." + }, + { + "left": "issue:15354", + "right": "issue:38175", + "accept": false, + "reason": "TorchScript GeneratorExp export issue is unrelated to SigLIP2 zero-probability outputs." + }, + { + "left": "issue:45200", + "right": "issue:45823", + "accept": false, + "reason": "Different model families and failures: default mm_token_type_ids vs Gemma4 device-map mismatch." + }, + { + "left": "issue:45072", + "right": "issue:45198", + "accept": false, + "reason": "Dtype mismatch in inference is unrelated to Wav2Vec2 save_pretrained/tokenization failure." + }, + { + "left": "issue:37428", + "right": "issue:43957", + "accept": false, + "reason": "Both are loading/import issues, but one is flash-support import and the other is meta-device model loading; not the same root cause." + }, + { + "left": "issue:43232", + "right": "issue:44849", + "accept": false, + "reason": "Generation kwargs update after sync_gpus is unrelated to Qwen3.5 hidden-states output bug." + }, + { + "left": "issue:43493", + "right": "issue:43701", + "accept": false, + "reason": "SigLIP2 implementation discrepancy is unrelated to resume-from-checkpoint key mismatch." + }, + { + "left": "issue:43295", + "right": "issue:44610", + "accept": false, + "reason": "Processor/tokenizer regression is different from an OmDet-Turbo image-size preprocessing bug." + }, + { + "left": "issue:44315", + "right": "issue:44849", + "accept": false, + "reason": "Liger Kernel application in model_init is unrelated to Qwen3.5 output_hidden_states behavior." + }, + { + "left": "issue:43295", + "right": "issue:43450", + "accept": false, + "reason": "Different processor bugs: tokenizer/image passing regression vs batched video shape error." + }, + { + "left": "issue:44554", + "right": "issue:45356", + "accept": false, + "reason": "MPS attention correctness issue is unrelated to Kimi-K2.5 tokenizer codec/regex regression." + }, + { + "left": "issue:43572", + "right": "issue:44987", + "accept": false, + "reason": "StableLmConfig pad_token_idx regression is not the same as loading physical-intelligence/fast on transformers>=5.1.0." + }, + { + "left": "issue:45200", + "right": "issue:45325", + "accept": false, + "reason": "Different multimodal bugs: default mm_token_type_ids vs Qwen2.5-VL rope-index scaling." + }, + { + "left": "issue:43572", + "right": "issue:43957", + "accept": false, + "reason": "Config field regression vs meta-device loading failures; separate causes." + }, + { + "left": "issue:37428", + "right": "issue:43824", + "accept": false, + "reason": "Different import errors for different symbols/models; no shared bug." + }, + { + "left": "issue:45520", + "right": "issue:46178", + "accept": false, + "reason": "Both are backend/import mapping issues, but flash_attn KeyError and tensorflow_text backend mapping are distinct problems." + }, + { + "left": "issue:44898", + "right": "issue:45412", + "accept": false, + "reason": "Perceiver non-default resolution failure is unrelated to RT-DETR memory release behavior." + }, + { + "left": "issue:43295", + "right": "issue:43873", + "accept": false, + "reason": "Processor/tokenizer regression and offloading-with-quantization are different subsystems and symptoms." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 17, + "review_unit_index": 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-10000-427", + "nodes": [ + "issue:28218", + "issue:35141", + "issue:37428", + "issue:38175", + "issue:42490", + "issue:42915", + "issue:43262", + "issue:43278", + "issue:43334", + "issue:43335", + "issue:43388", + "issue:43425", + "issue:43450", + "issue:43493", + "issue:43525", + "issue:43526", + "issue:43550", + "issue:43575", + "issue:43606", + "issue:43653", + "issue:43819", + "issue:43824", + "issue:43827", + "issue:43844", + "issue:43856", + "issue:43901", + "issue:43975", + "issue:44112", + "issue:44206", + "issue:44442", + "issue:44466", + "issue:44514", + "issue:44521", + "issue:44610", + "issue:44792", + "issue:44857", + "issue:45083", + "issue:45127", + "issue:45198", + "issue:45290", + "issue:45381", + "issue:45412", + "issue:45520", + "issue:45563", + "issue:45584", + "issue:45593", + "issue:46170" + ], + "soft_pairs": [ + "issue:43550|issue:43844", + "issue:44466|issue:45127", + "issue:43334|issue:43525", + "issue:44792|issue:45563", + "issue:43824|issue:43975", + "issue:43388|issue:43526", + "issue:42915|issue:43824", + "issue:43450|issue:43575", + "issue:43278|issue:43856", + "issue:42490|issue:43493", + "issue:28218|issue:35141", + "issue:43653|issue:44112", + "issue:43975|issue:45520", + "issue:38175|issue:43493", + "issue:44442|issue:45198", + "issue:44514|issue:44521", + "issue:45520|issue:46170", + "issue:38175|issue:45412", + "issue:44206|issue:45584", + "issue:43827|issue:43901", + "issue:43262|issue:43450", + "issue:43819|issue:44112", + "issue:44610|issue:44857", + "issue:43819|issue:45083", + "issue:43335|issue:43550", + "issue:43606|issue:45083", + "issue:37428|issue:43425", + "issue:44857|issue:45593", + "issue:45290|issue:45381" + ], + "prepared_review_unit_hash": "404bf3588943a985eef0780d3fda15a7eb10cba995d44004f5b61ad704824c4e", + "component_budget": { + "node_count": 427, + "item_count": 427, + "soft_pair_count": 1576, + "serialized_chars": 816182, + "estimated_input_tokens": 204046, + "estimated_eval_tokens": 408348 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 29, + "serialized_chars": 36034, + "estimated_input_tokens": 9009, + "estimated_eval_tokens": 18274 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The items are a loose topical cluster, not a set of true duplicates. Most pairs share a subsystem or API name at a high level, but they describe different bugs, different code paths, or different model-specific failures. No soft edge should be merged.", + "confidence": 0.93, + "canonical_issue_reason": "issue:44521 is the best anchor: it is open, active, has the most inbound references in this set, and represents a broad, user-visible multimodal `apply_chat_template` bug.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:44521 looks like the strongest overall issue candidate because it has high discussion/inbound activity and a general API impact rather than a narrow model-specific failure.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43550", + "right": "issue:43844", + "accept": false, + "reason": "Different failures: SDPA/torch.compile runtime bug vs DeepSpeed/ZeRO-3 gradient explosion during training." + }, + { + "left": "issue:44466", + "right": "issue:45127", + "accept": false, + "reason": "Both mention tied weights, but one is serialization/device-dependent `lm_head.weight` handling and the other is LoRA merge collapse after vocab extension." + }, + { + "left": "issue:43334", + "right": "issue:43525", + "accept": false, + "reason": "Same symptom (`pad_token_id` missing) but on different config classes and models; not enough evidence of one underlying bug." + }, + { + "left": "issue:44792", + "right": "issue:45563", + "accept": false, + "reason": "Unrelated generate-path issues: a Janus image-generation test failure vs a stale warning about `num_return_sequences`." + }, + { + "left": "issue:43824", + "right": "issue:43975", + "accept": false, + "reason": "ImportError for a missing exported class vs a detokenization regression in a specific model." + }, + { + "left": "issue:43388", + "right": "issue:43526", + "accept": false, + "reason": "Both concern label handling, but they hit different data pipelines (`gather_for_metrics` vs Beit image preprocessing) and different failure modes." + }, + { + "left": "issue:42915", + "right": "issue:43824", + "accept": false, + "reason": "Completely different problems: Qwen3MoE FP8 config failure vs Qwen2.5-VL import/export issue." + }, + { + "left": "issue:43450", + "right": "issue:43575", + "accept": false, + "reason": "Different domains and symptoms: batched video processor shape bug vs tensor-parallel OOM on a large text model." + }, + { + "left": "issue:43278", + "right": "issue:43856", + "accept": false, + "reason": "Embedding dtype drift during eval is unrelated to Qwen3 MoE memory inefficiency." + }, + { + "left": "issue:42490", + "right": "issue:43493", + "accept": false, + "reason": "Path-trailing-slash import warning and SigLIP2 implementation discrepancy are unrelated." + }, + { + "left": "issue:28218", + "right": "issue:35141", + "accept": false, + "reason": "Tokenizer spacing after added tokens is unrelated to embedding reinitialization when resizing vocab." + }, + { + "left": "issue:43653", + "right": "issue:44112", + "accept": false, + "reason": "Tokenizer special-token registration bug vs a GraniteSpeech CI stale device override test." + }, + { + "left": "issue:43975", + "right": "issue:45520", + "accept": false, + "reason": "Model detokenization regression is unrelated to Python 3.13 `flash_attn` import metadata failure." + }, + { + "left": "issue:38175", + "right": "issue:43493", + "accept": false, + "reason": "Related model family, but one is zero-probability output and the other is a broader HF-vs-JAX discrepancy; not clearly the same defect." + }, + { + "left": "issue:44442", + "right": "issue:45198", + "accept": false, + "reason": "Different tokenizer/model families and different failure points (`AutoTokenizer` load vs save/tokenization failure)." + }, + { + "left": "issue:44514", + "right": "issue:44521", + "accept": false, + "reason": "Both are chat-template related, but one is a batching crash with `padding=False` and the other is incorrect assistant-mask generation for multimodal inputs." + }, + { + "left": "issue:45520", + "right": "issue:46170", + "accept": false, + "reason": "Different environment/platform issues: `flash_attn` import lookup on Python 3.13 vs Windows ROCm/torch.distributed dependency errors." + }, + { + "left": "issue:38175", + "right": "issue:45412", + "accept": false, + "reason": "SigLIP2 probability issue and RT-DETR memory reclamation bug are unrelated." + }, + { + "left": "issue:44206", + "right": "issue:45584", + "accept": false, + "reason": "LASR feature extractor regression is unrelated to Whisper empty-transcription failure after special-token alignment." + }, + { + "left": "issue:43827", + "right": "issue:43901", + "accept": false, + "reason": "Both are docs problems, but they concern different pipeline APIs and different deprecations." + }, + { + "left": "issue:43262", + "right": "issue:43450", + "accept": false, + "reason": "Audio chat-template sampling-rate bug is unrelated to video processor batch-shape handling." + }, + { + "left": "issue:43819", + "right": "issue:44112", + "accept": false, + "reason": "DAC latent decoding mismatch is unrelated to a GraniteSpeech CI test flake." + }, + { + "left": "issue:44610", + "right": "issue:44857", + "accept": false, + "reason": "Different vision models and different bugs: input-size mismatch vs AMP/CUDA loss crash." + }, + { + "left": "issue:43819", + "right": "issue:45083", + "accept": false, + "reason": "Unrelated code paths: DAC latent reconstruction vs Qwen3 Omni feature-length helper behavior." + }, + { + "left": "issue:43335", + "right": "issue:43550", + "accept": false, + "reason": "SwitchTransformers sparse-layer construction bug is unrelated to Bamba SDPA/torch.compile failure." + }, + { + "left": "issue:43606", + "right": "issue:45083", + "accept": false, + "reason": "CPU-offload device mismatch is unrelated to Qwen3 Omni feature-length computation." + }, + { + "left": "issue:37428", + "right": "issue:43425", + "accept": false, + "reason": "A specific missing import and a broad Torch 2.10 incompatibility are not the same concrete bug." + }, + { + "left": "issue:44857", + "right": "issue:45593", + "accept": false, + "reason": "Different detection-model issues: AMP crash in one, auxiliary-loss logic in the other." + }, + { + "left": "issue:45290", + "right": "issue:45381", + "accept": false, + "reason": "Different Qwen2.5-VL failures: tool-call/chat-template crash vs incorrect video `vision_position_ids`." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 17, + "review_unit_index": 25, + "review_unit_count": 49, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-427", + "nodes": [ + "issue:28218", + "issue:29127", + "issue:29942", + "issue:32090", + "issue:34689", + "issue:35141", + "issue:37428", + "issue:38175", + "issue:39692", + "issue:40444", + "issue:42490", + "issue:43278", + "issue:43335", + "issue:43504", + "issue:43526", + "issue:43550", + "issue:43606", + "issue:43611", + "issue:43653", + "issue:43701", + "issue:43720", + "issue:43819", + "issue:43825", + "issue:43854", + "issue:43931", + "issue:44112", + "issue:44206", + "issue:44351", + "issue:44360", + "issue:44448", + "issue:44493", + "issue:44561", + "issue:44743", + "issue:44779", + "issue:44855", + "issue:44857", + "issue:44977", + "issue:45072", + "issue:45083", + "issue:45127", + "issue:45200", + "issue:45229", + "issue:45245", + "issue:45310", + "issue:45478", + "issue:45588", + "issue:45823", + "issue:45859" + ], + "soft_pairs": [ + "issue:44448|issue:44743", + "issue:45127|issue:45245", + "issue:29942|issue:32090", + "issue:45200|issue:45588", + "issue:43278|issue:43825", + "issue:43335|issue:43653", + "issue:37428|issue:44351", + "issue:44206|issue:45823", + "issue:43611|issue:43931", + "issue:43550|issue:44112", + "issue:43819|issue:44493", + "issue:43335|issue:43504", + "issue:44855|issue:45083", + "issue:45588|issue:45859", + "issue:29127|issue:32090", + "issue:39692|issue:43526", + "issue:43335|issue:45083", + "issue:45310|issue:45478", + "issue:39692|issue:44493", + "issue:43720|issue:44112", + "issue:43335|issue:45072", + "issue:43335|issue:44112", + "issue:44448|issue:44779", + "issue:42490|issue:43854", + "issue:44360|issue:44561", + "issue:44977|issue:45229", + "issue:38175|issue:44493", + "issue:43606|issue:44857", + "issue:34689|issue:35141", + "issue:44857|issue:45072", + "issue:44448|issue:44977", + "issue:40444|issue:43526", + "issue:28218|issue:32090", + "issue:43701|issue:45083" + ], + "prepared_review_unit_hash": "17bfd9c1f9db20e875b0bdea439f76f5e3aca291d2e6dbb0b0c35b69a026e5ee", + "component_budget": { + "node_count": 427, + "item_count": 427, + "soft_pair_count": 1576, + "serialized_chars": 816182, + "estimated_input_tokens": 204046, + "estimated_eval_tokens": 408348 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 34, + "serialized_chars": 37982, + "estimated_input_tokens": 9496, + "estimated_eval_tokens": 19248 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly heterogeneous and does not represent one duplicate family. The only clear duplicate pair is the two identical Qwen3.5 MoE from_pretrained reports; the rest are topic-adjacent at best but describe different code paths or different models.", + "confidence": 0.94, + "canonical_issue_reason": "Use issue:45310 as the canonical issue because it is the earlier of the only true duplicate pair and has the same underlying Qwen3.5 MoE from_pretrained failure as issue:45478.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue:45310 is the best representative of the cluster\u2019s only real duplicate because it is an exact title match to 45478; the other issues are unrelated or only loosely similar.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44448", + "right": "issue:44743", + "accept": false, + "reason": "Both mention output regressions across versions, but they affect different models and different mechanisms: Pegasus generation vs Qwen3.5 recurrent state handling." + }, + { + "left": "issue:45127", + "right": "issue:45245", + "accept": false, + "reason": "These are unrelated bugs: LoRA merge collapse with extended vocabulary versus a categorical-count limit runtime error." + }, + { + "left": "issue:29942", + "right": "issue:32090", + "accept": false, + "reason": "Flash Attention 2 test failures and a Trainer _gpu_broadcast_one NoneType error are distinct failures in different subsystems." + }, + { + "left": "issue:45200", + "right": "issue:45588", + "accept": false, + "reason": "Gemma4 text-only mm_token_type_ids handling and a flash_attention s_aux=None crash are different code paths and symptoms." + }, + { + "left": "issue:43278", + "right": "issue:43825", + "accept": false, + "reason": "Evaluate-time dtype drift for embeddings is unrelated to the pipeline translation-task warning message." + }, + { + "left": "issue:43335", + "right": "issue:43653", + "accept": false, + "reason": "SwitchTransformers sparse-layer construction and BigBirdTokenizer special-token registration are separate bugs in different components." + }, + { + "left": "issue:37428", + "right": "issue:44351", + "accept": false, + "reason": "These are both import-related, but they fail on different missing symbols and different dependency paths." + }, + { + "left": "issue:44206", + "right": "issue:45823", + "accept": false, + "reason": "Unsupported center arg in LasrFeatureExtractor and Gemma4 PLE device mismatch are unrelated failures." + }, + { + "left": "issue:43611", + "right": "issue:43931", + "accept": false, + "reason": "Base-model-prefix loading regression and Qwen3-VL weight-shape mismatch are different model-loading issues." + }, + { + "left": "issue:43550", + "right": "issue:44112", + "accept": false, + "reason": "torch.compile/SDPA failure in Bamba and a stale CI override test in GraniteSpeech do not describe the same bug." + }, + { + "left": "issue:43819", + "right": "issue:44493", + "accept": false, + "reason": "DAC.from_latents missing STE is unrelated to unexpected position-id keys during model loading." + }, + { + "left": "issue:43335", + "right": "issue:43504", + "accept": false, + "reason": "Sparse-layer creation in SwitchTransformers and Beit legacy-field loading are different BEIT/SwitchTransformers issues." + }, + { + "left": "issue:44855", + "right": "issue:45083", + "accept": false, + "reason": "Python 3.13 IndentationError in DebertaV2Model is unrelated to the qwen3_omni_moe feature-length helper behavior." + }, + { + "left": "issue:45588", + "right": "issue:45859", + "accept": false, + "reason": "A flash_attention crash on sink-less models is a different problem from CPU-offload incompatibility in Qwen3_5MoeTextRotaryEmbedding." + }, + { + "left": "issue:29127", + "right": "issue:32090", + "accept": false, + "reason": "LayoutLMv3 error-message clarity and Trainer broadcast NoneType support are not the same underlying bug." + }, + { + "left": "issue:39692", + "right": "issue:43526", + "accept": false, + "reason": "SigLIP2 docs/model-processor example problems are unrelated to BeitImageProcessorFast reduce_labels returning only one label." + }, + { + "left": "issue:43335", + "right": "issue:45083", + "accept": false, + "reason": "SwitchTransformers sparse-layer creation and qwen3_omni_moe feature-length calculation are different model internals." + }, + { + "left": "issue:45310", + "right": "issue:45478", + "accept": true, + "reason": "Exact duplicate reports: same title, same transformers>=5.4.0 Qwen3.5 MoE from_pretrained failure, same underlying bug." + }, + { + "left": "issue:39692", + "right": "issue:44493", + "accept": false, + "reason": "Documentation example failures for SigLIP2 and unexpected position-id keys are unrelated issues." + }, + { + "left": "issue:43720", + "right": "issue:44112", + "accept": false, + "reason": "BitNet packed-weight loading and GraniteSpeech stale device override are distinct CI/model-loading problems." + }, + { + "left": "issue:43335", + "right": "issue:45072", + "accept": false, + "reason": "SwitchTransformers config bug and bfloat16 dtype mismatch in inference are not the same failure." + }, + { + "left": "issue:43335", + "right": "issue:44112", + "accept": false, + "reason": "SwitchTransformers sparse-layer construction and GraniteSpeech device-override CI failure are unrelated." + }, + { + "left": "issue:44448", + "right": "issue:44779", + "accept": false, + "reason": "Both concern v4/v5 output differences, but they involve different models and different tokenizer/generation behavior." + }, + { + "left": "issue:42490", + "right": "issue:43854", + "accept": false, + "reason": "Local-path import warning and GLM-4.7-Flash unit-test loading failure are different loading scenarios." + }, + { + "left": "issue:44360", + "right": "issue:44561", + "accept": false, + "reason": "The DSA indexer ReLU discussion is unrelated to trust_remote_code breakage from removing is_torch_fx_available." + }, + { + "left": "issue:44977", + "right": "issue:45229", + "accept": false, + "reason": "Flash-attention generation issues for Qwen3.5 and Gemma4 multi-GPU OOM are different problems." + }, + { + "left": "issue:38175", + "right": "issue:44493", + "accept": false, + "reason": "Unexpected zero probabilities in SigLIP2 and position-id key warnings in many models are not the same underlying defect." + }, + { + "left": "issue:43606", + "right": "issue:44857", + "accept": false, + "reason": "CPU offload device mismatch in bark-small and float16 AMP crash in LwDetrImageLoss are separate device/precision bugs." + }, + { + "left": "issue:34689", + "right": "issue:35141", + "accept": false, + "reason": "Llama 3.2 Vision model loading regression and embedding reinitialization after resize are unrelated model-loading behaviors." + }, + { + "left": "issue:44857", + "right": "issue:45072", + "accept": false, + "reason": "AMP crash in LwDetrImageLoss and bfloat16 dtype mismatch in SwitchTransformers/TimmWrapperModel are different precision issues." + }, + { + "left": "issue:44448", + "right": "issue:44977", + "accept": false, + "reason": "Pegasus output differences and Qwen3.5 flash-attention generation failures are unrelated model-specific regressions." + }, + { + "left": "issue:40444", + "right": "issue:43526", + "accept": false, + "reason": "Qwen2.5-VL iterable-dataset multi-image finetuning failure and BeitImageProcessorFast label reduction are different image-model bugs." + }, + { + "left": "issue:28218", + "right": "issue:32090", + "accept": false, + "reason": "Tokenizer spacing after added tokens and Trainer broadcast NoneType errors are unrelated." + }, + { + "left": "issue:43701", + "right": "issue:45083", + "accept": false, + "reason": "resume_from_checkpoint key mismatch and qwen3_omni_moe feature-length behavior are different failure modes." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The cluster summary is well grounded in the packet. The only true duplicate pair is the exact-title match between issue:45310 and issue:45478, and the soft-edge rejections stay conservative by relying on clearly different titles/models/subsystems. No mergeability concerns apply here since these are issues, not PRs." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 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-10000-427", + "nodes": [ + "issue:10000", + "issue:15354", + "issue:25251", + "issue:29942", + "issue:32090", + "issue:33357", + "issue:35141", + "issue:37428", + "issue:41720", + "issue:42490", + "issue:43278", + "issue:43329", + "issue:43381", + "issue:43412", + "issue:43550", + "issue:43575", + "issue:43653", + "issue:43723", + "issue:43873", + "issue:43927", + "issue:43976", + "issue:44448", + "issue:44462", + "issue:44466", + "issue:44554", + "issue:44561", + "issue:44568", + "issue:44743", + "issue:44779", + "issue:44857", + "issue:44977", + "issue:44987", + "issue:45083", + "issue:45198", + "issue:45229", + "issue:45245", + "issue:45372", + "issue:45406", + "issue:45440", + "issue:45459", + "issue:45491", + "issue:45563", + "issue:45588", + "issue:45698", + "issue:45712", + "issue:45803", + "issue:45823" + ], + "soft_pairs": [ + "issue:43723|issue:44554", + "issue:43550|issue:45083", + "issue:32090|issue:33357", + "issue:29942|issue:35141", + "issue:44561|issue:44779", + "issue:43873|issue:45229", + "issue:43927|issue:45698", + "issue:44462|issue:44561", + "issue:41720|issue:45229", + "issue:44977|issue:45563", + "issue:37428|issue:44987", + "issue:43278|issue:43329", + "issue:42490|issue:43575", + "issue:44568|issue:45491", + "issue:10000|issue:15354", + "issue:45372|issue:45588", + "issue:45198|issue:45803", + "issue:43412|issue:45588", + "issue:44857|issue:45588", + "issue:45372|issue:45406", + "issue:43976|issue:45440", + "issue:45459|issue:45712", + "issue:45588|issue:45823", + "issue:43278|issue:43381", + "issue:44448|issue:44466", + "issue:45245|issue:45563", + "issue:43653|issue:44743", + "issue:25251|issue:32090" + ], + "prepared_review_unit_hash": "d160c0bc3070f8930ae10d529e24e3dae1a792fedd79a965385c5337404e8ebf", + "component_budget": { + "node_count": 427, + "item_count": 427, + "soft_pair_count": 1576, + "serialized_chars": 816182, + "estimated_input_tokens": 204046, + "estimated_eval_tokens": 408348 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 28, + "serialized_chars": 35788, + "estimated_input_tokens": 8947, + "estimated_eval_tokens": 18150 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The set is mostly a grab bag of unrelated transformer bugs and regressions; none of the soft pairs look like the same concrete underlying issue, so I found no convincing duplicate cluster or single canonical item.", + "confidence": 0.91, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": null, + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43723", + "right": "issue:44554", + "accept": false, + "reason": "Tokenizer-loading v5 regression and MPS attention correctness are different subsystems and failure modes." + }, + { + "left": "issue:43550", + "right": "issue:45083", + "accept": false, + "reason": "torch.compile/SDPA failure in Bamba is unrelated to a helper output-length bug in qwen3_omni_moe." + }, + { + "left": "issue:32090", + "right": "issue:33357", + "accept": false, + "reason": "Trainer broadcast NoneType error and MacOS CLIP bus error are unrelated runtime failures." + }, + { + "left": "issue:29942", + "right": "issue:35141", + "accept": false, + "reason": "Flash Attention 2 test failures do not match the token-embedding post_init reinitialization bug." + }, + { + "left": "issue:44561", + "right": "issue:44779", + "accept": false, + "reason": "Removal of is_torch_fx_available and Deepseek tokenizer regressions affect different code paths." + }, + { + "left": "issue:43873", + "right": "issue:45229", + "accept": false, + "reason": "Quantization offloading behavior and multi-GPU OOM are different problems, not the same bug." + }, + { + "left": "issue:43927", + "right": "issue:45698", + "accept": false, + "reason": "Both involve save/load flows, but one loses custom token IDs and the other loads the wrong custom module." + }, + { + "left": "issue:44462", + "right": "issue:44561", + "accept": false, + "reason": "AutoTokenizer ignoring tokenizer.json is unrelated to the trust_remote_code breakage from removed API." + }, + { + "left": "issue:41720", + "right": "issue:45229", + "accept": false, + "reason": "Qwen3 device-mapping assertion failure is not the same as Gemma4 multi-GPU OOM." + }, + { + "left": "issue:44977", + "right": "issue:45563", + "accept": false, + "reason": "Flash-attention generation failure and stale paging warning are different generation issues." + }, + { + "left": "issue:37428", + "right": "issue:44987", + "accept": false, + "reason": "Both are loading/import regressions, but they point to different missing dependencies and model-entry failures." + }, + { + "left": "issue:43278", + "right": "issue:43329", + "accept": false, + "reason": "Embedding dtype drift and undefined video-branch variables are unrelated bugs." + }, + { + "left": "issue:42490", + "right": "issue:43575", + "accept": false, + "reason": "Local-path import warning and tp-related OOM do not share the same underlying cause." + }, + { + "left": "issue:44568", + "right": "issue:45491", + "accept": false, + "reason": "Tokenizer special-token insertion bug is unrelated to Gemma3 NaN embeddings in attention." + }, + { + "left": "issue:10000", + "right": "issue:15354", + "accept": false, + "reason": "German DistilBertModel issue and ViT torch.jit GeneratorExp export error are unrelated legacy reports." + }, + { + "left": "issue:45372", + "right": "issue:45588", + "accept": false, + "reason": "Gemma4 processor import failure and flash_attention s_aux=None crash are separate Gemma4 code paths." + }, + { + "left": "issue:45198", + "right": "issue:45803", + "accept": false, + "reason": "Wav2Vec2 save/tokenization failure and bare-except tensor conversion bug are different defects." + }, + { + "left": "issue:43412", + "right": "issue:45588", + "accept": false, + "reason": "Executorch export problems for gemma3n do not match the sink-less flash_attention crash." + }, + { + "left": "issue:44857", + "right": "issue:45588", + "accept": false, + "reason": "CUDA AMP loss crash in LwDetrImageLoss is unrelated to flash_attention's s_aux=None AttributeError." + }, + { + "left": "issue:45372", + "right": "issue:45406", + "accept": false, + "reason": "Processor import dependency failure and missing _tokenizer in serve are both Gemma4-related but not the same bug." + }, + { + "left": "issue:43976", + "right": "issue:45440", + "accept": false, + "reason": "Python-version compatibility regression and DeepSeekV3MoE divergence are unrelated." + }, + { + "left": "issue:45459", + "right": "issue:45712", + "accept": false, + "reason": "Tokenizer exception masking and dummy class cleanup are separate maintenance issues." + }, + { + "left": "issue:45588", + "right": "issue:45823", + "accept": false, + "reason": "flash_attention s_aux=None crash and Gemma4 PLE device mismatch are different forward-pass failures." + }, + { + "left": "issue:43278", + "right": "issue:43381", + "accept": false, + "reason": "BF16/FP32 embedding drift is not the same as gradient-checkpointing eval-mode rejection." + }, + { + "left": "issue:44448", + "right": "issue:44466", + "accept": false, + "reason": "Pegasus v4/v5 output drift and lm_head.weight serialization inconsistency are both regressions, but not one concrete bug." + }, + { + "left": "issue:45245", + "right": "issue:45563", + "accept": false, + "reason": "Category-limit runtime error and stale num_return_sequences warning are unrelated." + }, + { + "left": "issue:43653", + "right": "issue:44743", + "accept": false, + "reason": "BigBirdTokenizer special-token registration and Qwen3.5 recurrent-state reset are different models and failures." + }, + { + "left": "issue:25251", + "right": "issue:32090", + "accept": false, + "reason": "Pipeline top_k nesting behavior and Trainer broadcast NoneType error 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": 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-10000-427", + "nodes": [ + "issue:29127", + "issue:29942", + "issue:30064", + "issue:32090", + "issue:33290", + "issue:33357", + "issue:34567", + "issue:36010", + "issue:39692", + "issue:42490", + "issue:42915", + "issue:42994", + "issue:43065", + "issue:43066", + "issue:43257", + "issue:43278", + "issue:43381", + "issue:43421", + "issue:43526", + "issue:43611", + "issue:43653", + "issue:43701", + "issue:43756", + "issue:43761", + "issue:43824", + "issue:43873", + "issue:43994", + "issue:44186", + "issue:44206", + "issue:44265", + "issue:44279", + "issue:44361", + "issue:44442", + "issue:44462", + "issue:44479", + "issue:44610", + "issue:44871", + "issue:44977", + "issue:45198", + "issue:45372", + "issue:45412", + "issue:45440", + "issue:45459", + "issue:45491", + "issue:45593", + "issue:45834", + "issue:45859", + "issue:46121" + ], + "soft_pairs": [ + "issue:43065|issue:43994", + "issue:44206|issue:44479", + "issue:45372|issue:45459", + "issue:44186|issue:45198", + "issue:43065|issue:45412", + "issue:43611|issue:46121", + "issue:44871|issue:44977", + "issue:44361|issue:45198", + "issue:32090|issue:33290", + "issue:42490|issue:43873", + "issue:33357|issue:39692", + "issue:42915|issue:42994", + "issue:29127|issue:34567", + "issue:29942|issue:30064", + "issue:43994|issue:45412", + "issue:44265|issue:45198", + "issue:43066|issue:44462", + "issue:43756|issue:45440", + "issue:43257|issue:43278", + "issue:43421|issue:45491", + "issue:43653|issue:44442", + "issue:43381|issue:43701", + "issue:44610|issue:45412", + "issue:43824|issue:44279", + "issue:45440|issue:45593", + "issue:29127|issue:33357", + "issue:43761|issue:45859", + "issue:29942|issue:36010", + "issue:43526|issue:45834", + "issue:43526|issue:44186" + ], + "prepared_review_unit_hash": "61899b4e721b937adc1a3540ead6a39356d9ea6257243b2c88a4d92260a8dc65", + "component_budget": { + "node_count": 427, + "item_count": 427, + "soft_pair_count": 1576, + "serialized_chars": 816182, + "estimated_input_tokens": 204046, + "estimated_eval_tokens": 408348 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 30, + "serialized_chars": 36632, + "estimated_input_tokens": 9158, + "estimated_eval_tokens": 18572 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The cluster is a heterogeneous mix of unrelated bug reports across tokenization, model loading, quantization, training, and vision/audio pipelines. None of the soft pairs look like the same underlying defect, so all soft edges are rejected.", + "confidence": 0.92, + "canonical_issue_reason": "issue:44462 is the broadest infrastructure-level bug in the set: AutoTokenizer ignoring the repository\u2019s tokenizer.json. It is more central and reusable as a representative issue than the many model-specific regressions, though this cluster does not form a true duplicate group.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:44462 is the best single representative because it concerns core tokenizer resolution/loading and has wider impact than the mostly model- or feature-specific issues elsewhere in the cluster.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43065", + "right": "issue:43994", + "accept": false, + "reason": "Different problems: dummy Conv2d in Sam3PixelDecoder vs SigLIP2 model/processor mismatch and quantization failure." + }, + { + "left": "issue:44206", + "right": "issue:44479", + "accept": false, + "reason": "Unrelated regressions: unsupported center arg in LasrFeatureExtractor vs video-input regression in Qwen multimodal models." + }, + { + "left": "issue:45372", + "right": "issue:45459", + "accept": false, + "reason": "Both are import-related, but one is a Gemma 4 processor dependency failure and the other is tokenizer error masking when protobuf is missing." + }, + { + "left": "issue:44186", + "right": "issue:45198", + "accept": false, + "reason": "Both involve tokenization, but one is LayoutLMv2 NER/padding crashes and the other is Wav2Vec2 save_pretrained/tokenization failure." + }, + { + "left": "issue:43065", + "right": "issue:45412", + "accept": false, + "reason": "Unrelated: dummy Conv2d in Sam3PixelDecoder vs RT-DETR memory not being released on deletion." + }, + { + "left": "issue:43611", + "right": "issue:46121", + "accept": false, + "reason": "Different scope: base_model_prefix loading breakage in v5 vs rope-parameter conversion TypeError on JSON-loaded lists." + }, + { + "left": "issue:44871", + "right": "issue:44977", + "accept": false, + "reason": "Both are Gemma/Qwen generation issues, but one is eos_token_id config mismatch and the other is flash-attention generation failure." + }, + { + "left": "issue:44361", + "right": "issue:45198", + "accept": false, + "reason": "Different tokenization failures: MLukeTokenizer task AttributeError vs Wav2Vec2 save_pretrained/tokenization problems." + }, + { + "left": "issue:32090", + "right": "issue:33290", + "accept": false, + "reason": "Trainer NoneType broadcast error is a distributed-training bug; adafactor/deepspeed OOM is a memory usage issue." + }, + { + "left": "issue:42490", + "right": "issue:43873", + "accept": false, + "reason": "Local-path import warning with trailing slash is unrelated to offloading not working with quantization." + }, + { + "left": "issue:33357", + "right": "issue:39692", + "accept": false, + "reason": "Different failures: MacOS bus error for CLIP vs SigLIP2 docs example/model-processor mismatch and quantization error." + }, + { + "left": "issue:42915", + "right": "issue:42994", + "accept": false, + "reason": "Both mention quantization, but one is Qwen3 MoE failing with FineGrainedFP8Config and the other is quantized model saving failure." + }, + { + "left": "issue:29127", + "right": "issue:34567", + "accept": false, + "reason": "Different Trainer-adjacent issues: LayoutLMv3 error messaging vs TrainerState num_input_tokens_seen not updating." + }, + { + "left": "issue:29942", + "right": "issue:30064", + "accept": false, + "reason": "Flash Attention 2 test failures are unrelated to void segmentation map processing in the image processor." + }, + { + "left": "issue:43994", + "right": "issue:45412", + "accept": false, + "reason": "SigLIP2 inference/processor mismatch is unrelated to RT-DETR memory leak on deletion." + }, + { + "left": "issue:44265", + "right": "issue:45198", + "accept": false, + "reason": "torch.export failure with torch_compilable_check is a compilation/export bug, not a Wav2Vec2 save/tokenization issue." + }, + { + "left": "issue:43066", + "right": "issue:44462", + "accept": false, + "reason": "Tokenizer decoder type in v5 is not the same as AutoTokenizer ignoring tokenizer.json from the repository." + }, + { + "left": "issue:43756", + "right": "issue:45440", + "accept": false, + "reason": "Smollm3 RoPE-layer count bug is unrelated to DeepseekV3MoE divergence from the remote implementation." + }, + { + "left": "issue:43257", + "right": "issue:43278", + "accept": false, + "reason": "Both involve model state handling, but one is Qwen3 MoE weights not converted under accelerate+deepspeed and the other is embedding dtype drift in eval." + }, + { + "left": "issue:43421", + "right": "issue:45491", + "accept": false, + "reason": "Tokenizer special-token post-processor update bug is unrelated to Gemma3 NaN embeddings with sliding-window attention." + }, + { + "left": "issue:43653", + "right": "issue:44442", + "accept": false, + "reason": "BigBirdTokenizer special-token registration issue is not the same as AutoTokenizer failing to load a FastSpeech2ConformerTokenizer." + }, + { + "left": "issue:43381", + "right": "issue:43701", + "accept": false, + "reason": "Gradient checkpointing in eval mode and resume_from_checkpoint key mismatch are different training/resume bugs." + }, + { + "left": "issue:44610", + "right": "issue:45412", + "accept": false, + "reason": "OmDet-Turbo processor size mismatch is unrelated to RT-DETR memory release behavior." + }, + { + "left": "issue:43824", + "right": "issue:44279", + "accept": false, + "reason": "ImportError for Qwen2_5_VLForConditionalGeneration is not the same as a generic dependency issue with transformers." + }, + { + "left": "issue:45440", + "right": "issue:45593", + "accept": false, + "reason": "DeepseekV3MoE implementation divergence is unrelated to D-FINE not using auxiliary losses when denoising is off." + }, + { + "left": "issue:29127", + "right": "issue:33357", + "accept": false, + "reason": "LayoutLMv3 error-message clarity and CLIP MacOS bus error are entirely different issues." + }, + { + "left": "issue:43761", + "right": "issue:45859", + "accept": false, + "reason": "CLIPVisionModel hidden_states regression is unrelated to Qwen3_5Moe CPU offload incompatibility." + }, + { + "left": "issue:29942", + "right": "issue:36010", + "accept": false, + "reason": "Flash Attention 2 test failures do not match the GenerationMixin import error." + }, + { + "left": "issue:43526", + "right": "issue:45834", + "accept": false, + "reason": "BeitImageProcessorFast reduce_labels bug is unrelated to Kosmos2.5 OCR index errors." + }, + { + "left": "issue:43526", + "right": "issue:44186", + "accept": false, + "reason": "Both are processor/tokenization adjacent, but they concern different processors and failure modes with no shared code-path indicated." + } + ] + }, + "evaluator_result": 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-10000-427", + "nodes": [ + "issue:29127", + "issue:33290", + "issue:34567", + "issue:34689", + "issue:35141", + "issue:42490", + "issue:42915", + "issue:43232", + "issue:43262", + "issue:43334", + "issue:43381", + "issue:43388", + "issue:43441", + "issue:43526", + "issue:43531", + "issue:43575", + "issue:43646", + "issue:43701", + "issue:43723", + "issue:43761", + "issue:43873", + "issue:43931", + "issue:44062", + "issue:44077", + "issue:44079", + "issue:44206", + "issue:44387", + "issue:44442", + "issue:44464", + "issue:44479", + "issue:44625", + "issue:44743", + "issue:44811", + "issue:44857", + "issue:44898", + "issue:44977", + "issue:45003", + "issue:45072", + "issue:45103", + "issue:45245", + "issue:45290", + "issue:45372", + "issue:45440", + "issue:45479", + "issue:45491", + "issue:45584", + "issue:45588", + "issue:45907" + ], + "soft_pairs": [ + "issue:45103|issue:45372", + "issue:44625|issue:45584", + "issue:29127|issue:35141", + "issue:44442|issue:45072", + "issue:43334|issue:43531", + "issue:44977|issue:45245", + "issue:42915|issue:43931", + "issue:43526|issue:44857", + "issue:42490|issue:43381", + "issue:43575|issue:43701", + "issue:44464|issue:45491", + "issue:43262|issue:44206", + "issue:43575|issue:44387", + "issue:44743|issue:44811", + "issue:43646|issue:44077", + "issue:43441|issue:45588", + "issue:44062|issue:45907", + "issue:43761|issue:44079", + "issue:45003|issue:45440", + "issue:43723|issue:45479", + "issue:44479|issue:45290", + "issue:44442|issue:44898", + "issue:43232|issue:43388", + "issue:33290|issue:34689", + "issue:33290|issue:34567", + "issue:33290|issue:35141", + "issue:42490|issue:44743", + "issue:43381|issue:43873" + ], + "prepared_review_unit_hash": "f531783f82b918b49a6132bc0c4f1d12ff9db0c189952121312b919e439fb0bf", + "component_budget": { + "node_count": 427, + "item_count": 427, + "soft_pair_count": 1576, + "serialized_chars": 816182, + "estimated_input_tokens": 204046, + "estimated_eval_tokens": 408348 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 28, + "serialized_chars": 36258, + "estimated_input_tokens": 9065, + "estimated_eval_tokens": 18386 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is heterogeneous: the soft-similarity pairs are mostly false positives across unrelated bugs, model families, and subsystems. No duplicate pair looks safe to merge, and there is no true PR cluster here.", + "confidence": 0.97, + "canonical_issue_reason": "No strong canonical duplicate exists; if one issue must anchor the cluster, #43873 is the most active and referenced, but it is not actually connected to the rest of the items.", + "canonical_pr_reason": null, + "best_issue_reason": "#43873 is the strongest standalone issue in the set by activity and inbound references, but it still does not represent the rest of the cluster.