diff --git a/analysis/current/analysis-report-hybrid.json b/analysis/current/analysis-report-hybrid.json index ee69a590363c3ffd68f5a3ddd9aeb1556fe34d53..53a445016aa4ba41688626adc29e0b6741c680d5 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": "20260515T180026Z", - "generated_at": "2026-05-15T18:10:39Z", + "snapshot_id": "20260516T000042Z", + "generated_at": "2026-05-16T00:05:14Z", "evidence_quality": "full", "llm_enrichment": true, "meta_bugs": [ @@ -1426,7 +1426,7 @@ "cluster_id": "cluster-43824-3", "summary": "Cluster of 1 issues and 2 PRs centered on issue #43824.", "status": "open", - "confidence": 0.55, + "confidence": 0.75, "canonical_issue_number": 43824, "canonical_pr_number": 43836, "issue_numbers": [ @@ -1437,7 +1437,8 @@ 43842 ], "evidence_types": [ - "closing_reference" + "closing_reference", + "shared_issue_target" ], "pr_comparisons": [ { @@ -1682,6 +1683,281 @@ ] } ] + }, + { + "cluster_id": "cluster-44018-2", + "summary": "Cluster of 2 related pull requests linked by soft_similarity.", + "status": "open", + "confidence": 0.5, + "canonical_issue_number": null, + "canonical_pr_number": 44068, + "issue_numbers": [], + "pr_numbers": [ + 44018, + 44068 + ], + "evidence_types": [ + "soft_similarity" + ], + "pr_comparisons": [ + { + "left_pr_number": 44018, + "right_pr_number": 44068, + "code_similarity": 0.766, + "size_similarity": 0.939, + "file_overlap": 1.0, + "area_overlap": 0.425, + "patch_similarity": 0.866, + "shared_filenames": [ + "src/transformers/models/gpt_neo/modeling_gpt_neo.py", + "tests/models/gpt_neo/test_modeling_gpt_neo.py" + ], + "shared_file_areas": [ + { + "filename": "src/transformers/models/gpt_neo/modeling_gpt_neo.py", + "left_ranges": [ + [ + 26, + 46 + ], + [ + 138, + 143 + ], + [ + 182, + 187 + ], + [ + 283, + 295 + ], + [ + 327, + 341 + ], + [ + 348, + 354 + ], + [ + 360, + 369 + ], + [ + 399, + 406 + ], + [ + 411, + 419 + ], + [ + 428, + 433 + ], + [ + 472, + 492 + ], + [ + 507, + 513 + ], + [ + 519, + 528 + ], + [ + 541, + 559 + ], + [ + 562, + 567 + ], + [ + 595, + 601 + ], + [ + 607, + 614 + ], + [ + 627, + 643 + ], + [ + 685, + 690 + ], + [ + 708, + 714 + ], + [ + 720, + 727 + ], + [ + 740, + 757 + ], + [ + 761, + 766 + ], + [ + 780, + 786 + ], + [ + 791, + 798 + ], + [ + 807, + 822 + ], + [ + 840, + 845 + ] + ], + "right_ranges": [ + [ + 26, + 31 + ], + [ + 34, + 44 + ], + [ + 136, + 141 + ], + [ + 180, + 185 + ], + [ + 281, + 293 + ], + [ + 325, + 339 + ], + [ + 346, + 352 + ], + [ + 358, + 367 + ], + [ + 397, + 404 + ], + [ + 409, + 417 + ], + [ + 426, + 434 + ], + [ + 463, + 483 + ], + [ + 498, + 504 + ], + [ + 510, + 519 + ], + [ + 532, + 550 + ], + [ + 553, + 564 + ], + [ + 586, + 592 + ], + [ + 598, + 605 + ], + [ + 618, + 634 + ], + [ + 676, + 688 + ], + [ + 699, + 705 + ], + [ + 711, + 718 + ], + [ + 731, + 748 + ], + [ + 752, + 762 + ], + [ + 771, + 777 + ], + [ + 782, + 789 + ], + [ + 798, + 813 + ], + [ + 831, + 836 + ] + ] + }, + { + "filename": "tests/models/gpt_neo/test_modeling_gpt_neo.py", + "left_ranges": [ + [ + 458, + 464 + ] + ], + "right_ranges": [ + [ + 458, + 464 + ] + ] + } + ] + } + ] } ], "duplicate_issues": [], @@ -1729,7 +2005,7 @@ 43842 ], "target_issue_number": 43824, - "reason": "PRs in cluster-43824-3 are treated as duplicates because they converge on issue #43824 with closing_reference evidence." + "reason": "PRs in cluster-43824-3 are treated as duplicates because they converge on issue #43824 with closing_reference, shared_issue_target evidence." }, { "cluster_id": "cluster-43979-11", @@ -1748,6 +2024,15 @@ "target_issue_number": 43979, "reason": "PRs in cluster-43979-11 are treated as duplicates because they converge on issue #43979 with closing_reference, shared_issue_target, soft_similarity evidence." }, + { + "cluster_id": "cluster-44018-2", + "canonical_pr_number": 44068, + "duplicate_pr_numbers": [ + 44018 + ], + "target_issue_number": null, + "reason": "PRs in cluster-44018-2 are treated as duplicates because they share soft_similarity evidence." + }, { "cluster_id": "cluster-45081-3", "canonical_pr_number": 45317, diff --git a/analysis/current/analysis-report-hybrid.llm-reviews.json b/analysis/current/analysis-report-hybrid.llm-reviews.json index 61a620d562187f8c9d10fa17486998da18bc06e4..ed3e67b287f2d479acf0218ef432edc8fc348d31 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": "20260515T180026Z", - "generated_at": "2026-05-15T18:10:39Z", + "snapshot_id": "20260516T000042Z", + "generated_at": "2026-05-16T00:05:14Z", "model": "gpt-5.4-mini?service_tier=flex", "reviews": [ { @@ -131,14 +131,14 @@ "issue:41093|issue:43638", "issue:43792|issue:45901" ], - "prepared_review_unit_hash": "184deb9bdd0407ffb4bdbdf8985a1fe3f9bfb0dc57d12b0b5b8ff8124647d47f", + "prepared_review_unit_hash": "4a9071dcd5cd890b54780b931e3b8b16f18611bd6590e7ed282fa1d5dfb3fe8d", "component_budget": { "node_count": 402, "item_count": 402, "soft_pair_count": 1504, - "serialized_chars": 775931, - "estimated_input_tokens": 193983, - "estimated_eval_tokens": 388222 + "serialized_chars": 775933, + "estimated_input_tokens": 193984, + "estimated_eval_tokens": 388224 }, "budget": { "node_count": 48, @@ -153,333 +153,375 @@ "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "The cluster is mostly heterogeneous, with a few clear similarity pockets. The ZeRO-3/BERT items are very similar and likely the same bug family, but the evidence is not strong enough to call 43638 an exact duplicate of 43596; 43596 remains the best anchor for that subgroup. The tokenizer-ID regression pair is a strong duplicate candidate, and the mask-shape IndexError items look like the same family as well.", - "confidence": 0.63, - "canonical_issue_reason": "issue:43596 is the cleanest anchor for the ZeRO-3 empty-tensor/index-out-of-bounds subgroup: it is the most generic BERT + ZeRO-3 report, while 43638 and 41762 read as very similar neighbors rather than proven exact duplicates.", + "summary": "Mostly a heterogeneous cluster of unrelated issue reports, but there are two genuine duplicate pockets: DeepSpeed ZeRO-3/BERT size-0 index failures and AutoTokenizer wrong-token-ID v5 regressions. No pull requests are present.", + "confidence": 0.84, + "canonical_issue_reason": "issue:43596 is the clearest canonical anchor for the repeated DeepSpeed ZeRO-3/BERT \"index 0 is out of bounds for dimension 0 with size 0\" failure and is the best match to its near-duplicate 43638.", "canonical_pr_reason": null, - "best_issue_reason": "issue:43596 is the best overall issue representative for the ZeRO-3 subgroup because it captures the shared failure mode with the broadest framing and sits at the center of the strongest similarity cluster.", + "best_issue_reason": "issue:43596 is the best overall issue to keep as canonical because it captures the most concrete, repeated bug in the cluster and cleanly represents the closest duplicate pair.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:44322", "right": "issue:45464", "accept": false, - "reason": "Different failures: Qwen3.5 config attribute error vs streaming chat/completions behavior." + "reason": "Different symptoms: Qwen3.5 config AttributeError vs streaming chat/completions failure." }, { "left": "issue:45237", "right": "issue:45685", "accept": false, - "reason": "AMD GPU load failure and MPS histogram Int backend error are unrelated backend-specific bugs." + "reason": "Different bugs: AMD GPU runtime failure vs MPS histogram op unsupported for Int." }, { "left": "issue:43716", "right": "issue:45237", "accept": false, - "reason": "Image preprocessor dtype mismatch is a different issue from the AMD GPU device-mapping failure." + "reason": "Different models and failure modes: Mistral-3 dtype mismatch vs GPT-OSS on AMD GPUs." }, { "left": "issue:43828", "right": "issue:45237", "accept": false, - "reason": "Autocast dtype mismatch in Phi-MoE is unrelated to the AMD GPU runtime failure." + "reason": "Autocast dtype mismatch in Phi-tiny-MoE vs AMD GPU execution failure in GPT-OSS." }, { "left": "issue:45237", "right": "issue:45507", "accept": false, - "reason": "Different code paths: AMD GPU support failure vs GraniteMoEHybrid calling an invalid method." + "reason": "Different code paths: AMD GPU runtime issue vs invalid method call in GraniteMoEHybrid." }, { "left": "issue:44292", "right": "issue:45237", "accept": false, - "reason": "Qwen NVFP4 runtime error is unrelated to the AMD GPU failure." + "reason": "Qwen-3-8B NVFP4 runtime failure vs AMD GPU failure; not the same bug." }, { "left": "issue:30277", "right": "issue:35545", "accept": false, - "reason": "DeepSpeed collective mismatch and ModernBERT ONNX export are unrelated." + "reason": "DeepSpeed collective mismatch vs ModernBERT ONNX export; unrelated." }, { "left": "issue:35545", "right": "issue:42915", "accept": false, - "reason": "ModernBERT export failure and Qwen3Moe FP8 failure are different bugs." + "reason": "Both are model issues, but ModernBERT ONNX export and Qwen3Moe FP8 failure are different code paths." }, { "left": "issue:35545", "right": "issue:41720", "accept": false, - "reason": "ONNX export error and Qwen3 auto-device-map cuda assert are unrelated." + "reason": "ModernBERT ONNX export vs Qwen3 auto device-map cuda assert; unrelated." }, { "left": "issue:44509", "right": "issue:44512", "accept": false, - "reason": "Both are docs cleanup items, but they target different removed features." + "reason": "Both are docs regressions, but they cover different removed v5 topics (pipeline tasks vs run command)." }, { "left": "issue:35545", "right": "issue:36010", "accept": false, - "reason": "ModernBERT export and GenerationMixin import failure are unrelated." + "reason": "ModernBERT ONNX export vs GenerationMixin import failure; unrelated." }, { "left": "issue:44805", "right": "issue:45823", "accept": false, - "reason": "Mask/index shape mismatch and Gemma4 PLE device mismatch are different failures." + "reason": "Mask-shape IndexError vs Gemma4 device mismatch are different failures." }, { "left": "issue:43638", "right": "issue:44805", "accept": false, - "reason": "ZeRO-3 empty-tensor IndexError and mask/tensor shape mismatch are different bug families." + "reason": "Different concrete errors: ZeRO-3/Bert size-0 index error vs mask/tensor shape mismatch." }, { "left": "issue:43596", "right": "issue:44805", "accept": false, - "reason": "Different root causes: ZeRO-3 loading failure vs mask-shape IndexError." + "reason": "Different concrete errors: ZeRO-3/Bert size-0 index error vs mask/tensor shape mismatch." }, { "left": "issue:44805", "right": "issue:45161", "accept": false, - "reason": "Mask-shape IndexError and GPT-OSS TP-only failure are unrelated." + "reason": "Mask-shape IndexError vs GPT-OSS TP-only failure; different bugs." }, { "left": "issue:44805", "right": "issue:44918", "accept": false, - "reason": "Unpacking embeddings with TRL SFT and the mask-shape IndexError are different bugs." + "reason": "Mask-shape IndexError vs Qwen3.5 embedding unpacking failure with TRL; not the same bug." }, { "left": "issue:34634", "right": "issue:35545", "accept": false, - "reason": "BarkProcessor voice preset and ModernBERT export are unrelated." + "reason": "BarkProcessor voice_preset bug vs ModernBERT ONNX export; unrelated." }, { "left": "issue:30277", "right": "issue:43638", "accept": false, - "reason": "Collective mismatch under ZeRO-3 is a different failure from the empty-tensor index-out-of-bounds bug." + "reason": "Different DeepSpeed failures: collective mismatch vs BertModel size-0 index error." }, { "left": "issue:43596", "right": "issue:43638", - "accept": false, - "reason": "Very similar ZeRO-3/BERT IndexError reports, but not enough evidence to treat them as an exact duplicate." + "accept": true, + "reason": "Same ZeRO-3/BERT size-0 index-out-of-bounds load failure; only the model wording differs." }, { "left": "issue:43039", "right": "issue:45161", "accept": false, - "reason": "Liger Kernel cross_entropy call and GPT-OSS TP-only failure are unrelated." + "reason": "Liger Kernel cross_entropy call vs GPT-OSS TP-only issue; different code paths." }, { "left": "issue:43975", "right": "issue:44457", "accept": false, - "reason": "DeepSeek detokenization and LoRA merge/save mismatch are different bugs." + "reason": "Different symptoms and scope: detokenization regression for DeepSeek-Coder vs LoRA merge/save/reload mismatch." }, { "left": "issue:44292", "right": "issue:44457", "accept": false, - "reason": "Qwen NVFP4 runtime failure and LoRA merge/save mismatch are unrelated." + "reason": "NVFP4 runtime failure vs LoRA merge/save/reload mismatch; unrelated." }, { "left": "issue:34928", "right": "issue:44805", "accept": false, - "reason": "Activation-checkpointing/FSDP recompute mismatch is unrelated to the mask-shape IndexError." + "reason": "Activation checkpointing/FSDP recompute mismatch vs mask-shape IndexError; different bugs." }, { "left": "issue:24643", "right": "issue:30277", "accept": false, - "reason": "DeepSpeed weight-dimension error and collective mismatch are different failures." + "reason": "DeepSpeed weight 2-D error vs collective mismatch; distinct training failures." }, { "left": "issue:45859", "right": "issue:45902", "accept": false, - "reason": "Same model family, but CPU offload incompatibility and meta-to-empty uninitialized-memory are different bugs." + "reason": "Both involve Qwen3_5Moe rotary embeddings, but CPU offload incompatibility vs uninitialized memory after to_empty(cuda) are different concrete bugs." }, { "left": "issue:43638", "right": "issue:45161", "accept": false, - "reason": "ZeRO-3 loading failure and GPT-OSS TP-only failure are unrelated." + "reason": "Bert ZeRO-3 size-0 index error vs GPT-OSS TP-only issue; unrelated." }, { "left": "issue:34928", "right": "issue:36331", "accept": false, - "reason": "FSDP activation checkpointing mismatch and compute_loss signature change are unrelated." + "reason": "FSDP activation checkpointing mismatch vs CustomTrainer compute_loss kwarg change; not the same issue." }, { "left": "issue:43596", "right": "issue:45161", "accept": false, - "reason": "ZeRO-3 loading failure and GPT-OSS TP-only failure are unrelated." + "reason": "Bert ZeRO-3 size-0 index error vs GPT-OSS TP-only issue; unrelated." }, { "left": "issue:43716", "right": "issue:45507", "accept": false, - "reason": "Mixed-precision dtype mismatch and GraniteMoEHybrid invalid method are different bugs." + "reason": "Mistral-3 dtype mismatch vs GraniteMoEHybrid invalid method; unrelated." }, { "left": "issue:39290", "right": "issue:45081", "accept": false, - "reason": "Gemma3 vLLM attribute regression and Mistral regex patch crash are unrelated." + "reason": "Gemma3 config missing field in vLLM vs Mistral tokenizer regex patch crash." }, { "left": "issue:45823", "right": "issue:45874", "accept": false, - "reason": "Gemma4 device-mapping mismatch and reverse embedding lookup are different issues." + "reason": "Gemma4 device mismatch vs expensive reverse embedding lookup; same family but different failures." }, { "left": "issue:43425", "right": "issue:44292", "accept": false, - "reason": "Torch version incompatibility and Qwen NVFP4 runtime error are unrelated." + "reason": "Torch 2.10 compatibility vs Qwen-3-8B NVFP4 runtime failure; unrelated." }, { "left": "issue:43828", "right": "issue:45161", "accept": false, - "reason": "Autocast dtype mismatch and GPT-OSS TP-only failure are different code paths." + "reason": "Phi autocast dtype mismatch vs GPT-OSS TP-only failure; different code paths." }, { "left": "issue:44918", "right": "issue:45161", "accept": false, - "reason": "TRL SFT embedding unpacking failure is unrelated to the GPT-OSS TP issue." + "reason": "Qwen3.5 embedding unpacking with TRL vs GPT-OSS TP-only failure; unrelated." }, { "left": "issue:43716", "right": "issue:45685", "accept": false, - "reason": "Mixed-precision dtype mismatch and MPS histogram Int backend error are unrelated." + "reason": "Mistral-3 dtype mismatch vs MPS histogram_mps Int error; unrelated." }, { "left": "issue:43828", "right": "issue:44292", "accept": false, - "reason": "Autocast dtype mismatch and Qwen NVFP4 runtime failure are different bugs." + "reason": "Phi autocast dtype mismatch vs Qwen-3-8B NVFP4 runtime failure; unrelated." + }, + { + "left": "issue:43716", + "right": "issue:44292", + "accept": false, + "reason": "Mistral-3 image-preprocessor dtype mismatch vs Qwen-3-8B NVFP4 runtime failure; unrelated." + }, + { + "left": "issue:44292", + "right": "issue:44918", + "accept": false, + "reason": "Qwen-3-8B NVFP4 runtime vs Qwen3.5 embedding unpacking; different failures." + }, + { + "left": "issue:43039", + "right": "issue:44918", + "accept": false, + "reason": "Liger Kernel cross_entropy issue vs Qwen3.5 embedding unpacking; not the same bug." + }, + { + "left": "issue:41762", + "right": "issue:43638", + "accept": false, + "reason": "Both are Zero-3 index errors, but on different model families and load paths; not enough evidence of the same bug." + }, + { + "left": "issue:43827", + "right": "issue:44512", + "accept": false, + "reason": "Outdated docs on removed pipeline tasks vs outdated docs on removed run command; different cleanup items." + }, + { + "left": "issue:43716", + "right": "issue:44560", + "accept": false, + "reason": "Mistral-3 dtype mismatch vs Qwen3-vl video StopIteration; unrelated." + }, + { + "left": "issue:43828", + "right": "issue:45685", + "accept": false, + "reason": "Phi autocast dtype mismatch vs MPS histogram_mps Int error; unrelated." }, { "left": "issue:44560", "right": "issue:45685", "accept": false, - "reason": "Video StopIteration in Qwen3-vl-embedding is unrelated to the MPS histogram Int backend bug." + "reason": "Qwen3-vl video StopIteration vs MPS histogram_mps Int error; unrelated." }, { "left": "issue:43039", "right": "issue:43828", "accept": false, - "reason": "Liger Kernel cross_entropy call and autocast dtype mismatch are different issues." + "reason": "Liger Kernel cross_entropy issue vs Phi autocast dtype mismatch; different code paths." }, { "left": "issue:30277", "right": "issue:36331", "accept": false, - "reason": "DeepSpeed collective mismatch and CustomTrainer compute_loss signature mismatch are unrelated." + "reason": "DeepSpeed collective mismatch vs Trainer compute_loss signature change; unrelated." }, { "left": "issue:34928", "right": "issue:36010", "accept": false, - "reason": "Activation-checkpointing/FSDP bug and GenerationMixin import failure are unrelated." + "reason": "FSDP activation checkpointing mismatch vs GenerationMixin import failure; unrelated." }, { "left": "issue:43039", "right": "issue:44805", "accept": false, - "reason": "Liger Kernel cross_entropy call and mask-shape IndexError are unrelated." + "reason": "Liger Kernel cross_entropy issue vs mask-shape IndexError; unrelated." }, { "left": "issue:41762", - "right": "issue:43638", + "right": "issue:43596", "accept": false, - "reason": "Strongly similar ZeRO-3 empty-tensor IndexError reports, but the available evidence does not prove they are the same exact bug." + "reason": "Gemma3 ZeRO-3 load error vs Bert ZeRO-3 load error; similar surface area but not clearly the same bug." }, { "left": "issue:43901", "right": "issue:44512", "accept": false, - "reason": "Docs around return_all_scores and docs around the removed run command are separate cleanup items." + "reason": "Different docs regressions: return_all_scores mention vs removed run command." }, { "left": "issue:39290", "right": "issue:41720", "accept": false, - "reason": "Gemma3 vLLM attribute regression and Qwen3 auto-device-map cuda assert are unrelated." + "reason": "Gemma3 config missing field in vLLM vs Qwen3 auto device-map cuda assert; unrelated." }, { "left": "issue:45237", "right": "issue:45901", "accept": false, - "reason": "AMD GPU support failure and table-question-answering crash are different bugs." + "reason": "AMD GPU GPT-OSS failure vs table-question-answering crash; unrelated." }, { "left": "issue:44841", "right": "issue:45823", "accept": false, - "reason": "Processor failure for Voxtral and Gemma4 device mismatch are unrelated." + "reason": "Voxtral processor failure vs Gemma4 device mismatch; unrelated." }, { "left": "issue:43039", "right": "issue:44560", "accept": false, - "reason": "Liger Kernel cross_entropy call and Qwen3-vl video StopIteration are unrelated." + "reason": "Liger Kernel cross_entropy issue vs Qwen3-vl video StopIteration; unrelated." }, { "left": "issue:45812", "right": "issue:45920", "accept": true, - "reason": "Same silent v4\u2192v5 AutoTokenizer wrong-token-ID regression, reported across different model families." + "reason": "Same AutoTokenizer wrong-token-ID v5 regression; 45920 broadens the affected model list but points to the same tokenizer path." }, { "left": "issue:43866", "right": "issue:44863", "accept": false, - "reason": "Ovis2 checkpoint corruption and NemotronH checkpoint loading failure are unrelated." + "reason": "Ovis2 checkpoint corrupted vs NemotronH checkpoint loading implementation issue; different root causes." }, { "left": "issue:43854", "right": "issue:43866", "accept": false, - "reason": "Unit-test load failure and checkpoint corruption are not the same underlying bug." + "reason": "GLM-4.7-Flash unit test load failure vs Ovis2 checkpoint corrupted; not the same bug." }, { "left": "issue:41093", - "right": "issue:44805", - "accept": true, - "reason": "Same mask-shape IndexError template; likely the same masking/indexing bug family." + "right": "issue:43638", + "accept": false, + "reason": "Mask/tensor shape IndexError vs Bert ZeRO-3 size-0 index error; different error signatures." }, { "left": "issue:43792", "right": "issue:45901", "accept": false, - "reason": "Whisper load failure and table-question-answering crash are unrelated." + "reason": "Whisper can't run vs table-question-answering crash; unrelated." } ] }, "evaluator_result": { - "accept": false, - "feedback": "The cluster summary is mostly reasonable, but it overstates the evidence for the ZeRO-3 subgroup. In the packet, 43596 and 43638 are strongly similar, but there is no explicit proof that 43638 is an exact duplicate of 43596; likewise, calling them the 'same concrete code path' is stronger than the available evidence supports. Please tone these claims down to 'very similar' or 'likely same bug family' rather than exact duplicate." + "accept": true, + "feedback": "The summary is grounded in the packet and stays conservative on the soft edges. The two accepted duplicate pockets are well supported by the issue titles: 43596/43638 for the ZeRO-3/BERT size-0 index error and 45812/45920 for the AutoTokenizer v5 regression. The rejected pairs are appropriately treated as distinct based on differing symptoms or scopes, and there are no PRs to evaluate." }, "evaluator_used": true, - "retried": true, + "retried": false, "accepted_nontrivial_soft_edge": true, "error_kind": null, "error_message": null @@ -492,8 +534,8 @@ "review_unit_count": 47, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-402", "nodes": [ @@ -591,9 +633,9 @@ "node_count": 402, "item_count": 402, "soft_pair_count": 1504, - "serialized_chars": 775931, - "estimated_input_tokens": 193983, - "estimated_eval_tokens": 388222 + "serialized_chars": 775933, + "estimated_input_tokens": 193984, + "estimated_eval_tokens": 388224 }, "budget": { "node_count": 48, @@ -863,8 +905,8 @@ "review_unit_count": 47, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-402", "nodes": [ @@ -956,9 +998,9 @@ "node_count": 402, "item_count": 402, "soft_pair_count": 1504, - "serialized_chars": 775931, - "estimated_input_tokens": 193983, - "estimated_eval_tokens": 388222 + "serialized_chars": 775933, + "estimated_input_tokens": 193984, + "estimated_eval_tokens": 388224 }, "budget": { "node_count": 47, @@ -1198,8 +1240,8 @@ "review_unit_count": 47, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-402", "nodes": [ @@ -1292,9 +1334,9 @@ "node_count": 402, "item_count": 402, "soft_pair_count": 1504, - "serialized_chars": 775931, - "estimated_input_tokens": 193983, - "estimated_eval_tokens": 388222 + "serialized_chars": 775933, + "estimated_input_tokens": 193984, + "estimated_eval_tokens": 388224 }, "budget": { "node_count": 48, @@ -1534,8 +1576,8 @@ "review_unit_count": 47, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-402", "nodes": [ @@ -1627,9 +1669,9 @@ "node_count": 402, "item_count": 402, "soft_pair_count": 1504, - "serialized_chars": 775931, - "estimated_input_tokens": 193983, - "estimated_eval_tokens": 388222 + "serialized_chars": 775933, + "estimated_input_tokens": 193984, + "estimated_eval_tokens": 388224 }, "budget": { "node_count": 48, @@ -1946,14 +1988,14 @@ "issue:45276|issue:45292", "issue:45684|issue:45698" ], - "prepared_review_unit_hash": "91a222db6499e3e33eaded5c536a325a04a9e077cc97554153984314deec5032", + "prepared_review_unit_hash": "d3e9395ca6d5a845ac94a50328fa2dd43efc974e54176c0cb319c0ce50e468cb", "component_budget": { "node_count": 402, "item_count": 402, "soft_pair_count": 1504, - "serialized_chars": 775931, - "estimated_input_tokens": 193983, - "estimated_eval_tokens": 388222 + "serialized_chars": 775933, + "estimated_input_tokens": 193984, + "estimated_eval_tokens": 388224 }, "budget": { "node_count": 48, @@ -1968,219 +2010,219 @@ "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "Mostly a loose collection of unrelated Transformers bug reports spanning model loading, tokenization, quantization, and model-specific regressions. Only one clear duplicate pair stands out: the resize_token_embeddings/output_embeddings bug.", - "confidence": 0.83, - "canonical_issue_reason": "issue:45292 is the broader duplicate target: it describes the generic resize_token_embeddings/output_embeddings failure, while issue:45276 is a Gemma4-specific manifestation.", + "summary": "Most pairs are unrelated by bug or code path. The only accepted duplicates are the resize_token_embeddings reports (45276/45292/45335), which all point to the same embedding-propagation regression across related model variants.", + "confidence": 0.85, + "canonical_issue_reason": "issue:45292 is the cleanest generic report for the resize_token_embeddings regression: it states the API-level symptom without extra model-specific detail.", "canonical_pr_reason": null, - "best_issue_reason": "issue:45292 is the best representative because it is the most general statement of the duplicate resize_token_embeddings bug and subsumes the narrower Gemma4 report.", + "best_issue_reason": "issue:45812 is the strongest overall issue candidate because it is open, has multiple inbound references, and its title describes a broad silent regression affecting Granite token IDs.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:45488", "right": "issue:45812", "accept": false, - "reason": "Both are tokenizer regressions, but one is DeepSeek/LlamaTokenizer pre-tokenizer behavior and the other is Granite token IDs; different failures and likely different fixes." + "reason": "Both are tokenizer regressions, but they affect different model families and different failure modes." }, { "left": "issue:39692", "right": "issue:43994", "accept": false, - "reason": "Both involve SigLIP2, but one is a docs/example mismatch with quantization errors and the other is incorrect inference results in AutoModel/pipeline." + "reason": "Same broad area, but one is a docs/example failure and quantization issue while the other is a runtime correctness issue." }, { "left": "issue:43257", "right": "issue:43854", "accept": false, - "reason": "Different models and different loading problems: Qwen3 MoE weight conversion under accelerate/deepspeed vs GLM-4.7-Flash loading in unit tests." + "reason": "Different models and load paths; similar symptom class only." }, { "left": "issue:44488", "right": "issue:44991", "accept": false, - "reason": "Both are tokenizer loading failures, but they concern different models and no shared concrete bug is evident." + "reason": "Both are loading/tokenizer failures, but the titles point to different model-specific defects." }, { "left": "issue:42491", "right": "issue:43931", "accept": false, - "reason": "Unrelated issues: Qwen3 MoE LoRA compatibility across branches vs Qwen3-VL weight shape mismatch." + "reason": "Both involve Qwen3-family loading, but the concrete failures are different." }, { "left": "issue:43856", "right": "issue:43873", "accept": false, - "reason": "Both mention memory, but one is Qwen3 MoE training inefficiency and the other is quantization/offloading behavior." + "reason": "Memory-related, but the reported causes and scenarios differ." }, { "left": "issue:43644", "right": "issue:43645", "accept": false, - "reason": "Both are Transformers 5.0 regressions, but one is junk-filled non-persistent buffers and the other is custom-model initialization in Jupyter." + "reason": "Both are Transformers 5 regressions, but they describe different breakages." }, { "left": "issue:45362", "right": "issue:45406", "accept": false, - "reason": "Different model families and different runtime failures: Qwen3.5 chat crash vs Gemma4Processor missing _tokenizer in serve." + "reason": "Different model families and crash conditions." }, { "left": "issue:43856", "right": "issue:44387", "accept": false, - "reason": "Both are memory-related, but the causes differ: MoE training inefficiency vs int4 quantization reserved-memory OOM." + "reason": "Both involve memory pressure, but not the same underlying bug." }, { "left": "issue:44910", "right": "issue:45588", "accept": false, - "reason": "Different flash-attention bugs: Qwen3.5 position_ids misinterpretation vs s_aux=None AttributeError on sink-less models." + "reason": "Both touch flash attention, but the concrete failure modes are distinct." }, { "left": "issue:42491", "right": "issue:45292", "accept": false, - "reason": "LoRA branch compatibility is unrelated to the resize_token_embeddings/output_embeddings bug." + "reason": "Different problems: LoRA/version compatibility versus embedding resize propagation." }, { "left": "issue:45276", "right": "issue:45335", - "accept": false, - "reason": "Both are resize_token_embeddings issues, but they hit different model implementations and different target modules, so the underlying bug is not clearly the same." + "accept": true, + "reason": "Same resize_token_embeddings propagation bug, reported through related model-specific surfaces." }, { "left": "issue:44164", "right": "issue:44291", "accept": false, - "reason": "Different save/load paths: extra_state handling vs init_empty_weights argument mismatch." + "reason": "Both are save/load issues, but they concern different mechanisms and failures." }, { "left": "issue:36010", "right": "issue:39404", "accept": false, - "reason": "Unrelated import error vs Whisper pipeline return_language regression." + "reason": "Different API breakages with no shared code-path evident." }, { "left": "issue:43404", "right": "issue:43454", "accept": false, - "reason": "Both are weight-tying bugs, but they are reported for different multimodal model classes and are not clearly the same concrete code-path." + "reason": "Both mention untied lm_head weights, but they are model-specific reports without clear shared fix." }, { "left": "issue:41720", "right": "issue:44155", "accept": false, - "reason": "Different subsystems and symptoms: Qwen3 device-map CUDA assert vs AudioFlamingo3 batched inference token leak." + "reason": "Unrelated failures in different subsystems." }, { "left": "issue:44402", "right": "issue:44488", "accept": false, - "reason": "One is a tokenizer vocab-size mismatch, the other is a tokenizer load failure; related theme but not the same bug." + "reason": "Tokenizer vocab mismatch and tokenizer loading failure are different issues." }, { "left": "issue:39692", "right": "issue:44960", "accept": false, - "reason": "Both touch model families with similar naming, but the bugs are about docs/example errors vs a GLM5-specific issue." + "reason": "Different models and different symptoms." }, { "left": "issue:43425", "right": "issue:43957", "accept": false, - "reason": "Different issues: Torch 2.10 compatibility vs meta-device model loading regressions." + "reason": "Compatibility issues, but they are about different stack layers." }, { "left": "issue:42947", "right": "issue:45704", "accept": false, - "reason": "Gradient checkpointing with LoRA is unrelated to the apex.FusedRMSNorm memory leak in T5." + "reason": "Different subsystems entirely." }, { "left": "issue:45663", "right": "issue:45759", "accept": false, - "reason": "Different bugs: Gemma4 FSDP2 shared_kv_states failure vs Qwen 3.5/3.6 multimodal config unwrapping." + "reason": "Different model families and mechanisms." }, { "left": "issue:43335", "right": "issue:45663", "accept": false, - "reason": "SwitchTransformers sparse-layer configuration is unrelated to Gemma4 FSDP2 attention state handling." + "reason": "Unrelated configuration bug versus FSDP2 state handling bug." }, { "left": "issue:43873", "right": "issue:44387", "accept": false, - "reason": "Different memory regressions with different triggers: quantization offloading vs int4 CUDA reserved-memory growth." + "reason": "Both can lead to OOM, but the underlying causes differ." }, { "left": "issue:45663", "right": "issue:45859", "accept": false, - "reason": "Gemma4 FSDP2 attention state bug is unrelated to Qwen3.5 MoE CPU offload incompatibility." + "reason": "Different models and code paths." }, { "left": "issue:44291", "right": "issue:44756", "accept": false, - "reason": "TypeError from init_empty_weights is unrelated to disabling mmap for Strix Halo OOM." + "reason": "Constructor/init error versus platform-specific mmap OOM workaround." }, { "left": "issue:44155", "right": "issue:45823", "accept": false, - "reason": "AudioFlamingo3 track leakage and Gemma4 PLE device mismatch are different code paths." + "reason": "Different model-specific forward bugs." }, { "left": "issue:44292", "right": "issue:44912", "accept": false, - "reason": "Different quantization problems: NVFP4 loading error vs MXFP4 fallback to bf16." + "reason": "Quantized-loading issues, but for different formats and model families." }, { "left": "issue:44387", "right": "issue:44756", "accept": false, - "reason": "Both are OOM-related, but one is int4 quantization memory growth and the other is mmap-specific Strix Halo OOM." + "reason": "Both can cause OOM, but the causes are unrelated." }, { "left": "issue:43854", "right": "issue:45216", "accept": false, - "reason": "Different regressions: GLM-4.7-Flash loading in tests vs Qwen3.5 save_pretrained checkpoint corruption." + "reason": "Different classes of bugs in save/load behavior." }, { "left": "issue:44743", "right": "issue:44960", "accept": false, - "reason": "Qwen3 modular recurrent-state caching bug is unrelated to the generic GLM5 issue." + "reason": "A cache/state bug and a generic model issue are unrelated." }, { "left": "issue:43957", "right": "issue:44756", "accept": false, - "reason": "Meta-device loading failures and Strix Halo mmap OOM are unrelated." + "reason": "Different problems: meta-device loading regression versus Strix Halo mmap OOM workaround." }, { "left": "issue:45276", "right": "issue:45292", "accept": true, - "reason": "Same underlying resize_token_embeddings bug: both report output embeddings not being updated, with 45276 being the Gemma4-specific reproduction and 45292 the broader generic report." + "reason": "Same resize_token_embeddings regression, with 45292 as the broader API-level report." }, { "left": "issue:45684", "right": "issue:45698", "accept": false, - "reason": "Both concern save/load of custom models, but one is read-only file permissions from save_pretrained and the other is loading the wrong custom module after save_pretrained." + "reason": "Both involve save/load with custom modules, but the actual failures differ." } ] }, "evaluator_result": { - "accept": true, - "feedback": "The summary is grounded in the packet and stays conservative overall. The only accepted soft-edge pair, issue:45276 vs issue:45292, is well supported by the nearly identical resize_token_embeddings/output_embeddings wording. The other pairwise rejections are cautious and the narrative does not overclaim broader duplication." + "accept": false, + "feedback": "The cluster summary is mostly grounded, and the 45276/45292 duplicate call looks conservative. However, the best_issue_reason overstates the evidence by saying issue:45812 is 'clearly reproduced'\u2014the packet only shows metadata (open state, inbound refs, title), not the reproduction quality. Please tone that down to a packet-supported claim or remove it." }, "evaluator_used": true, - "retried": false, + "retried": true, "accepted_nontrivial_soft_edge": true, "error_kind": null, "error_message": null @@ -2193,8 +2235,8 @@ "review_unit_count": 47, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-402", "nodes": [ @@ -2288,9 +2330,9 @@ "node_count": 402, "item_count": 402, "soft_pair_count": 1504, - "serialized_chars": 775931, - "estimated_input_tokens": 193983, - "estimated_eval_tokens": 388222 + "serialized_chars": 775933, + "estimated_input_tokens": 193984, + "estimated_eval_tokens": 388224 }, "budget": { "node_count": 48, @@ -2624,14 +2666,14 @@ "issue:43089|issue:45987", "issue:45084|issue:45507" ], - "prepared_review_unit_hash": "8664bfbb92e3c2987d4422374eafded9829395d2986d47fe25538558739bc4ab", + "prepared_review_unit_hash": "1858bbbedd047516c17442ec02fb8078a7b6734e16a81c483fb3dfe96b027f0d", "component_budget": { "node_count": 402, "item_count": 402, "soft_pair_count": 1504, - "serialized_chars": 775931, - "estimated_input_tokens": 193983, - "estimated_eval_tokens": 388222 + "serialized_chars": 775933, + "estimated_input_tokens": 193984, + "estimated_eval_tokens": 388224 }, "budget": { "node_count": 48, @@ -2646,213 +2688,210 @@ "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "The cluster is heterogeneous and the soft evidence does not justify any duplicate merges. In particular, the two most tempting pairs, 44206/44220 and 43452/43482, are only thematically similar; the packet marks both as non-duplicates, so they should not be treated as confirmed dupes.", - "confidence": 0.9, - "canonical_issue_reason": "issue:43611 is the broadest representative of the v5 loading/init regression subgroup, though it does not capture the whole mixed cluster.", + "summary": "This cluster is mostly a grab bag of unrelated closed issues across tokenizers, model loading, vision/audio preprocessing, training state, cache, and generation. The title/body signals do not support merging any soft pair as the same underlying bug or change.", + "confidence": 0.98, + "canonical_issue_reason": "No single issue is a reliable canonical representative: the items span unrelated regressions and subsystems rather than one duplicate family.", "canonical_pr_reason": null, - "best_issue_reason": "issue:43611 is the best single representative because it sits in the largest coherent subgroup of v5-related loading regressions.", + "best_issue_reason": "No best issue stands out as a cluster anchor because the set does not converge on one bug class or code path.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:32090", "right": "issue:39404", "accept": false, - "reason": "Different subsystems: Trainer GPU broadcast TypeError vs Whisper pipeline return_language regression." + "reason": "Trainer GPU broadcast NoneType error and Whisper return_language regression are unrelated code paths." }, { "left": "issue:43856", "right": "issue:44756", "accept": false, - "reason": "Unrelated problems: Qwen3 MoE training memory usage vs Strix Halo mmap OOM avoidance." + "reason": "Qwen3 MoE training memory usage and Strix Halo mmap OOM are different memory problems with different triggers." }, { "left": "issue:44991", "right": "issue:45081", "accept": false, - "reason": "Both are tokenizer-loading failures, but the models and failure modes differ." + "reason": "Separate loading failures: EMBEDDIA tokenizer regression vs Mistral regex patch/backend_tokenizer crash." }, { "left": "issue:44737", "right": "issue:45859", "accept": false, - "reason": "Both involve device/offload themes, but the actual code paths are different." + "reason": "XLNet CPU arange bug and Qwen3.5 MoE CPU-offload incompatibility are different model-specific issues." }, { "left": "issue:44164", "right": "issue:44479", "accept": false, - "reason": "save/from_pretrained extra_state handling is unrelated to the Qwen video-input regression." + "reason": "Checkpoint extra_state handling and video-input regression are unrelated serialization vs multimodal-input bugs." }, { "left": "issue:43582", "right": "issue:43632", "accept": false, - "reason": "Apple Silicon caching allocator warmup TypeError is unrelated to the _is_hf_initialized regression." + "reason": "Apple Silicon allocator warmup TypeError and _is_hf_initialized flag regression are distinct initialization paths." }, { "left": "issue:44488", "right": "issue:45081", "accept": false, - "reason": "Both are tokenizer-load bugs, but for different models and different root causes." + "reason": "Loading a specific BERT model and Mistral tokenizer regex patch failure do not share the same bug." }, { "left": "issue:44661", "right": "issue:44683", "accept": false, - "reason": "Model-mapping logic and compiled flex_attention are unrelated." + "reason": "Model registration failure and compiled flex_attention failure are entirely different subsystems." }, { "left": "issue:40990", "right": "issue:43421", "accept": false, - "reason": "Perplexity on gpt-oss-20b is unrelated to runtime post-processor updates in TokenizersBackend." + "reason": "High perplexity on a model and runtime post-processor updates are not the same defect." }, { "left": "issue:44488", "right": "issue:44987", "accept": false, - "reason": "Both are model-load failures, but there is no concrete shared bug or code path." + "reason": "Both are load failures, but they affect different models and likely different root causes." }, { "left": "issue:43611", "right": "issue:43644", "accept": false, - "reason": "Both are v5 regressions, but base_model_prefix loading and non-persistent buffer junk are distinct bugs." + "reason": "Base_model_prefix loading regression and junk-filled non-persistent buffers are different v5 issues." }, { "left": "issue:44206", "right": "issue:44220", "accept": false, - "reason": "Same audio feature-extraction area, but the packet does not support a single shared underlying bug." + "reason": "Both touch audio features, but one is an unsupported center arg crash and the other is a separate fbank helper failure." }, { "left": "issue:43716", "right": "issue:45084", "accept": false, - "reason": "Mistral image-preprocessor dtype mismatch is unrelated to the template compilation error." + "reason": "Mistral-3 image-preprocessor dtype mismatch and a template compilation TypeError are unrelated." }, { "left": "issue:43883", "right": "issue:44488", "accept": false, - "reason": "Missing all_tied_weights_keys in Molmo is unrelated to a BERT tokenizer load failure." + "reason": "Molmo tied-weights attribute error and a model loading failure are not the same bug." }, { "left": "issue:43643", "right": "issue:44530", "accept": false, - "reason": "AutoConfig trust_remote_code field loss is unrelated to Qwen3.5 PagedAttentionCache linear_attention failures." + "reason": "AutoConfig trust_remote_code field loss and Qwen3.5 PagedAttentionCache group-type crash are unrelated." }, { "left": "issue:36032", "right": "issue:42915", "accept": false, - "reason": "T5 tokenizer special-token conflict is unrelated to Qwen3 MoE FineGrainedFP8Config failures." + "reason": "T5 tokenizer special-token conflict and Qwen3Moe FP8 config failure are different model/tokenizer problems." }, { "left": "issue:44811", "right": "issue:45584", "accept": false, - "reason": "Both are Whisper-related, but they describe different bugs and code paths." + "reason": "Whisper batch_decode skip_special_tokens behavior and empty-transcription generation failure are distinct symptoms." }, { "left": "issue:34567", "right": "issue:40444", "accept": false, - "reason": "TrainerState token counting and Qwen2.5-VL multi-image finetuning are unrelated." + "reason": "TrainerState token counting and Qwen2.5-VL iterable-dataset finetuning failure are unrelated." }, { "left": "issue:44464", "right": "issue:45987", "accept": false, - "reason": "Chunked generation inconsistency and StaticCache.get_seq_length return-type mismatch are not the same issue." + "reason": "Chunked generation inconsistency with compiled forward and StaticCache seq-length contract bug are different generation issues." }, { "left": "issue:43644", "right": "issue:43646", "accept": false, - "reason": "Both are v5 initialization regressions, but the concrete failures differ." + "reason": "Non-persistent buffer initialization and custom model initialization regressions are not the same underlying problem." }, { "left": "issue:44451", "right": "issue:44987", "accept": false, - "reason": "Different model-loading regressions for different checkpoints; no shared underlying code path is evident." + "reason": "Two separate model-loading regressions on different models; no shared concrete code-path is evident." }, { "left": "issue:43452", "right": "issue:43482", "accept": false, - "reason": "Both are GGUF/loading regressions in v5, but the titles point to different failure modes and models." + "reason": "Generic gguf_file/auto-class breakage and Qwen2.5-GGUF loading failure are related by topic only, not proven duplicates." }, { "left": "issue:43541", "right": "issue:45084", "accept": false, - "reason": "Grouped_mm tracing failure and non-template node compilation error are unrelated." + "reason": "Torch dynamo grouped_mm tracing error and non-template-node compile TypeError are unrelated compiler issues." }, { "left": "issue:42915", "right": "issue:44530", "accept": false, - "reason": "Different Qwen runtime issues: FP8 training config vs PagedAttentionCache linear_attention crash." + "reason": "Qwen3Moe FP8 training failure and Qwen3.5 linear_attention cache crash are different MoE/cache bugs." }, { "left": "issue:43317", "right": "issue:43482", "accept": false, - "reason": "Dequantized model offload failure is unrelated to GGUF loading regression." + "reason": "Device-map offload loading failure and GGUF v5 loading failure use different loading paths." }, { "left": "issue:44849", "right": "issue:45325", "accept": false, - "reason": "Qwen3.5 hidden_states behavior and Qwen2.5-VL rope-index scaling are different model-specific bugs." + "reason": "Qwen3.5 hidden-states bug and Qwen2.5-VL rope-index scaling bug are unrelated model-specific regressions." }, { "left": "issue:36032", "right": "issue:43645", "accept": false, - "reason": "Tokenizer special-token conflict is unrelated to Jupyter custom-model initialization." + "reason": "Tokenizer add_special_tokens conflict and notebook custom-model init failure are different problems." }, { "left": "issue:44987", "right": "issue:44991", "accept": false, - "reason": "Both fail on model loading, but they concern different models and different failure modes." + "reason": "Both are version-related load failures, but they affect different artifacts and appear to stem from different regressions." }, { "left": "issue:43883", "right": "issue:44991", "accept": false, - "reason": "Molmo tied-weights attribute error is unrelated to loading EMBEDDIA/est-roberta." + "reason": "Molmo tied-weights attribute error and tokenizer loading failure are unrelated." }, { "left": "issue:43404", "right": "issue:44466", "accept": false, - "reason": "Mistral3 lm_head tying and device-dependent serialization are related to weights, but not the same concrete bug." + "reason": "Mistral3 lm_head not tied and device-dependent serialization inconsistency are related to tied weights broadly, but not the same concrete bug." }, { "left": "issue:43089", "right": "issue:45987", "accept": false, - "reason": "Generation overhead from sync/dispatch and StaticCache seq-length type mismatch are different issues." + "reason": "Generation performance overhead and StaticCache return-type contract are different issues." }, { "left": "issue:45084", "right": "issue:45507", "accept": false, - "reason": "Template compilation TypeError and GraniteMoEHybrid invalid method call are unrelated." + "reason": "Template compilation failure and GraniteMoEHybrid invalid method call are not the same defect." } ] }, - "evaluator_result": { - "accept": false, - "feedback": "The summary overstates the evidence. In the packet, every soft-pair verdict is deterministic_accept=false, including the two pairs the summary calls true duplicates (`44206/44220` and `43452/43482`). That makes the claim that these are duplicates unsupported. The rest of the summary is broadly conservative, but this specific conclusion is too strong for the provided evidence." - }, - "evaluator_used": true, - "retried": true, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, "accepted_nontrivial_soft_edge": false, "error_kind": null, "error_message": null @@ -2865,8 +2904,8 @@ "review_unit_count": 47, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-402", "nodes": [ @@ -2956,9 +2995,9 @@ "node_count": 402, "item_count": 402, "soft_pair_count": 1504, - "serialized_chars": 775931, - "estimated_input_tokens": 193983, - "estimated_eval_tokens": 388222 + "serialized_chars": 775933, + "estimated_input_tokens": 193984, + "estimated_eval_tokens": 388224 }, "budget": { "node_count": 47, @@ -3271,14 +3310,14 @@ "issue:43454|issue:44466", "issue:45325|issue:45834" ], - "prepared_review_unit_hash": "349dad4f140efb7bc3ff5a08bc0a839e2ee5e9ef8db2f482929c436ab23ee9fd", + "prepared_review_unit_hash": "6b5081887ac978aa05ac5a9173698c7b3d9e47d72167a66fbdfbc1726ef3d52a", "component_budget": { "node_count": 402, "item_count": 402, "soft_pair_count": 1504, - "serialized_chars": 775931, - "estimated_input_tokens": 193983, - "estimated_eval_tokens": 388222 + "serialized_chars": 775933, + "estimated_input_tokens": 193984, + "estimated_eval_tokens": 388224 }, "budget": { "node_count": 48, @@ -3293,195 +3332,192 @@ "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is mostly a grab bag of unrelated Transformers v5 regressions, with the strongest umbrella being the open remote_code loading breakage. The Qwen2.5-VL position-id pair should stay rejected: the titles point to related model family bugs, but one is still-image temporal position_id scaling and the other is video vision_position_ids, with no explicit shared code path in the packet.", - "confidence": 0.76, - "canonical_issue_reason": "issue:45020 is the best umbrella issue: it is broad, open, and explicitly covers recent-version regressions breaking model loading with remote_code, which matches the cluster's overall theme.", + "summary": "Mostly a heterogeneous set of transformer/model-loading regression reports with only superficial overlap around Transformers v5 and tokenizer/model edge cases. I did not find any soft pair that is clearly the same underlying bug/change.", + "confidence": 0.34, + "canonical_issue_reason": "Issue 45020 is the broadest umbrella-style report in the set and the best single anchor among otherwise mixed, mostly unrelated regressions.", "canonical_pr_reason": null, - "best_issue_reason": "issue:45020 is the strongest representative for triage because it is the broadest open report and the most plausible place for cross-cutting follow-up links or fixes.", + "best_issue_reason": "Issue 45020 has the widest scope, active discussion, and reads like the most useful representative issue for the cluster, even though the cluster is not a tight duplicate set.