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45103", + "right": "issue:45372", + "accept": false, + "reason": "Different failures in different areas: auto-docstring annotation parsing vs Gemma 4 processor import error." + }, + { + "left": "issue:44625", + "right": "issue:45584", + "accept": false, + "reason": "Unrelated bugs: Qwen3.5 config propagation vs Whisper empty-transcription generation after token alignment." + }, + { + "left": "issue:29127", + "right": "issue:35141", + "accept": false, + "reason": "Different subsystems entirely: LayoutLMV3 error messaging vs embedding reinitialization on resize." + }, + { + "left": "issue:44442", + "right": "issue:45072", + "accept": false, + "reason": "Tokenizer loading failure and bf16 dtype mismatch are unrelated code paths." + }, + { + "left": "issue:43334", + "right": "issue:43531", + "accept": false, + "reason": "Same model family, but different issues: missing pad_token_id on load vs sliding-window behavior in Qwen3-MoE." + }, + { + "left": "issue:44977", + "right": "issue:45245", + "accept": false, + "reason": "Qwen3.5 flash-attention generation bug is unrelated to category-count limits." + }, + { + "left": "issue:42915", + "right": "issue:43931", + "accept": false, + "reason": "Different models and symptoms: FineGrainedFP8Config failure vs Qwen3-VL weight-shape mismatch." + }, + { + "left": "issue:43526", + "right": "issue:44857", + "accept": false, + "reason": "ImageProcessor label reduction bug is unrelated to LwDetrImageLoss AMP crashes." + }, + { + "left": "issue:42490", + "right": "issue:43381", + "accept": false, + "reason": "Local-path import warning has nothing to do with gradient checkpointing in eval mode." + }, + { + "left": "issue:43575", + "right": "issue:43701", + "accept": false, + "reason": "OOM on tensor-parallel model loading is unrelated to checkpoint key mismatch." + }, + { + "left": "issue:44464", + "right": "issue:45491", + "accept": false, + "reason": "Both involve generation, but the concrete bugs differ: compiled forward inconsistency vs Gemma3 sliding-window NaNs." + }, + { + "left": "issue:43262", + "right": "issue:44206", + "accept": false, + "reason": "Audio chat-template sampling-rate defaulting and LasrFeatureExtractor center-arg handling are different bugs." + }, + { + "left": "issue:43575", + "right": "issue:44387", + "accept": false, + "reason": "Both are memory-related, but one is tensor-parallel load OOM and the other is int4 reserved-memory growth." + }, + { + "left": "issue:44743", + "right": "issue:44811", + "accept": false, + "reason": "Recurrent-state reset in Qwen3.5 is unrelated to Whisper batch_decode skip_special_tokens handling." + }, + { + "left": "issue:43646", + "right": "issue:44077", + "accept": false, + "reason": "Generic custom-model init regression and patchtsmixer post_init policy are not the same code-path problem." + }, + { + "left": "issue:43441", + "right": "issue:45588", + "accept": false, + "reason": "Different flash-attention failures in different models and different stack traces." + }, + { + "left": "issue:44062", + "right": "issue:45907", + "accept": false, + "reason": "Tokenizer AddedToken keyword duplication has no relation to list_repo_files revision forwarding." + }, + { + "left": "issue:43761", + "right": "issue:44079", + "accept": false, + "reason": "One is CLIPVisionModel output behavior; the other is generic ModelOutput key assignment semantics." + }, + { + "left": "issue:45003", + "right": "issue:45440", + "accept": false, + "reason": "Unsafe sys.modules access and DeepSeekV3 MoE divergence are unrelated." + }, + { + "left": "issue:43723", + "right": "issue:45479", + "accept": false, + "reason": "Tokenizer loading regression and zero-loss sequence-classification bug are unrelated." + }, + { + "left": "issue:44479", + "right": "issue:45290", + "accept": false, + "reason": "Video-input regression and assistant tool-call chat-template crash are different generation/preprocessing bugs." + }, + { + "left": "issue:44442", + "right": "issue:44898", + "accept": false, + "reason": "Tokenizer loading failure is unrelated to Perceiver interpolation at non-default image resolution." + }, + { + "left": "issue:43232", + "right": "issue:43388", + "accept": false, + "reason": "Generation kwargs sync issue and metrics-gathering label truncation are different distributed-training bugs." + }, + { + "left": "issue:33290", + "right": "issue:34689", + "accept": false, + "reason": "Adafactor+DeepSpeed OOM is unrelated to Llama 3.2 Vision model loading breakage." + }, + { + "left": "issue:33290", + "right": "issue:34567", + "accept": false, + "reason": "OOM in optimizer/deepspeed has no overlap with TrainerState token counter updates." + }, + { + "left": "issue:33290", + "right": "issue:35141", + "accept": false, + "reason": "These concern unrelated training-memory and embedding-resize behaviors." + }, + { + "left": "issue:42490", + "right": "issue:44743", + "accept": false, + "reason": "Trailing-slash import warning and recurrent-state reset are unrelated." + }, + { + "left": "issue:43381", + "right": "issue:43873", + "accept": false, + "reason": "Gradient checkpointing eval-mode restriction and quantization offloading problems are not the same bug." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 17, + "review_unit_index": 29, + "review_unit_count": 49, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-427", + "nodes": [ + "issue:25251", + "issue:28282", + "issue:33290", + "issue:34689", + "issue:36010", + "issue:36331", + "issue:42907", + "issue:43065", + "issue:43295", + "issue:43316", + "issue:43493", + "issue:43525", + "issue:43540", + "issue:43550", + "issue:43606", + "issue:43611", + "issue:43643", + "issue:43701", + "issue:43716", + "issue:43720", + "issue:43749", + "issue:43761", + "issue:43825", + "issue:43827", + "issue:43873", + "issue:43931", + "issue:44077", + "issue:44162", + "issue:44188", + "issue:44190", + "issue:44442", + "issue:44479", + "issue:44496", + "issue:44514", + "issue:44534", + "issue:44617", + "issue:44792", + "issue:44855", + "issue:44871", + "issue:44877", + "issue:44913", + "issue:44987", + "issue:45137", + "issue:45216", + "issue:45698", + "issue:45759", + "issue:45803", + "issue:46178" + ], + "soft_pairs": [ + "issue:43316|issue:43525", + "issue:43761|issue:44188", + "issue:44442|issue:45803", + "issue:34689|issue:43611", + "issue:43720|issue:44442", + "issue:44077|issue:44479", + "issue:44987|issue:46178", + "issue:43931|issue:45216", + "issue:43493|issue:43827", + "issue:42907|issue:45698", + "issue:34689|issue:36010", + "issue:33290|issue:36331", + "issue:43316|issue:45759", + "issue:43749|issue:43931", + "issue:43873|issue:44871", + "issue:43643|issue:44913", + "issue:44190|issue:44496", + "issue:44855|issue:45137", + "issue:43540|issue:44514", + "issue:25251|issue:28282", + "issue:43065|issue:44617", + "issue:43295|issue:43825", + "issue:43550|issue:43701", + "issue:43316|issue:43716", + "issue:44162|issue:44792", + "issue:43316|issue:44877", + "issue:43606|issue:43701", + "issue:44077|issue:44534" + ], + "prepared_review_unit_hash": "931b89f902217f75c64c354b1da10f6234fad0a8e8d6a61bc41bf64da53d74fb", + "component_budget": { + "node_count": 427, + "item_count": 427, + "soft_pair_count": 1576, + "serialized_chars": 816182, + "estimated_input_tokens": 204046, + "estimated_eval_tokens": 408348 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 28, + "serialized_chars": 36067, + "estimated_input_tokens": 9017, + "estimated_eval_tokens": 18290 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The set is highly heterogeneous, and every proposed soft pair appears to be a false duplicate: they usually share a broad subsystem (configs, loading, multimodal inputs, offloading) but not the same concrete bug or code path. No PRs are present to compare.", + "confidence": 0.91, + "canonical_issue_reason": "issue:43873 is the broadest and most actively discussed open bug in the set, so it is the best representative issue if one must be chosen.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43873 has the strongest triage signal overall: open status, multiple inbound references, and a broad user-impacting loading/offloading regression.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43316", + "right": "issue:43525", + "accept": false, + "reason": "Both are config-related, but one is a Gemma3TextConfig API mismatch and the other is a missing pad_token_id on Llama4Config; different bugs." + }, + { + "left": "issue:43761", + "right": "issue:44188", + "accept": false, + "reason": "A CLIPVisionModel hidden_states regression and a torch.compile attention-kernel divergence are unrelated code paths." + }, + { + "left": "issue:44442", + "right": "issue:45803", + "accept": false, + "reason": "Tokenizer load failure vs. a bare-except bug in Fuyu tensor conversion; different models and failure modes." + }, + { + "left": "issue:34689", + "right": "issue:43611", + "accept": false, + "reason": "Both affect model loading, but one is a Llama 3.2 vision regression and the other is a base_model_prefix loading issue." + }, + { + "left": "issue:43720", + "right": "issue:44442", + "accept": false, + "reason": "Accelerate packed-weight loading in BitNet vs. AutoTokenizer failing on FastSpeech2ConformerTokenizer; unrelated." + }, + { + "left": "issue:44077", + "right": "issue:44479", + "accept": false, + "reason": "PatchTSMixer post_init validation and Qwen video-input regression are different bugs." + }, + { + "left": "issue:44987", + "right": "issue:46178", + "accept": false, + "reason": "A model-loading regression for physical-intelligence/fast is not the same as the BACKENDS_MAPPING tensorflow_text error." + }, + { + "left": "issue:43931", + "right": "issue:45216", + "accept": false, + "reason": "One is a Qwen3-VL weight-shape mismatch on load; the other is a Qwen3.5 save_pretrained checkpoint bug." + }, + { + "left": "issue:43493", + "right": "issue:43827", + "accept": false, + "reason": "SigLIP2 implementation discrepancy and stale docs mentioning pipeline() are unrelated." + }, + { + "left": "issue:42907", + "right": "issue:45698", + "accept": false, + "reason": "Both involve save/load behavior, but one is about failing to save dequantized models and the other about loading the wrong custom module after save_pretrained." + }, + { + "left": "issue:34689", + "right": "issue:36010", + "accept": false, + "reason": "A broken Llama 3.2 model load and a GenerationMixin ImportError are different issues." + }, + { + "left": "issue:33290", + "right": "issue:36331", + "accept": false, + "reason": "AdaFactor OOM under DeepSpeed and a CustomTrainer signature mismatch are unrelated training bugs." + }, + { + "left": "issue:43316", + "right": "issue:45759", + "accept": false, + "reason": "Gemma3TextConfig API inconsistency and Qwen composite config unwrapping are different config-handling bugs." + }, + { + "left": "issue:43749", + "right": "issue:43931", + "accept": false, + "reason": "FSDP CPU RAM efficient loading and Qwen3-VL weight-shape mismatch both involve loading, but not the same code-path problem." + }, + { + "left": "issue:43873", + "right": "issue:44871", + "accept": false, + "reason": "Quantization/offloading behavior and an eos_token_id config inconsistency are not duplicates." + }, + { + "left": "issue:43643", + "right": "issue:44913", + "accept": false, + "reason": "trust_remote_code dropping fields and GPTNeoXConfig rotary_pct resetting on reload are separate config persistence bugs." + }, + { + "left": "issue:44190", + "right": "issue:44496", + "accept": false, + "reason": "Local dataset loading in an example script and an unrecognized custom model config are different problems." + }, + { + "left": "issue:44855", + "right": "issue:45137", + "accept": false, + "reason": "Python 3.13 torch.jit parsing failure and a DeepSpeed ZeRO3 deque IndexError are unrelated." + }, + { + "left": "issue:43540", + "right": "issue:44514", + "accept": false, + "reason": "Qwen3OmniMoe video processing and Qwen2_5_VL batched chat-template padding are both multimodal, but the concrete bugs differ." + }, + { + "left": "issue:25251", + "right": "issue:28282", + "accept": false, + "reason": "Pipeline top_k output-shape change and missing PyTorch ImportError have nothing in common." + }, + { + "left": "issue:43065", + "right": "issue:44617", + "accept": false, + "reason": "Sam3PixelDecoder dummy Conv2d and Sam3Video CUDA OOM are different model issues." + }, + { + "left": "issue:43295", + "right": "issue:43825", + "accept": false, + "reason": "Processor/tokenizer regression and an incorrect pipeline() error message are not the same bug." + }, + { + "left": "issue:43550", + "right": "issue:43701", + "accept": false, + "reason": "torch.compile SDPA failure in Bamba-9B-v2 and a resume_from_checkpoint key mismatch are unrelated." + }, + { + "left": "issue:43316", + "right": "issue:43716", + "accept": false, + "reason": "Gemma3TextConfig API mismatch and Mistral-3 image-preprocessor dtype mismatch are different issues." + }, + { + "left": "issue:44162", + "right": "issue:44792", + "accept": false, + "reason": "ESM2 broad breakage and a janus test failure for image generation do not share a concrete code path." + }, + { + "left": "issue:43316", + "right": "issue:44877", + "accept": false, + "reason": "Gemma3TextConfig API discrepancy and strict config blocking granite_speech are distinct config-loading behaviors." + }, + { + "left": "issue:43606", + "right": "issue:43701", + "accept": false, + "reason": "CPU offload device mismatch and resume_from_checkpoint key mismatch are unrelated." + }, + { + "left": "issue:44077", + "right": "issue:44534", + "accept": false, + "reason": "PatchTSMixer post_init policy and non-persistent buffers filled with junk are separate v5 issues." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 17, + "review_unit_index": 30, + "review_unit_count": 49, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-427", + "nodes": [ + "issue:16998", + "issue:22355", + "issue:32090", + "issue:35141", + "issue:41950", + "issue:42617", + "issue:43295", + "issue:43388", + "issue:43404", + "issue:43441", + "issue:43452", + "issue:43475", + "issue:43504", + "issue:43525", + "issue:43531", + "issue:43572", + "issue:43575", + "issue:43646", + "issue:43673", + "issue:43688", + "issue:43742", + "issue:43761", + "issue:43931", + "issue:44060", + "issue:44242", + "issue:44464", + "issue:44479", + "issue:44496", + "issue:44521", + "issue:44534", + "issue:44617", + "issue:44734", + "issue:44743", + "issue:44792", + "issue:44871", + "issue:44913", + "issue:44977", + "issue:45127", + "issue:45200", + "issue:45381", + "issue:45406", + "issue:45563", + "issue:45584", + "issue:45698", + "issue:45803", + "issue:46050", + "issue:46170", + "issue:46178" + ], + "soft_pairs": [ + "issue:45803|issue:46170", + "issue:43404|issue:43441", + "issue:42617|issue:43575", + "issue:44871|issue:45584", + "issue:16998|issue:22355", + "issue:43673|issue:44743", + "issue:43575|issue:43742", + "issue:43295|issue:44871", + "issue:43388|issue:43688", + "issue:43761|issue:44479", + "issue:41950|issue:43475", + "issue:43452|issue:44496", + "issue:44871|issue:46050", + "issue:45127|issue:45200", + "issue:43646|issue:44913", + "issue:43572|issue:46178", + "issue:43504|issue:45698", + "issue:32090|issue:35141", + "issue:44734|issue:45406", + "issue:44617|issue:45584", + "issue:45563|issue:45584", + "issue:43761|issue:44242", + "issue:43525|issue:43531", + "issue:44792|issue:44977", + "issue:43931|issue:44060", + "issue:44479|issue:44734", + "issue:44534|issue:44913", + "issue:44464|issue:45563", + "issue:44521|issue:45381" + ], + "prepared_review_unit_hash": "195bbe47f55afe7652464c47d5c7e15c49806e22529855bf8dfc48f4697ba447", + "component_budget": { + "node_count": 427, + "item_count": 427, + "soft_pair_count": 1576, + "serialized_chars": 816182, + "estimated_input_tokens": 204046, + "estimated_eval_tokens": 408348 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 29, + "serialized_chars": 36486, + "estimated_input_tokens": 9122, + "estimated_eval_tokens": 18500 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly a noisy mix of unrelated Transformers issues spanning loading, generation, multimodal, distributed, and config regressions. None of the soft pairs look like true duplicates or mergeable PR-equivalents.", + "confidence": 0.84, + "canonical_issue_reason": "Issue 45698 is the best anchor: it is open, has substantial discussion, and is a clear save/load regression with broad enough relevance to represent the cluster better than the narrower reports.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 45698 is the most useful representative item here because it is active, well-scoped, and centered on a reproducible from_pretrained/save_pretrained bug.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45803", + "right": "issue:46170", + "accept": false, + "reason": "Different failure modes: tensor conversion exception handling vs Windows/ROCm distributed import/type error." + }, + { + "left": "issue:43404", + "right": "issue:43441", + "accept": false, + "reason": "Same model family, but one is tied-weights behavior and the other is a FlashAttention runtime failure; not the same bug." + }, + { + "left": "issue:42617", + "right": "issue:43575", + "accept": false, + "reason": "A script/runtime failure and a tensor-parallel OOM on a specific model are distinct issues." + }, + { + "left": "issue:44871", + "right": "issue:45584", + "accept": false, + "reason": "One is an eos_token_id config mismatch, the other is Whisper empty-transcription generation failure after align_special_tokens." + }, + { + "left": "issue:16998", + "right": "issue:22355", + "accept": false, + "reason": "Model_max_length question and missing transformers.onnx import are unrelated." + }, + { + "left": "issue:43673", + "right": "issue:44743", + "accept": false, + "reason": "Both involve cache, but one is missing GenerationMixin cache in chunked prefill and the other is recurrent state reset in modular_qwen3_5." + }, + { + "left": "issue:43575", + "right": "issue:43742", + "accept": false, + "reason": "OOM when loading a large model with TP is unrelated to a key error loading MobileLLM-125M." + }, + { + "left": "issue:43295", + "right": "issue:44871", + "accept": false, + "reason": "Processor/tokenizer regression and Gemma eos_token_id inconsistency affect different code paths." + }, + { + "left": "issue:43388", + "right": "issue:43688", + "accept": false, + "reason": "Metric label truncation and auxiliary-loss normalization are different training bugs." + }, + { + "left": "issue:43761", + "right": "issue:44479", + "accept": false, + "reason": "CLIP vision hidden_states regression and Qwen VL video-input regression are separate model-path failures." + }, + { + "left": "issue:41950", + "right": "issue:43475", + "accept": false, + "reason": "Pipeline processor selection and SAM3 video output attributes are unrelated." + }, + { + "left": "issue:43452", + "right": "issue:44496", + "accept": false, + "reason": "GGUF loading path breakage is not the same as an unrecognized model missing model_type." + }, + { + "left": "issue:44871", + "right": "issue:46050", + "accept": false, + "reason": "Config eos_token_id mismatch and quantized save/load corruption are different serialization bugs." + }, + { + "left": "issue:45127", + "right": "issue:45200", + "accept": false, + "reason": "LoRA/extended-vocab weight tying collapse and Gemma4 mm_token_type_ids defaults are unrelated." + }, + { + "left": "issue:43646", + "right": "issue:44913", + "accept": false, + "reason": "Custom model initialization breakage in v5 is not the same as GPTNeoX rotary_pct resetting on reload." + }, + { + "left": "issue:43572", + "right": "issue:46178", + "accept": false, + "reason": "Missing pad_token_idx and a backend-mapping error for tensorflow_text are unrelated." + }, + { + "left": "issue:43504", + "right": "issue:45698", + "accept": false, + "reason": "Legacy preset-field loading and wrong custom-module loading after save_pretrained are different import/load bugs." + }, + { + "left": "issue:32090", + "right": "issue:35141", + "accept": false, + "reason": "Distributed broadcast of NoneType and embedding reinitialization after resizing are separate issues." + }, + { + "left": "issue:44734", + "right": "issue:45406", + "accept": false, + "reason": "Serve KV-cache tensor indexing crash and Gemma4Processor missing _tokenizer are unrelated failures." + }, + { + "left": "issue:44617", + "right": "issue:45584", + "accept": false, + "reason": "CUDA out-of-memory in SAM3Video is not the same as Whisper empty-transcription generation failure." + }, + { + "left": "issue:45563", + "right": "issue:45584", + "accept": false, + "reason": "A stale warning and an actual generation failure are different bugs." + }, + { + "left": "issue:43761", + "right": "issue:44242", + "accept": false, + "reason": "Vision hidden_states regression and missing load-balancing loss are unrelated model behaviors." + }, + { + "left": "issue:43525", + "right": "issue:43531", + "accept": false, + "reason": "Missing pad_token_id and sliding_window behavior in Qwen3-MoE are distinct configuration issues." + }, + { + "left": "issue:44792", + "right": "issue:44977", + "accept": false, + "reason": "Janus image-generation test failure and Qwen3.5 flash-attention generation bug do not share the same code path." + }, + { + "left": "issue:43931", + "right": "issue:44060", + "accept": false, + "reason": "Qwen3-VL weight-shape mismatch and wrong tied-weights warning in Qwen3-Next are different model-loading problems." + }, + { + "left": "issue:44479", + "right": "issue:44734", + "accept": false, + "reason": "Video-input regression and serve KV-cache continuation indexing crash are separate defects." + }, + { + "left": "issue:44534", + "right": "issue:44913", + "accept": false, + "reason": "Non-persistent buffer junk and config reload resetting rotary_pct are not the same underlying bug." + }, + { + "left": "issue:44464", + "right": "issue:45563", + "accept": false, + "reason": "Compiled-forward output inconsistency and a stale generate warning are unrelated." + }, + { + "left": "issue:44521", + "right": "issue:45381", + "accept": false, + "reason": "All-zero assistant masks in multimodal chat templating and wrong vision_position_ids in Qwen2.5-VL video input are different multimodal 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": 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-10000-427", + "nodes": [ + "issue:35141", + "issue:36246", + "issue:39692", + "issue:41628", + "issue:41720", + "issue:42490", + "issue:43065", + "issue:43295", + "issue:43335", + "issue:43479", + "issue:43540", + "issue:43550", + "issue:43644", + "issue:43650", + "issue:43827", + "issue:43906", + "issue:43976", + "issue:43994", + "issue:44077", + "issue:44079", + "issue:44112", + "issue:44190", + "issue:44220", + "issue:44462", + "issue:44610", + "issue:44734", + "issue:44737", + "issue:44792", + "issue:44855", + "issue:44913", + "issue:44933", + "issue:44938", + "issue:44964", + "issue:45127", + "issue:45245", + "issue:45276", + "issue:45290", + "issue:45357", + "issue:45362", + "issue:45375", + "issue:45542", + "issue:45584", + "issue:45588", + "issue:45600", + "issue:45803", + "issue:45907", + "issue:46082", + "issue:46121" + ], + "soft_pairs": [ + "issue:44190|issue:44964", + "issue:43906|issue:45290", + "issue:43827|issue:43994", + "issue:44792|issue:45600", + "issue:41720|issue:45245", + "issue:43065|issue:44610", + "issue:44855|issue:45588", + "issue:35141|issue:42490", + "issue:44933|issue:45362", + "issue:43335|issue:44855", + "issue:44077|issue:44079", + "issue:43644|issue:44913", + "issue:43550|issue:44190", + "issue:43976|issue:44855", + "issue:43540|issue:44734", + "issue:44737|issue:45803", + "issue:45127|issue:45357", + "issue:44112|issue:45600", + "issue:44462|issue:45907", + "issue:43335|issue:44190", + "issue:46082|issue:46121", + "issue:44938|issue:45542", + "issue:39692|issue:44190", + "issue:43479|issue:45375", + "issue:45276|issue:45584", + "issue:43295|issue:45276", + "issue:36246|issue:41628", + "issue:43650|issue:44220", + "issue:45245|issue:45584" + ], + "prepared_review_unit_hash": "262cbfff895f833259aa7f9f4fd562fe4e6088a61ee428e749c3518e90685b94", + "component_budget": { + "node_count": 427, + "item_count": 427, + "soft_pair_count": 1576, + "serialized_chars": 816182, + "estimated_input_tokens": 204046, + "estimated_eval_tokens": 408348 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 29, + "serialized_chars": 36577, + "estimated_input_tokens": 9145, + "estimated_eval_tokens": 18546 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is not a single duplicate set; the soft pairs span unrelated bugs across imports, config validation, multimodal processors, CI failures, and runtime errors. I would not merge any of the proposed edges.", + "confidence": 0.97, + "canonical_issue_reason": "No clear canonical issue: the items are heterogeneous and do not share one underlying bug or code path.", + "canonical_pr_reason": "No PRs are present in this cluster.", + "best_issue_reason": "No single issue is a good global representative because the cluster is a mix of unrelated topics rather than one duplicate family.", + "best_pr_reason": "No PRs are present, so there is no global best PR candidate.", + "soft_edge_verdicts": [ + { + "left": "issue:44190", + "right": "issue:44964", + "accept": false, + "reason": "Both are loading-related, but one is a local dataset script failure and the other is a model import/load regression; different code paths." + }, + { + "left": "issue:43906", + "right": "issue:45290", + "accept": false, + "reason": "One is an isolated reproduction issue and the other is a chat template crash with tool calls; not the same bug." + }, + { + "left": "issue:43827", + "right": "issue:43994", + "accept": false, + "reason": "Docs still referencing pipeline() and SigLIP2 incorrect outputs are distinct problems, not one underlying defect." + }, + { + "left": "issue:44792", + "right": "issue:45600", + "accept": false, + "reason": "Both touch CI, but they concern different breakages in different files and subsystems." + }, + { + "left": "issue:41720", + "right": "issue:45245", + "accept": false, + "reason": "Qwen3 device-mapping CUDA assert and a category-limit runtime error are unrelated." + }, + { + "left": "issue:43065", + "right": "issue:44610", + "accept": false, + "reason": "Different model families and failures: dummy Conv2d in Sam3PixelDecoder vs processor/model input-size mismatch." + }, + { + "left": "issue:44855", + "right": "issue:45588", + "accept": false, + "reason": "Python 3.13 import parsing failure is unrelated to flash_attention handling of s_aux=None." + }, + { + "left": "issue:35141", + "right": "issue:42490", + "accept": false, + "reason": "Token embedding reinitialization and trailing-slash local model path warning are different issues." + }, + { + "left": "issue:44933", + "right": "issue:45362", + "accept": false, + "reason": "Nonexistent import from image_utils and Qwen3.5 chat crash are unrelated." + }, + { + "left": "issue:43335", + "right": "issue:44855", + "accept": false, + "reason": "SwitchTransformers sparse-layer config bug and DebertaV2 Python 3.13 import error do not share a code path." + }, + { + "left": "issue:44077", + "right": "issue:44079", + "accept": false, + "reason": "Optional post_init handling and ModelOutput key assignment are different framework behaviors." + }, + { + "left": "issue:43644", + "right": "issue:44913", + "accept": false, + "reason": "Non-persistent buffer initialization and GPTNeoX rotary_pct reload persistence are separate config/runtime issues." + }, + { + "left": "issue:43550", + "right": "issue:44190", + "accept": false, + "reason": "torch.compile SDPA failure in Bamba and local dataset loading in a training script are unrelated." + }, + { + "left": "issue:43976", + "right": "issue:44855", + "accept": false, + "reason": "Python version support regression and a specific DebertaV2 parse failure are not the same bug." + }, + { + "left": "issue:43540", + "right": "issue:44734", + "accept": false, + "reason": "Video-input validation in Qwen3OmniMoe and serve KV-cache indexing are different code paths." + }, + { + "left": "issue:44737", + "right": "issue:45803", + "accept": false, + "reason": "CPU device placement in XLNet and bare except in Fuyu tensor conversion are unrelated defects." + }, + { + "left": "issue:45127", + "right": "issue:45357", + "accept": false, + "reason": "LoRA merge with extended vocab and incorrect visual encoder keys in save_pretrained are distinct bugs." + }, + { + "left": "issue:44112", + "right": "issue:45600", + "accept": false, + "reason": "Both are CI failures, but caused by different tests and different removed config references." + }, + { + "left": "issue:44462", + "right": "issue:45907", + "accept": false, + "reason": "Tokenizer.json resolution and list_repo_files revision forwarding are unrelated repository/hub behaviors." + }, + { + "left": "issue:43335", + "right": "issue:44190", + "accept": false, + "reason": "Different subsystems: SwitchTransformers config creation vs dataset loading in an example script." + }, + { + "left": "issue:46082", + "right": "issue:46121", + "accept": false, + "reason": "LlamaConfig head_dim validation and rope-parameter JSON-list handling are separate validation paths." + }, + { + "left": "issue:44938", + "right": "issue:45542", + "accept": false, + "reason": "Python 3.14 loading failure and missing TensorFlow backend wiring are unrelated environment issues." + }, + { + "left": "issue:39692", + "right": "issue:44190", + "accept": false, + "reason": "SigLIP2 docs/model mismatch and local dataset loading failure do not describe the same problem." + }, + { + "left": "issue:43479", + "right": "issue:45375", + "accept": false, + "reason": "Both are config-field issues, but they involve different models and different missing/default fields." + }, + { + "left": "issue:45276", + "right": "issue:45584", + "accept": false, + "reason": "Gemma4 resize_token_embeddings behavior and Whisper empty-transcription generation failure are unrelated." + }, + { + "left": "issue:43295", + "right": "issue:45276", + "accept": false, + "reason": "Processor.tokenizer regression and Gemma4 embedding-resize behavior are different breakages." + }, + { + "left": "issue:36246", + "right": "issue:41628", + "accept": false, + "reason": "Both are import errors, but for different APIs and different modules; not the same underlying bug." + }, + { + "left": "issue:43650", + "right": "issue:44220", + "accept": false, + "reason": "Placeholder issue title and fbank feature extraction error are unrelated." + }, + { + "left": "issue:45245", + "right": "issue:45584", + "accept": false, + "reason": "Category cardinality runtime error and Whisper empty transcription 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": 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-10000-427", + "nodes": [ + "issue:36246", + "issue:38175", + "issue:38617", + "issue:41950", + "issue:42175", + "issue:42490", + "issue:42907", + "issue:43065", + "issue:43295", + "issue:43299", + "issue:43335", + "issue:43381", + "issue:43404", + "issue:43441", + "issue:43526", + "issue:43531", + "issue:43643", + "issue:43673", + "issue:43824", + "issue:43854", + "issue:43901", + "issue:43976", + "issue:44016", + "issue:44062", + "issue:44075", + "issue:44112", + "issue:44186", + "issue:44220", + "issue:44246", + "issue:44279", + "issue:44336", + "issue:44368", + "issue:44496", + "issue:44561", + "issue:44683", + "issue:44734", + "issue:44933", + "issue:44964", + "issue:44987", + "issue:45003", + "issue:45042", + "issue:45216", + "issue:45335", + "issue:45446", + "issue:45593", + "issue:45600", + "issue:45632", + "issue:45759" + ], + "soft_pairs": [ + "issue:44186|issue:44734", + "issue:41950|issue:44016", + "issue:42175|issue:44279", + "issue:36246|issue:38617", + "issue:44246|issue:45003", + "issue:44683|issue:45446", + "issue:43404|issue:45216", + "issue:38175|issue:43065", + "issue:44016|issue:44220", + "issue:43643|issue:44496", + "issue:44734|issue:45632", + "issue:44964|issue:45600", + "issue:43854|issue:44964", + "issue:44112|issue:44964", + "issue:44561|issue:45632", + "issue:43976|issue:44987", + "issue:43531|issue:45600", + "issue:42907|issue:43441", + "issue:42490|issue:45632", + "issue:43295|issue:45335", + "issue:43526|issue:43901", + "issue:44496|issue:45042", + "issue:43673|issue:44336", + "issue:44016|issue:44062", + "issue:43335|issue:45593", + "issue:43824|issue:44933", + "issue:44075|issue:44368", + "issue:43299|issue:45216", + "issue:43381|issue:45593", + "issue:43976|issue:44279", + "issue:43901|issue:44496", + "issue:44496|issue:45759" + ], + "prepared_review_unit_hash": "2630200bf7f6b1dce437710986990c46d463b56ce1011a551776e67fb7424a1c", + "component_budget": { + "node_count": 427, + "item_count": 427, + "soft_pair_count": 1576, + "serialized_chars": 816182, + "estimated_input_tokens": 204046, + "estimated_eval_tokens": 408348 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 32, + "serialized_chars": 37322, + "estimated_input_tokens": 9331, + "estimated_eval_tokens": 18918 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is heterogeneous: it mixes unrelated import/export regressions, model-loading bugs, pipeline issues, docs/tests, and performance reports. None of the soft pairs look like the same underlying bug or change, so all should be rejected as duplicates.", + "confidence": 0.76, + "canonical_issue_reason": "No single clear canonical issue exists because the cluster spans unrelated subsystems; if one must be chosen, issue 43824 is the closest representative as a concrete import regression with inbound references.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 43824 is the strongest representative among the set because it is a concrete, user-facing import failure and has inbound references, but it still does not explain the rest of the cluster.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44186", + "right": "issue:44734", + "accept": false, + "reason": "Different bugs: tokenizer NER/padding crash vs serve-side KV cache continuation indexing." + }, + { + "left": "issue:41950", + "right": "issue:44016", + "accept": false, + "reason": "Different areas: video-classification pipeline image-processor lookup vs a notebook syntax error." + }, + { + "left": "issue:42175", + "right": "issue:44279", + "accept": false, + "reason": "One is missing TensorFlow in a torch-only install, the other is a generic dependency problem." + }, + { + "left": "issue:36246", + "right": "issue:38617", + "accept": false, + "reason": "Both are import errors, but for unrelated symbols and code paths." + }, + { + "left": "issue:44246", + "right": "issue:45003", + "accept": false, + "reason": "Import slowness from package initialization is not the same as unsafe sys.modules access in modeling_utils." + }, + { + "left": "issue:44683", + "right": "issue:45446", + "accept": false, + "reason": "Both mention flex_attention, but they concern different version checks and failure modes." + }, + { + "left": "issue:43404", + "right": "issue:45216", + "accept": false, + "reason": "Different model-specific regressions: untied lm_head vs incorrect save_pretrained checkpoint state." + }, + { + "left": "issue:38175", + "right": "issue:43065", + "accept": false, + "reason": "Unrelated model behavior: zero probabilities in SigLIP2 vs a dummy Conv2d in Sam3PixelDecoder." + }, + { + "left": "issue:44016", + "right": "issue:44220", + "accept": false, + "reason": "Notebook syntax error and audio feature extraction failure are unrelated." + }, + { + "left": "issue:43643", + "right": "issue:44496", + "accept": false, + "reason": "Different config-loading bugs: missing fields under trust_remote_code vs unrecognized model_type." + }, + { + "left": "issue:44734", + "right": "issue:45632", + "accept": false, + "reason": "Serve KV-cache indexing and trust_remote_code cache path collision are unrelated." + }, + { + "left": "issue:44964", + "right": "issue:45600", + "accept": false, + "reason": "Both affect loading, but one is a model load failure and the other is stale auto-mapping references in CI." + }, + { + "left": "issue:43854", + "right": "issue:44964", + "accept": false, + "reason": "Different model-specific load failures for different architectures and causes." + }, + { + "left": "issue:44112", + "right": "issue:44964", + "accept": false, + "reason": "CI test failure in GraniteSpeech is not the same as a Phi-4 multimodal loading regression." + }, + { + "left": "issue:44561", + "right": "issue:45632", + "accept": false, + "reason": "Removal of a helper breaking trust_remote_code models is unrelated to cache-path collisions." + }, + { + "left": "issue:43976", + "right": "issue:44987", + "accept": false, + "reason": "Python-version compatibility and a specific model-loading failure are different issues." + }, + { + "left": "issue:43531", + "right": "issue:45600", + "accept": false, + "reason": "Qwen3-MoE sliding_window behavior is unrelated to removed Sam3LiteText config references." + }, + { + "left": "issue:42907", + "right": "issue:43441", + "accept": false, + "reason": "Different model families and failure modes: save/dequantize vs FlashAttention loading." + }, + { + "left": "issue:42490", + "right": "issue:45632", + "accept": false, + "reason": "Trailing-slash local-path warning and trust_remote_code cache collisions are distinct path-handling bugs." + }, + { + "left": "issue:43295", + "right": "issue:45335", + "accept": false, + "reason": "Processor/tokenizer regression is unrelated to resize_token_embeddings not reaching decoder.embed_tokens." + }, + { + "left": "issue:43526", + "right": "issue:43901", + "accept": false, + "reason": "An image-processor label-reduction bug is unrelated to stale documentation wording." + }, + { + "left": "issue:44496", + "right": "issue:45042", + "accept": false, + "reason": "Unrecognized model config and unnecessary torchvision dependency in PIL processors are different bugs." + }, + { + "left": "issue:43673", + "right": "issue:44336", + "accept": false, + "reason": "Generation cache regression and ANSI escaping in loading_report are unrelated." + }, + { + "left": "issue:44016", + "right": "issue:44062", + "accept": false, + "reason": "Notebook syntax error is unrelated to AddedToken keyword argument handling." + }, + { + "left": "issue:43335", + "right": "issue:45593", + "accept": false, + "reason": "SwitchTransformers sparse-layer creation and D-FINE auxiliary-loss behavior are different model bugs." + }, + { + "left": "issue:43824", + "right": "issue:44933", + "accept": false, + "reason": "Both involve imports, but they are missing different symbols from different modules." + }, + { + "left": "issue:44075", + "right": "issue:44368", + "accept": false, + "reason": "Optimizer argument usage and a tie_word_embeddings warning are unrelated." + }, + { + "left": "issue:43299", + "right": "issue:45216", + "accept": false, + "reason": "Different Qwen regressions: MoE model loading vs incorrect checkpoint saving." + }, + { + "left": "issue:43381", + "right": "issue:45593", + "accept": false, + "reason": "Gradient checkpointing in eval mode is unrelated to D-FINE auxiliary-loss suppression." + }, + { + "left": "issue:43976", + "right": "issue:44279", + "accept": false, + "reason": "Python support mismatch and a generic dependency issue are not the same problem." + }, + { + "left": "issue:43901", + "right": "issue:44496", + "accept": false, + "reason": "Documentation mismatch and unrecognized model config are unrelated." + }, + { + "left": "issue:44496", + "right": "issue:45759", + "accept": false, + "reason": "Unrecognized model config is unrelated to missing text_config unwrapping in composite multimodal configs." + } + ] + }, + "evaluator_result": 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-10000-427", + "nodes": [ + "issue:38175", + "issue:39692", + "issue:41950", + "issue:42994", + "issue:43295", + "issue:43299", + "issue:43317", + "issue:43441", + "issue:43450", + "issue:43479", + "issue:43525", + "issue:43577", + "issue:43650", + "issue:43854", + "issue:43901", + "issue:43976", + "issue:44016", + "issue:44242", + "issue:44279", + "issue:44291", + "issue:44297", + "issue:44351", + "issue:44462", + "issue:44466", + "issue:44521", + "issue:44617", + "issue:44683", + "issue:44779", + "issue:45020", + "issue:45081", + "issue:45200", + "issue:45216", + "issue:45276", + "issue:45278", + "issue:45325", + "issue:45335", + "issue:45357", + "issue:45405", + "issue:45542", + "issue:45584", + "issue:45600", + "issue:45712", + "issue:45812", + "issue:45823", + "issue:45834", + "issue:45907", + "issue:46132" + ], + "soft_pairs": [ + "issue:45335|issue:45584", + "issue:43479|issue:43525", + "issue:44521|issue:45325", + "issue:44242|issue:45200", + "issue:43299|issue:45357", + "issue:44351|issue:45278", + "issue:43577|issue:45216", + "issue:38175|issue:44617", + "issue:41950|issue:45020", + "issue:43976|issue:45405", + "issue:44779|issue:45812", + "issue:39692|issue:43901", + "issue:41950|issue:45823", + "issue:44279|issue:45405", + "issue:44683|issue:45542", + "issue:43295|issue:44779", + "issue:43299|issue:43854", + "issue:43650|issue:46132", + "issue:44462|issue:45081", + "issue:43450|issue:44279", + "issue:44297|issue:44462", + "issue:44016|issue:44291", + "issue:45081|issue:45907", + "issue:41950|issue:43650", + "issue:43441|issue:45834", + "issue:44466|issue:45276", + "issue:45600|issue:45712", + "issue:42994|issue:43317" + ], + "prepared_review_unit_hash": "3e90676754a866ff8210bada21acb3bf3c3a0a1f836430e704481ee20decd389", + "component_budget": { + "node_count": 427, + "item_count": 427, + "soft_pair_count": 1576, + "serialized_chars": 816182, + "estimated_input_tokens": 204046, + "estimated_eval_tokens": 408348 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 28, + "serialized_chars": 35526, + "estimated_input_tokens": 8882, + "estimated_eval_tokens": 18020 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The cluster is highly heterogeneous: most pairs share only broad subsystems (tokenizers, multimodal, quantization, docs) but not the same concrete bug. I rejected all soft-edge candidates; none look like safe duplicate merges.", + "confidence": 0.92, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": "issue:44521 is the strongest standalone issue in the set by activity and references, but the overall collection is too mixed to treat it as a true canonical for the cluster.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45335", + "right": "issue:45584", + "accept": false, + "reason": "Different bugs: one is about resize_token_embeddings not updating Gemma/t5Gemma embeddings, the other is Whisper generation failing after align_special_tokens." + }, + { + "left": "issue:43479", + "right": "issue:43525", + "accept": false, + "reason": "Different models and failure modes: Phi4MultimodalConfig default init vs Llama4Config missing pad_token_id." + }, + { + "left": "issue:44521", + "right": "issue:45325", + "accept": false, + "reason": "Both are multimodal-related, but one is assistant mask generation and the other is rope/position id scaling; not the same bug." + }, + { + "left": "issue:44242", + "right": "issue:45200", + "accept": false, + "reason": "Unrelated concrete issues: MoE load balancing loss vs Gemma 4 text-only mm_token_type_ids defaults." + }, + { + "left": "issue:43299", + "right": "issue:45357", + "accept": false, + "reason": "Different Qwen variants and different code paths: model loading vs save_pretrained serialization keys." + }, + { + "left": "issue:44351", + "right": "issue:45278", + "accept": false, + "reason": "One is a specific HybridCache import failure; the other is a broad post-upgrade import breakage. Too generic to merge." + }, + { + "left": "issue:43577", + "right": "issue:45216", + "accept": false, + "reason": "Different regressions: BLIP2 dtype propagation vs Qwen3.5 save_pretrained checkpoint correctness." + }, + { + "left": "issue:38175", + "right": "issue:44617", + "accept": false, + "reason": "Completely different problems: SigLIP2 zero probabilities vs Sam3Video CUDA OOM." + }, + { + "left": "issue:41950", + "right": "issue:45020", + "accept": false, + "reason": "Different failures: video-classification processor lookup vs remote_code model breakage." + }, + { + "left": "issue:43976", + "right": "issue:45405", + "accept": false, + "reason": "Python compatibility issue vs a dependency version bump; not the same underlying bug." + }, + { + "left": "issue:44779", + "right": "issue:45812", + "accept": false, + "reason": "Both are tokenizer regressions, but they affect different model families and likely different causes." + }, + { + "left": "issue:39692", + "right": "issue:43901", + "accept": false, + "reason": "Both mention docs, but one is a SigLIP2 example error and the other is a TextClassificationPipeline parameter mismatch." + }, + { + "left": "issue:41950", + "right": "issue:45823", + "accept": false, + "reason": "No shared concrete code path: video-classification pipeline processor bug vs Gemma4 PLE device mismatch." + }, + { + "left": "issue:44279", + "right": "issue:45405", + "accept": false, + "reason": "Dependency issue and MIN_PEFT_VERSION bump are unrelated." + }, + { + "left": "issue:44683", + "right": "issue:45542", + "accept": false, + "reason": "Compiled flex_attention torch-compatibility bug vs TensorBoard/TensorFlow backend import issue." + }, + { + "left": "issue:43295", + "right": "issue:44779", + "accept": false, + "reason": "Both affect tokenizer-related behavior, but one is processor/tokenizer API regression and the other is Deepseek tokenization correctness." + }, + { + "left": "issue:43299", + "right": "issue:43854", + "accept": false, + "reason": "Different problems: Qwen3VL MoE model loading vs GLM-4.7-Flash unit test loading." + }, + { + "left": "issue:43650", + "right": "issue:46132", + "accept": false, + "reason": "The first is an invalid issue title; the second is an AttentionInterface behavior change. No duplicate signal." + }, + { + "left": "issue:44462", + "right": "issue:45081", + "accept": false, + "reason": "Both involve tokenizer code, but one is AutoTokenizer ignoring tokenizer.json and the other is a Mistral regex patch crash." + }, + { + "left": "issue:43450", + "right": "issue:44279", + "accept": false, + "reason": "Video processor batching shape bug vs generic dependency issue." + }, + { + "left": "issue:44297", + "right": "issue:44462", + "accept": false, + "reason": "Related area, but one is tokenizer_class serialization mismatch and the other is AutoTokenizer loading behavior; not the same bug." + }, + { + "left": "issue:44016", + "right": "issue:44291", + "accept": false, + "reason": "Notebook syntax error is unrelated to init_empty_weights argument handling." + }, + { + "left": "issue:45081", + "right": "issue:45907", + "accept": false, + "reason": "Tokenizer regex crash vs repo file listing revision forwarding; no shared bug." + }, + { + "left": "issue:41950", + "right": "issue:43650", + "accept": false, + "reason": "The items are unrelated; one is a real pipeline bug, the other is just a malformed issue title." + }, + { + "left": "issue:43441", + "right": "issue:45834", + "accept": false, + "reason": "Ministral FlashAttention bug and Kosmos2.5 OCR index error are different model/path failures." + }, + { + "left": "issue:44466", + "right": "issue:45276", + "accept": false, + "reason": "Both concern weights/embeddings, but one is serialization inconsistency and the other is resize_token_embeddings not updating Gemma4 tensors." + }, + { + "left": "issue:45600", + "right": "issue:45712", + "accept": false, + "reason": "Different CI hygiene issues: stale auto_mappings entries vs leftover dummy classes." + }, + { + "left": "issue:42994", + "right": "issue:43317", + "accept": false, + "reason": "Different quantization scenarios: saving a quantized model vs loading a dequantized model with device_map=auto offload." + } + ] + }, + "evaluator_result": 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-10000-427", + "nodes": [ + "issue:33290", + "issue:41628", + "issue:42175", + "issue:43065", + "issue:43262", + "issue:43441", + "issue:43450", + "issue:43525", + "issue:43643", + "issue:43650", + "issue:43653", + "issue:43673", + "issue:43723", + "issue:43761", + "issue:43784", + "issue:43824", + "issue:43881", + "issue:43901", + "issue:43976", + "issue:43994", + "issue:44016", + "issue:44162", + "issue:44188", + "issue:44246", + "issue:44261", + "issue:44263", + "issue:44297", + "issue:44336", + "issue:44361", + "issue:44521", + "issue:44589", + "issue:44617", + "issue:44623", + "issue:44671", + "issue:44683", + "issue:44749", + "issue:44779", + "issue:44898", + "issue:45290", + "issue:45362", + "issue:45397", + "issue:45542", + "issue:45561", + "issue:45563", + "issue:45593", + "issue:45656", + "issue:45823" + ], + "soft_pairs": [ + "issue:33290|issue:45656", + "issue:43653|issue:45593", + "issue:43650|issue:45290", + "issue:44623|issue:45397", + "issue:44623|issue:44749", + "issue:43065|issue:44898", + "issue:44261|issue:44263", + "issue:43262|issue:44521", + "issue:43441|issue:44683", + "issue:44361|issue:45593", + "issue:44016|issue:45823", + "issue:43723|issue:44162", + "issue:44671|issue:44779", + "issue:42175|issue:43976", + "issue:43673|issue:43761", + "issue:43901|issue:43994", + "issue:43784|issue:45542", + "issue:43824|issue:43976", + "issue:43450|issue:44617", + "issue:44297|issue:45397", + "issue:43525|issue:43881", + "issue:43901|issue:44246", + "issue:43525|issue:43643", + "issue:44188|issue:44336", + "issue:44589|issue:45362", + "issue:41628|issue:43976", + "issue:45561|issue:45563" + ], + "prepared_review_unit_hash": "e6bf5fa6d8e98c09f7d9e42388d2ca27e0b7b7abccf8c6171d67fc8bec35134d", + "component_budget": { + "node_count": 427, + "item_count": 427, + "soft_pair_count": 1576, + "serialized_chars": 816182, + "estimated_input_tokens": 204046, + "estimated_eval_tokens": 408348 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 27, + "serialized_chars": 34890, + "estimated_input_tokens": 8723, + "estimated_eval_tokens": 17702 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "These issues are mostly unrelated one-off bugs or regressions; none of the soft pairs look like the same underlying defect closely enough to merge. The closest themes are chat-template/processor bugs and a few model-loading regressions, but each pair still targets a different code path or symptom.", + "confidence": 0.93, + "canonical_issue_reason": "issue:44521 is the best cluster anchor: it is still open, has substantial discussion/inbound references, and is a concrete, reproducible regression with broad processor/chat-template impact.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:44521 is the strongest standalone triage candidate because it has a clear repro, active attention, and a user-visible failure affecting multimodal chat-template handling.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:33290", + "right": "issue:45656", + "accept": false, + "reason": "Both mention deepspeed/optimizer behavior, but one is OOM in Adafactor while the other is double optimizer stepping; different failure modes and fixes." + }, + { + "left": "issue:43653", + "right": "issue:45593", + "accept": false, + "reason": "BigBirdTokenizer special-token registration and D-FINE auxiliary-loss behavior are unrelated bugs in different subsystems." + }, + { + "left": "issue:43650", + "right": "issue:45290", + "accept": false, + "reason": "Both touch chat-template paths, but one is a vague data request and the other is a specific tool-call/content crash; not the same defect." + }, + { + "left": "issue:44623", + "right": "issue:45397", + "accept": false, + "reason": "Processor save_pretrained missing files and gemma-4 zero3 from_pretrained are different loading/saving problems with different code paths." + }, + { + "left": "issue:44623", + "right": "issue:44749", + "accept": false, + "reason": "Missing processor files and slow Chinese data filtering are entirely unrelated." + }, + { + "left": "issue:43065", + "right": "issue:44898", + "accept": false, + "reason": "Both are vision-model issues, but one is a dummy Conv2d in Sam3PixelDecoder and the other is a Perceiver resolution/interpolation failure." + }, + { + "left": "issue:44261", + "right": "issue:44263", + "accept": false, + "reason": "Different model internals and different symptoms: RMS norm epsilon precision mismatch vs torch.split return values." + }, + { + "left": "issue:43262", + "right": "issue:44521", + "accept": false, + "reason": "Both involve apply_chat_template, but one is an audio sampling-rate default bug while the other is multimodal assistant_mask generation; not the same issue." + }, + { + "left": "issue:43441", + "right": "issue:44683", + "accept": false, + "reason": "Different attention-kernel failures: FlashAttention breakage for Ministral-3 vs compiled flex_attention failing on newer torch." + }, + { + "left": "issue:44361", + "right": "issue:45593", + "accept": false, + "reason": "MLukeTokenizer task AttributeError and D-FINE auxiliary-loss behavior are unrelated." + }, + { + "left": "issue:44016", + "right": "issue:45823", + "accept": false, + "reason": "Notebook syntax error and Gemma4 device-map mismatch are unrelated." + }, + { + "left": "issue:43723", + "right": "issue:44162", + "accept": false, + "reason": "Tokenizer loading regression and ESM2 model breakage are different problems." + }, + { + "left": "issue:44671", + "right": "issue:44779", + "accept": false, + "reason": "Both are v5 regressions, but one is CamemBERT MLM prediction drift and the other is Deepseek tokenizer output corruption; different models and code paths." + }, + { + "left": "issue:42175", + "right": "issue:43976", + "accept": false, + "reason": "TensorFlow backend packaging and Python version incompatibility are unrelated." + }, + { + "left": "issue:43673", + "right": "issue:43761", + "accept": false, + "reason": "Generation cache missing during chunked_prefill and CLIPVisionModel hidden_states=None are separate regressions." + }, + { + "left": "issue:43901", + "right": "issue:43994", + "accept": false, + "reason": "Docs mismatch for return_all_scores and incorrect SigLIP pipeline outputs are not the same bug." + }, + { + "left": "issue:43784", + "right": "issue:45542", + "accept": false, + "reason": "Import NameError in sentence-transformers integration and undefined tf backend from tensorboard-only install are different import-time issues." + }, + { + "left": "issue:43824", + "right": "issue:43976", + "accept": false, + "reason": "Importing Qwen2_5_VLForConditionalGeneration and Python 3.9+ compatibility are unrelated." + }, + { + "left": "issue:43450", + "right": "issue:44617", + "accept": false, + "reason": "Batched video processor shape bug and Sam3Video CUDA OOM are different failures." + }, + { + "left": "issue:44297", + "right": "issue:45397", + "accept": false, + "reason": "Tokenizer save_pretrained metadata mismatch and gemma-4 zero3 loading are unrelated." + }, + { + "left": "issue:43525", + "right": "issue:43881", + "accept": false, + "reason": "Missing pad_token_id on Llama4Config and glm-4v-9b loading failure are not the same concrete bug." + }, + { + "left": "issue:43901", + "right": "issue:44246", + "accept": false, + "reason": "Pipeline docs mismatch and import-time slowness are unrelated." + }, + { + "left": "issue:43525", + "right": "issue:43643", + "accept": false, + "reason": "Both involve config fields, but one is a specific missing pad_token_id attribute and the other is trust_remote_code returning incomplete objects; different issues." + }, + { + "left": "issue:44188", + "right": "issue:44336", + "accept": false, + "reason": "Attention-kernel divergence and ANSI codes in loading_report are unrelated." + }, + { + "left": "issue:44589", + "right": "issue:45362", + "accept": false, + "reason": "Float8 storage lookup failure and Qwen3.5 chat crash are different runtime errors." + }, + { + "left": "issue:41628", + "right": "issue:43976", + "accept": false, + "reason": "AutoImageProcessor import failure and Python-version support are unrelated." + }, + { + "left": "issue:45561", + "right": "issue:45563", + "accept": false, + "reason": "A pytest-xdist file race and a stale warning in generate() are different bugs with no shared code path." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 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-10000-427", + "nodes": [ + "issue:36246", + "issue:41950", + "issue:42491", + "issue:42757", + "issue:42886", + "issue:43257", + "issue:43262", + "issue:43299", + "issue:43352", + "issue:43526", + "issue:43531", + "issue:43596", + "issue:43673", + "issue:43901", + "issue:44162", + "issue:44220", + "issue:44242", + "issue:44246", + "issue:44295", + "issue:44336", + "issue:44351", + "issue:44373", + "issue:44485", + "issue:44496", + "issue:44561", + "issue:44749", + "issue:44779", + "issue:44857", + "issue:44871", + "issue:44877", + "issue:45003", + "issue:45137", + "issue:45200", + "issue:45250", + "issue:45292", + "issue:45362", + "issue:45375", + "issue:45397", + "issue:45412", + "issue:45561", + "issue:45584", + "issue:45593", + "issue:45701", + "issue:45759", + "issue:45987", + "issue:46082", + "issue:46123", + "issue:46132" + ], + "soft_pairs": [ + "issue:42491|issue:43299", + "issue:44336|issue:44373", + "issue:44295|issue:45397", + "issue:44242|issue:45593", + "issue:44246|issue:44496", + "issue:41950|issue:44220", + "issue:43531|issue:45362", + "issue:43526|issue:45003", + "issue:42886|issue:46132", + "issue:36246|issue:42757", + "issue:36246|issue:44351", + "issue:44336|issue:44485", + "issue:44246|issue:44871", + "issue:45003|issue:45561", + "issue:43673|issue:44561", + "issue:44242|issue:44857", + "issue:44779|issue:45292", + "issue:44295|issue:44749", + "issue:43352|issue:45250", + "issue:36246|issue:43596", + "issue:44162|issue:45200", + "issue:43901|issue:45003", + "issue:45412|issue:46123", + "issue:44496|issue:45003", + "issue:44877|issue:45375", + "issue:45987|issue:46082", + "issue:43262|issue:44246", + "issue:45292|issue:45584", + "issue:43257|issue:45137", + "issue:45375|issue:45759", + "issue:45292|issue:45701" + ], + "prepared_review_unit_hash": "556a0e5a7b9dedababd629f7c405e8d1f7a4b69c592cbc712893e76b011a5a95", + "component_budget": { + "node_count": 427, + "item_count": 427, + "soft_pair_count": 1576, + "serialized_chars": 816182, + "estimated_input_tokens": 204046, + "estimated_eval_tokens": 408348 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 31, + "serialized_chars": 36830, + "estimated_input_tokens": 9208, + "estimated_eval_tokens": 18672 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly a set of unrelated transformers bugs that only share broad vocabulary like model names, import errors, or configuration/loading paths. The soft pairs are largely false positives from topical similarity rather than true duplicates.", + "confidence": 0.97, + "canonical_issue_reason": "No single canonical issue stands out: the cluster spans separate bugs across imports, configs, tokenizers, pipelines, and model-specific regressions, so treating any one item as the duplicate anchor would be arbitrary.", + "canonical_pr_reason": null, + "best_issue_reason": "No issue is a strong representative duplicate target; even the closest-looking pairs still describe different concrete failures or different model families/versions.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:42491", + "right": "issue:43299", + "accept": false, + "reason": "Both are Qwen3-MoE related, but one is a LoRA compatibility problem and the other is a model-loading regression; different concrete failures." + }, + { + "left": "issue:44336", + "right": "issue:44373", + "accept": false, + "reason": "ANSI output in loading_report and a wrong position_ids docstring are unrelated bugs." + }, + { + "left": "issue:44295", + "right": "issue:45397", + "accept": false, + "reason": "One is a position_ids buffer access error; the other is a Gemma-4 ZeRO3/from_pretrained loading issue." + }, + { + "left": "issue:44242", + "right": "issue:45593", + "accept": false, + "reason": "Both mention missing losses, but they affect different models and different code paths." + }, + { + "left": "issue:44246", + "right": "issue:44496", + "accept": false, + "reason": "Slow import and unrecognized model config are unrelated." + }, + { + "left": "issue:41950", + "right": "issue:44220", + "accept": false, + "reason": "Video-classification image-processor lookup and audio feature extraction are different subsystems." + }, + { + "left": "issue:43531", + "right": "issue:45362", + "accept": false, + "reason": "Qwen3-MoE sliding-window behavior and a Qwen3.5 chat crash are different bugs." + }, + { + "left": "issue:43526", + "right": "issue:45003", + "accept": false, + "reason": "BEiT label reduction and unsafe sys.modules access are unrelated." + }, + { + "left": "issue:42886", + "right": "issue:46132", + "accept": false, + "reason": "Offline cache loading and AttentionInterface.register behavior are different issues." + }, + { + "left": "issue:36246", + "right": "issue:42757", + "accept": false, + "reason": "Both are import errors, but for different symbols and different packages." + }, + { + "left": "issue:36246", + "right": "issue:44351", + "accept": false, + "reason": "Qwen2.5 VL image processor import failure and HybridCache import failure are unrelated." + }, + { + "left": "issue:44336", + "right": "issue:44485", + "accept": false, + "reason": "Loading-report ANSI codes and GLM-5 RoPE implementation are different topics." + }, + { + "left": "issue:44246", + "right": "issue:44871", + "accept": false, + "reason": "Import performance and Gemma eos_token configuration mismatch are unrelated." + }, + { + "left": "issue:45003", + "right": "issue:45561", + "accept": false, + "reason": "Unsafe sys.modules access and a pytest-xdist file race are different concurrency/path bugs." + }, + { + "left": "issue:43673", + "right": "issue:44561", + "accept": false, + "reason": "Chunked-prefill cache handling and removal of is_torch_fx_available are separate regressions." + }, + { + "left": "issue:44242", + "right": "issue:44857", + "accept": false, + "reason": "Missing load-balancing loss and an AMP float16 crash in LwDetrImageLoss are unrelated." + }, + { + "left": "issue:44779", + "right": "issue:45292", + "accept": false, + "reason": "Tokenizer regression and resize_token_embeddings not updating output embeddings are different code paths." + }, + { + "left": "issue:44295", + "right": "issue:44749", + "accept": false, + "reason": "A position_ids buffer error and slower filtering after upgrade are unrelated." + }, + { + "left": "issue:43352", + "right": "issue:45250", + "accept": false, + "reason": "One is a specific model not supporting Flash Attention 2; the other is a generic Flash Attention 2 issue." + }, + { + "left": "issue:36246", + "right": "issue:43596", + "accept": false, + "reason": "ImportError for a model processor and a DeepSpeed ZeRO3 IndexError are unrelated." + }, + { + "left": "issue:44162", + "right": "issue:45200", + "accept": false, + "reason": "ESM2 breakage and Gemma-4 mm_token_type_ids handling are different model-specific bugs." + }, + { + "left": "issue:43901", + "right": "issue:45003", + "accept": false, + "reason": "A documentation mismatch and unsafe sys.modules access are not duplicates." + }, + { + "left": "issue:45412", + "right": "issue:46123", + "accept": false, + "reason": "RT-DETR memory retention and MaskGenerationPipeline partial-batch dropping are unrelated." + }, + { + "left": "issue:44496", + "right": "issue:45003", + "accept": false, + "reason": "Unrecognized model config and sys.modules access are different failures." + }, + { + "left": "issue:44877", + "right": "issue:45375", + "accept": false, + "reason": "Granite speech strict-config loading and Qwen3.5 MoE vision config field loss are different models and bugs." + }, + { + "left": "issue:45987", + "right": "issue:46082", + "accept": false, + "reason": "Cache-length return type and LlamaConfig head_dim validation are unrelated." + }, + { + "left": "issue:43262", + "right": "issue:44246", + "accept": false, + "reason": "Audio chat-template sampling rate and import slowdown are unrelated." + }, + { + "left": "issue:45292", + "right": "issue:45584", + "accept": false, + "reason": "Embedding resize behavior and Whisper empty-transcription handling are different issues." + }, + { + "left": "issue:43257", + "right": "issue:45137", + "accept": false, + "reason": "Qwen3 MoE weight conversion under accelerate/deepspeed and a ZeRO3 deque IndexError are different bugs." + }, + { + "left": "issue:45375", + "right": "issue:45759", + "accept": false, + "reason": "Both are Qwen multimodal config problems, but one drops a vision config field and the other fails to unwrap text_config; not the same concrete bug." + }, + { + "left": "issue:45292", + "right": "issue:45701", + "accept": false, + "reason": "A specific embedding-resize bug and a broad tokenization-version change report are not duplicates." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 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-10000-427", + "nodes": [ + "issue:42886", + "issue:43065", + "issue:43232", + "issue:43408", + "issue:43475", + "issue:43540", + "issue:43646", + "issue:43653", + "issue:43673", + "issue:43701", + "issue:43931", + "issue:44060", + "issue:44077", + "issue:44162", + "issue:44297", + "issue:44336", + "issue:44361", + "issue:44368", + "issue:44466", + "issue:44479", + "issue:44530", + "issue:44623", + "issue:44734", + "issue:44749", + "issue:44869", + "issue:44871", + "issue:44877", + "issue:44933", + "issue:44977", + "issue:44987", + "issue:44995", + "issue:45137", + "issue:45200", + "issue:45229", + "issue:45278", + "issue:45335", + "issue:45356", + "issue:45381", + "issue:45397", + "issue:45459", + "issue:45563", + "issue:45588", + "issue:45600", + "issue:45656", + "issue:46123", + "issue:46132", + "issue:46170" + ], + "soft_pairs": [ + "issue:44987|issue:45459", + "issue:43232|issue:44336", + "issue:44479|issue:46170", + "issue:43065|issue:43408", + "issue:44995|issue:45200", + "issue:43475|issue:43540", + "issue:44466|issue:45335", + "issue:42886|issue:45229", + "issue:45397|issue:45656", + "issue:44060|issue:44077", + "issue:43653|issue:44162", + "issue:44995|issue:45588", + "issue:44368|issue:44977", + "issue:45137|issue:45600", + "issue:44368|issue:45563", + "issue:44877|issue:46170", + "issue:43673|issue:44734", + "issue:43931|issue:44368", + "issue:44530|issue:46170", + "issue:43065|issue:46123", + "issue:44933|issue:45459", + "issue:44297|issue:44623", + "issue:44869|issue:45356", + "issue:44361|issue:44749", + "issue:43646|issue:44162", + "issue:43232|issue:43673", + "issue:44623|issue:45656", + "issue:44749|issue:45656", + "issue:44871|issue:46132", + "issue:43673|issue:45278", + "issue:43701|issue:44749", + "issue:43475|issue:45381" + ], + "prepared_review_unit_hash": "516a7c96ee3b653c56fdeb847492f194620b36112230fafcf8d86ae6d32d6379", + "component_budget": { + "node_count": 427, + "item_count": 427, + "soft_pair_count": 1576, + "serialized_chars": 816182, + "estimated_input_tokens": 204046, + "estimated_eval_tokens": 408348 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 32, + "serialized_chars": 36751, + "estimated_input_tokens": 9188, + "estimated_eval_tokens": 18632 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The items are mostly unrelated regression reports that only share broad themes like tokenizers, generation, or multimodal models. None of the soft-edge pairs look like the same concrete bug or change, so all candidate duplicate links should be rejected.", + "confidence": 0.86, + "canonical_issue_reason": "issue:45229 is the strongest standalone issue to use as a representative: it is concrete, high-impact, and has the most discussion activity, making it the best single anchor among this mixed set.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45229 is the best overall issue candidate because it describes a specific reproducible runtime failure with substantial discussion and clear user impact.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44987", + "right": "issue:45459", + "accept": false, + "reason": "Both involve loading/tokenizer behavior, but one is a model-loading regression and the other is protobuf-specific error masking; different bugs and code paths." + }, + { + "left": "issue:43232", + "right": "issue:44336", + "accept": false, + "reason": "Generation kwargs after sync_gpus is unrelated to ANSI codes emitted by loading_report; no shared failing behavior." + }, + { + "left": "issue:44479", + "right": "issue:46170", + "accept": false, + "reason": "One is a video-input regression in Qwen VL models; the other is a Windows/ROCm import dependency issue. Different subsystems." + }, + { + "left": "issue:43065", + "right": "issue:43408", + "accept": false, + "reason": "Both are SAM3-related, but one is a dummy Conv2d in the pixel decoder and the other is a model-type warning for tracker instantiation; not the same bug." + }, + { + "left": "issue:44995", + "right": "issue:45200", + "accept": false, + "reason": "Stale indexer cache on second forward pass is unrelated to Gemma 4 token-type IDs defaulting to zeros." + }, + { + "left": "issue:43475", + "right": "issue:43540", + "accept": false, + "reason": "Different models and failures: missing fpn_position_embeddings in SAM 3 video versus a video-processing ValueError in Qwen3OmniMoe." + }, + { + "left": "issue:44466", + "right": "issue:45335", + "accept": false, + "reason": "Both touch tied/embedding weights, but one is serialization inconsistency and the other is resize_token_embeddings not updating decoder embeddings; not mergeable as one fix." + }, + { + "left": "issue:42886", + "right": "issue:45229", + "accept": false, + "reason": "Offline cache loading for tokenizers is unrelated to a multi-GPU CUDA OOM in Gemma4." + }, + { + "left": "issue:45397", + "right": "issue:45656", + "accept": false, + "reason": "Gemma-4 ZeRO3 loading failure and a double optimizer-step deepspeed bug are separate training/runtime issues." + }, + { + "left": "issue:44060", + "right": "issue:44077", + "accept": false, + "reason": "Incorrect tied-weights warning in Qwen3-Next is unrelated to patchtsmixer post_init allowance." + }, + { + "left": "issue:43653", + "right": "issue:44162", + "accept": false, + "reason": "BigBirdTokenizer special-token registration and ESM2 breakage are different tokenizer/model regressions." + }, + { + "left": "issue:44995", + "right": "issue:45588", + "accept": false, + "reason": "A stale cache bug in GlmMoeDsa is unrelated to flash_attention crashing on s_aux=None." + }, + { + "left": "issue:44368", + "right": "issue:44977", + "accept": false, + "reason": "One is a tie_word_embeddings warning during LoRA fine-tuning; the other is a flash-attention generation failure. Same family, different bug." + }, + { + "left": "issue:45137", + "right": "issue:45600", + "accept": false, + "reason": "DeepSpeed ZeRO3 deque underflow and removed Sam3LiteText auto-mapping references are unrelated." + }, + { + "left": "issue:44368", + "right": "issue:45563", + "accept": false, + "reason": "A model-configuration warning is not the same as a stale num_return_sequences warning in paged generate()." + }, + { + "left": "issue:44877", + "right": "issue:46170", + "accept": false, + "reason": "Strict granite_speech config loading and Windows ROCm torch.distributed import failures are unrelated." + }, + { + "left": "issue:43673", + "right": "issue:44734", + "accept": false, + "reason": "Both involve cache/generation, but chunked_prefill cache absence and KV-cache continuation tensor indexing are different concrete defects." + }, + { + "left": "issue:43931", + "right": "issue:44368", + "accept": false, + "reason": "Weight-shape mismatch on Qwen3-VL loading is unrelated to a tie_word_embeddings warning." + }, + { + "left": "issue:44530", + "right": "issue:46170", + "accept": false, + "reason": "PagedAttentionCache linear_attention crash and Windows/ROCm import errors do not share the same failing code path." + }, + { + "left": "issue:43065", + "right": "issue:46123", + "accept": false, + "reason": "SAM3 pixel-decoder dummy layer and MaskGenerationPipeline partial-batch handling are unrelated." + }, + { + "left": "issue:44933", + "right": "issue:45459", + "accept": false, + "reason": "A nonexistent import from image_utils is unrelated to protobuf error masking in tokenizer decoding." + }, + { + "left": "issue:44297", + "right": "issue:44623", + "accept": false, + "reason": "Both are save_pretrained-related, but one is tokenizer_class mismatch and the other is missing processor files; not the same serialization bug." + }, + { + "left": "issue:44869", + "right": "issue:45356", + "accept": false, + "reason": "Whisper timestamp decoding crash and Kimi-K2.5 tokenizer regression are distinct tokenizer paths with different failure modes." + }, + { + "left": "issue:44361", + "right": "issue:44749", + "accept": false, + "reason": "MLukeTokenizer AttributeError and a performance regression after upgrading Transformers are different issues." + }, + { + "left": "issue:43646", + "right": "issue:44162", + "accept": false, + "reason": "Custom model initialization breakage in Transformers 5.0.0 is unrelated to ESM2 being broken." + }, + { + "left": "issue:43232", + "right": "issue:43673", + "accept": false, + "reason": "Both mention generation/cache, but the sync_gpus kwargs update bug is not the same as missing GenerationMixin cache during chunked prefill." + }, + { + "left": "issue:44623", + "right": "issue:45656", + "accept": false, + "reason": "Processor save_pretrained file omissions and double optimizer.step under deepspeed are unrelated." + }, + { + "left": "issue:44749", + "right": "issue:45656", + "accept": false, + "reason": "A data-processing slowdown after upgrade is not the same bug as optimizer.step being called twice." + }, + { + "left": "issue:44871", + "right": "issue:46132", + "accept": false, + "reason": "Gemma-3 eos_token_id inconsistency and AttentionInterface.register behavior change are unrelated." + }, + { + "left": "issue:43673", + "right": "issue:45278", + "accept": false, + "reason": "A specific cache bug during chunked prefill is not the same as broad import errors after upgrade." + }, + { + "left": "issue:43701", + "right": "issue:44749", + "accept": false, + "reason": "Checkpoint key mismatch and preprocessing slowdown are different problems." + }, + { + "left": "issue:43475", + "right": "issue:45381", + "accept": false, + "reason": "SAM3 vision encoder missing embeddings and Qwen2.5-VL wrong vision_position_ids are different multimodal regressions." + } + ] + }, + "evaluator_result": 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-10000-427", + "nodes": [ + "issue:28282", + "issue:30990", + "issue:36010", + "issue:41628", + "issue:42175", + "issue:42371", + "issue:42673", + "issue:42831", + "issue:42994", + "issue:43232", + "issue:43377", + "issue:43475", + "issue:43482", + "issue:43504", + "issue:43525", + "issue:43526", + "issue:43643", + "issue:43673", + "issue:43704", + "issue:43824", + "issue:43873", + "issue:44038", + "issue:44188", + "issue:44222", + "issue:44242", + "issue:44351", + "issue:44496", + "issue:44623", + "issue:44661", + "issue:44792", + "issue:44933", + "issue:44945", + "issue:44964", + "issue:45081", + "issue:45092", + "issue:45103", + "issue:45137", + "issue:45230", + "issue:45310", + "issue:45375", + "issue:45397", + "issue:45478", + "issue:45561", + "issue:45712", + "issue:45753", + "issue:46077", + "issue:46123" + ], + "soft_pairs": [ + "issue:42994|issue:43482", + "issue:45230|issue:45397", + "issue:43475|issue:43643", + "issue:28282|issue:30990", + "issue:44038|issue:44623", + "issue:46077|issue:46123", + "issue:41628|issue:44933", + "issue:42371|issue:45092", + "issue:43475|issue:44661", + "issue:45081|issue:45103", + "issue:45375|issue:45478", + "issue:42994|issue:43525", + "issue:45310|issue:45375", + "issue:43873|issue:44945", + "issue:43232|issue:44188", + "issue:41628|issue:44351", + "issue:42673|issue:43704", + "issue:42831|issue:44222", + "issue:44945|issue:45753", + "issue:44222|issue:45310", + "issue:36010|issue:41628", + "issue:44964|issue:45137", + "issue:42994|issue:43824", + "issue:43673|issue:44188", + "issue:43232|issue:44792", + "issue:42175|issue:45712", + "issue:44038|issue:45310", + "issue:43526|issue:45561", + "issue:43504|issue:45561", + "issue:44496|issue:45561", + "issue:43377|issue:44242" + ], + "prepared_review_unit_hash": "173fdb5d7c1982d4487dc8d349df6a89660979cd6e1542ab024a090cd858d528", + "component_budget": { + "node_count": 427, + "item_count": 427, + "soft_pair_count": 1576, + "serialized_chars": 816182, + "estimated_input_tokens": 204046, + "estimated_eval_tokens": 408348 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 31, + "serialized_chars": 36150, + "estimated_input_tokens": 9038, + "estimated_eval_tokens": 18332 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly heterogeneous: many unrelated import/config/generation/quantization issues were grouped by loose similarity. Only one soft edge looks like a true duplicate thread around Qwen3.5-Moe from_pretrained failures caused by missing config fields.", + "confidence": 0.52, + "canonical_issue_reason": "Issue 45310 is the best canonical issue because it states the broader user-visible failure, and it matches the only plausible duplicate thread in this set; 45375 is a narrower root-cause variant of the same Qwen3.5-Moe problem.", + "canonical_pr_reason": null, + "best_issue_reason": "45310 is the most representative and actionable issue among the near-duplicate candidates, with the clearest general symptom description.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:42994", + "right": "issue:43482", + "accept": false, + "reason": "Both involve model loading/saving failures, but they are different models and different code paths (quantized save vs GGUF load/version compatibility)." + }, + { + "left": "issue:45230", + "right": "issue:45397", + "accept": false, + "reason": "Generic bug report vs a specific ZeRO3/from_pretrained issue; no evidence they describe the same defect." + }, + { + "left": "issue:43475", + "right": "issue:43643", + "accept": false, + "reason": "Different subsystems and failures: missing SAM vision encoder attribute vs trust_remote_code config field loss." + }, + { + "left": "issue:28282", + "right": "issue:30990", + "accept": false, + "reason": "PyTorch missing ImportError vs Sentence Transformers loading hang are unrelated symptoms and causes." + }, + { + "left": "issue:44038", + "right": "issue:44623", + "accept": false, + "reason": "Qwen3-VL-Moe/transformers v5 error is unrelated to processor.save_pretrained missing files." + }, + { + "left": "issue:46077", + "right": "issue:46123", + "accept": false, + "reason": "Different pipeline behavior: Gemma4 bidirectional attention masking vs MaskGenerationPipeline final-batch handling." + }, + { + "left": "issue:41628", + "right": "issue:44933", + "accept": false, + "reason": "Both are import-related, but they concern different missing symbols and different implementation areas." + }, + { + "left": "issue:42371", + "right": "issue:45092", + "accept": false, + "reason": "TensorFlow backend packaging vs remote-code checkpoint/meta-init incompatibility are different problems." + }, + { + "left": "issue:43475", + "right": "issue:44661", + "accept": false, + "reason": "Unrelated model attribute failure vs add-new-model-like/tokenizer-mapping-name logic bug." + }, + { + "left": "issue:45081", + "right": "issue:45103", + "accept": false, + "reason": "Tokenizer regex crash and auto_docstring annotations crash are unrelated code paths." + }, + { + "left": "issue:45375", + "right": "issue:45478", + "accept": true, + "reason": "Both point to the same Qwen3.5-Moe from_pretrained failure, with 45375 giving the likely root cause: a missing vision config field dropped by strict handling." + }, + { + "left": "issue:42994", + "right": "issue:43525", + "accept": false, + "reason": "Quantized model saving failure and Llama4Config missing pad_token_id are separate config/save issues." + }, + { + "left": "issue:45310", + "right": "issue:45375", + "accept": true, + "reason": "Same underlying Qwen3.5-Moe loading bug; one describes the user-facing from_pretrained error, the other identifies the missing field causing it." + }, + { + "left": "issue:43873", + "right": "issue:44945", + "accept": false, + "reason": "Offloading/quantization behavior is unrelated to pipeline parallelism output divergence." + }, + { + "left": "issue:43232", + "right": "issue:44188", + "accept": false, + "reason": "Generation kwargs update bug after sync_gpus is a different problem from attention-kernel divergence under torch.compile." + }, + { + "left": "issue:41628", + "right": "issue:44351", + "accept": false, + "reason": "Different import errors: AutoImageProcessor missing vs HybridCache missing." + }, + { + "left": "issue:42673", + "right": "issue:43704", + "accept": false, + "reason": "Same model family and symptom wording, but the later issue is a separate report with no evidence of being the same defect instance." + }, + { + "left": "issue:42831", + "right": "issue:44222", + "accept": false, + "reason": "FP8 accuracy regression and FP8 moe save_pretrained failure are distinct FP8-related issues." + }, + { + "left": "issue:44945", + "right": "issue:45753", + "accept": false, + "reason": "Pipeline parallelism output corruption and Qwen3_5 infinite loop on a specific image are different failures." + }, + { + "left": "issue:44222", + "right": "issue:45310", + "accept": false, + "reason": "Saving FP8 MOE checkpoints and Qwen3.5-Moe from_pretrained loading errors affect different operations." + }, + { + "left": "issue:36010", + "right": "issue:41628", + "accept": false, + "reason": "Different missing imports from different modules; not the same symbol or regression." + }, + { + "left": "issue:44964", + "right": "issue:45137", + "accept": false, + "reason": "Model loading incompatibility and DeepSpeed ZeRO3 deque error are unrelated." + }, + { + "left": "issue:42994", + "right": "issue:43824", + "accept": false, + "reason": "Quantized saving failure vs missing Qwen2.5-VL import are separate issues." + }, + { + "left": "issue:43673", + "right": "issue:44188", + "accept": false, + "reason": "GenerationMixin cache regression and attention-kernel branching divergence are different generation problems." + }, + { + "left": "issue:43232", + "right": "issue:44792", + "accept": false, + "reason": "Generation kwargs handling and janus image-generation test failure are not the same bug." + }, + { + "left": "issue:42175", + "right": "issue:45712", + "accept": false, + "reason": "TensorFlow packaging omission and leftover dummy PT classes are unrelated backend/package hygiene issues." + }, + { + "left": "issue:44038", + "right": "issue:45310", + "accept": false, + "reason": "Both mention Qwen models and transformers v5, but they involve different models and failure modes." + }, + { + "left": "issue:43526", + "right": "issue:45561", + "accept": false, + "reason": "Image processor label reduction bug and xdist race in testing utils are unrelated." + }, + { + "left": "issue:43504", + "right": "issue:45561", + "accept": false, + "reason": "Pretrained preset loading failure and xdist file-race bug are different code paths." + }, + { + "left": "issue:44496", + "right": "issue:45561", + "accept": false, + "reason": "Unrecognized model/config loading error vs testing-utils race condition are not the same issue." + }, + { + "left": "issue:43377", + "right": "issue:44242", + "accept": false, + "reason": "Padding-mask batch consistency bug in MIMI encoder vs MoE load-balancing loss omission are different algorithmic issues." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet and stays mostly conservative. The only accepted soft edges are the Qwen3.5-Moe from_pretrained/thread of reports, which is supported by the titles and descriptions. The rest of the pair rejections are appropriately cautious and do not overclaim 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": 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-10000-427", + "nodes": [ + "issue:30333", + "issue:30990", + "issue:33290", + "issue:34689", + "issue:35141", + "issue:36331", + "issue:42175", + "issue:42222", + "issue:42831", + "issue:42898", + "issue:43116", + "issue:43278", + "issue:43479", + "issue:43644", + "issue:43723", + "issue:43784", + "issue:43824", + "issue:43874", + "issue:43976", + "issue:44060", + "issue:44079", + "issue:44188", + "issue:44190", + "issue:44222", + "issue:44295", + "issue:44297", + "issue:44373", + "issue:44448", + "issue:44568", + "issue:44623", + "issue:44734", + "issue:44779", + "issue:44869", + "issue:44933", + "issue:45092", + "issue:45103", + "issue:45125", + "issue:45137", + "issue:45200", + "issue:45245", + "issue:45310", + "issue:45356", + "issue:45405", + "issue:45656", + "issue:45712", + "issue:45812", + "issue:46082", + "issue:46132" + ], + "soft_pairs": [ + "issue:42222|issue:45200", + "issue:42175|issue:44933", + "issue:42898|issue:44568", + "issue:43976|issue:44933", + "issue:30990|issue:35141", + "issue:43479|issue:44869", + "issue:43479|issue:44079", + "issue:43278|issue:45137", + "issue:44623|issue:45310", + "issue:42898|issue:45812", + "issue:44188|issue:44373", + "issue:30333|issue:33290", + "issue:43784|issue:43824", + "issue:44734|issue:45103", + "issue:43723|issue:44568", + "issue:42898|issue:44779", + "issue:42898|issue:45356", + "issue:43874|issue:45092", + "issue:45405|issue:45712", + "issue:44060|issue:45125", + "issue:42898|issue:44448", + "issue:44295|issue:45656", + "issue:44448|issue:46132", + "issue:44933|issue:45712", + "issue:44222|issue:44297", + "issue:44297|issue:45656", + "issue:43116|issue:44190", + "issue:43479|issue:43644", + "issue:44190|issue:46082", + "issue:30333|issue:36331", + "issue:44222|issue:44623", + "issue:42831|issue:44623", + "issue:30333|issue:34689", + "issue:45245|issue:46132" + ], + "prepared_review_unit_hash": "d4ce0f74d1f13ad06cedaf63aeae42e8a3b11a1c802907832ba78b286e32e6fa", + "component_budget": { + "node_count": 427, + "item_count": 427, + "soft_pair_count": 1576, + "serialized_chars": 816182, + "estimated_input_tokens": 204046, + "estimated_eval_tokens": 408348 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 34, + "serialized_chars": 37988, + "estimated_input_tokens": 9497, + "estimated_eval_tokens": 19250 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is highly heterogeneous: tokenizer regressions, multimodal/model-loading bugs, training/DeepSpeed issues, packaging/import problems, and serving/runtime crashes are all mixed together. No soft pair looks like the same underlying bug, so I would not merge any of them. Issue 42898 is the closest thing to a hub because it is a broad v5 tokenizer-regression report, but it does not really represent the whole set.", + "confidence": 0.43, + "canonical_issue_reason": "Issue 42898 is the most central representative only in the narrow sense that it is a broad v5 tokenizer regression and overlaps thematically with several other tokenizer-related reports; the rest of the cluster is too mixed for a strong canonical fit.