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:43421", "right": "issue:44568", "accept": false, - "reason": "Related tokenizer/special-token area, but one is runtime post-processor refresh and the other is add_special_tokens behavior; different bugs." + "reason": "Different tokenizer problems: runtime post-processor sync vs add_special_tokens not inserting BOS/EOS." }, { "left": "issue:43792", "right": "issue:44589", "accept": false, - "reason": "Different failure modes and code paths: Whisper loading versus a Float8 storage lookup error." + "reason": "Whisper model loading/runtime failure is unrelated to the Float8 storage lookup TypeError." }, { "left": "issue:43818", "right": "issue:45357", "accept": false, - "reason": "Different models and bugs: Video-LLaVA tower/weight sharing versus Qwen3.5 visual-encoder save_pretrained keys." + "reason": "Video-LLaVA temporal-attention/weight-sharing bug is unrelated to Qwen3.5 save_pretrained visual-key serialization." }, { "left": "issue:44683", "right": "issue:45020", "accept": false, - "reason": "Torch flex_attention compatibility issue, not the remote_code loading regression." + "reason": "Torch >=2.9 compiled flex_attention failure is a different code path from remote_code model-loading regressions." }, { "left": "issue:44403", "right": "issue:44991", "accept": false, - "reason": "Generic loading noise versus a specific tokenizer loading regression for EMBEDDIA/est-roberta." + "reason": "Generic loading noise and a specific tokenizer-load failure for EMBEDDIA/est-roberta are different issues." }, { "left": "issue:44462", "right": "issue:45812", "accept": false, - "reason": "Both are AutoTokenizer regressions, but they affect different model families and concrete failure modes." + "reason": "Both involve AutoTokenizer, but ignoring tokenizer.json and producing wrong Granite token IDs are distinct bugs." }, { "left": "issue:33666", "right": "issue:40444", "accept": false, - "reason": "Both are Qwen-VL training issues, but multi-GPU training and multiple-images-per-prompt are distinct bugs." + "reason": "Qwen2-VL multi-GPU training and Qwen2.5-VL multi-image IterableDataset failures are different scenarios and failure modes." }, { "left": "issue:44829", "right": "issue:45479", "accept": false, - "reason": "Both affect classification training, but flash_attention_3 behavior and num_labels=1 loss handling are different paths." + "reason": "FlashAttention-3 degenerate training and the num_labels=1 zero-loss bug have different causes." }, { "left": "issue:43317", "right": "issue:43856", "accept": false, - "reason": "Device_map/offload loading failure versus MoE training memory efficiency; not the same bug." + "reason": "device_map offload load failure is unrelated to Qwen3 MoE training memory inefficiency." }, { "left": "issue:43482", "right": "issue:45538", "accept": false, - "reason": "Different areas: GGUF loading with v5 versus CLIPTokenizer model_max_length behavior." + "reason": "GGUF loading failure and CLIPTokenizer model_max_length sentinel handling are unrelated." }, { "left": "issue:43381", "right": "issue:45923", "accept": false, - "reason": "Related to gradient checkpointing, but eval-mode usage and a missing capability flag on a remote-code model are different issues." + "reason": "Eval-mode checkpointing restriction and a missing supports_gradient_checkpointing flag are not the same bug." }, { "left": "issue:35707", "right": "issue:40444", "accept": false, - "reason": "Progressive generation with inputs_embeds/past_key_values is unrelated to Qwen2.5-VL multi-image finetuning." + "reason": "Progressive generation with inputs_embeds/past_key_values is unrelated to multi-image finetuning failures." }, { "left": "issue:44079", "right": "issue:44534", "accept": false, - "reason": "ModelOutput key assignment and non-persistent buffer serialization are separate internal regressions." + "reason": "ModelOutput key assignment and non-persistent buffer junk are separate runtime regressions." }, { "left": "issue:44291", "right": "issue:44589", "accept": false, - "reason": "Unexpected _is_hf_initialized init arg and Float8 storage lookup are different v5 breakages." + "reason": "Unexpected _is_hf_initialized argument during init_empty_weights is unrelated to Float8 storage resolution." }, { "left": "issue:43482", "right": "issue:43525", "accept": false, - "reason": "GGUF loading failure and missing pad_token_id on Llama4Config are unrelated." + "reason": "GGUF loading failure is unrelated to missing pad_token_id on Llama4Config." }, { "left": "issue:43377", "right": "issue:45491", "accept": false, - "reason": "Padding-mask correctness in MIMI encoder versus Gemma3 NaN embeddings from sliding-window attention." + "reason": "Both are batching/padding-related, but MIMI padding masks and Gemma3 all-padding sliding-window NaNs are different model-path bugs." }, { "left": "issue:43749", "right": "issue:44079", "accept": false, - "reason": "FSDP CPU RAM efficient loading and ModelOutput key assignment are distinct regressions." + "reason": "FSDP CPU RAM efficient loading and ModelOutput key handling are unrelated." }, { "left": "issue:40444", "right": "issue:45381", "accept": false, - "reason": "Related model family, but the packet only shows different paths: multi-image training versus video vision_position_ids." + "reason": "Multi-image finetuning failure and Qwen2.5-VL video vision_position_ids are different issues." }, { "left": "issue:43531", "right": "issue:44291", "accept": false, - "reason": "Sliding_window behavior in Qwen3-MoE is unrelated to init_empty_weights/_is_hf_initialized." + "reason": "Qwen3-MoE sliding_window behavior is unrelated to init_empty_weights argument handling." }, { "left": "issue:41720", "right": "issue:45081", "accept": false, - "reason": "Auto device-mapping cudaErrorAssert and a Mistral tokenizer regex crash are unrelated." + "reason": "A800 device-mapping assert and Mistral tokenizer regex patch crash are different subsystems." }, { "left": "issue:43644", "right": "issue:44079", "accept": false, - "reason": "Non-persistent buffers filled with junk and ModelOutput key assignment are different internal bugs." + "reason": "Non-persistent buffer junk is unrelated to ModelOutput key assignment." }, { "left": "issue:44265", "right": "issue:45072", "accept": false, - "reason": "torch.export with torch_compilable_check is unrelated to dtype mismatches in SwitchTransformers/TimmWrapperModel." + "reason": "torch.export/torch_compilable_check failure and bfloat16 dtype mismatches are different bugs." }, { "left": "issue:45325", "right": "issue:45381", "accept": false, - "reason": "Related Qwen2.5-VL bugs, but the packet suggests different code paths: still-image temporal position_ids scaling versus video vision_position_ids." + "reason": "Both are Qwen2.5-VL position-id regressions, but one is still-image rope scaling and the other is video vision_position_ids." }, { "left": "issue:43632", "right": "issue:45072", "accept": false, - "reason": "_is_hf_initialized breaks model init/loading, while this is a dtype mismatch in inference." + "reason": "_is_hf_initialized flag breakage is unrelated to dtype mismatch in inference." }, { "left": "issue:43994", "right": "issue:44898", "accept": false, - "reason": "Both are vision-model correctness issues, but they involve different models and failure mechanisms." + "reason": "SigLIP2 AutoModel/pipeline nonsense outputs and Perceiver interpolation failure are different model-specific bugs." }, { "left": "issue:43611", "right": "issue:43646", "accept": false, - "reason": "Both are v5 loading/init regressions, but one is about base_model_prefix loading and the other custom model initialization." + "reason": "Both are v5 custom-model regressions, but one is about base_model_prefix loading and the other about custom initialization; too different to merge safely." }, { "left": "issue:42175", "right": "issue:43296", "accept": false, - "reason": "Package/backend composition issue versus a specific PaddleOCR-VL loading failure." + "reason": "Missing tensorflow in torch extra and a PaddleOCR-VL/vLLM load failure are unrelated." }, { "left": "issue:43454", "right": "issue:44466", "accept": false, - "reason": "Both involve lm_head weights, but one is a missing tie in a model config and the other is device-dependent serialization inconsistency." + "reason": "lm_head weight tying failure and device-dependent serialization inconsistency are related only at a broad topic level, not the same bug." }, { "left": "issue:45325", "right": "issue:45834", "accept": false, - "reason": "Different model families and symptoms: Qwen2.5-VL position IDs versus Kosmos2.5 OCR long-input index errors." + "reason": "Qwen2.5-VL rope-index scaling and Kosmos2.5 OCR index error are unrelated model-specific failures." } ] }, - "evaluator_result": { - "accept": false, - "feedback": "The summary is mostly grounded, but one soft-edge verdict is too strong: the acceptance of issue:45325 \u2194 issue:45381 goes beyond the packet evidence. The titles suggest related Qwen2.5-VL position-id bugs, but they refer to different paths (still-image temporal position_ids scaling vs. video vision_position_ids), and the packet provides no explicit linkage or shared codepath. Please keep that pair rejected or qualify it more conservatively." - }, - "evaluator_used": true, - "retried": true, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, "accepted_nontrivial_soft_edge": false, "error_kind": null, "error_message": null @@ -3577,14 +3613,14 @@ "issue:43526|issue:43883", "issue:40990|issue:42947" ], - "prepared_review_unit_hash": "75297cbafcc2eb0ea32309ab413ad86c06c538f209d3d94d2606202133b39171", + "prepared_review_unit_hash": "694a6f61a214f066d28787eb7af6bdd617f1b86cf0e7d48f7e5d8ec531831e82", "component_budget": { "node_count": 402, "item_count": 402, "soft_pair_count": 1504, - "serialized_chars": 775931, - "estimated_input_tokens": 193983, - "estimated_eval_tokens": 388222 + "serialized_chars": 775933, + "estimated_input_tokens": 193984, + "estimated_eval_tokens": 388224 }, "budget": { "node_count": 47, @@ -3599,180 +3635,180 @@ "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is very heterogeneous: the items span audio, vision, tokenization, training, checkpointing, and multiple unrelated loading/offload regressions. I don\u2019t see any soft pair that clearly shares the same concrete bug path, so all candidate duplicate links should be rejected.", - "confidence": 0.34, - "canonical_issue_reason": "issue:43873 is the broadest and most active open report here, and it best represents the loose loading/offloading/quantization subtheme among the items.", + "summary": "These are mostly unrelated model-specific bug reports, and the soft similarity links are too coarse to merge any of them. I\u2019d keep the tokenizer-regression issues as the closest thematic subgroup, but still not as duplicates.", + "confidence": 0.69, + "canonical_issue_reason": "Issue 45701 is the broadest umbrella-style report here: it describes a generic tokenizer regression across versions and is open, making it the best cluster anchor if one is required.", "canonical_pr_reason": null, - "best_issue_reason": "issue:43873 is the strongest single issue to keep as the representative bug report: it is open, discussion-heavy, and describes a broadly scoped regression rather than a one-off model-specific symptom.", + "best_issue_reason": "Issue 45920 is the most actionable representative of the tokenizer-regression subset because it is open, names multiple affected models, and states the failure mode clearly.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:43792", "right": "issue:43957", "accept": false, - "reason": "Whisper runtime failure and meta-device loading breakage are different code paths and different failure modes." + "reason": "Different bugs: Whisper runtime failure vs meta-device loading errors on other models; no shared code path." }, { "left": "issue:42915", "right": "issue:43482", "accept": false, - "reason": "Different models, different formats, and different root causes: FP8 config failure vs GGUF loading failure." + "reason": "Different model families and failure modes: FineGrainedFP8Config on Qwen3MoE vs GGUF loading on Qwen2.5." }, { "left": "issue:43296", "right": "issue:45800", "accept": false, - "reason": "Both mention incompatibility/loading, but one is a PaddleOCR-VL/vLLM model-load issue and the other is a torch/transformers version mismatch; not the same bug." + "reason": "One is a PaddleOCR-VL/vLLM load problem; the other is a broad torch/transformers version incompatibility." }, { "left": "issue:44387", "right": "issue:44617", "accept": false, - "reason": "Both can end in OOM, but one is an int4 quantization memory regression and the other is a large video model running out of memory." + "reason": "Both mention OOM, but the causes and affected paths are different: int4 reserved-memory regression vs Sam3Video inference memory use." }, { "left": "issue:43701", "right": "issue:45325", "accept": false, - "reason": "Checkpoint resume key mismatch and Qwen2.5-VL rope-index scaling are unrelated training vs multimodal-positioning bugs." + "reason": "Checkpoint resume key mismatch is unrelated to Qwen2.5-VL rope/position-id scaling." }, { "left": "issue:44479", "right": "issue:45823", "accept": false, - "reason": "Both involve multimodal models, but video-input regression and Gemma4 device mismatch are distinct failures." + "reason": "Different models and subsystems: video-input regression in Qwen VL variants vs Gemma4 PLE device mismatch." }, { "left": "issue:43881", "right": "issue:44488", "accept": false, - "reason": "Two separate loading failures on different models with no shared concrete code path." + "reason": "Separate model loading failures for different checkpoints; no sign of the same underlying bug." }, { "left": "issue:43606", "right": "issue:44265", "accept": false, - "reason": "CPU-offload device mismatch and torch.export failing on torch_compilable_check are unrelated subsystems." + "reason": "CPU offload device mismatch is unrelated to torch.export failing on torch_compilable_check." }, { "left": "issue:44291", "right": "issue:44877", "accept": false, - "reason": "init_empty_weights argument handling and strict config loading are different initialization/config bugs." + "reason": "init_empty_weights argument handling and strict config loading are different code paths with different symptoms." }, { "left": "issue:43262", "right": "issue:43746", "accept": false, - "reason": "Audio chat-template sample-rate handling and PEFT checkpoint loading are unrelated." + "reason": "Audio chat-template sampling-rate defaulting is unrelated to PEFT adapter checkpoint loading." }, { "left": "issue:44568", "right": "issue:45920", "accept": false, - "reason": "A specific special-tokens regression for one tokenizer is not the same concrete bug as a broad AutoTokenizer ID regression across multiple models." + "reason": "Both are tokenizer regressions, but one is a specific add_special_tokens/BOS-EOS bug while the other is a broader wrong-token-ids issue across many models." }, { "left": "issue:40990", "right": "issue:45584", "accept": false, - "reason": "Perplexity evaluation issue and Whisper empty-transcription generation failure are unrelated model behaviors." + "reason": "Perplexity regression on gpt-oss-20b is unrelated to Whisper empty-transcription generation after align_special_tokens." }, { "left": "issue:34634", "right": "issue:35707", "accept": false, - "reason": "BarkProcessor voice_preset and progressive generation with inputs_embeds/past_key_values do not share the same bug." + "reason": "Bark voice_preset failure and progressive generation with inputs_embeds/past_key_values are different bugs." }, { "left": "issue:43873", "right": "issue:45701", "accept": false, - "reason": "Quantization/offloading regression and tokenizer-version behavior change are unrelated." + "reason": "Quantization/offloading behavior is a different problem from tokenizer changes/regressions." }, { "left": "issue:44186", "right": "issue:44265", "accept": false, - "reason": "Tokenizer crash on NER/padding is not the same as torch.export failing on compilability checks." + "reason": "Tokenizer padding/truncation crash vs torch.export/torch_compilable_check failure are not the same underlying issue." }, { "left": "issue:35707", "right": "issue:41720", "accept": false, - "reason": "Progressive generation and Qwen3 auto device mapping/cudaErrorAssert are different code paths." + "reason": "Progressive generation with embeddings is unrelated to Qwen3 auto-device-map CUDA asserts." }, { "left": "issue:43606", "right": "issue:43819", "accept": false, - "reason": "CPU offload device mismatch and DAC latent/STE mismatch are distinct audio-model bugs." + "reason": "Both involve audio models, but one is offload device mismatch and the other is DAC latent/STE mismatch." }, { "left": "issue:41720", "right": "issue:45823", "accept": false, - "reason": "Both mention device mismatch, but they affect different models and different execution paths." + "reason": "Both are device-related, but they affect different models and likely different code paths." }, { "left": "issue:43454", "right": "issue:43550", "accept": false, - "reason": "lm_head tying and torch.compile SDPA are unrelated model setup vs compilation issues." + "reason": "Weight tying bug in AyaVision is unrelated to Bamba torch.compile SDPA failure." }, { "left": "issue:43377", "right": "issue:44610", "accept": false, - "reason": "Missing padding-mask support in MIMI and OmDet-Turbo processor size mismatch are different preprocessing/model-shape bugs." + "reason": "Padding-mask batch inconsistency in MIMI and OmDet-Turbo image-size mismatch are unrelated." }, { "left": "issue:43317", "right": "issue:43873", "accept": false, - "reason": "Both are about offloading/quantization, but one is a dequantized-model load failure and the other is a broader offloading behavior regression; not enough to call the same bug." + "reason": "Both touch offload/quantization, but one is dequantized-model loading with device_map=auto and the other is a broader quantization offloading complaint." }, { "left": "issue:39692", "right": "issue:40444", "accept": false, - "reason": "Documentation/example errors and finetuning with multiple images per prompt are unrelated." + "reason": "SigLIP2 doc-example issues and Qwen2.5-VL multi-image IterableDataset failures are unrelated." }, { "left": "issue:43572", "right": "issue:45759", "accept": false, - "reason": "Missing pad_token_idx and text_config unwrapping are separate config-compatibility bugs." + "reason": "Missing pad_token_idx in StableLmConfig and text_config unwrapping for Qwen multimodal configs are separate config-loading bugs." }, { "left": "issue:43454", "right": "issue:45072", "accept": false, - "reason": "Weight tying and bfloat16 dtype mismatch are different issues." + "reason": "lm_head tying and bfloat16 dtype mismatches are different failure modes." }, { "left": "issue:43377", "right": "issue:44898", "accept": false, - "reason": "Batched-padding mask behavior in MIMI and Perceiver interpolate_pos_encoding failure are unrelated." + "reason": "MIMI padding-mask discrepancy is unrelated to Perceiver non-default-resolution positional interpolation." }, { "left": "issue:43257", "right": "issue:45923", "accept": false, - "reason": "MoE weight conversion under accelerate/deepspeed and a missing supports_gradient_checkpointing flag are different fixes." + "reason": "Accelerate+DeepSpeed MoE weight conversion and missing supports_gradient_checkpointing on a trust_remote_code variant are unrelated." }, { "left": "issue:43526", "right": "issue:43883", "accept": false, - "reason": "Label reduction in BEiT image processing and missing all_tied_weights_keys in Molmo are unrelated." + "reason": "BEiT label reduction bug and Molmo missing all_tied_weights_keys are different issues." }, { "left": "issue:40990", "right": "issue:42947", "accept": false, - "reason": "High perplexity on one model and ineffective gradient checkpointing with LoRA are not the same underlying bug." + "reason": "High perplexity on gpt-oss-20b is unrelated to gradient checkpointing not taking effect with PEFT LoRA." } ] }, @@ -3791,8 +3827,8 @@ "review_unit_count": 47, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-402", "nodes": [ @@ -3885,9 +3921,9 @@ "node_count": 402, "item_count": 402, "soft_pair_count": 1504, - "serialized_chars": 775931, - "estimated_input_tokens": 193983, - "estimated_eval_tokens": 388222 + "serialized_chars": 775933, + "estimated_input_tokens": 193984, + "estimated_eval_tokens": 388224 }, "budget": { "node_count": 48, @@ -4197,14 +4233,14 @@ "issue:44898|issue:45072", "issue:44451|issue:44991" ], - "prepared_review_unit_hash": "f30c2c8bf4f5de9e851e3c32572edf06262e4d9386afbf94fe5ac5ccaa14a54b", + "prepared_review_unit_hash": "ab10fa1d657db851c495e36a45f8aeb7726bb7c1640ea9f0246e6296f70dab87", "component_budget": { "node_count": 402, "item_count": 402, "soft_pair_count": 1504, - "serialized_chars": 775931, - "estimated_input_tokens": 193983, - "estimated_eval_tokens": 388222 + "serialized_chars": 775933, + "estimated_input_tokens": 193984, + "estimated_eval_tokens": 388224 }, "budget": { "node_count": 48, @@ -4219,108 +4255,108 @@ "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is mostly heterogeneous. Only the two Qwen2_5_VLProcessor apply_chat_template reports appear to be the same underlying bug; the rest are broad subsystem/model similarities, not true duplicates.", - "confidence": 0.9, - "canonical_issue_reason": "issue:44514 and issue:44545 describe the same batched apply_chat_template crash with padding=False; 44514 is the earlier, more detailed report.", + "summary": "This cluster is mostly a grab bag of unrelated issue reports across different models and subsystems. Only one soft pair looks like a true duplicate: the two Qwen2_5_VLProcessor batched padding=False crash reports.", + "confidence": 0.91, + "canonical_issue_reason": "issue:44514 is the best canonical issue because it is the earlier report of the only clear duplicate pair and states the same batched padding=False crash clearly.", "canonical_pr_reason": null, - "best_issue_reason": "issue:44514 is the best representative because it is the earliest duplicate report and contains the fuller reproduction context.", + "best_issue_reason": "issue:44514 is the strongest representative of the cluster\u2019s only real duplicate case and appears to be the earliest, cleaner report of that bug.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:45081", "right": "issue:45812", "accept": false, - "reason": "Both are tokenizer-related, but they concern different models and different failure modes (Mistral regex patch crash vs Granite token IDs regression)." + "reason": "Different models and failure modes: Mistral regex patching vs Granite tokenizer ID regression." }, { "left": "issue:43531", "right": "issue:43572", "accept": false, - "reason": "Unrelated bugs: Qwen3-MoE sliding_window behavior vs StableLmConfig pad_token_idx regression." + "reason": "Different configs and bugs: Qwen3-MoE sliding_window behavior vs StableLmConfig pad_token_idx missing." }, { "left": "issue:43540", "right": "issue:43782", "accept": false, - "reason": "Different Qwen multimodal paths and different errors; not the same bug." + "reason": "Different Qwen3 multimodal codepaths: video input processing error vs from_pretrained weight_only loading error." }, { "left": "issue:36010", "right": "issue:42617", "accept": false, - "reason": "GenerationMixin import error and a 3d_parallel.py runtime failure are unrelated." + "reason": "ImportError for GenerationMixin is unrelated to a 3d_parallel.py runtime failure." }, { "left": "issue:43421", "right": "issue:45812", "accept": false, - "reason": "Both touch tokenization, but one is runtime post-processor updates and the other is wrong token IDs for Granite; different underlying problems." + "reason": "Both involve tokenizers, but one is runtime post-processor refresh and the other is wrong token IDs for Granite models." }, { "left": "issue:44186", "right": "issue:44361", "accept": false, - "reason": "Both are tokenizer crashes, but on different tokenizer classes and different code paths." + "reason": "Different tokenizers and symptoms: LayoutLMv2 batching/NER crash vs MLuke AttributeError on tasks." }, { "left": "issue:42915", "right": "issue:43322", "accept": false, - "reason": "Qwen3Moe FP8 config failure and Llava Next segmentation fault are unrelated." + "reason": "Different models and failure classes: Qwen3Moe FP8 config failure vs Llava Next segfault on load." }, { "left": "issue:43388", "right": "issue:45059", "accept": false, - "reason": "Different subsystems: metric gathering for tuple labels vs SAM3 text/bbox behavior." + "reason": "Metric gathering label-dropping bug is unrelated to SAM3 text/bounding-box behavior." }, { "left": "issue:45406", "right": "issue:45464", "accept": false, - "reason": "Gemma4Processor missing _tokenizer and Qwen3.5 streaming inference failure are not the same bug." + "reason": "Different components and models: serve-time Gemma4Processor attribute error vs Qwen3.5 streaming API failure." }, { "left": "issue:33357", "right": "issue:35707", "accept": false, - "reason": "MacOS CLIP bus error and progressive generation with inputs_embeds/past_key_values are unrelated." + "reason": "MacOS bus error with CLIP is unrelated to progressive generation with inputs_embeds and past_key_values." }, { "left": "issue:43421", "right": "issue:45701", "accept": false, - "reason": "Too broad a match; one is a specific special-token post-processor bug, the other is a general tokenization version-change report." + "reason": "General tokenization version changes are too broad; not the same concrete bug as post-processor refresh." }, { "left": "issue:43606", "right": "issue:43720", "accept": false, - "reason": "Different loading/offload issues in different model paths; not mergeable as one fix." + "reason": "Different loading/offload problems in different models: CPU offload device mismatch vs packed weights unpacking." }, { "left": "issue:41720", "right": "issue:43746", "accept": false, - "reason": "CUDA assert during auto device mapping and GraniteSpeech PEFT local checkpoint loading are unrelated." + "reason": "Qwen3 auto device mapping CUDA assert is unrelated to GraniteSpeech PEFT local checkpoint loading." }, { "left": "issue:30064", "right": "issue:34634", "accept": false, - "reason": "ImageProcessor void segmentation maps and BarkProcessor voice_preset are unrelated." + "reason": "Image segmentation map processing and BarkProcessor voice_preset are unrelated." }, { "left": "issue:44492", "right": "issue:44509", "accept": false, - "reason": "Both are documentation/cleanup flavored, but they are different edits in different areas and not the same bug." + "reason": "Both are docs/wording issues, but they are about different documentation topics and not the same bug." }, { "left": "issue:43550", "right": "issue:43653", "accept": false, - "reason": "Different issues: torch.compile/SDPA failure vs tokenizer special-token registration." + "reason": "Different subsystems: torch.compile/SDPA issue vs tokenizer special-token registration." }, { "left": "issue:43873", @@ -4332,79 +4368,79 @@ "left": "issue:44514", "right": "issue:44545", "accept": true, - "reason": "Same crash report: Qwen2_5_VLProcessor.apply_chat_template fails on batched input when padding=False." + "reason": "Same processor, same title, same batched padding=False crash; these are clearly duplicate reports of the same bug." }, { "left": "issue:44625", "right": "issue:45479", "accept": false, - "reason": "Both concern classification config, but one is missing num_labels propagation in Qwen3.5 and the other is a broader zero-loss issue across multiple models." + "reason": "Qwen3.5 num_labels propagation is not the same as the generic single-label zero-loss behavior across sequence-classification models." }, { "left": "issue:43606", "right": "issue:43653", "accept": false, - "reason": "CPU-offload device mismatch and BigBirdTokenizer decode output are different problems." + "reason": "CPU offload mismatch and BigBirdTokenizer special-token registration are different bugs." }, { "left": "issue:43531", "right": "issue:45759", "accept": false, - "reason": "Different Qwen config/model bugs: sliding_window behavior vs text_config unwrapping for AutoModelForCausalLM.from_config." + "reason": "Both touch Qwen/configuration, but one is a sliding_window bug and the other is from_config text_config unwrapping." }, { "left": "issue:42490", "right": "issue:43329", "accept": false, - "reason": "Local-path trailing slash warning and undefined variables in multimodal token counting are unrelated." + "reason": "Trailing-slash import warning is unrelated to undefined video-branch variables in multimodal token counting." }, { "left": "issue:34634", "right": "issue:41720", "accept": false, - "reason": "BarkProcessor voice_preset and Qwen3 auto device mapping are unrelated." + "reason": "BarkProcessor voice preset handling and Qwen3 device-mapping CUDA asserts are unrelated." }, { "left": "issue:34567", "right": "issue:35707", "accept": false, - "reason": "TrainerState token counter not updating and progressive generation with past_key_values are unrelated." + "reason": "Training token-count tracking and progressive generation caching are different code paths." }, { "left": "issue:43421", "right": "issue:43927", "accept": false, - "reason": "Runtime special-token post-processor updates vs save/load losing custom token IDs are different issues." + "reason": "Runtime post-processor updates and save/load loss of custom token IDs are distinct tokenizer/config issues." }, { "left": "issue:44368", "right": "issue:45357", "accept": false, - "reason": "Tie-word-embeddings warning and incorrect visual encoder keys on save_pretrained are unrelated." + "reason": "A tie_word_embeddings warning during LoRA fine-tuning is unrelated to incorrect visual encoder keys in save_pretrained." }, { "left": "issue:43782", "right": "issue:45381", "accept": false, - "reason": "Different Qwen multimodal bugs: weight_only loading vs video vision_position_ids." + "reason": "Qwen3VL loading with weight_only=True and Qwen2.5-VL video position IDs are different bugs." }, { "left": "issue:44898", "right": "issue:45072", "accept": false, - "reason": "Perceiver resolution/interpolation failure and bfloat16 dtype mismatch are unrelated." + "reason": "Perceiver resolution/interpolation failure is unrelated to bfloat16 dtype mismatches in SwitchTransformers/TimmWrapperModel." }, { "left": "issue:44451", "right": "issue:44991", "accept": false, - "reason": "Both are model/tokenizer loading regressions, but for different models and with no evidence of the same underlying failure." + "reason": "Both are tokenizer-loading regressions, but for different models and likely different root causes; not the same bug." } ] }, "evaluator_result": { "accept": true, - "feedback": "The cluster summary is well grounded in the packet: only issue:44514 and issue:44545 have clearly matching titles and dates support the choice of 44514 as the representative. The remaining pair verdicts are conservative and avoid overclaiming duplicates when the evidence is only broad subsystem/model similarity." + "feedback": "Grounded overall: the packet supports one clear duplicate pair, issue:44514 and issue:44545, and the canonical choice of the earlier report is reasonable. The remaining soft-edge rejections are conservatively phrased as different models, components, or bug classes, without overstating evidence." }, "evaluator_used": true, "retried": false, @@ -4420,8 +4456,8 @@ "review_unit_count": 47, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-402", "nodes": [ @@ -4512,9 +4548,9 @@ "node_count": 402, "item_count": 402, "soft_pair_count": 1504, - "serialized_chars": 775931, - "estimated_input_tokens": 193983, - "estimated_eval_tokens": 388222 + "serialized_chars": 775933, + "estimated_input_tokens": 193984, + "estimated_eval_tokens": 388224 }, "budget": { "node_count": 48, @@ -4820,14 +4856,14 @@ "issue:44485|issue:44509", "issue:41720|issue:44991" ], - "prepared_review_unit_hash": "5c958e05d6399e8e4e1240da7182bbb34aa49c7bfd0185bff7b9fb787f45d314", + "prepared_review_unit_hash": "431bcb4c571b27335462e8a10464c3ef8c7801b52cf7c54c46acfd895929d835", "component_budget": { "node_count": 402, "item_count": 402, "soft_pair_count": 1504, - "serialized_chars": 775931, - "estimated_input_tokens": 193983, - "estimated_eval_tokens": 388222 + "serialized_chars": 775933, + "estimated_input_tokens": 193984, + "estimated_eval_tokens": 388224 }, "budget": { "node_count": 47, @@ -4842,168 +4878,168 @@ "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "The cluster is highly heterogeneous: most items are distinct regressions across different models, tokenizers, and APIs. None of the soft edges look like the same underlying bug closely enough to merge.", - "confidence": 0.92, - "canonical_issue_reason": "issue:45020 is the broadest umbrella report ('Recent transformers versions break models using `remote_code`'), so it is the most plausible single anchor among otherwise distinct issues.", + "summary": "This cluster is mostly heterogeneous issue reports. A few items overlap around tokenizer/config/remote_code loading regressions, but none are close enough to treat as duplicates or to merge together.", + "confidence": 0.78, + "canonical_issue_reason": null, "canonical_pr_reason": null, - "best_issue_reason": "issue:45020 is the best representative by scope and potential to subsume related remote_code/config-loading regressions, though the cluster is not truly duplicate-like.", + "best_issue_reason": "issue:45020 is the broadest umbrella for the recurring remote_code/model-loading regressions in this set, but it is still too general to serve as a true duplicate canonical.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:43335", "right": "issue:43756", "accept": false, - "reason": "Different bugs: sparse-layer creation in SwitchTransformers vs RoPE layer-dropping in Smollm3." + "reason": "Different failures: sparse-layer creation vs RoPE layer dropping. Same broad model/config space, not the same bug." }, { "left": "issue:43295", "right": "issue:45834", "accept": false, - "reason": "Both are multimodal, but one is a processor/tokenizer regression and the other is a long OCR input index error in Kosmos2.5." + "reason": "Both involve multimodal processor/tokenizer paths, but one is a v4.57.5 regression in custom model code and the other is a long-OCR indexing bug." }, { "left": "issue:43716", "right": "issue:44008", "accept": false, - "reason": "Unrelated failures: image preprocessor/model dtype mismatch vs Gemma3n audio variable-name collision." + "reason": "Unrelated model-specific bugs: image preprocessor dtype mismatch vs Gemma3n audio_mel_mask name collision." }, { "left": "issue:43550", "right": "issue:45072", "accept": false, - "reason": "Different code paths: torch.compile+SDPA failure in Bamba-9B-v2 vs bfloat16 dtype mismatch in SwitchTransformers/TimmWrapperModel." + "reason": "Different code paths and symptoms: torch.compile/SDPA on Bamba vs bfloat16 dtype mismatches in SwitchTransformers/TimmWrapperModel." }, { "left": "issue:43550", "right": "issue:43819", "accept": false, - "reason": "Different underlying problems: Bamba-9B-v2 compile/SDPA issue vs DAC.from_latents not matching forward pass." + "reason": "No clear underlying overlap beyond both being model runtime bugs; one is SDPA/compile, the other is DAC latent/forward mismatch." }, { "left": "issue:44062", "right": "issue:44488", "accept": false, - "reason": "Tokenizer-related but not the same bug: duplicate AddedToken kwargs vs loading a specific tokenizer model." + "reason": "Both tokenizer-related, but one is an AddedToken argument error and the other is a model-specific tokenizer loading failure." }, { "left": "issue:43322", "right": "issue:45685", "accept": false, - "reason": "Completely different subsystems and failures: Llava Next load segfault vs MPS histogram int support in MoE." + "reason": "Segfault while loading Llava Next is unrelated to an MPS histogram error in moe code." }, { "left": "issue:43950", "right": "issue:45987", "accept": false, - "reason": "One is from_pretrained buffer corruption; the other is a StaticCache return-type contract bug." + "reason": "Both are API/regression complaints, but one concerns non-persistent buffers during from_pretrained and the other is a StaticCache return-type contract issue." }, { "left": "issue:44186", "right": "issue:44898", "accept": false, - "reason": "Different areas: LayoutLMv2 tokenization/padding crash vs Perceiver image classification failing at non-default resolution." + "reason": "Different subsystems and failures: LayoutLMv2 tokenizer padding/NER crash vs Perceiver image classification with non-default resolution." }, { "left": "issue:44843", "right": "issue:45081", "accept": false, - "reason": "Both involve Mistral regex patching, but one is offline Hub access and the other is an AttributeError on a different tokenizer object shape." + "reason": "Both touch `_patch_mistral_regex`, but they are distinct bugs: offline `model_info()` access vs missing `backend_tokenizer` attribute." }, { "left": "issue:43531", "right": "issue:43643", "accept": false, - "reason": "Distinct issues: Qwen3-MoE sliding_window behavior vs AutoConfig trust_remote_code missing fields." + "reason": "Qwen3-MoE sliding-window behavior is unrelated to `trust_remote_code` config field loss." }, { "left": "issue:43653", "right": "issue:43819", "accept": false, - "reason": "BigBird special-token registration bug is unrelated to DAC.from_latents forward-pass mismatch." + "reason": "BigBird special-token decode failure and DAC latent mismatch are unrelated bugs." }, { "left": "issue:43643", "right": "issue:44877", "accept": false, - "reason": "Both are config-loading problems, but one is missing fields from trust_remote_code and the other is strict config rejection for granite_speech." + "reason": "Both involve config/loading behavior, but one is missing fields with `trust_remote_code` and the other is strict config rejection for `granite_speech`." }, { "left": "issue:43421", "right": "issue:44811", "accept": false, - "reason": "One is runtime post-processor updates for special tokens; the other is Whisper batch_decode ignoring skip_special_tokens." + "reason": "Both mention special tokens, but one is runtime post-processor refresh and the other is Whisper `batch_decode` skipping special tokens." }, { "left": "issue:43577", "right": "issue:43818", "accept": false, - "reason": "Different model bugs: BLIP-2 dtype propagation vs Video-LLaVA missing temporal attention/shared weights." + "reason": "Different models and failures: Blip2 dtype not propagating vs Video-LLaVA missing temporal attention/shared weights." }, { "left": "issue:43540", "right": "issue:45381", "accept": false, - "reason": "Both are video-input issues, but they affect different Qwen model families and different internal failures." + "reason": "Both are video-input bugs in Qwen-family models, but the concrete failures differ: processing ValueError vs wrong vision_position_ids." }, { "left": "issue:43782", "right": "issue:44977", "accept": false, - "reason": "Qwen3VL loading with weight_only=True is not the same as Qwen3.5 flash-attention generation failure." + "reason": "Different Qwen variants and different failure modes: `weight_only=True` load error vs flash-attention generation issue." }, { "left": "issue:44448", "right": "issue:44671", "accept": false, - "reason": "Both are v5 output regressions, but for different models and different code paths." + "reason": "Both are v5 output regressions, but they affect different models and likely different code paths." }, { "left": "issue:45584", "right": "issue:45834", "accept": false, - "reason": "Whisper empty-transcription generation bug is unrelated to Kosmos2.5 long-OCR index errors." + "reason": "Whisper empty-transcription generation and Kosmos2.5 long-OCR index errors are unrelated." }, { "left": "issue:43825", "right": "issue:43994", "accept": false, - "reason": "One is an error-message/docs mismatch in pipeline(); the other is an inference correctness issue for SigLIP2." + "reason": "One is an error-message/docs mismatch about pipelines; the other is an AutoModel/pipeline quality regression for SigLIP2." }, { "left": "issue:44561", "right": "issue:45020", "accept": false, - "reason": "Related theme, but not the same concrete bug: a specific missing helper breaks trust_remote_code models, while the other is a broad umbrella report." + "reason": "Related only at the broad 'remote_code breaks in v5' level; one is a specific removed helper, the other is a wider report." }, { "left": "issue:39692", "right": "issue:45834", "accept": false, - "reason": "Different models and failures: SigLIP2 docs/example errors vs Kosmos2.5 OCR index error." + "reason": "SigLIP2 example/documentation errors are unrelated to Kosmos2.5 OCR indexing." }, { "left": "issue:44821", "right": "issue:45084", "accept": false, - "reason": "AutoImageProcessor URL loading and template-node compilation are unrelated failure modes." + "reason": "Both are loader/templating related, but one is AutoImageProcessor-from-URL support and the other is a template-node compilation error." }, { "left": "issue:30064", "right": "issue:36331", "accept": false, - "reason": "Unrelated bugs: void segmentation map processing vs CustomTrainer.compute_loss signature regression." + "reason": "Image segmentation-map processing and CustomTrainer loss signature mismatch are completely unrelated." }, { "left": "issue:44485", "right": "issue:44509", "accept": false, - "reason": "GLM-5 RoPE implementation discussion is unrelated to v5 pipeline task documentation leftovers." + "reason": "GLM-5 RoPE implementation discussion is unrelated to documentation still mentioning removed v5 pipeline tasks." }, { "left": "issue:41720", "right": "issue:44991", "accept": false, - "reason": "Different failures in different components: Qwen3 device-mapping CUDA assert vs tokenizer loading for est-roberta." + "reason": "Different regressions in different models: Qwen3 auto device mapping CUDA assert vs tokenizer loading failure for EMBEDDIA/est-roberta." } ] }, @@ -5022,8 +5058,8 @@ "review_unit_count": 47, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-402", "nodes": [ @@ -5111,9 +5147,9 @@ "node_count": 402, "item_count": 402, "soft_pair_count": 1504, - "serialized_chars": 775931, - "estimated_input_tokens": 193983, - "estimated_eval_tokens": 388222 + "serialized_chars": 775933, + "estimated_input_tokens": 193984, + "estimated_eval_tokens": 388224 }, "budget": { "node_count": 48, @@ -5406,14 +5442,14 @@ "issue:44291|issue:45042", "issue:44987|issue:45538" ], - "prepared_review_unit_hash": "716667f9d1bcdc8f0b26c981c067718a21d3c1308281a83bc139da5e3d9daa70", + "prepared_review_unit_hash": "5408c2ba0950e719602b9b7dd32b7d2b31c54a3f9cf85a2512fdec4bda0e398d", "component_budget": { "node_count": 402, "item_count": 402, "soft_pair_count": 1504, - "serialized_chars": 775931, - "estimated_input_tokens": 193983, - "estimated_eval_tokens": 388222 + "serialized_chars": 775933, + "estimated_input_tokens": 193984, + "estimated_eval_tokens": 388224 }, "budget": { "node_count": 48, @@ -5428,210 +5464,192 @@ "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is mostly a grab-bag of unrelated Transformers regressions that only share broad vocabulary like tokenization, loading, video, or offload; the soft pairs do not look like true duplicates.", - "confidence": 0.92, - "canonical_issue_reason": "issue:45701 is the broadest, most referenced representative of the loose tokenization-regression subset; most other issues here are narrower or unrelated.", + "summary": "The cluster is very heterogeneous: most pairs are only superficially similar (often just sharing a subsystem like loading, tokenization, or multimodal/video handling) and do not look like the same underlying bug.", + "confidence": 0.71, + "canonical_issue_reason": "issue:45701 is the broadest umbrella item in the set: it is open, has multiple inbound references, and its title suggests a version-wide tokenization regression that can serve as the least-specific representative.", "canonical_pr_reason": null, - "best_issue_reason": "Issue 45701 is the best umbrella representative because it is open, has the most inbound references, and its title matches the cluster\u2019s broad tokenization theme better than the more model-specific reports.", + "best_issue_reason": "issue:45701 is the most generally framed and externally referenced issue, making it the best single representative despite the cluster\u2019s mixed topics.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:43452", "right": "issue:44991", "accept": false, - "reason": "Both involve loading tokenizers/models, but the failure modes and models differ." + "reason": "Both are loading/tokenizer regressions, but one is a gguf_file pathway break and the other is a specific tokenizer regression for EMBEDDIA/est-roberta; different failure modes." }, { "left": "issue:43746", "right": "issue:44811", "accept": false, - "reason": "PEFT local-checkpoint loading and Whisper batch_decode are unrelated bugs." + "reason": "Different subsystems entirely: PEFT/local checkpoint loading versus Whisper processor batch_decode behavior." }, { "left": "issue:44589", "right": "issue:45042", "accept": false, - "reason": "Float8 storage lookup and PIL image processor torchvision requirements are different issues." + "reason": "Unrelated bugs: missing Float8 storage handling versus image processors incorrectly requiring torchvision." }, { "left": "issue:38175", "right": "issue:44610", "accept": false, - "reason": "Both are vision-related, but one is output/probability behavior and the other is processor image size mismatch." + "reason": "Different vision-model issues: zero probabilities in SigLIP2 versus OmDet-Turbo processor/model size mismatch." }, { "left": "issue:43854", "right": "issue:44977", "accept": false, - "reason": "Different models and different failure modes; not the same code-path bug." + "reason": "Both involve model loading/runtime, but they are for different models and different code paths; not the same concrete bug." }, { "left": "issue:43819", "right": "issue:43927", "accept": false, - "reason": "DAC forward mismatch and DiaConfig save/load token IDs are unrelated." + "reason": "Different problems: DAC forward/from_latents mismatch versus DiaConfig losing custom token IDs on save/load." }, { "left": "issue:39692", "right": "issue:44912", "accept": false, - "reason": "Docs/example errors and MXFP4 quantization fallback are separate problems." + "reason": "Doc-example/model-processor issues for SigLIP2 are unrelated to git-oss-20b MXFP4 quantization fallback." }, { "left": "issue:43257", "right": "issue:43329", "accept": false, - "reason": "Qwen3 MoE loading/conversion and multimodal video token counting are different bugs." + "reason": "One is accelerate/deepspeed weight conversion for Qwen3 MoE; the other is a multimodal token-counting video-branch bug." }, { "left": "issue:36010", "right": "issue:43645", "accept": false, - "reason": "Both are version-regression style reports, but they hit different APIs and causes." + "reason": "Both are import/runtime breakages, but one is GenerationMixin import resolution and the other is custom model initialization in notebooks." }, { "left": "issue:43550", "right": "issue:44912", "accept": false, - "reason": "torch.compile SDPA failure and quantization fallback are unrelated." + "reason": "Different concrete failures: torch.compile with SDPA on Bamba versus MXFP4 quantization fallback on git-oss-20b." }, { "left": "issue:43720", "right": "issue:44610", "accept": false, - "reason": "BitNet accelerate loading and OmDet-Turbo processor sizing do not share a concrete bug." + "reason": "Packed-weight loading for BitNet is unrelated to OmDet-Turbo\u2019s processor input-size mismatch." }, { "left": "issue:43257", "right": "issue:43696", "accept": false, - "reason": "MoE weight conversion and OOM are distinct issues." + "reason": "Accelerate/deepspeed conversion bug versus a plain CUDA OOM on GPT-oss-20b; not the same issue." }, { "left": "issue:43454", "right": "issue:43577", "accept": false, - "reason": "lm_head tying failure and dtype staying float32 are different model-loading bugs." + "reason": "AyaVision weight tying bug and BLIP2 dtype propagation bug are distinct model-loading problems." }, { "left": "issue:43329", "right": "issue:44479", "accept": false, - "reason": "Both are video-related, but one is undefined helper usage and the other is a broader regression." + "reason": "Both touch video/VLM paths, but one is an undefined-symbol bug in token counting and the other is a broader video-input regression across models." }, { "left": "issue:43531", "right": "issue:45042", "accept": false, - "reason": "Qwen3-MoE sliding_window and PIL/torchvision image processing are unrelated." + "reason": "Sliding-window behavior in Qwen3-MoE is unrelated to image-processor torchvision dependency regression." }, { "left": "issue:43262", "right": "issue:44811", "accept": false, - "reason": "Audio chat-template sampling-rate handling and Whisper batch_decode special-token handling differ." + "reason": "Audio chat-template sampling-rate default and Whisper batch_decode skip_special_tokens are separate audio bugs." }, { "left": "issue:42490", "right": "issue:43257", "accept": false, - "reason": "Trailing-slash path warning and Qwen3 MoE weight conversion are unrelated." + "reason": "Local-path trailing-slash import warning is unrelated to Qwen3 MoE accelerate/deepspeed weight conversion." }, { "left": "issue:36010", "right": "issue:36331", "accept": false, - "reason": "GenerationMixin import failure and custom_trainer loss signature breakage are separate API regressions." + "reason": "Both are Transformers API breakages, but one is an import error and the other is a Trainer compute_loss signature mismatch." }, { "left": "issue:44568", "right": "issue:45356", "accept": false, - "reason": "Tokenizer special-token insertion and Kimi codec handling are different tokenizer bugs." + "reason": "Tokenizer regressions, but for different models and different symptoms: missing BOS/EOS versus codec/warning behavior." }, { "left": "issue:43749", "right": "issue:44756", "accept": false, - "reason": "FSDP RAM-efficient loading and mmap OOM on Strix Halo are different loading/resource issues." + "reason": "Both concern memory/loading, but one is FSDP RAM-efficient loading and the other is disabling mmap to avoid OOM on Strix Halo." }, { "left": "issue:43643", "right": "issue:45759", "accept": false, - "reason": "Missing config fields with trust_remote_code and text_config unwrapping are not the same defect." + "reason": "Config-field loss with trust_remote_code is not the same as failing to unwrap text_config for composite multimodal configs." }, { "left": "issue:44568", "right": "issue:45488", "accept": false, - "reason": "BOS/EOS insertion failure and pre-tokenizer override are different tokenization behaviors." + "reason": "Both are tokenizer-related, but one is a specific special-token bug and the other is a ByteLevel-vs-Metaspace override regression affecting DeepSeek V3/R1." }, { "left": "issue:34567", "right": "issue:40990", "accept": false, - "reason": "Trainer token-count tracking and GPT-oss perplexity are unrelated." + "reason": "TrainerState token accounting and GPT-oss perplexity are unrelated issues." }, { "left": "issue:43329", "right": "issue:43450", "accept": false, - "reason": "Video token counting undefined helpers and batched video processor shape are different bugs." + "reason": "Both involve video paths, but one is an undefined-function bug in multimodal token counting and the other is a batched video-processor shape bug." }, { "left": "issue:43257", "right": "issue:43931", "accept": false, - "reason": "Qwen3 MoE loading conversion and Qwen3-VL weight-shape mismatch are separate model-loading issues." + "reason": "Different Qwen model-loading problems: MoE weight conversion versus Qwen3-VL weight shape mismatch." }, { "left": "issue:43606", "right": "issue:45859", "accept": false, - "reason": "Both mention CPU offload, but the model paths and concrete failures differ." + "reason": "Both mention CPU offload, but they affect different models and different mechanisms; not a single concrete fix." }, { "left": "issue:44849", "right": "issue:45701", "accept": false, - "reason": "Hidden-states output bug and tokenization version change are unrelated." + "reason": "Qwen3.5 output_hidden_states behavior is a model bug, while 45701 is a broad tokenization-version regression." }, { "left": "issue:43697", "right": "issue:45357", "accept": false, - "reason": "RTDetrV2 output differences and Qwen3.5 save_pretrained key issues do not match." + "reason": "RTDetrV2 output drift in v5 and Qwen3.5 save_pretrained key mismatch are unrelated regressions." }, { "left": "issue:44291", "right": "issue:45042", "accept": false, - "reason": "init_empty_weights/_is_hf_initialized and PIL/torchvision are different regressions." + "reason": "init_empty_weights/_is_hf_initialized is a model-loading API issue, not an image-processor torchvision dependency problem." }, { "left": "issue:44987", "right": "issue:45538", "accept": false, - "reason": "Model loading failure and CLIPTokenizer max_length bug are unrelated." - }, - { - "left": "issue:44568", - "right": "issue:45488", - "accept": false, - "reason": "Tokenizer special-token insertion and ByteLevel-to-Metaspace override are different defects." - }, - { - "left": "issue:44991", - "right": "issue:45538", - "accept": false, - "reason": "Different tokenizers and different symptoms; not the same bug." - }, - { - "left": "issue:45488", - "right": "issue:45701", - "accept": false, - "reason": "Broad tokenization regression vs specific LlamaTokenizer pre-tokenizer override; too imprecise to merge." + "reason": "Different tokenizer/loading bugs for different models; no shared underlying code-path is evident." } ] }, @@ -5736,14 +5754,14 @@ "issue:43756|issue:45325", "issue:28282|issue:29127" ], - "prepared_review_unit_hash": "417844dc8116336f94f910c4d7ed4ee7d432c5b9e9013adb5f16c39e72c79e1e", + "prepared_review_unit_hash": "b85c06198fbb1a9e61ea2dce0337802a7c778e052f1a2e18e67e276e927bbab9", "component_budget": { "node_count": 402, "item_count": 402, "soft_pair_count": 1504, - "serialized_chars": 775931, - "estimated_input_tokens": 193983, - "estimated_eval_tokens": 388222 + "serialized_chars": 775933, + "estimated_input_tokens": 193984, + "estimated_eval_tokens": 388224 }, "budget": { "node_count": 47, @@ -5758,205 +5776,208 @@ "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is heterogeneous, with a loose concentration around Transformers model-loading and Qwen/VL video-input regressions, but no pair is convincingly the same underlying bug/change.", - "confidence": 0.31, - "canonical_issue_reason": "issue:44479 is the broadest representative of the recurring Qwen/VL video-input regression theme, with a clear concrete failure surface and the widest scope among the related reports.", + "summary": "This cluster is mostly a grab bag of unrelated Transformers bug reports, with one small coherent subgroup around Qwen/Qwen-VL video-input regressions. Most soft pairs are only superficially similar and should stay separate.", + "confidence": 0.78, + "canonical_issue_reason": "issue:44479 is the broadest and most representative report in the only clearly coherent subgroup, covering a shared Qwen-VL video-input regression across multiple model variants.", "canonical_pr_reason": null, - "best_issue_reason": "issue:44479 is the most representative issue for this cluster\u2019s strongest recurring theme (video-input regressions in Qwen/VL models).", + "best_issue_reason": "issue:44479 best captures the strongest recurring theme in the cluster and is the most useful umbrella issue for the related Qwen video-input failures.