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 42898 is the best issue to anchor the cluster because it is the broadest, most reusable regression report among the tokenizer-related items, even though the overall cluster is not cohesive.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:42222", + "right": "issue:45200", + "accept": false, + "reason": "Different model families and failure modes: VitPose module breakage vs Gemma 4 mm_token_type_ids defaulting." + }, + { + "left": "issue:42175", + "right": "issue:44933", + "accept": false, + "reason": "Both touch import/package surfaces, but one is backend extra installation and the other is a missing image_utils import." + }, + { + "left": "issue:42898", + "right": "issue:44568", + "accept": false, + "reason": "Both are tokenizer regressions in v5, but they affect different code paths: cleanup behavior vs missing BOS/EOS insertion." + }, + { + "left": "issue:43976", + "right": "issue:44933", + "accept": false, + "reason": "Unrelated problems: Python version compatibility vs a nonexistent import from image_utils." + }, + { + "left": "issue:30990", + "right": "issue:35141", + "accept": false, + "reason": "Loading hang and embedding reinitialization are different bugs with no shared code path." + }, + { + "left": "issue:43479", + "right": "issue:44869", + "accept": false, + "reason": "Different subsystems: multimodal config defaulting vs Whisper timestamp decode crash." + }, + { + "left": "issue:43479", + "right": "issue:44079", + "accept": false, + "reason": "Config initialization bug and ModelOutput key assignment bug are not the same issue." + }, + { + "left": "issue:43278", + "right": "issue:45137", + "accept": false, + "reason": "Training/eval dtype drift is unrelated to the DeepSpeed ZeRO3 deque underflow." + }, + { + "left": "issue:44623", + "right": "issue:45310", + "accept": false, + "reason": "Both mention loading/saving, but one is missing save_pretrained files and the other is a Qwen3.5 Moe from_pretrained failure." + }, + { + "left": "issue:42831", + "right": "issue:45812", + "accept": false, + "reason": "FP8 accuracy degradation is unrelated to Granite tokenizer ID regression." + }, + { + "left": "issue:44188", + "right": "issue:44373", + "accept": false, + "reason": "Runtime attention-kernel divergence and a wrong docstring are not the same underlying bug." + }, + { + "left": "issue:30333", + "right": "issue:33290", + "accept": false, + "reason": "MLflow reporting on failed training jobs is unrelated to Adafactor/DeepSpeed OOM." + }, + { + "left": "issue:43784", + "right": "issue:43824", + "accept": false, + "reason": "Two different import failures affecting different symbols and packages." + }, + { + "left": "issue:44734", + "right": "issue:45103", + "accept": false, + "reason": "Serving KV-cache indexing crash and auto-docstring annotation handling are unrelated code paths." + }, + { + "left": "issue:43723", + "right": "issue:44568", + "accept": false, + "reason": "Both are tokenizer-related, but one is a general AutoTokenizer loading issue and the other is a specific special-token behavior regression." + }, + { + "left": "issue:42898", + "right": "issue:44779", + "accept": false, + "reason": "Both are v5 tokenizer regressions, but they affect different model families and different tokenizer logic." + }, + { + "left": "issue:42898", + "right": "issue:45356", + "accept": false, + "reason": "Different tokenizer regressions: clean_up_tokenization_spaces vs Kimi-K2.5 codec handling/warning behavior." + }, + { + "left": "issue:43874", + "right": "issue:45092", + "accept": false, + "reason": "Missing image patch helper and remote-code meta-init incompatibility are distinct multimodal issues." + }, + { + "left": "issue:45405", + "right": "issue:45712", + "accept": false, + "reason": "A dependency version pin problem is unrelated to leftover dummy class exports." + }, + { + "left": "issue:44060", + "right": "issue:45125", + "accept": false, + "reason": "Different Qwen3 issues: incorrect tied-weights warning vs missing tensor-parallel plan." + }, + { + "left": "issue:42898", + "right": "issue:44448", + "accept": false, + "reason": "Tokenizer cleanup regression and Pegasus output drift are different failure modes." + }, + { + "left": "issue:44295", + "right": "issue:45656", + "accept": false, + "reason": "Reading a registered buffer and optimizer stepping twice are unrelated." + }, + { + "left": "issue:44448", + "right": "issue:46132", + "accept": false, + "reason": "Model output regression and AttentionInterface.register behavior change are not the same bug." + }, + { + "left": "issue:44933", + "right": "issue:45712", + "accept": false, + "reason": "Both are export/import-adjacent, but one is a missing image_utils import and the other is stale dummy PT classes." + }, + { + "left": "issue:44222", + "right": "issue:44297", + "accept": false, + "reason": "Save-pretrained behavior for FP8/MoE models is unrelated to tokenizer_class metadata mismatch." + }, + { + "left": "issue:43116", + "right": "issue:44190", + "accept": false, + "reason": "Different example scripts and different failure modes: empty classification results vs local dataset loading." + }, + { + "left": "issue:43479", + "right": "issue:43644", + "accept": false, + "reason": "Multimodal config defaults and non-persistent buffer junk are unrelated model initialization bugs." + }, + { + "left": "issue:44190", + "right": "issue:46082", + "accept": false, + "reason": "Example dataset loading failure is unrelated to LlamaConfig head_dim validation." + }, + { + "left": "issue:30333", + "right": "issue:36331", + "accept": false, + "reason": "Failed-job MLflow reporting is unrelated to CustomTrainer.compute_loss signature breakage." + }, + { + "left": "issue:44222", + "right": "issue:44623", + "accept": false, + "reason": "Both mention save_pretrained, but one is FP8/MoE model serialization and the other is missing processor artifact files." + }, + { + "left": "issue:42831", + "right": "issue:44623", + "accept": false, + "reason": "FP8 accuracy issues are unrelated to processor save_pretrained file omission." + }, + { + "left": "issue:45245", + "right": "issue:46132", + "accept": false, + "reason": "Category cardinality limits and AttentionInterface.register behavior changes are different issues." + }, + { + "left": "issue:44297", + "right": "issue:45656", + "accept": false, + "reason": "Tokenizer config mismatch is unrelated to the DeepSpeed optimizer-step double call." + } + ] + }, + "evaluator_result": 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-10000-427", + "nodes": [ + "issue:22355", + "issue:28282", + "issue:30333", + "issue:30990", + "issue:35141", + "issue:38175", + "issue:39401", + "issue:41628", + "issue:42757", + "issue:42831", + "issue:42907", + "issue:43232", + "issue:43479", + "issue:43723", + "issue:43761", + "issue:43824", + "issue:44038", + "issue:44206", + "issue:44222", + "issue:44261", + "issue:44263", + "issue:44295", + "issue:44297", + "issue:44360", + "issue:44373", + "issue:44442", + "issue:44483", + "issue:44484", + "issue:44485", + "issue:44514", + "issue:44568", + "issue:44623", + "issue:44829", + "issue:44871", + "issue:44913", + "issue:44977", + "issue:44991", + "issue:45071", + "issue:45092", + "issue:45103", + "issue:45278", + "issue:45310", + "issue:45357", + "issue:45406", + "issue:45834", + "issue:46002", + "issue:46050", + "issue:46082" + ], + "soft_pairs": [ + "issue:22355|issue:28282", + "issue:44206|issue:45103", + "issue:45071|issue:46082", + "issue:41628|issue:42757", + "issue:28282|issue:30333", + "issue:30333|issue:35141", + "issue:44297|issue:45310", + "issue:43723|issue:44977", + "issue:44222|issue:44484", + "issue:43232|issue:45834", + "issue:43761|issue:46082", + "issue:44263|issue:45092", + "issue:44483|issue:45406", + "issue:44295|issue:44623", + "issue:44373|issue:44485", + "issue:44514|issue:45103", + "issue:43723|issue:44871", + "issue:44263|issue:44360", + "issue:30990|issue:38175", + "issue:45092|issue:45357", + "issue:42907|issue:46050", + "issue:43723|issue:44991", + "issue:44829|issue:46002", + "issue:43723|issue:44442", + "issue:44261|issue:45092", + "issue:42831|issue:45310", + "issue:43479|issue:44913", + "issue:41628|issue:43824", + "issue:44263|issue:44373", + "issue:42831|issue:44038", + "issue:39401|issue:44568", + "issue:42757|issue:45278" + ], + "prepared_review_unit_hash": "f1548ea9b576a552f60db2cdd445e65c7b8d2d2a95ca9f295927e683b8da6480", + "component_budget": { + "node_count": 427, + "item_count": 427, + "soft_pair_count": 1576, + "serialized_chars": 816182, + "estimated_input_tokens": 204046, + "estimated_eval_tokens": 408348 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 32, + "serialized_chars": 37045, + "estimated_input_tokens": 9262, + "estimated_eval_tokens": 18780 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly heterogeneous: import regressions, tokenizer/model-loading bugs, config issues, and unrelated training/runtime problems. None of the soft pairs look like the same concrete bug closely enough to merge, though a few live in the same broad v5 import/tokenizer regression area.", + "confidence": 0.68, + "canonical_issue_reason": "issue:45278 is the broadest umbrella item in the set, capturing the general post-upgrade import-regression theme that also shows up in several nearby reports; the rest of the cluster is too mixed for a tighter canonical choice.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45278 is the best single representative of the dominant broad regression theme, but only as an umbrella issue rather than a true duplicate target for the whole cluster.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:22355", + "right": "issue:28282", + "accept": false, + "reason": "Different missing-module/dependency errors: ONNX import path vs PyTorch availability." + }, + { + "left": "issue:44206", + "right": "issue:45103", + "accept": false, + "reason": "Unrelated bugs: feature-extractor arg handling vs auto-docstring annotation introspection." + }, + { + "left": "issue:45071", + "right": "issue:46082", + "accept": false, + "reason": "Different config-validation problems affecting different models and parameters." + }, + { + "left": "issue:41628", + "right": "issue:42757", + "accept": false, + "reason": "Both are import errors, but for different symbols and different dependency surfaces." + }, + { + "left": "issue:28282", + "right": "issue:30333", + "accept": false, + "reason": "One is a missing PyTorch import, the other is MLFlow reporting after training failure." + }, + { + "left": "issue:30333", + "right": "issue:35141", + "accept": false, + "reason": "Unrelated training-job reporting bug vs embedding resize/post_init behavior." + }, + { + "left": "issue:44297", + "right": "issue:45310", + "accept": false, + "reason": "Different tokenizer/config serialization failures; not the same concrete failure mode." + }, + { + "left": "issue:43723", + "right": "issue:44977", + "accept": false, + "reason": "Tokenizer loading regression vs flash-attention generation behavior on a specific model." + }, + { + "left": "issue:44222", + "right": "issue:44484", + "accept": false, + "reason": "FP8 save-pretrained bug vs a question about shard sizing; no shared underlying defect." + }, + { + "left": "issue:43232", + "right": "issue:45834", + "accept": false, + "reason": "Generation kwargs sync bug vs long-ocr index error in another model path." + }, + { + "left": "issue:43761", + "right": "issue:46082", + "accept": false, + "reason": "Vision model hidden_states regression vs Llama config validation are unrelated." + }, + { + "left": "issue:44263", + "right": "issue:45092", + "accept": false, + "reason": "Different failures in different code paths: DSA indexer math vs meta-init checkpoint compatibility." + }, + { + "left": "issue:44483", + "right": "issue:45406", + "accept": false, + "reason": "Chat-completions request handling vs processor missing internal tokenizer attribute." + }, + { + "left": "issue:44295", + "right": "issue:44623", + "accept": false, + "reason": "Position_ids buffer access bug vs processor save_pretrained file emission bug." + }, + { + "left": "issue:44373", + "right": "issue:44485", + "accept": false, + "reason": "Docstring mismatch is not the same as a RoPE implementation bug." + }, + { + "left": "issue:44514", + "right": "issue:45103", + "accept": false, + "reason": "Batched processor crash vs annotation-based auto-docstring crash are unrelated." + }, + { + "left": "issue:43723", + "right": "issue:44871", + "accept": false, + "reason": "Both involve tokenizer-related v5 issues, but different symptoms and model-specific roots." + }, + { + "left": "issue:44263", + "right": "issue:44360", + "accept": false, + "reason": "Same subsystem name, but different defects in the GLM DSA indexer." + }, + { + "left": "issue:30990", + "right": "issue:38175", + "accept": false, + "reason": "Loading hang vs zero-probability accuracy issue; no shared bug." + }, + { + "left": "issue:45092", + "right": "issue:45357", + "accept": false, + "reason": "Checkpoint meta-init incompatibility vs incorrect visual-encoder save keys." + }, + { + "left": "issue:42907", + "right": "issue:46050", + "accept": false, + "reason": "Both touch quantized save/load, but they are different quantization schemes and failure modes." + }, + { + "left": "issue:43723", + "right": "issue:44991", + "accept": false, + "reason": "Both are tokenizer-loading complaints, but they target different models and likely different causes." + }, + { + "left": "issue:44829", + "right": "issue:46002", + "accept": false, + "reason": "Different training-path regressions: flash-attention behavior vs NaNs at init/checkout." + }, + { + "left": "issue:43723", + "right": "issue:44442", + "accept": false, + "reason": "Generic AutoTokenizer loading problem vs one tokenizer class loading failure; not clearly the same bug." + }, + { + "left": "issue:44261", + "right": "issue:45092", + "accept": false, + "reason": "Layernorm epsilon config precision bug vs checkpoint/meta-init incompatibility." + }, + { + "left": "issue:42831", + "right": "issue:45310", + "accept": false, + "reason": "FP8 accuracy issue vs Qwen3.5 Moe from_pretrained error are unrelated." + }, + { + "left": "issue:43479", + "right": "issue:44913", + "accept": false, + "reason": "Different config persistence bugs affecting different models and fields." + }, + { + "left": "issue:41628", + "right": "issue:43824", + "accept": false, + "reason": "Both are import errors, but for different exported classes and different underlying breakages." + }, + { + "left": "issue:44263", + "right": "issue:44373", + "accept": false, + "reason": "Different bug classes: runtime tensor indexing vs documentation text." + }, + { + "left": "issue:42831", + "right": "issue:44038", + "accept": false, + "reason": "Accuracy issue in FP8 path vs Qwen3-VL-Moe bug; no shared concrete code-path." + }, + { + "left": "issue:39401", + "right": "issue:44568", + "accept": false, + "reason": "Different tokenizer regressions: offset mapping vs special-token insertion." + }, + { + "left": "issue:42757", + "right": "issue:45278", + "accept": false, + "reason": "45278 is a broad umbrella import-regression report, but this is still not the same concrete bug as the specific huggingface_hub symbol import failure." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 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-10000-427", + "nodes": [ + "issue:22355", + "issue:28218", + "issue:30990", + "issue:33357", + "issue:39401", + "issue:41628", + "issue:42371", + "issue:42831", + "issue:42886", + "issue:42907", + "issue:42994", + "issue:43066", + "issue:43116", + "issue:43122", + "issue:43232", + "issue:43408", + "issue:43475", + "issue:43576", + "issue:43646", + "issue:43756", + "issue:43784", + "issue:43937", + "issue:43976", + "issue:44060", + "issue:44117", + "issue:44261", + "issue:44263", + "issue:44295", + "issue:44297", + "issue:44373", + "issue:44488", + "issue:44514", + "issue:44521", + "issue:44625", + "issue:44671", + "issue:44704", + "issue:44743", + "issue:44829", + "issue:44945", + "issue:44964", + "issue:45200", + "issue:45278", + "issue:45290", + "issue:45593", + "issue:45600", + "issue:45753", + "issue:46002", + "issue:46132" + ], + "soft_pairs": [ + "issue:43232|issue:45593", + "issue:42886|issue:42994", + "issue:42831|issue:45753", + "issue:22355|issue:28218", + "issue:42886|issue:43066", + "issue:43756|issue:44060", + "issue:44671|issue:46132", + "issue:43122|issue:44521", + "issue:44117|issue:44704", + "issue:43576|issue:43784", + "issue:43646|issue:46002", + "issue:30990|issue:33357", + "issue:42371|issue:44263", + "issue:44295|issue:44297", + "issue:44704|issue:45290", + "issue:42907|issue:44945", + "issue:43232|issue:44743", + "issue:41628|issue:45278", + "issue:43122|issue:44514", + "issue:43976|issue:44945", + "issue:44261|issue:44373", + "issue:43784|issue:45600", + "issue:39401|issue:44488", + "issue:43408|issue:43475", + "issue:42907|issue:43937", + "issue:39401|issue:44521", + "issue:43116|issue:45200", + "issue:44625|issue:44829", + "issue:42907|issue:44964" + ], + "prepared_review_unit_hash": "642ea3512f475d34bd52c0c858a85e2b5eed69b34c2aad3068d7931253a639b7", + "component_budget": { + "node_count": 427, + "item_count": 427, + "soft_pair_count": 1576, + "serialized_chars": 816182, + "estimated_input_tokens": 204046, + "estimated_eval_tokens": 408348 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 29, + "serialized_chars": 35963, + "estimated_input_tokens": 8991, + "estimated_eval_tokens": 18238 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is a loose collection of unrelated Transformers issues spanning tokenization, multimodal processors, saving/loading, generation, and model-specific regressions. I do not see a single underlying bug/change that ties the soft pairs together, so all soft edges are rejected.", + "confidence": 0.95, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": "issue:42886 is the clearest standalone regression with a concrete repro (offline tokenizer cache loading), but it is only a loose representative because the cluster is heterogeneous rather than one duplicate family.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43232", + "right": "issue:45593", + "accept": false, + "reason": "Different bugs: generation kwargs handling vs D-FINE auxiliary losses." + }, + { + "left": "issue:42886", + "right": "issue:42994", + "accept": false, + "reason": "Both involve loading/saving, but one is offline tokenizer cache loading and the other is quantized model saving failure." + }, + { + "left": "issue:42831", + "right": "issue:45753", + "accept": false, + "reason": "Unrelated failures: FineGrainedFP8 accuracy vs Qwen3_5 image-triggered infinite loop." + }, + { + "left": "issue:22355", + "right": "issue:28218", + "accept": false, + "reason": "Missing module import error vs tokenizer spacing behavior after added token; not the same bug." + }, + { + "left": "issue:42886", + "right": "issue:43066", + "accept": false, + "reason": "Tokenizer offline cache regression and wrong tokenizer decoder type are different tokenizer issues." + }, + { + "left": "issue:43756", + "right": "issue:44060", + "accept": false, + "reason": "Different model-specific regressions: Smollm3 RoPE layer dropping vs Qwen3-Next tied-weights warning." + }, + { + "left": "issue:44671", + "right": "issue:46132", + "accept": false, + "reason": "Masked LM prediction bug and AttentionInterface registration behavior are unrelated." + }, + { + "left": "issue:43122", + "right": "issue:44521", + "accept": false, + "reason": "Both touch tokenization/chat templates, but they affect different APIs and failure modes." + }, + { + "left": "issue:44117", + "right": "issue:44704", + "accept": false, + "reason": "Tokenizer mapping None handling vs AutoProcessor kwargs forwarding are separate code paths." + }, + { + "left": "issue:43576", + "right": "issue:43784", + "accept": false, + "reason": "CLI/env command breakage vs sentence-transformers import NameError; not the same issue." + }, + { + "left": "issue:43646", + "right": "issue:46002", + "accept": false, + "reason": "Custom model init breakage and NaNs in classification heads are different regressions." + }, + { + "left": "issue:30990", + "right": "issue:33357", + "accept": false, + "reason": "Sentence Transformers loading hang vs MacOS bus error on CLIP; unrelated symptoms." + }, + { + "left": "issue:42371", + "right": "issue:44263", + "accept": false, + "reason": "TF32 configuration guidance issue vs torch.split behavior in GlmMoeDsaIndexer." + }, + { + "left": "issue:44295", + "right": "issue:44297", + "accept": false, + "reason": "Position_ids buffer access error vs tokenizer_class mismatch in saved config; different bugs." + }, + { + "left": "issue:44704", + "right": "issue:45290", + "accept": false, + "reason": "AutoProcessor cached_file kwargs forwarding and chat-template tool-call crash are separate paths." + }, + { + "left": "issue:42907", + "right": "issue:44945", + "accept": false, + "reason": "Quantized model saving failure vs incorrect pipeline-parallel LLM output; unrelated." + }, + { + "left": "issue:43232", + "right": "issue:44743", + "accept": false, + "reason": "Both involve generation/state, but one is sync_gpus kwargs update and the other is recurrent state reset in a specific model module." + }, + { + "left": "issue:41628", + "right": "issue:45278", + "accept": false, + "reason": "Single missing import vs broad import breakage after upgrade; too broad and not one concrete bug." + }, + { + "left": "issue:43122", + "right": "issue:44514", + "accept": false, + "reason": "Tokenization/version difference and Qwen2_5_VL batched chat-template crash are distinct issues." + }, + { + "left": "issue:43976", + "right": "issue:44945", + "accept": false, + "reason": "Python version support regression vs incorrect output under pipeline parallelism." + }, + { + "left": "issue:44261", + "right": "issue:44373", + "accept": false, + "reason": "Runtime precision bug vs docstring documentation issue." + }, + { + "left": "issue:43784", + "right": "issue:45600", + "accept": false, + "reason": "Import-time NameError in sentence-transformers integration vs stale auto_mappings references breaking CI." + }, + { + "left": "issue:39401", + "right": "issue:44488", + "accept": false, + "reason": "Different models and failures: wrong offset mappings vs model loading failure." + }, + { + "left": "issue:43408", + "right": "issue:43475", + "accept": false, + "reason": "Same SAM3 family, but a model-type warning and a missing attribute are different concrete bugs." + }, + { + "left": "issue:42907", + "right": "issue:43937", + "accept": false, + "reason": "Quantized saving failure vs invalid GenerationConfig; unrelated." + }, + { + "left": "issue:39401", + "right": "issue:44521", + "accept": false, + "reason": "Wrong offset mapping and zero assistant masks are different tokenizer/multimodal template bugs." + }, + { + "left": "issue:43116", + "right": "issue:45200", + "accept": false, + "reason": "Example script multi-label output bug vs Gemma 4 token-type defaults; unrelated." + }, + { + "left": "issue:44625", + "right": "issue:44829", + "accept": false, + "reason": "Config propagation bug vs flash_attention_3 training degeneration; different subsystems." + }, + { + "left": "issue:42907", + "right": "issue:44964", + "accept": false, + "reason": "Saving dequantized models and loading Phi-4 multimodal are unrelated issues." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 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-10000-427", + "nodes": [ + "issue:22355", + "issue:28218", + "issue:29127", + "issue:29159", + "issue:30990", + "issue:36296", + "issue:38617", + "issue:42175", + "issue:42222", + "issue:42371", + "issue:42673", + "issue:42757", + "issue:42907", + "issue:43066", + "issue:43116", + "issue:43122", + "issue:43278", + "issue:43441", + "issue:43452", + "issue:43493", + "issue:43611", + "issue:43784", + "issue:43824", + "issue:43874", + "issue:43937", + "issue:43976", + "issue:43992", + "issue:44038", + "issue:44075", + "issue:44222", + "issue:44295", + "issue:44297", + "issue:44351", + "issue:44360", + "issue:44485", + "issue:44704", + "issue:44779", + "issue:44936", + "issue:44938", + "issue:44945", + "issue:44977", + "issue:45072", + "issue:45216", + "issue:45278", + "issue:45446", + "issue:45478", + "issue:45753", + "issue:46002" + ], + "soft_pairs": [ + "issue:44360|issue:44485", + "issue:44038|issue:44297", + "issue:28218|issue:30990", + "issue:44038|issue:44295", + "issue:43122|issue:44779", + "issue:42907|issue:43452", + "issue:36296|issue:43116", + "issue:44038|issue:44222", + "issue:43824|issue:44351", + "issue:45216|issue:45478", + "issue:42757|issue:44351", + "issue:43784|issue:45446", + "issue:43278|issue:44945", + "issue:22355|issue:29159", + "issue:43122|issue:44977", + "issue:42175|issue:44938", + "issue:43493|issue:45753", + "issue:42673|issue:45072", + "issue:43066|issue:44779", + "issue:43992|issue:44704", + "issue:38617|issue:45278", + "issue:22355|issue:29127", + "issue:43611|issue:46002", + "issue:43937|issue:44485", + "issue:43976|issue:45446", + "issue:43116|issue:43493", + "issue:42222|issue:43441", + "issue:42371|issue:43874", + "issue:44075|issue:44936" + ], + "prepared_review_unit_hash": "c46592cb210fb78e325d20f8b96e3ffc7dd7325fcebbdff5e5a6bde5985495d5", + "component_budget": { + "node_count": 427, + "item_count": 427, + "soft_pair_count": 1576, + "serialized_chars": 816182, + "estimated_input_tokens": 204046, + "estimated_eval_tokens": 408348 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 29, + "serialized_chars": 35760, + "estimated_input_tokens": 8940, + "estimated_eval_tokens": 18136 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The cluster is mostly a loose collection of unrelated Transformer issues; the soft-similarity pairs mostly share broad subsystem words (tokenizer/import/model) rather than the same concrete bug. No PR candidates are present.", + "confidence": 0.34, + "canonical_issue_reason": "issue:43122 is the best anchor for the tokenizer-regression subgroup because it describes a broad cross-version tokenization change and sits closest to the other tokenizer-related candidates.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43122 is the most representative issue overall: it is specific enough to define a real bug, but broad enough to capture the shared tokenizer-regression theme better than the more model-specific reports.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44360", + "right": "issue:44485", + "accept": false, + "reason": "Different subsystems and failure modes: DSA/ReLU discussion vs GLM-5 RoPE implementation." + }, + { + "left": "issue:44038", + "right": "issue:44297", + "accept": false, + "reason": "One is a Qwen3-VL-Moe loading bug; the other is tokenizer save_pretrained metadata mismatch." + }, + { + "left": "issue:28218", + "right": "issue:30990", + "accept": false, + "reason": "Tokenizer extra-space bug is unrelated to Sentence Transformers loading hang." + }, + { + "left": "issue:44038", + "right": "issue:44295", + "accept": false, + "reason": "Qwen3-VL-Moe loading issue does not match a position_ids buffer read error." + }, + { + "left": "issue:43122", + "right": "issue:44779", + "accept": false, + "reason": "Both concern tokenizer regressions, but they describe different concrete failures and model-specific behaviors." + }, + { + "left": "issue:42907", + "right": "issue:43452", + "accept": false, + "reason": "Dequantized save failure is unrelated to gguf_file loading behavior in AutoTokenizer/AutoModel." + }, + { + "left": "issue:36296", + "right": "issue:43116", + "accept": false, + "reason": "Tensor parallel training bug is unrelated to example-script multi-label classification output." + }, + { + "left": "issue:44038", + "right": "issue:44222", + "accept": false, + "reason": "Different Qwen3-VL-Moe loading path vs FP8 save_pretrained behavior." + }, + { + "left": "issue:43824", + "right": "issue:44351", + "accept": false, + "reason": "Separate import errors for different symbols and modules." + }, + { + "left": "issue:45216", + "right": "issue:45478", + "accept": false, + "reason": "Both are Qwen3.5-related, but one is save_pretrained checkpoint corruption and the other is a from_pretrained error." + }, + { + "left": "issue:42757", + "right": "issue:44351", + "accept": false, + "reason": "Missing huggingface_hub symbol vs missing transformers symbol; unrelated import breakages." + }, + { + "left": "issue:43784", + "right": "issue:45446", + "accept": false, + "reason": "Sentence-transformers import failure is unrelated to the flex_attention PyTorch version check." + }, + { + "left": "issue:43278", + "right": "issue:44945", + "accept": false, + "reason": "Dtype drift in evaluate is not the same bug as incorrect output under pipeline parallelism." + }, + { + "left": "issue:22355", + "right": "issue:29127", + "accept": false, + "reason": "Old missing-module issue is unrelated to LayoutLMv3 error-message clarity." + }, + { + "left": "issue:43122", + "right": "issue:44977", + "accept": false, + "reason": "Both are tokenizer regressions in v5, but they affect different models and show different symptoms." + }, + { + "left": "issue:42175", + "right": "issue:44938", + "accept": false, + "reason": "Packaging backend selection issue is unrelated to Python 3.14 import/load failure." + }, + { + "left": "issue:43493", + "right": "issue:45753", + "accept": false, + "reason": "SigLIP2 JAX/HF discrepancy is unrelated to Qwen3_5 infinite-loop behavior on one image." + }, + { + "left": "issue:42673", + "right": "issue:45072", + "accept": false, + "reason": "VRAM leak in Qwen3ForCausalLM is unrelated to dtype mismatches in inference." + }, + { + "left": "issue:43066", + "right": "issue:44779", + "accept": false, + "reason": "Tokenizer decoder-type bug and Deepseek tokenization regression are related only at a very high level, not the same concrete defect." + }, + { + "left": "issue:43992", + "right": "issue:44704", + "accept": false, + "reason": "Missing embed_tokens weight on from_pretrained is unrelated to AutoProcessor kwarg forwarding." + }, + { + "left": "issue:38617", + "right": "issue:45278", + "accept": false, + "reason": "Specific missing import is not the same underlying issue as a broad set of import errors after upgrade." + }, + { + "left": "issue:22355", + "right": "issue:29127", + "accept": false, + "reason": "No shared code path: ONNX import failure vs LayoutLMv3 error-message wording." + }, + { + "left": "issue:43611", + "right": "issue:46002", + "accept": false, + "reason": "base_model_prefix loading breakage is unrelated to NaNs in classification heads." + }, + { + "left": "issue:43937", + "right": "issue:44485", + "accept": false, + "reason": "GenerationConfig validation for GLM-5 is not the same as a RoPE implementation discussion." + }, + { + "left": "issue:43976", + "right": "issue:45446", + "accept": false, + "reason": "Python version support breakage is unrelated to an incorrect PyTorch-version guard in flex_attention." + }, + { + "left": "issue:43116", + "right": "issue:43493", + "accept": false, + "reason": "Example-script multi-label output bug is unrelated to SigLIP2 implementation discrepancies." + }, + { + "left": "issue:42222", + "right": "issue:43441", + "accept": false, + "reason": "VitPose breakage and Ministral-3 FlashAttention failure affect different models and code paths." + }, + { + "left": "issue:42371", + "right": "issue:43874", + "accept": false, + "reason": "TF32 API guidance is unrelated to missing image-patch counting in GLM46VImageProcessorFast." + }, + { + "left": "issue:44075", + "right": "issue:44936", + "accept": false, + "reason": "Unused SGD args and trainer.evaluate() failure after train() are different bugs." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 17, + "review_unit_index": 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-10000-427", + "nodes": [ + "issue:33453", + "issue:38617", + "issue:39401", + "issue:41628", + "issue:42222", + "issue:42490", + "issue:42617", + "issue:42673", + "issue:43064", + "issue:43116", + "issue:43408", + "issue:43421", + "issue:43450", + "issue:43582", + "issue:43673", + "issue:43742", + "issue:43825", + "issue:43827", + "issue:43906", + "issue:43937", + "issue:43986", + "issue:44038", + "issue:44117", + "issue:44291", + "issue:44380", + "issue:44410", + "issue:44466", + "issue:44484", + "issue:44779", + "issue:44829", + "issue:44977", + "issue:45071", + "issue:45081", + "issue:45083", + "issue:45216", + "issue:45310", + "issue:45341", + "issue:45357", + "issue:45405", + "issue:45446", + "issue:45478", + "issue:45561", + "issue:45563", + "issue:45588", + "issue:46002", + "issue:46077", + "issue:46178" + ], + "soft_pairs": [ + "issue:43064|issue:43673", + "issue:45357|issue:45478", + "issue:44038|issue:45478", + "issue:43116|issue:43825", + "issue:45083|issue:45446", + "issue:43937|issue:45563", + "issue:44380|issue:46077", + "issue:33453|issue:39401", + "issue:44117|issue:45588", + "issue:43827|issue:45446", + "issue:39401|issue:44779", + "issue:42673|issue:43906", + "issue:43937|issue:44977", + "issue:44291|issue:45071", + "issue:43450|issue:43986", + "issue:44466|issue:46002", + "issue:45405|issue:45446", + "issue:42222|issue:46178", + "issue:44117|issue:45081", + "issue:45341|issue:45561", + "issue:38617|issue:41628", + "issue:44410|issue:45310", + "issue:44829|issue:45216", + "issue:39401|issue:43421", + "issue:42617|issue:45341", + "issue:42673|issue:43582", + "issue:44484|issue:45310", + "issue:42490|issue:42673", + "issue:43408|issue:43742" + ], + "prepared_review_unit_hash": "f1fbe9b36c7339e2bc304e6691bacdc89cfa1748b238d576269738a9b92b9767", + "component_budget": { + "node_count": 427, + "item_count": 427, + "soft_pair_count": 1576, + "serialized_chars": 816182, + "estimated_input_tokens": 204046, + "estimated_eval_tokens": 408348 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 29, + "serialized_chars": 35838, + "estimated_input_tokens": 8960, + "estimated_eval_tokens": 18176 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly heterogeneous transformer-regression issues with no true duplicate soft pairs. The only clear duplicate-like theme is the repeated Qwen3.5 Moe from_pretrained bug, where 45310/45478 look like the same report family.", + "confidence": 0.72, + "canonical_issue_reason": "Issue 45310 is the earlier report for the repeated Qwen3.5 Moe from_pretrained failure; it\u2019s the better canonical anchor for that duplicate pair.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 45478 is the cleanest overall representative because it has the same concrete bug as 45310 but a slightly stronger report signal and clearer version-specific wording.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43064", + "right": "issue:43673", + "accept": false, + "reason": "Different bugs: optimizer-state placement under FSDP2/PEFT vs GenerationMixin cache handling during chunked prefill." + }, + { + "left": "issue:45357", + "right": "issue:45478", + "accept": false, + "reason": "Same model family, but different failures: incorrect saved visual encoder keys vs from_pretrained load error." + }, + { + "left": "issue:44038", + "right": "issue:45478", + "accept": false, + "reason": "Both mention Qwen3/VL/Moe, but the concrete breakage differs and the model/load paths are not the same." + }, + { + "left": "issue:43116", + "right": "issue:43825", + "accept": false, + "reason": "Example-script multi-label output bug vs a misleading pipeline error message; different code paths and symptoms." + }, + { + "left": "issue:45083", + "right": "issue:45446", + "accept": false, + "reason": "Unrelated: qwen3_omni_moe feature-extraction helper behavior vs a flex_attention import version check." + }, + { + "left": "issue:43937", + "right": "issue:45563", + "accept": false, + "reason": "GenerationConfig validation failure is unrelated to the stale warning for num_return_sequences." + }, + { + "left": "issue:44380", + "right": "issue:46077", + "accept": false, + "reason": "Both involve attention behavior, but GPT2 scaling ignored and Gemma4 bidirectional masking are distinct model/backend bugs." + }, + { + "left": "issue:33453", + "right": "issue:39401", + "accept": false, + "reason": "Tokenizer regressions, but one is loading regression and the other is wrong offset_mapping; not the same underlying defect." + }, + { + "left": "issue:44117", + "right": "issue:45588", + "accept": false, + "reason": "Tokenizer mapping fallback issue is unrelated to flash_attention s_aux=None crash." + }, + { + "left": "issue:43827", + "right": "issue:45446", + "accept": false, + "reason": "Docs still referencing pipeline() is unrelated to the AuxRequest PyTorch version check." + }, + { + "left": "issue:39401", + "right": "issue:44779", + "accept": false, + "reason": "Different tokenizer bugs on different models; both are regressions, but not one shared root cause." + }, + { + "left": "issue:42673", + "right": "issue:43906", + "accept": false, + "reason": "VRAM leak in Qwen3ForCausalLM threads is unrelated to an isolated reproduction of another issue." + }, + { + "left": "issue:43937", + "right": "issue:44977", + "accept": false, + "reason": "GenerationConfig invalid vs flash-attention generation failure are separate problems." + }, + { + "left": "issue:44291", + "right": "issue:45071", + "accept": false, + "reason": "Both are v5 compatibility issues, but init_empty_weights argument handling and PretrainedConfig type checking are different code-path failures." + }, + { + "left": "issue:43450", + "right": "issue:43986", + "accept": false, + "reason": "Video batch-shape bug and AutoProcessor without torchvision crash are different issues in the video stack." + }, + { + "left": "issue:44466", + "right": "issue:46002", + "accept": false, + "reason": "Serialization of tied lm_head weights is unrelated to NaNs in classification heads during checkout/init." + }, + { + "left": "issue:45405", + "right": "issue:45446", + "accept": false, + "reason": "PEFT version pinning and a PyTorch version check for flex_attention are unrelated maintenance/runtime issues." + }, + { + "left": "issue:42222", + "right": "issue:46178", + "accept": false, + "reason": "VitPose model breakage and tensorflow_text backend mapping errors are unrelated." + }, + { + "left": "issue:44117", + "right": "issue:45081", + "accept": false, + "reason": "Tokenizer mapping None and Mistral regex patch crashing on backend_tokenizer are different failures." + }, + { + "left": "issue:45341", + "right": "issue:45561", + "accept": false, + "reason": "A small testing_utils bug and a pytest-xdist race in captured_info.txt are not the same underlying problem." + }, + { + "left": "issue:38617", + "right": "issue:41628", + "accept": false, + "reason": "Different import errors for different symbols; they do not share the same broken code path." + }, + { + "left": "issue:44410", + "right": "issue:45310", + "accept": false, + "reason": "Missing qwen3next projections and Qwen3.5 Moe from_pretrained loading error are distinct model-specific issues." + }, + { + "left": "issue:44829", + "right": "issue:45216", + "accept": false, + "reason": "FlashAttention training degeneration and incorrect save_pretrained checkpointing are separate bugs." + }, + { + "left": "issue:39401", + "right": "issue:43421", + "accept": false, + "reason": "Wrong offset_mapping and runtime post-processor updates after special-token changes are different tokenizer backend defects." + }, + { + "left": "issue:42617", + "right": "issue:45341", + "accept": false, + "reason": "3d_parallel.py execution failure is unrelated to a testing_utils 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": 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-10000-427", + "nodes": [ + "issue:38617", + "issue:41628", + "issue:42175", + "issue:42222", + "issue:42371", + "issue:42831", + "issue:43012", + "issue:43066", + "issue:43097", + "issue:43122", + "issue:43335", + "issue:43408", + "issue:43441", + "issue:43452", + "issue:43577", + "issue:43673", + "issue:43874", + "issue:43931", + "issue:43937", + "issue:43986", + "issue:44038", + "issue:44075", + "issue:44117", + "issue:44220", + "issue:44261", + "issue:44263", + "issue:44360", + "issue:44368", + "issue:44410", + "issue:44483", + "issue:44484", + "issue:44485", + "issue:44493", + "issue:44496", + "issue:44829", + "issue:44933", + "issue:44987", + "issue:45003", + "issue:45071", + "issue:45278", + "issue:45341", + "issue:45372", + "issue:45464", + "issue:45478", + "issue:45542", + "issue:45656", + "issue:46123", + "issue:46172" + ], + "soft_pairs": [ + "issue:42371|issue:44261", + "issue:44933|issue:45278", + "issue:44483|issue:45464", + "issue:42222|issue:45542", + "issue:43937|issue:44496", + "issue:38617|issue:44220", + "issue:42175|issue:42222", + "issue:43066|issue:43122", + "issue:42371|issue:42831", + "issue:44075|issue:45656", + "issue:43673|issue:45341", + "issue:44410|issue:45478", + "issue:43012|issue:43577", + "issue:44484|issue:45478", + "issue:43097|issue:44493", + "issue:41628|issue:45071", + "issue:43874|issue:44261", + "issue:44263|issue:44485", + "issue:45071|issue:45542", + "issue:44263|issue:46172", + "issue:44360|issue:46172", + "issue:43012|issue:43408", + "issue:43441|issue:44829", + "issue:43931|issue:44410", + "issue:43931|issue:44038", + "issue:43335|issue:45071", + "issue:43673|issue:46123", + "issue:43097|issue:43452", + "issue:45003|issue:45341", + "issue:43986|issue:45341", + "issue:44117|issue:44987", + "issue:43408|issue:44368", + "issue:43986|issue:44484", + "issue:43874|issue:44263", + "issue:43986|issue:45372" + ], + "prepared_review_unit_hash": "3d55347442ba5d03e117ca1fcccc221bf191e5818452a50809e4dcebb04e5e10", + "component_budget": { + "node_count": 427, + "item_count": 427, + "soft_pair_count": 1576, + "serialized_chars": 816182, + "estimated_input_tokens": 204046, + "estimated_eval_tokens": 408348 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 35, + "serialized_chars": 37926, + "estimated_input_tokens": 9482, + "estimated_eval_tokens": 19220 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly a loose collection of unrelated Transformers regression issues, with only broad thematic overlap around import/loading and model-configuration breakages. I did not find any soft pair that is clearly the same underlying bug or change.", + "confidence": 0.83, + "canonical_issue_reason": "issue:45278 is the broadest umbrella item in the set: it describes multiple import failures after upgrading from 4.57.0 to 5.5.0, making it the closest representative of the cluster theme.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45278 is the best single representative because it is the most general user-facing regression report; the rest are narrower, model-specific, or unrelated bugs.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:42371", + "right": "issue:44261", + "accept": false, + "reason": "Both mention precision-related behavior, but one is about TF32 settings and the other about a missing rms_norm_eps in MLA; different code paths and different failures." + }, + { + "left": "issue:44933", + "right": "issue:45278", + "accept": false, + "reason": "Both involve imports, but one is a specific nonexistent image_utils import while the other is a broad post-upgrade import regression; not the same bug." + }, + { + "left": "issue:44483", + "right": "issue:45464", + "accept": false, + "reason": "Both mention chat/completions, but one is a general API request rejection and the other is a Qwen3.5 streaming inference failure; too different to merge." + }, + { + "left": "issue:42222", + "right": "issue:45542", + "accept": false, + "reason": "These are unrelated: vitpose model breakage vs TensorFlow backend packaging confusion." + }, + { + "left": "issue:43937", + "right": "issue:44496", + "accept": false, + "reason": "Both are loading-time errors, but one is an invalid GenerationConfig and the other is an unrecognized model/config issue; different root causes." + }, + { + "left": "issue:38617", + "right": "issue:44220", + "accept": false, + "reason": "An import error for layer_type_validation is unrelated to a torch audio feature-extraction bug." + }, + { + "left": "issue:42175", + "right": "issue:42222", + "accept": false, + "reason": "TensorFlow installation/backend packaging is unrelated to vitpose model breakage." + }, + { + "left": "issue:43066", + "right": "issue:43122", + "accept": false, + "reason": "Both concern tokenizer behavior changes, but one is a decoder-type mismatch while the other is changed tokenization output; not enough evidence of the same defect." + }, + { + "left": "issue:42371", + "right": "issue:42831", + "accept": false, + "reason": "Both touch numerical settings, but TF32 API guidance and FineGrainedFP8 accuracy are different features and failure modes." + }, + { + "left": "issue:44075", + "right": "issue:45656", + "accept": false, + "reason": "Different optimizer problems: ignored SGD args vs optimizer.step being called twice under deepspeed." + }, + { + "left": "issue:43673", + "right": "issue:45341", + "accept": false, + "reason": "Cache handling during chunked prefill is unrelated to a testing_utils bug." + }, + { + "left": "issue:44410", + "right": "issue:45478", + "accept": false, + "reason": "Different model families and different loading errors: qwen3next missing projections vs Qwen3.5 MoE from_pretrained failure." + }, + { + "left": "issue:43012", + "right": "issue:43577", + "accept": false, + "reason": "Both involve dtype/precision, but one is a compile-time warning and the other is model submodules staying float32 after load; not the same bug." + }, + { + "left": "issue:44484", + "right": "issue:45478", + "accept": false, + "reason": "save_pretrained shard size behavior is unrelated to a Qwen3.5 loading error." + }, + { + "left": "issue:43097", + "right": "issue:44493", + "accept": false, + "reason": "One is about a removed config field, the other about unexpected position-id keys; different config regressions." + }, + { + "left": "issue:41628", + "right": "issue:45071", + "accept": false, + "reason": "An AutoImageProcessor import failure and a PretrainedConfig type-checking break are separate API regressions." + }, + { + "left": "issue:43874", + "right": "issue:44261", + "accept": false, + "reason": "Missing image-patch helper methods are unrelated to MLA normalization precision handling." + }, + { + "left": "issue:44263", + "right": "issue:44485", + "accept": false, + "reason": "A torch.split return-value issue in a DSA indexer is not the same as the GLM-5 RoPE implementation discussion." + }, + { + "left": "issue:45071", + "right": "issue:45542", + "accept": false, + "reason": "Type-checking regressions and TensorFlow backend packaging are unrelated." + }, + { + "left": "issue:44263", + "right": "issue:46172", + "accept": false, + "reason": "Different models and failure modes: GlmMoeDsaIndexer split handling vs deepseek-v4 tensor transpose behavior." + }, + { + "left": "issue:44360", + "right": "issue:46172", + "accept": false, + "reason": "A missing ReLU in the DSA indexer is unrelated to the deepseek-v4 tensor operation bug." + }, + { + "left": "issue:43012", + "right": "issue:43408", + "accept": false, + "reason": "A bfloat16 precision warning is unrelated to a sam3_video vs sam3_tracker model-type mismatch." + }, + { + "left": "issue:43441", + "right": "issue:44829", + "accept": false, + "reason": "Both mention FlashAttention, but one is a Ministral-3 load-time failure and the other is degenerate training with flash_attention_3; not the same fix." + }, + { + "left": "issue:43931", + "right": "issue:44410", + "accept": false, + "reason": "Different Qwen variants and different symptoms: weight-shape mismatch vs missing attention projections." + }, + { + "left": "issue:43931", + "right": "issue:44038", + "accept": false, + "reason": "Both are Qwen3-VL-related loading issues, but they concern different models and different error classes; not clearly one bug." + }, + { + "left": "issue:43335", + "right": "issue:45071", + "accept": false, + "reason": "SwitchTransformers sparse-layer construction is unrelated to config type checking." + }, + { + "left": "issue:43673", + "right": "issue:46123", + "accept": false, + "reason": "Generation cache behavior during chunked prefill is unrelated to MaskGenerationPipeline dropping results on partial batches." + }, + { + "left": "issue:43097", + "right": "issue:43452", + "accept": false, + "reason": "A removed embedding-tie config option is unrelated to gguf_file breaking tokenizer/model loading." + }, + { + "left": "issue:45003", + "right": "issue:45341", + "accept": false, + "reason": "Unsafe sys.modules access and a testing_utils bug are different parts of the codebase with no shared failure mode." + }, + { + "left": "issue:43986", + "right": "issue:45341", + "accept": false, + "reason": "A missing torchvision dependency for AutoProcessor video models is unrelated to testing_utils." + }, + { + "left": "issue:44117", + "right": "issue:44987", + "accept": false, + "reason": "A tokenizer mapping None-handling bug and a specific repo loading failure are too loosely related to treat as duplicates." + }, + { + "left": "issue:43408", + "right": "issue:44368", + "accept": false, + "reason": "Model-type mismatch warning and tie_word_embeddings warning are separate configuration warnings." + }, + { + "left": "issue:43986", + "right": "issue:44484", + "accept": false, + "reason": "AutoProcessor/torchvision dependency handling is unrelated to save_pretrained shard-size defaults." + }, + { + "left": "issue:43874", + "right": "issue:44263", + "accept": false, + "reason": "Missing image patch counting helper and torch.split return values are unrelated implementation bugs." + }, + { + "left": "issue:43986", + "right": "issue:45372", + "accept": false, + "reason": "Different missing dependency/import problems: torchvision absence vs missing ReasoningEffort from mistral_common." + } + ] + }, + "evaluator_result": 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-10000-427", + "nodes": [ + "issue:38617", + "issue:42757", + "issue:42907", + "issue:43012", + "issue:43064", + "issue:43066", + "issue:43097", + "issue:43208", + "issue:43352", + "issue:43502", + "issue:43531", + "issue:43550", + "issue:43792", + "issue:43824", + "issue:43825", + "issue:43873", + "issue:43906", + "issue:43976", + "issue:43986", + "issue:43992", + "issue:44038", + "issue:44062", + "issue:44117", + "issue:44162", + "issue:44261", + "issue:44315", + "issue:44351", + "issue:44368", + "issue:44380", + "issue:44410", + "issue:44484", + "issue:44485", + "issue:44655", + "issue:44704", + "issue:44938", + "issue:45103", + "issue:45341", + "issue:45375", + "issue:45440", + "issue:45479", + "issue:45588", + "issue:45753", + "issue:46050", + "issue:46123", + "issue:46132", + "issue:46172", + "issue:46178" + ], + "soft_pairs": [ + "issue:45440|issue:46172", + "issue:43531|issue:45341", + "issue:44261|issue:44485", + "issue:38617|issue:42757", + "issue:43064|issue:44315", + "issue:43097|issue:46050", + "issue:43097|issue:45588", + "issue:44062|issue:44117", + "issue:44410|issue:45375", + "issue:38617|issue:44351", + "issue:44038|issue:44410", + "issue:43502|issue:43992", + "issue:44704|issue:45103", + "issue:43097|issue:43873", + "issue:43986|issue:44117", + "issue:43824|issue:43986", + "issue:43066|issue:43906", + "issue:44938|issue:46178", + "issue:43208|issue:43550", + "issue:43992|issue:44484", + "issue:43825|issue:44655", + "issue:43012|issue:43550", + "issue:43012|issue:44368", + "issue:42907|issue:45753", + "issue:42907|issue:44655", + "issue:43352|issue:44380", + "issue:44162|issue:46172", + "issue:43352|issue:43976", + "issue:44380|issue:45479", + "issue:43792|issue:46123", + "issue:44380|issue:46132", + "issue:43064|issue:44380" + ], + "prepared_review_unit_hash": "0d87e5b665a42ad11dff13527e5274a2643bfcb507dbb3fdf101bc901aad343c", + "component_budget": { + "node_count": 427, + "item_count": 427, + "soft_pair_count": 1576, + "serialized_chars": 816182, + "estimated_input_tokens": 204046, + "estimated_eval_tokens": 408348 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 32, + "serialized_chars": 36511, + "estimated_input_tokens": 9128, + "estimated_eval_tokens": 18512 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is heterogeneous: the soft matches are mostly superficial Transformers/v5 or model-family wording overlaps, not true duplicates. I would not merge any of the soft edge pairs.", + "confidence": 0.93, + "canonical_issue_reason": "No safe canonical issue: the items span unrelated import errors, model-specific bugs, pipeline behavior, and version-migration regressions.", + "canonical_pr_reason": null, + "best_issue_reason": "No single issue is a strong cluster representative because the similarity is broad and lexical rather than the same underlying bug.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45440", + "right": "issue:46172", + "accept": false, + "reason": "Different models and failure modes: DeepSeekV3 divergence vs a deepseek-v4 transpose/dtype bug." + }, + { + "left": "issue:43531", + "right": "issue:45341", + "accept": false, + "reason": "Qwen3-MoE sliding-window behavior is unrelated to a small testing_utils bug." + }, + { + "left": "issue:44261", + "right": "issue:44485", + "accept": false, + "reason": "Both are model/config precision issues, but one is an MLA layernorm epsilon mismatch and the other is a GLM-5 RoPE implementation complaint." + }, + { + "left": "issue:38617", + "right": "issue:42757", + "accept": false, + "reason": "Separate import errors from different modules and symbols; not the same missing export." + }, + { + "left": "issue:43064", + "right": "issue:44315", + "accept": false, + "reason": "Different training-stack problems: FSDP2/PEFT optimizer state mismatch vs Liger Kernel not applied with model_init." + }, + { + "left": "issue:43097", + "right": "issue:46050", + "accept": false, + "reason": "One is a removed model config flag; the other is quantized model save/load breakage." + }, + { + "left": "issue:43097", + "right": "issue:45588", + "accept": false, + "reason": "Unrelated: missing tie_embeddings flag vs flash_attention crash on sink-less models." + }, + { + "left": "issue:44062", + "right": "issue:44117", + "accept": false, + "reason": "Tokenizer construction bug vs mapping lookup returning None; not the same code path." + }, + { + "left": "issue:44410", + "right": "issue:45375", + "accept": false, + "reason": "Both mention Qwen variants, but one is missing projections while the other is a config field being dropped." + }, + { + "left": "issue:38617", + "right": "issue:44351", + "accept": false, + "reason": "Different import failures for different names and modules." + }, + { + "left": "issue:44038", + "right": "issue:44410", + "accept": false, + "reason": "Qwen3-VL-Moe bug and qwen3next projection issue are distinct model implementations." + }, + { + "left": "issue:43502", + "right": "issue:43992", + "accept": false, + "reason": "Offline-mode network requests and UMT5 embed_tokens loading are different loader bugs." + }, + { + "left": "issue:44704", + "right": "issue:45103", + "accept": false, + "reason": "Both involve pre/post-processing kwargs, but one is AutoProcessor caching arguments and the other is auto_docstring annotation handling." + }, + { + "left": "issue:43097", + "right": "issue:43873", + "accept": false, + "reason": "Removed config API and quantization offloading behavior are unrelated." + }, + { + "left": "issue:43986", + "right": "issue:44117", + "accept": false, + "reason": "Video-model loading without torchvision is unrelated to tokenizer mapping assumptions." + }, + { + "left": "issue:43824", + "right": "issue:43986", + "accept": false, + "reason": "Different surface area: missing Qwen2.5-VL class export vs AutoProcessor/video-model crash." + }, + { + "left": "issue:43066", + "right": "issue:43906", + "accept": false, + "reason": "Wrong tokenizer decoder type is not the same as the reproduced issue linked to #38071." + }, + { + "left": "issue:44938", + "right": "issue:46178", + "accept": false, + "reason": "Python 3.14 load failure vs TensorFlow Text backend mapping error are unrelated environment issues." + }, + { + "left": "issue:43208", + "right": "issue:43550", + "accept": false, + "reason": "xLSTM training bugs and Bamba torch.compile/SDPA failure are different model/runtime problems." + }, + { + "left": "issue:43992", + "right": "issue:44484", + "accept": false, + "reason": "Loading missing weights and save_pretrained shard-size defaults are not the same bug." + }, + { + "left": "issue:43825", + "right": "issue:44655", + "accept": false, + "reason": "Pipeline error message regression vs inability to save Pipeline objects." + }, + { + "left": "issue:43012", + "right": "issue:43550", + "accept": false, + "reason": "Precision warning during compile is not the same as a compile-time SDPA failure." + }, + { + "left": "issue:43012", + "right": "issue:44368", + "accept": false, + "reason": "Both mention warnings, but one is PyTorch precision output and the other is a tie_word_embeddings config warning." + }, + { + "left": "issue:42907", + "right": "issue:45753", + "accept": false, + "reason": "Dequantized save failure and Qwen3_5 infinite-loop generation are separate bugs." + }, + { + "left": "issue:42907", + "right": "issue:44655", + "accept": false, + "reason": "Saving dequantized models and saving Pipeline objects are different persistence paths." + }, + { + "left": "issue:43352", + "right": "issue:44380", + "accept": false, + "reason": "FlashAttention support error for a specific model vs GPT2 attention scaling being ignored under fast attention backends." + }, + { + "left": "issue:44162", + "right": "issue:46172", + "accept": false, + "reason": "ESM2 breakage in scientific workflows is unrelated to deepseek-v4 tensor conversion/transpose behavior." + }, + { + "left": "issue:43352", + "right": "issue:43976", + "accept": false, + "reason": "Model-specific Flash Attention support and Python-version compatibility are unrelated." + }, + { + "left": "issue:44380", + "right": "issue:45479", + "accept": false, + "reason": "Attention scaling ignored under SDPA/FlashAttention is unrelated to a degenerate zero-loss classification bug." + }, + { + "left": "issue:43792", + "right": "issue:46123", + "accept": false, + "reason": "Whisper model runtime failure and mask-generation partial-batch dropping are different pipeline bugs." + }, + { + "left": "issue:44380", + "right": "issue:46132", + "accept": false, + "reason": "GPT2 backend scaling bug is unrelated to AttentionInterface.register changing function behavior." + }, + { + "left": "issue:43064", + "right": "issue:44380", + "accept": false, + "reason": "Distributed training optimizer-state mismatch is not the same as backend attention scaling being ignored." + } + ] + }, + "evaluator_result": 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-10000-427", + "nodes": [ + "issue:36010", + "issue:36683", + "issue:38617", + "issue:42490", + "issue:42757", + "issue:42898", + "issue:42994", + "issue:43012", + "issue:43066", + "issue:43208", + "issue:43299", + "issue:43352", + "issue:43475", + "issue:43502", + "issue:43526", + "issue:43582", + "issue:43611", + "issue:43618", + "issue:43756", + "issue:43761", + "issue:43824", + "issue:43867", + "issue:43901", + "issue:43937", + "issue:43976", + "issue:44038", + "issue:44077", + "issue:44222", + "issue:44230", + "issue:44380", + "issue:44483", + "issue:44485", + "issue:44514", + "issue:44625", + "issue:44655", + "issue:44683", + "issue:44938", + "issue:45216", + "issue:45276", + "issue:45290", + "issue:45381", + "issue:45478", + "issue:45593", + "issue:45698", + "issue:45753", + "issue:46077", + "issue:46082", + "issue:46172" + ], + "soft_pairs": [ + "issue:44483|issue:44514", + "issue:44222|issue:45478", + "issue:36683|issue:43582", + "issue:43012|issue:44683", + "issue:43208|issue:43526", + 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I found no soft pair that clearly meets the same-underlying-bug threshold, so all soft edges are rejected.", + "confidence": 0.78, + "canonical_issue_reason": "issue:45698 is the broadest open bug in the set and the most plausible umbrella for related save/load regressions around save_pretrained/from_pretrained and custom module handling.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45698 is the most central and actionable issue in the cluster: open, user-facing, and tied to a core serialization/loading path rather than a model-specific edge case.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44483", + "right": "issue:44514", + "accept": false, + "reason": "Different failure surfaces: chat-completions request validation vs batched processor templating with tool calls; not the same concrete bug." + }, + { + "left": "issue:44222", + "right": "issue:45478", + "accept": false, + "reason": "Both involve MoE/save/load wording, but one is FP8 save_pretrained and the other is a from_pretrained load error; too different to merge." + }, + { + "left": "issue:36683", + "right": "issue:43582", + "accept": false, + "reason": "Completely unrelated: Gemma3Config vocab_size attribute error vs Apple Silicon TypeError in caching_allocator_warmup." + }, + { + "left": "issue:43012", + "right": "issue:44683", + "accept": false, + "reason": "Both touch PyTorch compilation behavior, but one is a warning and the other is a torch>=2.9 flex_attention failure; different bugs." + }, + { + "left": "issue:43208", + "right": "issue:43526", + "accept": false, + "reason": "xLSTM training bugs and BeitImageProcessorFast label reduction are unrelated code paths." + }, + { + "left": "issue:42490", + "right": "issue:43012", + "accept": false, + "reason": "A trailing-slash import warning and a bfloat16 compilation warning are not the same underlying issue." + }, + { + "left": "issue:43618", + "right": "issue:43761", + "accept": false, + "reason": "Both are CLIP v5 regressions, but one is missing attentions and the other missing hidden_states; related area, not clearly the same bug." + }, + { + "left": "issue:42757", + "right": "issue:43824", + "accept": false, + "reason": "Distinct import errors for different missing symbols and different packages/modules." + }, + { + "left": "issue:45698", + "right": "issue:46172", + "accept": false, + "reason": "General save/load custom-module mismatch vs a DeepSeek-V4 dtype/transpose bug; unrelated." + }, + { + "left": "issue:43618", + "right": "issue:44380", + "accept": false, + "reason": "CLIP output fields missing vs GPT2 attention scaling ignored under SDPA/FlashAttention are separate code paths." + }, + { + "left": "issue:44038", + "right": "issue:44230", + "accept": false, + "reason": "Same model family name appears, but one is a loading bug and the other is an FP8 inference support request." + }, + { + "left": "issue:38617", + "right": "issue:43502", + "accept": false, + "reason": "Importing a removed utility and local_files_only still making API requests are unrelated." + }, + { + "left": "issue:44483", + "right": "issue:45290", + "accept": false, + "reason": "API request rejection and chat template crash with tool-call messages are different problems." + }, + { + "left": "issue:44483", + "right": "issue:45381", + "accept": false, + "reason": "Chat/completions request handling and Qwen2.5-VL video position IDs are unrelated." + }, + { + "left": "issue:43756", + "right": "issue:44485", + "accept": false, + "reason": "Both mention RoPE, but they concern different models and different implementation defects." + }, + { + "left": "issue:43299", + "right": "issue:43867", + "accept": false, + "reason": "Qwen3VL MoE loading regression and sorted state_dict load error do not appear to be the same bug." + }, + { + "left": "issue:36683", + "right": "issue:43475", + "accept": false, + "reason": "Gemma3Config vocab_size and SAM3 video output missing fpn_position_embeddings 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but they are distinct regressions." + }, + { + "left": "issue:36010", + "right": "issue:42757", + "accept": false, + "reason": "Different missing imports from different modules; no common underlying change is evident." + }, + { + "left": "issue:44077", + "right": "issue:44380", + "accept": false, + "reason": "PatchTSMixer post_init validation and GPT2 attention scaling under SDPA/FlashAttention are unrelated." + }, + { + "left": "issue:36683", + "right": "issue:44077", + "accept": false, + "reason": "Gemma3Config attribute failure and PatchTSMixer post_init behavior are unrelated." + }, + { + "left": "issue:43611", + "right": "issue:44655", + "accept": false, + "reason": "General base_model_prefix loading regression and pipeline save_pretrained failure are separate serialization/loading bugs." + }, + { + "left": "issue:43352", + "right": "issue:43937", + "accept": false, + "reason": "Flash Attention support error for Nemotron and GLM-5 GenerationConfig validation are unrelated." + }, + { + "left": "issue:44625", + "right": "issue:46077", + "accept": false, + "reason": "Qwen3.5 num_labels propagation and Gemma4 causal-mask behavior are different model/config bugs." + }, + { + "left": "issue:43867", + "right": "issue:45216", + "accept": false, + "reason": "State_dict ordering load error and Qwen3.5 checkpoint save corruption are distinct save/load problems." + }, + { + "left": "issue:43976", + "right": "issue:44938", + "accept": false, + "reason": "Both are Python compatibility complaints, but the versions and failure modes differ enough that they are not the same bug." + }, + { + "left": "issue:46077", + "right": "issue:46082", + "accept": false, + "reason": "Gemma4 attention mask construction and LlamaConfig head_dim validation are unrelated." + }, + { + "left": "issue:43352", + "right": "issue:45593", + "accept": false, + "reason": "Flash Attention support on Nemotron and missing auxiliary losses in D-FINE are completely different issues." + } + ] + }, + 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"issue:44360|issue:45440", + "issue:43618|issue:44977", + "issue:42890|issue:44964", + "issue:43502|issue:44062", + "issue:42890|issue:44112", + "issue:42890|issue:45600", + "issue:43576|issue:46132", + "issue:43723|issue:44556" + ], + "prepared_review_unit_hash": "0da1c5b4ef5da8f892711965d003d7b96853879d717f0b0cf355f377f3254ab4", + "component_budget": { + "node_count": 427, + "item_count": 427, + "soft_pair_count": 1576, + "serialized_chars": 816182, + "estimated_input_tokens": 204046, + "estimated_eval_tokens": 408348 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 31, + "serialized_chars": 36497, + "estimated_input_tokens": 9125, + "estimated_eval_tokens": 18506 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is highly heterogeneous: the soft-similarity pairs mostly share broad v5/loading/import wording but do not describe the same underlying bug or change, so none should be merged as duplicates.", + "confidence": 0.34, + "canonical_issue_reason": "issue:45278 is the broadest and most representative report in the set: a general import-failure regression after upgrading from 4.57.0 to 5.5.0.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45278 is the best single issue candidate because it is the most general, user-facing regression report and fits the cluster\u2019s broad import-regression theme better than the model-specific cases.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:36683", + "right": "issue:43525", + "accept": false, + "reason": "Both are config-attribute errors, but for different models and different missing fields (`vocab_size` vs `pad_token_id`)." + }, + { + "left": "issue:43618", + "right": "issue:45216", + "accept": false, + "reason": "One is a CLIP output-attentions regression; the other is a Qwen3.5 save_pretrained checkpoint regression." + }, + { + "left": "issue:36683", + "right": "issue:44242", + "accept": false, + "reason": "Unrelated bugs: missing config field for Gemma3 vs missing load-balancing loss when router logits are off." + }, + { + "left": "issue:43352", + "right": "issue:43931", + "accept": false, + "reason": "Different concrete failures: FlashAttention 2 not supported vs a Qwen3-VL weight-shape mismatch." + }, + { + "left": "issue:43064", + "right": "issue:44492", + "accept": false, + "reason": "FSDP/PEFT optimizer-state corruption is unrelated to a cache-strategy typo." + }, + { + "left": "issue:43010", + "right": "issue:45278", + "accept": false, + "reason": "Cache `update()` no_grad behavior is a different code path from generic import errors after upgrade." + }, + { + "left": "issue:43992", + "right": "issue:45310", + "accept": false, + "reason": "UMT5 embedding-loading loss and Qwen3.5 MoE `from_pretrained` errors are different model-loading bugs." + }, + { + "left": "issue:44355", + "right": "issue:44855", + "accept": false, + "reason": "Compiled-file import failures are not the same as the Python 3.13 `torch.jit.script` parsing/IndentationError issue." + }, + { + "left": "issue:43867", + "right": "issue:45375", + "accept": false, + "reason": "State-dict sorting load errors and missing config fields in Qwen3.5 vision config are different serialization issues." + }, + { + "left": "issue:41669", + "right": "issue:44246", + "accept": false, + "reason": "Import-star performance regressions and the router-loss bug affect different behavior and code paths." + }, + { + "left": "issue:36683", + "right": "issue:43064", + "accept": false, + "reason": "A missing config attribute is unrelated to the FSDP2/PEFT optimizer-state bug." + }, + { + "left": "issue:44938", + "right": "issue:45071", + "accept": false, + "reason": "Python 3.14 import failure and PretrainedConfig type-checking breakage are different regression types." + }, + { + "left": "issue:42890", + "right": "issue:45561", + "accept": false, + "reason": "Missing `set_seed()` in tests is unrelated to the xdist race on `captured_info.txt`." + }, + { + "left": "issue:43010", + "right": "issue:45850", + "accept": false, + "reason": "A specific cache-update bug is not the same as the vague 'too many models broken' report." + }, + { + "left": "issue:43867", + "right": "issue:45357", + "accept": false, + "reason": "Load failure from sorted state_dicts is different from incorrect visual-encoder keys saved by Qwen3.5." + }, + { + "left": "issue:42490", + "right": "issue:44075", + "accept": false, + "reason": "A trailing-slash local path warning is unrelated to ignored SGD optimizer args." + }, + { + "left": "issue:43010", + "right": "issue:43976", + "accept": false, + "reason": "Cache update/no_grad behavior is unrelated to the Python 3.9 vs 3.10 compatibility problem." + }, + { + "left": "issue:43618", + "right": "issue:44077", + "accept": false, + "reason": "CLIP attentions missing and patchtsmixer `post_init` handling are 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"issue:45440", + "accept": false, + "reason": "The DSA ReLU discussion and DeepSeekV3MoE divergence are separate model/math issues." + }, + { + "left": "issue:43502", + "right": "issue:44062", + "accept": false, + "reason": "Local-files-only network leakage and `AddedToken()` argument collisions are unrelated." + }, + { + "left": "issue:42890", + "right": "issue:44112", + "accept": false, + "reason": "Seed-setting test flakiness is not the same as the GraniteSpeech CI device-override failure." + }, + { + "left": "issue:42890", + "right": "issue:45600", + "accept": false, + "reason": "Missing `set_seed()` in tests and stale `auto_mappings.py` references are different CI problems." + }, + { + "left": "issue:43576", + "right": "issue:46132", + "accept": false, + "reason": "A broken `transformers env` command and changed `AttentionInterface.register` behavior are different APIs and code paths." + }, + { + "left": "issue:43723", + "right": "issue:44556", + "accept": false, + "reason": "Tokenizer loading in v5 and reloading a v4.57 checkpoint after upgrading are related only broadly by versioning, not the same bug." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 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-10000-427", + "nodes": [ + "issue:30333", + "issue:30990", + "issue:31795", + "issue:33453", + "issue:34689", + "issue:36296", + "issue:38617", + "issue:41628", + "issue:42548", + "issue:42757", + "issue:42831", + "issue:42890", + "issue:43010", + "issue:43065", + "issue:43232", + "issue:43299", + "issue:43502", + "issue:43526", + "issue:43576", + "issue:43673", + "issue:43824", + "issue:43827", + "issue:43874", + "issue:43901", + "issue:44222", + "issue:44230", + "issue:44315", + "issue:44351", + "issue:44355", + "issue:44360", + "issue:44387", + "issue:44485", + "issue:44492", + "issue:44556", + "issue:44655", + "issue:44749", + "issue:44908", + "issue:44961", + "issue:45071", + "issue:45125", + "issue:45341", + "issue:45375", + "issue:45468", + "issue:45478", + "issue:46143", + "issue:46144", + "issue:46178" + ], + "soft_pairs": [ + "issue:44387|issue:44556", + "issue:42890|issue:45341", + "issue:44222|issue:45125", + "issue:43010|issue:43065", + "issue:42548|issue:44351", + "issue:43502|issue:44485", + "issue:44355|issue:44749", + "issue:45125|issue:45478", + "issue:30333|issue:33453", + "issue:43010|issue:43232", + "issue:45125|issue:45375", + "issue:30990|issue:31795", + "issue:43502|issue:44222", + "issue:43299|issue:44556", + "issue:42831|issue:43874", + "issue:43502|issue:44961", + "issue:44315|issue:44360", + "issue:43827|issue:44961", + "issue:30333|issue:36296", + "issue:44355|issue:45071", + "issue:44355|issue:44655", + "issue:33453|issue:34689", + "issue:42757|issue:43576", + "issue:44222|issue:44230", + "issue:43576|issue:45071", + "issue:33453|issue:36296", + "issue:43576|issue:43824", + "issue:31795|issue:38617", + "issue:44961|issue:45468", + "issue:41628|issue:42548", + "issue:38617|issue:43576", + "issue:44355|issue:46178", + "issue:46143|issue:46144", + "issue:44908|issue:44961", + "issue:44485|issue:44961", + "issue:43673|issue:44492", + "issue:36296|issue:43901", + "issue:36296|issue:43526" + ], + "prepared_review_unit_hash": "a640026e536d5601b96c7257ece350959d882fea6e9b95e760911273dea230f3", + "component_budget": { + "node_count": 427, + "item_count": 427, + "soft_pair_count": 1576, + "serialized_chars": 816182, + "estimated_input_tokens": 204046, + "estimated_eval_tokens": 408348 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 38, + "serialized_chars": 37920, + "estimated_input_tokens": 9480, + "estimated_eval_tokens": 19216 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is a loose mix of Transformer regression reports, import/load failures, cache/generation bugs, quantization issues, and unrelated docs/test items. The soft pairs mostly share only broad subsystem keywords, not the same concrete underlying defect, so none should be merged as duplicates.", + "confidence": 0.96, + "canonical_issue_reason": "Issue 44556 is the clearest broad regression report in the set: a v4.57\u2192v5.2/5.3 checkpoint reload break with obvious user impact and a theme that matches several other version-migration/loading complaints in the cluster.", + "canonical_pr_reason": null, + "best_issue_reason": "44556 is the most representative user-facing issue here because it cleanly captures the cluster\u2019s strongest recurring theme: upgrade-to-v5 breakage in model loading/reloading.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44387", + "right": "issue:44556", + "accept": false, + "reason": "Both mention v5 regressions, but one is an int4 CUDA memory/OOM problem and the other is checkpoint reload failure; different code paths and symptoms." + }, + { + "left": "issue:42890", + "right": "issue:45341", + "accept": false, + "reason": "Both touch testing, but one is an integration-test seeding flake and the other is a generic testing_utils bug; not the same defect." + }, + { + "left": "issue:44222", + "right": "issue:45125", + "accept": false, + "reason": "One is FP8 save_pretrained behavior, the other is missing _tp_plan for tensor parallelism; related model family, different bug." + }, + { + "left": "issue:43010", + "right": "issue:43065", + "accept": false, + "reason": "Cache no_grad decoration and a dummy Conv2d in Sam3PixelDecoder are unrelated implementation issues." + }, + { + "left": "issue:42548", + "right": "issue:44351", + "accept": false, + "reason": "Both are import errors, but they involve different missing symbols and different breakages." + }, + { + "left": "issue:43502", + "right": "issue:44485", + "accept": false, + "reason": "local_files_only network requests and GLM-5 RoPE implementation are unrelated problems." + }, + { + "left": "issue:44355", + "right": "issue:44749", + "accept": false, + "reason": "Compiled Python file errors and slow filtering after upgrade are different issues with no shared code path." + }, + { + "left": "issue:45125", + "right": "issue:45478", + "accept": false, + "reason": "Both involve Qwen3.5 MoE, but one is tensor-parallel metadata and the other is a from_pretrained load error; too different to merge." + }, + { + "left": "issue:30333", + "right": "issue:33453", + "accept": false, + "reason": "MLFlow reporting on training failure and tokenizer loading regression are unrelated." + }, + { + "left": "issue:43010", + "right": "issue:43232", + "accept": false, + "reason": "Both are generation/cache-related, but one is no_grad decoration and the other is sync_gpus kwargs handling; not the same bug." + }, + { + "left": "issue:45125", + "right": "issue:45375", + "accept": false, + "reason": "Missing _tp_plan and a config field dropped by @strict are different Qwen3.5 MoE issues." + }, + { + "left": "issue:30990", + "right": "issue:31795", + "accept": false, + "reason": "Sentence Transformers loading hangs and docs confusion about model.forward arguments are not the same underlying problem." + }, + { + "left": "issue:43502", + "right": "issue:44222", + "accept": false, + "reason": "Network requests despite local_files_only and FP8 save_pretrained moe are unrelated." + }, + { + "left": "issue:43299", + "right": "issue:44556", + "accept": false, + "reason": "Both are loading regressions, but they target different models and different failure causes; not one mergeable fix." + }, + { + "left": "issue:42831", + "right": "issue:43874", + "accept": false, + "reason": "FP8 accuracy loss and a missing image-patch-count method are unrelated." + }, + { + "left": "issue:43502", + "right": "issue:44961", + "accept": false, + "reason": "A local_files_only network leak and a placeholder 'racoon' issue are clearly unrelated." + }, + { + "left": "issue:44315", + "right": "issue:44360", + "accept": false, + "reason": "Liger kernel application under model_init and a DSA indexer ReLU discussion are unrelated." + }, + { + "left": "issue:43827", + "right": "issue:44961", + "accept": false, + "reason": "Docs still referencing pipeline() and the 'racoon' issue do not describe the same bug." + }, + { + "left": "issue:30333", + "right": "issue:36296", + "accept": false, + "reason": "MLFlow failure reporting and tensor-parallel training bugs are different subsystems and problems." + }, + { + "left": "issue:44355", + "right": "issue:45071", + "accept": false, + "reason": "Compiled Python file execution errors and PretrainedConfig type checking are unrelated." + }, + { + "left": "issue:44355", + "right": "issue:44655", + "accept": false, + "reason": "Compiled Python file errors and save_pretrained failure for Pipeline objects are different issues." + }, + { + "left": "issue:33453", + "right": "issue:34689", + "accept": false, + "reason": "Tokenizer loading regression and Llama 3.2 vision model loading break are both load-related, but they are distinct regressions." + }, + { + "left": "issue:42757", + "right": "issue:43576", + "accept": false, + "reason": "Missing huggingface_hub export and a broken transformers env command are separate API/CLI issues." + }, + { + "left": "issue:44222", + "right": "issue:44230", + "accept": false, + "reason": "FP8 save_pretrained moe and FP8 inference support are different paths and would not be one PR." + }, + { + "left": "issue:43576", + "right": "issue:45071", + "accept": false, + "reason": "Broken env command and PretrainedConfig type checking are unrelated." + }, + { + "left": "issue:33453", + "right": "issue:36296", + "accept": false, + "reason": "Tokenizer loading regression and tensor-parallel training bug do not share the same underlying defect." + }, + { + "left": "issue:43576", + "right": "issue:43824", + "accept": false, + "reason": "Broken env CLI command and missing Qwen2_5_VLForConditionalGeneration import are unrelated." + }, + { + "left": "issue:31795", + "right": "issue:38617", + "accept": false, + "reason": "Documentation confusion and a missing layer_type_validation import are different kinds of issues." + }, + { + "left": "issue:44961", + "right": "issue:45468", + "accept": false, + "reason": "The 'racoon' issue is not meaningfully related to Gemma-4 audio positional encoding." + }, + { + "left": "issue:41628", + "right": "issue:42548", + "accept": false, + "reason": "AutoImageProcessor and PreTrainedModel import errors are different missing exports." + }, + { + "left": "issue:38617", + "right": "issue:43576", + "accept": false, + "reason": "Missing layer_type_validation import and broken env CLI are unrelated v5 breakages." + }, + { + "left": "issue:44355", + "right": "issue:46178", + "accept": false, + "reason": "Compiled-file execution errors and an unknown backend in BACKENDS_MAPPING are different failures." + }, + { + "left": "issue:46143", + "right": "issue:46144", + "accept": false, + "reason": "Both concern RoFormer, but one is kwargs passthrough and the other is attention-interface usage; not the same code-path bug." + }, + { + "left": "issue:44908", + "right": "issue:44961", + "accept": false, + "reason": "Scheduler kwargs handling and the unrelated 'racoon' issue are not duplicates." + }, + { + "left": "issue:44485", + "right": "issue:44961", + "accept": false, + "reason": "GLM-5 RoPE implementation and the 'racoon' issue are unrelated." + }, + { + "left": "issue:43673", + "right": "issue:44492", + "accept": false, + "reason": "Missing cache during chunked_prefill and a typo in cache strategies are different problems." + }, + { + "left": "issue:36296", + "right": "issue:43901", + "accept": false, + "reason": "Tensor-parallel training bugs and TextClassificationPipeline docs mismatch are unrelated." + }, + { + "left": "issue:36296", + "right": "issue:43526", + "accept": false, + "reason": "Tensor-parallel training and BeitImageProcessorFast reduce_labels behavior are unrelated." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 17, + "review_unit_index": 48, + "review_unit_count": 49, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-427", + "nodes": [ + "issue:31795", + "issue:33453", + "issue:41669", + "issue:42371", + "issue:42890", + "issue:43352", + "issue:43408", + "issue:43525", + "issue:43572", + "issue:43576", + "issue:43673", + "issue:43827", + "issue:43976", + "issue:44038", + "issue:44077", + "issue:44230", + "issue:44246", + "issue:44273", + "issue:44295", + "issue:44297", + "issue:44315", + "issue:44351", + "issue:44360", + "issue:44393", + "issue:44492", + "issue:44556", + "issue:44623", + "issue:44655", + "issue:44704", + "issue:44829", + "issue:44861", + "issue:44908", + "issue:44945", + "issue:45003", + "issue:45071", + "issue:45092", + "issue:45125", + "issue:45230", + "issue:45278", + "issue:45310", + "issue:45341", + "issue:45362", + "issue:45468", + "issue:45478", + "issue:45542", + "issue:45753", + "issue:45850", + "issue:46095" + ], + "soft_pairs": [ + "issue:45362|issue:45850", + "issue:44623|issue:45230", + "issue:44273|issue:45542", + "issue:44038|issue:45125", + "issue:44273|issue:45003", + "issue:44393|issue:45071", + "issue:44230|issue:46095", + "issue:44393|issue:45753", + "issue:43576|issue:44556", + "issue:41669|issue:43673", + "issue:43525|issue:45850", + "issue:44556|issue:45092", + "issue:43572|issue:45850", + "issue:44492|issue:45850", + "issue:42371|issue:44492", + "issue:45278|issue:45850", + "issue:44246|issue:44273", + "issue:42890|issue:44908", + "issue:44704|issue:44908", + "issue:43408|issue:44315", + "issue:43976|issue:44393", + "issue:43352|issue:44393", + "issue:44297|issue:45230", + "issue:44295|issue:45230", + "issue:43576|issue:44908", + "issue:44908|issue:45071", + "issue:41669|issue:44351", + "issue:41669|issue:45341", + "issue:44492|issue:44945", + "issue:43976|issue:45850", + "issue:44393|issue:45478", + "issue:44077|issue:44861", + "issue:43827|issue:44908", + "issue:41669|issue:44908", + "issue:31795|issue:33453", + "issue:44315|issue:44829", + "issue:43576|issue:44273", + "issue:44360|issue:45468", + "issue:44655|issue:44861", + "issue:45230|issue:45310" + ], + "prepared_review_unit_hash": "fe6670131ae20b2a21551f7ec13f0cc20c0148ea1d5ffc4cf1410023f4538735", + "component_budget": { + "node_count": 427, + "item_count": 427, + "soft_pair_count": 1576, + "serialized_chars": 816182, + "estimated_input_tokens": 204046, + "estimated_eval_tokens": 408348 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 40, + "serialized_chars": 39071, + "estimated_input_tokens": 9768, + "estimated_eval_tokens": 19792 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly a mix of unrelated v5 regressions, with two real duplicate groups: an open import/lazy-loading issue set and a checkpoint reload/meta-init compatibility set. The checkpoint pair is a credible duplicate; the import-slowdown vs lazy-loading pair is not strong enough to merge.", + "confidence": 0.77, + "canonical_issue_reason": "issue:44273 is the best open, actionable umbrella for the lazy-loading subgroup; it is the clearest live duplicate target in the cluster.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:44273 is the strongest global issue target because it is open and tracks a concrete import/lazy-loading regression rather than a vague version-wide complaint.