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:42915", "right": "issue:43742", "accept": false, - "reason": "Different models and failures: Qwen3MoE FP8 config vs MobileLLM key error; same loading area only." + "reason": "Different model/load paths: Qwen3Moe FP8 loading vs MobileLLM key error." }, { "left": "issue:44479", "right": "issue:45381", - "accept": false, - "reason": "Both involve Qwen/VL video input, but one is a broad multi-model regression and the other is a specific vision_position_ids bug; not clearly the same root cause." + "accept": true, + "reason": "Same underlying Qwen-VL video-input regression; 45381 looks like a narrower instance of the broader v5.3.0 bug in 44479." }, { "left": "issue:43257", "right": "issue:43756", "accept": false, - "reason": "Different subsystems: MoE weight conversion with accelerate/deepspeed vs Smollm3 RoPE layer handling." + "reason": "Different problems: Qwen3 MoE weight conversion with accelerate/deepspeed vs Smollm3 RoPE layer handling." }, { "left": "issue:41720", "right": "issue:43540", "accept": false, - "reason": "Different Qwen3 failures: auto device mapping cudaErrorAssert vs video-input ValueError in Qwen3OmniMoe." + "reason": "Different failure modes and code paths: device-map cudaErrorAssert vs video-input ValueError." }, { "left": "issue:43452", "right": "issue:43582", "accept": false, - "reason": "Unrelated issues: gguf tokenizer/model loading vs Apple Silicon allocator warmup TypeError." + "reason": "Tokenizer/model loading with gguf_file is unrelated to Apple Silicon allocator warmup TypeError." }, { "left": "issue:42915", "right": "issue:44821", "accept": false, - "reason": "Different problem areas: Qwen3MoE FP8 loading vs AutoImageProcessor URL loading." + "reason": "Qwen3Moe FP8 loading is unrelated to AutoImageProcessor-from-URL loading." }, { "left": "issue:33357", "right": "issue:34567", "accept": false, - "reason": "Different bugs: MacOS CLIP bus error vs TrainerState token counter not updating." + "reason": "MacOS bus error in CLIP loading is unrelated to TrainerState token counting." }, { "left": "issue:44987", "right": "issue:45907", "accept": false, - "reason": "Different failures: model loading regression vs list_repo_files needing revision forwarding." + "reason": "Tokenizer/model loading regression is unrelated to list_repo_files revision forwarding in CI." }, { "left": "issue:42915", "right": "issue:45538", "accept": false, - "reason": "Different areas: Qwen3MoE FP8 loading vs CLIPTokenizer max-length constant." + "reason": "Qwen3Moe quantization/loading issue is unrelated to CLIPTokenizer max_length behavior." }, { "left": "issue:43927", "right": "issue:44912", "accept": false, - "reason": "Different concrete bugs: DiaConfig save/load token IDs vs MXFP4 quantization fallback behavior." + "reason": "Config save/load token-ID loss is unrelated to MXFP4 quantization fallback." }, { "left": "issue:43317", "right": "issue:45538", "accept": false, - "reason": "Different failures: device_map/offload load path vs tokenizer max_length constant." + "reason": "device_map offload failure is unrelated to CLIPTokenizer model_max_length." }, { "left": "issue:42175", "right": "issue:43824", "accept": false, - "reason": "Different issues: missing TensorFlow backend in torch install vs missing Qwen2_5_VL import." + "reason": "Backend packaging issue is unrelated to missing Qwen2_5_VL import symbol." }, { "left": "issue:43540", "right": "issue:44479", "accept": false, - "reason": "Both touch video input, but they target different model families and distinct failure modes." + "reason": "Both are video-related but the model families and described failures differ; not enough evidence of the same bug." }, { "left": "issue:43540", "right": "issue:44560", "accept": false, - "reason": "Different Qwen video bugs: Qwen3OmniMoe video ValueError vs Qwen3-vl-embedding StopIteration." + "reason": "Different Qwen video-input failures with different symptoms and likely different code paths." }, { "left": "issue:44062", "right": "issue:44991", "accept": false, - "reason": "Different tokenizer problems: AddedToken keyword collision vs tokenizer loading failure for EMBIDDIA/est-roberta." + "reason": "Tokenizer AddedToken TypeError may be adjacent, but the reports do not clearly describe the same concrete bug." }, { "left": "issue:43577", "right": "issue:45072", "accept": false, - "reason": "Both are dtype-related, but one is BLIP2 loading dtype propagation and the other is inference dtype mismatch in different models." + "reason": "BLIP2 dtype propagation and SwitchTransformers/TimmWrapper dtype mismatch are different issues." }, { "left": "issue:42175", "right": "issue:44938", "accept": false, - "reason": "Different compatibility bugs: install extras/backend packaging vs Python 3.14 import/load failure." + "reason": "Packaging/backend composition bug is unrelated to Python 3.14 import failure." }, { "left": "issue:38175", "right": "issue:44898", "accept": false, - "reason": "Different vision-model bugs: SigLIP2 zero probabilities vs Perceiver non-default resolution handling." + "reason": "Unexpected zero probabilities in SigLIP2 is unrelated to Perceiver interpolation failure." }, { "left": "issue:43404", "right": "issue:45987", "accept": false, - "reason": "Different code paths: tied lm_head weights in Mistral3 vs StaticCache return type contract." + "reason": "Mistral3 lm_head tying issue is unrelated to StaticCache return-type mismatch." }, { "left": "issue:42175", "right": "issue:44488", "accept": false, - "reason": "Different failures: backend packaging omission vs model loading failure for cjvt/sleng-bert." + "reason": "TensorFlow backend packaging is unrelated to loading cjvt/sleng-bert." }, { "left": "issue:45137", "right": "issue:45405", "accept": false, - "reason": "Different bugs: DeepSpeed ZeRO3 deque error vs PEFT version pin mismatch." + "reason": "DeepSpeed ZeRO3 deque failure is unrelated to MIN_PEFT_VERSION metadata/versioning." }, { "left": "issue:43906", "right": "issue:45381", "accept": false, - "reason": "No evidence they share the same root cause; isolated reproduction of another issue vs Qwen2.5-VL video position_ids bug." + "reason": "A reproduction of a different issue is not the same as the Qwen2.5-VL video-position bug." }, { "left": "issue:28282", "right": "issue:34689", "accept": false, - "reason": "Different import/load problems: missing PyTorch dependency vs a specific Llama 3.2 Vision loading regression." + "reason": "PyTorch missing ImportError is unrelated to Llama 3.2 Vision loading breakage." }, { "left": "issue:43742", "right": "issue:44291", "accept": false, - "reason": "Both involve model loading, but one is a KeyError on a specific model and the other is a generic init_empty_weights argument mismatch." + "reason": "MobileLLM key error is unrelated to init_empty_weights/_is_hf_initialized argument handling." }, { "left": "issue:42915", "right": "issue:43749", "accept": false, - "reason": "Different failures: Qwen3MoE FP8 config vs FSDP CPU RAM efficient loading." + "reason": "Qwen3Moe loading is unrelated to FSDP_CPU_RAM_EFFICIENT_LOADING." }, { "left": "issue:44737", "right": "issue:45588", "accept": false, - "reason": "Different bugs in different areas: XLNet CPU tensor creation vs flash_attention sink handling." + "reason": "XLNet CPU arange bug is unrelated to flash_attention s_aux handling." }, { "left": "issue:43540", "right": "issue:45823", "accept": false, - "reason": "Different model families and symptoms: Qwen3OmniMoe video processing vs Gemma4 device mismatch." + "reason": "Different multimodal model/device issues with no clear shared bug." }, { "left": "issue:43526", "right": "issue:45479", "accept": false, - "reason": "Different semantics: BeitImageProcessorFast label reduction vs sequence-classification loss degeneracy." + "reason": "BeitImageProcessorFast label reduction bug is unrelated to sequence-classification zero-loss behavior." }, { "left": "issue:43582", "right": "issue:43782", "accept": false, - "reason": "Unrelated: Apple Silicon warmup TypeError vs Qwen3VL from_pretrained weight_only error." + "reason": "Apple Silicon allocator TypeError is unrelated to Qwen3VL weight_only loading error." }, { "left": "issue:43756", "right": "issue:45325", "accept": false, - "reason": "Different RoPE-related issues in different models; no evidence of a shared underlying bug." + "reason": "Smollm3 RoPE-layer dropping and Qwen2.5-VL rope-index scaling are different bugs." }, { "left": "issue:28282", "right": "issue:29127", "accept": false, - "reason": "Different issues: missing PyTorch ImportError vs LayoutLMv3 box-data error message clarity." + "reason": "Missing PyTorch ImportError is unrelated to LayoutLMv3 box-content error messaging." } ] }, - "evaluator_result": null, - "evaluator_used": false, + "evaluator_result": { + "accept": true, + "feedback": "The analysis stays grounded in the packet: it identifies a single clearly related Qwen video-input subgroup, chooses a plausible umbrella issue (44479), and keeps the rest of the soft-edge verdicts conservative rather than over-merging loosely similar reports. No mergeability concerns apply here." + }, + "evaluator_used": true, "retried": false, - "accepted_nontrivial_soft_edge": false, + "accepted_nontrivial_soft_edge": true, "error_kind": null, "error_message": null }, @@ -6051,14 +6072,14 @@ "issue:43819|issue:44811", "issue:44936|issue:45823" ], - "prepared_review_unit_hash": "0607cf2ab6e3a17269883f36ec5062013a5ccf58df0a03db3cb60eee18423ff9", + "prepared_review_unit_hash": "65bec09b74df99b97b9722ccc8d768fcab22409d6fd2eae224ab79e46a0a96e7", "component_budget": { "node_count": 402, "item_count": 402, "soft_pair_count": 1504, - "serialized_chars": 775931, - "estimated_input_tokens": 193983, - "estimated_eval_tokens": 388222 + "serialized_chars": 775933, + "estimated_input_tokens": 193984, + "estimated_eval_tokens": 388224 }, "budget": { "node_count": 48, @@ -6073,184 +6094,181 @@ "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is mostly a mix of unrelated issues. Based on titles alone, only one pair looks tentatively like the same underlying SigLIP2 correctness problem; the rest are better treated as separate bugs or too broad to merge safely.", - "confidence": 0.74, - "canonical_issue_reason": "Issue 43493 is the best representative of the only plausible duplicate family here: it describes a broader SigLIP2 discrepancy, while 43994 appears to be a more specific symptom involving a particular checkpoint/model path.", + "summary": "This cluster is mostly a loose collection of Transformers bug reports that share regression/loading/tokenizer language but not the same concrete failure. None of the soft edges look safe to merge as duplicates. The broadest current anchor is the open tokenizer regression in issue 45920.", + "confidence": 0.34, + "canonical_issue_reason": "Issue 45920 is the broadest, most current regression report in the set, spanning multiple model families and a shared tokenizer failure mode.", "canonical_pr_reason": null, - "best_issue_reason": "Issue 43493 is the strongest issue anchor for triage because it is the broadest SigLIP2 report in the set and most plausibly covers the related model-specific complaint in 43994.", + "best_issue_reason": "Issue 45920 is the best global representative because it is open, high-signal, and covers a wider cross-model tokenizer regression than the more narrowly scoped reports.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:43493", "right": "issue:43994", - "accept": true, - "reason": "These both point to SigLIP2 producing incorrect results; one is a general implementation-vs-JAX discrepancy and the other is a model-specific bad-output report, so they tentatively look like the same underlying bug." + "accept": false, + "reason": "Both are SigLIP2-related, but one is an HF-vs-JAX implementation discrepancy and the other is a bad-output/pipeline issue. Different symptoms and likely different code paths." }, { "left": "issue:34567", "right": "issue:36331", "accept": false, - "reason": "Different Trainer problems: token counting not updating versus a custom compute_loss signature mismatch." + "reason": "TrainerState token counting and CustomTrainer.compute_loss API breakage are unrelated trainer bugs." }, { "left": "issue:44062", "right": "issue:45081", "accept": false, - "reason": "Both involve tokenizer loading, but the failure modes are different and do not look like the same bug." + "reason": "One is an AddedToken `special` argument collision; the other is a Mistral regex/backend tokenizer attribute crash. Same subsystem, different bug." }, { "left": "issue:44291", "right": "issue:44821", "accept": false, - "reason": "Different loading paths and different error shapes; no strong sign they are the same underlying issue." + "reason": "`init_empty_weights`/_is_hf_initialized and loading AutoImageProcessor from URL are unrelated failure modes." }, { "left": "issue:45357", "right": "issue:45920", "accept": false, - "reason": "Both are Qwen-related, but the titles indicate different regression surfaces: save_pretrained serialization versus tokenizer ID generation." + "reason": "Both involve Qwen/tokenizer regressions, but one is incorrect saved visual encoder keys and the other is wrong token IDs during tokenization. Not the same concrete bug." }, { "left": "issue:43643", "right": "issue:45375", "accept": false, - "reason": "Both are config-related, but they describe different config-handling failures and do not appear to be duplicates." + "reason": "Both are config-field propagation/strictness issues, but they affect different models and different missing fields." }, { "left": "issue:43452", "right": "issue:44488", "accept": false, - "reason": "Different from_pretrained failures with different root symptoms; too little evidence that they are the same bug." + "reason": "GGUF loading breakage and a model-specific load failure are not the same underlying problem." }, { "left": "issue:44792", "right": "issue:44964", "accept": false, - "reason": "Both are multimodal/model-loading related, but the titles suggest different model families and different failures." + "reason": "Both are multimodal load/generate issues, but they target different models and different code paths." }, { "left": "issue:45042", "right": "issue:45081", "accept": false, - "reason": "They share a tokenizer-adjacent area, but the specific issues are different enough that merging them would be unsafe." + "reason": "Image-processor torchvision dependency regression and Mistral tokenizer regex crash are unrelated." }, { "left": "issue:43742", "right": "issue:44589", "accept": false, - "reason": "Different low-level errors: a key lookup problem versus a missing storage object type." + "reason": "A key error on MobileLLM load and a Float8 storage lookup error are different loading failures." }, { "left": "issue:43531", "right": "issue:44821", "accept": false, - "reason": "Unrelated issue surfaces: Qwen3-MoE sliding window behavior versus AutoImageProcessor URL loading." + "reason": "Qwen3-MoE sliding-window behavior and AutoImageProcessor URL loading are unrelated." }, { "left": "issue:45405", "right": "issue:45600", "accept": false, - "reason": "Maintenance/config change versus stale mapping references; not the same bug." + "reason": "One is an unreleased dependency version bump, the other is stale auto-mapping references. No shared bug." }, { "left": "issue:43697", "right": "issue:45216", "accept": false, - "reason": "Different model families and different regressions; no concrete overlap beyond both being correctness issues." + "reason": "RTDetrV2 output drift and Qwen3.5 checkpoint serialization are separate regressions." }, { "left": "issue:43688", "right": "issue:43749", "accept": false, - "reason": "Separate bugs affecting different training/loading paths." + "reason": "Auxiliary-loss normalization and FSDP CPU RAM-efficient loading are different issues." }, { "left": "issue:44514", "right": "issue:45381", "accept": false, - "reason": "Same broader Qwen2.5-VL area, but the titles indicate different failure modes." + "reason": "Both are Qwen2.5-VL/Qwen chat-template style bugs, but one is batched apply_chat_template padding and the other is video vision_position_ids. Not the same concrete failure." }, { "left": "issue:43720", "right": "issue:44898", "accept": false, - "reason": "Different model-specific problems with no clear shared code-path from the titles alone." + "reason": "BitNet packed-weight unpacking and Perceiver resolution handling are unrelated." }, { "left": "issue:44484", "right": "issue:44704", "accept": false, - "reason": "A save_pretrained size question is unrelated to AutoProcessor passing kwargs to cached_file." + "reason": "save_pretrained shard size behavior and AutoProcessor kwarg forwarding are separate API issues." }, { "left": "issue:41762", "right": "issue:44936", "accept": false, - "reason": "Different Trainer/DeepSpeed behaviors with distinct symptoms." + "reason": "DeepSpeed ZeRO-3 load failure and trainer.evaluate-after-train behavior are unrelated." }, { "left": "issue:24643", "right": "issue:29127", "accept": false, - "reason": "DeepSpeed training runtime error versus LayoutLMv3 box-related error messaging; unrelated." + "reason": "DeepSpeed training weight-shape error and LayoutLMv3 box validation messaging are not duplicates." }, { "left": "issue:44625", "right": "issue:44877", "accept": false, - "reason": "Both involve config handling, but the underlying failures are different." + "reason": "Qwen3.5 num_labels propagation and strict config loading for granite_speech are different config bugs." }, { "left": "issue:44514", "right": "issue:45290", "accept": false, - "reason": "Same API surface, but the batched padding crash and the assistant tool-call/content crash look distinct." + "reason": "Both hit apply_chat_template, but one is batched padding=False and the other is assistant tool-call messages with no content. Different edge cases." }, { "left": "issue:43452", "right": "issue:43577", "accept": false, - "reason": "Different loading issues: gguf_file handling versus dtype propagation in BLIP2." + "reason": "GGUF loading breakage and BLIP2 dtype propagation are unrelated." }, { "left": "issue:43452", "right": "issue:44843", "accept": false, - "reason": "Tokenizer/loading-related, but the specific failure modes are different." + "reason": "GGUF-from_pretrained failure and offline mistral regex patch behavior are different tokenizer/loading problems." }, { "left": "issue:44466", "right": "issue:45005", "accept": false, - "reason": "Related to tied weights, but the titles suggest different manifestations and too broad a scope to treat as one bug." + "reason": "Both mention tied weights in v5, but one is device-dependent serialization of lm_head.weight and the other is translation-model tied-weight issues. Similar area, not clearly the same bug." }, { "left": "issue:43295", "right": "issue:45356", "accept": false, - "reason": "Different regression surfaces: processor/tokenizer access versus tokenizer codec/regex handling." + "reason": "Processor/tokenizer regression and Kimi-K2.5 codec/mistral-regex regression are different tokenizer issues." }, { "left": "issue:43819", "right": "issue:44811", "accept": false, - "reason": "Different bugs in different model areas; no sign of a shared underlying defect." + "reason": "DAC latent reconstruction mismatch and Whisper batch_decode special-token handling are unrelated." }, { "left": "issue:44936", "right": "issue:45823", "accept": false, - "reason": "Trainer lifecycle failure versus a device mismatch in Gemma4 forward pass." + "reason": "trainer.evaluate failure and Gemma4 device-map forward mismatch are separate runtime problems." } ] }, - "evaluator_result": { - "accept": false, - "feedback": "The triage is mostly conservative, but it still overstates what is grounded in the packet. In particular, \"clearly reproducible\" and \"captures the underlying SigLIP2 mismatch\" are not supported by the packet itself (we only have titles/body lengths here), so they read as stronger than the evidence allows. Also, the summary says \"a couple of pairs\" look like duplicates even though only one pair is actually marked accept=true. Please soften those claims and keep the duplicate judgment explicitly tentative." - }, - "evaluator_used": true, - "retried": true, - "accepted_nontrivial_soft_edge": true, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, "error_kind": null, "error_message": null }, @@ -6262,8 +6280,8 @@ "review_unit_count": 47, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-402", "nodes": [ @@ -6358,9 +6376,9 @@ "node_count": 402, "item_count": 402, "soft_pair_count": 1504, - "serialized_chars": 775931, - "estimated_input_tokens": 193983, - "estimated_eval_tokens": 388222 + "serialized_chars": 775933, + "estimated_input_tokens": 193984, + "estimated_eval_tokens": 388224 }, "budget": { "node_count": 47, @@ -6698,14 +6716,14 @@ "issue:33357|issue:33666", "issue:43927|issue:44361" ], - "prepared_review_unit_hash": "70615c1120c9439e055843c6214f1a47823326b4fc5660c43e8199c3ffe3980e", + "prepared_review_unit_hash": "cc25bde8a33c12270186dcebb87ba6c7702eb5bf14f281675d87420cddb2cc12", "component_budget": { "node_count": 402, "item_count": 402, "soft_pair_count": 1504, - "serialized_chars": 775931, - "estimated_input_tokens": 193983, - "estimated_eval_tokens": 388222 + "serialized_chars": 775933, + "estimated_input_tokens": 193984, + "estimated_eval_tokens": 388224 }, "budget": { "node_count": 48, @@ -6720,210 +6738,216 @@ "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "Mostly heterogeneous issue set: many items share tokenizer/config/model-loading language, but the underlying bugs differ by model, subsystem, and failure mode. I found no convincing duplicate clusters, so the best anchor is a broad, user-visible tokenizer regression rather than a narrow model-specific report.", - "confidence": 0.22, - "canonical_issue_reason": "Issue 45812 is the broadest and most cross-cutting regression in this set: it affects all Granite models, is user-visible, and has multiple inbound references, making it the best single anchor if one issue must represent the cluster.", + "summary": "The set is mostly a collection of unrelated Transformers issues, with only loose thematic overlap around v5/model-loading regressions. I found no soft pair that is clearly the same underlying bug or change, so all candidate duplicate edges are rejected.", + "confidence": 0.36, + "canonical_issue_reason": "issue:45812 is the broadest open, user-facing regression here with multiple inbound references and a concrete tokenizer failure; it is the best anchor if one issue must represent the set.", "canonical_pr_reason": null, - "best_issue_reason": "45812 is the strongest representative issue because it is broadly scoped, current, and tied to a concrete tokenizer behavior regression rather than a niche model-specific edge case.", + "best_issue_reason": "issue:45812 has the clearest repro-oriented bug report, the widest apparent impact, and active community signal, making it the strongest standalone issue in this batch.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:43493", "right": "issue:43825", "accept": false, - "reason": "Different bugs: SigLIP2 implementation mismatch vs a pipeline error message about translation tasks." + "reason": "Different subsystems: SigLIP2 implementation discrepancy vs pipeline translation-task error messaging." }, { "left": "issue:44849", "right": "issue:45357", "accept": false, - "reason": "Different Qwen3.5 problems: hidden-states behavior vs incorrect save_pretrained visual encoder keys." + "reason": "Same model family but different bugs: output_hidden_states behavior vs save_pretrained visual-key serialization." }, { "left": "issue:43606", "right": "issue:43927", "accept": false, - "reason": "Device-mismatch/offload loading bug vs config losing custom token IDs; unrelated code paths." + "reason": "CPU offload device mismatch is unrelated to DiaConfig custom token ID persistence." }, { "left": "issue:43720", "right": "issue:43927", "accept": false, - "reason": "Packed-weight conversion during accelerate loading is unrelated to DiaConfig token ID persistence." + "reason": "Packed-weight unpacking during accelerate loading is a different code path from config token-ID loss." }, { "left": "issue:44568", "right": "issue:45812", "accept": false, - "reason": "Both are tokenizer bugs, but they affect different models and different behaviors (special tokens vs Granite token IDs)." + "reason": "Both are tokenizer regressions, but on different models and symptoms; not the same concrete bug." }, { "left": "issue:43525", "right": "issue:43572", "accept": false, - "reason": "Similar symptom name, but different model configs and different missing fields (`pad_token_id` vs `pad_token_idx`)." + "reason": "Both mention missing pad-token fields after v5, but they affect different config classes and attributes." }, { "left": "issue:43262", "right": "issue:43295", "accept": false, - "reason": "Audio chat-template sampling-rate default bug vs processor.tokenizer/image-handling regression." + "reason": "Audio chat-template sampling-rate defaulting is unrelated to processor.tokenizer / image-passing regression." }, { "left": "issue:43756", "right": "issue:44913", "accept": false, - "reason": "Different config/architecture issues: RoPE layer dropping vs rotary_pct not persisting on reload." + "reason": "RoPE-layer count mismatch and rotary_pct reload persistence are different bugs in different model families." }, { "left": "issue:43720", "right": "issue:44361", "accept": false, - "reason": "Different tokenizer/loading failures: packed-weight unpacking vs MLukeTokenizer AttributeError on tasks." + "reason": "Accelerate packed-weight loading bug is unrelated to MLukeTokenizer task AttributeError." }, { "left": "issue:28218", "right": "issue:33357", "accept": false, - "reason": "Tokenizer spacing bug vs Mac bus error on a CLIP model; no shared underlying defect." + "reason": "Tokenizer spacing bug and Mac bus error on CLIP are clearly unrelated." }, { "left": "issue:33666", "right": "issue:36331", "accept": false, - "reason": "Multi-GPU training support issue vs CustomTrainer compute_loss signature mismatch." + "reason": "Multi-GPU training discussion vs CustomTrainer signature mismatch; different problem areas." }, { "left": "issue:39692", "right": "issue:43493", "accept": false, - "reason": "Docs/example errors are not the same bug as the SigLIP2 HF-vs-JAX implementation discrepancy." + "reason": "Docs/example errors are not the same as a model implementation discrepancy." }, { "left": "issue:43540", "right": "issue:44977", "accept": false, - "reason": "Video-input processing error in Qwen3OmniMoe vs flash-attention generation bug in Qwen3.5." + "reason": "Video input processing failure and flash-attention generation bug are different code paths." }, { "left": "issue:43493", "right": "issue:43844", "accept": false, - "reason": "SigLIP2 implementation discrepancy is unrelated to the DeepSpeed gradient growth report." + "reason": "SigLIP2 JAX-vs-HF discrepancy is unrelated to ZeRO-3 gradient growth." }, { "left": "issue:44964", "right": "issue:45405", "accept": false, - "reason": "Model-loading failure for Phi-4 multimodal is unrelated to the PEFT version bump issue." + "reason": "Model loading failure vs unreleased dependency version bump; not duplicate bugs." }, { "left": "issue:43334", "right": "issue:43572", "accept": false, - "reason": "Both mention missing pad token fields, but in different model families and different config attributes." + "reason": "Both are pad-token related, but different model/config regressions and not one concrete issue." }, { "left": "issue:45803", "right": "issue:45987", "accept": false, - "reason": "Bare except swallowing interrupts is unrelated to StaticCache returning a tensor instead of an int." + "reason": "Bare except swallowing errors in Fuyu is unrelated to StaticCache returning the wrong type." }, { "left": "issue:43278", "right": "issue:43844", "accept": false, - "reason": "Embedding dtype drift in eval is not the same as gradient explosion under ZeRO-3." + "reason": "Embedding dtype drift during eval is unrelated to gradient explosion with ZeRO-3." }, { "left": "issue:44625", "right": "issue:45584", "accept": false, - "reason": "Qwen3.5 num_labels propagation bug vs Whisper empty-transcription generation failure; different paths." + "reason": "Qwen3.5 num_labels propagation and Whisper empty-transcription handling are unrelated." }, { "left": "issue:43756", "right": "issue:45083", "accept": false, - "reason": "RoPE-layer omission in Smollm3 is unrelated to the qwen3_omni_moe feature-length helper behavior." + "reason": "Different RoPE/length-calculation problems in different models; not the same bug." }, { "left": "issue:43257", "right": "issue:43299", "accept": false, - "reason": "Both are Qwen/MoE loading regressions, but they hit different model variants and different failure causes." + "reason": "Both involve Qwen MoE loading, but one is accelerate/deepspeed weight conversion and the other is a different Qwen3VL loading regression." }, { "left": "issue:43334", "right": "issue:45759", "accept": false, - "reason": "Pad-token-id missing in Qwen3-VL config is unrelated to from_config not unwrapping text_config." + "reason": "Missing pad_token_id in Qwen3-VL config is unrelated to AutoModelForCausalLM.from_config not unwrapping text_config." }, { "left": "issue:45200", "right": "issue:45229", "accept": false, - "reason": "Text-only mm_token_type_ids defaulting bug vs multi-GPU inference OOM; distinct issues." + "reason": "Text-only mm_token_type_ids defaulting is unrelated to multi-GPU inference OOM." }, { "left": "issue:44488", "right": "issue:44843", "accept": false, - "reason": "Loading a specific model failing is not the same as AutoTokenizer calling model_info() offline." + "reason": "Model load failure and offline model_info() behavior are different bugs; same broad area only." + }, + { + "left": "issue:44589", + "right": "issue:45520", + "accept": false, + "reason": "Float8 storage lookup failure is unrelated to flash_attn import KeyError on Python 3.13." }, { "left": "issue:43824", "right": "issue:44589", "accept": false, - "reason": "ImportError for Qwen2.5-VL symbol vs Float8 storage lookup TypeError; unrelated failures." + "reason": "Importing a missing class and storage-object lookup failures are unrelated." }, { "left": "issue:39692", "right": "issue:43295", "accept": false, - "reason": "Documentation example mistakes are unrelated to the processor.tokenizer regression." + "reason": "Documentation example problems are unrelated to the processor.tokenizer regression." }, { "left": "issue:43646", "right": "issue:44466", "accept": false, - "reason": "Custom model initialization breakage is different from inconsistent lm_head.weight serialization across devices." + "reason": "Custom model initialization breakage is a different issue from device-dependent lm_head serialization." }, { "left": "issue:45229", "right": "issue:45823", "accept": false, - "reason": "CUDA OOM in Gemma4 inference vs device mismatch in Gemma4 PLE forward; different concrete bugs." + "reason": "CUDA OOM during inference and device mismatch in forward are different failure modes." }, { "left": "issue:43504", "right": "issue:43606", "accept": false, - "reason": "Legacy-field load failure in Beit semantic segmentation is unrelated to CPU offload device mismatch." + "reason": "Legacy-field pretrained load failure is unrelated to CPU offload device mismatch." }, { "left": "issue:43572", "right": "issue:44291", "accept": false, - "reason": "Missing pad_token_idx in StableLmConfig is unrelated to unexpected _is_hf_initialized argument in init_empty_weights." + "reason": "Missing pad_token_idx is unrelated to init_empty_weights receiving an unexpected argument." }, { "left": "issue:44589", "right": "issue:45520", "accept": false, - "reason": "Float8 storage import error vs flash_attn KeyError on Python 3.13; different dependency issues." + "reason": "Unrelated failures: float8 storage lookup vs missing flash_attn import key." }, { "left": "issue:33357", "right": "issue:33666", "accept": false, - "reason": "Mac bus error with a CLIP model vs Qwen2-VL multi-GPU training; no overlap in root cause." + "reason": "MacOS bus error on a CLIP model and Qwen2-VL multi-GPU training are unrelated." }, { "left": "issue:43927", "right": "issue:44361", "accept": false, - "reason": "DiaConfig token ID loss and MLukeTokenizer task AttributeError are unrelated bugs." + "reason": "DiaConfig token-ID loss and MLukeTokenizer task AttributeError are separate bugs." } ] }, @@ -6942,8 +6966,8 @@ "review_unit_count": 47, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-402", "nodes": [ @@ -7028,9 +7052,9 @@ "node_count": 402, "item_count": 402, "soft_pair_count": 1504, - "serialized_chars": 775931, - "estimated_input_tokens": 193983, - "estimated_eval_tokens": 388222 + "serialized_chars": 775933, + "estimated_input_tokens": 193984, + "estimated_eval_tokens": 388224 }, "budget": { "node_count": 47, @@ -7311,214 +7335,214 @@ "issue:43262|issue:43450", "issue:44610|issue:44857" ], - "prepared_review_unit_hash": "ebb89661c4e59e1121fbb5348d46376b9147c84bfbc0bc01d4fa6d0fd137f7e3", + "prepared_review_unit_hash": "b1a9777f9f32995f9da20c3e439b814cbffbc68b1237895b0de7bd0bf24a934b", "component_budget": { "node_count": 402, "item_count": 402, "soft_pair_count": 1504, - "serialized_chars": 775931, - "estimated_input_tokens": 193983, - "estimated_eval_tokens": 388222 + "serialized_chars": 775933, + "estimated_input_tokens": 193984, + "estimated_eval_tokens": 388224 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 30, - "serialized_chars": 36948, - "estimated_input_tokens": 9237, - "estimated_eval_tokens": 18730 + "serialized_chars": 36950, + "estimated_input_tokens": 9238, + "estimated_eval_tokens": 18732 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "These items are largely unrelated issue reports across different models/subsystems. I don\u2019t see any soft-edge pair that clearly represents the same underlying bug or change, so none should be merged as duplicates.", - "confidence": 0.28, - "canonical_issue_reason": "No single underlying bug clearly ties the set together; if forced to pick a representative, issue 44521 is the most central because it is open, recently active, and has the strongest reference activity in the processor/chat-template area.", + "summary": "This cluster is heterogeneous: the soft pairs share only broad subsystem similarity, not the same underlying bug or change, so I would not merge any of them as duplicates.", + "confidence": 0.94, + "canonical_issue_reason": null, "canonical_pr_reason": null, - "best_issue_reason": "Issue 44521 is the best overall issue candidate by activity and recency, but this cluster is too heterogeneous to treat it as a true canonical duplicate target.", + "best_issue_reason": "issue:44521 is the most central/active report in the set, but the overall cluster is too diverse for it to serve as a true duplicate canonical.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:44898", "right": "issue:45412", "accept": false, - "reason": "Different bugs: Perceiver image-classification resolution failure vs RT-DETR memory not being released." + "reason": "Different bugs: one is a Perceiver positional-encoding failure, the other is an RT-DETR memory release problem." }, { "left": "issue:44466", "right": "issue:45127", "accept": false, - "reason": "Both touch tied weights, but one is serialization/device-dependent while the other is LoRA merge collapse with extended vocab; not the same bug." + "reason": "Both involve weight serialization/collapse, but the failures are on different code paths and model behaviors." }, { "left": "issue:44792", "right": "issue:45563", "accept": false, - "reason": "Janus image-generation test failure and a stale generate() warning are unrelated symptoms." + "reason": "A failed Janus image-generation test and a stale paged-generate warning are unrelated symptoms." }, { "left": "issue:43572", "right": "issue:44987", "accept": false, - "reason": "Missing pad_token_idx in StableLmConfig is not the same as loading a specific model failing in v5.1.0." + "reason": "Both are load-time regressions, but one is about missing pad token metadata and the other about a specific model load failure." }, { "left": "issue:37428", "right": "issue:43824", "accept": false, - "reason": "Both are ImportErrors, but they concern different missing symbols in different code paths." + "reason": "Importing a missing flash-attention helper is unrelated to a missing Qwen2.5-VL class export." }, { "left": "issue:43572", "right": "issue:43957", "accept": false, - "reason": "Config attribute regression vs meta-device model-loading failure; different problems." + "reason": "Missing pad token metadata and meta-device loading failures are different model-loading bugs." }, { "left": "issue:45200", "right": "issue:45325", "accept": false, - "reason": "Gemma 4 token-type defaults and Qwen2.5-VL rope-index scaling are distinct multimodal bugs." + "reason": "Gemma mm_token_type_ids defaults and Qwen2.5-VL rope-index scaling are separate multimodal issues." }, { "left": "issue:43844", "right": "issue:44936", "accept": false, - "reason": "Gradient explosion under ZeRO-3 is unrelated to trainer.evaluate() failing after trainer.train()." + "reason": "Training gradient instability with ZeRO-3 is unrelated to trainer.evaluate() failing after train()." }, { "left": "issue:43295", "right": "issue:43450", "accept": false, - "reason": "Processor.tokenizer regression is different from incorrect batched video output shapes." + "reason": "Both concern processor behavior, but one is a regression around processor.tokenizer/images and the other is batched video output shape." }, { "left": "issue:43334", "right": "issue:43525", "accept": false, - "reason": "Same missing-attribute class of failure, but for different model configs and likely separate fixes." + "reason": "Different configs with the same missing-field symptom; the underlying model code paths are not the same." }, { "left": "issue:43824", "right": "issue:43975", "accept": false, - "reason": "An import error for a VL class is unrelated to a detokenization regression in deepseek-coder." + "reason": "An import/export regression and a detokenization bug are not the same underlying issue." }, { "left": "issue:43295", "right": "issue:43873", "accept": false, - "reason": "Custom processor API regression and quantization/offloading behavior are not the same code-path problem." + "reason": "A regression in custom processor usage is unrelated to quantized offloading behavior." }, { "left": "issue:43388", "right": "issue:43526", "accept": false, - "reason": "Both involve labels, but one drops tuple elements in gather_for_metrics while the other truncates Beit labels." + "reason": "Both affect labels, but one is metric gathering and the other is BeitImageProcessorFast label reduction." }, { "left": "issue:38175", "right": "issue:45412", "accept": false, - "reason": "SigLIP2 zero-probability outputs and RT-DETR memory leaks are unrelated." + "reason": "SigLIP2 zero-probabilities and RT-DETR memory cleanup are unrelated model bugs." }, { "left": "issue:42915", "right": "issue:43824", "accept": false, - "reason": "FineGrainedFP8Config failure for Qwen3Moe is unrelated to a missing Qwen2.5-VL import." + "reason": "Qwen3Moe FP8 failures and a missing VL class import are different issues." }, { "left": "issue:38175", "right": "issue:43493", "accept": false, - "reason": "Both mention SigLIP2, but one is zero probabilities and the other is HF-vs-JAX implementation discrepancy; not clearly the same bug." + "reason": "SigLIP2 implementation discrepancy and a different model's JAX/HF discrepancy are not the same bug." }, { "left": "issue:44514", "right": "issue:44521", "accept": false, - "reason": "Both are about apply_chat_template, but one is a batching/padding crash and the other is all-zero assistant masks; too different to treat as one fix." + "reason": "Both touch Qwen2_5_VLProcessor.apply_chat_template, but one is a batched padding crash and the other is incorrect assistant masks." }, { "left": "issue:44442", "right": "issue:45198", "accept": false, - "reason": "Different speech-model failures: tokenizer loading vs save_pretrained/tokenization." + "reason": "Different tokenizer failures in different models; no shared concrete code-path bug is evident." }, { "left": "issue:28218", "right": "issue:35141", "accept": false, - "reason": "Added-token spacing and post_init reinitializing output embeddings are separate tokenizer/model-weight bugs." + "reason": "Tokenizer spacing after added tokens and embedding reinitialization on resize are unrelated." }, { "left": "issue:43278", "right": "issue:43856", "accept": false, - "reason": "Training/eval dtype drift is unrelated to Qwen3 MoE memory usage." + "reason": "A dtype change in evaluation and Qwen3 MoE memory usage are separate training-time problems." }, { "left": "issue:42490", "right": "issue:43493", "accept": false, - "reason": "Local-path import warning and SigLIP2 implementation discrepancy are unrelated." + "reason": "Local-path trailing-slash import warnings and SigLIP2 implementation discrepancies are unrelated." }, { "left": "issue:43653", "right": "issue:44112", "accept": false, - "reason": "Tokenizer special-token registration bug is not the same as a stale CI test failure." + "reason": "A tokenizer special-token registration bug and a stale CI device-override test are not the same issue." }, { "left": "issue:43827", "right": "issue:43901", "accept": false, - "reason": "Both are docs issues around pipelines, but they cover different deprecations and behaviors." + "reason": "Both are docs-related, but they refer to different pipeline deprecations and different API behavior." }, { "left": "issue:43450", "right": "issue:43575", "accept": false, - "reason": "Batched video shape bug and tensor-parallel OOM are unrelated." + "reason": "Batched video processor shape bugs and Qwen2-57B TP OOM are unrelated." }, { "left": "issue:44206", "right": "issue:45584", "accept": false, - "reason": "Unsupported feature-extractor arg crash and Whisper empty-transcription generation failure are different issues." + "reason": "An unsupported feature-extractor argument and a Whisper empty-transcription regression are different bugs." }, { "left": "issue:45127", "right": "issue:45245", "accept": false, - "reason": "LoRA/tied-weights collapse is unrelated to a hard category-count limit." + "reason": "LoRA merging with extended vocab and a categorical limit runtime error have no common underlying code path." }, { "left": "issue:43819", "right": "issue:45083", "accept": false, - "reason": "DAC latent reconstruction mismatch and qwen3_omni_moe feature-length behavior are different code paths." + "reason": "Two different helper functions in qwen3_omni_moe are involved, so these are not the same defect." }, { "left": "issue:43819", "right": "issue:44112", "accept": false, - "reason": "No shared bug: DAC latent mismatch vs GraniteSpeech CI test instability." + "reason": "A DAC latent/STE mismatch and a GraniteSpeech CI test issue are unrelated." }, { "left": "issue:43262", "right": "issue:43450", "accept": false, - "reason": "Audio chat-template sample-rate defaulting and video batched-shape handling are unrelated." + "reason": "Audio apply_chat_template sampling-rate defaults and batched video shape outputs are separate processor bugs." }, { "left": "issue:44610", "right": "issue:44857", "accept": false, - "reason": "Processor output resolution mismatch and AMP/CUDA loss crash are different bugs." + "reason": "OmDet-Turbo image-size mismatch and LwDetrImageLoss AMP/CUDA failure are different model-specific problems." } ] }, @@ -7537,8 +7561,8 @@ "review_unit_count": 47, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-402", "nodes": [ @@ -7632,9 +7656,9 @@ "node_count": 402, "item_count": 402, "soft_pair_count": 1504, - "serialized_chars": 775931, - "estimated_input_tokens": 193983, - "estimated_eval_tokens": 388222 + "serialized_chars": 775933, + "estimated_input_tokens": 193984, + "estimated_eval_tokens": 388224 }, "budget": { "node_count": 48, @@ -7880,8 +7904,8 @@ "review_unit_count": 47, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-402", "nodes": [ @@ -7969,9 +7993,9 @@ "node_count": 402, "item_count": 402, "soft_pair_count": 1504, - "serialized_chars": 775931, - "estimated_input_tokens": 193983, - "estimated_eval_tokens": 388222 + "serialized_chars": 775933, + "estimated_input_tokens": 193984, + "estimated_eval_tokens": 388224 }, "budget": { "node_count": 47, @@ -8257,208 +8281,208 @@ "issue:45440|issue:45593", "issue:43824|issue:44279" ], - "prepared_review_unit_hash": "b6020c409e02a6276ce1ebe25d854f04d4b09696ef67431b779dbff2ed0d9124", + "prepared_review_unit_hash": "bf0336af5cac260dd17f286c01e3f8ff8114fbf089afae3580a04245d3d85107", "component_budget": { "node_count": 402, "item_count": 402, "soft_pair_count": 1504, - "serialized_chars": 775931, - "estimated_input_tokens": 193983, - "estimated_eval_tokens": 388222 + "serialized_chars": 775933, + "estimated_input_tokens": 193984, + "estimated_eval_tokens": 388224 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 29, - "serialized_chars": 36352, - "estimated_input_tokens": 9088, - "estimated_eval_tokens": 18432 + "serialized_chars": 36354, + "estimated_input_tokens": 9089, + "estimated_eval_tokens": 18434 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "The cluster is highly heterogeneous: the soft pairs mostly share only broad subsystem labels (tokenizers, quantization, trainer, vision, etc.) but not the same concrete failure mode or fix. I would not merge any of the proposed pairs as duplicates.", - "confidence": 0.95, - "canonical_issue_reason": "If one issue must anchor the cluster, issue #43873 has the strongest engagement (highest inbound refs/discussion) and is open, but it is not a true duplicate representative of the rest.", + "summary": "This cluster is heterogeneous: the soft pairs are all false positives across unrelated tokenizer, model, trainer, quantization, and documentation bugs.", + "confidence": 0.97, + "canonical_issue_reason": null, "canonical_pr_reason": null, - "best_issue_reason": "Issue #43873 is the best single anchor by activity and references, though the cluster does not contain a clear canonical duplicate set.", + "best_issue_reason": null, "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:43065", "right": "issue:43994", "accept": false, - "reason": "Different models and failures: Sam3PixelDecoder dummy Conv2d vs SigLIP2 incorrect outputs." + "reason": "Different model bugs: a dummy Conv2d in Sam3PixelDecoder vs SigLIP2 producing bad outputs through AutoModel/pipeline." }, { "left": "issue:43065", "right": "issue:45412", "accept": false, - "reason": "Dummy layer implementation issue vs RT-DETR memory not released; unrelated bug classes." + "reason": "Unrelated failures: Sam3PixelDecoder dummy layer vs RT-DETR model memory not being released." }, { "left": "issue:45372", "right": "issue:45459", "accept": false, - "reason": "Gemma 4 processor import breakage due to missing ReasoningEffort vs tokenizer error masking when protobuf is absent." + "reason": "Different import paths and causes: Gemma 4 processor loading breaks on ReasoningEffort import, while this is a protobuf-related tokenizer error." }, { "left": "issue:44857", "right": "issue:45588", "accept": false, - "reason": "AMP/CUDA loss crash vs flash_attention AttributeError on sink-less models; different code paths." + "reason": "Different code paths: LwDetrImageLoss AMP/CUDA crash vs flash_attention integration failing on s_aux=None." }, { "left": "issue:44448", "right": "issue:44466", "accept": false, - "reason": "Both are v5 regressions, but one is generation-output difference and the other is serialization of tied weights." + "reason": "Both are version-regression reports, but one is generation output drift for Pegasus and the other is lm_head serialization/tied-weights behavior." }, { "left": "issue:43653", "right": "issue:44743", "accept": false, - "reason": "Tokenizer special-token registration bug vs Qwen3.5 recurrent-state reset bug; unrelated." + "reason": "Tokenizer special-token decode bug vs Qwen3.5 recurrent-state reset in cache handling; not the same defect." }, { "left": "issue:45588", "right": "issue:45823", "accept": false, - "reason": "Flash-attention aux-state crash vs Gemma4 device_map forward mismatch; not the same defect." + "reason": "Different models and bugs: flash_attention crashes on sink-less models, while Gemma4 has a device-mapping mismatch." }, { "left": "issue:43278", "right": "issue:43381", "accept": false, - "reason": "Eval-mode dtype drift vs gradient checkpointing forbidden in eval; different symptoms and fixes." + "reason": "One is a dtype regression in eval, the other is a gradient-checkpointing restriction in eval mode." }, { "left": "issue:44206", "right": "issue:44479", "accept": false, - "reason": "Unsupported feature argument in a feature extractor vs video-input regression for Qwen VL models." + "reason": "Unsupported center argument in a feature extractor is unrelated to a video-input regression in Qwen VL models." }, { "left": "issue:25251", "right": "issue:32090", "accept": false, - "reason": "Pipeline top_k nesting behavior vs trainer broadcast NoneType error; unrelated." + "reason": "Pipeline top_k nesting change and Trainer _gpu_broadcast_one NoneType error are unrelated subsystems and failures." }, { "left": "issue:43994", "right": "issue:45412", "accept": false, - "reason": "SigLIP2 incorrect inference outputs vs RT-DETR memory leak; no shared underlying bug." + "reason": "SigLIP2 bad outputs and RT-DETR memory leak are different model bugs with no shared code path." }, { "left": "issue:44186", "right": "issue:45198", "accept": false, - "reason": "LayoutLMv2Tokenizer NER/padding crash vs Wav2Vec2 save_pretrained/tokenization failure." + "reason": "LayoutLMv2 tokenizer crashes on NER/padding inputs, while Wav2Vec2 has save_pretrained/tokenization failure." }, { "left": "issue:43066", "right": "issue:44462", "accept": false, - "reason": "Tokenizer decoder type in v5 vs AutoTokenizer ignoring tokenizer.json; both tokenizer-related but different failures." + "reason": "Both involve tokenizer loading/serialization, but one is decoder-type mismatch in v5 and the other is AutoTokenizer ignoring tokenizer.json." }, { "left": "issue:44451", "right": "issue:45520", "accept": false, - "reason": "Model loading failure for ScandiBERT vs Python 3.13 flash_attn import mapping issue." + "reason": "ScandiBERT loading failure is unrelated to the Python 3.13 flash_attn import_utils KeyError." }, { "left": "issue:44361", "right": "issue:45198", "accept": false, - "reason": "MLukeTokenizer task-time AttributeError vs Wav2Vec2 save/tokenization failure." + "reason": "MLukeTokenizer task AttributeError and Wav2Vec2 tokenization/save_pretrained failure are different bugs." }, { "left": "issue:42915", "right": "issue:42994", "accept": false, - "reason": "Quantization-related, but one is FP8 loading/runtime failure and the other is quantized model saving." + "reason": "Quantization load failure for Qwen3 MoE with FineGrainedFP8Config is distinct from quantized model saving failure." }, { "left": "issue:44871", "right": "issue:44977", "accept": false, - "reason": "Gemma3 eos token config mismatch vs Qwen3.5 flash-attention generation regression." + "reason": "Gemma-3 eos_token_id config inconsistency is unrelated to Qwen3.5 flash-attention generation problems." }, { "left": "issue:44265", "right": "issue:45198", "accept": false, - "reason": "torch.export failure with torch_compilable_check vs Wav2Vec2 tokenization/save_pretrained issues." + "reason": "torch.export failure with torch_compilable_check is unrelated to Wav2Vec2 tokenizer/save_pretrained issues." }, { "left": "issue:43756", "right": "issue:45440", "accept": false, - "reason": "RoPE layer count mismatch in Smollm3 vs DeepseekV3MoE implementation divergence; different models and defects." + "reason": "Different model implementations: Smollm3 RoPE-layer mismatch vs DeepseekV3MoE divergence from remote implementation." }, { "left": "issue:29942", "right": "issue:30064", "accept": false, - "reason": "FlashAttention test failures vs void segmentation map preprocessing failure; unrelated." + "reason": "Flash Attention 2 test failures and void segmentation map processing are unrelated." }, { "left": "issue:43421", "right": "issue:45491", "accept": false, - "reason": "Tokenizer post-processor not refreshed after special token changes vs NaN embeddings with sliding-window attention." + "reason": "Runtime special-token post-processor update bug vs Gemma3 NaN embeddings on mixed-length GPU batches are different issues." }, { "left": "issue:43257", "right": "issue:43278", "accept": false, - "reason": "Qwen3 MoE weight conversion problem vs embedding dtype mismatch during eval; different subsystems." + "reason": "Qwen3 MoE conversion with accelerate/deepspeed and embedding dtype drift in eval are unrelated." }, { "left": "issue:33357", "right": "issue:39692", "accept": false, - "reason": "MacOS bus error on community CLIP model vs SigLIP2 documentation/example problems." + "reason": "MacOS CLIP bus error and SigLIP2 doc-example errors/quantization failure do not describe the same underlying bug." }, { "left": "issue:29127", "right": "issue:34567", "accept": false, - "reason": "LayoutLMv3 error messaging issue vs TrainerState token counter not updating; unrelated." + "reason": "LayoutLMv3 error-message clarity and TrainerState token counter not updating are unrelated." }, { "left": "issue:44610", "right": "issue:45412", "accept": false, - "reason": "Processor image-size mismatch vs model memory leak; no common bug." + "reason": "OmDet-Turbo processor size mismatch and RT-DETR memory release problems are distinct." }, { "left": "issue:32090", "right": "issue:33290", "accept": false, - "reason": "Trainer broadcast NoneType error vs DeepSpeed Adafactor OOM; both training-related but not the same issue." + "reason": "Trainer NoneType broadcast error and DeepSpeed/Adafactor OOM are different failure modes." }, { "left": "issue:42490", "right": "issue:43873", "accept": false, - "reason": "Trailing-slash local model import warning vs quantization offloading not working; different code paths." + "reason": "Local-path trailing-slash import warning is unrelated to quantization offloading behavior." }, { "left": "issue:45440", "right": "issue:45593", "accept": false, - "reason": "DeepseekV3MoE implementation mismatch vs D-FINE auxiliary-loss bug; unrelated model families." + "reason": "DeepseekV3MoE implementation divergence and D-FINE auxiliary-loss omission are different model bugs." }, { "left": "issue:43824", "right": "issue:44279", "accept": false, - "reason": "Specific missing Qwen2_5_VL import vs generic dependency issue; too broad to be the same bug." + "reason": "Qwen2.5 VL import error is not the same concrete bug as a generic transformers dependency issue." } ] }, @@ -8477,8 +8501,8 @@ "review_unit_count": 47, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-402", "nodes": [ @@ -8567,9 +8591,9 @@ "node_count": 402, "item_count": 402, "soft_pair_count": 1504, - "serialized_chars": 775931, - "estimated_input_tokens": 193983, - "estimated_eval_tokens": 388222 + "serialized_chars": 775933, + "estimated_input_tokens": 193984, + "estimated_eval_tokens": 388224 }, "budget": { "node_count": 48, @@ -8782,8 +8806,8 @@ "review_unit_count": 47, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-402", "nodes": [ @@ -8873,9 +8897,9 @@ "node_count": 402, "item_count": 402, "soft_pair_count": 1504, - "serialized_chars": 775931, - "estimated_input_tokens": 193983, - "estimated_eval_tokens": 388222 + "serialized_chars": 775933, + "estimated_input_tokens": 193984, + "estimated_eval_tokens": 388224 }, "budget": { "node_count": 48, @@ -9094,8 +9118,8 @@ "review_unit_count": 47, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-402", "nodes": [ @@ -9183,9 +9207,9 @@ "node_count": 402, "item_count": 402, "soft_pair_count": 1504, - "serialized_chars": 775931, - "estimated_input_tokens": 193983, - "estimated_eval_tokens": 388222 + "serialized_chars": 775933, + "estimated_input_tokens": 193984, + "estimated_eval_tokens": 388224 }, "budget": { "node_count": 47, @@ -9398,8 +9422,8 @@ "review_unit_count": 47, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-402", "nodes": [ @@ -9487,9 +9511,9 @@ "node_count": 402, "item_count": 402, "soft_pair_count": 1504, - "serialized_chars": 775931, - "estimated_input_tokens": 193983, - "estimated_eval_tokens": 388222 + "serialized_chars": 775933, + "estimated_input_tokens": 193984, + "estimated_eval_tokens": 388224 }, "budget": { "node_count": 47, @@ -9696,8 +9720,8 @@ "review_unit_count": 47, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-402", "nodes": [ @@ -9785,9 +9809,9 @@ "node_count": 402, "item_count": 402, "soft_pair_count": 1504, - "serialized_chars": 775931, - "estimated_input_tokens": 193983, - "estimated_eval_tokens": 388222 + "serialized_chars": 775933, + "estimated_input_tokens": 193984, + "estimated_eval_tokens": 388224 }, "budget": { "node_count": 47, @@ -10086,14 +10110,14 @@ "issue:33290|issue:45656", "issue:43441|issue:45834" ], - "prepared_review_unit_hash": "221957cd85ef245666f23dcc872c9b372578d769bcb0bfdf572d004c13eed1dc", + "prepared_review_unit_hash": "7d9e743bcb22acd3ccaf54dca4d678a314a353705375a47b9f27926b5eaf45ef", "component_budget": { "node_count": 402, "item_count": 402, "soft_pair_count": 1504, - "serialized_chars": 775931, - "estimated_input_tokens": 193983, - "estimated_eval_tokens": 388222 + "serialized_chars": 775933, + "estimated_input_tokens": 193984, + "estimated_eval_tokens": 388224 }, "budget": { "node_count": 48, @@ -10108,192 +10132,186 @@ "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is highly heterogeneous: it mixes unrelated tokenizer, multimodal, config, optimizer, docs, and runtime regression reports. The soft edges are mostly superficial keyword matches, not the same underlying bug, so none should be merged.", - "confidence": 0.95, - "canonical_issue_reason": "No safe canonical issue: the items span many distinct bugs and regressions, so collapsing them into one would be misleading.", + "summary": "This cluster is highly heterogeneous: the soft pairs mostly share broad themes like tokenizers, multimodal models, or deepspeed, but they describe different concrete bugs and code paths. I would not merge any of the soft pairs as duplicates.", + "confidence": 0.98, + "canonical_issue_reason": "No single canonical issue fits this cluster because the items span unrelated regressions and feature bugs. If a representative must be picked, issue:44521 is the best candidate because it is concrete, currently open, and has the strongest inbound discussion signal among the multimodal-related issues.", "canonical_pr_reason": null, - "best_issue_reason": "issue:45020 is the broadest umbrella regression report here ('Recent transformers versions break models using `remote_code`') and is the closest thing to a representative issue, though it is not a duplicate of the others.", + "best_issue_reason": "Issue:44521 is the most representative issue in this set: it is specific, actionable, and has the highest visible reuse/reference signal. It is a better cluster anchor than the other items, which are either narrower, stale, or more ambiguous.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:43335", "right": "issue:45593", "accept": false, - "reason": "SwitchTransformers config construction bug vs D-FINE auxiliary-loss bug; different model families and code paths." + "reason": "Different bugs: SwitchTransformers config layer construction vs D-FINE auxiliary-loss behavior." }, { "left": "issue:44075", "right": "issue:44368", "accept": false, - "reason": "Optimizer SGD args ignored vs LoRA tie_word_embeddings warning; unrelated training/config behaviors." + "reason": "Unrelated: SGD optimizer args not used vs a Qwen fine-tuning warning about tie_word_embeddings." }, { "left": "issue:45335", "right": "issue:45584", "accept": false, - "reason": "t5gemma embedding resize bug vs Whisper empty-transcription failure; different models and failure modes." + "reason": "Different code paths: t5gemma embedding resize propagation vs Whisper empty-transcription generation failure." }, { "left": "issue:43976", "right": "issue:44279", "accept": false, - "reason": "Python version support issue vs generic dependency issue; not the same concrete bug." + "reason": "One is a Python-version compatibility break; the other is a generic dependency issue without the same failure mode." }, { "left": "issue:43381", "right": "issue:45593", "accept": false, - "reason": "Gradient checkpointing eval-mode restriction vs D-FINE auxiliary-loss omission; unrelated runtime semantics." + "reason": "Gradient checkpointing in eval mode is unrelated to D-FINE denoising/aux-loss handling." }, { "left": "issue:43299", "right": "issue:45357", "accept": false, - "reason": "Qwen3VL model-loading regression vs Qwen3.5 save_pretrained key serialization bug; different code paths." + "reason": "Both involve Qwen multimodal models, but one is a load-time failure and the other is a save_pretrained key regression." }, { "left": "issue:43901", "right": "issue:44496", "accept": false, - "reason": "Docs mismatch for return_all_scores vs model loading/config recognition failure; unrelated concerns." + "reason": "Docs drift for return_all_scores is unrelated to an unrecognized-model/config missing model_type error." }, { "left": "issue:44496", "right": "issue:45759", "accept": false, - "reason": "Unrecognized model config vs AutoModelForCausalLM text_config unwrapping; different loader failures." + "reason": "Different problems: missing model_type on load vs AutoModelForCausalLM not unwrapping text_config for composite configs." }, { "left": "issue:44521", "right": "issue:45325", "accept": false, - "reason": "assistant_masks all-zero in chat template vs Qwen2.5-VL rope index scaling bug; both multimodal, but different subsystems." + "reason": "Both are multimodal, but one is assistant mask generation and the other is Qwen2.5-VL rope index scaling." }, { "left": "issue:41950", "right": "issue:45020", "accept": false, - "reason": "Video-classification pipeline processor lookup vs broad remote_code breakage; not the same bug." + "reason": "Video-classification processor lookup bug is not the same as remote_code model-loading regressions." }, { "left": "issue:44351", "right": "issue:45278", "accept": false, - "reason": "Missing HybridCache import vs broad import errors after upgrade; too vague and not concrete enough to duplicate." + "reason": "Missing HybridCache import is a specific symbol regression, not the broad import-error cluster from upgrading versions." }, { "left": "issue:43976", "right": "issue:45405", "accept": false, - "reason": "Python support mismatch vs peft version floor bump; unrelated packaging/release issues." + "reason": "Python compatibility and an unreleased PEFT minimum-version bump are different dependency issues." }, { "left": "issue:44242", "right": "issue:45200", "accept": false, - "reason": "Load-balancing loss omission vs Gemma 4 mm_token_type_ids defaulting; different model training paths." + "reason": "Load-balancing loss omission and mm_token_type_ids defaulting are separate model-training bugs." }, { "left": "issue:43479", "right": "issue:43525", "accept": false, - "reason": "Phi4Multimodal default config initialization vs Llama4Config missing pad_token_id; distinct config bugs." + "reason": "Phi4 multimodal default config initialization is unrelated to Llama4Config missing pad_token_id." }, { "left": "issue:44779", "right": "issue:45812", "accept": false, - "reason": "Deepseek tokenizer regression vs Granite tokenizer regression; both tokenizer-related but different models and symptoms." + "reason": "Both are tokenizer regressions, but they affect different model families and likely different code paths." }, { "left": "issue:41950", "right": "issue:45823", "accept": false, - "reason": "Video pipeline processor lookup vs Gemma4 PLE device mismatch; unrelated failures." + "reason": "Video pipeline processor selection is unrelated to Gemma4 PLE device placement during forward." }, { "left": "issue:38175", "right": "issue:44617", "accept": false, - "reason": "SigLIP2 zero-probabilities inference issue vs Sam3Video CUDA OOM; completely different symptoms and code paths." + "reason": "SigLIP2 zero-probabilities and Sam3Video CUDA OOM are unrelated failure modes." }, { "left": "issue:43577", "right": "issue:45216", "accept": false, - "reason": "BLIP2 dtype propagation bug vs Qwen3.5 save_pretrained regression; unrelated model-loading behaviors." + "reason": "Blip2 dtype propagation is not the same as Qwen3.5 save_pretrained checkpoint corruption." }, { "left": "issue:44683", "right": "issue:45542", "accept": false, - "reason": "Compiled flex_attention on torch>=2.9 vs TensorBoard/tf backend install issue; different dependency/runtime areas." + "reason": "Compiled flex_attention on torch>=2.9 and tensorboard-without-TF backend errors are unrelated." }, { "left": "issue:39692", "right": "issue:43901", "accept": false, - "reason": "SigLIP2 docs example errors vs TextClassificationPipeline docs mismatch; both documentation issues but not the same bug." + "reason": "SigLIP2 documentation example errors are not the same as stale TextClassificationPipeline docs." }, { "left": "issue:43299", "right": "issue:43854", "accept": false, - "reason": "Qwen3VL loading regression vs GLM-4.7-Flash unit-test load failure; different models and loaders." + "reason": "Qwen3VL loading regression and GLM-4.7-Flash unit-test loading failure are different model-specific issues." }, { "left": "issue:44279", "right": "issue:45405", "accept": false, - "reason": "Generic dependency issue vs PEFT minimum version bump; packaging problems, but not the same underlying issue." + "reason": "A generic dependency issue does not match a specific unreleased MIN_PEFT_VERSION bump." }, { "left": "issue:43295", "right": "issue:44779", "accept": false, - "reason": "processor.tokenizer regression in v4.57.5 vs Deepseek tokenizer incorrect results in v5; different regressions and APIs." - }, - { - "left": "issue:41950", - "right": "issue:43650", - "accept": false, - "reason": "video-classification processor lookup vs nonspecific 'ADD THE DATA' issue; no shared underlying bug." + "reason": "Custom processor.tokenizer regression is not the same as Deepseek tokenizer producing wrong outputs." }, { "left": "issue:44462", "right": "issue:45081", "accept": false, - "reason": "AutoTokenizer ignoring tokenizer.json vs Mistral regex patch crash; different tokenizer pipeline failures." + "reason": "AutoTokenizer ignoring tokenizer.json and a Mistral regex patch crash are different tokenizer code paths." }, { "left": "issue:44297", "right": "issue:44462", "accept": false, - "reason": "tokenizer_class mismatch on save_pretrained vs AutoTokenizer ignoring repository tokenizer.json; separate save/load bugs." + "reason": "Tokenizer-class mismatch on save_pretrained is a different bug from AutoTokenizer ignoring repository tokenizer.json." }, { "left": "issue:45081", "right": "issue:45907", "accept": false, - "reason": "Mistral regex patch crash vs list_repo_files not forwarding revision; unrelated utility functions." + "reason": "Mistral regex patching crashes in tokenizer loading; list_repo_files revision forwarding is unrelated repository API plumbing." }, { "left": "issue:44016", "right": "issue:44291", "accept": false, - "reason": "Notebook syntax error vs init_empty_weights TypeError; different failure types and code paths." + "reason": "Notebook syntax error and init_empty_weights argument handling are unrelated." }, { "left": "issue:33290", "right": "issue:45656", "accept": false, - "reason": "OOM with Adafactor in DeepSpeed vs optimizer.step called twice in DeepSpeed; related subsystem but different bugs and symptoms." + "reason": "OOM with deepspeed + Adafactor and optimizer.step being called twice are different deepspeed optimizer bugs." }, { "left": "issue:43441", "right": "issue:45834", "accept": false, - "reason": "Ministral FlashAttention failure vs Kosmos2.5 OCR index error; unrelated model-specific issues." + "reason": "Ministral FlashAttention failure and Kosmos2.5 long-OCR index errors are unrelated model-specific issues." } ] }, @@ -10312,8 +10330,8 @@ "review_unit_count": 47, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-402", "nodes": [ @@ -10401,9 +10419,9 @@ "node_count": 402, "item_count": 402, "soft_pair_count": 1504, - "serialized_chars": 775931, - "estimated_input_tokens": 193983, - "estimated_eval_tokens": 388222 + "serialized_chars": 775933, + "estimated_input_tokens": 193984, + "estimated_eval_tokens": 388224 }, "budget": { "node_count": 48, @@ -10613,8 +10631,8 @@ "review_unit_count": 47, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-402", "nodes": [ @@ -10707,9 +10725,9 @@ "node_count": 402, "item_count": 402, "soft_pair_count": 1504, - "serialized_chars": 775931, - "estimated_input_tokens": 193983, - "estimated_eval_tokens": 388222 + "serialized_chars": 775933, + "estimated_input_tokens": 193984, + "estimated_eval_tokens": 388224 }, "budget": { "node_count": 48, @@ -10946,8 +10964,8 @@ "review_unit_count": 47, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-402", "nodes": [ @@ -11039,9 +11057,9 @@ "node_count": 402, "item_count": 402, "soft_pair_count": 1504, - "serialized_chars": 775931, - "estimated_input_tokens": 193983, - "estimated_eval_tokens": 388222 + "serialized_chars": 775933, + "estimated_input_tokens": 193984, + "estimated_eval_tokens": 388224 }, "budget": { "node_count": 48, @@ -11266,8 +11284,8 @@ "review_unit_count": 47, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-402", "nodes": [ @@ -11360,9 +11378,9 @@ "node_count": 402, "item_count": 402, "soft_pair_count": 1504, - "serialized_chars": 775931, - "estimated_input_tokens": 193983, - "estimated_eval_tokens": 388222 + "serialized_chars": 775933, + "estimated_input_tokens": 193984, + "estimated_eval_tokens": 388224 }, "budget": { "node_count": 48, @@ -11679,14 +11697,14 @@ "issue:30333|issue:35141", "issue:44483|issue:45406" ], - "prepared_review_unit_hash": "ed00c924f7aec4a08ed9223bb721939528da7fc92f02b078a0c2bc444d7d6a83", + "prepared_review_unit_hash": "c9edff0655d02f829e62f71bb6152f01daa9df32c32302d5802cf0d14f6f3bf2", "component_budget": { "node_count": 402, "item_count": 402, "soft_pair_count": 1504, - "serialized_chars": 775931, - "estimated_input_tokens": 193983, - "estimated_eval_tokens": 388222 + "serialized_chars": 775933, + "estimated_input_tokens": 193984, + "estimated_eval_tokens": 388224 }, "budget": { "node_count": 48, @@ -11701,210 +11719,174 @@ "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "These items are a heterogeneous grab bag of unrelated bugs/regressions (tokenizers, generation, deepspeed, serving, save/load, docs). None of the soft pairs look like the same underlying change or defect, so all are rejected.", - "confidence": 0.99, - "canonical_issue_reason": "No true canonical duplicate emerges from this heterogeneous set; if one issue must anchor the cluster, issue 45812 is the best-documented open regression with broad impact.", + "summary": "This set is mostly heterogeneous; the soft-similarity pairs do not look like true duplicates. The strongest standalone issue is the open Granite tokenizer regression, but it is not the same bug as the others.", + "confidence": 0.88, + "canonical_issue_reason": "issue:45812 is the best representative target because it is an open, detailed regression report with inbound references; among these otherwise unrelated issues, it has the highest signal as a duplicate anchor.", "canonical_pr_reason": null, - "best_issue_reason": "Issue 45812 is the strongest standalone report: open, detailed, reproducible, and impacts all Granite models.", + "best_issue_reason": "issue:45812 is the most suitable global issue target: active, concrete, user-impacting, and well-scoped enough to serve as a duplicate destination, even though it does not match the other items.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:44188", "right": "issue:44373", "accept": false, - "reason": "Attention-kernel divergence under torch.compile is unrelated to a docstring-only position_ids report." + "reason": "Different bugs: attention-kernel divergence under torch.compile vs a docstring typo for position_ids." }, { "left": "issue:42898", "right": "issue:45812", "accept": false, - "reason": "Tokenization-space cleanup behavior change is unrelated to Granite token ID regression." + "reason": "Both are tokenizer-related, but one is a v5 cleanup-space behavior change and the other is wrong token IDs for Granite models; different root causes." }, { "left": "issue:43278", "right": "issue:45137", "accept": false, - "reason": "Embedding dtype drift during eval is unrelated to a DeepSpeed ZeRO3 deque IndexError." + "reason": "Embedding dtype drift in evaluation is unrelated to a DeepSpeed ZeRO3 deque IndexError." }, { "left": "issue:44734", "right": "issue:45103", "accept": false, - "reason": "KV-cache continuation crash in serve is unrelated to an auto_docstring AttributeError under future annotations." + "reason": "Serve KV-cache continuation crash and auto-docstring annotation crash are different code paths and failure modes." }, { "left": "issue:30333", "right": "issue:33290", "accept": false, - "reason": "MLflow not reporting failed jobs is unrelated to an Adafactor/DeepSpeed OOM." + "reason": "MLflow reporting on failed jobs is unrelated to an OOM in Adafactor with DeepSpeed." }, { "left": "issue:43874", "right": "issue:45092", "accept": false, - "reason": "Missing image-processor method for GLM46V is unrelated to remote-code checkpoint/meta-init incompatibility." + "reason": "Missing image-processor method vs remote-code/meta-initialization incompatibility; not the same bug." }, { "left": "issue:43723", "right": "issue:44568", "accept": false, - "reason": "Tokenizer loading failure and missing BOS/EOS insertion are different tokenizer regressions." + "reason": "Tokenizer loading failure and add_special_tokens/BOS-EOS regression are distinct issues." }, { "left": "issue:42898", "right": "issue:45356", "accept": false, - "reason": "General v5 tokenization-space behavior change is unrelated to Kimi-K2.5 codec handling regression." + "reason": "Both mention tokenizer regressions, but the model-specific symptoms and likely fixes differ." }, { "left": "issue:44060", "right": "issue:45125", "accept": false, - "reason": "Incorrect tied-weights warning is unrelated to missing tensor-parallel plan metadata." + "reason": "Incorrect tied-weights warning is unrelated to a missing tensor-parallel plan." }, { "left": "issue:42898", "right": "issue:44779", "accept": false, - "reason": "Tokenization cleanup behavior change is unrelated to Deepseek tokenizer output corruption." + "reason": "General tokenizer cleanup behavior change is not the same as DeepSeek producing incorrect tokenization results." }, { "left": "issue:45405", "right": "issue:45712", "accept": false, - "reason": "PEFT version bump issue is unrelated to leftover dummy-class cleanup." + "reason": "A dependency version bump and leftover dummy-class cleanup are unrelated maintenance issues." }, { "left": "issue:42898", "right": "issue:44448", "accept": false, - "reason": "Tokenization cleanup behavior change is unrelated to Pegasus output regression." + "reason": "Tokenizer whitespace cleanup behavior and Pegasus output mismatch are different regressions." }, { "left": "issue:44295", "right": "issue:45656", "accept": false, - "reason": "Position_ids buffer access error is unrelated to a double optimizer-step DeepSpeed bug." + "reason": "Position_ids buffer handling is unrelated to optimizer.step being called twice with DeepSpeed." }, { "left": "issue:44933", "right": "issue:45712", "accept": false, - "reason": "Missing image_utils import is unrelated to dummy-class leakage into dir(transformers)." + "reason": "Missing import from image_utils and dummy-class leakage are different cleanup/import problems." }, { "left": "issue:44222", "right": "issue:44297", "accept": false, - "reason": "FP8 save_pretrained issue is unrelated to tokenizer class metadata mismatch on save." - }, - { - "left": "issue:44297", - "right": "issue:45656", - "accept": false, - "reason": "Tokenizer save metadata mismatch is unrelated to duplicate optimizer steps." + "reason": "FP8 save_pretrained behavior and tokenizer_config metadata mismatch do not share the same code path." }, { "left": "issue:43116", "right": "issue:44190", "accept": false, - "reason": "Empty multi-label classification results are unrelated to local dataset loading failure." + "reason": "Multi-label classification example output and local image dataset loading are unrelated example-script issues." }, { "left": "issue:43479", "right": "issue:43644", "accept": false, - "reason": "Multimodal config default-init bug is unrelated to non-persistent buffer junk values." + "reason": "Default config initialization and non-persistent buffer junk are distinct model state bugs." }, { "left": "issue:44222", "right": "issue:44623", "accept": false, - "reason": "FP8 MoE save_pretrained behavior is unrelated to processor.save_pretrained missing files." + "reason": "Both involve save_pretrained, but FP8/MoE saving and processor file omission are not the same fix." }, { "left": "issue:42831", "right": "issue:44623", "accept": false, - "reason": "FineGrainedFP8 accuracy issue is unrelated to processor save_pretrained file omission." + "reason": "FineGrainedFP8 accuracy regression is unrelated to processor.save_pretrained missing files." }, { "left": "issue:44206", "right": "issue:45103", "accept": false, - "reason": "Unsupported center arg in feature extractor is unrelated to auto_docstring crashing on annotations." + "reason": "Unsupported center argument in a feature extractor is unrelated to the auto-docstring annotation crash." }, { "left": "issue:41628", "right": "issue:42757", "accept": false, - "reason": "AutoImageProcessor import failure is unrelated to is_offline_mode import failure from huggingface_hub." + "reason": "Two separate import errors for different missing symbols; they do not point to one underlying defect." }, { "left": "issue:22355", "right": "issue:28282", "accept": false, - "reason": "Missing transformers.onnx module is unrelated to AutoModel requiring absent PyTorch." + "reason": "Missing transformers.onnx and missing PyTorch are different dependency/import failures." }, { "left": "issue:30333", "right": "issue:36331", "accept": false, - "reason": "MLflow reporting on failed jobs is unrelated to CustomTrainer.compute_loss signature mismatch." + "reason": "MLflow reporting on failed training jobs is unrelated to a CustomTrainer compute_loss signature change." }, { "left": "issue:30333", "right": "issue:34689", "accept": false, - "reason": "MLflow failure handling is unrelated to Llama 3.2 Vision model-loading regression." + "reason": "Training-job reporting and Llama model-loading regression are different problems." }, { "left": "issue:44297", "right": "issue:45310", "accept": false, - "reason": "Tokenizer save metadata mismatch is unrelated to Qwen3.5 MoE from_pretrained failure." + "reason": "Tokenizer save metadata mismatch and Qwen3.5 MoE from_pretrained failure are not the same underlying bug." }, { - "left": "issue:44222", - "right": "issue:44484", + "left": "issue:44263", + "right": "issue:45092", "accept": false, - "reason": "FP8 MoE save behavior is unrelated to the default max_shard_size question." + "reason": "GlmMoeDsaIndexer torch.split behavior and InternVL2 meta-init incompatibility are unrelated." }, { "left": "issue:43232", "right": "issue:45834", "accept": false, - "reason": "Generation kwargs sync_gpus bug is unrelated to Kosmos2.5 OCR long-input index error." - }, - { - "left": "issue:43723", - "right": "issue:44977", - "accept": false, - "reason": "Tokenizer loading issue is unrelated to Qwen3.5 flash-attention generation failure." - }, - { - "left": "issue:28282", - "right": "issue:30333", - "accept": false, - "reason": "Missing PyTorch import error is unrelated to failed-job MLflow reporting." - }, - { - "left": "issue:44263", - "right": "issue:45092", - "accept": false, - "reason": "GlmMoeDsaIndexer torch.split issue is unrelated to InternVL2 meta-init incompatibility." - }, - { - "left": "issue:30333", - "right": "issue:35141", - "accept": false, - "reason": "Training-job MLflow reporting is unrelated to embedding reinitialization after resize." - }, - { - "left": "issue:44483", - "right": "issue:45406", - "accept": false, - "reason": "Chat-completions request rejection is unrelated to Gemma4Processor missing _tokenizer crash." + "reason": "Generation kwarg update logic and long OCR input indexing are different failure modes." } ] }, @@ -11923,8 +11905,8 @@ "review_unit_count": 47, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-402", "nodes": [ @@ -12014,9 +11996,9 @@ "node_count": 402, "item_count": 402, "soft_pair_count": 1504, - "serialized_chars": 775931, - "estimated_input_tokens": 193983, - "estimated_eval_tokens": 388222 + "serialized_chars": 775933, + "estimated_input_tokens": 193984, + "estimated_eval_tokens": 388224 }, "budget": { "node_count": 48, @@ -12235,8 +12217,8 @@ "review_unit_count": 47, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-402", "nodes": [ @@ -12329,9 +12311,9 @@ "node_count": 402, "item_count": 402, "soft_pair_count": 1504, - "serialized_chars": 775931, - "estimated_input_tokens": 193983, - "estimated_eval_tokens": 388222 + "serialized_chars": 775933, + "estimated_input_tokens": 193984, + "estimated_eval_tokens": 388224 }, "budget": { "node_count": 48, @@ -12568,8 +12550,8 @@ "review_unit_count": 47, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-402", "nodes": [ @@ -12659,9 +12641,9 @@ "node_count": 402, "item_count": 402, "soft_pair_count": 1504, - "serialized_chars": 775931, - "estimated_input_tokens": 193983, - "estimated_eval_tokens": 388222 + "serialized_chars": 775933, + "estimated_input_tokens": 193984, + "estimated_eval_tokens": 388224 }, "budget": { "node_count": 48, @@ -12880,8 +12862,8 @@ "review_unit_count": 47, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-402", "nodes": [ @@ -12972,9 +12954,9 @@ "node_count": 402, "item_count": 402, "soft_pair_count": 1504, - "serialized_chars": 775931, - "estimated_input_tokens": 193983, - "estimated_eval_tokens": 388222 + "serialized_chars": 775933, + "estimated_input_tokens": 193984, + "estimated_eval_tokens": 388224 }, "budget": { "node_count": 47, @@ -13205,8 +13187,8 @@ "review_unit_count": 47, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-402", "nodes": [ @@ -13298,9 +13280,9 @@ "node_count": 402, "item_count": 402, "soft_pair_count": 1504, - "serialized_chars": 775931, - "estimated_input_tokens": 193983, - "estimated_eval_tokens": 388222 + "serialized_chars": 775933, + "estimated_input_tokens": 193984, + "estimated_eval_tokens": 388224 }, "budget": { "node_count": 48, @@ -13525,8 +13507,8 @@ "review_unit_count": 47, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-402", "nodes": [ @@ -13621,9 +13603,9 @@ "node_count": 402, "item_count": 402, "soft_pair_count": 1504, - "serialized_chars": 775931, - "estimated_input_tokens": 193983, - "estimated_eval_tokens": 388222 + "serialized_chars": 775933, + "estimated_input_tokens": 193984, + "estimated_eval_tokens": 388224 }, "budget": { "node_count": 48, @@ -13872,8 +13854,8 @@ "review_unit_count": 47, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-402", "nodes": [ @@ -13962,9 +13944,9 @@ "node_count": 402, "item_count": 402, "soft_pair_count": 1504, - "serialized_chars": 775931, - "estimated_input_tokens": 193983, - "estimated_eval_tokens": 388222 + "serialized_chars": 775933, + "estimated_input_tokens": 193984, + "estimated_eval_tokens": 388224 }, "budget": { "node_count": 47, @@ -14189,8 +14171,8 @@ "review_unit_count": 47, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-402", "nodes": [ @@ -14290,9 +14272,9 @@ "node_count": 402, "item_count": 402, "soft_pair_count": 1504, - "serialized_chars": 775931, - "estimated_input_tokens": 193983, - "estimated_eval_tokens": 388222 + "serialized_chars": 775933, + "estimated_input_tokens": 193984, + "estimated_eval_tokens": 388224 }, "budget": { "node_count": 48, @@ -14571,8 +14553,8 @@ "review_unit_count": 47, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-402", "nodes": [ @@ -14673,9 +14655,9 @@ "node_count": 402, "item_count": 402, "soft_pair_count": 1504, - "serialized_chars": 775931, - "estimated_input_tokens": 193983, - "estimated_eval_tokens": 388222 + "serialized_chars": 775933, + "estimated_input_tokens": 193984, + "estimated_eval_tokens": 388224 }, "budget": { "node_count": 48, @@ -14960,8 +14942,8 @@ "review_unit_count": 47, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-402", "nodes": [ @@ -15037,9 +15019,9 @@ "node_count": 402, "item_count": 402, "soft_pair_count": 1504, - "serialized_chars": 775931, - "estimated_input_tokens": 193983, - "estimated_eval_tokens": 388222 + "serialized_chars": 775933, + "estimated_input_tokens": 193984, + "estimated_eval_tokens": 388224 }, "budget": { "node_count": 35, @@ -15252,8 +15234,8 @@ "review_unit_count": 1, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-13244-3", "nodes": [ @@ -15323,8 +15305,8 @@ "review_unit_count": 1, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-26350-2", "nodes": [ @@ -15386,8 +15368,8 @@ "review_unit_count": 1, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-27088-5", "nodes": [ @@ -15515,8 +15497,8 @@ "review_unit_count": 1, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-36817-15", "nodes": [ @@ -15841,8 +15823,8 @@ "review_unit_count": 1, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-37934-6", "nodes": [ @@ -15957,8 +15939,8 @@ "review_unit_count": 1, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-41084-2", "nodes": [ @@ -16020,8 +16002,8 @@ "review_unit_count": 1, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-43598-2", "nodes": [ @@ -16083,8 +16065,8 @@ "review_unit_count": 1, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-43684-2", "nodes": [ @@ -16146,8 +16128,8 @@ "review_unit_count": 1, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-43835-4", "nodes": [ @@ -16249,8 +16231,8 @@ "review_unit_count": 1, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-44371-5", "nodes": [ @@ -16371,8 +16353,8 @@ "review_unit_count": 1, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-45145-2", "nodes": [ @@ -16491,8 +16473,8 @@ "review_unit_count": 1, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-45672-2", "nodes": [ @@ -16554,8 +16536,8 @@ "review_unit_count": 1, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-45762-2", "nodes": [ @@ -16617,8 +16599,8 @@ "review_unit_count": 1, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-45764-2", "nodes": [ @@ -16680,8 +16662,8 @@ "review_unit_count": 1, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-45869-5", "nodes": [ @@ -16801,7 +16783,7 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-39895-14", + "cluster_id": "cluster-39895-13", "nodes": [ "pull_request:39895", "pull_request:41855", @@ -16815,8 +16797,7 @@ "pull_request:45170", "pull_request:45213", "pull_request:45655", - "pull_request:45795", - "pull_request:45922" + "pull_request:45795" ], "soft_pairs": [ "pull_request:39895|pull_request:43424", @@ -16828,7 +16809,6 @@ "pull_request:43424|pull_request:44827", "pull_request:43424|pull_request:43823", "pull_request:43823|pull_request:45655", - "pull_request:43823|pull_request:45922", "pull_request:43823|pull_request:43995", "pull_request:43995|pull_request:44827", "pull_request:43995|pull_request:45213", @@ -16838,178 +16818,159 @@ "pull_request:44827|pull_request:45213", "pull_request:43823|pull_request:45213", "pull_request:43823|pull_request:45795", - "pull_request:44827|pull_request:45922", "pull_request:43251|pull_request:43254" ], - "prepared_review_unit_hash": "01eef6c2206db6eadceab27e75fd7f54e2654f196a3ced41e1047993a61e9a64", + "prepared_review_unit_hash": "9abf53ffbd26050355ff6ec4f66f07905444f05ae5d9e4d027b51f28ed4bfae3", "component_budget": { - "node_count": 14, - "item_count": 14, - "soft_pair_count": 21, - "serialized_chars": 39196, - "estimated_input_tokens": 9799, - "estimated_eval_tokens": 19854 + "node_count": 13, + "item_count": 13, + "soft_pair_count": 19, + "serialized_chars": 35205, + "estimated_input_tokens": 8802, + "estimated_eval_tokens": 17860 }, "budget": { - "node_count": 14, - "item_count": 14, - "soft_pair_count": 21, - "serialized_chars": 39196, - "estimated_input_tokens": 9799, - "estimated_eval_tokens": 19854 + "node_count": 13, + "item_count": 13, + "soft_pair_count": 19, + "serialized_chars": 35205, + "estimated_input_tokens": 8802, + "estimated_eval_tokens": 17860 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Most PRs are unrelated model/docs/tooling changes. The only accepted duplicate pair is the two `fixed_cross_entropy` patches, which both target the same `loss_utils.py` kwargs-support bug and issue 43240.", - "confidence": 0.95, + "summary": "The cluster is mostly a set of unrelated PRs that only share broad transformer-platform themes. The only true duplicate pair is the two fixed_cross_entropy changes (43251 and 43254), which both address the same cross-entropy kwargs propagation bug.", + "confidence": 0.96, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 43251 is a solid canonical representative for the `fixed_cross_entropy` duplicate pair: it updates `loss_utils.py` to forward supported `cross_entropy` kwargs and explicitly targets issue 43240.", + "canonical_pr_reason": "PR 43251 is the best canonical PR: it explicitly targets issue 43240, and its diff directly implements the cross-entropy kwargs fix in a concrete, bug-focused way. PR 43254 is essentially the same change but less specific.", "best_issue_reason": null, - "best_pr_reason": "PR 43251 is the strongest overall representative in this packet because it is the clearest example of the accepted `fixed_cross_entropy` fix cluster and has the more developed patch/review trail of the two near-duplicates.", + "best_pr_reason": "PR 43251 is the strongest representative of the cluster because it is the only clearly duplicate-safe match and the clearest substantive bug fix among the items. The rest are either unrelated model additions, docs, tests, or broader refactors.", "soft_edge_verdicts": [ { "left": "pull_request:39895", "right": "pull_request:43424", "accept": false, - "reason": "VideoPrism model addition vs Executorch dynamic-shape export test; unrelated changes." + "reason": "Different artifacts: Videoprism model addition vs Executorch dynamic-shape export test. Same ecosystem, but not the same underlying bug or change." }, { "left": "pull_request:41855", "right": "pull_request:43823", "accept": false, - "reason": "Mistral tokenizer helper methods vs adding a new MobileLLM model; different workstreams." + "reason": "Mistral tokenizer missing methods vs adding MobileLLM model support. Unrelated code paths and goals." }, { "left": "pull_request:41855", "right": "pull_request:43424", "accept": false, - "reason": "Tokenizer API fix vs Executorch export test; not the same underlying bug." + "reason": "Tokenizer API addition vs Executorch export test; no shared bug/change." }, { "left": "pull_request:42668", "right": "pull_request:43823", "accept": false, - "reason": "Processor robustness changes vs new MobileLLM model implementation; distinct scopes." + "reason": "Processor-pretrained robustness changes across multiple components vs a new MobileLLM model. Broadly similar area, but not the same fix." }, { "left": "pull_request:43251", "right": "pull_request:43823", "accept": false, - "reason": "Cross-entropy helper bugfix vs new MobileLLM model addition; unrelated." + "reason": "Cross-entropy kwargs fix vs new MobileLLM model. Completely different functionality." }, { "left": "pull_request:43251", "right": "pull_request:44827", "accept": false, - "reason": "`fixed_cross_entropy` kwargs fix and Mistral4 model/test changes address different code paths." + "reason": "Loss utility kwargs fix vs Mistral4 test/model cleanup. Different concrete code-paths." }, { "left": "pull_request:43424", "right": "pull_request:44827", "accept": false, - "reason": "Executorch export testing is unrelated to Mistral4 fixes." + "reason": "Executorch export test vs Mistral4 tests/integration changes. Same general testing focus only, not the same bug." }, { "left": "pull_request:43424", "right": "pull_request:43823", "accept": false, - "reason": "Dynamic-shape export test vs new model addition; no common defect." + "reason": "Executorch export test vs new model implementation. No common underlying fix." }, { "left": "pull_request:43823", "right": "pull_request:45655", "accept": false, - "reason": "MobileLLM model code vs config-resolution ordering fix; different problems." - }, - { - "left": "pull_request:43823", - "right": "pull_request:45922", - "accept": false, - "reason": "New model addition vs vision-model lru memory leak fix; unrelated." + "reason": "MobileLLM model addition vs config-resolution order fix. Unrelated changes." }, { "left": "pull_request:43823", "right": "pull_request:43995", "accept": false, - "reason": "MobileLLM model addition and Falcon output-interface refactor are different changes." + "reason": "MobileLLM model addition vs Falcon output-interface refactor. Different models and issues." }, { "left": "pull_request:43995", "right": "pull_request:44827", "accept": false, - "reason": "Falcon output-collection refactor vs Mistral4 fixes; not the same bug or patch." + "reason": "Falcon refactor vs Mistral4 test fix. Broadly model-internals, but not the same concrete problem." }, { "left": "pull_request:43995", "right": "pull_request:45213", "accept": false, - "reason": "Falcon refactor is unrelated to the model-creation skill PR." + "reason": "Falcon refactor vs model-creation skill/doc scaffolding. Not the same change." }, { "left": "pull_request:44827", "right": "pull_request:45170", "accept": false, - "reason": "Mistral4 test/model fixes are unrelated to the `layrnorm` -> `layernorm` rename cleanup." + "reason": "Mistral4 test/integration work vs CLIP-like layrnorm renaming. Only superficial model-code overlap." }, { "left": "pull_request:44827", "right": "pull_request:45795", "accept": false, - "reason": "Mistral4 changes and audio/video processor docs do not address the same problem." + "reason": "Mistral4 tests vs docs for adding audio/video processors. Different artifact types and goals." }, { "left": "pull_request:44827", "right": "pull_request:45655", "accept": false, - "reason": "Mistral4 fixes are unrelated to the config-resolution ordering change." + "reason": "Mistral4 test fix vs config resolution order fix. Not the same bug or code path." }, { "left": "pull_request:44827", "right": "pull_request:45213", "accept": false, - "reason": "Mistral4 test/model work does not match the model-creation skill PR." - }, - { - "left": "pull_request:44827", - "right": "pull_request:45922", - "accept": false, - "reason": "Mistral4 fixes and BEiT lru/memory-leak fix are unrelated." - }, - { - "left": "pull_request:43251", - "right": "pull_request:43254", - "accept": true, - "reason": "Both PRs patch `loss_utils.py` for the same `fixed_cross_entropy` kwargs-support bug and both target issue 43240." + "reason": "Mistral4 tests vs model-creation skill scaffolding. Unrelated." }, { "left": "pull_request:43823", "right": "pull_request:45213", "accept": false, - "reason": "New MobileLLM model implementation is unrelated to the model-creation skill repository changes." + "reason": "MobileLLM implementation vs a model-creation skill/doc PR. One is code, the other is workflow scaffolding." }, { "left": "pull_request:43823", "right": "pull_request:45795", "accept": false, - "reason": "MobileLLM model code vs docs for audio/video processors; not the same underlying change." + "reason": "MobileLLM model addition vs docs-only audio/video processor guide. Same general repo area, but not the same underlying change." }, { - "left": "pull_request:44827", - "right": "pull_request:45922", - "accept": false, - "reason": "Mistral4 test/model fixes and BEiT cache/memory-leak fix are unrelated issues." + "left": "pull_request:43251", + "right": "pull_request:43254", + "accept": true, + "reason": "Both PRs make the same concrete fix in src/transformers/loss/loss_utils.py: pass supported kwargs through to nn.functional.cross_entropy. Same underlying bug and same code path." } ] }, "evaluator_result": { - "accept": false, - "feedback": "Reject: the output overstates evidence. `pull_request:43251` is not the only item with an explicit issue link; `pull_request:43254` also targets issue 43240. The duplicate-pair judgment for 43251/43254 is fine and conservative, but the representative/canonical rationale should avoid that claim and avoid implying validation/completeness beyond the packet." + "accept": true, + "feedback": "The summary is grounded in the packet and stays conservative. The only clearly mergeable duplicate pair is 43251/43254: both touch `src/transformers/loss/loss_utils.py`, share issue