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45362", + "right": "issue:45850", + "accept": false, + "reason": "Both mention Qwen3.5, but one is a specific chat crash and the other is a broad claim that v5 breaks many models; not the same bug." + }, + { + "left": "issue:44623", + "right": "issue:45230", + "accept": false, + "reason": "A specific processor.save_pretrained file-loss bug vs. an unspecific bug report; no clear shared code path." + }, + { + "left": "issue:44273", + "right": "issue:45542", + "accept": false, + "reason": "Lazy-loading/import behavior and TensorFlow backend installation issues are different failures." + }, + { + "left": "issue:44038", + "right": "issue:45125", + "accept": false, + "reason": "Both involve Qwen3 MoE, but they describe different concrete problems: model support/compatibility vs. missing tensor-parallel plan." + }, + { + "left": "issue:44273", + "right": "issue:45003", + "accept": false, + "reason": "Import/lazy-loading regression is not the same as unsafe sys.modules access in modeling_utils." + }, + { + "left": "issue:44393", + "right": "issue:45071", + "accept": false, + "reason": "Qwen3-VL output/bbox error vs. PretrainedConfig type-checking regression; different layers and symptoms." + }, + { + "left": "issue:44230", + "right": "issue:46095", + "accept": false, + "reason": "FP8 inference support request vs. a weight-conversion script question; not the same underlying issue." + }, + { + "left": "issue:44393", + "right": "issue:45753", + "accept": false, + "reason": "Both are Qwen3-VL reports, but one is bbox hallucination/error and the other is an infinite-loop case on a specific image." + }, + { + "left": "issue:43576", + "right": "issue:44556", + "accept": false, + "reason": "Broken transformers env command vs. checkpoint reload failure after upgrade; different commands and failure modes." + }, + { + "left": "issue:41669", + "right": "issue:43673", + "accept": false, + "reason": "Import-time slowdown from import * usage vs. chunked_prefill cache missing; too different in cause and symptom." + }, + { + "left": "issue:43525", + "right": "issue:45850", + "accept": false, + "reason": "A specific Llama4Config attribute error is not the same as a broad v5 breakage complaint." + }, + { + "left": "issue:44556", + "right": "issue:45092", + "accept": true, + "reason": "Both report v5 upgrade incompatibility when loading older checkpoints; same underlying checkpoint-loading/meta-init regression." + }, + { + "left": "issue:43572", + "right": "issue:45850", + "accept": false, + "reason": "Missing pad_token_idx in StableLmConfig is a specific model config bug, not the same as the broad v5 breakage report." + }, + { + "left": "issue:44492", + "right": "issue:45850", + "accept": false, + "reason": "A typo in cache strategies is unrelated to a generic v5 breakage complaint." + }, + { + "left": "issue:42371", + "right": "issue:44492", + "accept": false, + "reason": "TF32 API guidance and a cache-strategy typo are unrelated." + }, + { + "left": "issue:45278", + "right": "issue:45850", + "accept": false, + "reason": "Both mention v5 regressions, but one is many import errors after upgrade and the other is a broad assertion that v5 breaks too many models; too generic to be duplicates." + }, + { + "left": "issue:44246", + "right": "issue:44273", + "accept": false, + "reason": "The titles only loosely overlap on import behavior; 44246 is an intermittent import slowdown report, while 44273 is a lazy-loading failure, so shared root cause is not established." + }, + { + "left": "issue:42890", + "right": "issue:44908", + "accept": false, + "reason": "Test seeding flakiness vs. scheduler kwargs being ignored; unrelated bugs." + }, + { + "left": "issue:44704", + "right": "issue:44908", + "accept": false, + "reason": "AutoProcessor kwargs forwarding bug vs. inverse_sqrt scheduler kwargs bug; different APIs and code paths." + }, + { + "left": "issue:43408", + "right": "issue:44315", + "accept": false, + "reason": "Model-type mismatch warning vs. Liger Kernel not applied with model_init; not the same issue." + }, + { + "left": "issue:43976", + "right": "issue:44393", + "accept": false, + "reason": "Python-version compatibility bug vs. Qwen3-VL output error; unrelated." + }, + { + "left": "issue:43352", + "right": "issue:44393", + "accept": false, + "reason": "Flash Attention 2 support gap vs. Qwen3-VL bbox error; different problems." + }, + { + "left": "issue:44297", + "right": "issue:45230", + "accept": false, + "reason": "Tokenizer save_pretrained mismatch vs. an unspecific bug report; no shared concrete failure." + }, + { + "left": "issue:44295", + "right": "issue:45230", + "accept": false, + "reason": "position_ids buffer access error vs. generic bug report; not enough evidence of the same bug." + }, + { + "left": "issue:43576", + "right": "issue:44908", + "accept": false, + "reason": "Broken env command vs. scheduler kwargs handling; unrelated." + }, + { + "left": "issue:41669", + "right": "issue:44351", + "accept": false, + "reason": "Import-time performance regression vs. missing HybridCache import; different import-path issues." + }, + { + "left": "issue:41669", + "right": "issue:45341", + "accept": false, + "reason": "Import-performance regression vs. a small testing utility bug; no clear overlap." + }, + { + "left": "issue:44492", + "right": "issue:44945", + "accept": false, + "reason": "Cache-strategy typo is unrelated to pipeline-parallelism output corruption." + }, + { + "left": "issue:43976", + "right": "issue:45850", + "accept": false, + "reason": "Python support regression vs. broad v5 breakage complaint; not the same bug." + }, + { + "left": "issue:44393", + "right": "issue:45478", + "accept": false, + "reason": "Different Qwen3.5 issues: bbox output error vs. from_pretrained failure." + }, + { + "left": "issue:44077", + "right": "issue:44861", + "accept": false, + "reason": "Optional post_init validation issue vs. AttributeError on tied-weight keys list; different code paths." + }, + { + "left": "issue:43827", + "right": "issue:44908", + "accept": false, + "reason": "Docs still referencing removed pipeline() vs. scheduler kwargs bug; unrelated." + }, + { + "left": "issue:41669", + "right": "issue:44908", + "accept": false, + "reason": "Import-time performance regression vs. scheduler kwargs handling; unrelated." + }, + { + "left": "issue:31795", + "right": "issue:33453", + "accept": false, + "reason": "Documentation confusion in model.forward vs. tokenizer loading regression; unrelated." + }, + { + "left": "issue:44315", + "right": "issue:44829", + "accept": false, + "reason": "Liger Kernel application with model_init vs. flash_attention_3 causing degenerate training; different failures." + }, + { + "left": "issue:43576", + "right": "issue:44273", + "accept": false, + "reason": "Broken env command vs. lazy-loading regression; different user-facing failures." + }, + { + "left": "issue:44360", + "right": "issue:45468", + "accept": false, + "reason": "DSA indexer discussion vs. Gemma-4 audio positional encoding bug; unrelated." + }, + { + "left": "issue:44655", + "right": "issue:44861", + "accept": false, + "reason": "Pipeline save_pretrained failure vs. tied-weight key AttributeError; not the same bug." + }, + { + "left": "issue:45230", + "right": "issue:45310", + "accept": false, + "reason": "Generic bug report vs. specific Qwen3.5 MoE from_pretrained failure; no duplicate evidence." + } + ] + }, + "evaluator_result": { + "accept": false, + "feedback": "The cluster-level summary is mostly grounded, but at least one soft-edge acceptance is too strong for the evidence provided. In particular, issue:44246 vs issue:44273 is only supported by broad import-related similarity in the titles; 44246 is an intermittent import-slowdown report, while 44273 is a lazy-loading failure, so the shared root cause is not established. The accepted checkpoint pair (44556/45092) is more plausible, but the overall soft-edge handling is not consistently conservative enough for acceptance." + }, + "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": 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-10000-427", + "nodes": [ + "issue:30333", + "issue:31515", + "issue:31795", + "issue:33453", + "issue:34689", + "issue:36296", + "issue:37428", + "issue:37934", + "issue:38617", + "issue:41669", + "issue:42371", + "issue:42913", + "issue:42936", + "issue:43066", + "issue:43240", + "issue:43298", + "issue:43502", + "issue:43519", + "issue:43525", + "issue:43572", + "issue:43606", + "issue:43618", + "issue:43668", + "issue:43704", + "issue:43717", + "issue:43813", + "issue:44031", + "issue:44230", + "issue:44261", + "issue:44263", + "issue:44273", + "issue:44315", + "issue:44485", + "issue:44492", + "issue:44623", + "issue:44861", + "issue:44908", + "issue:44998", + "issue:45092", + "issue:45290", + "issue:45310", + "issue:45341", + "issue:45468", + "issue:45850", + "issue:46018", + "issue:46095", + "issue:46144", + "issue:46172" + ], + "soft_pairs": [ + "issue:46018|issue:46172", + "issue:44273|issue:44908", + "issue:43519|issue:44485", + "issue:43519|issue:44908", + "issue:41669|issue:43704", + "issue:31795|issue:34689", + "issue:31795|issue:37428", + "issue:44315|issue:45092", + "issue:44485|issue:45468", + "issue:43704|issue:44485", + "issue:43298|issue:46095", + "issue:42371|issue:43704", + "issue:43502|issue:43519", + "issue:43519|issue:44623", + "issue:43519|issue:43704", + "issue:43606|issue:45468", + "issue:44263|issue:45468", + "issue:44261|issue:45468", + "issue:42913|issue:43066", + "issue:44908|issue:44998", + "issue:44492|issue:44998", + "issue:44861|issue:45290", + "issue:43618|issue:44998", + "issue:44998|issue:45850", + "issue:44998|issue:45341", + "issue:43525|issue:44861", + "issue:43572|issue:44861", + "issue:31515|issue:38617", + "issue:44230|issue:44623", + "issue:30333|issue:31515", + "issue:31515|issue:36296", + "issue:31515|issue:31795", + "issue:44230|issue:45310", + "issue:31515|issue:33453", + "issue:43298|issue:44230", + "issue:43717|issue:46144", + "issue:42936|issue:46018", + "issue:43668|issue:44031", + "issue:42936|issue:43240", + "issue:43240|issue:46144", + "issue:42936|issue:44031", + "issue:42936|issue:46144", + "issue:42936|issue:43813", + "issue:43240|issue:43668", + "issue:43668|issue:43813", + "issue:37934|issue:43668", + "issue:42936|issue:43668" + ], + "prepared_review_unit_hash": "67b496fa8fe554d284d6fb823784b76413453c1d3dc8169e9cf73511bb7196e2", + "component_budget": { + "node_count": 427, + "item_count": 427, + "soft_pair_count": 1576, + "serialized_chars": 816182, + "estimated_input_tokens": 204046, + "estimated_eval_tokens": 408348 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 47, + "serialized_chars": 40971, + "estimated_input_tokens": 10243, + "estimated_eval_tokens": 20742 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "No soft pair looks like a safe duplicate. The candidates mostly share broad themes like Transformers v5 regressions, model loading, or tokenizer/processor behavior, but they point to different code paths, different model families, or different bug classes.", + "confidence": 0.84, + "canonical_issue_reason": "issue:45092 is the clearest concrete regression in the set: it describes a specific Transformers v5 meta-initialization incompatibility for old InternVL2 checkpoints with a reproducible loading path.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45092 is the most actionable representative issue here because it is narrowly scoped, technically specific, and tied to a concrete failing model-loading path.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:46018", + "right": "issue:46172", + "accept": false, + "reason": "Different bugs: shared-expert gating logic vs a tensor conversion/transposition issue in deepseek-v4." + }, + { + "left": "issue:44273", + "right": "issue:44908", + "accept": false, + "reason": "Lazy-loading behavior and inverse_sqrt scheduler kwargs are unrelated subsystems." + }, + { + "left": "issue:43519", + "right": "issue:44485", + "accept": false, + "reason": "Different model-specific failures: Qwen3VL timestamp calculation vs GLM-5 RoPE implementation." + }, + { + "left": "issue:43519", + "right": "issue:44908", + "accept": false, + "reason": "Processor timestamp math and scheduler keyword handling are not the same bug." + }, + { + "left": "issue:41669", + "right": "issue:43704", + "accept": false, + "reason": "Import-star performance issue vs VRAM leak in multi-threaded use; unrelated symptoms and code paths." + }, + { + "left": "issue:31795", + "right": "issue:34689", + "accept": false, + "reason": "Documentation confusion about forward args is not the same as a tokenizer/model loading regression." + }, + { + "left": "issue:31795", + "right": "issue:37428", + "accept": false, + "reason": "Doc clarity issue vs ImportError from a missing symbol; different problem classes." + }, + { + "left": "issue:44315", + "right": "issue:45092", + "accept": false, + "reason": "Applying Liger Kernel in model_init and meta-init incompatibility for old checkpoints are separate loading concerns." + }, + { + "left": "issue:44485", + "right": "issue:45468", + "accept": false, + "reason": "GLM-5 RoPE implementation and Gemma-4 audio positional encoding are different model implementations." + }, + { + "left": "issue:43704", + "right": "issue:44485", + "accept": false, + "reason": "VRAM leak under threaded loading is unrelated to a RoPE implementation bug." + }, + { + "left": "issue:43298", + "right": "issue:46095", + "accept": false, + "reason": "Unsupported audio continuous batching and a request for a weight conversion script are not the same change or bug." + }, + { + "left": "issue:42371", + "right": "issue:43704", + "accept": false, + "reason": "TF32 API migration guidance is unrelated to a VRAM leak in Qwen3ForCausalLM." + }, + { + "left": "issue:43502", + "right": "issue:43519", + "accept": false, + "reason": "Local-files-only network requests and Qwen3VL timestamp calculation are different bugs." + }, + { + "left": "issue:43519", + "right": "issue:44623", + "accept": false, + "reason": "Timestamp calculation in a processor and missing files in save_pretrained do not share the same failure mode." + }, + { + "left": "issue:43519", + "right": "issue:43704", + "accept": false, + "reason": "Processor timestamp math and threaded VRAM leakage are unrelated." + }, + { + "left": "issue:43606", + "right": "issue:45468", + "accept": false, + "reason": "CPU offload device mismatch for bark-small is not the same as Gemma-4 audio positional encoding." + }, + { + "left": "issue:44263", + "right": "issue:45468", + "accept": false, + "reason": "torch.split return-value handling and audio positional encoding are separate code paths." + }, + { + "left": "issue:44261", + "right": "issue:45468", + "accept": false, + "reason": "MLA q_a_layernorm epsilon precision and Gemma-4 audio positional encoding are different model bugs." + }, + { + "left": "issue:42913", + "right": "issue:43066", + "accept": false, + "reason": "Both are tokenizer-related v5 regressions, but one is a broad behavior difference and the other is a specific decoder-type bug; not the same concrete issue." + }, + { + "left": "issue:44908", + "right": "issue:44998", + "accept": false, + "reason": "A scheduler kwargs bug does not match the placeholder/non-bug issue." + }, + { + "left": "issue:44492", + "right": "issue:44998", + "accept": false, + "reason": "Cache-strategy typo and an unrelated placeholder issue are not duplicates." + }, + { + "left": "issue:44861", + "right": "issue:45290", + "accept": false, + "reason": "Tied-weights key handling and chat-template tool-call crashes are different failures." + }, + { + "left": "issue:43618", + "right": "issue:44998", + "accept": false, + "reason": "CLIPOutput attentions regression and an unrelated placeholder issue are not the same bug." + }, + { + "left": "issue:44998", + "right": "issue:45850", + "accept": false, + "reason": "A placeholder title is not the same as the broad complaint that v5 breaks many models." + }, + { + "left": "issue:44998", + "right": "issue:45341", + "accept": false, + "reason": "Unemployment/placeholder content does not match a testing_utils bug." + }, + { + "left": "issue:43525", + "right": "issue:44861", + "accept": false, + "reason": "Missing pad_token_id in Llama4Config and tied-weight key crashes are separate config/model issues." + }, + { + "left": "issue:43572", + "right": "issue:44861", + "accept": false, + "reason": "Missing pad_token_idx in StableLmConfig is unrelated to tied-weight key handling." + }, + { + "left": "issue:31515", + "right": "issue:38617", + "accept": false, + "reason": "Slow checkpoint loading and an ImportError from configuration_utils are different issues." + }, + { + "left": "issue:44230", + "right": "issue:44623", + "accept": false, + "reason": "FP8 support request and missing processor save files are unrelated." + }, + { + "left": "issue:30333", + "right": "issue:31515", + "accept": false, + "reason": "MLFlow job reporting after failure is unrelated to from_pretrained checkpoint loading speed." + }, + { + "left": "issue:31515", + "right": "issue:36296", + "accept": false, + "reason": "Checkpoint loading performance and tensor-parallel training behavior are different bugs." + }, + { + "left": "issue:31515", + "right": "issue:31795", + "accept": false, + "reason": "Slow checkpoint loading is not the same as confusing forward-argument documentation." + }, + { + "left": "issue:44230", + "right": "issue:45310", + "accept": false, + "reason": "FP8 inference support request and a Qwen3.5 MoE from_pretrained error are different concerns." + }, + { + "left": "issue:31515", + "right": "issue:33453", + "accept": false, + "reason": "Loading speed and tokenizer loading regression are not the same failure." + }, + { + "left": "issue:43298", + "right": "issue:44230", + "accept": false, + "reason": "Audio continuous batching support and FP8 inference support are separate feature requests." + }, + { + "left": "issue:43717", + "right": "issue:46144", + "accept": false, + "reason": "Mamba init_weights usage and RoFormer attention interface are different implementation issues." + }, + { + "left": "issue:42936", + "right": "issue:46018", + "accept": false, + "reason": "Mask2Former ignore_value handling and DeepSeek-V4 shared-expert gating are unrelated models and bugs." + }, + { + "left": "issue:43668", + "right": "issue:44031", + "accept": false, + "reason": "Incorrect type hint and tokenizer regex warning regression are not the same issue." + }, + { + "left": "issue:42936", + "right": "issue:43240", + "accept": false, + "reason": "ignore_value not used and kwargs not passed to loss calculation are different code paths." + }, + { + "left": "issue:43240", + "right": "issue:46144", + "accept": false, + "reason": "Loss-function kwargs handling and RoFormer attention interface are unrelated." + }, + { + "left": "issue:42936", + "right": "issue:44031", + "accept": false, + "reason": "Mask2Former ignore_value and tokenizer regex warnings do not share a concrete bug." + }, + { + "left": "issue:42936", + "right": "issue:46144", + "accept": false, + "reason": "Mask2Former ignore_value and RoFormer attention interface are unrelated." + }, + { + "left": "issue:42936", + "right": "issue:43813", + "accept": false, + "reason": "A missing ignore_value use and a typo in quantization field naming are different issues." + }, + { + "left": "issue:43240", + "right": "issue:43668", + "accept": false, + "reason": "Loss kwargs propagation and a ModernBERT type-hint bug are unrelated." + }, + { + "left": "issue:43668", + "right": "issue:43813", + "accept": false, + "reason": "Type-hint correctness and a quantization-operation typo are not the same bug." + }, + { + "left": "issue:37934", + "right": "issue:43668", + "accept": false, + "reason": "A design question about RMS norm and an incorrect type hint are not duplicates." + }, + { + "left": "issue:42936", + "right": "issue:43668", + "accept": false, + "reason": "Mask2Former ignore_value usage and ModernBERT norm_eps typing are unrelated." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 2, + "component_count": 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-10519-3", + "nodes": [ + "issue:10519", + "issue:11005", + "issue:11307" + ], + "soft_pairs": [ + "issue:10519|issue:11307", + "issue:10519|issue:11005", + "issue:11005|issue:11307" + ], + "prepared_review_unit_hash": "5aba78bfc0ffbc64423f56d901a812967817508710faee8c1ec00e249d82570a", + "component_budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 3, + "serialized_chars": 2876, + "estimated_input_tokens": 719, + "estimated_eval_tokens": 1694 + }, + "budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 3, + "serialized_chars": 2876, + "estimated_input_tokens": 719, + "estimated_eval_tokens": 1694 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "The three issues are unrelated: truncation direction for token sequences, ReduceLROnPlateau-like scheduler behavior, and Wav2Vec2 word time offsets. There is no shared underlying bug or feature request, so this is not a duplicate cluster.", + "confidence": 0.99, + "canonical_issue_reason": "No clear canonical issue: the items are about different parts of the library and different requested behaviors.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue #10519 is the most self-contained and specific, but it still does not represent the other topics.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:10519", + "right": "issue:11307", + "accept": false, + "reason": "Truncation-from-beginning vs Wav2Vec2 word-offset timing are unrelated requests with different code paths and expected fixes." + }, + { + "left": "issue:10519", + "right": "issue:11005", + "accept": false, + "reason": "Sequence truncation behavior and ReduceLROnPlateau-like scheduler functionality are completely different features." + }, + { + "left": "issue:11005", + "right": "issue:11307", + "accept": false, + "reason": "Learning-rate scheduling behavior and Wav2Vec2 time-offset extraction do not describe the same bug or change." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 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-13244-3", + "nodes": [ + "issue:13244", + "issue:15980", + "issue:16618" + ], + "soft_pairs": [ + "issue:13244|issue:16618", + "issue:15980|issue:16618" + ], + "prepared_review_unit_hash": "a98d5f56441154270f075864869317faa36b7ebe441fc1c734b5f704ff0be398", + "component_budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 2, + "serialized_chars": 2477, + "estimated_input_tokens": 620, + "estimated_eval_tokens": 1496 + }, + "budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 2, + "serialized_chars": 2477, + "estimated_input_tokens": 620, + "estimated_eval_tokens": 1496 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Only one item is clearly unrelated (Tapas tokenization). The two model-loading issues are both about Hugging Face model download/load failures, but they describe different failure modes: private-model auth/error-message handling vs. a public model that cannot be loaded. I would not merge them as duplicates.", + "confidence": 0.86, + "canonical_issue_reason": "No single canonical duplicate stands out: 13244 is unrelated, and 15980 vs 16618 appear to be different model-download/loading problems rather than the same bug.", + "canonical_pr_reason": null, + "best_issue_reason": "15980 is the most concrete standalone bug report, with a specific failure mode (private model download while not logged in) and a likely targeted fix path.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:13244", + "right": "issue:16618", + "accept": false, + "reason": "Different subsystems and symptoms: Tapas tokenization vs. loading bert-base-uncased. No shared concrete code-path bug." + }, + { + "left": "issue:15980", + "right": "issue:16618", + "accept": false, + "reason": "Both involve model download/load, but one is specifically about unauthenticated private-model access and the other is a public model load failure; 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": 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-26350-2", + "nodes": [ + "issue:26350", + "issue:33260" + ], + "soft_pairs": [ + "issue:26350|issue:33260" + ], + "prepared_review_unit_hash": "26c3e9a2af8cdcc77d2d6ede62a8d169c6996c058d51b890bb10ea28aa024d75", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1590, + "estimated_input_tokens": 398, + "estimated_eval_tokens": 1052 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1590, + "estimated_input_tokens": 398, + "estimated_eval_tokens": 1052 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These are two separate community-contribution requests for different features in different areas: Flash Attention 2 architecture support vs GGUF architecture support. They are not duplicates and should remain separate issues.", + "confidence": 0.98, + "canonical_issue_reason": "No single canonical issue fits both; the requests target different functionality and different support matrices.", + "canonical_pr_reason": null, + "best_issue_reason": "Neither issue is a better duplicate representative because they concern unrelated enhancements rather than the same underlying problem.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:26350", + "right": "issue:33260", + "accept": false, + "reason": "Different feature requests: Flash Attention 2 support and GGUF support are separate architecture-compatibility tasks, not the same underlying bug or change." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 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-27088-6", + "nodes": [ + "issue:27088", + "issue:28936", + "issue:38435", + "issue:43834", + "issue:44365", + "issue:44370" + ], + "soft_pairs": [ + "issue:27088|issue:44370", + "issue:27088|issue:44365", + "issue:27088|issue:43834", + "issue:27088|issue:38435", + "issue:27088|issue:28936", + "issue:28936|issue:43834", + "issue:28936|issue:44365", + "issue:28936|issue:38435", + "issue:28936|issue:44370", + "issue:38435|issue:44370", + "issue:38435|issue:44365", + "issue:38435|issue:43834", + "issue:43834|issue:44370", + "issue:43834|issue:44365", + "issue:44365|issue:44370" + ], + "prepared_review_unit_hash": "44336f855f2538e06b920db94d8d0d1a27511887f9839c7eae641e87a73596de", + "component_budget": { + "node_count": 6, + "item_count": 6, + "soft_pair_count": 15, + "serialized_chars": 8795, + "estimated_input_tokens": 2199, + "estimated_eval_tokens": 4654 + }, + "budget": { + "node_count": 6, + "item_count": 6, + "soft_pair_count": 15, + "serialized_chars": 8795, + "estimated_input_tokens": 2199, + "estimated_eval_tokens": 4654 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Most issues are clearly separate i18n translation requests for different languages. The three placeholder-titled issues (43834, 44365, 44370) look like the same duplicated template request and are the only likely duplicates.", + "confidence": 0.89, + "canonical_issue_reason": "issue:43834 is the oldest of the near-identical placeholder-titled translation issues, so it is the best canonical representative for that duplicate set.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43834 is the strongest overall issue candidate because it matches the duplicated template cluster while being the earliest instance.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:27088", + "right": "issue:44370", + "accept": false, + "reason": "Different translation requests: Turkish vs a placeholder template issue, not the same underlying task." + }, + { + "left": "issue:27088", + "right": "issue:44365", + "accept": false, + "reason": "Different translation requests: Turkish vs a placeholder template issue, not the same underlying task." + }, + { + "left": "issue:27088", + "right": "issue:43834", + "accept": false, + "reason": "Turkish-specific docs translation is distinct from the placeholder template issue." + }, + { + "left": "issue:27088", + "right": "issue:38435", + "accept": false, + "reason": "Different languages and likely different translation work: Turkish vs Romanian." + }, + { + "left": "issue:27088", + "right": "issue:28936", + "accept": false, + "reason": "Different languages and likely different translation work: Turkish vs Spanish." + }, + { + "left": "issue:28936", + "right": "issue:43834", + "accept": false, + "reason": "Spanish-specific docs translation is distinct from the placeholder template issue." + }, + { + "left": "issue:28936", + "right": "issue:44365", + "accept": false, + "reason": "Spanish-specific docs translation is distinct from the placeholder template issue." + }, + { + "left": "issue:28936", + "right": "issue:38435", + "accept": false, + "reason": "Different languages and likely different translation work: Spanish vs Romanian." + }, + { + "left": "issue:28936", + "right": "issue:44370", + "accept": false, + "reason": "Spanish-specific docs translation is distinct from the placeholder template issue." + }, + { + "left": "issue:38435", + "right": "issue:44370", + "accept": false, + "reason": "Romanian-specific docs translation is distinct from the placeholder template issue." + }, + { + "left": "issue:38435", + "right": "issue:44365", + "accept": false, + "reason": "Romanian-specific docs translation is distinct from the placeholder template issue." + }, + { + "left": "issue:38435", + "right": "issue:43834", + "accept": false, + "reason": "Romanian-specific docs translation is distinct from the placeholder template issue." + }, + { + "left": "issue:43834", + "right": "issue:44370", + "accept": true, + "reason": "Both are the same placeholder-titled translation request and appear to be duplicated template issues." + }, + { + "left": "issue:43834", + "right": "issue:44365", + "accept": true, + "reason": "Both are the same placeholder-titled translation request and appear to be duplicated template issues." + }, + { + "left": "issue:44365", + "right": "issue:44370", + "accept": true, + "reason": "Both are the same placeholder-titled translation request and appear to be duplicated template issues." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet: the three placeholder-titled issues are the only clearly duplicate-looking cluster (very high textual similarity and identical titles), and the language-specific issues are treated conservatively as separate translation requests. The canonical/oldest choice of issue:43834 is also supported by creation times." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "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-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:43671|issue:43909", + "issue:43837|issue:43909", + "issue:43837|issue:45322", + "issue:43837|issue:44121", + "issue:43909|issue:44205", + "issue:44121|issue:45322", + "issue:43837|issue:45027", + "issue:37015|issue:45027", + "issue:43837|issue:45177", + "issue:45322|issue:46133" + ], + "prepared_review_unit_hash": "52427afcfeef5f15f492d06a6fd29d8f6aa92ac49b6389ef4ec2f4d3e6760a9b", + "component_budget": { + "node_count": 16, + "item_count": 16, + "soft_pair_count": 36, + "serialized_chars": 21661, + "estimated_input_tokens": 5416, + "estimated_eval_tokens": 11088 + }, + "budget": { + "node_count": 16, + "item_count": 16, + "soft_pair_count": 36, + "serialized_chars": 21661, + "estimated_input_tokens": 5416, + "estimated_eval_tokens": 11088 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These issues are mostly independent model-addition requests across different models and modalities; the similarities are generic wording, not the same underlying change.", + "confidence": 0.96, + "canonical_issue_reason": "No issue here is a true duplicate canonical: the cluster spans unrelated requests (BERT variants, detectors, audio/TTS/ASR, OCR, vision-language).", + "canonical_pr_reason": null, + "best_issue_reason": "issue:42738 is the broadest umbrella-style request in the set, but it still does not represent the rest of the cluster well.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:36817", + "right": "issue:41211", + "accept": false, + "reason": "EuroBert config support and DEIMv2 are unrelated models with different architecture needs." + }, + { + "left": "issue:36817", + "right": "issue:43671", + "accept": false, + "reason": "EuroBert is a text model config request; Qwen3-TTS is an audio generation model request." + }, + { + "left": "issue:36817", + "right": "issue:36879", + "accept": false, + "reason": "EuroBert config and RF-DETR are different model families and code paths." + }, + { + "left": "issue:36879", + "right": "issue:41211", + "accept": false, + "reason": "RF-DETR and DEIMv2 are distinct detection models, not the same change." + }, + { + "left": "issue:36879", + "right": "issue:43909", + "accept": false, + "reason": "RF-DETR is a vision detector; LFM2.5 Audio is an audio model request." + }, + { + "left": "issue:36879", + "right": "issue:44121", + "accept": false, + "reason": "RF-DETR and the sparse transformer request are different model architectures and targets." + }, + { + "left": "issue:36879", + "right": "issue:43837", + "accept": false, + "reason": "RF-DETR vision detection and Qwen3-ASR speech recognition are unrelated." + }, + { + "left": "issue:36879", + "right": "issue:43671", + "accept": false, + "reason": "RF-DETR and Qwen3-TTS are different modalities and implementation areas." + }, + { + "left": "issue:37015", + "right": "issue:43837", + "accept": false, + "reason": "NeoBERT and Qwen3-ASR are unrelated model requests." + }, + { + "left": "issue:37015", + "right": "issue:44121", + "accept": false, + "reason": "NeoBERT and circuit-sparsity transformer support are different code paths and model types." + }, + { + "left": "issue:37015", + "right": "issue:43909", + "accept": false, + "reason": "NeoBERT is a text model; LFM2.5 Audio is an audio model request." + }, + { + "left": "issue:36879", + "right": "issue:37015", + "accept": false, + "reason": "RF-DETR and NeoBERT are different model families with no shared concrete bug." + }, + { + "left": "issue:37015", + "right": "issue:42503", + "accept": false, + "reason": "NeoBERT and ModernVBERT are separate model additions, not one duplicate request." + }, + { + "left": "issue:41115", + "right": "issue:43837", + "accept": false, + "reason": "MiniCPM3 architecture support and Qwen3-ASR are distinct model requests." + }, + { + "left": "issue:41115", + "right": "issue:44121", + "accept": false, + "reason": "MiniCPM3 support and sparse-transformer support are different implementation changes." + }, + { + "left": "issue:41115", + "right": "issue:42503", + "accept": false, + "reason": "MiniCPM3 and ModernVBERT are different model families." + }, + { + "left": "issue:41115", + "right": "issue:45027", + "accept": false, + "reason": "MiniCPM3 is not the same underlying request as Voxtral TTS support." + }, + { + "left": "issue:41211", + "right": "issue:43671", + "accept": false, + "reason": "DEIMv2 and Qwen3-TTS are unrelated vision and audio model requests." + }, + { + "left": "issue:42503", + "right": "issue:43837", + "accept": false, + "reason": "ModernVBERT and Qwen3-ASR are different models and modalities." + }, + { + "left": "issue:42503", + "right": "issue:43671", + "accept": false, + "reason": "ModernVBERT and Qwen3-TTS are unrelated requests." + }, + { + "left": "issue:42503", + "right": "issue:42738", + "accept": false, + "reason": "ModernVBERT is a specific model request; BERT-like models with RoPE is a broad concept request, not the same item." + }, + { + "left": "issue:42738", + "right": "issue:45027", + "accept": false, + "reason": "BERT-like models with RoPE and Voxtral TTS support are unrelated text-architecture vs audio-model requests." + }, + { + "left": "issue:43671", + "right": "issue:43837", + "accept": false, + "reason": "Qwen3-TTS and Qwen3-ASR are related by family but are different concrete models and code paths." + }, + { + "left": "issue:43671", + "right": "issue:45027", + "accept": false, + "reason": "Qwen3-TTS and Voxtral-4B-TTS are different TTS model requests." + }, + { + "left": "issue:43671", + "right": "issue:45177", + "accept": false, + "reason": "Qwen3-TTS and DeepSeek-OCR2 are different modalities and model additions." + }, + { + "left": "issue:43671", + "right": "issue:44121", + "accept": false, + "reason": "Qwen3-TTS and the sparse transformer request target different architectures and tasks." + }, + { + "left": "issue:43671", + "right": "issue:43909", + "accept": false, + "reason": "Qwen3-TTS and LFM2.5 Audio are separate audio-model support requests." + }, + { + "left": "issue:43837", + "right": "issue:43909", + "accept": false, + "reason": "Qwen3-ASR and LFM2.5 Audio are different speech/audio model requests." + }, + { + "left": "issue:43837", + "right": "issue:45322", + "accept": false, + "reason": "ASR support and EUPE vision-language encoder support are unrelated." + }, + { + "left": "issue:43837", + "right": "issue:44121", + "accept": false, + "reason": "Qwen3-ASR and weight-sparse transformer support are different concrete changes." + }, + { + "left": "issue:43909", + "right": "issue:44205", + "accept": false, + "reason": "LFM2.5 Audio and SAM3-LiteText are different model domains." + }, + { + "left": "issue:44121", + "right": "issue:45322", + "accept": false, + "reason": "Sparse transformer support and EUPE are unrelated architecture requests." + }, + { + "left": "issue:43837", + "right": "issue:45027", + "accept": false, + "reason": "Qwen3-ASR and Voxtral TTS are different speech model requests." + }, + { + "left": "issue:37015", + "right": "issue:45027", + "accept": false, + "reason": "NeoBERT and Voxtral TTS are unrelated text and audio model requests." + }, + { + "left": "issue:43837", + "right": "issue:45177", + "accept": false, + "reason": "ASR support and DeepSeek-OCR2 are different tasks and models." + }, + { + "left": "issue:45322", + "right": "issue:46133", + "accept": false, + "reason": "EUPE and TIPSv2 are different vision-language models/papers, not one duplicate change." + } + ] + }, + "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": "398e1de4b1b79e266eeebf7ba84e94289edf4ce24a442b9b7f47c5f1b633eea7", + "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 is about Set decoding behavior, the other is a request for DeepSeek v3.2 model support. They concern different features and likely different code paths.", + "confidence": 0.96, + "canonical_issue_reason": "Neither issue is a clear canonical duplicate target because they describe unrelated problems: Set block decoding vs DeepSeek v3.2 support.", + "canonical_pr_reason": null, + "best_issue_reason": "No single issue is a better global canonical candidate; the topics are unrelated and neither subsumes the other.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:41084", + "right": "issue:43037", + "accept": false, + "reason": "Different underlying requests with no shared target or code path; similarity is only superficial from both being feature/bug reports." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 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": "4ec85c809cbca9ee82f65d4296a5cd826f6e2392aef3db18ed34c1673e0845ec", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1583, + "estimated_input_tokens": 396, + "estimated_eval_tokens": 1048 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1583, + "estimated_input_tokens": 396, + "estimated_eval_tokens": 1048 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These are related Trainer customization issues, but they describe different problems: one is about `remove_unused_column` behavior, the other about FLOP estimation for custom trainers. They should not be treated as duplicates.", + "confidence": 0.92, + "canonical_issue_reason": "Issue #43598 is the more concrete and directly actionable bug report, focused on `remove_unused_column` customizability in Trainer.", + "canonical_pr_reason": null, + "best_issue_reason": "#43598 is the best representative issue because it names a specific code path and expected behavior change rather than a broader tooling concern.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43598", + "right": "issue:43600", + "accept": false, + "reason": "They both involve custom trainers, but one is about column removal in Trainer while the other is about FLOP estimation; different underlying bugs, so not duplicates." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 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": "ec03569b0d1a716d30be33ef5004f7674bb3a049b1b86fbe66407f54900e7de3", + "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 are different feature requests for different Qwen variants and task heads, so they should not be deduplicated.", + "confidence": 0.96, + "canonical_issue_reason": "Issue 43684 is the broader registration request, but it is not the same underlying need as 44405, so there is no true canonical duplicate here.", + "canonical_pr_reason": null, + "best_issue_reason": "43684 is the better representative of the cluster because it is the more general model-registration request, while 44405 is a separate sequence-classification support request.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43684", + "right": "issue:44405", + "accept": false, + "reason": "Different model families and different capabilities: Qwen3-Omni AutoModel/AutoModelForConditionalGeneration registration versus Qwen3.5 AutoModelForSequenceClassification support." + } + ] + }, + "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": "2dde03940569ae68f7732f3e66f504dc91eeafba94bf52abc2a1068a17d9b61d", + "component_budget": { + "node_count": 4, + "item_count": 4, + "soft_pair_count": 6, + "serialized_chars": 4267, + "estimated_input_tokens": 1067, + "estimated_eval_tokens": 2390 + }, + "budget": { + "node_count": 4, + "item_count": 4, + "soft_pair_count": 6, + "serialized_chars": 4267, + "estimated_input_tokens": 1067, + "estimated_eval_tokens": 2390 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "The three `huggingface` issues look like duplicates of the same vague report; `Fett` appears unrelated. I would keep the earliest `huggingface` issue as the canonical one.", + "confidence": 0.73, + "canonical_issue_reason": "Issue 43845 is the earliest of the three near-identical `huggingface` reports, so it is the best canonical placeholder for that duplicate set.", + "canonical_pr_reason": null, + "best_issue_reason": "43845 is the best global issue candidate because it is the earliest and shares the exact same title as the other likely duplicates.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43835", + "right": "issue:43845", + "accept": false, + "reason": "Different titles and no shared context beyond generic similarity; no evidence they describe the same bug." + }, + { + "left": "issue:43835", + "right": "issue:43846", + "accept": false, + "reason": "Different titles and no shared context beyond generic similarity; no evidence they describe the same bug." + }, + { + "left": "issue:43835", + "right": "issue:43859", + "accept": false, + "reason": "Different titles and no shared context beyond generic similarity; no evidence they describe the same bug." + }, + { + "left": "issue:43845", + "right": "issue:43846", + "accept": true, + "reason": "Same exact title, created minutes apart, and no distinguishing body details are visible; these look like the same issue." + }, + { + "left": "issue:43845", + "right": "issue:43859", + "accept": true, + "reason": "Same exact title with only timing differences and no other differentiating evidence; likely duplicate reports." + }, + { + "left": "issue:43846", + "right": "issue:43859", + "accept": true, + "reason": "Same exact title with only timing differences and no other differentiating evidence; likely duplicate reports." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The grouping is grounded in the packet: 43845/43846/43859 share the exact same title, and 43845 is the earliest among them, so using it as the canonical placeholder is reasonable. 43835 has a different title and weaker similarity, so treating it as separate is conservative. No mergeability concerns apply here since these are issues, not PRs." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 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": "cfbf533150aa458912f9ff4dcddb5aa239e317ea61d71006dcbeb93b280767e1", + "component_budget": { + "node_count": 5, + "item_count": 5, + "soft_pair_count": 9, + "serialized_chars": 5791, + "estimated_input_tokens": 1448, + "estimated_eval_tokens": 3152 + }, + "budget": { + "node_count": 5, + "item_count": 5, + "soft_pair_count": 9, + "serialized_chars": 5791, + "estimated_input_tokens": 1448, + "estimated_eval_tokens": 3152 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "This cluster appears to be low-signal spam/noise rather than a real duplicate set. The issues have unrelated titles and no bodies, links, filenames, or shared technical detail to support merging any pair.", + "confidence": 0.98, + "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 spam placeholders with no substantive content; no evidence of the same underlying bug or request." + }, + { + "left": "issue:44371", + "right": "issue:44573", + "accept": false, + "reason": "Both are generic spam placeholders with no substantive content; no evidence of the same underlying bug or request." + }, + { + "left": "issue:44371", + "right": "issue:44418", + "accept": false, + "reason": "One is spam and the other is a vague documentation suggestion; they do not describe the same issue." + }, + { + "left": "issue:44371", + "right": "issue:44937", + "accept": false, + "reason": "Spam placeholder versus an unrelated marketing-style title; no shared concrete problem." + }, + { + "left": "issue:44418", + "right": "issue:44572", + "accept": false, + "reason": "A documentation enhancement request and a spam placeholder are not the same underlying issue." + }, + { + "left": "issue:44418", + "right": "issue:44573", + "accept": false, + "reason": "A documentation enhancement request and a spam placeholder are not the same underlying issue." + }, + { + "left": "issue:44572", + "right": "issue:44573", + "accept": false, + "reason": "Both are spam placeholders, but there is no concrete bug/change to unify beyond generic similarity." + }, + { + "left": "issue:44572", + "right": "issue:44937", + "accept": false, + "reason": "Generic spam placeholder versus unrelated promotional title; no duplicate signal." + }, + { + "left": "issue:44573", + "right": "issue:44937", + "accept": false, + "reason": "Generic spam placeholder versus unrelated promotional title; no duplicate signal." + } + ] + }, + "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": "8a4bbdc3807e809b336bfa2b03d09f348ebebb4de9df358ff2820e124c8bef17", + "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": "#45145 remains the best canonical representative because it was created first and already has inbound reference activity. The pair looks very likely related, but the available evidence is limited to identical titles, similar body sizes, and a soft-similarity signal rather than a direct body match.", + "confidence": 0.89, + "canonical_issue_reason": "#45145 is earlier and has the only inbound reference, so it is the best canonical issue for this near-duplicate pair.", + "canonical_pr_reason": null, + "best_issue_reason": "#45145 is the strongest issue to keep as the representative record because it predates #45151 and already has linkage from another page.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45145", + "right": "issue:45151", + "accept": true, + "reason": "These issues are probably duplicates: they have the same title and closely matching body lengths with a soft-similarity signal. The evidence does not prove identical bodies, so this should be treated as a probable duplicate rather than a fully confirmed one." + } + ] + }, + "evaluator_result": { + "accept": false, + "feedback": "The canonical choice for #45145 is grounded: it was created earlier and has one inbound reference. However, the duplicate verdict is a bit too strong for the packet. The evidence shown is only identical titles, close body lengths, and a soft_similarity signal; it does not establish that the bodies are the same report. Please soften the language to indicate probable duplication rather than a confirmed true duplicate pair." + }, + "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": "c59828513e077647411c0c8a86f70ddc6d378937647ef75dae71832900b7fb48", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1667, + "estimated_input_tokens": 417, + "estimated_eval_tokens": 1090 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1667, + "estimated_input_tokens": 417, + "estimated_eval_tokens": 1090 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "The two issues both involve 4-bit inference, but they describe different failures and root causes: one is a Gemma4 audio-module torch.finfo TypeError on uint8 weights, the other is a BitsAndBytesConfig skip-modules regression that drops the default lm_head exclusion and triggers an AssertionError. They should not be merged as duplicates.", + "confidence": 0.94, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": "No single canonical issue fits both reports; if one must be kept as the representative, issue 45674 is the more general configuration regression, but it is still a separate bug from 45672.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45672", + "right": "issue:45674", + "accept": false, + "reason": "Same broad 4-bit inference area, but different concrete code-path failures and different fixes; not the same underlying bug." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 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": "9cd79cd70705cf70a67e5049700beb1bb36803fd222b5e0f68638be5a6491ea2", + "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": "The two closed issues look like unrelated, low-signal entries (personal names with dates) and do not describe the same bug or request. They should not be clustered as duplicates.", + "confidence": 0.96, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": null, + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45762", + "right": "issue:45763", + "accept": false, + "reason": "No shared problem description, code path, or explicit linkage; the titles are just different personal-name/date strings and do not indicate the same underlying issue." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 16, + "component_count": 17, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-45764-2", + "nodes": [ + "issue:45764", + "issue:45765" + ], + "soft_pairs": [ + "issue:45764|issue:45765" + ], + "prepared_review_unit_hash": "4abea14b379304a1a1b87a479314d695fb2878d12bb49123a90c3ceb81d4882e", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1481, + "estimated_input_tokens": 371, + "estimated_eval_tokens": 998 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1481, + "estimated_input_tokens": 371, + "estimated_eval_tokens": 998 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Both items are closed issues with only personal-name/date titles and no body or code references; they do not show evidence of the same bug or change, so this looks like unrelated noise/spam rather than a duplicate cluster.", + "confidence": 0.98, + "canonical_issue_reason": "Issue #45764 is marginally preferable as the canonical representative only because it appears first; there is no substantive issue content to distinguish them.", + "canonical_pr_reason": null, + "best_issue_reason": "Neither issue is a good canonical technical issue, but #45764 is the least arbitrary placeholder if one must be chosen.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45764", + "right": "issue:45765", + "accept": false, + "reason": "The titles are different person/date strings with no shared problem statement, code path, or explicit linkage; they do not appear to be duplicates of 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": 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": "37498e845271dfe272d0cf32f4b601ee9437163c1475e8776872503f0083c264", + "component_budget": { + "node_count": 5, + "item_count": 5, + "soft_pair_count": 8, + "serialized_chars": 5726, + "estimated_input_tokens": 1432, + "estimated_eval_tokens": 3120 + }, + "budget": { + "node_count": 5, + "item_count": 5, + "soft_pair_count": 8, + "serialized_chars": 5726, + "estimated_input_tokens": 1432, + "estimated_eval_tokens": 3120 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Two exact duplicate issue pairs are present: 45870/45871 and 45872/45873. The financial dataset item (45869) is related by theme but appears to be a different artifact, not the same underlying request.", + "confidence": 0.92, + "canonical_issue_reason": "Issue 45870 is the cleanest canonical representative of the exact duplicate pair because it has the clearer, more general title and is the earlier post.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 45870 is the best overall issue candidate because it most directly represents the duplicate example request cluster without being overly specific.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45869", + "right": "issue:45870", + "accept": false, + "reason": "Same finance/domain theme, but one is a dataset bundle and the other is an example request; not the same underlying issue." + }, + { + "left": "issue:45869", + "right": "issue:45871", + "accept": false, + "reason": "Different artifact types and scopes: dataset listing versus example prompt; too broad to treat as duplicates." + }, + { + "left": "issue:45870", + "right": "issue:45871", + "accept": true, + "reason": "Exact same title and highly similar metadata; these are the same issue request." + }, + { + "left": "issue:45870", + "right": "issue:45872", + "accept": false, + "reason": "Both are financial/DataForge related, but one asks for a prediction example while the other asks for a scraping service; different changes." + }, + { + "left": "issue:45870", + "right": "issue:45873", + "accept": false, + "reason": "Same as 45872: related topic, but a different concrete request and not mergeable as one issue." + }, + { + "left": "issue:45871", + "right": "issue:45872", + "accept": false, + "reason": "Identical to the prior comparison: duplicate titles do not match the scraping-service request." + }, + { + "left": "issue:45871", + "right": "issue:45873", + "accept": false, + "reason": "Different concrete request despite shared finance/DataForge wording; not the same underlying bug/change." + }, + { + "left": "issue:45872", + "right": "issue:45873", + "accept": true, + "reason": "Exact same title and metadata; these are duplicate copies of the same issue request." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "Grounded in the packet and appropriately conservative. The two exact-title, same-body-length pairs (45870/45871 and 45872/45873) are reasonable duplicate calls, and 45869 is correctly treated as related but distinct. No soft-edge verdict overstates the evidence." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 1, + "component_count": 27, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-39895-15", + "nodes": [ + "pull_request:39895", + "pull_request:41855", + "pull_request:42668", + "pull_request:43251", + "pull_request:43254", + "pull_request:43424", + "pull_request:43823", + "pull_request:43995", + "pull_request:44827", + "pull_request:45170", + "pull_request:45213", + "pull_request:45655", + "pull_request:46048", + "pull_request:46067", + "pull_request:46189" + ], + "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:45213", + "pull_request:43995|pull_request:44827", + "pull_request:44827|pull_request:46189", + "pull_request:44827|pull_request:46067", + "pull_request:44827|pull_request:45170", + "pull_request:44827|pull_request:46048", + "pull_request:44827|pull_request:45213", + "pull_request:43823|pull_request:45213", + "pull_request:44827|pull_request:45655", + "pull_request:43251|pull_request:43254" + ], + "prepared_review_unit_hash": "0f834338daabd0381404e77c4277a24462186e6e41a10a371f891dfb8aaa6a16", + "component_budget": { + "node_count": 15, + "item_count": 15, + "soft_pair_count": 23, + "serialized_chars": 40802, + "estimated_input_tokens": 10201, + "estimated_eval_tokens": 20658 + }, + "budget": { + "node_count": 15, + "item_count": 15, + "soft_pair_count": 23, + "serialized_chars": 40802, + "estimated_input_tokens": 10201, + "estimated_eval_tokens": 20658 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "This cluster is mostly unrelated PRs spanning different models, tests, docs, and infra. The only clear duplicate pair is the fixed_cross_entropy kwargs change: PRs 43251 and 43254 address the same loss-function bug, with 43251 the better canonical choice.", + "confidence": 0.94, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 43251 is the best canonical PR because it directly targets issue 43240 and is the more complete/explicit version of the same fixed_cross_entropy kwargs fix; 43254 is a near-duplicate of the same change.", + "best_issue_reason": null, + "best_pr_reason": "If one PR must represent the cluster, 43251 is the strongest anchor because it is the only clear duplicate match and has the clearest issue linkage; otherwise the cluster has no single global canonical PR due to broad topic divergence.", + "soft_edge_verdicts": [ + { + "left": "pull_request:39895", + "right": "pull_request:43424", + "accept": false, + "reason": "Videoprism model/docs addition vs an executorch dynamic-shape export test; different code paths and no shared underlying bug." + }, + { + "left": "pull_request:41855", + "right": "pull_request:43823", + "accept": false, + "reason": "Mistral tokenizer helper methods vs adding a new MobileLLM model; unrelated functionality." + }, + { + "left": "pull_request:41855", + "right": "pull_request:43424", + "accept": false, + "reason": "Tokenizer API additions vs executorch export testing; not the same change or bug." + }, + { + "left": "pull_request:42668", + "right": "pull_request:43823", + "accept": false, + "reason": "Processor auto-loading robustness changes vs a new model implementation; too broad and unrelated." + }, + { + "left": "pull_request:43251", + "right": "pull_request:46067", + "accept": false, + "reason": "Cross-entropy kwargs fix vs base_model_prefix loading/conversion fix; different subsystems and code paths." + }, + { + "left": "pull_request:43251", + "right": "pull_request:43823", + "accept": false, + "reason": "Loss-function kwargs fix vs new model addition; no shared underlying issue." + }, + { + "left": "pull_request:43251", + "right": "pull_request:44827", + "accept": false, + "reason": "Cross-entropy helper bugfix vs Mistral4 test/model changes; unrelated." + }, + { + "left": "pull_request:43424", + "right": "pull_request:46067", + "accept": false, + "reason": "Executorch dynamic-shape export test vs conversion/loading prefix handling; unrelated." + }, + { + "left": "pull_request:43424", + "right": "pull_request:44827", + "accept": false, + "reason": "Export test coverage vs Mistral4 model/test fixes; different concerns." + }, + { + "left": "pull_request:43424", + "right": "pull_request:43823", + "accept": false, + "reason": "Executorch export testing vs adding MobileLLM; no common bug/change." + }, + { + "left": "pull_request:43823", + "right": "pull_request:45655", + "accept": false, + "reason": "New MobileLLM model support vs config resolution-order fix; unrelated." + }, + { + "left": "pull_request:43823", + "right": "pull_request:43995", + "accept": false, + "reason": "MobileLLM addition vs Falcon output-collection refactor; different model families and code paths." + }, + { + "left": "pull_request:43823", + "right": "pull_request:46067", + "accept": false, + "reason": "MobileLLM model addition vs conversion prefix-loading fix; unrelated." + }, + { + "left": "pull_request:43995", + "right": "pull_request:45213", + "accept": false, + "reason": "Falcon refactor vs a model-creation skill/meta PR; not the same underlying change." + }, + { + "left": "pull_request:43995", + "right": "pull_request:44827", + "accept": false, + "reason": "Falcon output-interface refactor vs Mistral4 tests/fixes; unrelated." + }, + { + "left": "pull_request:44827", + "right": "pull_request:46189", + "accept": false, + "reason": "Mistral4 test/fix work vs Cohere2 MoE tensor-parallel plan updates; different models and problems." + }, + { + "left": "pull_request:44827", + "right": "pull_request:46067", + "accept": false, + "reason": "Mistral4 tests/fixes vs conversion/loading prefix handling; no shared concrete bug." + }, + { + "left": "pull_request:44827", + "right": "pull_request:45170", + "accept": false, + "reason": "Mistral4 test/fix work vs layrnorm-to-layernorm rename/weight mapping cleanup; unrelated." + }, + { + "left": "pull_request:44827", + "right": "pull_request:46048", + "accept": false, + "reason": "Mistral4 tests/fixes vs TDT loss kernel integration; different subsystems." + }, + { + "left": "pull_request:44827", + "right": "pull_request:45213", + "accept": false, + "reason": "Mistral4 test/fix work vs model-creation skill/meta PR; unrelated." + }, + { + "left": "pull_request:43823", + "right": "pull_request:45213", + "accept": false, + "reason": "MobileLLM model addition vs a draft model-creation skill PR; no same bug/change." + }, + { + "left": "pull_request:44827", + "right": "pull_request:45655", + "accept": false, + "reason": "Mistral4 tests/fixes vs class config-resolution ordering fix; unrelated." + }, + { + "left": "pull_request:43251", + "right": "pull_request:43254", + "accept": true, + "reason": "Both PRs fix the same fixed_cross_entropy bug by adding support for passing through cross-entropy kwargs (weight/label_smoothing) to nn.functional.cross_entropy." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "Grounded overall. The cluster is correctly characterized as mostly unrelated, and the 43251/43254 pairing is well supported by the shared issue target and identical fixed_cross_entropy kwargs fix. Minor caution: avoid calling 43251 the \u201cmore complete\u201d version unless you can point to a concrete diff advantage; the canonical-choice rationale is otherwise conservative enough." + }, + "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": "beeed39ef2a98081d8fab952f19cd05db2abff00b05e83a65b5c7e39504c5467", + "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": "These are related VibeVoice PRs, but they are not the same change: #40546 adds the core VibeVoice implementation, while #42781 is a later draft for VibeVoice Realtime with extra tokenizer/generation work. I would keep them separate.", + "confidence": 0.89, + "canonical_issue_reason": null, + "canonical_pr_reason": "#40546 is the cleaner canonical representative of the core VibeVoice implementation: it is more mature, has substantial review activity, and centers on the base model integration rather than the later realtime extension.", + "best_issue_reason": null, + "best_pr_reason": "#40546 is the best standalone PR to represent the underlying VibeVoice addition; #42781 is a broader, draft realtime follow-up and does not look mergeable into the same single PR without changing scope.", + "soft_edge_verdicts": [ + { + "left": "pull_request:40546", + "right": "pull_request:42781", + "accept": false, + "reason": "Shared filenames reflect the same model family, but #42781 adds VibeVoice Realtime and an acoustic tokenizer, so this is an extension of the original work rather than the same concrete PR change." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 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": "087b8bfba874803eee7a338251fbebdfe9574580c9b7355cf5dc290706ea3e64", + "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": "Two open PRs in different model families: one adds TimesFM covariate forecasting, the other adds DINOv3 image classification support. They share only a broad similarity of being feature additions with docs/tests, not the same underlying change.", + "confidence": 0.98, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 40755 is the more substantial and self-contained feature patch, with the larger diff and deeper implementation across the TimesFM forecasting stack.", + "best_issue_reason": null, + "best_pr_reason": "PR 40755 is the best representative for the cluster only in a generic sense because it is the more expansive change; however, it is not a duplicate of PR 41224.", + "soft_edge_verdicts": [ + { + "left": "pull_request:40755", + "right": "pull_request:41224", + "accept": false, + "reason": "Different models and code paths: TimesFM covariate forecasting vs DINOv3 image classification support. The overlap is only superficial at the docs/tests level, 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": 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": "1d215039f0a21f7c374c833b6b9bd262ee35e78893bc1bc3c0ac9d6568d8397e", + "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": "These are three separate model-addition PRs for different architectures (DeepSeek OCR, Isaac, and Kimi2-6), so they are not duplicates and should not be clustered together as the same change.", + "confidence": 0.99, + "canonical_issue_reason": null, + "canonical_pr_reason": "No canonical PR: each PR introduces a different model integration with distinct files, tests, and codepaths.", + "best_issue_reason": null, + "best_pr_reason": "No PR is a good cluster representative for deduplication because the changes target different models and are not mergeable into one concrete fix/change.", + "soft_edge_verdicts": [ + { + "left": "pull_request:41797", + "right": "pull_request:45186", + "accept": false, + "reason": "Different model additions (DeepSeek OCR vs Isaac) with separate implementations and tests; only broad shared scaffolding like auto registries/docs overlaps." + }, + { + "left": "pull_request:45186", + "right": "pull_request:45630", + "accept": false, + "reason": "Different model additions (Isaac vs Kimi2-6) and distinct model codepaths; shared framework registration files 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": 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": "1adc326c895d2be58a51537b2d698e4493bdfcd52313ba295b041d4ba421f7c7", + "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": "These are related only at a broad maintenance level: both update GitHub Actions in workflow files, but they address different dependencies and change different code paths. They should not be treated as duplicates or merged into one PR.", + "confidence": 0.93, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 42975 is the better canonical PR because it is the broader workflow-maintenance change focused on GitHub Actions runtime compatibility across many workflows.", + "best_issue_reason": null, + "best_pr_reason": "PR 42975 is the best representative of the cluster since it has the wider scope and clearer unifying intent, while 42976 is a separate dependency bump for build-related actions.", + "soft_edge_verdicts": [ + { + "left": "pull_request:42975", + "right": "pull_request:42976", + "accept": false, + "reason": "Different underlying changes: 42975 upgrades general workflow actions for Node 24 compatibility, while 42976 bumps docker/build-push-action and a few other actions. They overlap in workflow files but do not fix the same concrete problem and would not plausibly be merged into one PR." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 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-42978-5", + "nodes": [ + "pull_request:42978", + "pull_request:43448", + "pull_request:43451", + "pull_request:45490", + "pull_request:46162" + ], + "soft_pairs": [ + "pull_request:42978|pull_request:43448", + "pull_request:42978|pull_request:43451", + "pull_request:42978|pull_request:45490", + "pull_request:43448|pull_request:43451", + "pull_request:43448|pull_request:45490", + "pull_request:43451|pull_request:45490", + "pull_request:45490|pull_request:46162" + ], + "prepared_review_unit_hash": "1e70934457c9c93d81599e564902385d3a36446517f356e4730f750329b55a4d", + "component_budget": { + "node_count": 5, + "item_count": 5, + "soft_pair_count": 7, + "serialized_chars": 16485, + "estimated_input_tokens": 4122, + "estimated_eval_tokens": 8500 + }, + "budget": { + "node_count": 5, + "item_count": 5, + "soft_pair_count": 7, + "serialized_chars": 16485, + "estimated_input_tokens": 4122, + "estimated_eval_tokens": 8500 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These PRs are mostly unrelated model additions or a small test-only tweak; they share only broad Transformers boilerplate like docs/auto registry updates, not the same underlying change or bug.", + "confidence": 0.97, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 43451 (Molmo2) is the most substantial and discussion-heavy submission, so it is the best anchor among this set even though it is not a duplicate of the others.", + "best_issue_reason": null, + "best_pr_reason": "PR 43451 is the strongest representative of the cluster because it has the broadest model implementation surface and the most review activity; the other PRs are separate model or test changes.", + "soft_edge_verdicts": [ + { + "left": "pull_request:42978", + "right": "pull_request:43448", + "accept": false, + "reason": "Different model families (ViT NEPA vs Molmo) with separate implementations; overlap is only generic docs/auto-registration boilerplate." + }, + { + "left": "pull_request:42978", + "right": "pull_request:43451", + "accept": false, + "reason": "Different model families (ViT NEPA vs Molmo2); shared files are only common registry/docs paths, not the same code-path fix." + }, + { + "left": "pull_request:42978", + "right": "pull_request:45490", + "accept": false, + "reason": "Unrelated additions for ViT NEPA and CTSM; no shared concrete bug or mergeable combined change." + }, + { + "left": "pull_request:43448", + "right": "pull_request:43451", + "accept": false, + "reason": "Molmo vs Molmo2 are related by naming, but they are distinct model implementations and not the same change." + }, + { + "left": "pull_request:43448", + "right": "pull_request:45490", + "accept": false, + "reason": "Different model additions (Molmo vs CTSM) with only broad transformer plumbing in common." + }, + { + "left": "pull_request:43451", + "right": "pull_request:45490", + "accept": false, + "reason": "Molmo2 and CTSM are separate model ports; shared auto/model registry edits do not indicate one underlying fix." + }, + { + "left": "pull_request:45490", + "right": "pull_request:46162", + "accept": false, + "reason": "CTSM model addition vs a tiny test annotation change for Florence2/LFM2-VL; completely different scope and code paths." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 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": "552a56ef3a33c44978d01532890db90aeec766cade8a9035bae576c45bcea7e6", + "component_budget": { + "node_count": 4, + "item_count": 4, + "soft_pair_count": 4, + "serialized_chars": 9391, + "estimated_input_tokens": 2348, + "estimated_eval_tokens": 4952 + }, + "budget": { + "node_count": 4, + "item_count": 4, + "soft_pair_count": 4, + "serialized_chars": 9391, + "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 target unrelated areas (Whisper decoding, CLIP/ViT test stubs, FP8 dequant/loading, and FSDP tied-weights). The cluster is heterogeneous, with 44815 the most substantive standalone fix.", + "confidence": 0.95, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 44815 is the strongest canonical anchor if one must be chosen: it has a coherent code fix across loading/FP8 paths and clear test coverage, unlike the other PRs which are either unrelated or appear to be test-only noise.", + "best_issue_reason": null, + "best_pr_reason": "PR 44815 is the best overall PR in the set because it addresses a concrete implementation bug in a specific code path and is materially more substantial than the test-only or unrelated PRs.", + "soft_edge_verdicts": [ + { + "left": "pull_request:43291", + "right": "pull_request:43665", + "accept": false, + "reason": "Whisper tokenizer decode logic and CLIP/ViT test edits are unrelated; they do not appear to fix the same bug or change." + }, + { + "left": "pull_request:43291", + "right": "pull_request:44815", + "accept": false, + "reason": "Whisper timestamp decoding is unrelated to FP8 dequant/loading and Mistral-related changes; different code paths and problem domains." + }, + { + "left": "pull_request:43665", + "right": "pull_request:46102", + "accept": false, + "reason": "The CLIP/ViT test-only edits are not the same underlying change as the FSDP tied-weights fix; shared test noise is not enough to merge them." + }, + { + "left": "pull_request:43665", + "right": "pull_request:44815", + "accept": false, + "reason": "Although both are labeled like generic fixes and touch tests, they address unrelated subsystems and different bugs; 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": 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": "53c476e0647c7ab85421cf6bc37d8f3a4abb50f9d282f6e2f86910978311f4d1", + "component_budget": { + "node_count": 5, + "item_count": 5, + "soft_pair_count": 5, + "serialized_chars": 11338, + "estimated_input_tokens": 2835, + "estimated_eval_tokens": 5926 + }, + "budget": { + "node_count": 5, + "item_count": 5, + "soft_pair_count": 5, + "serialized_chars": 11338, + "estimated_input_tokens": 2835, + "estimated_eval_tokens": 5926 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Only one pair looks like a true duplicate: PRs 46100 and 46114 are effectively the same ViT test-migration change with identical edits to the same file. The other soft-similarity pairs share superficial test/workflow or bot-check traits, but they do not appear to fix or introduce the same concrete change.", + "confidence": 0.94, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 46114 is the best representative of the only real duplicate pair: it has the same diff as 46100, the same failing-test additions in tests/models/vit/test_modeling_vit.py, and a clearer title indicating the forked OTEL migration test intent.", + "best_issue_reason": null, + "best_pr_reason": "PR 46114 is the strongest global PR candidate because it is the clearest, most descriptive instance of the duplicated ViT test-migration change; PR 46100 is effectively equivalent, while the other PRs are unrelated test/bot/workflow probes.", + "soft_edge_verdicts": [ + { + "left": "pull_request:43488", + "right": "pull_request:46114", + "accept": false, + "reason": "Both touch tests/models/vit/test_modeling_vit.py, but 43488 is a repo-bot/setup-format probe and 46114 is a forked OTEL test-migration PR; they are not the same underlying change." + }, + { + "left": "pull_request:43488", + "right": "pull_request:43532", + "accept": false, + "reason": "These are different test/bot experiments: 43488 changes setup/versioning and dependency lists, while 43532 rewires CI workflows and testing utilities; shared test-file references are incidental." + }, + { + "left": "pull_request:43532", + "right": "pull_request:46114", + "accept": false, + "reason": "43532 is about CI workflow/show-diff plumbing, not the ViT test-migration change in 46114, so they do not target the same concrete code-path problem." + }, + { + "left": "pull_request:45932", + "right": "pull_request:46100", + "accept": false, + "reason": "45932 is a broad Grafana/OTEL instrumentation and model-update PR across many files; 46100 is a tiny ViT test-migration edit. Same general testing theme, but not the same change or bug." + }, + { + "left": "pull_request:46100", + "right": "pull_request:46114", + "accept": true, + "reason": "These PRs are near-identical: same file, same inserted failing assertions, same test-migration intent, and they could plausibly be merged into one PR." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The output is grounded in the packet and stays conservative on the soft-edge pairs. The only clearly mergeable duplicate is PR 46100 and PR 46114, which have identical diffs to the same ViT test file. The other rejected pairs are reasonably distinguished as bot/workflow/setup experiments or a broad instrumentation PR versus a tiny test-migration PR, so there is no overstatement of evidence." + }, + "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": "602b64391963f9071bae2975b8985ec4b03ddb051eb1b125b3f325b26695b36c", + "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": "These are related but distinct PRs: one adds a Promptable Concept Segmentation pipeline, the other adds a Promptable Visual Segmentation pipeline. They share scaffolding/docs/registry updates, but target different pipeline code paths and model families.", + "confidence": 0.96, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 43613 is the broader, more representative pipeline addition in this cluster, with integration across multiple segmentation model families and corresponding pipeline/tests updates.", + "best_issue_reason": null, + "best_pr_reason": "PR 43613 is the stronger standalone change because it covers a wider concrete segmentation integration; PR 43612 is a separate narrower feature and not a duplicate.", + "soft_edge_verdicts": [ + { + "left": "pull_request:43612", + "right": "pull_request:43613", + "accept": false, + "reason": "Different features: concept segmentation vs visual segmentation. Shared docs/registration/test scaffolding is expected, but the underlying pipeline behavior and model targets differ, so they should not be merged as one PR." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 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": "261b0d4826169dcaf7da6fb46f3e84e58f267c66e0825a3e80c5ed7d5a4b6d96", + "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": "Both PRs touch `trainer.py` and add custom-trainer extension points, but they solve different problems: one changes gradient-accumulation loss scaling, the other refactors signature-column filtering. They are not the same underlying change.", + "confidence": 0.94, + "canonical_issue_reason": null, + "canonical_pr_reason": "No canonical PR: these are separate trainer enhancements with different code paths and semantics, so they should not be collapsed into one duplicate.", + "best_issue_reason": null, + "best_pr_reason": "PR 43651 is the more concrete bug-facing change and the more likely standalone fix; 43663 is a separate extensibility refactor.", + "soft_edge_verdicts": [ + { + "left": "pull_request:43651", + "right": "pull_request:43663", + "accept": false, + "reason": "Different trainer behaviors: 43651 controls loss scaling during gradient accumulation, while 43663 exposes signature-column filtering. Shared file alone is not enough to treat them as duplicates." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 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": "b26170d4ab6321e25ef148691917b9ce54e312bb0a84092d030faf416950f305", + "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": "The two PRs are related in the same file and both touch typing/import-time behavior in `src/transformers/cli/serve.py`, but they do not clearly fix the same bug. PR #43656 is a broader `from __future__ import annotations` / annotation-cleanup refactor, while PR #43842 is a narrower `TypeAdapter` import/typing fix tied to a different explicit issue target. They are similar, but not clearly mergeable into one bugfix PR.", + "confidence": 0.89, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR #43842 is the better canonical PR because it is the more focused fix for the `TypeAdapter`/`pydantic` NameError path, with a narrower scope and clearer bug target than the broader typing refactor in PR #43656.", + "best_issue_reason": null, + "best_pr_reason": "PR #43842 is the best representative of the cluster since it addresses a specific runtime/import typing problem in the CLI with minimal changes, whereas PR #43656 is a wider annotation modernization that is less clearly the same fix.", + "soft_edge_verdicts": [ + { + "left": "pull_request:43656", + "right": "pull_request:43842", + "accept": false, + "reason": "They share `src/transformers/cli/serve.py` and both concern typing/import-time issues, but #43656 is a broader annotation refactor and #43842 is a narrower `TypeAdapter`/`pydantic` fix with a different explicit issue target. The overlap is similarity, not clear same-bug identity." + } + ] + }, + "evaluator_result": { + "accept": false, + "feedback": "The summary overstates the relationship. The packet only supports a loose similarity in `src/transformers/cli/serve.py`, not clear evidence that both PRs fix the same bug or are naturally mergeable into one bugfix PR. PR #43656 is a broader `from __future__ import annotations` / typing refactor, while PR #43842 is a narrower `TYPE_CHECKING`/`TypeAdapter` fix tied to a different explicit issue target. The conservatively grounded conclusion is that they are related, but not clearly the same fix." + }, + "evaluator_used": true, + "retried": true, + "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:44044", + "pull_request:44056", + "pull_request:44059", + "pull_request:44066", + "pull_request:44068", + "pull_request:44071", + "pull_request:44072", + "pull_request:44073", + "pull_request:44074", + "pull_request:44076", + "pull_request:44085", + "pull_request:44086", + "pull_request:44098", + "pull_request:44101", + "pull_request:44116", + "pull_request:44129", + "pull_request:44154", + "pull_request:44161", + "pull_request:44722" + ], + "soft_pairs": [ + "pull_request:43996|pull_request:44085", + "pull_request:43996|pull_request:44044", + "pull_request:44066|pull_request:44085", + "pull_request:44007|pull_request:44072", + "pull_request:44072|pull_request:44722", + "pull_request:44066|pull_request:44072", + "pull_request:44013|pull_request:44044", + "pull_request:44066|pull_request:44086", + "pull_request:44066|pull_request:44071", + "pull_request:44018|pull_request:44068", + "pull_request:44066|pull_request:44068", + "pull_request:44018|pull_request:44066", + "pull_request:44019|pull_request:44722", + "pull_request:44086|pull_request:44722", + "pull_request:44019|pull_request:44085", + "pull_request:44018|pull_request:44019", + "pull_request:44019|pull_request:44071", + "pull_request:44068|pull_request:44116", + "pull_request:44068|pull_request:44722", + "pull_request:44018|pull_request:44116", + "pull_request:44071|pull_request:44722", + "pull_request:44018|pull_request:44086", + "pull_request:44018|pull_request:44085", + "pull_request:44068|pull_request:44086", + "pull_request:44071|pull_request:44085", + "pull_request:44059|pull_request:44086", + "pull_request:44085|pull_request:44086", + "pull_request:44098|pull_request:44101", + "pull_request:44059|pull_request:44722", + "pull_request:44018|pull_request:44071", + "pull_request:44017|pull_request:44722", + "pull_request:44017|pull_request:44161", + "pull_request:44017|pull_request:44073", + "pull_request:44068|pull_request:44071", + "pull_request:43997|pull_request:44073", + "pull_request:44071|pull_request:44086", + "pull_request:44073|pull_request:44101", + "pull_request:44017|pull_request:44071", + "pull_request:44056|pull_request:44101", + "pull_request:44059|pull_request:44071", + "pull_request:44073|pull_request:44161", + "pull_request:44018|pull_request:44059", + "pull_request:44059|pull_request:44068", + "pull_request:44101|pull_request:44161", + "pull_request:43997|pull_request:44017", + "pull_request:43997|pull_request:44056", + "pull_request:44071|pull_request:44076", + "pull_request:44074|pull_request:44101", + "pull_request:44056|pull_request:44161", + "pull_request:43997|pull_request:44018", + "pull_request:43997|pull_request:44161", + "pull_request:44074|pull_request:44161", + "pull_request:44018|pull_request:44161", + "pull_request:43997|pull_request:44071", + "pull_request:44010|pull_request:44071", + "pull_request:44010|pull_request:44073", + "pull_request:44018|pull_request:44129", + "pull_request:43997|pull_request:44074", + "pull_request:43997|pull_request:44129", + "pull_request:44071|pull_request:44129", + "pull_request:44010|pull_request:44018", + "pull_request:43996|pull_request:44161", + "pull_request:43996|pull_request:44017", + "pull_request:44010|pull_request:44044", + "pull_request:44044|pull_request:44074", + "pull_request:44066|pull_request:44722", + "pull_request:44085|pull_request:44722", + "pull_request:44085|pull_request:44129", + "pull_request:43996|pull_request:44007", + "pull_request:43996|pull_request:44129", + "pull_request:44044|pull_request:44129", + "pull_request:44044|pull_request:44154" + ], + "prepared_review_unit_hash": "10ebb46c13e98957fdb20a25988d8d0304f7d9986cbee19f6ace094be30f872c", + "component_budget": { + "node_count": 28, + "item_count": 28, + "soft_pair_count": 78, + "serialized_chars": 84897, + "estimated_input_tokens": 21225, + "estimated_eval_tokens": 42706 + }, + "budget": { + "node_count": 27, + "item_count": 27, + "soft_pair_count": 72, + "serialized_chars": 75094, + "estimated_input_tokens": 18774, + "estimated_eval_tokens": 37804 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly independent per-model output-tracing refactors. I\u2019m only treating the strongest GPT-J/CodeGen lineage as duplicate-adjacent; same-issue or same-subsystem similarity alone is not enough for the rest.", + "confidence": 0.67, + "canonical_issue_reason": "Issue 43979 is the shared tracking issue explicitly referenced by the output-tracing refactors and best matches the cluster\u2019s common theme.", + "canonical_pr_reason": "PR 44722 is the clearest representative of the GPT-J/CodeGen refactor lineage: it spans the same core path and appears to be the later, broader revision of that change.", + "best_issue_reason": "43979 is the best global issue anchor because it is the explicit issue target recurring across the refactor PRs.", + "best_pr_reason": "44722 is the best global PR representative because it most directly captures the GPT-J/CodeGen standardized-output refactor and overlaps the same concrete code path.", + "soft_edge_verdicts": [ + { + "left": "pull_request:43996", + "right": "pull_request:44085", + "accept": false, + "reason": "Different model families and code paths; only the broad output-tracing theme overlaps." + }, + { + "left": "pull_request:43996", + "right": "pull_request:44044", + "accept": false, + "reason": "FNet/CVT versus DeBERTa; unrelated implementations." + }, + { + "left": "pull_request:44066", + "right": "pull_request:44085", + "accept": false, + "reason": "Both are GPT-J-related, but 44066 is the broader GPTJ+CodeGen variant and the packet does not