target 43240, and implement the same cross-entropy kwargs propagation fix. The other pairwise rejections are appropriately cautious given the mostly unrelated model-addition/docs/test/refactor diffs." }, "evaluator_used": true, - "retried": true, + "retried": false, "accepted_nontrivial_soft_edge": true, "error_kind": null, "error_message": null @@ -17033,7 +16994,7 @@ "soft_pairs": [ "pull_request:40546|pull_request:42781" ], - "prepared_review_unit_hash": "bf294f34623077bc9928368be50e94ba6f523a33509ac9fc336b370e643f949f", + "prepared_review_unit_hash": "82f0204e3794a854372e15717388d78f73fcf4572dc30025108011b4414d2d81", "component_budget": { "node_count": 2, "item_count": 2, @@ -17055,18 +17016,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Both PRs introduce VibeVoice support, but they are not duplicates: #40546 is the original VibeVoice implementation, while #42781 adds a realtime variant plus the acoustic tokenizer and related generation changes. They overlap on shared model plumbing, but they do not fix the same concrete code-path problem.", - "confidence": 0.88, + "summary": "Two related VibeVoice PRs, but they are not duplicates: one implements the base VibeVoice model, the other adds a realtime/tokenizer extension on top of that stack.", + "confidence": 0.9, "canonical_issue_reason": null, - "canonical_pr_reason": "#40546 is the better canonical PR for the cluster because it is the core VibeVoice implementation and already has substantial review activity; #42781 is a later, draft extension focused on realtime support rather than the same base change.", + "canonical_pr_reason": "PR #40546 is the foundational VibeVoice implementation and is the cleaner representative of the core codebase change; #42781 is a later draft that adds realtime-specific pieces and additional tokenizer work.", "best_issue_reason": null, - "best_pr_reason": "#40546 is the best representative PR for VibeVoice because it contains the primary model bring-up, docs, auto-registry wiring, and conversion/modeling pieces that define the feature.", + "best_pr_reason": "PR #40546 is the best single representative for the cluster because it targets the main VibeVoice integration, while #42781 is a broader follow-up focused on realtime support rather than the same concrete change.", "soft_edge_verdicts": [ { "left": "pull_request:40546", "right": "pull_request:42781", "accept": false, - "reason": "Shared filenames indicate common VibeVoice infrastructure, but #42781 is not the same change: it adds realtime and acoustic-tokenizer work on top of the base implementation instead of duplicating the exact code-path fix in #40546." + "reason": "Related subsystem, but not the same underlying change: #40546 implements VibeVoice, while #42781 adds VibeVoice Realtime plus acoustic tokenizer and generation updates. They could be sequenced, but not safely merged as one duplicate PR." } ] }, @@ -17096,7 +17057,7 @@ "soft_pairs": [ "pull_request:40755|pull_request:41224" ], - "prepared_review_unit_hash": "d39afd3876776a5ba5206f21e5011ec5ba54b47e91f9af9d9e18d6bbc62bd975", + "prepared_review_unit_hash": "eccac72176cacba026efbaa63d6697a14292fde466ae3f130a357c9f45d14b01", "component_budget": { "node_count": 2, "item_count": 2, @@ -17118,18 +17079,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "The two PRs are unrelated feature additions in different subsystems: TimesFM covariate forecasting vs. DINOv3 image classification support. They should not be clustered as duplicates or merged into one change.", + "summary": "The two pull requests are unrelated feature additions in different model families: TimesFM covariate forecasting vs. DINOv3 image classification support. They should not be clustered as duplicates.", "confidence": 0.99, "canonical_issue_reason": null, - "canonical_pr_reason": "No canonical PR: these PRs address different models and different code paths, so there is no shared underlying change to deduplicate around.", + "canonical_pr_reason": "No single canonical PR is appropriate here because the PRs address different codepaths, different models, and different user-facing features.", "best_issue_reason": null, - "best_pr_reason": "Neither PR is a good global representative for the cluster because the cluster is mixed and the PRs are about unrelated features rather than the same fix.", + "best_pr_reason": "Neither PR is a duplicate of the other; if forced to pick a representative, the TimesFM PR is more substantial in scope, but it should not be treated as the canonical match for this pair.", "soft_edge_verdicts": [ { "left": "pull_request:40755", "right": "pull_request:41224", "accept": false, - "reason": "Reject: TimesFM covariate forecasting and DINOv3 image classification support are unrelated model features, with different files, APIs, and code paths." + "reason": "Different model features and codepaths: TimesFM forecasting with covariates versus DINOv3 image classification support. They do not appear to fix the same underlying bug or implement the same change." } ] }, @@ -17224,46 +17185,46 @@ "pull_request:41797|pull_request:45186", "pull_request:45186|pull_request:45630" ], - "prepared_review_unit_hash": "4ab6116155ca22b10c5467ed2536705a1cc299cfec60c7bdba04f5a145669b32", + "prepared_review_unit_hash": "4014c9485ebdd55920a0ec29bd6423e8c59c67cc1830ff403c6a9a76bb1c0d51", "component_budget": { "node_count": 3, "item_count": 3, "soft_pair_count": 2, - "serialized_chars": 10407, - "estimated_input_tokens": 2602, - "estimated_eval_tokens": 5460 + "serialized_chars": 10409, + "estimated_input_tokens": 2603, + "estimated_eval_tokens": 5462 }, "budget": { "node_count": 3, "item_count": 3, "soft_pair_count": 2, - "serialized_chars": 10407, - "estimated_input_tokens": 2602, - "estimated_eval_tokens": 5460 + "serialized_chars": 10409, + "estimated_input_tokens": 2603, + "estimated_eval_tokens": 5462 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "All three items are separate model-addition PRs (DeepSeek OCR, Isaac, Kimi2-6) that share Transformers scaffolding but target different models and code paths. They are not duplicates of one another.", + "summary": "These are three separate model-addition PRs (DeepSeekOCR, Isaac, Kimi2-6) that share Transformers boilerplate but target different models and codepaths. They are similar in structure, not duplicates.", "confidence": 0.97, "canonical_issue_reason": null, - "canonical_pr_reason": null, + "canonical_pr_reason": "No true canonical duplicate exists here; the PRs introduce different models and only overlap on standard registry/docs plumbing.", "best_issue_reason": null, - "best_pr_reason": null, + "best_pr_reason": "pull_request:45630 is the most substantial/complete of the three, with the broadest integration surface and highest review activity, so it is the best representative if one must be chosen.", "soft_edge_verdicts": [ { "left": "pull_request:41797", "right": "pull_request:45186", "accept": false, - "reason": "Both add different models and implementations; overlap is only in shared registration/docs infrastructure, not the same underlying feature or bug fix." + "reason": "Different models and different concrete implementations (DeepSeek OCR vs Isaac). Shared auto-registration/docs changes are boilerplate, not the same underlying change." }, { "left": "pull_request:45186", "right": "pull_request:45630", "accept": false, - "reason": "These are distinct new-model integrations for different architectures. Shared files are generic auto-mapping/documentation hooks, which is not enough to treat them as one change." + "reason": "Different model families and codepaths (Isaac vs Kimi2-6). They overlap only in model-addition scaffolding, so they should not be merged as duplicates." } ] }, @@ -17293,7 +17254,7 @@ "soft_pairs": [ "pull_request:42975|pull_request:42976" ], - "prepared_review_unit_hash": "5e5eef70db3b291541671002a8a63c7f3a40a1be97d264052b272a3f1ecbfe06", + "prepared_review_unit_hash": "6880d87af83a6f314d67f40978f05e355ce393993b25fa1f92fbd999058dc2c0", "component_budget": { "node_count": 2, "item_count": 2, @@ -17315,18 +17276,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These are related maintenance PRs for GitHub Actions upgrades, but they target different actions and different concrete workflow changes, so they are not duplicates.", - "confidence": 0.94, + "summary": "These are not duplicates: one PR is a broad GitHub Actions runner/action compatibility sweep, while the other is a narrower docker/build-push-action upgrade. They share workflow files but target different actions and likely different maintenance goals.", + "confidence": 0.95, "canonical_issue_reason": null, - "canonical_pr_reason": "PR #42975 is the better representative because it is a broader, clearly scoped workflow-action compatibility upgrade centered on Node 24 support.", + "canonical_pr_reason": "PR 42975 is the broader and more distinctive workflow-actions compatibility update, touching many common actions and clearly centered on Node 24 support.", "best_issue_reason": null, - "best_pr_reason": "PR #42975 is the strongest cluster representative: it has the clearest overarching purpose and the wider set of workflow action updates, while #42976 is a separate action-version bump for Docker build steps.", + "best_pr_reason": "PR 42975 is the best representative of the cluster because it is the more general GitHub Actions upgrade effort; 42976 is a separate docker action version bump.", "soft_edge_verdicts": [ { "left": "pull_request:42975", "right": "pull_request:42976", "accept": false, - "reason": "Both are GitHub Actions dependency bumps, but they update different action families and fix different compatibility paths (checkout/cache/upload-artifact vs docker/build-push-action). They are related maintenance changes, not the same underlying bug or mergeable single PR." + "reason": "Different underlying changes: 42975 upgrades core GitHub Actions for Node 24 compatibility, while 42976 only bumps docker/build-push-action versions. Shared workflow files alone are not enough to merge them as duplicates." } ] }, @@ -17369,30 +17330,30 @@ "pull_request:44601|pull_request:45838", "pull_request:45490|pull_request:45838" ], - "prepared_review_unit_hash": "84d19cbe1bd8ce14c0de1c125c10059fd4052729f4a20a02b66f571241a74ea9", + "prepared_review_unit_hash": "71bf6872e4c25f1cfd83a617bf5d6e42cc60aa58a4e32794d07f9ccbd83ba56f", "component_budget": { "node_count": 7, "item_count": 7, "soft_pair_count": 9, - "serialized_chars": 23536, - "estimated_input_tokens": 5884, - "estimated_eval_tokens": 12024 + "serialized_chars": 23540, + "estimated_input_tokens": 5885, + "estimated_eval_tokens": 12026 }, "budget": { "node_count": 7, "item_count": 7, "soft_pair_count": 9, - "serialized_chars": 23536, - "estimated_input_tokens": 5884, - "estimated_eval_tokens": 12024 + "serialized_chars": 23540, + "estimated_input_tokens": 5885, + "estimated_eval_tokens": 12026 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "No true duplicate cluster here: the PRs are separate model additions or one distributed-infra change, and the shared files are mostly generic docs/auto-registry plumbing. All soft edges should be rejected.", - "confidence": 0.98, + "summary": "This cluster is not a duplicate set: it mixes unrelated model-addition PRs (ViT NEPA, Molmo, Molmo2, Lfm2Audio, CTSM, PP-LCNetV4/PP-OCRv6) plus a distributed loading feature PR. The shared files are mostly generic docs/auto-registry touchpoints, not evidence of the same underlying change.", + "confidence": 0.97, "canonical_issue_reason": null, "canonical_pr_reason": null, "best_issue_reason": null, @@ -17402,55 +17363,55 @@ "left": "pull_request:42978", "right": "pull_request:43448", "accept": false, - "reason": "Different models (ViT NEPA vs Molmo). Similarity is only from shared docs and auto-registry edits, not the same code path." + "reason": "Different model families: ViT NEPA vs Molmo. Overlap is only in shared docs/auto-registration files, so they are not the same change." }, { "left": "pull_request:42978", "right": "pull_request:43451", "accept": false, - "reason": "Different model families (ViT NEPA vs Molmo2). Shared auto/model registry churn is superficial." + "reason": "Different model additions: ViT NEPA vs Molmo2. Similar repo plumbing, but distinct models and code paths." }, { "left": "pull_request:42978", "right": "pull_request:45490", "accept": false, - "reason": "ViT NEPA model add vs CTSM model add; only broad Transformers registry/docs overlap." + "reason": "ViT NEPA model addition and CTSM model addition are unrelated; shared auto/docs edits are not enough to merge as duplicates." }, { "left": "pull_request:43448", "right": "pull_request:43451", "accept": false, - "reason": "Molmo vs Molmo2 are related names but distinct model integrations with different files, configs, and processors." + "reason": "Molmo and Molmo2 are separate model implementations with different files, tests, and docs; not the same concrete change." }, { "left": "pull_request:43448", "right": "pull_request:45490", "accept": false, - "reason": "Molmo and CTSM are unrelated model additions; overlap is limited to generic model-registration files." + "reason": "Molmo vs CTSM are different model PRs; only broad Transformers registry/docs files overlap." }, { "left": "pull_request:43451", "right": "pull_request:45490", "accept": false, - "reason": "Molmo2 vs CTSM are different model implementations and docs, not the same underlying change." + "reason": "Molmo2 and CTSM are distinct model additions with different architectures and integration work." }, { "left": "pull_request:43973", "right": "pull_request:45838", "accept": false, - "reason": "Lfm2 audio model add vs PP-OCRv6 text-recognition support; different modalities and code paths." + "reason": "Lfm2Audio is an audio model addition, while PP-OCRv6 is text recognition; they do not fix or add the same feature." }, { "left": "pull_request:44601", "right": "pull_request:45838", "accept": false, - "reason": "Pipeline-parallel loading infrastructure is not the same as OCR model support; no concrete shared bug/change." + "reason": "Pipeline-parallel loading support is a distributed runtime feature, not the same underlying change as adding PP-OCRv6 models." }, { "left": "pull_request:45490", "right": "pull_request:45838", "accept": false, - "reason": "CTSM model add and PP-OCRv6 model support are separate model integrations with only generic registry/docs overlap." + "reason": "CTSM model support and PP-OCRv6 text recognition support are separate model additions with different code paths." } ] }, @@ -17483,12 +17444,12 @@ "pull_request:43291|pull_request:44815", "pull_request:43665|pull_request:44815" ], - "prepared_review_unit_hash": "8e8f13cc6741964f0695d9d77355e69b4b3f063f1463c46f9011e61b9e5f0238", + "prepared_review_unit_hash": "3286a1b997550785ea6937a6c31ec88b81b9e34e5b9d99896de4b8bdfc75cb81", "component_budget": { "node_count": 3, "item_count": 3, "soft_pair_count": 3, - "serialized_chars": 7091, + "serialized_chars": 7092, "estimated_input_tokens": 1773, "estimated_eval_tokens": 3802 }, @@ -17496,7 +17457,7 @@ "node_count": 3, "item_count": 3, "soft_pair_count": 3, - "serialized_chars": 7091, + "serialized_chars": 7092, "estimated_input_tokens": 1773, "estimated_eval_tokens": 3802 }, @@ -17505,30 +17466,30 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "The three PRs are not duplicates: one fixes Whisper tokenizer decoding, one is a CLIP/ViT test-only change, and one is an FP8/dequantization fix across loading and quantization code. The shared similarity is only superficial/title-level.", - "confidence": 0.97, + "summary": "All three PRs are unrelated despite superficial test or refactor similarity. The only substantive code fix is the FP8/dequant PR; the others are Whisper test cleanup and likely unrelated test edits.", + "confidence": 0.92, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 44815 is the strongest representative because it makes a concrete runtime bugfix in loading/FP8 code, whereas 43291 is Whisper-specific and 43665 is just test-file churn with no shared underlying change.", + "canonical_pr_reason": "PR #44815 is the strongest canonical PR because it makes a real cross-file code-path fix in model loading / FP8 integration, with supporting model and test changes. The other PRs are mostly test-oriented and do not appear to target a comparable underlying bug.", "best_issue_reason": null, - "best_pr_reason": "PR 44815 is the best standalone PR in the set: it has the clearest technical scope and the most substantive code-path fix.", + "best_pr_reason": "PR #44815 is the best standalone PR in this cluster: it addresses a concrete dequantization/loading bug across implementation files and is more likely to be the primary fix than the test-only Whisper PR or the unrelated CLIP/ViT test edits.", "soft_edge_verdicts": [ { "left": "pull_request:43291", "right": "pull_request:43665", "accept": false, - "reason": "Whisper tokenizer decoding fix vs CLIP/ViT test edits; different models, different code paths, no shared underlying bug." + "reason": "Both are test-heavy and titled generically, but they touch different models and different code paths. No evidence they fix the same underlying bug or could be merged as one PR." }, { "left": "pull_request:43291", "right": "pull_request:44815", "accept": false, - "reason": "Whisper timestamp/batch decode changes are unrelated to FP8 dequantization/loading fixes." + "reason": "Whisper tokenizer/test changes are unrelated to the FP8 model-loading/dequant fix; they do not share a concrete bug or code path." }, { "left": "pull_request:43665", "right": "pull_request:44815", "accept": false, - "reason": "Test-file edits for vision models are unrelated to model loading and FP8 quantization changes." + "reason": "CLIP/ViT test edits are unrelated to the model-loading and FP8 dequantization changes in the other PR. Similarity is only superficial." } ] }, @@ -17558,12 +17519,12 @@ "soft_pairs": [ "pull_request:43488|pull_request:43532" ], - "prepared_review_unit_hash": "a7fd27b2d7792d89eba54cd608c6c695574b148dada4ef3eef33af1a260b3f1a", + "prepared_review_unit_hash": "cc0da4d37115da1eed115d806035b4062aaf6eb0ceb0b62618a42efb3531d19f", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 4562, + "serialized_chars": 4563, "estimated_input_tokens": 1141, "estimated_eval_tokens": 2538 }, @@ -17571,7 +17532,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 4562, + "serialized_chars": 4563, "estimated_input_tokens": 1141, "estimated_eval_tokens": 2538 }, @@ -17580,18 +17541,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These are two unrelated synthetic PRs: one checks repo-bot/version formatting in setup.py, the other alters CI/workflow and test utilities. They only share a Vit test filename, not the same underlying change or bug.", - "confidence": 0.93, + "summary": "Two open PRs were grouped only by weak textual overlap, but they target different changes: one is a small repo-bot/versioning test PR, the other is a larger workflow/testing-utils PR. They are not duplicates.", + "confidence": 0.96, "canonical_issue_reason": null, - "canonical_pr_reason": "PR #43532 is the more substantial and representative change in the cluster, with multiple workflow and test utility files touched; #43488 is a narrower bot/formatting check.", + "canonical_pr_reason": "PR #43532 is the better canonical representative for the cluster because it is the more substantive change set, but the cluster itself does not look like a true duplicate set.", "best_issue_reason": null, - "best_pr_reason": "PR #43532 is the best cluster representative, but it is still a non-mergeable synthetic PR rather than a real duplicate target.", + "best_pr_reason": "PR #43532 is the strongest standalone PR: it has broader, coherent implementation changes across workflows and test utilities, whereas #43488 is a small synthetic/bot-check PR.", "soft_edge_verdicts": [ { "left": "pull_request:43488", "right": "pull_request:43532", "accept": false, - "reason": "Different intents and code paths: #43488 is a setup/version-format repo-bot check, while #43532 rewires CI/workflow logic and test helpers. Shared Vit test file is incidental." + "reason": "Reject: the diffs address different code paths and workflows. #43488 is a tiny setup/version/dependency/test-bot change, while #43532 rewires CI comment handling and related testing/notification utilities. Shared Vit test file is incidental, not evidence of the same underlying fix." } ] }, @@ -17621,12 +17582,12 @@ "soft_pairs": [ "pull_request:43612|pull_request:43613" ], - "prepared_review_unit_hash": "a2aa1081108b6c8030fc2aa455ae0a498969ab14120c7c5646c39ff0e7f037ff", + "prepared_review_unit_hash": "4f85f9d57a0be40960dcb74d2b1132e2f69c4f30b37d8ebba6cf84cfb18c19e3", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 6083, + "serialized_chars": 6081, "estimated_input_tokens": 1521, "estimated_eval_tokens": 3298 }, @@ -17634,7 +17595,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 6083, + "serialized_chars": 6081, "estimated_input_tokens": 1521, "estimated_eval_tokens": 3298 }, @@ -17643,18 +17604,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These are two similar-looking but distinct PRs: one adds a Promptable Concept Segmentation pipeline, the other adds a Promptable Visual Segmentation pipeline. They share scaffolding and docs updates, but they target different pipelines/models and are not duplicates.", - "confidence": 0.96, + "summary": "Two distinct pipeline-addition PRs: one for Promptable Concept Segmentation and one for Promptable Visual Segmentation. They share infrastructure and docs changes, but target different task surfaces and model integrations, so they should not be deduplicated.", + "confidence": 0.94, "canonical_issue_reason": null, - "canonical_pr_reason": null, + "canonical_pr_reason": "PR #43613 is the broader/more representative pipeline addition in this cluster, with more model coverage and a wider set of related files, so it is the better canonical PR for the family of promptable segmentation pipeline work.", "best_issue_reason": null, - "best_pr_reason": "Neither PR is a duplicate of the other; both are standalone feature additions for different segmentation tasks. If forced to pick a representative, 43613 is slightly broader, but it should not be treated as canonical for this cluster.", + "best_pr_reason": "PR #43613 is the strongest standalone representative of the cluster because it covers the larger promptable segmentation pipeline feature set and touches more of the relevant integration surface.", "soft_edge_verdicts": [ { "left": "pull_request:43612", "right": "pull_request:43613", "accept": false, - "reason": "Same general segmentation theme, but different concrete features: concept segmentation vs visual segmentation, with different pipeline names, task docs, and model/test coverage. They are not the same code-path problem and would not plausibly merge into one PR." + "reason": "They are related in theme but not the same change: #43612 adds Promptable Concept Segmentation, while #43613 adds Promptable Visual Segmentation with different pipeline classes, task docs, and model/test coverage. Shared scaffolding alone is not enough to merge them." } ] }, @@ -17684,7 +17645,7 @@ "soft_pairs": [ "pull_request:43651|pull_request:43663" ], - "prepared_review_unit_hash": "127267880010f0dd1d488cbb18d2bb69cd34a7e5dfeefb1f80aa9c6dc54b282e", + "prepared_review_unit_hash": "99bf667256d9f0f91897a5f68df5f8eeb313fa7a6e532fd2a097fe011f75b9b8", "component_budget": { "node_count": 2, "item_count": 2, @@ -17706,18 +17667,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Two open PRs touch the same file but implement unrelated Trainer extensibility changes: one adjusts gradient-accumulation loss scaling, the other refactors signature-column filtering for custom trainers. They are not duplicates.", + "summary": "Both pull requests touch `src/transformers/trainer.py`, but they address different Trainer extension points: gradient-accumulation loss scaling vs. signature-column filtering. They are not duplicates and should not be merged together.", "confidence": 0.97, "canonical_issue_reason": null, - "canonical_pr_reason": null, + "canonical_pr_reason": "PR 43651 is the better canonical representative only by marginal triage criteria: it has more discussion activity and a clearer, self-contained Trainer behavior change.", "best_issue_reason": null, - "best_pr_reason": null, + "best_pr_reason": "PR 43651 is the best overall representative for this cluster because it is the more substantial and better-scoped Trainer change, but there is no true duplicate relationship between the PRs.", "soft_edge_verdicts": [ { "left": "pull_request:43651", "right": "pull_request:43663", "accept": false, - "reason": "Different code paths and goals: 43651 adds _loss_is_scaled_for_ga to control loss scaling during training, while 43663 adds _get_signature_columns to customize input-column filtering. Sharing trainer.py and a broad subsystem is not enough to treat them as the same change." + "reason": "Different problems and code paths: one alters loss scaling during training, the other exposes signature-column extraction for dataset filtering. Sharing `trainer.py` is not enough to treat them as the same change." } ] }, @@ -17749,7 +17710,7 @@ "pull_request:43656|pull_request:43842", "pull_request:43836|pull_request:43842" ], - "prepared_review_unit_hash": "a5657bf8bd8971f77abacf83534a8b51201261eae1e5a051307ddd631435c9c1", + "prepared_review_unit_hash": "2fa1cfefe214b30bf6750df3626d722986eb93294e7f12ce261400cd160304a2", "component_budget": { "node_count": 3, "item_count": 3, @@ -17771,34 +17732,34 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "The cluster centers on `src/transformers/cli/serve.py` and TypeAdapter-related NameErrors, but the PRs are not close enough to treat as the same mergeable fix. PR 43842 is the most focused patch; 43656 is a related but different typing/runtime cleanup, and 43836 is a broader Serve refactor with the same area touched.", - "confidence": 0.82, + "summary": "`43842` is the cleanest focused fix for the TypeAdapter NameError in `src/transformers/cli/serve.py`. `43836` appears to target the same underlying pydantic/TypeAdapter annotation problem and shares issue `43824`, but `43656` is tied to a different issue and its shown changes are unrelated annotation cleanup, so it should not be grouped with the others.", + "confidence": 0.89, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 43842 is the cleanest and most targeted fix for the pydantic-absent TypeAdapter NameError, with the smallest patch and a direct annotation-only change in `serve.py`.", + "canonical_pr_reason": "`43842` is the most explicit and narrowly scoped fix for the TypeAdapter NameError when pydantic is unavailable, with the smallest targeted change set.", "best_issue_reason": null, - "best_pr_reason": "PR 43842 best represents the cluster because it addresses the concrete runtime NameError with a narrowly scoped change, unlike the other PRs that mix in broader typing or refactor work.", + "best_pr_reason": "`43842` is the best representative PR because it most directly fixes the concrete failure path with minimal, clearly relevant code changes.", "soft_edge_verdicts": [ { "left": "pull_request:43656", "right": "pull_request:43842", "accept": false, - "reason": "They both touch `serve.py` and mention TypeAdapter, but the packet does not show the same concrete bugfix path or a patch that is clearly mergeable into one PR; the explicit issue targets also differ." + "reason": "`43656` is linked to issue `43576` and the visible diff is annotation cleanup around `PreTrainedModel`/`ProcessorMixin`, not the same TypeAdapter/pydantic NameError fix as `43842`." }, { "left": "pull_request:43836", "right": "pull_request:43842", - "accept": false, - "reason": "They share the same file and issue target, but 43836 is a broader Serve refactor and not clearly the same focused TypeAdapter NameError fix as 43842." + "accept": true, + "reason": "Both target the same `serve.py` TypeAdapter annotation path, share explicit issue `43824`, and plausibly fix the same NameError failure mode." } ] }, "evaluator_result": { "accept": false, - "feedback": "The cluster summary is only partly grounded, but one soft-edge verdict is too strong. For 43656 vs 43842, the packet supports that both touch `src/transformers/cli/serve.py` and both reference a TypeAdapter-related NameError, but it does not clearly show the same concrete bugfix path or that the changes are straightforwardly mergeable into one PR. The explicit issue targets also differ. The 43836 vs 43842 rejection is conservative and consistent." + "feedback": "The analysis overstates the evidence for `pull_request:43656`. In the packet, 43656 is tied to issue `43576` and its diff preview only shows annotation cleanup around `PreTrainedModel`/`ProcessorMixin`; there is no grounded evidence that it is the same TypeAdapter/pydantic NameError fix as 43842. By contrast, 43836 and 43842 both point to issue `43824` and both touch the TypeAdapter annotation path in `src/transformers/cli/serve.py`, so that pair looks plausibly related. But the summary\u2019s claim that all three PRs are variants of the same bug fix is not supported by the packet, so the result should be rejected." }, "evaluator_used": true, "retried": true, - "accepted_nontrivial_soft_edge": false, + "accepted_nontrivial_soft_edge": true, "error_kind": null, "error_message": null }, @@ -17927,8 +17888,8 @@ "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:44068|pull_request:44116", "pull_request:44071|pull_request:44722", "pull_request:44018|pull_request:44116", "pull_request:44018|pull_request:44086", @@ -17983,394 +17944,472 @@ "pull_request:44044|pull_request:44129", "pull_request:44044|pull_request:44154" ], - "prepared_review_unit_hash": "4b1bd05d6acc17c27375dcea736d70030435ad997b5afcb04c0461dacd366197", + "prepared_review_unit_hash": "f360717493969ebf0a24d513849308095ef6bac5efdadcde4e7fbbf07e257496", "component_budget": { "node_count": 28, "item_count": 28, "soft_pair_count": 78, - "serialized_chars": 84885, - "estimated_input_tokens": 21222, - "estimated_eval_tokens": 42700 + "serialized_chars": 84899, + "estimated_input_tokens": 21225, + "estimated_eval_tokens": 42706 }, "budget": { "node_count": 27, "item_count": 27, "soft_pair_count": 72, - "serialized_chars": 75084, - "estimated_input_tokens": 18771, - "estimated_eval_tokens": 37798 + "serialized_chars": 75096, + "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 set of model-specific output-tracing refactors, not true duplicates across different architectures. The only clear duplicate set is the GPT-J/CodeGen trio, which all target the same standardized output-capturing change in `modeling_gptj.py` (and, for two of them, `modeling_codegen.py`).", - "confidence": 0.91, - "canonical_issue_reason": null, - "canonical_pr_reason": "44066 is the best anchor: it has the explicit tracking issue, covers the shared GPT-J/CodeGen output-tracing change, and is the most complete representative of the near-duplicate GPT-J follow-ups.", - "best_issue_reason": null, - "best_pr_reason": "44066 is the strongest representative PR for the cluster\u2019s true duplicate set: same concrete GPT-J output-tracing refactor, explicit issue target, and broader scope than the GPT-J-only follow-up.", + "summary": "This cluster is an umbrella of model-by-model output-tracing refactors, not one single bug fix. Most PRs are separate backend-specific changes; the strongest duplicate-like edges are within the GPT-Neo and GPT-J branches.", + "confidence": 0.84, + "canonical_issue_reason": "#43979 is the natural umbrella issue: it tracks the standardized output-tracing refactor across many model implementations.", + "canonical_pr_reason": "#44066 is the clearest representative PR: it explicitly targets #43979 and covers the core GPT-J/CodeGen output-tracing refactor rather than a side branch.", + "best_issue_reason": "#43979 best serves as the cluster issue because it is the common tracker all of these model-specific refactors point back to.", + "best_pr_reason": "#44066 is the best canonical PR because it is the most central, explicitly linked implementation of the shared refactor theme.", "soft_edge_verdicts": [ { "left": "pull_request:43996", "right": "pull_request:44085", "accept": false, - "reason": "Different models and code paths (CVT/FNet vs GPT-J); same refactor theme is not enough." + "reason": "Different model backends (FNet/CVT vs GPT-J); same high-level refactor theme, but not the same concrete code path." }, { "left": "pull_request:43996", "right": "pull_request:44044", "accept": false, - "reason": "Different architectures/models; both touch output tracing, but not the same underlying bug/change." + "reason": "Different models and code paths; only the umbrella output-tracing theme is shared." }, { "left": "pull_request:44066", "right": "pull_request:44085", "accept": true, - "reason": "Same GPT-J output-tracing refactor in `modeling_gptj.py`; one PR is just a narrower slice of the same change." + "reason": "Both are GPT-J output-tracing refactors in the same implementation area; one looks like a narrower or later split of the same change." }, { "left": "pull_request:44007", "right": "pull_request:44072", "accept": false, - "reason": "Different vision models/code paths (RegNet/ResNet vs EfficientNet); not the same fix." + "reason": "Different backends (RegNet/ResNet bundle vs EfficientNet); same issue family, but not the same concrete fix." }, { "left": "pull_request:44072", "right": "pull_request:44722", "accept": false, - "reason": "EfficientNet vs GPT-J/CodeGen; only the high-level refactor pattern overlaps." + "reason": "EfficientNet and GPT-J/CodeGen are unrelated code paths; shared refactor language is not enough." }, { "left": "pull_request:44066", "right": "pull_request:44072", "accept": false, - "reason": "GPT-J/CodeGen vs EfficientNet are unrelated concrete code paths." + "reason": "GPT-J/CodeGen and EfficientNet are separate implementations; no shared concrete bug/change." }, { "left": "pull_request:44013", "right": "pull_request:44044", "accept": false, - "reason": "MobileNetV2 vs DeBERTa V2; same standardized-tracing theme, different fixes." + "reason": "MobileNetV2 and DeBERTa are unrelated model paths; same umbrella refactor only." }, { "left": "pull_request:44066", "right": "pull_request:44086", "accept": false, - "reason": "GPT-J/CodeGen vs MGP-STR are different model implementations." + "reason": "GPT-J/CodeGen vs MGP-STR; different code paths and different model families." }, { "left": "pull_request:44066", "right": "pull_request:44071", "accept": false, - "reason": "GPT-J/CodeGen vs MPT; not the same code-path problem." + "reason": "GPT-J/CodeGen vs MPT; same refactor pattern, but not the same underlying change." }, { "left": "pull_request:44018", "right": "pull_request:44068", - "accept": false, - "reason": "GPT-Neo and GPT-J are related but distinct model code paths." + "accept": true, + "reason": "Both target GPT-Neo output tracing in the same file family and appear to be the same refactor split/rebase." }, { "left": "pull_request:44066", "right": "pull_request:44068", "accept": false, - "reason": "GPT-J/CodeGen vs GPT-Neo; shared refactor style, but different changes." + "reason": "GPT-J/CodeGen and GPT-Neo are distinct model implementations; not the same fix." }, { "left": "pull_request:44018", "right": "pull_request:44066", "accept": false, - "reason": "GPT-Neo vs GPT-J/CodeGen are separate model ports." + "reason": "GPT-Neo and GPT-J are different code paths; only the general refactor theme overlaps." }, { "left": "pull_request:44019", "right": "pull_request:44722", "accept": false, - "reason": "ResNet vs GPT-J/CodeGen; unrelated concrete fixes." + "reason": "ResNet and GPT-J/CodeGen are unrelated implementations." }, { "left": "pull_request:44086", "right": "pull_request:44722", "accept": false, - "reason": "MGP-STR vs GPT-J/CodeGen are different model paths." + "reason": "MGP-STR and GPT-J/CodeGen are different code paths; shared output-tracing language is too broad." }, { "left": "pull_request:44019", "right": "pull_request:44085", "accept": false, - "reason": "ResNet vs GPT-J; only the broad output-tracing theme overlaps." + "reason": "ResNet and GPT-J are separate model implementations." }, { "left": "pull_request:44018", "right": "pull_request:44019", "accept": false, - "reason": "GPT-Neo vs ResNet are unrelated implementations." + "reason": "GPT-Neo and ResNet are different model families; not the same concrete change." }, { "left": "pull_request:44019", "right": "pull_request:44071", "accept": false, - "reason": "ResNet vs MPT; not the same underlying issue." + "reason": "ResNet and MPT are unrelated backends." }, { "left": "pull_request:44068", - "right": "pull_request:44116", + "right": "pull_request:44722", "accept": false, - "reason": "GPT-Neo vs Flaubert/XLM are different model families and code paths." + "reason": "GPT-Neo and GPT-J/CodeGen are different implementations, despite similar decorator refactor wording." }, { "left": "pull_request:44068", - "right": "pull_request:44722", + "right": "pull_request:44116", "accept": false, - "reason": "GPT-Neo is distinct from GPT-J/CodeGen; similar refactor style is not enough." + "reason": "GPT-Neo and Flaubert are different code paths." }, { "left": "pull_request:44071", "right": "pull_request:44722", "accept": false, - "reason": "MPT vs GPT-J/CodeGen; different concrete changes." + "reason": "MPT and GPT-J/CodeGen are different model backends." }, { "left": "pull_request:44018", "right": "pull_request:44116", "accept": false, - "reason": "GPT-Neo vs Flaubert/XLM are unrelated model implementations." + "reason": "GPT-Neo and Flaubert are unrelated implementations." }, { "left": "pull_request:44018", "right": "pull_request:44086", "accept": false, - "reason": "GPT-Neo vs MGP-STR are different code paths." + "reason": "GPT-Neo and MGP-STR are separate code paths." }, { "left": "pull_request:44018", "right": "pull_request:44085", "accept": false, - "reason": "GPT-Neo vs GPT-J; related architecture, but not the same change." + "reason": "GPT-Neo and GPT-J are different model families." }, { "left": "pull_request:44071", - "right": "pull_request:44086", + "right": "pull_request:44085", "accept": false, - "reason": "MPT vs MGP-STR are different models and fixes." + "reason": "MPT and GPT-J are unrelated code paths." }, { "left": "pull_request:44068", "right": "pull_request:44086", "accept": false, - "reason": "GPT-Neo vs MGP-STR are unrelated code paths." + "reason": "GPT-Neo and MGP-STR are unrelated model implementations." }, { "left": "pull_request:44059", "right": "pull_request:44086", "accept": false, - "reason": "GPT2 vs MGP-STR; same refactor motif, different model bug." + "reason": "GPT-2 and MGP-STR are different code paths." }, { "left": "pull_request:44085", "right": "pull_request:44086", "accept": false, - "reason": "GPT-J vs MGP-STR are different concrete changes." + "reason": "GPT-J and MGP-STR are unrelated models." }, { "left": "pull_request:44098", "right": "pull_request:44101", "accept": false, - "reason": "ViLT vs Flaubert/XLM are different model families." + "reason": "ViLT and Flaubert/XLM are different model families." }, { "left": "pull_request:44059", "right": "pull_request:44722", "accept": false, - "reason": "GPT2 vs GPT-J/CodeGen are unrelated model paths." + "reason": "GPT-2 and GPT-J/CodeGen are different implementations." }, { "left": "pull_request:44018", "right": "pull_request:44071", "accept": false, - "reason": "GPT-Neo vs MPT; only the decorator migration pattern matches." + "reason": "GPT-Neo and MPT are unrelated code paths." }, { "left": "pull_request:44017", "right": "pull_request:44722", "accept": false, - "reason": "SegFormer vs GPT-J/CodeGen are unrelated implementations." + "reason": "SegFormer and GPT-J/CodeGen are different models; same refactor theme only." }, { "left": "pull_request:44017", "right": "pull_request:44161", "accept": false, - "reason": "SegFormer vs LongT5 are different code paths." + "reason": "SegFormer and LongT5 are separate backends." + }, + { + "left": "pull_request:44017", + "right": "pull_request:44073", + "accept": false, + "reason": "SegFormer and VisualBert are unrelated implementations." + }, + { + "left": "pull_request:44068", + "right": "pull_request:44071", + "accept": false, + "reason": "GPT-Neo and MPT are different code paths." + }, + { + "left": "pull_request:44071", + "right": "pull_request:44086", + "accept": false, + "reason": "MPT and MGP-STR are unrelated model families." + }, + { + "left": "pull_request:43997", + "right": "pull_request:44073", + "accept": false, + "reason": "RegNet and VisualBert are different implementations." + }, + { + "left": "pull_request:44017", + "right": "pull_request:44071", + "accept": false, + "reason": "SegFormer and MPT are unrelated code paths." + }, + { + "left": "pull_request:44073", + "right": "pull_request:44101", + "accept": false, + "reason": "VisualBert and Flaubert/XLM are different models." + }, + { + "left": "pull_request:44059", + "right": "pull_request:44071", + "accept": false, + "reason": "GPT-2 and MPT are separate code paths." + }, + { + "left": "pull_request:44056", + "right": "pull_request:44101", + "accept": false, + "reason": "MPNet and Flaubert/XLM are different model families." + }, + { + "left": "pull_request:44059", + "right": "pull_request:44068", + "accept": false, + "reason": "GPT-2 and GPT-Neo are different implementations." + }, + { + "left": "pull_request:44073", + "right": "pull_request:44161", + "accept": false, + "reason": "VisualBert and LongT5 are unrelated backends." + }, + { + "left": "pull_request:44018", + "right": "pull_request:44059", + "accept": false, + "reason": "GPT-Neo and GPT-2 are different code paths." + }, + { + "left": "pull_request:44101", + "right": "pull_request:44161", + "accept": false, + "reason": "Flaubert/XLM and LongT5 are different model families." }, { "left": "pull_request:43997", "right": "pull_request:44017", "accept": false, - "reason": "RegNet vs SegFormer are distinct model refactors." + "reason": "RegNet and SegFormer are separate model implementations." }, { "left": "pull_request:43997", "right": "pull_request:44056", "accept": false, - "reason": "RegNet vs MPNet; same output-tracing theme, different bugs." + "reason": "RegNet and MPNet are different code paths." }, { "left": "pull_request:44071", "right": "pull_request:44076", "accept": false, - "reason": "MPT vs ImageGPT are different model implementations." + "reason": "MPT and ImageGPT are unrelated model families." }, { "left": "pull_request:44074", "right": "pull_request:44101", "accept": false, - "reason": "TextNet vs Flaubert/XLM are unrelated code paths." + "reason": "TextNet and Flaubert/XLM are different implementations." }, { "left": "pull_request:44056", "right": "pull_request:44161", "accept": false, - "reason": "MPNet vs LongT5 are different concrete changes." + "reason": "MPNet and LongT5 are unrelated code paths." }, { "left": "pull_request:43997", "right": "pull_request:44018", "accept": false, - "reason": "RegNet vs GPT-Neo are separate model refactors." + "reason": "RegNet and GPT-Neo are different model families." }, { "left": "pull_request:43997", "right": "pull_request:44161", "accept": false, - "reason": "RegNet vs LongT5; not the same underlying bug/change." + "reason": "RegNet and LongT5 are unrelated implementations." }, { - "left": "pull_request:44071", - "right": "pull_request:44085", + "left": "pull_request:44074", + "right": "pull_request:44161", "accept": false, - "reason": "MPT vs GPT-J are different model paths." + "reason": "TextNet and LongT5 are different code paths." }, { - "left": "pull_request:44010", - "right": "pull_request:44071", + "left": "pull_request:44018", + "right": "pull_request:44161", "accept": false, - "reason": "SqueezeBERT vs MPT are unrelated implementations." + "reason": "GPT-Neo and LongT5 are unrelated model families." }, { - "left": "pull_request:44074", - "right": "pull_request:44161", + "left": "pull_request:43997", + "right": "pull_request:44071", "accept": false, - "reason": "TextNet vs LongT5 are different models and fixes." + "reason": "RegNet and MPT are different backends." }, { - "left": "pull_request:44018", - "right": "pull_request:44059", + "left": "pull_request:44010", + "right": "pull_request:44071", "accept": false, - "reason": "GPT-Neo vs GPT2 are distinct model code paths." + "reason": "SqueezeBert and MPT are unrelated models." }, { - "left": "pull_request:43997", - "right": "pull_request:44074", + "left": "pull_request:44018", + "right": "pull_request:44129", "accept": false, - "reason": "RegNet vs TextNet; same tracing pattern, different concrete changes." + "reason": "GPT-Neo and SpeechT5 are separate code paths." }, { "left": "pull_request:44010", - "right": "pull_request:44018", + "right": "pull_request:44073", "accept": false, - "reason": "SqueezeBERT vs GPT-Neo are unrelated model implementations." + "reason": "SqueezeBert and VisualBert are different model families." }, { - "left": "pull_request:44044", + "left": "pull_request:43997", "right": "pull_request:44074", "accept": false, - "reason": "DeBERTa V2 vs TextNet are different code paths." + "reason": "RegNet and TextNet are unrelated implementations." }, { - "left": "pull_request:44066", - "right": "pull_request:44722", - "accept": true, - "reason": "Same GPT-J/CodeGen output-tracing refactor; both are plausibly one combined PR." + "left": "pull_request:43997", + "right": "pull_request:44129", + "accept": false, + "reason": "RegNet and SpeechT5 are different code paths." }, { - "left": "pull_request:44085", - "right": "pull_request:44722", - "accept": true, - "reason": "Same GPT-J output-tracing change in the same file; the title mismatch does not change the code-path match." + "left": "pull_request:44071", + "right": "pull_request:44129", + "accept": false, + "reason": "MPT and SpeechT5 are unrelated model families." }, { - "left": "pull_request:44085", - "right": "pull_request:44129", + "left": "pull_request:44010", + "right": "pull_request:44018", "accept": false, - "reason": "GPT-J vs SpeechT5 are unrelated model paths." + "reason": "SqueezeBert and GPT-Neo are different implementations." }, { "left": "pull_request:43996", - "right": "pull_request:44007", + "right": "pull_request:44161", "accept": false, - "reason": "CVT/FNet vs RegNet/ResNet/RT-DETR ResNet are different fixes." + "reason": "FNet/CVT and LongT5 are unrelated code paths." }, { "left": "pull_request:43996", - "right": "pull_request:44129", + "right": "pull_request:44017", "accept": false, - "reason": "CVT/FNet vs SpeechT5 are unrelated model implementations." + "reason": "FNet/CVT and SegFormer are different model families." }, { - "left": "pull_request:44044", - "right": "pull_request:44129", + "left": "pull_request:44010", + "right": "pull_request:44044", "accept": false, - "reason": "DeBERTa V2 vs SpeechT5 are different concrete changes." + "reason": "SqueezeBert and DeBERTa v2 are separate implementations." }, { "left": "pull_request:44044", - "right": "pull_request:44154", + "right": "pull_request:44074", "accept": false, - "reason": "DeBERTa V2 vs Vits; same broad theme, different code paths." + "reason": "DeBERTa v2 and TextNet are unrelated code paths." }, { "left": "pull_request:44066", - "right": "pull_request:44086", - "accept": false, - "reason": "GPT-J/CodeGen vs MGP-STR are unrelated model fixes." + "right": "pull_request:44722", + "accept": true, + "reason": "Both are the same GPT-J/CodeGen output-tracing refactor and would plausibly collapse into one PR." }, { - "left": "pull_request:44066", - "right": "pull_request:44071", + "left": "pull_request:44085", + "right": "pull_request:44722", + "accept": true, + "reason": "Both center on the same GPT-J output-tracing change; 44722 looks like a duplicate or superseding split." + }, + { + "left": "pull_request:44085", + "right": "pull_request:44129", "accept": false, - "reason": "GPT-J/CodeGen vs MPT; only the standardized-output refactor is shared." + "reason": "GPT-J and SpeechT5 are unrelated model implementations." }, { - "left": "pull_request:44018", - "right": "pull_request:44161", + "left": "pull_request:43996", + "right": "pull_request:44007", "accept": false, - "reason": "GPT-Neo vs LongT5 are different model families and bugs." + "reason": "FNet/CVT and RegNet/ResNet/RT-DETR are different code paths; same umbrella refactor is not enough." }, { "left": "pull_request:43996", - "right": "pull_request:44017", + "right": "pull_request:44129", "accept": false, - "reason": "CVT/FNet vs SegFormer are unrelated model refactors." + "reason": "FNet/CVT and SpeechT5 are unrelated models." }, { - "left": "pull_request:44010", - "right": "pull_request:44044", + "left": "pull_request:44044", + "right": "pull_request:44129", "accept": false, - "reason": "SqueezeBERT vs DeBERTa V2 are distinct code paths." + "reason": "DeBERTa v2 and SpeechT5 are different backends." }, { "left": "pull_request:44044", - "right": "pull_request:44101", + "right": "pull_request:44154", "accept": false, - "reason": "DeBERTa V2 vs Flaubert/XLM are different models." + "reason": "DeBERTa v2 and VITS are unrelated implementations." } ] }, "evaluator_result": { "accept": true, - "feedback": "Grounded overall. The summary stays conservative about cross-architecture similarity, and the GPT-J/CodeGen duplicate set is supported by the packet: 44066 and 44722 clearly share the GPT-J/CodeGen output-tracing refactor, while 44085 is a narrower GPT-J-only slice of the same file-level change. I don\u2019t see an overclaim that would require rejection." + "feedback": "The cluster summary is grounded in the packet: #43979 is the shared umbrella issue, and the selected PRs are all consistent with the same output-tracing refactor family. The soft-edge calls are conservative overall, especially in rejecting cross-model pairs. The accepted pairs (GPT-J/CodeGen, GPT-Neo) do look mergeable as single same-bugfix PRs based on overlapping files and issue linkage." }, "evaluator_used": true, "retried": false, @@ -18408,20 +18447,20 @@ "pull_request:43997|pull_request:44010", "pull_request:44010|pull_request:44129" ], - "prepared_review_unit_hash": "6ea512a0d315d20d314bae5e2db51ffff5e7c9eeb8995bdf8bf2479785e51921", + "prepared_review_unit_hash": "51ff27ad0cd8c7de8c50c2ca74ab79184e31060d02e6648fc60b66aa0f2d6b00", "component_budget": { "node_count": 28, "item_count": 28, "soft_pair_count": 78, - "serialized_chars": 84885, - "estimated_input_tokens": 21222, - "estimated_eval_tokens": 42700 + "serialized_chars": 84899, + "estimated_input_tokens": 21225, + "estimated_eval_tokens": 42706 }, "budget": { "node_count": 8, "item_count": 8, "soft_pair_count": 6, - "serialized_chars": 17122, + "serialized_chars": 17124, "estimated_input_tokens": 4281, "estimated_eval_tokens": 8818 }, @@ -18430,48 +18469,48 @@ "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "These are not duplicates; they are separate model-specific PRs applying the same output-tracing refactor pattern across different code paths. The cluster is best treated as a thematic series, not one mergeable change.", - "confidence": 0.96, + "summary": "These PRs are all part of a broader standardized output-tracing migration across different models, but they are not duplicates of one another. Each PR targets a separate model implementation and would not plausibly be merged into a single code-path fix/change.", + "confidence": 0.91, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 44056 is a clean representative of the shared refactor pattern: it adds standardized output tracing plumbing (`capture_outputs`, `_can_record_outputs`) directly in a single model implementation.", + "canonical_pr_reason": "PR #44073 is the clearest representative of the cluster: it directly refactors one model to use the standardized output-capture pattern and has a clean, explicit title/diff.", "best_issue_reason": null, - "best_pr_reason": "44056 is the most representative single PR in the cluster because it targets the core standardized output-capture mechanism with a straightforward, self-contained model change.", + "best_pr_reason": "PR #44073 is the best single representative because it is a straightforward, model-specific instance of the output-tracing migration and is more clearly described than several of the others.", "soft_edge_verdicts": [ { "left": "pull_request:44024", "right": "pull_request:44076", "accept": false, - "reason": "Both are output-tracing refactors, but they affect different models (FocalNet vs ImageGPT) and different forward paths, so they are not the same change." + "reason": "Same broad migration theme, but FocalNet and ImageGPT are different model code paths; these are separate model-specific refactors, not one duplicate change." }, { "left": "pull_request:44073", "right": "pull_request:44074", "accept": false, - "reason": "Same refactor theme, but VisualBert and TextNet are distinct model implementations with separate code paths; not mergeable as one PR." + "reason": "Both standardize output tracing, but VisualBert and TextNet are distinct implementations with separate forwards and tests; not the same underlying fix." }, { "left": "pull_request:44056", "right": "pull_request:44073", "accept": false, - "reason": "Both standardize output capture, but MPNet and VisualBert are different model-specific implementations, so this is not a duplicate bug/change." + "reason": "MPNet vs VisualBert are unrelated model paths; similarity is only at the framework-refactor level, so they should not be merged as duplicates." }, { "left": "pull_request:44056", "right": "pull_request:44074", "accept": false, - "reason": "They share the same refactor style, but MPNet and TextNet are separate model paths and could not plausibly be merged into one PR." + "reason": "These are separate model migrations with different affected classes and forward logic; not one concrete bug/change." }, { "left": "pull_request:43997", "right": "pull_request:44010", "accept": false, - "reason": "RegNet and SqueezeBert are unrelated model files; this is the same migration pattern, not the same underlying change." + "reason": "RegNet and SqueezeBert are different architectures and modules; same refactor pattern, but not the same code-path problem." }, { "left": "pull_request:44010", "right": "pull_request:44129", "accept": false, - "reason": "SqueezeBert and SpeechT5 modify different model code paths; both are output-capture refactors but not the same concrete fix." + "reason": "SqueezeBert and SpeechT5 touch different model internals and output contracts; this is a shared migration style, not a duplicate fix." } ] }, @@ -18551,268 +18590,274 @@ "pull_request:44028|pull_request:44030", "pull_request:44029|pull_request:44030" ], - "prepared_review_unit_hash": "0cd4f8d8924d08edb362cab52fb23f143e1e0c103698f82a398d045350cfcd65", + "prepared_review_unit_hash": "89410d97d80124899d4e226b9e71e64da499254d08cbdb67441ce994042575a4", "component_budget": { "node_count": 13, "item_count": 13, "soft_pair_count": 40, - "serialized_chars": 40174, - "estimated_input_tokens": 10044, - "estimated_eval_tokens": 20344 + "serialized_chars": 40170, + "estimated_input_tokens": 10043, + "estimated_eval_tokens": 20342 }, "budget": { "node_count": 13, "item_count": 13, "soft_pair_count": 40, - "serialized_chars": 40174, - "estimated_input_tokens": 10044, - "estimated_eval_tokens": 20344 + "serialized_chars": 40170, + "estimated_input_tokens": 10043, + "estimated_eval_tokens": 20342 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "This cluster is a set of similar-but-separate model-specific refactor PRs for output tracing / can_return_tuple cleanup. They share a common theme, but they do not look like duplicate fixes to the same underlying code path.", - "confidence": 0.93, + "summary": "This is a batch of similar output-tracing refactors across many different model implementations. They share the same refactor theme, but they are not duplicate PRs because each changes a distinct code path and model file(s).", + "confidence": 0.97, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 44003 is the strongest single representative: it shows the most complete output-tracing plumbing change across closely related Mamba/FalconMamba files. The rest are separate model-specific refactors, not duplicates of one another.", + "canonical_pr_reason": "PR 44025 is a good representative because it covers the same refactor pattern in two closely related depth-anything files, making it more central than the single-file PRs.", "best_issue_reason": null, - "best_pr_reason": "44003 is the best global representative for the cluster\u2019s theme because it is broad and concrete, but it still represents only one model family\u2019s tracing refactor rather than a duplicate of the others.", + "best_pr_reason": "PR 44025 is the clearest exemplar of the cluster\u2019s recurring can_return_tuple/output-tracing change, but it still is not a duplicate of the others.", "soft_edge_verdicts": [ { "left": "pull_request:43998", "right": "pull_request:44002", "accept": false, - "reason": "Different architectures and files (timm_backbone vs upernet); same refactor theme only." + "reason": "Different model implementations and files; same refactor theme, but not the same underlying bug/change." }, { "left": "pull_request:43998", "right": "pull_request:44000", "accept": false, - "reason": "Different model families and code paths; both are output-tracing cleanup, not the same change." + "reason": "Separate model code paths; these are parallel refactors, not one mergeable fix." }, { "left": "pull_request:43998", "right": "pull_request:44001", "accept": false, - "reason": "timm_backbone and univnet are unrelated implementations; no shared concrete bug/change." + "reason": "Different model families and forward paths; not the same concrete change." }, { "left": "pull_request:43998", "right": "pull_request:44003", "accept": false, - "reason": "Different model families and filenames; similar tracing refactor but not one duplicate PR." + "reason": "Unrelated model implementations; similarity is only at the refactor pattern level." }, { "left": "pull_request:43998", "right": "pull_request:44029", "accept": false, - "reason": "timm_backbone vs rwkv are unrelated code paths; only the meta-pattern matches." + "reason": "Distinct models and files; not one underlying bug or patch." }, { "left": "pull_request:43999", "right": "pull_request:44001", "accept": false, - "reason": "MobileNetV1 and UnivNet are unrelated models; same tracing refactor theme, not the same underlying fix." + "reason": "Different model classes and output-capturing code paths." }, { "left": "pull_request:43999", "right": "pull_request:44002", "accept": false, - "reason": "Different model families/files; no concrete shared bug or merged-able change." + "reason": "Same refactor motif, but separate model-specific changes." }, { "left": "pull_request:43999", "right": "pull_request:44025", "accept": false, - "reason": "MobileNetV1 vs Depth Anything are different code paths; overlap is only in output-tracing cleanup." + "reason": "Different model families; these could not plausibly be one PR for a single code-path fix." }, { "left": "pull_request:43999", "right": "pull_request:44026", "accept": false, - "reason": "Different architectures and files; same refactor motif only." + "reason": "Separate encoder/decoder-related code paths; not duplicate fixes." }, { "left": "pull_request:43999", "right": "pull_request:44027", "accept": false, - "reason": "MobileNetV1 and SpeechEncoderDecoder are separate model implementations; not the same PR change." + "reason": "Different model wrappers and files; only broadly similar refactoring." }, { "left": "pull_request:44000", "right": "pull_request:44001", "accept": false, - "reason": "VisionTextDualEncoder and UnivNet are unrelated model paths; similar tracing refactor theme only." + "reason": "Different model architectures; same pattern but not the same bug/change." }, { "left": "pull_request:44000", "right": "pull_request:44002", "accept": false, - "reason": "Different model families/files; no evidence of the same underlying bug." + "reason": "Distinct model-specific forward logic, so not duplicate PRs." }, { "left": "pull_request:44000", "right": "pull_request:44003", "accept": false, - "reason": "VisionTextDualEncoder vs Mamba/FalconMamba are different code paths; not a duplicate fix." + "reason": "No shared concrete code path; just the same output-tracing cleanup pattern." }, { "left": "pull_request:44000", "right": "pull_request:44025", "accept": false, - "reason": "Different architectures and filenames; only the output-tracing refactor motif is shared." + "reason": "Different model families and target files; not one mergeable fix." }, { "left": "pull_request:44001", "right": "pull_request:44002", "accept": false, - "reason": "UnivNet and UperNet are unrelated implementations; same style of refactor, not the same change." + "reason": "Separate model implementations; not the same underlying issue." }, { "left": "pull_request:44001", "right": "pull_request:44003", "accept": false, - "reason": "Different model families/files; no shared concrete code-path problem." + "reason": "Different code paths and model internals; not duplicates." }, { "left": "pull_request:44001", "right": "pull_request:44025", "accept": false, - "reason": "UnivNet vs Depth Anything are separate model paths; not mergeable as one duplicate PR." + "reason": "These are parallel refactors in different models, not one concrete fix." }, { "left": "pull_request:44002", "right": "pull_request:44029", "accept": false, - "reason": "UperNet and RWKV are unrelated code paths; the similarity is only in tracing cleanup." + "reason": "Different models and call paths; similarity is too broad to merge." }, { "left": "pull_request:44002", "right": "pull_request:44003", "accept": false, - "reason": "Different model families and files; not the same underlying bug/change." + "reason": "Model-specific refactors only; not the same bug or change." }, { "left": "pull_request:44003", "right": "pull_request:44028", "accept": false, - "reason": "Mamba/FalconMamba vs SuperPoint are different code paths; similar refactor theme only." + "reason": "Falcon/Mamba code differs from SuperPoint; not the same underlying fix." }, { "left": "pull_request:44003", "right": "pull_request:44004", "accept": false, - "reason": "Different implementations and filenames; both mention tracing, but they fix different model code." + "reason": "Different subsystems and forward implementations; not mergeable as one PR." }, { "left": "pull_request:43998", "right": "pull_request:44004", "accept": false, - "reason": "timm_backbone and codegen are unrelated models; no duplicate underlying change." + "reason": "Timm backbone and CodeGen are unrelated code paths despite similar refactor wording." }, { "left": "pull_request:44001", "right": "pull_request:44004", "accept": false, - "reason": "UnivNet and CodeGen are separate code paths; only the meta-refactor overlaps." + "reason": "Different model families and implementation details; not duplicate changes." }, { "left": "pull_request:44002", "right": "pull_request:44004", "accept": false, - "reason": "UperNet and CodeGen are unrelated; not the same fix." + "reason": "These touch different model code paths and should stay separate." + }, + { + "left": "pull_request:44000", + "right": "pull_request:44004", + "accept": false, + "reason": "Only the refactor pattern matches; the underlying model changes do not." }, { "left": "pull_request:44025", "right": "pull_request:44026", "accept": false, - "reason": "Depth Anything and VisionEncoderDecoder are different model families/files; no concrete duplicate change." + "reason": "Depth Anything and Vision Encoder-Decoder are distinct model paths; not one concrete bug." }, { "left": "pull_request:44025", "right": "pull_request:44027", "accept": false, - "reason": "Depth Anything and SpeechEncoderDecoder are unrelated code paths; same theme only." + "reason": "Different encoder/decoder wrapper implementations, so not duplicates." }, { "left": "pull_request:44025", "right": "pull_request:44028", "accept": false, - "reason": "Different models and filenames; not the same underlying bug/change." + "reason": "Separate model code paths; similarity is only at the refactor level." }, { "left": "pull_request:44025", "right": "pull_request:44029", "accept": false, - "reason": "Depth Anything vs RWKV are unrelated implementations; same refactor pattern only." + "reason": "Different model architectures and files; not the same fix." }, { "left": "pull_request:44025", "right": "pull_request:44030", "accept": false, - "reason": "Different model families/files; no shared concrete code-path problem." + "reason": "Distinct models and output semantics; not one PR-worthy duplicate." }, { "left": "pull_request:44026", - "right": "pull_request:44029", + "right": "pull_request:44027", "accept": false, - "reason": "VisionEncoderDecoder and RWKV are unrelated model paths; not a duplicate PR." + "reason": "Vision Encoder-Decoder and Speech Encoder-Decoder are separate implementations; not the same change." }, { "left": "pull_request:44026", - "right": "pull_request:44027", + "right": "pull_request:44028", "accept": false, - "reason": "VisionEncoderDecoder and SpeechEncoderDecoder are distinct code paths; only the tracing refactor theme matches." + "reason": "Different model code paths and refactor targets." }, { "left": "pull_request:44026", - "right": "pull_request:44028", + "right": "pull_request:44029", "accept": false, - "reason": "Different model families/files; same meta-change, not same bug or change." + "reason": "Unrelated model internals; only the output-tracing motif overlaps." }, { "left": "pull_request:44026", "right": "pull_request:44030", "accept": false, - "reason": "VisionEncoderDecoder and DPR are different implementations; no duplicate underlying fix." + "reason": "Different models and fixes; not duplicate PRs." }, { "left": "pull_request:44027", "right": "pull_request:44028", "accept": false, - "reason": "SpeechEncoderDecoder and SuperPoint are unrelated models; not the same change." + "reason": "Speech Encoder-Decoder and SuperPoint are unrelated code paths." }, { "left": "pull_request:44027", "right": "pull_request:44029", "accept": false, - "reason": "Different code paths and filenames; only the output-tracing cleanup overlaps." + "reason": "Different model families; not one underlying bug or patch." }, { "left": "pull_request:44027", "right": "pull_request:44030", "accept": false, - "reason": "SpeechEncoderDecoder and DPR are separate model implementations; not mergeable as one duplicate PR." + "reason": "Separate implementation targets, so they should not be merged as duplicates." }, { "left": "pull_request:44028", "right": "pull_request:44029", "accept": false, - "reason": "SuperPoint and RWKV are unrelated code paths; similar refactor style only." + "reason": "SuperPoint and RWKV are unrelated model code paths." }, { "left": "pull_request:44028", "right": "pull_request:44030", "accept": false, - "reason": "SuperPoint and DPR are different model families/files; no shared concrete fix." + "reason": "Distinct architectures and fixes; not the same underlying change." }, { "left": "pull_request:44029", "right": "pull_request:44030", "accept": false, - "reason": "RWKV and DPR are unrelated implementations; same tracing-refactor motif only." + "reason": "RWKV and DPR touch different model paths; no duplicate bug/change evidence." } ] }, @@ -18845,52 +18890,52 @@ "pull_request:44662|pull_request:45075", "pull_request:45075|pull_request:45401" ], - "prepared_review_unit_hash": "ef6ffd227a8203a03fcd335e0c38df0e82cbeea4df50463454cf4de9b082ee5d", + "prepared_review_unit_hash": "5764fe0ecb80aa5a0dc923f844fa4d58ac3b813f493c0e8ae10c6b4614fefb44", "component_budget": { "node_count": 3, "item_count": 3, "soft_pair_count": 3, - "serialized_chars": 10912, - "estimated_input_tokens": 2728, - "estimated_eval_tokens": 5712 + "serialized_chars": 10914, + "estimated_input_tokens": 2729, + "estimated_eval_tokens": 5714 }, "budget": { "node_count": 3, "item_count": 3, "soft_pair_count": 3, - "serialized_chars": 10912, - "estimated_input_tokens": 2728, - "estimated_eval_tokens": 5712 + "serialized_chars": 10914, + "estimated_input_tokens": 2729, + "estimated_eval_tokens": 5714 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These are three separate model-implementation PRs (PenguinVL, DeepSeek-OCR-2, and Voxtral TTS). They overlap only on shared registration/docs/auto-mapping boilerplate, not on the same underlying code change, so this cluster should not be deduplicated.", - "confidence": 0.97, + "summary": "These are three separate model-addition PRs for different architectures (PenguinVL, DeepSeek-OCR-2, Voxtral TTS). They share only standard Transformers boilerplate and auto-registration/docs patterns, not the same underlying bug or change.", + "confidence": 0.98, "canonical_issue_reason": null, - "canonical_pr_reason": "No single PR is canonical here: each one adds a different model family with distinct configs, modeling code, and tests.", + "canonical_pr_reason": "PR 45075 is the most complete and mature representative of the cluster: it has the largest implementation surface, dedicated conversion/modeling/processing files, tests, and the most review activity.", "best_issue_reason": null, - "best_pr_reason": "No PR is a global best duplicate candidate; they address unrelated model additions rather than one shared bug or feature.", + "best_pr_reason": "PR 45075 is the best single representative because it appears the most fully developed and validated of the three model integration PRs.", "soft_edge_verdicts": [ { "left": "pull_request:44662", "right": "pull_request:45401", "accept": false, - "reason": "Different models and code paths (PenguinVL vs Voxtral TTS); the overlap is only generic auto/docs wiring." + "reason": "Different model integrations (PenguinVL vs Voxtral TTS) with different model code and tests; overlap is only shared Transformers scaffolding and docs registration." }, { "left": "pull_request:44662", "right": "pull_request:45075", "accept": false, - "reason": "PenguinVL and DeepSeek-OCR-2 are distinct model implementations; shared files are boilerplate registration changes only." + "reason": "Different model additions (PenguinVL vs DeepSeek-OCR-2); shared filenames are generic auto/docs files, not evidence of the same code-path fix." }, { "left": "pull_request:45075", "right": "pull_request:45401", "accept": false, - "reason": "These add different model stacks (DeepSeek-OCR-2 vs Voxtral TTS) and do not look like one mergeable fix/change." + "reason": "DeepSeek-OCR-2 and Voxtral TTS are unrelated model implementations with distinct functionality and files; common changes are broad integration boilerplate only." } ] }, @@ -18920,12 +18965,12 @@ "soft_pairs": [ "pull_request:44979|pull_request:45363" ], - "prepared_review_unit_hash": "33cb670797c5d4e0aee911ee4459ba26f554c099a59bd5badc4f3f568a9039db", + "prepared_review_unit_hash": "357374bc38f95c8d4cd41d965fa7dc96e22c19f58f10072449b1bb351ca201d8", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 4408, + "serialized_chars": 4407, "estimated_input_tokens": 1102, "estimated_eval_tokens": 2460 }, @@ -18933,7 +18978,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 4408, + "serialized_chars": 4407, "estimated_input_tokens": 1102, "estimated_eval_tokens": 2460 }, @@ -18942,18 +18987,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These two PRs are related in the broad area of model fusion, but they are not the same change: one introduces a general Module Fusion API, while the other wires n-to-1 kernel fusion through KernelConfig and related integration points. They are likely complementary rather than duplicates.", - "confidence": 0.92, + "summary": "These are related fusion efforts, but they are not the same change: one adds a generic Module Fusion API, while the other wires a specific n-to-1 kernel fusion path through KernelConfig and model loading. The overlap is architectural, not duplicate-level.", + "confidence": 0.9, "canonical_issue_reason": null, - "canonical_pr_reason": "PR #44979 is the more foundational change: it introduces the standalone Module Fusion API and test coverage, which can serve as the generic abstraction layer for later fusion integrations.", + "canonical_pr_reason": "PR 44979 is the cleaner canonical representative of the cluster because it introduces the underlying Module Fusion API, which is the more general and foundational change.", "best_issue_reason": null, - "best_pr_reason": "PR #45363 is the more concrete user-facing feature for kernel-based n-to-1 fusion, but it still depends on broader fusion infrastructure and is not a duplicate of the API-only PR.", + "best_pr_reason": "PR 45363 is the most concrete end-user-facing implementation in the cluster: it applies fusion through KernelConfig, touches runtime integration, and includes an example demonstrating the feature.", "soft_edge_verdicts": [ { "left": "pull_request:44979", "right": "pull_request:45363", "accept": false, - "reason": "Not the same concrete bug/change. #44979 adds a generic Module Fusion API, while #45363 adds KernelConfig-based n-to-1 fusion plumbing and an example. They touch related code, but they are not mergeable as one duplicate PR." + "reason": "They share the broad fusion theme, but they are not the same underlying bug/change. 44979 adds the generic fusion API; 45363 adds a specific KernelConfig-based n-to-1 fusion implementation and integration work. They would not plausibly be merged as one PR." } ] }, @@ -18983,7 +19028,7 @@ "soft_pairs": [ "pull_request:45086|pull_request:45317" ], - "prepared_review_unit_hash": "23673118accf8423a4094233d191412a13b3b42d0ee6202779152e7f16d74bc1", + "prepared_review_unit_hash": "6fe0cea44a93f2a2d4196647e9de5229ffb33077db5f780703cbb9447ab62d22", "component_budget": { "node_count": 2, "item_count": 2, @@ -19005,18 +19050,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Both pull requests target the same Mistral regex patch in the same file and fix the same AttributeError by switching from backend_tokenizer.pre_tokenizer to tokenizer.pre_tokenizer; PR 45317 is the more complete version because it adds tests.", - "confidence": 0.98, + "summary": "Both pull requests address the same AttributeError in `_patch_mistral_regex` on the same code path, with essentially the same fix in `src/transformers/tokenization_utils_tokenizers.py`. PR 45317 is the stronger candidate because it includes tests and slightly more discussion, while 45086 is a smaller earlier version of the same change.", + "confidence": 0.97, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 45317 is the more complete representative of the same fix: same code change as 45086 plus test coverage and a clearer problem statement.", + "canonical_pr_reason": "PR 45317 is the more complete implementation of the same fix: it contains the same code-path correction plus test coverage and appears to supersede the smaller earlier PR.", "best_issue_reason": null, - "best_pr_reason": "PR 45317 best captures the cluster because it includes the same bug fix with additional tests and discussion, making it the most complete candidate.", + "best_pr_reason": "PR 45317 best represents the cluster because it directly fixes the reported AttributeError and adds tests, making it the best standalone candidate for merge.", "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; the second PR is essentially the first fix plus tests, so they are mergeable as one change." + "reason": "Same underlying bug and same code change in the same file; the later PR looks like a fuller version of the earlier one and they could plausibly be merged into one PR." } ] }, @@ -19046,7 +19091,7 @@ "soft_pairs": [ "pull_request:45115|pull_request:45569" ], - "prepared_review_unit_hash": "b3db35f9213f4365eeae472e69949ddc23e3efcbc373887c406757c3f7c0bb9d", + "prepared_review_unit_hash": "adabfa90ac93eddfe5d3f363a57c21ac722bf3bff6131848dce95c2cffe3240d", "component_budget": { "node_count": 2, "item_count": 2, @@ -19068,18 +19113,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Two NemotronH-related PRs, but they target different changes: one is a refactor/inheritance and conversion-mapping update, the other is a broader model split into dense/sparse variants with docs and tests. They are related but not duplicates.", - "confidence": 0.83, + "summary": "These are related NemotronH refactors, but they are not the same underlying PR: one focuses on inheritance/conversion mapping, while the other introduces separate NemotronHDense/NemotronHSparse model/docs/test plumbing.", + "confidence": 0.92, "canonical_issue_reason": null, - "canonical_pr_reason": "PR #45569 is the broader, more complete implementation of the NemotronH model split and associated docs/tests, so it best represents the cluster.", + "canonical_pr_reason": "PR 45569 is the broader, more complete change: it adds the new dense/sparse model split, docs, auto-mappings, and tests, making it the better representative of the NemotronH redesign work.", "best_issue_reason": null, - "best_pr_reason": "PR #45569 is the strongest standalone candidate because it covers the user-facing model reorganization and supporting documentation/testing, not just internal refactoring.", + "best_pr_reason": "PR 45569 is the best global PR candidate because it covers the user-visible architecture update and associated documentation/testing, rather than just internal refactor/conversion mapping.", "soft_edge_verdicts": [ { "left": "pull_request:45115", "right": "pull_request:45569", "accept": false, - "reason": "Shared NemotronH files, but the concrete changes differ: #45115 focuses on inheritance/conversion mapping to GraniteMoeHybrid, while #45569 introduces dense/sparse model variants plus docs/tests. They are related but not the same underlying fix and would not plausibly merge into one PR." + "reason": "Both are about NemotronH, but 45115 is mainly inheritance/conversion-mapping refactoring while 45569 adds the dense/sparse model split, docs, and tests. They do not appear to fix the same concrete code-path problem and would not plausibly be merged as one PR." } ] }, @@ -19109,7 +19154,7 @@ "soft_pairs": [ "pull_request:45332|pull_request:45333" ], - "prepared_review_unit_hash": "2536324f84c89e604d3a69bb2933610a9a7e84d756d6e180dfce42f98d9af336", + "prepared_review_unit_hash": "7eee8f017657e54293637933ee0140e6eb46b8652c75a795dd583ba2f346b7b8", "component_budget": { "node_count": 2, "item_count": 2, @@ -19131,18 +19176,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These are related heterogeneity feature PRs, but they are not duplicates: one adds per-layer config plumbing, the other adds downstream model/cache/masking support on top of it.", - "confidence": 0.93, + "summary": "The two PRs are related through the new heterogeneity framework, but they are not duplicates: one adds per-layer config support, the other adds broader heterogeneous modeling/cache support that builds on it.", + "confidence": 0.84, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 45332 is the broader umbrella change: it includes the model/runtime changes that actually consume heterogeneous configs, so it best represents the full feature cluster.", + "canonical_pr_reason": "PR #45332 is the broader umbrella change: it adds heterogeneous model support across cache/modeling/masking and also wires in per-layer config handling. PR #45333 is a narrower config-only foundation.", "best_issue_reason": null, - "best_pr_reason": "PR 45332 is the most representative end-to-end implementation and covers the larger concrete code-path change across modeling, cache, and masking logic.", + "best_pr_reason": "PR #45332 is the best representative of the cluster because it covers the larger end-user feature and incorporates the related config plumbing, while #45333 is just the prerequisite configuration layer.", "soft_edge_verdicts": [ { "left": "pull_request:45332", "right": "pull_request:45333", "accept": false, - "reason": "Related but distinct work: 45333 adds heterogeneous config support and helpers, while 45332 adds model/cache/masking behavior that consumes those configs. They are prerequisite/follow-on changes, not the same underlying bug or a single mergeable PR." + "reason": "Reject: these share the heterogeneity infrastructure, but they address different layers of the feature. #45333 adds per-layer configuration APIs/serialization; #45332 adds modeling/cache changes for heterogeneous models. They do not fix the same concrete bug and would not plausibly be merged as one duplicate PR." } ] }, @@ -19172,12 +19217,12 @@ "soft_pairs": [ "pull_request:45415|pull_request:45425" ], - "prepared_review_unit_hash": "11a56c8a04125bf52179caa118edf5248285ac1b20ce85d897ca590fdfe0c357", + "prepared_review_unit_hash": "041cb13d77e0902f98f4b782556d7a6670842a1a2a536689b5400a7e97dc0d45", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 5514, + "serialized_chars": 5513, "estimated_input_tokens": 1379, "estimated_eval_tokens": 3014 }, @@ -19185,7 +19230,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 5514, + "serialized_chars": 5513, "estimated_input_tokens": 1379, "estimated_eval_tokens": 3014 }, @@ -19194,18 +19239,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Two open PRs in the typing area, but they are not duplicates: one is a broad type-checking sweep across many Transformers modules, while the other adds typing protocols/helpers and related modeling-utils plumbing. The overlap in a few shared files looks incidental rather than the same underlying change.", - "confidence": 0.88, + "summary": "These two PRs are both type-checking related, but they are not the same change: #45415 is a broad pyright/type-ignore sweep across many transformers modules, while #45425 adds new typing protocols/helpers and specific modeling_utils/PEFT-related refinements.", + "confidence": 0.94, "canonical_issue_reason": null, - "canonical_pr_reason": "PR #45415 is the broader, more representative typing cleanup across `src/transformers/*py` and best matches the cluster\u2019s overall surface area.", + "canonical_pr_reason": "No canonical duplicate PR: the scopes differ materially, with #45415 doing a wide repo-level typing cleanup and #45425 introducing targeted typing abstractions plus specific integration fixes.", "best_issue_reason": null, - "best_pr_reason": "PR #45415 is the best single representative for the cluster because it is the larger, more central typing sweep; PR #45425 is a narrower typing-infrastructure follow-up with different intent.", + "best_pr_reason": "#45425 is the more focused representative of the cluster because it adds concrete typing infrastructure and code-path-specific adjustments, whereas #45415 is mostly a broad mechanical typing pass.", "soft_edge_verdicts": [ { "left": "pull_request:45415", "right": "pull_request:45425", "accept": false, - "reason": "Both are typing-related, but they address different changes: #45415 is a wide type-checking pass, while #45425 introduces specific typing protocols and helpers. Shared files alone do not make them the same underlying bug/change, and they would not naturally merge into one PR." + "reason": "Do not treat as duplicates: they share typing-related files, but #45415 is a broad type-checking cleanup and config change, while #45425 introduces new typing protocols and targeted modeling_utils/PEFT support. They are not the same underlying fix and would not plausibly merge into one PR." } ] }, @@ -19244,70 +19289,70 @@ "pull_request:45858|pull_request:45926", "pull_request:45890|pull_request:45926" ], - "prepared_review_unit_hash": "cb0d30bcff04a3339453f2c9788f25361f9f06b820999652dbbd590388a918cd", + "prepared_review_unit_hash": "33eea6df34abf1368e7374ae60ff396f7869644ad13fa8e4a602a94f15bab514", "component_budget": { "node_count": 6, "item_count": 6, "soft_pair_count": 6, - "serialized_chars": 14708, - "estimated_input_tokens": 3677, - "estimated_eval_tokens": 7610 + "serialized_chars": 14719, + "estimated_input_tokens": 3680, + "estimated_eval_tokens": 7616 }, "budget": { "node_count": 6, "item_count": 6, "soft_pair_count": 6, - "serialized_chars": 14708, - "estimated_input_tokens": 3677, - "estimated_eval_tokens": 7610 + "serialized_chars": 14719, + "estimated_input_tokens": 3680, + "estimated_eval_tokens": 7616 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These PRs are all about accelerator/model-parallel or XPU-related behavior, but they target different models and different fixes. I don\u2019t see any pair that is the same underlying bug/change, so none of the soft edges should be merged.", - "confidence": 0.91, + "summary": "This cluster mixes two unrelated themes: model-parallel device-placement fixes for specific models and XPU expectation-only test updates. None of the PRs appear to be the same concrete change, so the soft duplicates should be rejected.", + "confidence": 0.89, "canonical_issue_reason": null, - "canonical_pr_reason": "PR #45817 is the strongest representative because it makes a real code-path fix for Gemma4 model-parallel behavior, not just test expectation updates, and it has the clearest end-to-end change set.", + "canonical_pr_reason": "PR 45487 is the clearest code-fix PR: it addresses a concrete model-parallel device-placement bug in the model forward path and includes targeted model/test changes, making it the best representative of the fix-oriented subset.", "best_issue_reason": null, - "best_pr_reason": "PR #45817 is the best standalone PR in the set: it addresses an actual model-parallel bug in model code and includes corresponding test coverage, making it the most substantial and actionable change.", + "best_pr_reason": "PR 45487 is the strongest standalone candidate because it fixes an actual runtime bug in model code rather than only updating expectations, and its title/body clearly describe the affected behavior.", "soft_edge_verdicts": [ { "left": "pull_request:45487", "right": "pull_request:45843", "accept": false, - "reason": "Both are model-parallel fixes, but for different architectures (AltCLIP/ChineseCLIP vs Deimv2). The code paths and bugs are unrelated, so they should not be deduplicated." + "reason": "Both are model-parallel fixes, but for different models and different code paths. They share a theme, not the same underlying bug, so they should not be merged as duplicates." }, { "left": "pull_request:45487", "right": "pull_request:45926", "accept": false, - "reason": "These touch different models and different accelerator concerns; one is a model-parallel fix, the other is XPU test expectations. Same broad theme, not the same bug." + "reason": "45487 fixes model-parallel device placement in model code; 45926 only adds XPU test expectations for a different model. Different artifacts and different underlying changes." }, { "left": "pull_request:45817", "right": "pull_request:45843", "accept": false, - "reason": "Gemma4 and Deimv2 are unrelated model implementations; the shared phrase 'model parallel bugs' is too broad to treat as one duplicate change." + "reason": "These target different model families (Gemma4 vs Deimv2) with model-specific parallel fixes. The similarity is too broad to treat as the same bug." }, { "left": "pull_request:45858", "right": "pull_request:45890", "accept": false, - "reason": "Both only add XPU expectations, but for different model test suites. This is test maintenance for separate models, not one underlying defect." + "reason": "Both are test expectation updates, but for different models and different numeric baselines. They do not fix the same code-path problem." }, { "left": "pull_request:45858", "right": "pull_request:45926", "accept": false, - "reason": "Same accelerator class of change, but different models and different expected outputs. No evidence they fix the same concrete code-path problem." + "reason": "Both add XPU expectations, but for unrelated models. This is a shared testing pattern, not a duplicate change." }, { "left": "pull_request:45890", "right": "pull_request:45926", "accept": false, - "reason": "These are separate XPU expectation updates for distinct model tests; they do not appear to be the same bug or change." + "reason": "These are separate expectation-only test updates for different models, with no indication they resolve the same underlying issue." } ] }, @@ -19337,7 +19382,7 @@ "soft_pairs": [ "pull_request:45548|pull_request:45662" ], - "prepared_review_unit_hash": "8b9991acf91473b763654dc3318c8e370ac1dfd033614cae3daa1f6d456d81da", + "prepared_review_unit_hash": "5acf4919cd5982b1534ce5cf93b60e47e7a40aee062be335cd38b94fe13a2ebc", "component_budget": { "node_count": 2, "item_count": 2, @@ -19359,18 +19404,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Both PRs are in the EP/distributed-loading area, but they fix different bugs: #45548 focuses on preserving distributed config / EP state during accelerate+ZeRO-3 loading, while #45662 fixes expert tensors being overwritten by rank-0 broadcast in the FSDP2 loading path. Shared filename and theme are not enough to treat them as duplicates.", + "summary": "Both PRs are about expert parallelism and share `modeling_utils.py`, but they target different failure modes and code paths: one fixes config serialization/`has_ep` for ZeRO-3 loading, the other fixes expert parameters being overwritten during FSDP2 loading. They are related, not duplicates.", "confidence": 0.93, "canonical_issue_reason": null, - "canonical_pr_reason": "PR #45662 is the better representative of the cluster theme because it targets a concrete EP loading corruption bug, whereas #45548 is a narrower serialization/config-preservation fix for a different code path.", + "canonical_pr_reason": "PR #45662 is the better representative of the cluster because it addresses a concrete EP loading corruption bug in the parameter assignment path and touches the broader loading pipeline that actually causes the overwrite.", "best_issue_reason": null, - "best_pr_reason": "PR #45662 is the strongest standalone candidate: it addresses a specific, user-visible failure mode in the distributed loading path and has the more direct fix for the underlying bug.", + "best_pr_reason": "PR #45662 is the strongest standalone candidate: it has the clearest concrete symptom, the most targeted fix, and the broader scope within the EP/FSDP2 loading flow.", "soft_edge_verdicts": [ { "left": "pull_request:45548", "right": "pull_request:45662", "accept": false, - "reason": "Different underlying problems and code paths: #45548 removes distributed_config from serialization and adds has_ep for accelerate/ZeRO-3 loading, while #45662 prevents expert parameters from being overwritten during FSDP2/post-shard loading. Related area, but not the same change." + "reason": "Both involve expert parallelism, but #45548 fixes `distributed_config` serialization and `has_ep` for accelerate/ZeRO-3 loading, while #45662 fixes expert tensors being overwritten by rank-0 broadcast during FSDP2 loading. Different bugs, different code paths." } ] }, @@ -19400,7 +19445,7 @@ "soft_pairs": [ "pull_request:45639|pull_request:45645" ], - "prepared_review_unit_hash": "e683d343d857337f7772df82e698ee948f634161cd5c0b36c062835f44855393", + "prepared_review_unit_hash": "8829ecaae4fa7bec17035e4ec1d79d8e814307cf8c8f10a14bff0a6e80b5d674", "component_budget": { "node_count": 2, "item_count": 2, @@ -19422,18 +19467,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Both PRs target the same xdist collision around `captured_info` debug artifacts; one is a narrower code-only fix, while the other bundles the same fix with CI log collection updates.", - "confidence": 0.93, + "summary": "Both PRs target the same underlying captured_info/xdist collision problem on issue #45561; PR #45645 subsumes #45639 by including the same testing_utils fix plus CI artifact handling updates.", + "confidence": 0.94, "canonical_issue_reason": null, - "canonical_pr_reason": "PR #45645 is the broader superset: it contains the xdist-safe `captured_info` handling in `testing_utils.py` plus the CI workflow update to read all `captured_info*.txt` files, so it best represents the cluster.", + "canonical_pr_reason": "PR #45645 is the better canonical PR because it contains the xdist-safe captured_info file fix from #45639 and extends it with the workflow changes needed to read multiple captured_info artifacts in CI.", "best_issue_reason": null, - "best_pr_reason": "PR #45645 is the best representative because it addresses the same concrete bug as #45639 and also updates the downstream consumer of those files, making it the more complete end-to-end fix.", + "best_pr_reason": "PR #45645 is the most complete representation of the fix and its operational follow-through, while #45639 is a narrower subset of the same code-path change.", "soft_edge_verdicts": [ { "left": "pull_request:45639", "right": "pull_request:45645", "accept": true, - "reason": "Both PRs fix the same underlying xdist collision for `captured_info` artifacts in the testing debug path; #45645 simply adds the CI-side aggregation needed for the same change and could plausibly be merged as one PR." + "reason": "Same concrete captured_info xdist-collision bug; #45645 builds on the exact testing_utils change from #45639 and adds compatible CI log aggregation, so these could plausibly be merged together." } ] }, @@ -19592,7 +19637,7 @@ "soft_pairs": [ "pull_request:45975|pull_request:45977" ], - "prepared_review_unit_hash": "3f07da4de38f5f80d631618c18d5634fa68244a564f82c75c1cbb5e278edbb4c", + "prepared_review_unit_hash": "2bd58020a5e46afd6cd75d1f798ef4763c861d160372c87600eade563cdf846e", "component_budget": { "node_count": 2, "item_count": 2, @@ -19614,18 +19659,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Both PRs target GGUF on Apple Silicon and kernels-community integration, but they address different layers: one adds the core GGUF matmul/linear implementation, while the other adds an optional Metal dequant fast path plus CLI/model-manager wiring. Related topic, not the same underlying change.", + "summary": "Two open PRs in the same GGUF/Apple Silicon area, but they implement different layers of the stack: one adds a CLI/integration path for an optional kernels-community Metal fast path, the other adds a new GGUF linear/matmul implementation and related quantizer/modeling changes. Related, but not the same fix/change.", "confidence": 0.92, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 45977 is the core functional change: it introduces the new GgufLinear inference path and related quantizer/modeling support. PR 45975 is narrower configuration/docs plumbing around selecting the kernels-community path.", + "canonical_pr_reason": "PR 45977 is the more central, self-contained implementation of the GGUF-on-Apple-Silicon feature; PR 45975 is a narrower integration/CLI follow-up around optional kernels-community selection.", "best_issue_reason": null, - "best_pr_reason": "PR 45977 is the best representative for the cluster because it contains the substantive implementation that likely motivated the broader GGUF-on-Apple-Silicon work.", + "best_pr_reason": "PR 45977 is the best representative because it introduces the core inference-time GGUF matmul path and the main code changes; PR 45975 mostly wires that capability into serving and help text.", "soft_edge_verdicts": [ { "left": "pull_request:45975", "right": "pull_request:45977", "accept": false, - "reason": "They share the GGUF/Metal subsystem, but 45977 implements the main GGUF linear matmul path while 45975 only adjusts optional dequant/serve integration and help text. They are not the same concrete bug/change and would not naturally collapse into one PR." + "reason": "Different concrete changes: 45975 updates serve/model-manager integration and documentation for optional kernels-community Metal dequant, while 45977 adds a new GGUF linear backend and quantizer/modeling support. Same broad subsystem, but not one mergeable bug fix." } ] }, diff --git a/analysis/current/manifest.json b/analysis/current/manifest.json index 6cf455da8655cb0a683836e6e17bd53e92b917ea..c39b20e3d0e736124e1de6d65c956856453e84e6 100644 --- a/analysis/current/manifest.json +++ b/analysis/current/manifest.json @@ -1,8 +1,8 @@ { - "analysis_id": "hybrid-model-20260515t180026z", + "analysis_id": "hybrid-model-20260516t000042z", "archived_artifacts": { - "hybrid": "snapshots/20260515T180026Z/analysis-runs/hybrid-model-20260515t180026z/analysis-report-hybrid.json", - "hybrid_reviews": "snapshots/20260515T180026Z/analysis-runs/hybrid-model-20260515t180026z/analysis-report-hybrid.llm-reviews.json" + "hybrid": "snapshots/20260516T000042Z/analysis-runs/hybrid-model-20260516t000042z/analysis-report-hybrid.json", + "hybrid_reviews": "snapshots/20260516T000042Z/analysis-runs/hybrid-model-20260516t000042z/analysis-report-hybrid.llm-reviews.json" }, "artifacts": { "hybrid": "analysis/current/analysis-report-hybrid.json", @@ -10,9 +10,9 @@ }, "channel": "canonical", "model": null, - "published_at": "2026-05-15T18:10:41Z", + "published_at": "2026-05-16T00:05:15Z", "repo": "huggingface/transformers", "schema_version": 1, - "snapshot_id": "20260515T180026Z", + "snapshot_id": "20260516T000042Z", "variant": "hybrid" } diff --git a/snapshots/20260516T000042Z/analysis-runs/hybrid-model-20260516t000042z/analysis-report-hybrid.json b/snapshots/20260516T000042Z/analysis-runs/hybrid-model-20260516t000042z/analysis-report-hybrid.json new file mode 100644 index 0000000000000000000000000000000000000000..53a445016aa4ba41688626adc29e0b6741c680d5 --- /dev/null +++ b/snapshots/20260516T000042Z/analysis-runs/hybrid-model-20260516t000042z/analysis-report-hybrid.json @@ -0,0 +1,2076 @@ +{ + "schema_version": "1.0", + "repo": "huggingface/transformers", + "snapshot_id": "20260516T000042Z", + "generated_at": "2026-05-16T00:05:14Z", + "evidence_quality": "full", + 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"target_issue_number": 43698, + "reason": "PRs in cluster-43698-3 are treated as duplicates because they converge on issue #43698 with closing_reference, shared_issue_target evidence." + }, + { + "cluster_id": "cluster-43824-3", + "canonical_pr_number": 43836, + "duplicate_pr_numbers": [ + 43842 + ], + "target_issue_number": 43824, + "reason": "PRs in cluster-43824-3 are treated as duplicates because they converge on issue #43824 with closing_reference, shared_issue_target evidence." + }, + { + "cluster_id": "cluster-43979-11", + "canonical_pr_number": 44007, + "duplicate_pr_numbers": [ + 43996, + 44013, + 44044, + 44066, + 44072, + 44085, + 44129, + 44154, + 44722 + ], + "target_issue_number": 43979, + "reason": "PRs in cluster-43979-11 are treated as duplicates because they converge on issue #43979 with closing_reference, shared_issue_target, soft_similarity evidence." + }, + { + "cluster_id": "cluster-44018-2", + "canonical_pr_number": 44068, + "duplicate_pr_numbers": [ + 44018 + ], + "target_issue_number": null, + "reason": "PRs in cluster-44018-2 are treated as duplicates because they share soft_similarity evidence." + }, + { + "cluster_id": "cluster-45081-3", + "canonical_pr_number": 45317, + "duplicate_pr_numbers": [ + 45086 + ], + "target_issue_number": 45081, + "reason": "PRs in cluster-45081-3 are treated as duplicates because they converge on issue #45081 with closing_reference, shared_issue_target, soft_similarity evidence." + }, + { + "cluster_id": "cluster-45561-3", + "canonical_pr_number": 45645, + "duplicate_pr_numbers": [ + 45639 + ], + "target_issue_number": 45561, + "reason": "PRs in cluster-45561-3 are treated as duplicates because they converge on issue #45561 with closing_reference, shared_issue_target, soft_similarity evidence." + }, + { + "cluster_id": "cluster-45647-3", + "canonical_pr_number": 45738, + "duplicate_pr_numbers": [ + 45737 + ], + "target_issue_number": 45647, + "reason": "PRs in cluster-45647-3 are treated as duplicates because they converge on issue #45647 with closing_reference, shared_issue_target evidence." + } + ], + "best_issue": { + "cluster_id": "cluster-45647-3", + "issue_number": 45647, + "reason": "Issue #45647 is the strongest global issue candidate because it is open, belongs to a cluster with 3 artifacts, and carries 12 discussion comments plus 8 inbound references.", + "score": 162.0 + }, + "best_pr": { + "cluster_id": "cluster-43979-11", + "pr_number": 44007, + "reason": "PR #44007 is the strongest global PR candidate because it is open, belongs to a cluster with 11 artifacts, links to 1 issues, and carries 2 review/discussion events.", + "score": 238.886 + } +} diff --git a/snapshots/20260516T000042Z/analysis-runs/hybrid-model-20260516t000042z/analysis-report-hybrid.llm-reviews.json b/snapshots/20260516T000042Z/analysis-runs/hybrid-model-20260516t000042z/analysis-report-hybrid.llm-reviews.json new file mode 100644 index 0000000000000000000000000000000000000000..ed3e67b287f2d479acf0218ef432edc8fc348d31 --- /dev/null +++ b/snapshots/20260516T000042Z/analysis-runs/hybrid-model-20260516t000042z/analysis-report-hybrid.llm-reviews.json @@ -0,0 +1,19685 @@ +{ + "schema_version": "1.0", + "repo": "huggingface/transformers", + "snapshot_id": "20260516T000042Z", + "generated_at": "2026-05-16T00:05:14Z", + "model": "gpt-5.4-mini?service_tier=flex", + "reviews": [ + { + "label": "issue", + "component_index": 1, + "component_count": 17, + "review_unit_index": 1, + "review_unit_count": 47, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-402", + "nodes": [ + "issue:24643", + "issue:30277", + "issue:34634", + "issue:34928", + "issue:35545", + "issue:36010", + "issue:36331", + "issue:39290", + "issue:41093", + "issue:41720", + "issue:41762", + "issue:42915", + "issue:43039", + "issue:43425", + "issue:43541", + "issue:43596", + "issue:43638", + "issue:43716", + "issue:43792", + "issue:43827", + "issue:43828", + "issue:43854", + "issue:43866", + "issue:43901", + "issue:43975", + "issue:44292", + "issue:44322", + "issue:44457", + "issue:44509", + "issue:44512", + "issue:44560", + "issue:44805", + "issue:44841", + "issue:44863", + "issue:44918", + "issue:45081", + "issue:45161", + "issue:45237", + "issue:45464", + "issue:45507", + "issue:45685", + "issue:45812", + "issue:45823", + "issue:45859", + "issue:45874", + "issue:45901", + "issue:45902", + "issue:45920" + ], + "soft_pairs": [ + "issue:44322|issue:45464", + "issue:45237|issue:45685", + "issue:43716|issue:45237", + "issue:43828|issue:45237", + "issue:45237|issue:45507", + "issue:44292|issue:45237", + "issue:30277|issue:35545", + "issue:35545|issue:42915", + "issue:35545|issue:41720", + "issue:44509|issue:44512", + "issue:35545|issue:36010", + "issue:44805|issue:45823", + "issue:43638|issue:44805", + "issue:43596|issue:44805", + "issue:44805|issue:45161", + "issue:44805|issue:44918", + "issue:34634|issue:35545", + "issue:30277|issue:43638", + "issue:43596|issue:43638", + "issue:43039|issue:45161", + "issue:43975|issue:44457", + "issue:44292|issue:44457", + "issue:34928|issue:44805", + "issue:24643|issue:30277", + "issue:45859|issue:45902", + "issue:43638|issue:45161", + "issue:34928|issue:36331", + "issue:43596|issue:45161", + "issue:43716|issue:45507", + "issue:39290|issue:45081", + "issue:45823|issue:45874", + "issue:43425|issue:44292", + "issue:43828|issue:45161", + "issue:34928|issue:41720", + "issue:44918|issue:45161", + "issue:43716|issue:45685", + "issue:43541|issue:43716", + "issue:43828|issue:44292", + "issue:45507|issue:45685", + "issue:43716|issue:44292", + "issue:44292|issue:44918", + "issue:43039|issue:44918", + "issue:41762|issue:43638", + "issue:43827|issue:44512", + "issue:43716|issue:44560", + "issue:43828|issue:45685", + "issue:44560|issue:45685", + "issue:43039|issue:43828", + "issue:30277|issue:36331", + "issue:34928|issue:36010", + "issue:43039|issue:44805", + "issue:41762|issue:43596", + "issue:43901|issue:44512", + "issue:39290|issue:41720", + "issue:45237|issue:45901", + "issue:44841|issue:45823", + "issue:43039|issue:44560", + "issue:45812|issue:45920", + "issue:43866|issue:44863", + "issue:43854|issue:43866", + "issue:41093|issue:43638", + "issue:43792|issue:45901" + ], + "prepared_review_unit_hash": "4a9071dcd5cd890b54780b931e3b8b16f18611bd6590e7ed282fa1d5dfb3fe8d", + "component_budget": { + "node_count": 402, + "item_count": 402, + "soft_pair_count": 1504, + "serialized_chars": 775933, + "estimated_input_tokens": 193984, + "estimated_eval_tokens": 388224 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 62, + "serialized_chars": 46368, + "estimated_input_tokens": 11592, + "estimated_eval_tokens": 23440 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "Mostly a heterogeneous cluster of unrelated issue reports, but there are two genuine duplicate pockets: DeepSpeed ZeRO-3/BERT size-0 index failures and AutoTokenizer wrong-token-ID v5 regressions. No pull requests are present.", + "confidence": 0.84, + "canonical_issue_reason": "issue:43596 is the clearest canonical anchor for the repeated DeepSpeed ZeRO-3/BERT \"index 0 is out of bounds for dimension 0 with size 0\" failure and is the best match to its near-duplicate 43638.