support calling this the same concrete change." + }, + { + "left": "pull_request:44007", + "right": "pull_request:44072", + "accept": false, + "reason": "RegNet and EfficientNet are separate model implementations." + }, + { + "left": "pull_request:44072", + "right": "pull_request:44722", + "accept": false, + "reason": "EfficientNet refactor versus GPT-J/CodeGen refactor; same tracking issue is not enough." + }, + { + "left": "pull_request:44066", + "right": "pull_request:44072", + "accept": false, + "reason": "GPTJ/CodeGen and EfficientNet are unrelated code paths." + }, + { + "left": "pull_request:44013", + "right": "pull_request:44044", + "accept": false, + "reason": "MobileNetV2 versus DeBERTa; different model-specific changes." + }, + { + "left": "pull_request:44066", + "right": "pull_request:44086", + "accept": false, + "reason": "GPTJ/CodeGen refactor versus MGP-STR refactor; different code paths." + }, + { + "left": "pull_request:44066", + "right": "pull_request:44071", + "accept": false, + "reason": "GPTJ/CodeGen refactor versus MPT refactor; separate model code." + }, + { + "left": "pull_request:44018", + "right": "pull_request:44068", + "accept": false, + "reason": "Related GPT-Neo output-tracing refactors, but the packet does not give enough support to treat them as the same concrete change." + }, + { + "left": "pull_request:44066", + "right": "pull_request:44068", + "accept": false, + "reason": "GPTJ/CodeGen versus GPT-Neo; similar theme, different code paths." + }, + { + "left": "pull_request:44018", + "right": "pull_request:44066", + "accept": false, + "reason": "GPT-Neo versus GPTJ/CodeGen are different refactors." + }, + { + "left": "pull_request:44019", + "right": "pull_request:44722", + "accept": false, + "reason": "ResNet refactor and GPTJ/CodeGen refactor are unrelated implementations." + }, + { + "left": "pull_request:44086", + "right": "pull_request:44722", + "accept": false, + "reason": "MGP-STR and GPTJ/CodeGen touch different model paths." + }, + { + "left": "pull_request:44019", + "right": "pull_request:44085", + "accept": false, + "reason": "ResNet versus GPT-J; unrelated code paths." + }, + { + "left": "pull_request:44018", + "right": "pull_request:44019", + "accept": false, + "reason": "GPT-Neo and ResNet are unrelated model implementations." + }, + { + "left": "pull_request:44019", + "right": "pull_request:44071", + "accept": false, + "reason": "ResNet versus MPT; same broad pattern, not the same change." + }, + { + "left": "pull_request:44068", + "right": "pull_request:44116", + "accept": false, + "reason": "GPT-Neo versus Flaubert/XLM; different model families." + }, + { + "left": "pull_request:44068", + "right": "pull_request:44722", + "accept": false, + "reason": "GPT-Neo and GPTJ/CodeGen are different model code paths." + }, + { + "left": "pull_request:44018", + "right": "pull_request:44116", + "accept": false, + "reason": "GPT-Neo and Flaubert/XLM are unrelated refactors." + }, + { + "left": "pull_request:44071", + "right": "pull_request:44722", + "accept": false, + "reason": "MPT and GPTJ/CodeGen are different model implementations." + }, + { + "left": "pull_request:44018", + "right": "pull_request:44086", + "accept": false, + "reason": "GPT-Neo versus MGP-STR are separate model code paths." + }, + { + "left": "pull_request:44018", + "right": "pull_request:44085", + "accept": false, + "reason": "GPT-Neo and GPT-J are not the same fix." + }, + { + "left": "pull_request:44068", + "right": "pull_request:44086", + "accept": false, + "reason": "GPT-Neo and MGP-STR are separate model-specific changes." + }, + { + "left": "pull_request:44071", + "right": "pull_request:44085", + "accept": false, + "reason": "MPT and GPT-J are different model implementations." + }, + { + "left": "pull_request:44059", + "right": "pull_request:44086", + "accept": false, + "reason": "GPT2 refactor versus MGP-STR refactor; not the same change." + }, + { + "left": "pull_request:44085", + "right": "pull_request:44086", + "accept": false, + "reason": "GPT-J and MGP-STR are different model code paths." + }, + { + "left": "pull_request:44098", + "right": "pull_request:44101", + "accept": false, + "reason": "ViLT and Flaubert/XLM refactors are unrelated." + }, + { + "left": "pull_request:44059", + "right": "pull_request:44722", + "accept": false, + "reason": "GPT2 and GPTJ/CodeGen are separate model refactors." + }, + { + "left": "pull_request:44018", + "right": "pull_request:44071", + "accept": false, + "reason": "GPT-Neo and MPT are different model implementations." + }, + { + "left": "pull_request:44017", + "right": "pull_request:44722", + "accept": false, + "reason": "Segformer refactor versus GPTJ/CodeGen refactor; unrelated code paths." + }, + { + "left": "pull_request:44017", + "right": "pull_request:44161", + "accept": false, + "reason": "Segformer and LongT5 are different model families." + }, + { + "left": "pull_request:44017", + "right": "pull_request:44073", + "accept": false, + "reason": "Segformer and VisualBert are not the same underlying change." + }, + { + "left": "pull_request:44068", + "right": "pull_request:44071", + "accept": false, + "reason": "GPT-Neo and MPT are distinct model implementations." + }, + { + "left": "pull_request:43997", + "right": "pull_request:44073", + "accept": false, + "reason": "RegNet and VisualBert are unrelated model refactors." + }, + { + "left": "pull_request:44071", + "right": "pull_request:44076", + "accept": false, + "reason": "MPT and ImageGPT touch different code paths." + }, + { + "left": "pull_request:44073", + "right": "pull_request:44101", + "accept": false, + "reason": "VisualBert and Flaubert/XLM are separate model-specific changes." + }, + { + "left": "pull_request:44017", + "right": "pull_request:44071", + "accept": false, + "reason": "Segformer versus MPT; same pattern, different models." + }, + { + "left": "pull_request:44056", + "right": "pull_request:44101", + "accept": false, + "reason": "MPNet refactor versus Flaubert/XLM refactor; unrelated code paths." + }, + { + "left": "pull_request:43997", + "right": "pull_request:44017", + "accept": false, + "reason": "RegNet and Segformer are unrelated model implementations." + }, + { + "left": "pull_request:43997", + "right": "pull_request:44056", + "accept": false, + "reason": "RegNet versus MPNet; different code paths." + }, + { + "left": "pull_request:44071", + "right": "pull_request:44076", + "accept": false, + "reason": "MPT and ImageGPT are separate model refactors." + }, + { + "left": "pull_request:44010", + "right": "pull_request:44071", + "accept": false, + "reason": "SqueezeBert and MPT are different model code paths." + }, + { + "left": "pull_request:44010", + "right": "pull_request:44073", + "accept": false, + "reason": "SqueezeBert versus VisualBert; not the same fix." + }, + { + "left": "pull_request:44018", + "right": "pull_request:44129", + "accept": false, + "reason": "GPT-Neo refactor versus SpeechT5 refactor; separate implementations." + }, + { + "left": "pull_request:44074", + "right": "pull_request:44101", + "accept": false, + "reason": "TextNet and Flaubert/XLM are different model families." + }, + { + "left": "pull_request:44056", + "right": "pull_request:44161", + "accept": false, + "reason": "MPNet refactor versus LongT5 refactor; unrelated code paths." + }, + { + "left": "pull_request:43997", + "right": "pull_request:44018", + "accept": false, + "reason": "RegNet and GPT-Neo are unrelated model implementations." + }, + { + "left": "pull_request:43997", + "right": "pull_request:44161", + "accept": false, + "reason": "RegNet and LongT5 are separate model-specific changes." + }, + { + "left": "pull_request:44074", + "right": "pull_request:44161", + "accept": false, + "reason": "TextNet and LongT5 are different model refactors." + }, + { + "left": "pull_request:43997", + "right": "pull_request:44071", + "accept": false, + "reason": "RegNet and MPT are different model code paths." + }, + { + "left": "pull_request:44010", + "right": "pull_request:44018", + "accept": false, + "reason": "SqueezeBert and GPT-Neo are unrelated model implementations." + }, + { + "left": "pull_request:43996", + "right": "pull_request:44161", + "accept": false, + "reason": "FNet/CVT refactor versus LongT5 refactor; different code paths." + }, + { + "left": "pull_request:43996", + "right": "pull_request:44017", + "accept": false, + "reason": "FNet/CVT and Segformer are separate model refactors." + }, + { + "left": "pull_request:44010", + "right": "pull_request:44044", + "accept": false, + "reason": "SqueezeBert and DeBERTa are different model implementations." + }, + { + "left": "pull_request:44044", + "right": "pull_request:44074", + "accept": false, + "reason": "DeBERTa and TextNet are unrelated model-specific changes." + }, + { + "left": "pull_request:44066", + "right": "pull_request:44722", + "accept": true, + "reason": "Same GPTJ/CodeGen output-tracing refactor family; both touch the same core GPT-J path and 44722 is the later broader revision." + }, + { + "left": "pull_request:44085", + "right": "pull_request:44722", + "accept": true, + "reason": "Same GPT-J output-tracing refactor on the same file; 44722 is a later compatible revision of that change." + }, + { + "left": "pull_request:44085", + "right": "pull_request:44129", + "accept": false, + "reason": "GPT-J and SpeechT5 are unrelated model code paths." + }, + { + "left": "pull_request:43996", + "right": "pull_request:44007", + "accept": false, + "reason": "FNet/CVT and RegNet are different model families." + }, + { + "left": "pull_request:43996", + "right": "pull_request:44129", + "accept": false, + "reason": "FNet/CVT and SpeechT5 are unrelated refactors." + }, + { + "left": "pull_request:44044", + "right": "pull_request:44129", + "accept": false, + "reason": "DeBERTa and SpeechT5 are different model-specific changes." + }, + { + "left": "pull_request:44044", + "right": "pull_request:44154", + "accept": false, + "reason": "DeBERTa and Vits are separate model code paths." + } + ] + }, + "evaluator_result": { + "accept": false, + "feedback": "The high-level summary is mostly grounded, but the soft-edge judgments are not conservative enough. In the packet, 44066\u219444085 and 44018\u219444068 are explicitly marked deterministic_accept=false, yet the analyst accepted them as the same underlying fix. That overstates the evidence. The packet\u2019s stronger GPT-J linkage is 44085\u219444722 (and 44066\u219444722), not 44066\u219444085. Because the accepted pairings are not sufficiently supported by the packet, I can\u2019t accept this output." + }, + "evaluator_used": true, + "retried": true, + "accepted_nontrivial_soft_edge": false, + "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:44024", + "pull_request:44056", + "pull_request:44073", + "pull_request:44074", + "pull_request:44076", + "pull_request:44129" + ], + "soft_pairs": [ + "pull_request:44024|pull_request:44076", + "pull_request:44073|pull_request:44074", + "pull_request:44056|pull_request:44073", + "pull_request:44056|pull_request:44074", + "pull_request:43997|pull_request:44010", + "pull_request:44010|pull_request:44129" + ], + "prepared_review_unit_hash": "0dc12ea5b0e52d6958c3091e2cc13a67e16a77b8623e3b062456d37c4af66a5d", + "component_budget": { + "node_count": 28, + "item_count": 28, + "soft_pair_count": 78, + "serialized_chars": 84897, + "estimated_input_tokens": 21225, + "estimated_eval_tokens": 42706 + }, + "budget": { + "node_count": 8, + "item_count": 8, + "soft_pair_count": 6, + "serialized_chars": 17124, + "estimated_input_tokens": 4281, + "estimated_eval_tokens": 8818 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "These are model-specific PRs for migrating different architectures to standardized output tracing / capture_outputs. They share a theme but are not the same underlying change and should not be deduplicated as one PR cluster.", + "confidence": 0.92, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 44129 is the strongest canonical representative: it has the clearest concrete refactor, an explicit issue target, and a substantial output-tracing change in a single model file.", + "best_issue_reason": null, + "best_pr_reason": "PR 44129 is the best overall representative because it is the most concrete and traceable to an explicit issue, while the others are similar but model-specific refactors without a shared code path.", + "soft_edge_verdicts": [ + { + "left": "pull_request:44024", + "right": "pull_request:44076", + "accept": false, + "reason": "Both are output-tracing migrations, but for different models (FocalNet vs ImageGPT) and different code paths; they are not the same underlying bug/change." + }, + { + "left": "pull_request:44073", + "right": "pull_request:44074", + "accept": false, + "reason": "These touch VisualBert vs TextNet, so they are separate model-specific refactors rather than one mergeable fix." + }, + { + "left": "pull_request:44056", + "right": "pull_request:44073", + "accept": false, + "reason": "MPNet and VisualBert are unrelated model implementations; the similarity is only the shared decorator/refactor pattern." + }, + { + "left": "pull_request:44056", + "right": "pull_request:44074", + "accept": false, + "reason": "MPNet and TextNet are different model code paths, so this is not a duplicate change." + }, + { + "left": "pull_request:43997", + "right": "pull_request:44010", + "accept": false, + "reason": "RegNet and SqueezeBert are distinct architectures; they share a migration pattern but not the same concrete fix." + }, + { + "left": "pull_request:44010", + "right": "pull_request:44129", + "accept": false, + "reason": "SqueezeBert and SpeechT5 modify different implementations and output behaviors; the shared theme is too broad to treat 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": 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": "116358f8eb1cacf7d841768427bcd6f40f1b6fcbd15356a3e5a0ad8b25442e71", + "component_budget": { + "node_count": 14, + "item_count": 14, + "soft_pair_count": 45, + "serialized_chars": 43782, + "estimated_input_tokens": 10946, + "estimated_eval_tokens": 22148 + }, + "budget": { + "node_count": 14, + "item_count": 14, + "soft_pair_count": 45, + "serialized_chars": 43782, + "estimated_input_tokens": 10946, + "estimated_eval_tokens": 22148 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "This cluster is dominated by similar-but-separate model-specific output-tracing refactors, plus one unrelated docs toctree fix. They are not duplicate fixes for the same concrete code path, so the cluster should not be merged as a duplicate set.", + "confidence": 0.92, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR #44025 is the best representative of the main cluster theme: a focused output-tracing refactor applied to closely related DepthAnything model files, with a clear, self-contained code change.", + "best_issue_reason": null, + "best_pr_reason": "PR #44025 is the strongest global representative because it is clearly scoped, model-specific, and closest to the shared output-tracing refactor pattern seen across the cluster.", + "soft_edge_verdicts": [ + { + "left": "pull_request:43998", + "right": "pull_request:44002", + "accept": false, + "reason": "Different models and code paths (timm_backbone vs upernet); same refactor theme is not enough for a duplicate PR merge." + }, + { + "left": "pull_request:43998", + "right": "pull_request:44000", + "accept": false, + "reason": "Separate model implementations with no shared concrete bug or change." + }, + { + "left": "pull_request:43998", + "right": "pull_request:44001", + "accept": false, + "reason": "Different model families; both touch output tracing but not the same fix." + }, + { + "left": "pull_request:43998", + "right": "pull_request:44003", + "accept": false, + "reason": "Unrelated model code paths; no evidence they could be merged into one PR." + }, + { + "left": "pull_request:43998", + "right": "pull_request:44029", + "accept": false, + "reason": "Different architectures and files; only a broad refactor pattern is shared." + }, + { + "left": "pull_request:43999", + "right": "pull_request:44001", + "accept": false, + "reason": "MobileNetV1 vs UnivNet are unrelated model paths despite similar refactor wording." + }, + { + "left": "pull_request:43999", + "right": "pull_request:44002", + "accept": false, + "reason": "Different model code paths; not the same underlying change." + }, + { + "left": "pull_request:43999", + "right": "pull_request:44025", + "accept": false, + "reason": "MobileNetV1 and DepthAnything are separate changes, not one duplicate fix." + }, + { + "left": "pull_request:43999", + "right": "pull_request:44026", + "accept": false, + "reason": "Different model-specific refactors; no shared concrete bug." + }, + { + "left": "pull_request:43999", + "right": "pull_request:44027", + "accept": false, + "reason": "Separate model wrappers and different code paths." + }, + { + "left": "pull_request:44000", + "right": "pull_request:44001", + "accept": false, + "reason": "Vision-text dual encoder vs UnivNet are unrelated model implementations." + }, + { + "left": "pull_request:44000", + "right": "pull_request:44002", + "accept": false, + "reason": "Different model families; same subsystem theme only." + }, + { + "left": "pull_request:44000", + "right": "pull_request:44003", + "accept": false, + "reason": "No shared concrete code path; these are model-specific refactors." + }, + { + "left": "pull_request:44000", + "right": "pull_request:44025", + "accept": false, + "reason": "Different models and different affected files; not mergeable as one PR." + }, + { + "left": "pull_request:44001", + "right": "pull_request:44002", + "accept": false, + "reason": "UnivNet and UperNet are unrelated code paths." + }, + { + "left": "pull_request:44001", + "right": "pull_request:44003", + "accept": false, + "reason": "Different model implementations; no same underlying bug/change." + }, + { + "left": "pull_request:44001", + "right": "pull_request:44025", + "accept": false, + "reason": "Separate model-specific output-tracing updates, not the same fix." + }, + { + "left": "pull_request:44001", + "right": "pull_request:44004", + "accept": false, + "reason": "Unrelated models and code paths; similarity is only at a high level." + }, + { + "left": "pull_request:44002", + "right": "pull_request:44003", + "accept": false, + "reason": "UperNet and FalconMamba do not share the same concrete code path." + }, + { + "left": "pull_request:44002", + "right": "pull_request:44004", + "accept": false, + "reason": "Different model code paths; not a duplicate PR." + }, + { + "left": "pull_request:44003", + "right": "pull_request:44028", + "accept": false, + "reason": "FalconMamba and SuperPoint are distinct models with different fixes." + }, + { + "left": "pull_request:44003", + "right": "pull_request:44004", + "accept": false, + "reason": "Separate model implementations; no evidence of the same underlying bug." + }, + { + "left": "pull_request:43998", + "right": "pull_request:44004", + "accept": false, + "reason": "TimmBackbone and CodeGen are unrelated code paths; same refactor label is too broad." + }, + { + "left": "pull_request:44025", + "right": "pull_request:44026", + "accept": false, + "reason": "DepthAnything vs VisionEncoderDecoder are different model wrappers and different concrete changes." + }, + { + "left": "pull_request:44025", + "right": "pull_request:44027", + "accept": false, + "reason": "Different model code paths; not the same duplicate fix." + }, + { + "left": "pull_request:44025", + "right": "pull_request:44028", + "accept": false, + "reason": "DepthAnything and SuperPoint are unrelated implementations." + }, + { + "left": "pull_request:44025", + "right": "pull_request:44029", + "accept": false, + "reason": "DepthAnything and RWKV are separate model-specific changes." + }, + { + "left": "pull_request:44025", + "right": "pull_request:44030", + "accept": false, + "reason": "DepthAnything and DPR do not fix the same concrete path." + }, + { + "left": "pull_request:44026", + "right": "pull_request:44027", + "accept": false, + "reason": "VisionEncoderDecoder and SpeechEncoderDecoder are similar wrappers but still separate code paths and changes." + }, + { + "left": "pull_request:44026", + "right": "pull_request:44028", + "accept": false, + "reason": "Different models; not one mergeable fix." + }, + { + "left": "pull_request:44026", + "right": "pull_request:44029", + "accept": false, + "reason": "Unrelated model implementations with no shared concrete bug." + }, + { + "left": "pull_request:44026", + "right": "pull_request:44030", + "accept": false, + "reason": "Different model families and affected code." + }, + { + "left": "pull_request:44027", + "right": "pull_request:44028", + "accept": false, + "reason": "SpeechEncoderDecoder vs SuperPoint are unrelated code paths." + }, + { + "left": "pull_request:44027", + "right": "pull_request:44029", + "accept": false, + "reason": "Different model-specific refactors; not the same underlying change." + }, + { + "left": "pull_request:44027", + "right": "pull_request:44030", + "accept": false, + "reason": "SpeechEncoderDecoder and DPR do not share the same concrete bug." + }, + { + "left": "pull_request:44028", + "right": "pull_request:44029", + "accept": false, + "reason": "SuperPoint and RWKV are unrelated model implementations." + }, + { + "left": "pull_request:44028", + "right": "pull_request:44030", + "accept": false, + "reason": "Different code paths; same broad theme is insufficient." + }, + { + "left": "pull_request:44029", + "right": "pull_request:44030", + "accept": false, + "reason": "RWKV and DPR are distinct model-specific changes." + }, + { + "left": "pull_request:44027", + "right": "pull_request:46106", + "accept": false, + "reason": "SpeechEncoderDecoder refactor and docs toctree cleanup are unrelated." + }, + { + "left": "pull_request:44026", + "right": "pull_request:46106", + "accept": false, + "reason": "VisionEncoderDecoder code change vs documentation tree fix are not duplicates." + }, + { + "left": "pull_request:44001", + "right": "pull_request:46106", + "accept": false, + "reason": "UnivNet model refactor and docs-only toctree change are unrelated." + }, + { + "left": "pull_request:44002", + "right": "pull_request:46106", + "accept": false, + "reason": "UperNet code change and a docs navigation fix are different issues." + }, + { + "left": "pull_request:43998", + "right": "pull_request:46106", + "accept": false, + "reason": "TimmBackbone model refactor and docs toctree edit are unrelated." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 16, + "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-44662-3", + "nodes": [ + "pull_request:44662", + "pull_request:45075", + "pull_request:45401" + ], + "soft_pairs": [ + "pull_request:44662|pull_request:45401", + "pull_request:44662|pull_request:45075", + "pull_request:45075|pull_request:45401" + ], + "prepared_review_unit_hash": "10c1262a64e84657f1304e710b565faf244915dda21343144f665183ec104c79", + "component_budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 3, + "serialized_chars": 10912, + "estimated_input_tokens": 2728, + "estimated_eval_tokens": 5712 + }, + "budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 3, + "serialized_chars": 10912, + "estimated_input_tokens": 2728, + "estimated_eval_tokens": 5712 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "All three PRs are separate model-addition integrations (PenguinVL, DeepSeek-OCR-2, and Voxtral TTS). They share only generic Transformers plumbing and docs registration, not the same concrete code change, so none should be clustered as duplicates.", + "confidence": 0.97, + "canonical_issue_reason": null, + "canonical_pr_reason": "No single canonical PR: these PRs implement different models with different architecture/codepaths and do not subsume one another.", + "best_issue_reason": null, + "best_pr_reason": "No global best PR for this cluster; 45075 is the most self-contained implementation, but it is still only one distinct model integration and not representative of the others.", + "soft_edge_verdicts": [ + { + "left": "pull_request:44662", + "right": "pull_request:45401", + "accept": false, + "reason": "Different model integrations with distinct model files and behavior; overlap is only generic auto-registration/docs, so they are not the same underlying change." + }, + { + "left": "pull_request:44662", + "right": "pull_request:45075", + "accept": false, + "reason": "Both are model-addition PRs, but for different models and codepaths. Shared files are boilerplate registration and docs, not a duplicate fix." + }, + { + "left": "pull_request:45075", + "right": "pull_request:45401", + "accept": false, + "reason": "DeepSeek-OCR-2 and Voxtral TTS are unrelated model implementations; shared Transformers registry files are too generic to treat 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": 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": "6e95a85a72987f7271d6fa935f96c8c836ff610ba9203c8815e40bbbfc6afeb5", + "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": "These PRs are related to model/module fusion, but they are not duplicates: #44979 adds a general Module Fusion API, while #45363 implements a specific n-to-1 kernel fusion path via KernelConfig and related integration changes.", + "confidence": 0.89, + "canonical_issue_reason": null, + "canonical_pr_reason": "#45363 is the more concrete end-user feature PR, with implementation across kernel-config, integrations, and a demo example; #44979 is a separate foundational API proposal.", + "best_issue_reason": null, + "best_pr_reason": "#45363 best represents the cluster because it contains the more complete, user-facing fusion workflow rather than only the lower-level API scaffolding.", + "soft_edge_verdicts": [ + { + "left": "pull_request:44979", + "right": "pull_request:45363", + "accept": false, + "reason": "They share the broad fusion theme, but #44979 is a generic Module Fusion API and #45363 is a specific KernelConfig-based n-to-1 fusion implementation; they do not appear to fix the same concrete code-path problem." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 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": "573a3df150b8eae76d1b88a117b9195d8b376508903eeea87a71a15651c5fd95", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4414, + "estimated_input_tokens": 1104, + "estimated_eval_tokens": 2464 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4414, + "estimated_input_tokens": 1104, + "estimated_eval_tokens": 2464 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Both pull requests implement the same Mistral regex patch in the same file, with 45317 adding accompanying test coverage. They are duplicate fixes for the same AttributeError and could be merged into one PR.", + "confidence": 0.98, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 45317 is the stronger canonical PR because it contains the same code fix as 45086 plus test coverage, making it the more complete representation of the change.", + "best_issue_reason": null, + "best_pr_reason": "PR 45317 is the best overall PR: same concrete fix, 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 fix in the same code path and same file; 45317 is essentially 45086 plus tests, so they are mergeable as one change." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 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": "daf2f2c2958ff8dcac52e9fa7614f220a05ebb1ab429e3bab87bcb600599a5ed", + "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": "Both PRs are about NemotronH, but they target different changes: #45115 is a focused refactor/conversion mapping update toward GraniteMoeHybrid-compatible naming, while #45569 is a larger model-organization PR that splits NemotronH into dense/sparse variants and updates docs/tests. They overlap in shared NemotronH files, but they are not the same underlying change.", + "confidence": 0.89, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR #45569 is the better canonical representative because it covers the broader architectural rework and the new dense/sparse model split, whereas #45115 is a narrower refactor/conversion-specific change.", + "best_issue_reason": null, + "best_pr_reason": "PR #45569 is the best overall representative of the cluster\u2019s main theme since it introduces the larger NemotronH model reorganization and related API/docs updates; #45115 is too narrow to serve as the primary reference.", + "soft_edge_verdicts": [ + { + "left": "pull_request:45115", + "right": "pull_request:45569", + "accept": false, + "reason": "Shared NemotronH files are not enough here: #45115 is about conversion/key renaming and inheritance refactoring, while #45569 adds separate dense/sparse model families plus docs/tests. They would not plausibly be merged as one PR." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 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": "9dec5aced3e3d96db003ea77fe3ee4478ef0c724b291b6447b7fd4e35aeaf059", + "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 related but distinct feature PRs: one adds heterogeneous per-layer configuration plumbing, the other adds broader heterogeneous model/runtime support. They overlap in config utilities and tests, but they are not the same concrete change.", + "confidence": 0.82, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR #45332 is the broader umbrella change: it covers per-layer config handling plus downstream modeling/cache support, so it is the most representative PR in this pair.", + "best_issue_reason": null, + "best_pr_reason": "PR #45332 is the best single representative because it subsumes the config work and extends it into the actual model code paths, making it the more complete change.", + "soft_edge_verdicts": [ + { + "left": "pull_request:45332", + "right": "pull_request:45333", + "accept": false, + "reason": "They share heterogeneity/config infrastructure, but #45333 is specifically per-layer config support while #45332 is broader model/runtime support. Related sequence of changes, not the same underlying PR-sized fix." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 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": "e7c15a8ba6893da7be2f132c18b594e5c54f172a5bb63d88b0fc92e4a93cc072", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 5513, + "estimated_input_tokens": 1379, + "estimated_eval_tokens": 3014 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 5513, + "estimated_input_tokens": 1379, + "estimated_eval_tokens": 3014 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These are related to typing cleanup in Transformers, but they target different scopes and code paths: one is a broad type-checking sweep across many files, while the other adds specific typing protocols/helpers for PEFT/modeling utilities. Not a duplicate pair.", + "confidence": 0.9, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 45415 is the broader, more central typing sweep across the repository and is the better representative of this cluster than the narrower modeling_utils/PEFT typing work in 45425.", + "best_issue_reason": null, + "best_pr_reason": "PR 45415 is the best single representative because it covers the wider type-checking initiative and touches many of the same areas only incidentally, whereas 45425 is a focused support patch.", + "soft_edge_verdicts": [ + { + "left": "pull_request:45415", + "right": "pull_request:45425", + "accept": false, + "reason": "Both are typing-related, but they fix different problems: 45415 is a broad type-checking pass across many modules, while 45425 adds specific typing protocols and aliases for modeling_utils/PEFT integration. They are not the same underlying change and would not plausibly merge into one PR." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 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-45487-4", + "nodes": [ + "pull_request:45487", + "pull_request:46109", + "pull_request:46135", + "pull_request:46151" + ], + "soft_pairs": [ + "pull_request:45487|pull_request:46151", + "pull_request:46109|pull_request:46151", + "pull_request:46135|pull_request:46151" + ], + "prepared_review_unit_hash": "2e96f8d9f5856a738b128a63b625f5a5cc8386dbe0b8077dff3832cfb53ab426", + "component_budget": { + "node_count": 4, + "item_count": 4, + "soft_pair_count": 3, + "serialized_chars": 9910, + "estimated_input_tokens": 2478, + "estimated_eval_tokens": 5212 + }, + "budget": { + "node_count": 4, + "item_count": 4, + "soft_pair_count": 3, + "serialized_chars": 9910, + "estimated_input_tokens": 2478, + "estimated_eval_tokens": 5212 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These are all test-focused PRs, but they target different subsystems and changes: model-parallel fixes, distributed trainer test normalization, Kosmos2.5 integration expectations, and token-classification pipeline expectations. They are not duplicates of the same underlying bug/change.", + "confidence": 0.89, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 46151 is the most self-contained and concrete change in the set: a narrow expectations update in one pipeline test file. The others are broader, or address different code paths entirely.", + "best_issue_reason": null, + "best_pr_reason": "46151 is the best representative if one PR must be chosen, because it is a small, specific test expectation change with a clear scope; however, it is not the same change as the other PRs.", + "soft_edge_verdicts": [ + { + "left": "pull_request:45487", + "right": "pull_request:46151", + "accept": false, + "reason": "45487 is a model-parallel bug fix for AltCLIP/ChineseCLIP model code, while 46151 only adds pipeline token-classification test expectations. Different underlying behavior and code paths." + }, + { + "left": "pull_request:46109", + "right": "pull_request:46151", + "accept": false, + "reason": "46109 changes distributed trainer test assertions for device naming; 46151 changes token-classification pipeline expectations. They share a testing theme but not the same bug or change." + }, + { + "left": "pull_request:46135", + "right": "pull_request:46151", + "accept": false, + "reason": "46135 adds XPU expectations to Kosmos2.5 integration tests, while 46151 adjusts token-classification pipeline expectations. Different models, tests, and underlying issues." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 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": "c1f95559d29c0dcf17da07e9ea7d06d6b5367299d4d35c0dbca2eccaa723fc8e", + "component_budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 2, + "serialized_chars": 7427, + "estimated_input_tokens": 1857, + "estimated_eval_tokens": 3970 + }, + "budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 2, + "serialized_chars": 7427, + "estimated_input_tokens": 1857, + "estimated_eval_tokens": 3970 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Two PRs are about the same Mamba2 cache bug for `seq_len > 1`; the Qwen3.5 PR is unrelated and should stay separate.", + "confidence": 0.84, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR #46098 is the clearest representative of the shared Mamba2 fix: it explicitly targets issue #46032, describes the incorrect `use_cache` behavior for `seq_len > 1`, and includes the broader code/test/doc coverage.", + "best_issue_reason": null, + "best_pr_reason": "PR #46098 is the best overall PR candidate because it is the most explicit and complete version of the Mamba2 fix, with the issue link, broader CPU/GPU framing, and added documentation/tests.", + "soft_edge_verdicts": [ + { + "left": "pull_request:45513", + "right": "pull_request:46084", + "accept": false, + "reason": "Different models and different bugs: Qwen3.5 GDN linear attention cached forward vs Mamba2 `use_cache` handling. Same general theme, but not the same concrete change." + }, + { + "left": "pull_request:46084", + "right": "pull_request:46098", + "accept": true, + "reason": "Both target the same Mamba2 `use_cache` bug for `seq_len > 1` on the same code path and issue #46032, so they look like duplicate fixes for the same underlying problem." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet: PR #46084 and #46098 both target issue #46032 and the same Mamba2 `use_cache`/`seq_len > 1` bug, while #45513 is a different Qwen3.5 change. The soft-edge decisions are conservative enough, and the PR pair looks mergeable as one bugfix family." + }, + "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": "0ffec0bf1ea23f4e8b2fa6d40330cbda3bc8abcdd5714340007067484ef5c7ad", + "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": "Both PRs are about expert parallelism, but they fix different bugs on different loading paths. They are related, not duplicates.", + "confidence": 0.94, + "canonical_issue_reason": null, + "canonical_pr_reason": "No issue links are present. If a single representative PR is needed, #45662 is the stronger canonical pick because it targets a specific expert-parallel corruption path and makes the broader code-path fix.", + "best_issue_reason": null, + "best_pr_reason": "#45662 is the better standalone PR: it addresses a concrete rank-0 broadcast / post-shard wrapping bug with a clear failure mode. #45548 is narrower and mainly about preserving distributed_config and a helper property for loading/ZeRO-3.", + "soft_edge_verdicts": [ + { + "left": "pull_request:45548", + "right": "pull_request:45662", + "accept": false, + "reason": "Both involve EP/loading, but #45548 fixes distributed_config serialization and has_ep for accelerate/ZeRO-3 loading, while #45662 fixes experts being overwritten by rank-0 broadcast via post-shard wrapping/FSDP2. Different underlying bugs and merge scopes." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 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": "a95dd27513b9136da6f4925b98a659420f56df680981ac75417c799be5b68e75", + "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-safe captured_info logging problem; PR 45645 is the broader, more complete fix and subsumes 45639's core change.", + "confidence": 0.9, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 45645 is the better canonical representative because it includes the core testing_utils fix plus the CI workflow/log-handling updates needed to preserve and aggregate the xdist-generated artifacts.", + "best_issue_reason": null, + "best_pr_reason": "PR 45645 best captures the underlying change set; PR 45639 is a narrower subset focused only on the testing_utils side.", + "soft_edge_verdicts": [ + { + "left": "pull_request:45639", + "right": "pull_request:45645", + "accept": true, + "reason": "Accept: both target the same concrete bug in captured_info output under xdist, and 45639 is essentially a subset of 45645's broader fix." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 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-46069-3", + "nodes": [ + "pull_request:46069", + "pull_request:46073", + "pull_request:46154" + ], + "soft_pairs": [ + "pull_request:46069|pull_request:46073", + "pull_request:46069|pull_request:46154", + "pull_request:46073|pull_request:46154" + ], + "prepared_review_unit_hash": "4d961c108bea1ad061e9003cadc6e5e74eb0c291da0432d0a99d20354b180f14", + "component_budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 3, + "serialized_chars": 7264, + "estimated_input_tokens": 1816, + "estimated_eval_tokens": 3888 + }, + "budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 3, + "serialized_chars": 7264, + "estimated_input_tokens": 1816, + "estimated_eval_tokens": 3888 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These are three model-specific attention-dispatch PRs. Two are broad SDPA-support changes for different architectures (CTRL and T5), and the third is a ShieldGemma2-specific attn_implementation dispatch PR. They are similar in theme but not duplicates of the same bug/change.", + "confidence": 0.94, + "canonical_issue_reason": null, + "canonical_pr_reason": "No single canonical PR: each PR targets a different model implementation and code path, so they are not interchangeable duplicates.", + "best_issue_reason": null, + "best_pr_reason": "pull_request:46154 is the strongest representative because it has the clearest, most complete SDPA dispatch change and the broadest accompanying test updates, but it is still model-specific rather than a duplicate of the others.", + "soft_edge_verdicts": [ + { + "left": "pull_request:46069", + "right": "pull_request:46073", + "accept": false, + "reason": "Different model classes and different attention dispatch code paths (ShieldGemma2 vs CTRL). They share a feature theme, but not the same underlying fix." + }, + { + "left": "pull_request:46069", + "right": "pull_request:46154", + "accept": false, + "reason": "ShieldGemma2 attn_implementation dispatch is unrelated to T5 SDPA dispatch beyond the generic attention-feature theme; not the same concrete change." + }, + { + "left": "pull_request:46073", + "right": "pull_request:46154", + "accept": false, + "reason": "Both add SDPA dispatch support, but for different architectures with separate implementations and tests. They are similar feature work, not a single mergeable PR." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + } + ] +} diff --git a/snapshots/20260525T060031Z/analysis-runs/hybrid-model-20260525t060031z/manifest.json b/snapshots/20260525T060031Z/analysis-runs/hybrid-model-20260525t060031z/manifest.json new file mode 100644 index 0000000000000000000000000000000000000000..49ad52156825accc889a1571a073f6e61df0e8d3 --- /dev/null +++ b/snapshots/20260525T060031Z/analysis-runs/hybrid-model-20260525t060031z/manifest.json @@ -0,0 +1,14 @@ +{ + "analysis_id": "hybrid-model-20260525t060031z", + "artifacts": { + "hybrid": "snapshots/20260525T060031Z/analysis-runs/hybrid-model-20260525t060031z/analysis-report-hybrid.json", + "hybrid_reviews": "snapshots/20260525T060031Z/analysis-runs/hybrid-model-20260525t060031z/analysis-report-hybrid.llm-reviews.json" + }, + "channel": "canonical", + "model": null, + "published_at": "2026-05-25T06:10:07Z", + "repo": "huggingface/transformers", + "schema_version": 1, + "snapshot_id": "20260525T060031Z", + "variant": "hybrid" +} diff --git a/snapshots/20260525T060031Z/manifest.json b/snapshots/20260525T060031Z/manifest.json index 816f0f2af8f49351fbaac0bce1ec19d516d73fec..da4a0b9e2e469382868cffaca1b98ca9d3cda4ff 100644 --- a/snapshots/20260525T060031Z/manifest.json +++ b/snapshots/20260525T060031Z/manifest.json @@ -32,6 +32,24 @@ "timeline_events": 412 }, "extracted_at": "2026-05-25T06:00:31Z", + "published_analysis": { + "canonical_analysis_id": "hybrid-model-20260525t060031z", + "runs": { + "hybrid-model-20260525t060031z": { + "analysis_id": "hybrid-model-20260525t060031z", + "artifacts": { + "hybrid": "snapshots/20260525T060031Z/analysis-runs/hybrid-model-20260525t060031z/analysis-report-hybrid.json", + "hybrid_reviews": "snapshots/20260525T060031Z/analysis-runs/hybrid-model-20260525t060031z/analysis-report-hybrid.llm-reviews.json" + }, + "channel": "canonical", + "manifest_path": "snapshots/20260525T060031Z/analysis-runs/hybrid-model-20260525t060031z/manifest.json", + "model": null, + "published_at": "2026-05-25T06:10:07Z", + "variant": "hybrid" + } + }, + "schema_version": 1 + }, "repo": "huggingface/transformers", "snapshot_id": "20260525T060031Z", "watermark": {