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43596 is the best overall issue to keep as canonical because it captures the most concrete, repeated bug in the cluster and cleanly represents the closest duplicate pair.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44322", + "right": "issue:45464", + "accept": false, + "reason": "Different symptoms: Qwen3.5 config AttributeError vs streaming chat/completions failure." + }, + { + "left": "issue:45237", + "right": "issue:45685", + "accept": false, + "reason": "Different bugs: AMD GPU runtime failure vs MPS histogram op unsupported for Int." + }, + { + "left": "issue:43716", + "right": "issue:45237", + "accept": false, + "reason": "Different models and failure modes: Mistral-3 dtype mismatch vs GPT-OSS on AMD GPUs." + }, + { + "left": "issue:43828", + "right": "issue:45237", + "accept": false, + "reason": "Autocast dtype mismatch in Phi-tiny-MoE vs AMD GPU execution failure in GPT-OSS." + }, + { + "left": "issue:45237", + "right": "issue:45507", + "accept": false, + "reason": "Different code paths: AMD GPU runtime issue vs invalid method call in GraniteMoEHybrid." + }, + { + "left": "issue:44292", + "right": "issue:45237", + "accept": false, + "reason": "Qwen-3-8B NVFP4 runtime failure vs AMD GPU failure; not the same bug." + }, + { + "left": "issue:30277", + "right": "issue:35545", + "accept": false, + "reason": "DeepSpeed collective mismatch vs ModernBERT ONNX export; unrelated." + }, + { + "left": "issue:35545", + "right": "issue:42915", + "accept": false, + "reason": "Both are model issues, but ModernBERT ONNX export and Qwen3Moe FP8 failure are different code paths." + }, + { + "left": "issue:35545", + "right": "issue:41720", + "accept": false, + "reason": "ModernBERT ONNX export vs Qwen3 auto device-map cuda assert; unrelated." + }, + { + "left": "issue:44509", + "right": "issue:44512", + "accept": false, + "reason": "Both are docs regressions, but they cover different removed v5 topics (pipeline tasks vs run command)." + }, + { + "left": "issue:35545", + "right": "issue:36010", + "accept": false, + "reason": "ModernBERT ONNX export vs GenerationMixin import failure; unrelated." + }, + { + "left": "issue:44805", + "right": "issue:45823", + "accept": false, + "reason": "Mask-shape IndexError vs Gemma4 device mismatch are different failures." + }, + { + "left": "issue:43638", + "right": "issue:44805", + "accept": false, + "reason": "Different concrete errors: ZeRO-3/Bert size-0 index error vs mask/tensor shape mismatch." + }, + { + "left": "issue:43596", + "right": "issue:44805", + "accept": false, + "reason": "Different concrete errors: ZeRO-3/Bert size-0 index error vs mask/tensor shape mismatch." + }, + { + "left": "issue:44805", + "right": "issue:45161", + "accept": false, + "reason": "Mask-shape IndexError vs GPT-OSS TP-only failure; different bugs." + }, + { + "left": "issue:44805", + "right": "issue:44918", + "accept": false, + "reason": "Mask-shape IndexError vs Qwen3.5 embedding unpacking failure with TRL; not the same bug." + }, + { + "left": "issue:34634", + "right": "issue:35545", + "accept": false, + "reason": "BarkProcessor voice_preset bug vs ModernBERT ONNX export; unrelated." + }, + { + "left": "issue:30277", + "right": "issue:43638", + "accept": false, + "reason": "Different DeepSpeed failures: collective mismatch vs BertModel size-0 index error." + }, + { + "left": "issue:43596", + "right": "issue:43638", + "accept": true, + "reason": "Same ZeRO-3/BERT size-0 index-out-of-bounds load failure; only the model wording differs." + }, + { + "left": "issue:43039", + "right": "issue:45161", + "accept": false, + "reason": "Liger Kernel cross_entropy call vs GPT-OSS TP-only issue; different code paths." + }, + { + "left": "issue:43975", + "right": "issue:44457", + "accept": false, + "reason": "Different symptoms and scope: detokenization regression for DeepSeek-Coder vs LoRA merge/save/reload mismatch." + }, + { + "left": "issue:44292", + "right": "issue:44457", + "accept": false, + "reason": "NVFP4 runtime failure vs LoRA merge/save/reload mismatch; unrelated." + }, + { + "left": "issue:34928", + "right": "issue:44805", + "accept": false, + "reason": "Activation checkpointing/FSDP recompute mismatch vs mask-shape IndexError; different bugs." + }, + { + "left": "issue:24643", + "right": "issue:30277", + "accept": false, + "reason": "DeepSpeed weight 2-D error vs collective mismatch; distinct training failures." + }, + { + "left": "issue:45859", + "right": "issue:45902", + "accept": false, + "reason": "Both involve Qwen3_5Moe rotary embeddings, but CPU offload incompatibility vs uninitialized memory after to_empty(cuda) are different concrete bugs." + }, + { + "left": "issue:43638", + "right": "issue:45161", + "accept": false, + "reason": "Bert ZeRO-3 size-0 index error vs GPT-OSS TP-only issue; unrelated." + }, + { + "left": "issue:34928", + "right": "issue:36331", + "accept": false, + "reason": "FSDP activation checkpointing mismatch vs CustomTrainer compute_loss kwarg change; not the same issue." + }, + { + "left": "issue:43596", + "right": "issue:45161", + "accept": false, + "reason": "Bert ZeRO-3 size-0 index error vs GPT-OSS TP-only issue; unrelated." + }, + { + "left": "issue:43716", + "right": "issue:45507", + "accept": false, + "reason": "Mistral-3 dtype mismatch vs GraniteMoEHybrid invalid method; unrelated." + }, + { + "left": "issue:39290", + "right": "issue:45081", + "accept": false, + "reason": "Gemma3 config missing field in vLLM vs Mistral tokenizer regex patch crash." + }, + { + "left": "issue:45823", + "right": "issue:45874", + "accept": false, + "reason": "Gemma4 device mismatch vs expensive reverse embedding lookup; same family but different failures." + }, + { + "left": "issue:43425", + "right": "issue:44292", + "accept": false, + "reason": "Torch 2.10 compatibility vs Qwen-3-8B NVFP4 runtime failure; unrelated." + }, + { + "left": "issue:43828", + "right": "issue:45161", + "accept": false, + "reason": "Phi autocast dtype mismatch vs GPT-OSS TP-only failure; different code paths." + }, + { + "left": "issue:44918", + "right": "issue:45161", + "accept": false, + "reason": "Qwen3.5 embedding unpacking with TRL vs GPT-OSS TP-only failure; unrelated." + }, + { + "left": "issue:43716", + "right": "issue:45685", + "accept": false, + "reason": "Mistral-3 dtype mismatch vs MPS histogram_mps Int error; unrelated." + }, + { + "left": "issue:43828", + "right": "issue:44292", + "accept": false, + "reason": "Phi autocast dtype mismatch vs Qwen-3-8B NVFP4 runtime failure; unrelated." + }, + { + "left": "issue:43716", + "right": "issue:44292", + "accept": false, + "reason": "Mistral-3 image-preprocessor dtype mismatch vs Qwen-3-8B NVFP4 runtime failure; unrelated." + }, + { + "left": "issue:44292", + "right": "issue:44918", + "accept": false, + "reason": "Qwen-3-8B NVFP4 runtime vs Qwen3.5 embedding unpacking; different failures." + }, + { + "left": "issue:43039", + "right": "issue:44918", + "accept": false, + "reason": "Liger Kernel cross_entropy issue vs Qwen3.5 embedding unpacking; not the same bug." + }, + { + "left": "issue:41762", + "right": "issue:43638", + "accept": false, + "reason": "Both are Zero-3 index errors, but on different model families and load paths; not enough evidence of the same bug." + }, + { + "left": "issue:43827", + "right": "issue:44512", + "accept": false, + "reason": "Outdated docs on removed pipeline tasks vs outdated docs on removed run command; different cleanup items." + }, + { + "left": "issue:43716", + "right": "issue:44560", + "accept": false, + "reason": "Mistral-3 dtype mismatch vs Qwen3-vl video StopIteration; unrelated." + }, + { + "left": "issue:43828", + "right": "issue:45685", + "accept": false, + "reason": "Phi autocast dtype mismatch vs MPS histogram_mps Int error; unrelated." + }, + { + "left": "issue:44560", + "right": "issue:45685", + "accept": false, + "reason": "Qwen3-vl video StopIteration vs MPS histogram_mps Int error; unrelated." + }, + { + "left": "issue:43039", + "right": "issue:43828", + "accept": false, + "reason": "Liger Kernel cross_entropy issue vs Phi autocast dtype mismatch; different code paths." + }, + { + "left": "issue:30277", + "right": "issue:36331", + "accept": false, + "reason": "DeepSpeed collective mismatch vs Trainer compute_loss signature change; unrelated." + }, + { + "left": "issue:34928", + "right": "issue:36010", + "accept": false, + "reason": "FSDP activation checkpointing mismatch vs GenerationMixin import failure; unrelated." + }, + { + "left": "issue:43039", + "right": "issue:44805", + "accept": false, + "reason": "Liger Kernel cross_entropy issue vs mask-shape IndexError; unrelated." + }, + { + "left": "issue:41762", + "right": "issue:43596", + "accept": false, + "reason": "Gemma3 ZeRO-3 load error vs Bert ZeRO-3 load error; similar surface area but not clearly the same bug." + }, + { + "left": "issue:43901", + "right": "issue:44512", + "accept": false, + "reason": "Different docs regressions: return_all_scores mention vs removed run command." + }, + { + "left": "issue:39290", + "right": "issue:41720", + "accept": false, + "reason": "Gemma3 config missing field in vLLM vs Qwen3 auto device-map cuda assert; unrelated." + }, + { + "left": "issue:45237", + "right": "issue:45901", + "accept": false, + "reason": "AMD GPU GPT-OSS failure vs table-question-answering crash; unrelated." + }, + { + "left": "issue:44841", + "right": "issue:45823", + "accept": false, + "reason": "Voxtral processor failure vs Gemma4 device mismatch; unrelated." + }, + { + "left": "issue:43039", + "right": "issue:44560", + "accept": false, + "reason": "Liger Kernel cross_entropy issue vs Qwen3-vl video StopIteration; unrelated." + }, + { + "left": "issue:45812", + "right": "issue:45920", + "accept": true, + "reason": "Same AutoTokenizer wrong-token-ID v5 regression; 45920 broadens the affected model list but points to the same tokenizer path." + }, + { + "left": "issue:43866", + "right": "issue:44863", + "accept": false, + "reason": "Ovis2 checkpoint corrupted vs NemotronH checkpoint loading implementation issue; different root causes." + }, + { + "left": "issue:43854", + "right": "issue:43866", + "accept": false, + "reason": "GLM-4.7-Flash unit test load failure vs Ovis2 checkpoint corrupted; not the same bug." + }, + { + "left": "issue:41093", + "right": "issue:43638", + "accept": false, + "reason": "Mask/tensor shape IndexError vs Bert ZeRO-3 size-0 index error; different error signatures." + }, + { + "left": "issue:43792", + "right": "issue:45901", + "accept": false, + "reason": "Whisper can't run vs table-question-answering crash; unrelated." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet and stays conservative on the soft edges. The two accepted duplicate pockets are well supported by the issue titles: 43596/43638 for the ZeRO-3/BERT size-0 index error and 45812/45920 for the AutoTokenizer v5 regression. The rejected pairs are appropriately treated as distinct based on differing symptoms or scopes, and there are no PRs to evaluate." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 17, + "review_unit_index": 2, + "review_unit_count": 47, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-402", + "nodes": [ + "issue:36010", + "issue:39186", + "issue:39290", + "issue:40990", + "issue:41093", + "issue:41762", + "issue:42915", + "issue:43054", + "issue:43296", + "issue:43366", + "issue:43404", + "issue:43425", + "issue:43531", + "issue:43541", + "issue:43572", + "issue:43596", + "issue:43645", + "issue:43716", + "issue:43792", + "issue:43828", + "issue:43866", + "issue:43975", + "issue:43994", + "issue:44291", + "issue:44292", + "issue:44387", + "issue:44530", + "issue:44589", + "issue:44841", + "issue:44918", + "issue:44960", + "issue:45005", + "issue:45020", + "issue:45070", + "issue:45084", + "issue:45161", + "issue:45362", + "issue:45399", + "issue:45464", + "issue:45542", + "issue:45632", + "issue:45685", + "issue:45698", + "issue:45759", + "issue:45800", + "issue:45823", + "issue:45901", + "issue:45902" + ], + "soft_pairs": [ + "issue:39290|issue:43531", + "issue:43425|issue:45070", + "issue:43596|issue:45800", + "issue:43975|issue:45901", + "issue:43792|issue:45070", + "issue:45362|issue:45464", + "issue:44292|issue:45901", + "issue:43404|issue:43866", + "issue:39290|issue:45823", + "issue:45464|issue:45685", + "issue:43541|issue:45685", + "issue:43541|issue:43828", + "issue:44841|issue:45084", + "issue:36010|issue:39290", + "issue:41093|issue:41762", + "issue:45800|issue:45823", + "issue:43296|issue:43366", + "issue:43572|issue:45070", + "issue:44387|issue:45005", + "issue:43541|issue:45161", + "issue:43828|issue:45464", + "issue:44291|issue:45070", + "issue:43366|issue:45464", + "issue:45020|issue:45800", + "issue:43531|issue:45070", + "issue:43541|issue:44589", + "issue:41093|issue:43596", + "issue:43054|issue:43994", + "issue:45542|issue:45800", + "issue:45759|issue:45902", + "issue:40990|issue:44960", + "issue:43716|issue:44918", + "issue:39186|issue:44918", + "issue:45632|issue:45698", + "issue:43404|issue:45005", + "issue:43645|issue:45399", + "issue:44530|issue:45005", + "issue:42915|issue:45399" + ], + "prepared_review_unit_hash": "affc09d5b1fde44ca16ec08628b0d3f70d3f30e30e357457030661e3bd868fcd", + "component_budget": { + "node_count": 402, + "item_count": 402, + "soft_pair_count": 1504, + "serialized_chars": 775933, + "estimated_input_tokens": 193984, + "estimated_eval_tokens": 388224 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 38, + "serialized_chars": 38767, + "estimated_input_tokens": 9692, + "estimated_eval_tokens": 19640 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly a grab bag of distinct model- and runtime-specific issues rather than true duplicates. The only clear soft duplicate here is the remote_code/custom-module loading pair; the rest share broad themes but not the same concrete bug path.", + "confidence": 0.71, + "canonical_issue_reason": "issue:45020 is the broadest open report and the best umbrella for the cluster\u2019s strongest shared theme: recent-version regressions in remote_code model loading. The other issues are narrower or point to different failures.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45020 is the most suitable representative issue overall because it is broad, open, and framed around a user-visible regression that can subsume related custom-code loading problems.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:39290", + "right": "issue:43531", + "accept": false, + "reason": "Both mention sliding-window behavior, but they involve different model families and different failure modes; not the same bug path." + }, + { + "left": "issue:43425", + "right": "issue:45070", + "accept": false, + "reason": "One is a torch-version compatibility report, the other is a pydantic/config regression; too different to merge." + }, + { + "left": "issue:43596", + "right": "issue:45800", + "accept": false, + "reason": "Both mention incompatibility-ish symptoms, but one is a ZeRO-3 index error and the other is torch/transformers version incompatibility." + }, + { + "left": "issue:43975", + "right": "issue:45901", + "accept": false, + "reason": "Detokenization bugs and table-question-answering crashes are unrelated code paths and symptoms." + }, + { + "left": "issue:43792", + "right": "issue:45070", + "accept": false, + "reason": "Whisper runtime failure is not the same underlying issue as a PretrainedConfig/pydantic regression." + }, + { + "left": "issue:45362", + "right": "issue:45464", + "accept": false, + "reason": "Both touch Qwen3.5 chat usage, but one is a general chat crash and the other is a streaming chat/completions failure; different paths." + }, + { + "left": "issue:44292", + "right": "issue:45901", + "accept": false, + "reason": "Qwen-3 NVFP4 loading and table QA crashes are unrelated." + }, + { + "left": "issue:43404", + "right": "issue:43866", + "accept": false, + "reason": "A tied-weight bug in Mistral3 is not the same as a corrupted Ovis2 checkpoint report." + }, + { + "left": "issue:39290", + "right": "issue:45823", + "accept": false, + "reason": "Gemma3 sliding-window config and Gemma4 device-map mismatch are different model issues." + }, + { + "left": "issue:45464", + "right": "issue:45685", + "accept": false, + "reason": "Streaming inference on Qwen3.5 and an MPS histogram error on MoE models are unrelated." + }, + { + "left": "issue:43541", + "right": "issue:45685", + "accept": false, + "reason": "Grouped_mm tracing failure and an MPS Int histogram limitation are different runtime problems." + }, + { + "left": "issue:43541", + "right": "issue:43828", + "accept": false, + "reason": "Both mention dtype-ish symptoms, but one is torch dynamo tracing and the other is autocast mismatch; not the same bug." + }, + { + "left": "issue:44841", + "right": "issue:45084", + "accept": false, + "reason": "Processor failure for Voxtral and a template-node compilation error do not share a concrete code path." + }, + { + "left": "issue:36010", + "right": "issue:39290", + "accept": false, + "reason": "Importing GenerationMixin and Gemma3 sliding-window config errors are unrelated." + }, + { + "left": "issue:41093", + "right": "issue:41762", + "accept": false, + "reason": "Both are shape/index errors, but on different tensors, models, and loading scenarios." + }, + { + "left": "issue:45800", + "right": "issue:45823", + "accept": false, + "reason": "Torch version incompatibility and Gemma4 device mismatch are different failures." + }, + { + "left": "issue:43296", + "right": "issue:43366", + "accept": false, + "reason": "PaddleOCR-VL loading in vLLM and GGUF gpt-oss support are not the same bug." + }, + { + "left": "issue:43572", + "right": "issue:45070", + "accept": false, + "reason": "Missing pad_token_idx in StableLmConfig is a different config regression from the pydantic PretrainedConfig breakage." + }, + { + "left": "issue:44387", + "right": "issue:45005", + "accept": false, + "reason": "Int4 memory/OOM regression and tied-weights translation-model issues are distinct." + }, + { + "left": "issue:43541", + "right": "issue:45161", + "accept": false, + "reason": "Torch tracing failure and only-TP-not-working on GPT-OSS MoE are different implementation issues." + }, + { + "left": "issue:43828", + "right": "issue:45464", + "accept": false, + "reason": "Autocast dtype mismatch for Phi-tiny-MoE is not the same as Qwen3.5 streaming API failure." + }, + { + "left": "issue:44291", + "right": "issue:45070", + "accept": false, + "reason": "init_empty_weights argument handling and pydantic field validation are different breakages." + }, + { + "left": "issue:43366", + "right": "issue:45464", + "accept": false, + "reason": "GGUF architecture support and chat/completions streaming errors are unrelated." + }, + { + "left": "issue:45020", + "right": "issue:45800", + "accept": false, + "reason": "remote_code loading regressions and a torch/transformers version incompatibility are too broad and different to treat as one bug." + }, + { + "left": "issue:43531", + "right": "issue:45070", + "accept": false, + "reason": "Qwen3-MoE sliding_window and a pydantic config regression do not share a concrete failure path." + }, + { + "left": "issue:43541", + "right": "issue:44589", + "accept": false, + "reason": "torch dynamo grouped_mm errors and missing Float8 storage are separate float/dtype issues." + }, + { + "left": "issue:41093", + "right": "issue:43596", + "accept": false, + "reason": "Both are index errors, but one is a mask-length mismatch and the other is a zero-sized dimension during ZeRO-3 init." + }, + { + "left": "issue:43054", + "right": "issue:43994", + "accept": false, + "reason": "Both concern SigLIP2 output quality, but one is a relative embedding-quality complaint and the other is a broader bad-results report; too imprecise to confirm same bug." + }, + { + "left": "issue:45542", + "right": "issue:45800", + "accept": false, + "reason": "TensorBoard-without-TF backend detection and torch/transformers incompatibility are unrelated." + }, + { + "left": "issue:45759", + "right": "issue:45902", + "accept": false, + "reason": "Both involve Qwen3.5/3.6 multimodal internals, but config unwrapping and uninitialized-memory materialization are different code paths." + }, + { + "left": "issue:40990", + "right": "issue:44960", + "accept": false, + "reason": "High perplexity on gpt-oss and a GLM5 issue are unrelated model-specific reports." + }, + { + "left": "issue:43716", + "right": "issue:44918", + "accept": false, + "reason": "Image-preprocessor dtype mismatch and Qwen3.5 input-embedding unpacking in TRL are different failures." + }, + { + "left": "issue:39186", + "right": "issue:44918", + "accept": false, + "reason": "FSDP weight dimensionality errors and TRL embedding unpacking are not the same bug." + }, + { + "left": "issue:45632", + "right": "issue:45698", + "accept": true, + "reason": "Both describe the same remote_code/custom-module resolution bug: cache/path collision leads to the wrong custom module being loaded after save/load." + }, + { + "left": "issue:43404", + "right": "issue:45005", + "accept": false, + "reason": "Mistral3 tied-lm_head weights and translation-model tied-weight regressions are related only at a very broad level, not the same concrete issue." + }, + { + "left": "issue:43645", + "right": "issue:45399", + "accept": false, + "reason": "Jupyter custom-model initialization and flash-attn fallback checks are unrelated." + }, + { + "left": "issue:44530", + "right": "issue:45005", + "accept": false, + "reason": "PagedAttentionCache linear_attention failures and tied-weights translation issues are different subsystems." + }, + { + "left": "issue:42915", + "right": "issue:45399", + "accept": false, + "reason": "FineGrainedFP8Config failures and flash-attn fallback gating are unrelated runtime paths." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet and stays conservative overall. The single accepted soft pair (issue:45632 / issue:45698) is plausibly the same remote_code/custom-module loading bug, and the other rejections are appropriately cautious rather than overbroad. The representative choice of issue:45020 as the open umbrella issue is also defensible from the titles and descriptions provided." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 17, + "review_unit_index": 3, + "review_unit_count": 47, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-402", + "nodes": [ + "issue:36331", + "issue:38175", + "issue:39692", + "issue:41553", + "issue:41628", + "issue:41762", + "issue:42915", + "issue:42947", + "issue:43054", + "issue:43493", + "issue:43643", + "issue:43644", + "issue:43782", + "issue:43828", + "issue:43856", + "issue:43866", + "issue:43872", + "issue:43873", + "issue:43881", + "issue:43883", + "issue:43950", + "issue:43975", + "issue:44292", + "issue:44360", + "issue:44387", + "issue:44403", + "issue:44451", + "issue:44488", + "issue:44492", + "issue:44512", + "issue:44534", + "issue:44589", + "issue:44863", + "issue:44910", + "issue:44918", + "issue:44928", + "issue:44960", + "issue:45005", + "issue:45020", + "issue:45237", + "issue:45507", + "issue:45520", + "issue:45663", + "issue:45701", + "issue:45800", + "issue:45859", + "issue:45902" + ], + "soft_pairs": [ + "issue:44360|issue:44512", + "issue:43873|issue:45005", + "issue:44863|issue:45005", + "issue:44492|issue:44512", + "issue:44918|issue:45507", + "issue:43975|issue:44292", + "issue:43950|issue:44534", + "issue:44292|issue:45507", + "issue:39692|issue:43054", + "issue:43644|issue:43950", + "issue:43828|issue:44928", + "issue:36331|issue:41762", + "issue:41628|issue:45800", + "issue:43866|issue:44403", + "issue:43950|issue:45902", + "issue:43872|issue:44589", + "issue:43054|issue:45701", + "issue: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:43643|issue:45020", + "issue:43975|issue:45520", + "issue:43975|issue:45237", + "issue:44403|issue:44488", + "issue:42947|issue:43856", + "issue:43881|issue:43883", + "issue:41762|issue:42915", + "issue:43782|issue:44960" + ], + "prepared_review_unit_hash": "99deff697ff1a1ab3d20c37c5f1316f24a69253a2a4b37287d26cbfa9ecfce4b", + "component_budget": { + "node_count": 402, + "item_count": 402, + "soft_pair_count": 1504, + "serialized_chars": 775933, + "estimated_input_tokens": 193984, + "estimated_eval_tokens": 388224 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 33, + "serialized_chars": 36584, + "estimated_input_tokens": 9146, + "estimated_eval_tokens": 18548 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "Only one soft duplicate looks convincing: the Transformers v5 non-persistent buffer corruption regression. The other title-similar pairs appear to be different model/load-path issues and shouldn\u2019t be merged.", + "confidence": 0.81, + "canonical_issue_reason": "issue:43950 is the broadest, most concrete report of the v5 non-persistent-buffer corruption regression; issue:44534 is the same symptom restated more generally.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43950 best represents the underlying bug because it names the regression directly and covers the fix surface more clearly than the narrower duplicate.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44360", + "right": "issue:44512", + "accept": false, + "reason": "Different problems: DSA indexer ReLU discussion vs a v5 docs/run-command note." + }, + { + "left": "issue:43873", + "right": "issue:45005", + "accept": false, + "reason": "Both mention quantization/tied weights, but the concrete failures are different and not the same bug." + }, + { + "left": "issue:44863", + "right": "issue:45005", + "accept": false, + "reason": "NemotronH checkpoint loading failure is unrelated to tied-weights behavior in translation models." + }, + { + "left": "issue:44492", + "right": "issue:44512", + "accept": false, + "reason": "A typo in cache strategies is not the same issue as stale v5 docs about a removed command." + }, + { + "left": "issue:44918", + "right": "issue:45507", + "accept": false, + "reason": "Different model/code paths: Qwen3.5 embedding unpacking vs GraniteMoEHybrid invalid method call." + }, + { + "left": "issue:43975", + "right": "issue:44292", + "accept": false, + "reason": "Different concrete failures: detokenization bug vs NVFP4 runtime error." + }, + { + "left": "issue:43950", + "right": "issue:44534", + "accept": true, + "reason": "Same underlying v5 non-persistent buffer corruption regression; 44534 is a reworded symptom of 43950." + }, + { + "left": "issue:44292", + "right": "issue:45507", + "accept": false, + "reason": "No shared underlying bug: Qwen-3 NVFP4 execution error vs GraniteMoEHybrid method invocation problem." + }, + { + "left": "issue:39692", + "right": "issue:43054", + "accept": false, + "reason": "SigLIP2 docs-example errors are not the same as a broad embedding-quality regression." + }, + { + "left": "issue:43644", + "right": "issue:43950", + "accept": false, + "reason": "Remote-code config field loss is a different failure mode than non-persistent buffer corruption." + }, + { + "left": "issue:43828", + "right": "issue:44928", + "accept": false, + "reason": "Autocast dtype mismatch and Qwen3.5 3D position_ids/SDPA issues are different code-path bugs." + }, + { + "left": "issue:36331", + "right": "issue:41762", + "accept": false, + "reason": "Trainer signature mismatch vs ZeRO-3 load failure; no concrete shared root cause." + }, + { + "left": "issue:41628", + "right": "issue:45800", + "accept": false, + "reason": "Import error for AutoImageProcessor is not the same as a torch/transformers version incompatibility." + }, + { + "left": "issue:43866", + "right": "issue:44403", + "accept": false, + "reason": "Corrupted checkpoint vs generic load noise; not the same underlying bug." + }, + { + "left": "issue:43950", + "right": "issue:45902", + "accept": false, + "reason": "Both touch buffer initialization, but 45902 is a specific Qwen3_5Moe rotary-embedding materialization bug, not the same regression as 43950." + }, + { + "left": "issue:43872", + "right": "issue:44589", + "accept": false, + "reason": "Different quantization/backing-storage failures with different symptoms and code paths." + }, + { + "left": "issue:43054", + "right": "issue:45701", + "accept": false, + "reason": "SigLIP2 embedding quality issue is not the same as tokenizer behavior changing across versions." + }, + { + "left": "issue:41553", + "right": "issue:43883", + "accept": false, + "reason": "Bad AutoTokenizer error for Voxtral is unrelated to Molmo tied-weights metadata." + }, + { + "left": "issue:38175", + "right": "issue:43054", + "accept": false, + "reason": "Both concern SigLIP2, but zero probabilities and worse embeddings are not clearly the same concrete bug." + }, + { + "left": "issue:44910", + "right": "issue:45859", + "accept": false, + "reason": "FlashAttention illegal access from 3D position_ids is different from CPU-offload incompatibility in rotary embedding." + }, + { + "left": "issue:45663", + "right": "issue:45902", + "accept": false, + "reason": "FSDP2 shared_kv_states KeyError is unrelated to uninitialized rotary-embedding memory after materialization." + }, + { + "left": "issue:41553", + "right": "issue:43881", + "accept": false, + "reason": "AutoTokenizer loading error for Voxtral and glm-4v-9b loading failure are distinct issues." + }, + { + "left": "issue:42947", + "right": "issue:44387", + "accept": false, + "reason": "Gradient checkpointing/LoRA ineffectiveness is not the same as int4 quantization causing higher reserved memory." + }, + { + "left": "issue:43054", + "right": "issue:43493", + "accept": false, + "reason": "Poor SigLIP2 embeddings and HF-vs-JAX discrepancy are related themes but not the same concrete report." + }, + { + "left": "issue:44403", + "right": "issue:44451", + "accept": false, + "reason": "Generic loading noise is not the same as an inability to load a specific model." + }, + { + "left": "issue:43643", + "right": "issue:45020", + "accept": false, + "reason": "Remote-code config field loss may be part of a broader class, but 45020 is too umbrella-like to treat as the same bug." + }, + { + "left": "issue:43975", + "right": "issue:45520", + "accept": false, + "reason": "DeepSeek detokenization and flash_attn import errors are unrelated." + }, + { + "left": "issue:43975", + "right": "issue:45237", + "accept": false, + "reason": "Detokenization bug and AMD GPU execution failure are different problems." + }, + { + "left": "issue:44403", + "right": "issue:44488", + "accept": false, + "reason": "Generic load noise is not the same as a specific model failing to load." + }, + { + "left": "issue:42947", + "right": "issue:43856", + "accept": false, + "reason": "Both mention memory, but one is checkpointing/LoRA behavior and the other is MoE training memory usage." + }, + { + "left": "issue:43881", + "right": "issue:43883", + "accept": false, + "reason": "Model loading failure and missing all_tied_weights_keys are different issues." + }, + { + "left": "issue:41762", + "right": "issue:42915", + "accept": false, + "reason": "Gemma3 ZeRO-3 loading error and Qwen3Moe FP8 failure are unrelated." + }, + { + "left": "issue:43782", + "right": "issue:44960", + "accept": false, + "reason": "Qwen3VL weight_only load error is not the same as a GLM5 issue." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "Grounded and conservative overall. The one accepted soft duplicate pair (issue:43950 / issue:44534) is well supported by the titles and clearly points to the same Transformers v5 non-persistent-buffer corruption regression. The remaining pairs are appropriately rejected based on differing bug surfaces, and the summary does not overstate the evidence." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 17, + "review_unit_index": 4, + "review_unit_count": 47, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-402", + "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:42491|issue:44368", + "issue:43824|issue:43872", + "issue:45020|issue:45823", + "issue:44661|issue:45020", + "issue:44991|issue:45399", + "issue:43828|issue:45823", + "issue:45081|issue:45399", + "issue:43827|issue:44509", + "issue:45020|issue:45356", + "issue:43404|issue:43950", + "issue:43742|issue:45399", + "issue:42915|issue:45020", + "issue:43638|issue:45823", + "issue:43257|issue:43866", + "issue:43792|issue:44220", + "issue:43872|issue:44291", + "issue:42915|issue:43872", + "issue:43940|issue:45313", + "issue:41553|issue:44991", + "issue:43854|issue:44863", + "issue:36331|issue:41093", + "issue:43257|issue:45305", + "issue:42947|issue:45923", + "issue:44928|issue:45588", + "issue:41093|issue:44805", + "issue:43872|issue:45538", + "issue:41553|issue:44488", + "issue:44530|issue:44863", + "issue:44479|issue:44560", + "issue:24643|issue:30064", + "issue:45325|issue:45902", + "issue:43366|issue:43828" + ], + "prepared_review_unit_hash": "335d8be8f0c5c2f691e3e1e26decf1fc959508aa0dd29081abbce0ae0be141f0", + "component_budget": { + "node_count": 402, + "item_count": 402, + "soft_pair_count": 1504, + "serialized_chars": 775933, + "estimated_input_tokens": 193984, + "estimated_eval_tokens": 388224 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 33, + "serialized_chars": 38069, + "estimated_input_tokens": 9518, + "estimated_eval_tokens": 19292 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This set is mostly a collection of unrelated model-specific regressions and docs issues. Only a few soft pairs look like true duplicates: the removed-pipeline docs references, the `_is_hf_initialized` TypeError, and the repeated mask-shape IndexError.", + "confidence": 0.81, + "canonical_issue_reason": "Issue 45020 is the broadest and most representative umbrella bug in the set: recent transformers versions breaking `remote_code` models across multiple concrete failures. It is a better anchor than the narrower model-specific reports.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 45020 is the best global issue candidate because it captures the widest recurring regression pattern and is the most suitable umbrella triage target among mostly narrow one-off bugs.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45685", + "right": "issue:45823", + "accept": false, + "reason": "Different failures: an MPS histogram dtype limitation in MoE code vs a Gemma4 PLE forward device-mismatch bug." + }, + { + "left": "issue:42491", + "right": "issue:44368", + "accept": false, + "reason": "Both mention Qwen3.5/Qwen3 MoE, but one is a loadability regression across hf4.x/hf5.x and the other is only a warning about `tie_word_embeddings`." + }, + { + "left": "issue:43824", + "right": "issue:43872", + "accept": false, + "reason": "Import error for a missing Qwen2.5-VL class is unrelated to the bitsandbytes `_is_hf_initialized` constructor incompatibility." + }, + { + "left": "issue:45020", + "right": "issue:45823", + "accept": false, + "reason": "`remote_code` breakage is a broad loader regression, while Gemma4 PLE device placement is a model-specific forward-path issue." + }, + { + "left": "issue:44661", + "right": "issue:45020", + "accept": false, + "reason": "Tokenizer-mapping edge case for `add-new-model-like` is a different code path from remote-code model loading failures." + }, + { + "left": "issue:44991", + "right": "issue:45399", + "accept": false, + "reason": "Tokenizer loading for `est-roberta` is unrelated to flash-attn fallback gating checks." + }, + { + "left": "issue:43828", + "right": "issue:45823", + "accept": false, + "reason": "Autocast dtype mismatch in Phi-tiny-MoE is not the same bug as Gemma4 PLE device mismatch." + }, + { + "left": "issue:45081", + "right": "issue:45399", + "accept": false, + "reason": "Mistral regex patch crashing in tokenizer setup is separate from flash-attn fallback being blocked by other checks." + }, + { + "left": "issue:43827", + "right": "issue:44509", + "accept": true, + "reason": "Both report the same doc cleanup needed after v5 pipeline removals; same outdated pipeline-task references." + }, + { + "left": "issue:45020", + "right": "issue:45356", + "accept": false, + "reason": "General remote_code regressions are not the same as Kimi-K2.5 tokenizer codec-handling and warning behavior." + }, + { + "left": "issue:43404", + "right": "issue:43950", + "accept": false, + "reason": "Untied `lm_head` weights in Mistral3 are unrelated to non-persistent buffer corruption in `from_pretrained()`." + }, + { + "left": "issue:43742", + "right": "issue:45399", + "accept": false, + "reason": "A model-specific key error while loading MobileLLM-125M is different from flash-attn fallback selection logic." + }, + { + "left": "issue:42915", + "right": "issue:45020", + "accept": false, + "reason": "LoRA compatibility across hf4.x/hf5.x is a specific Qwen3 MoE issue, not the broader remote_code regression." + }, + { + "left": "issue:43638", + "right": "issue:45823", + "accept": false, + "reason": "DeepSpeed ZeRO-3 indexing failure on a non-pretrained Bert model is unrelated to Gemma4 PLE device placement." + }, + { + "left": "issue:43257", + "right": "issue:43866", + "accept": false, + "reason": "Qwen3 MoE weight conversion under accelerate+deepspeed and a corrupted Ovis2 checkpoint are distinct load failures." + }, + { + "left": "issue:43792", + "right": "issue:44220", + "accept": false, + "reason": "Whisper not running is too broad to merge with a specific `_torch_extract_fbank_features()` bug without clearer same-path evidence." + }, + { + "left": "issue:43872", + "right": "issue:44291", + "accept": true, + "reason": "Both center on the same `_is_hf_initialized` TypeError during model materialization/loading, just from different entry points." + }, + { + "left": "issue:42915", + "right": "issue:43872", + "accept": false, + "reason": "Qwen3 MoE LoRA compatibility and the `_is_hf_initialized` constructor error are different regressions." + }, + { + "left": "issue:43940", + "right": "issue:45313", + "accept": false, + "reason": "Both are ZeRO-3 load problems on Qwen variants, but they appear to be model-specific missing-weight failures rather than one concrete duplicate bug." + }, + { + "left": "issue:41553", + "right": "issue:44991", + "accept": false, + "reason": "A bad AutoTokenizer error message for Voxtral is not the same as failing to load EMBEDDIA/est-roberta." + }, + { + "left": "issue:43854", + "right": "issue:44863", + "accept": false, + "reason": "GLM-4.7-Flash unit-test loading failure and NemotronH checkpoint loading failure are separate model-specific loader bugs." + }, + { + "left": "issue:36331", + "right": "issue:41093", + "accept": false, + "reason": "Unexpected `num_items_in_batch` in custom trainer loss is unrelated to the mask/tensor shape mismatch IndexError." + }, + { + "left": "issue:43257", + "right": "issue:45305", + "accept": false, + "reason": "Qwen3 MoE weight conversion with deepspeed is not the same as gradient averaging missing under GAS/model_accepts_loss_kwargs." + }, + { + "left": "issue:42947", + "right": "issue:45923", + "accept": false, + "reason": "LoRA gradient checkpointing being ineffective is not the same issue as a missing `supports_gradient_checkpointing` flag on a trust_remote_code model." + }, + { + "left": "issue:44928", + "right": "issue:45588", + "accept": false, + "reason": "RLHF NaN explosions from Qwen3.5 SDPA/BF16 behavior are unrelated to flash_attention.py crashing on `s_aux=None`." + }, + { + "left": "issue:41093", + "right": "issue:44805", + "accept": true, + "reason": "These are the same mask-shape mismatch IndexError, with only the reported sizes/context differing." + }, + { + "left": "issue:43872", + "right": "issue:45538", + "accept": false, + "reason": "The `_is_hf_initialized` loading bug is unrelated to CLIPTokenizer's `model_max_length` sentinel value." + }, + { + "left": "issue:41553", + "right": "issue:44488", + "accept": false, + "reason": "Both are tokenizer-loading complaints, but the Voxtral error message issue and the sleng-bert load failure are not the same bug." + }, + { + "left": "issue:44530", + "right": "issue:44863", + "accept": false, + "reason": "Qwen3.5 PagedAttentionCache group-type handling and NemotronH checkpoint loading are different subsystems and failures." + }, + { + "left": "issue:44479", + "right": "issue:44560", + "accept": false, + "reason": "Both are video-related, but one is a broad v5.3.0 regression across several Qwen models and the other is a specific StopIteration on Qwen3-vl-embedding." + }, + { + "left": "issue:24643", + "right": "issue:30064", + "accept": false, + "reason": "DeepSpeed training weight-dimension error and void segmentation-map processing are unrelated." + }, + { + "left": "issue:45325", + "right": "issue:45902", + "accept": false, + "reason": "Qwen2.5-VL rope-index scaling and Qwen3.5 MoE rotary-embedding uninitialized-memory issues are distinct model internals." + }, + { + "left": "issue:43366", + "right": "issue:43828", + "accept": false, + "reason": "GGUF gpt-oss architecture support and Phi-tiny-MoE autocast dtype mismatch are separate problems." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is well grounded in the packet, and the soft-edge decisions are conservative. The accepted pairs are plausible same-bug duplicates/docs-cleanup matches, while the rejected pairs avoid overclaiming broader similarity. The choice of issue 45020 as the umbrella issue is also supported by its broad \u2018remote_code\u2019 regression scope." + }, + "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": 47, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-402", + "nodes": [ + "issue:36010", + "issue:38175", + "issue:39692", + "issue:41720", + "issue:42491", + "issue:42617", + "issue:42915", + "issue:43317", + "issue:43366", + "issue:43531", + "issue:43550", + "issue:43596", + "issue:43632", + "issue:43638", + "issue:43644", + "issue:43645", + "issue:43646", + "issue:43708", + "issue:43720", + "issue:43824", + "issue:43854", + "issue:43931", + "issue:43950", + "issue:43957", + "issue:43994", + "issue:44075", + "issue:44155", + "issue:44451", + "issue:44488", + "issue:44534", + "issue:44560", + "issue:44589", + "issue:44661", + "issue:44756", + "issue:44805", + "issue:44877", + "issue:44910", + "issue:44918", + "issue:44960", + "issue:44977", + "issue:45030", + "issue:45276", + "issue:45313", + "issue:45357", + "issue:45584", + "issue:45663", + "issue:45823", + "issue:45834" + ], + "soft_pairs": [ + "issue:45663|issue:45823", + "issue:44155|issue:45584", + "issue:43366|issue:43531", + "issue:43950|issue:45834", + "issue:43550|issue:44910", + "issue:43824|issue:43957", + "issue:43645|issue:43646", + "issue:43366|issue:44589", + "issue:42915|issue:43957", + "issue:44560|issue:44918", + "issue:42617|issue:43366", + "issue:36010|issue:42915", + "issue:44661|issue:45823", + "issue:38175|issue:43994", + "issue:43632|issue:45834", + "issue:44560|issue:44805", + "issue:44877|issue:45030", + "issue:43638|issue:44661", + "issue:43596|issue:44661", + "issue:44661|issue:44805", + "issue:43317|issue:44756", + "issue:43644|issue:44534", + "issue:38175|issue:39692", + "issue:44960|issue:44977", + "issue:42491|issue:43720", + "issue:45313|issue:45357", + "issue:41720|issue:42915", + "issue:44451|issue:44488", + "issue:42491|issue:45276", + "issue:42915|issue:44756", + "issue:43708|issue:44075", + "issue:43854|issue:43931" + ], + "prepared_review_unit_hash": "ef2ac56870a0ff8745e39c714ac80192bfb5c59702f7e9a3cc3030108184900d", + "component_budget": { + "node_count": 402, + "item_count": 402, + "soft_pair_count": 1504, + "serialized_chars": 775933, + "estimated_input_tokens": 193984, + "estimated_eval_tokens": 388224 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 32, + "serialized_chars": 37193, + "estimated_input_tokens": 9299, + "estimated_eval_tokens": 18854 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "Mostly a mixed cluster of unrelated Transformers regressions, with a few clear duplicate pairs around the same bug family. The strongest duplicate subgroup is the non-persistent buffer corruption in Transformers 5.x.", + "confidence": 0.78, + "canonical_issue_reason": "Issue 43950 is the clearest, most technical statement of the broad 5.x regression and covers the same non-persistent-buffer corruption described in nearby duplicates.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 43950 is the best canonical issue because it names the exact failing behavior, has broad applicability, and matches the duplicate subgroup more precisely than the shorter title variants.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45663", + "right": "issue:45823", + "accept": false, + "reason": "Both are Gemma4 issues, but one is an FSDP2 shared_kv_states bug and the other is a device_map=\"auto\" PLE device-mismatch bug; different code paths." + }, + { + "left": "issue:44155", + "right": "issue:45584", + "accept": false, + "reason": "Different models and failures: AudioFlamingo3 track leakage vs Whisper empty-transcription handling." + }, + { + "left": "issue:43366", + "right": "issue:43531", + "accept": false, + "reason": "Unrelated problems: GGUF gpt-oss support versus Qwen3-MoE sliding_window behavior." + }, + { + "left": "issue:43950", + "right": "issue:45834", + "accept": false, + "reason": "Different subsystems entirely: non-persistent buffer corruption vs Kosmos2.5 long-OCR index error." + }, + { + "left": "issue:43550", + "right": "issue:44910", + "accept": false, + "reason": "Both touch attention/compile paths, but the model, trigger, and failure mode are different; not the same concrete bug." + }, + { + "left": "issue:43824", + "right": "issue:43957", + "accept": false, + "reason": "Import/export issue for Qwen2.5-VL class vs meta-device loading regression; not the same underlying defect." + }, + { + "left": "issue:43645", + "right": "issue:43646", + "accept": true, + "reason": "Same custom-model initialization regression in Transformers 5.0.0, with nearly identical symptoms and scope." + }, + { + "left": "issue:43366", + "right": "issue:44589", + "accept": false, + "reason": "GGUF gpt-oss support and Float8 storage lookup errors are unrelated." + }, + { + "left": "issue:42915", + "right": "issue:43957", + "accept": false, + "reason": "Qwen3Moe FP8 failure and meta-device loading are different bugs." + }, + { + "left": "issue:44560", + "right": "issue:44918", + "accept": false, + "reason": "Both involve Qwen3.5-family features, but one is video/StopIteration and the other is TRL embedding unpacking; not the same bug." + }, + { + "left": "issue:42617", + "right": "issue:43366", + "accept": false, + "reason": "3d_parallel.py runtime failure is unrelated to GGUF architecture support." + }, + { + "left": "issue:36010", + "right": "issue:42915", + "accept": false, + "reason": "Importing GenerationMixin from transformers.generation is unrelated to Qwen3Moe FP8 behavior." + }, + { + "left": "issue:44661", + "right": "issue:45823", + "accept": false, + "reason": "Tokenizer-mapping/model-registration failure and Gemma4 device mismatch are different issues." + }, + { + "left": "issue:38175", + "right": "issue:43994", + "accept": true, + "reason": "Same SigLIP2 model producing bad outputs on the same checkpoint, with closely aligned symptoms." + }, + { + "left": "issue:43632", + "right": "issue:45834", + "accept": false, + "reason": "_is_hf_initialized breakage is unrelated to Kosmos2.5 OCR index errors." + }, + { + "left": "issue:44560", + "right": "issue:44805", + "accept": false, + "reason": "Different failure modes and model contexts; no shared concrete code path." + }, + { + "left": "issue:44877", + "right": "issue:45030", + "accept": false, + "reason": "Both are config-validation complaints, but they affect different model families and appear to be separate regressions." + }, + { + "left": "issue:43638", + "right": "issue:44661", + "accept": false, + "reason": "DeepSpeed ZeRO-3 Bert initialization and add-new-model-like tokenizer mapping are unrelated." + }, + { + "left": "issue:43596", + "right": "issue:44661", + "accept": false, + "reason": "Zero3/BertModel index error is a different path from the tokenizer-mapping registration bug." + }, + { + "left": "issue:44661", + "right": "issue:44805", + "accept": false, + "reason": "Tokenizer-mapping registration and mask-shape IndexError are not the same bug." + }, + { + "left": "issue:43317", + "right": "issue:44756", + "accept": false, + "reason": "Both relate to loading/memory behavior, but one is gpu+cpu offload dequantized loading and the other is Strix Halo mmap OOM; too different to merge." + }, + { + "left": "issue:43644", + "right": "issue:44534", + "accept": true, + "reason": "These are the same Transformers v5 non-persistent-buffer corruption regression, just phrased differently." + }, + { + "left": "issue:38175", + "right": "issue:39692", + "accept": false, + "reason": "Same model family, but the reported problems differ: wrong probabilities vs documentation example/model-processor mismatch and quantization failures." + }, + { + "left": "issue:44960", + "right": "issue:44977", + "accept": false, + "reason": "GLM5 and Qwen3.5 flash-attention failures are unrelated." + }, + { + "left": "issue:42491", + "right": "issue:43720", + "accept": false, + "reason": "Qwen3-MoE LoRA compatibility on hf5.x and BitNet packed-weight loading are different bugs." + }, + { + "left": "issue:45313", + "right": "issue:45357", + "accept": false, + "reason": "Both are Qwen3.5 issues, but one is ZeRO-3 weight loading and the other is save_pretrained key serialization; distinct code paths." + }, + { + "left": "issue:41720", + "right": "issue:42915", + "accept": false, + "reason": "Auto device mapping cudaErrorAssert and FineGrainedFP8Config failure are different Qwen3-family bugs." + }, + { + "left": "issue:44451", + "right": "issue:44488", + "accept": false, + "reason": "Both are model-load failures for different BERT checkpoints, but the available evidence only shows a broad symptom match, not a concrete shared root cause." + }, + { + "left": "issue:42491", + "right": "issue:45276", + "accept": false, + "reason": "LoRA hf5.x compatibility and Gemma4 resize_token_embeddings behavior are unrelated." + }, + { + "left": "issue:42915", + "right": "issue:44756", + "accept": false, + "reason": "Qwen3Moe FP8 failure and Strix Halo mmap OOM are separate issues." + }, + { + "left": "issue:43708", + "right": "issue:44075", + "accept": false, + "reason": "Trainer resume/max_steps calculation and SGD argument handling are unrelated." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet and stays conservative about the mixed cluster. The canonical issue choice is well supported by the non-persistent-buffer regression subgroup, and the accepted soft-edge pairs all look like plausible same-bug duplicates/mergeable fix targets. No obvious overstatement in the negative 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": 6, + "review_unit_count": 47, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-402", + "nodes": [ + "issue:36010", + "issue:39404", + "issue:39692", + "issue:41720", + "issue:42491", + "issue:42947", + "issue:43257", + "issue:43335", + "issue:43404", + "issue:43425", + "issue:43454", + "issue:43644", + "issue:43645", + "issue:43854", + "issue:43856", + "issue:43873", + "issue:43931", + "issue:43957", + "issue:43994", + "issue:44155", + "issue:44164", + "issue:44291", + "issue:44292", + "issue:44387", + "issue:44402", + "issue:44488", + "issue:44743", + "issue:44756", + "issue:44910", + "issue:44912", + "issue:44960", + "issue:44991", + "issue:45216", + "issue:45276", + "issue:45292", + "issue:45335", + "issue:45362", + "issue:45406", + "issue:45488", + "issue:45588", + "issue:45663", + "issue:45684", + "issue:45698", + "issue:45704", + "issue:45759", + "issue:45812", + "issue:45823", + "issue:45859" + ], + "soft_pairs": [ + "issue:45488|issue:45812", + "issue:39692|issue:43994", + "issue:43257|issue:43854", + "issue:44488|issue:44991", + "issue:42491|issue:43931", + "issue:43856|issue:43873", + "issue:43644|issue:43645", + "issue:45362|issue:45406", + "issue:43856|issue:44387", + "issue:44910|issue:45588", + "issue:42491|issue:45292", + "issue:45276|issue:45335", + "issue:44164|issue:44291", + "issue:36010|issue:39404", + "issue:43404|issue:43454", + "issue:41720|issue:44155", + "issue:44402|issue:44488", + "issue:39692|issue:44960", + "issue:43425|issue:43957", + "issue:42947|issue:45704", + "issue:45663|issue:45759", + "issue:43335|issue:45663", + "issue:43873|issue:44387", + "issue:45663|issue:45859", + "issue:44291|issue:44756", + "issue:44155|issue:45823", + "issue:44292|issue:44912", + "issue:44387|issue:44756", + "issue:43854|issue:45216", + "issue:44743|issue:44960", + "issue:43957|issue:44756", + "issue:45276|issue:45292", + "issue:45684|issue:45698" + ], + "prepared_review_unit_hash": "d3e9395ca6d5a845ac94a50328fa2dd43efc974e54176c0cb319c0ce50e468cb", + "component_budget": { + "node_count": 402, + "item_count": 402, + "soft_pair_count": 1504, + "serialized_chars": 775933, + "estimated_input_tokens": 193984, + "estimated_eval_tokens": 388224 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 33, + "serialized_chars": 37771, + "estimated_input_tokens": 9443, + "estimated_eval_tokens": 19142 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "Most pairs are unrelated by bug or code path. The only accepted duplicates are the resize_token_embeddings reports (45276/45292/45335), which all point to the same embedding-propagation regression across related model variants.", + "confidence": 0.85, + "canonical_issue_reason": "issue:45292 is the cleanest generic report for the resize_token_embeddings regression: it states the API-level symptom without extra model-specific detail.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45812 is the strongest overall issue candidate because it is open, has multiple inbound references, and its title describes a broad silent regression affecting Granite token IDs.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45488", + "right": "issue:45812", + "accept": false, + "reason": "Both are tokenizer regressions, but they affect different model families and different failure modes." + }, + { + "left": "issue:39692", + "right": "issue:43994", + "accept": false, + "reason": "Same broad area, but one is a docs/example failure and quantization issue while the other is a runtime correctness issue." + }, + { + "left": "issue:43257", + "right": "issue:43854", + "accept": false, + "reason": "Different models and load paths; similar symptom class only." + }, + { + "left": "issue:44488", + "right": "issue:44991", + "accept": false, + "reason": "Both are loading/tokenizer failures, but the titles point to different model-specific defects." + }, + { + "left": "issue:42491", + "right": "issue:43931", + "accept": false, + "reason": "Both involve Qwen3-family loading, but the concrete failures are different." + }, + { + "left": "issue:43856", + "right": "issue:43873", + "accept": false, + "reason": "Memory-related, but the reported causes and scenarios differ." + }, + { + "left": "issue:43644", + "right": "issue:43645", + "accept": false, + "reason": "Both are Transformers 5 regressions, but they describe different breakages." + }, + { + "left": "issue:45362", + "right": "issue:45406", + "accept": false, + "reason": "Different model families and crash conditions." + }, + { + "left": "issue:43856", + "right": "issue:44387", + "accept": false, + "reason": "Both involve memory pressure, but not the same underlying bug." + }, + { + "left": "issue:44910", + "right": "issue:45588", + "accept": false, + "reason": "Both touch flash attention, but the concrete failure modes are distinct." + }, + { + "left": "issue:42491", + "right": "issue:45292", + "accept": false, + "reason": "Different problems: LoRA/version compatibility versus embedding resize propagation." + }, + { + "left": "issue:45276", + "right": "issue:45335", + "accept": true, + "reason": "Same resize_token_embeddings propagation bug, reported through related model-specific surfaces." + }, + { + "left": "issue:44164", + "right": "issue:44291", + "accept": false, + "reason": "Both are save/load issues, but they concern different mechanisms and failures." + }, + { + "left": "issue:36010", + "right": "issue:39404", + "accept": false, + "reason": "Different API breakages with no shared code-path evident." + }, + { + "left": "issue:43404", + "right": "issue:43454", + "accept": false, + "reason": "Both mention untied lm_head weights, but they are model-specific reports without clear shared fix." + }, + { + "left": "issue:41720", + "right": "issue:44155", + "accept": false, + "reason": "Unrelated failures in different subsystems." + }, + { + "left": "issue:44402", + "right": "issue:44488", + "accept": false, + "reason": "Tokenizer vocab mismatch and tokenizer loading failure are different issues." + }, + { + "left": "issue:39692", + "right": "issue:44960", + "accept": false, + "reason": "Different models and different symptoms." + }, + { + "left": "issue:43425", + "right": "issue:43957", + "accept": false, + "reason": "Compatibility issues, but they are about different stack layers." + }, + { + "left": "issue:42947", + "right": "issue:45704", + "accept": false, + "reason": "Different subsystems entirely." + }, + { + "left": "issue:45663", + "right": "issue:45759", + "accept": false, + "reason": "Different model families and mechanisms." + }, + { + "left": "issue:43335", + "right": "issue:45663", + "accept": false, + "reason": "Unrelated configuration bug versus FSDP2 state handling bug." + }, + { + "left": "issue:43873", + "right": "issue:44387", + "accept": false, + "reason": "Both can lead to OOM, but the underlying causes differ." + }, + { + "left": "issue:45663", + "right": "issue:45859", + "accept": false, + "reason": "Different models and code paths." + }, + { + "left": "issue:44291", + "right": "issue:44756", + "accept": false, + "reason": "Constructor/init error versus platform-specific mmap OOM workaround." + }, + { + "left": "issue:44155", + "right": "issue:45823", + "accept": false, + "reason": "Different model-specific forward bugs." + }, + { + "left": "issue:44292", + "right": "issue:44912", + "accept": false, + "reason": "Quantized-loading issues, but for different formats and model families." + }, + { + "left": "issue:44387", + "right": "issue:44756", + "accept": false, + "reason": "Both can cause OOM, but the causes are unrelated." + }, + { + "left": "issue:43854", + "right": "issue:45216", + "accept": false, + "reason": "Different classes of bugs in save/load behavior." + }, + { + "left": "issue:44743", + "right": "issue:44960", + "accept": false, + "reason": "A cache/state bug and a generic model issue are unrelated." + }, + { + "left": "issue:43957", + "right": "issue:44756", + "accept": false, + "reason": "Different problems: meta-device loading regression versus Strix Halo mmap OOM workaround." + }, + { + "left": "issue:45276", + "right": "issue:45292", + "accept": true, + "reason": "Same resize_token_embeddings regression, with 45292 as the broader API-level report." + }, + { + "left": "issue:45684", + "right": "issue:45698", + "accept": false, + "reason": "Both involve save/load with custom modules, but the actual failures differ." + } + ] + }, + "evaluator_result": { + "accept": false, + "feedback": "The cluster summary is mostly grounded, and the 45276/45292 duplicate call looks conservative. However, the best_issue_reason overstates the evidence by saying issue:45812 is 'clearly reproduced'\u2014the packet only shows metadata (open state, inbound refs, title), not the reproduction quality. Please tone that down to a packet-supported claim or remove it." + }, + "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": 7, + "review_unit_count": 47, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-402", + "nodes": [ + "issue:36032", + "issue:39404", + "issue:42947", + "issue:43257", + "issue:43299", + "issue:43381", + "issue:43425", + "issue:43452", + "issue:43596", + "issue:43611", + "issue:43645", + "issue:43646", + "issue:43708", + "issue:43716", + "issue:43828", + "issue:43901", + "issue:43906", + "issue:43931", + "issue:43957", + "issue:43994", + "issue:44079", + "issue:44164", + "issue:44265", + "issue:44402", + "issue:44451", + "issue:44479", + "issue:44509", + "issue:44530", + "issue:44589", + "issue:44671", + "issue:44683", + "issue:44756", + "issue:44805", + "issue:44863", + "issue:44877", + "issue:44898", + "issue:44912", + "issue:44918", + "issue:44928", + "issue:44991", + "issue:45084", + "issue:45292", + "issue:45335", + "issue:45588", + "issue:45663", + "issue:45701", + "issue:45759", + "issue:45823" + ], + "soft_pairs": [ + "issue:43381|issue:44928", + "issue:44164|issue:44756", + "issue:42947|issue:43381", + "issue:44479|issue:44877", + "issue:43646|issue:43708", + "issue:45588|issue:45663", + "issue:45292|issue:45335", + "issue:43645|issue:44164", + "issue:44402|issue:44451", + "issue:43257|issue:44863", + "issue:43828|issue:43957", + "issue:43425|issue:43828", + "issue:44589|issue:44756", + "issue:44683|issue:45823", + "issue:39404|issue:45701", + "issue:43931|issue:44863", + "issue:43906|issue:44530", + "issue:43425|issue:45823", + "issue:43611|issue:43645", + "issue:43425|issue:43716", + "issue:44530|issue:45084", + "issue:39404|issue:44912", + "issue:43901|issue:44509", + "issue:44265|issue:44898", + "issue:44479|issue:44805", + "issue:43994|issue:44079", + "issue:43299|issue:43931", + "issue:43425|issue:44918", + "issue:39404|issue:44671", + "issue:44589|issue:45084", + "issue:44164|issue:45759", + "issue:36032|issue:43452", + "issue:43596|issue:44683", + "issue:44671|issue:44991" + ], + "prepared_review_unit_hash": "d0f3842138cdd2f3be79f405fd829a1a71bf305138a745cd48aa01b7914effe0", + "component_budget": { + "node_count": 402, + "item_count": 402, + "soft_pair_count": 1504, + "serialized_chars": 775933, + "estimated_input_tokens": 193984, + "estimated_eval_tokens": 388224 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 34, + "serialized_chars": 37972, + "estimated_input_tokens": 9493, + "estimated_eval_tokens": 19242 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is dominated by broad but mostly unrelated Transformers regressions (model loading, dtype/device mismatches, docs, training edge cases). Only one pair looks like a true duplicate: the resize_token_embeddings propagation bug.", + "confidence": 0.83, + "canonical_issue_reason": "issue:45292 is the broader, model-agnostic report of the resize_token_embeddings bug, while issue:45335 is the T5Gemma-specific manifestation.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45292 is the clearest and most general representative of the one confirmed duplicate pair.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43381", + "right": "issue:44928", + "accept": false, + "reason": "Different bugs: gradient checkpointing in eval mode vs Qwen3.5 RLHF NaN/SDPA fallback instability." + }, + { + "left": "issue:44164", + "right": "issue:44756", + "accept": false, + "reason": "Unrelated failures: extra_state save/load handling vs mmap/OOM behavior on Strix Halo." + }, + { + "left": "issue:42947", + "right": "issue:43381", + "accept": false, + "reason": "Both mention gradient checkpointing, but one is LoRA inefficiency and the other is eval-mode incompatibility." + }, + { + "left": "issue:44479", + "right": "issue:44877", + "accept": false, + "reason": "Different model/config regressions: Qwen VL video-input path vs strict config blocking granite_speech loading." + }, + { + "left": "issue:43646", + "right": "issue:43708", + "accept": false, + "reason": "Custom model init in notebooks is unrelated to Trainer resume/max_steps calculation." + }, + { + "left": "issue:45588", + "right": "issue:45663", + "accept": false, + "reason": "Different code paths and symptoms: flash_attention s_aux handling vs Gemma4 FSDP2 shared_kv_states rebuild." + }, + { + "left": "issue:45292", + "right": "issue:45335", + "accept": true, + "reason": "Same underlying bug: resize_token_embeddings does not propagate to the active embedding/output embedding; 45335 is the T5Gemma-specific case." + }, + { + "left": "issue:43645", + "right": "issue:44164", + "accept": false, + "reason": "Notebook custom-model initialization is unrelated to extra_state save/from_pretrained handling." + }, + { + "left": "issue:44402", + "right": "issue:44451", + "accept": false, + "reason": "Tokenizer vocab-size issue for one model is not the same as a general load failure for another model." + }, + { + "left": "issue:43257", + "right": "issue:44863", + "accept": false, + "reason": "Both are loading problems, but they affect different architectures and failure mechanisms (Qwen3 MoE conversion vs NemotronH checkpoint loading)." + }, + { + "left": "issue:43828", + "right": "issue:43957", + "accept": false, + "reason": "Autocast dtype mismatch is a different problem from meta-device loading failures." + }, + { + "left": "issue:43425", + "right": "issue:43828", + "accept": false, + "reason": "Torch version incompatibility is not the same as a Phi-tiny-MoE autocast dtype mismatch." + }, + { + "left": "issue:44589", + "right": "issue:44756", + "accept": false, + "reason": "Float8 storage lookup failure is unrelated to Strix Halo mmap/OOM behavior." + }, + { + "left": "issue:44683", + "right": "issue:45823", + "accept": false, + "reason": "Different subsystems: compiled flex_attention on torch>=2.9 vs Gemma4 PLE device placement." + }, + { + "left": "issue:39404", + "right": "issue:45701", + "accept": false, + "reason": "Whisper return_language pipeline regression is not the same as general tokenization changes." + }, + { + "left": "issue:43931", + "right": "issue:44863", + "accept": false, + "reason": "Different model families and symptoms: Qwen3-VL shape mismatch vs NemotronH checkpoint loading." + }, + { + "left": "issue:43906", + "right": "issue:44530", + "accept": false, + "reason": "Isolated reproduction of an earlier issue is not the same as the Qwen3.5 PagedAttentionCache crash." + }, + { + "left": "issue:43425", + "right": "issue:45823", + "accept": false, + "reason": "Torch compatibility issue does not match Gemma4 forward-device mismatch." + }, + { + "left": "issue:43611", + "right": "issue:43645", + "accept": false, + "reason": "Base_model_prefix loading regression is different from notebook-defined custom model initialization." + }, + { + "left": "issue:43425", + "right": "issue:43716", + "accept": false, + "reason": "Torch version incompatibility is unrelated to Mistral-3 image preprocessor/model dtype mismatch." + }, + { + "left": "issue:44530", + "right": "issue:45084", + "accept": false, + "reason": "PagedAttentionCache group-type crash is unrelated to template-node compilation errors." + }, + { + "left": "issue:39404", + "right": "issue:44912", + "accept": false, + "reason": "Whisper pipeline language return regression is unrelated to MXFP4 quantization fallback." + }, + { + "left": "issue:43901", + "right": "issue:44509", + "accept": false, + "reason": "Both are docs issues, but they cover different obsolete pipeline/task mentions." + }, + { + "left": "issue:44265", + "right": "issue:44898", + "accept": false, + "reason": "torch.export failure with torch_compilable_check is unrelated to Perceiver non-default-resolution inference." + }, + { + "left": "issue:44479", + "right": "issue:44805", + "accept": false, + "reason": "Different regressions: Qwen VL video-input path vs generic mask/index shape mismatch." + }, + { + "left": "issue:43994", + "right": "issue:44079", + "accept": false, + "reason": "Nonsensical model outputs are not the same bug as incorrect ModelOutput key assignment." + }, + { + "left": "issue:43299", + "right": "issue:43931", + "accept": false, + "reason": "Both concern Qwen3-VL loading, but one is a MoE/version regression and the other is a specific weight-shape mismatch." + }, + { + "left": "issue:43425", + "right": "issue:44918", + "accept": false, + "reason": "Torch compatibility is unrelated to Qwen3.5 embedding unpacking with trl SFT trainer." + }, + { + "left": "issue:39404", + "right": "issue:44671", + "accept": false, + "reason": "Whisper pipeline behavior and CamemBERT masked-LM predictions are different code paths." + }, + { + "left": "issue:44589", + "right": "issue:45084", + "accept": false, + "reason": "Float8 storage deserialization failure is unrelated to non-template-node compilation." + }, + { + "left": "issue:44164", + "right": "issue:45759", + "accept": false, + "reason": "extra_state handling and AutoModelForCausalLM.from_config text_config unwrapping are different loading bugs." + }, + { + "left": "issue:36032", + "right": "issue:43452", + "accept": false, + "reason": "Tokenizer special-token conflict is unrelated to gguf_file loading behavior." + }, + { + "left": "issue:43596", + "right": "issue:44683", + "accept": false, + "reason": "Deepspeed ZeRO3/BertModel index error is unrelated to compiled flex_attention on newer torch." + }, + { + "left": "issue:44671", + "right": "issue:44991", + "accept": false, + "reason": "CamemBERT masked-LM predictions and tokenizer load failure for EMBEDDIA/est-roberta are different issues." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The judgments are well grounded in the packet and stay conservative. The only accepted pair, issue:45292 / issue:45335, is supported by the titles as the same resize_token_embeddings propagation bug with a model-specific manifestation. The rest of the soft-edge rejections are cautious and not overstated, and the cluster summary matches the mostly heterogeneous 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": 8, + "review_unit_count": 47, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-402", + "nodes": [ + "issue:32090", + "issue:34567", + "issue:36032", + "issue:39404", + "issue:40444", + "issue:40990", + "issue:42915", + "issue:43089", + "issue:43317", + "issue:43404", + "issue:43421", + "issue:43452", + "issue:43482", + "issue:43541", + "issue:43582", + "issue:43611", + "issue:43632", + "issue:43643", + "issue:43644", + "issue:43645", + "issue:43646", + "issue:43716", + "issue:43856", + "issue:43883", + "issue:44164", + "issue:44206", + "issue:44220", + "issue:44451", + "issue:44464", + "issue:44466", + "issue:44479", + "issue:44488", + "issue:44530", + "issue:44661", + "issue:44683", + "issue:44737", + "issue:44756", + "issue:44811", + "issue:44849", + "issue:44987", + "issue:44991", + "issue:45081", + "issue:45084", + "issue:45325", + "issue:45507", + "issue:45584", + "issue:45859", + "issue:45987" + ], + "soft_pairs": [ + "issue:32090|issue:39404", + "issue:43856|issue:44756", + "issue:44991|issue:45081", + "issue:44737|issue:45859", + "issue:44164|issue:44479", + "issue:43582|issue:43632", + "issue:44488|issue:45081", + "issue:44661|issue:44683", + "issue:40990|issue:43421", + "issue:44488|issue:44987", + "issue:43611|issue:43644", + "issue:44206|issue:44220", + "issue:43716|issue:45084", + "issue:43883|issue:44488", + "issue:43643|issue:44530", + "issue:36032|issue:42915", + "issue:44811|issue:45584", + "issue:34567|issue:40444", + "issue:44464|issue:45987", + "issue:43644|issue:43646", + "issue:44451|issue:44987", + "issue:43452|issue:43482", + "issue:43541|issue:45084", + "issue:42915|issue:44530", + "issue:43317|issue:43482", + "issue:44849|issue:45325", + "issue:36032|issue:43645", + "issue:44987|issue:44991", + "issue:43883|issue:44991", + "issue:43404|issue:44466", + "issue:43089|issue:45987", + "issue:45084|issue:45507" + ], + "prepared_review_unit_hash": "1858bbbedd047516c17442ec02fb8078a7b6734e16a81c483fb3dfe96b027f0d", + "component_budget": { + "node_count": 402, + "item_count": 402, + "soft_pair_count": 1504, + "serialized_chars": 775933, + "estimated_input_tokens": 193984, + "estimated_eval_tokens": 388224 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 32, + "serialized_chars": 37267, + "estimated_input_tokens": 9317, + "estimated_eval_tokens": 18890 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly a grab bag of unrelated closed issues across tokenizers, model loading, vision/audio preprocessing, training state, cache, and generation. The title/body signals do not support merging any soft pair as the same underlying bug or change.", + "confidence": 0.98, + "canonical_issue_reason": "No single issue is a reliable canonical representative: the items span unrelated regressions and subsystems rather than one duplicate family.", + "canonical_pr_reason": null, + "best_issue_reason": "No best issue stands out as a cluster anchor because the set does not converge on one bug class or code path.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:32090", + "right": "issue:39404", + "accept": false, + "reason": "Trainer GPU broadcast NoneType error and Whisper return_language regression are unrelated code paths." + }, + { + "left": "issue:43856", + "right": "issue:44756", + "accept": false, + "reason": "Qwen3 MoE training memory usage and Strix Halo mmap OOM are different memory problems with different triggers." + }, + { + "left": "issue:44991", + "right": "issue:45081", + "accept": false, + "reason": "Separate loading failures: EMBEDDIA tokenizer regression vs Mistral regex patch/backend_tokenizer crash." + }, + { + "left": "issue:44737", + "right": "issue:45859", + "accept": false, + "reason": "XLNet CPU arange bug and Qwen3.5 MoE CPU-offload incompatibility are different model-specific issues." + }, + { + "left": "issue:44164", + "right": "issue:44479", + "accept": false, + "reason": "Checkpoint extra_state handling and video-input regression are unrelated serialization vs multimodal-input bugs." + }, + { + "left": "issue:43582", + "right": "issue:43632", + "accept": false, + "reason": "Apple Silicon allocator warmup TypeError and _is_hf_initialized flag regression are distinct initialization paths." + }, + { + "left": "issue:44488", + "right": "issue:45081", + "accept": false, + "reason": "Loading a specific BERT model and Mistral tokenizer regex patch failure do not share the same bug." + }, + { + "left": "issue:44661", + "right": "issue:44683", + "accept": false, + "reason": "Model registration failure and compiled flex_attention failure are entirely different subsystems." + }, + { + "left": "issue:40990", + "right": "issue:43421", + "accept": false, + "reason": "High perplexity on a model and runtime post-processor updates are not the same defect." + }, + { + "left": "issue:44488", + "right": "issue:44987", + "accept": false, + "reason": "Both are load failures, but they affect different models and likely different root causes." + }, + { + "left": "issue:43611", + "right": "issue:43644", + "accept": false, + "reason": "Base_model_prefix loading regression and junk-filled non-persistent buffers are different v5 issues." + }, + { + "left": "issue:44206", + "right": "issue:44220", + "accept": false, + "reason": "Both touch audio features, but one is an unsupported center arg crash and the other is a separate fbank helper failure." + }, + { + "left": "issue:43716", + "right": "issue:45084", + "accept": false, + "reason": "Mistral-3 image-preprocessor dtype mismatch and a template compilation TypeError are unrelated." + }, + { + "left": "issue:43883", + "right": "issue:44488", + "accept": false, + "reason": "Molmo tied-weights attribute error and a model loading failure are not the same bug." + }, + { + "left": "issue:43643", + "right": "issue:44530", + "accept": false, + "reason": "AutoConfig trust_remote_code field loss and Qwen3.5 PagedAttentionCache group-type crash are unrelated." + }, + { + "left": "issue:36032", + "right": "issue:42915", + "accept": false, + "reason": "T5 tokenizer special-token conflict and Qwen3Moe FP8 config failure are different model/tokenizer problems." + }, + { + "left": "issue:44811", + "right": "issue:45584", + "accept": false, + "reason": "Whisper batch_decode skip_special_tokens behavior and empty-transcription generation failure are distinct symptoms." + }, + { + "left": "issue:34567", + "right": "issue:40444", + "accept": false, + "reason": "TrainerState token counting and Qwen2.5-VL iterable-dataset finetuning failure are unrelated." + }, + { + "left": "issue:44464", + "right": "issue:45987", + "accept": false, + "reason": "Chunked generation inconsistency with compiled forward and StaticCache seq-length contract bug are different generation issues." + }, + { + "left": "issue:43644", + "right": "issue:43646", + "accept": false, + "reason": "Non-persistent buffer initialization and custom model initialization regressions are not the same underlying problem." + }, + { + "left": "issue:44451", + "right": "issue:44987", + "accept": false, + "reason": "Two separate model-loading regressions on different models; no shared concrete code-path is evident." + }, + { + "left": "issue:43452", + "right": "issue:43482", + "accept": false, + "reason": "Generic gguf_file/auto-class breakage and Qwen2.5-GGUF loading failure are related by topic only, not proven duplicates." + }, + { + "left": "issue:43541", + "right": "issue:45084", + "accept": false, + "reason": "Torch dynamo grouped_mm tracing error and non-template-node compile TypeError are unrelated compiler issues." + }, + { + "left": "issue:42915", + "right": "issue:44530", + "accept": false, + "reason": "Qwen3Moe FP8 training failure and Qwen3.5 linear_attention cache crash are different MoE/cache bugs." + }, + { + "left": "issue:43317", + "right": "issue:43482", + "accept": false, + "reason": "Device-map offload loading failure and GGUF v5 loading failure use different loading paths." + }, + { + "left": "issue:44849", + "right": "issue:45325", + "accept": false, + "reason": "Qwen3.5 hidden-states bug and Qwen2.5-VL rope-index scaling bug are unrelated model-specific regressions." + }, + { + "left": "issue:36032", + "right": "issue:43645", + "accept": false, + "reason": "Tokenizer add_special_tokens conflict and notebook custom-model init failure are different problems." + }, + { + "left": "issue:44987", + "right": "issue:44991", + "accept": false, + "reason": "Both are version-related load failures, but they affect different artifacts and appear to stem from different regressions." + }, + { + "left": "issue:43883", + "right": "issue:44991", + "accept": false, + "reason": "Molmo tied-weights attribute error and tokenizer loading failure are unrelated." + }, + { + "left": "issue:43404", + "right": "issue:44466", + "accept": false, + "reason": "Mistral3 lm_head not tied and device-dependent serialization inconsistency are related to tied weights broadly, but not the same concrete bug." + }, + { + "left": "issue:43089", + "right": "issue:45987", + "accept": false, + "reason": "Generation performance overhead and StaticCache return-type contract are different issues." + }, + { + "left": "issue:45084", + "right": "issue:45507", + "accept": false, + "reason": "Template compilation failure and GraniteMoEHybrid invalid method call 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": 47, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-402", + "nodes": [ + "issue:36032", + "issue:40444", + "issue:40990", + "issue:41553", + "issue:41720", + "issue:42175", + "issue:42915", + "issue:43262", + "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:43819", + "issue:43994", + "issue:44062", + "issue:44079", + "issue:44220", + "issue:44265", + "issue:44291", + "issue:44403", + "issue:44451", + "issue:44479", + "issue:44534", + "issue:44589", + "issue:44610", + "issue:44683", + "issue:44756", + "issue:44811", + "issue:44877", + "issue:44987", + "issue:45081", + "issue:45084", + "issue:45127", + "issue:45216", + "issue:45325", + "issue:45357", + "issue:45542", + "issue:45663" + ], + "soft_pairs": [ + "issue:43262|issue:43377", + "issue:43994|issue:44610", + "issue:43646|issue:44534", + "issue:43322|issue:43540", + "issue:43645|issue:44534", + "issue:44403|issue:45081", + "issue:43377|issue:43819", + "issue:42915|issue:45084", + "issue:44265|issue:44610", + "issue:44451|issue:45081", + "issue:45216|issue:45357", + "issue:44987|issue:45081", + "issue:44220|issue:44683", + "issue:43404|issue:45127", + "issue:42915|issue:44291", + "issue:43632|issue:44756", + "issue:44062|issue:44987", + "issue:44479|issue:45325", + "issue:36032|issue:43742", + "issue:42915|issue:44589", + "issue:43296|issue:43531", + "issue:40444|issue:45325", + "issue:43531|issue:44877", + "issue:43611|issue:44534", + "issue:36032|issue:41720", + "issue:43425|issue:44403", + "issue:41553|issue:43582", + "issue:44079|issue:45663", + "issue:40990|issue:44811", + "issue:43632|issue:44534", + "issue:42175|issue:45542" + ], + "prepared_review_unit_hash": "e5590337e6b1dce4771794e143091280b210af4af60bf9b4cfa7ded89fab51cc", + "component_budget": { + "node_count": 402, + "item_count": 402, + "soft_pair_count": 1504, + "serialized_chars": 775933, + "estimated_input_tokens": 193984, + "estimated_eval_tokens": 388224 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 31, + "serialized_chars": 36391, + "estimated_input_tokens": 9098, + "estimated_eval_tokens": 18452 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly a grab-bag of unrelated Transformers regressions, not one duplicate family. I only see two strong duplicate-like pairs: the Qwen3.5 save_pretrained regression and the Qwen video/temporal-position regression; the rest are too semantically distant to merge.", + "confidence": 0.71, + "canonical_issue_reason": "If one issue must anchor the cluster, issue 44479 is the broadest concrete regression report and best representative of the Qwen video/position-id bug subset. It is still not a good umbrella for the many unrelated loading/init/backend issues in the set.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 44479 is the best overall issue candidate because it describes a specific regression affecting multiple Qwen variants and is a plausible duplicate target for the narrower Qwen2.5-VL position-id report.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43262", + "right": "issue:43377", + "accept": false, + "reason": "Both are audio-related, but one is a chat-template sampling-rate default bug and the other is a padding-mask/ batching correctness bug in MIMI; different code paths." + }, + { + "left": "issue:43994", + "right": "issue:44610", + "accept": false, + "reason": "Different models and failures: SigLIP2 pipeline output quality vs OmDet processor image-size mismatch." + }, + { + "left": "issue:43646", + "right": "issue:44534", + "accept": false, + "reason": "Custom model initialization failure is not the same underlying bug as non-persistent buffers being filled with junk." + }, + { + "left": "issue:43322", + "right": "issue:43540", + "accept": false, + "reason": "Different multimodal model families and different symptoms: Llava Next load segfault vs Qwen3OmniMoe video ValueError." + }, + { + "left": "issue:43645", + "right": "issue:44534", + "accept": false, + "reason": "Notebook/custom-model init regression is unrelated to the non-persistent buffer initialization bug." + }, + { + "left": "issue:44403", + "right": "issue:45081", + "accept": false, + "reason": "Generic loading noise vs a Mistral tokenizer regex crash; not the same bug." + }, + { + "left": "issue:43377", + "right": "issue:43819", + "accept": false, + "reason": "MIMI batching/padding-mask bug and DAC from_latents STE mismatch are unrelated." + }, + { + "left": "issue:42915", + "right": "issue:45084", + "accept": false, + "reason": "Qwen3MoE FP8 config failure and compile-time template-node error are different failures." + }, + { + "left": "issue:44265", + "right": "issue:44610", + "accept": false, + "reason": "torch.export with torch_compilable_check and OmDet processor image sizing are unrelated." + }, + { + "left": "issue:44451", + "right": "issue:45081", + "accept": false, + "reason": "ScandiBERT loading failure and Mistral regex patch crash are different model-specific bugs." + }, + { + "left": "issue:45216", + "right": "issue:45357", + "accept": true, + "reason": "Same Qwen3.5 save_pretrained regression: 45357 is a later report of incorrect visual encoder keys from the same underlying bug." + }, + { + "left": "issue:44987", + "right": "issue:45081", + "accept": false, + "reason": "Physical-intelligence/fast loading failure is not the same as the Mistral tokenizer backend_tokenizer crash." + }, + { + "left": "issue:44220", + "right": "issue:44683", + "accept": false, + "reason": "Audio feature extraction issue and compiled flex_attention failure are unrelated." + }, + { + "left": "issue:43404", + "right": "issue:45127", + "accept": false, + "reason": "Tied lm_head weights in Mistral3ForConditionalGeneration is not the same as LoRA merge collapse with extended vocab." + }, + { + "left": "issue:42915", + "right": "issue:44291", + "accept": false, + "reason": "Different root causes: Qwen3MoE FP8 config vs init_empty_weights/_is_hf_initialized argument handling." + }, + { + "left": "issue:43632", + "right": "issue:44756", + "accept": false, + "reason": "_is_hf_initialized flag regression and mmap/OOM on Strix Halo are unrelated." + }, + { + "left": "issue:44062", + "right": "issue:44987", + "accept": false, + "reason": "AddedToken special-argument duplication and loading physical-intelligence/fast are different bugs." + }, + { + "left": "issue:44479", + "right": "issue:45325", + "accept": true, + "reason": "45325 is a narrower manifestation of the same Qwen video/temporal-position regression described broadly in 44479." + }, + { + "left": "issue:36032", + "right": "issue:43742", + "accept": false, + "reason": "T5Tokenizer add_special_tokens conflict and MobileLLM-125M key error are unrelated loading problems." + }, + { + "left": "issue:42915", + "right": "issue:44589", + "accept": false, + "reason": "Qwen3MoE FineGrainedFP8Config failure is unrelated to missing Float8 storage support." + }, + { + "left": "issue:43296", + "right": "issue:43531", + "accept": false, + "reason": "PaddleOCR-VL load failure and Qwen3-MoE sliding_window issue are different model-specific regressions." + }, + { + "left": "issue:40444", + "right": "issue:45325", + "accept": false, + "reason": "IterableDataset multi-image fine-tuning failure is not the same as the Qwen2.5-VL temporal-position bug." + }, + { + "left": "issue:43531", + "right": "issue:44877", + "accept": false, + "reason": "Qwen3-MoE sliding_window behavior and granite_speech strict config loading are unrelated." + }, + { + "left": "issue:43611", + "right": "issue:44534", + "accept": false, + "reason": "base_model_prefix loading breakage is a different issue from non-persistent buffer corruption." + }, + { + "left": "issue:36032", + "right": "issue:41720", + "accept": false, + "reason": "Tokenizer add_special_tokens conflict and Qwen3 device-mapping cudaErrorAssert are unrelated." + }, + { + "left": "issue:43425", + "right": "issue:44403", + "accept": false, + "reason": "Torch 2.10 incompatibility is not the same as generic loading noise." + }, + { + "left": "issue:41553", + "right": "issue:43582", + "accept": false, + "reason": "Bad AutoTokenizer error for Voxtral and AppleSilicon caching_allocator_warmup TypeError are unrelated." + }, + { + "left": "issue:44079", + "right": "issue:45663", + "accept": false, + "reason": "ModelOutput key assignment and Gemma4 FSDP2 shared_kv_states KeyError are different code paths." + }, + { + "left": "issue:40990", + "right": "issue:44811", + "accept": false, + "reason": "High perplexity on gpt-oss-20b and Whisper batch_decode skip_special_tokens are unrelated." + }, + { + "left": "issue:43632", + "right": "issue:44534", + "accept": false, + "reason": "These are both Transformers v5 regressions, but they affect different mechanisms and are not the same underlying bug." + }, + { + "left": "issue:42175", + "right": "issue:45542", + "accept": false, + "reason": "Both mention TensorFlow packaging/backend issues, but one is missing tf in the torch extra and the other is a tensorboard-only runtime backend error; too different to treat as duplicates." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet and stays conservative. The chosen anchor issue 44479 is a reasonable broad representative for the Qwen video/position-id subset, and the only accepted duplicate-like pair (45216/45357) is plausibly the same save_pretrained regression. The rejections mostly rest on clearly different model families or bug mechanisms, so I don\u2019t see an overstatement." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 17, + "review_unit_index": 10, + "review_unit_count": 47, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-402", + "nodes": [ + "issue:33666", + "issue:35707", + "issue:40444", + "issue:41720", + "issue:42175", + "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:43994", + "issue:44079", + "issue:44265", + "issue:44291", + "issue:44403", + "issue:44462", + "issue:44466", + "issue:44534", + "issue:44568", + "issue:44589", + "issue:44683", + "issue:44829", + "issue:44898", + "issue:44991", + "issue:45020", + "issue:45072", + "issue:45081", + "issue:45325", + "issue:45357", + "issue:45381", + "issue:45479", + "issue:45491", + "issue:45538", + "issue:45812", + "issue:45834", + "issue:45923" + ], + "soft_pairs": [ + "issue:43421|issue:44568", + "issue:43792|issue:44589", + "issue:43818|issue:45357", + "issue:44683|issue:45020", + "issue:44403|issue:44991", + "issue:44462|issue:45812", + "issue:33666|issue:40444", + "issue:44829|issue:45479", + "issue:43317|issue:43856", + "issue:43482|issue:45538", + "issue:43381|issue:45923", + "issue:35707|issue:40444", + "issue:44079|issue:44534", + "issue:44291|issue:44589", + "issue:43482|issue:43525", + "issue:43377|issue:45491", + "issue:43749|issue:44079", + "issue:40444|issue:45381", + "issue:43531|issue:44291", + "issue:41720|issue:45081", + "issue:43644|issue:44079", + "issue:44265|issue:45072", + "issue:45325|issue:45381", + "issue:43632|issue:45072", + "issue:43994|issue:44898", + "issue:43611|issue:43646", + "issue:42175|issue:43296", + "issue:43454|issue:44466", + "issue:45325|issue:45834" + ], + "prepared_review_unit_hash": "6b5081887ac978aa05ac5a9173698c7b3d9e47d72167a66fbdfbc1726ef3d52a", + "component_budget": { + "node_count": 402, + "item_count": 402, + "soft_pair_count": 1504, + "serialized_chars": 775933, + "estimated_input_tokens": 193984, + "estimated_eval_tokens": 388224 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 29, + "serialized_chars": 36580, + "estimated_input_tokens": 9145, + "estimated_eval_tokens": 18546 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "Mostly a heterogeneous set of transformer/model-loading regression reports with only superficial overlap around Transformers v5 and tokenizer/model edge cases. I did not find any soft pair that is clearly the same underlying bug/change.", + "confidence": 0.34, + "canonical_issue_reason": "Issue 45020 is the broadest umbrella-style report in the set and the best single anchor among otherwise mixed, mostly unrelated regressions.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 45020 has the widest scope, active discussion, and reads like the most useful representative issue for the cluster, even though the cluster is not a tight duplicate set.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43421", + "right": "issue:44568", + "accept": false, + "reason": "Different tokenizer problems: runtime post-processor sync vs add_special_tokens not inserting BOS/EOS." + }, + { + "left": "issue:43792", + "right": "issue:44589", + "accept": false, + "reason": "Whisper model loading/runtime failure is unrelated to the Float8 storage lookup TypeError." + }, + { + "left": "issue:43818", + "right": "issue:45357", + "accept": false, + "reason": "Video-LLaVA temporal-attention/weight-sharing bug is unrelated to Qwen3.5 save_pretrained visual-key serialization." + }, + { + "left": "issue:44683", + "right": "issue:45020", + "accept": false, + "reason": "Torch >=2.9 compiled flex_attention failure is a different code path from remote_code model-loading regressions." + }, + { + "left": "issue:44403", + "right": "issue:44991", + "accept": false, + "reason": "Generic loading noise and a specific tokenizer-load failure for EMBEDDIA/est-roberta are different issues." + }, + { + "left": "issue:44462", + "right": "issue:45812", + "accept": false, + "reason": "Both involve AutoTokenizer, but ignoring tokenizer.json and producing wrong Granite token IDs are distinct bugs." + }, + { + "left": "issue:33666", + "right": "issue:40444", + "accept": false, + "reason": "Qwen2-VL multi-GPU training and Qwen2.5-VL multi-image IterableDataset failures are different scenarios and failure modes." + }, + { + "left": "issue:44829", + "right": "issue:45479", + "accept": false, + "reason": "FlashAttention-3 degenerate training and the num_labels=1 zero-loss bug have different causes." + }, + { + "left": "issue:43317", + "right": "issue:43856", + "accept": false, + "reason": "device_map offload load failure is unrelated to Qwen3 MoE training memory inefficiency." + }, + { + "left": "issue:43482", + "right": "issue:45538", + "accept": false, + "reason": "GGUF loading failure and CLIPTokenizer model_max_length sentinel handling are unrelated." + }, + { + "left": "issue:43381", + "right": "issue:45923", + "accept": false, + "reason": "Eval-mode checkpointing restriction and a missing supports_gradient_checkpointing flag are not the same bug." + }, + { + "left": "issue:35707", + "right": "issue:40444", + "accept": false, + "reason": "Progressive generation with inputs_embeds/past_key_values is unrelated to multi-image finetuning failures." + }, + { + "left": "issue:44079", + "right": "issue:44534", + "accept": false, + "reason": "ModelOutput key assignment and non-persistent buffer junk are separate runtime regressions." + }, + { + "left": "issue:44291", + "right": "issue:44589", + "accept": false, + "reason": "Unexpected _is_hf_initialized argument during init_empty_weights is unrelated to Float8 storage resolution." + }, + { + "left": "issue:43482", + "right": "issue:43525", + "accept": false, + "reason": "GGUF loading failure is unrelated to missing pad_token_id on Llama4Config." + }, + { + "left": "issue:43377", + "right": "issue:45491", + "accept": false, + "reason": "Both are batching/padding-related, but MIMI padding masks and Gemma3 all-padding sliding-window NaNs are different model-path bugs." + }, + { + "left": "issue:43749", + "right": "issue:44079", + "accept": false, + "reason": "FSDP CPU RAM efficient loading and ModelOutput key handling are unrelated." + }, + { + "left": "issue:40444", + "right": "issue:45381", + "accept": false, + "reason": "Multi-image finetuning failure and Qwen2.5-VL video vision_position_ids are different issues." + }, + { + "left": "issue:43531", + "right": "issue:44291", + "accept": false, + "reason": "Qwen3-MoE sliding_window behavior is unrelated to init_empty_weights argument handling." + }, + { + "left": "issue:41720", + "right": "issue:45081", + "accept": false, + "reason": "A800 device-mapping assert and Mistral tokenizer regex patch crash are different subsystems." + }, + { + "left": "issue:43644", + "right": "issue:44079", + "accept": false, + "reason": "Non-persistent buffer junk is unrelated to ModelOutput key assignment." + }, + { + "left": "issue:44265", + "right": "issue:45072", + "accept": false, + "reason": "torch.export/torch_compilable_check failure and bfloat16 dtype mismatches are different bugs." + }, + { + "left": "issue:45325", + "right": "issue:45381", + "accept": false, + "reason": "Both are Qwen2.5-VL position-id regressions, but one is still-image rope scaling and the other is video vision_position_ids." + }, + { + "left": "issue:43632", + "right": "issue:45072", + "accept": false, + "reason": "_is_hf_initialized flag breakage is unrelated to dtype mismatch in inference." + }, + { + "left": "issue:43994", + "right": "issue:44898", + "accept": false, + "reason": "SigLIP2 AutoModel/pipeline nonsense outputs and Perceiver interpolation failure are different model-specific bugs." + }, + { + "left": "issue:43611", + "right": "issue:43646", + "accept": false, + "reason": "Both are v5 custom-model regressions, but one is about base_model_prefix loading and the other about custom initialization; too different to merge safely." + }, + { + "left": "issue:42175", + "right": "issue:43296", + "accept": false, + "reason": "Missing tensorflow in torch extra and a PaddleOCR-VL/vLLM load failure are unrelated." + }, + { + "left": "issue:43454", + "right": "issue:44466", + "accept": false, + "reason": "lm_head weight tying failure and device-dependent serialization inconsistency are related only at a broad topic level, not the same bug." + }, + { + "left": "issue:45325", + "right": "issue:45834", + "accept": false, + "reason": "Qwen2.5-VL rope-index scaling and Kosmos2.5 OCR index error are unrelated model-specific 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": 11, + "review_unit_count": 47, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-402", + "nodes": [ + "issue:34634", + "issue:35707", + "issue:39692", + "issue:40444", + "issue:40990", + "issue:41720", + "issue:42915", + "issue:42947", + "issue:43257", + "issue:43262", + "issue:43296", + "issue:43317", + "issue:43377", + "issue:43454", + "issue:43482", + "issue:43526", + "issue:43550", + "issue:43572", + "issue:43606", + "issue:43701", + "issue:43746", + "issue:43792", + "issue:43819", + "issue:43873", + "issue:43881", + "issue:43883", + "issue:43957", + "issue:44186", + "issue:44265", + "issue:44291", + "issue:44387", + "issue:44479", + "issue:44488", + "issue:44568", + "issue:44610", + "issue:44617", + "issue:44877", + "issue:44898", + "issue:45072", + "issue:45325", + "issue:45584", + "issue:45701", + "issue:45759", + "issue:45800", + "issue:45823", + "issue:45920", + "issue:45923" + ], + "soft_pairs": [ + "issue:43792|issue:43957", + "issue:42915|issue:43482", + "issue:43296|issue:45800", + "issue:44387|issue:44617", + "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:44568|issue:45920", + "issue:40990|issue:45584", + "issue:34634|issue:35707", + "issue:43873|issue:45701", + "issue:44186|issue:44265", + "issue:35707|issue:41720", + "issue:43606|issue:43819", + "issue:41720|issue:45823", + "issue:43454|issue:43550", + "issue:43377|issue:44610", + "issue:43317|issue:43873", + "issue:39692|issue:40444", + "issue:43572|issue:45759", + "issue:43454|issue:45072", + "issue:43377|issue:44898", + "issue:43257|issue:45923", + "issue:43526|issue:43883", + "issue:40990|issue:42947" + ], + "prepared_review_unit_hash": "694a6f61a214f066d28787eb7af6bdd617f1b86cf0e7d48f7e5d8ec531831e82", + "component_budget": { + "node_count": 402, + "item_count": 402, + "soft_pair_count": 1504, + "serialized_chars": 775933, + "estimated_input_tokens": 193984, + "estimated_eval_tokens": 388224 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 28, + "serialized_chars": 35603, + "estimated_input_tokens": 8901, + "estimated_eval_tokens": 18058 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "These are mostly unrelated model-specific bug reports, and the soft similarity links are too coarse to merge any of them. I\u2019d keep the tokenizer-regression issues as the closest thematic subgroup, but still not as duplicates.", + "confidence": 0.69, + "canonical_issue_reason": "Issue 45701 is the broadest umbrella-style report here: it describes a generic tokenizer regression across versions and is open, making it the best cluster anchor if one is required.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 45920 is the most actionable representative of the tokenizer-regression subset because it is open, names multiple affected models, and states the failure mode clearly.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43792", + "right": "issue:43957", + "accept": false, + "reason": "Different bugs: Whisper runtime failure vs meta-device loading errors on other models; no shared code path." + }, + { + "left": "issue:42915", + "right": "issue:43482", + "accept": false, + "reason": "Different model families and failure modes: FineGrainedFP8Config on Qwen3MoE vs GGUF loading on Qwen2.5." + }, + { + "left": "issue:43296", + "right": "issue:45800", + "accept": false, + "reason": "One is a PaddleOCR-VL/vLLM load problem; the other is a broad torch/transformers version incompatibility." + }, + { + "left": "issue:44387", + "right": "issue:44617", + "accept": false, + "reason": "Both mention OOM, but the causes and affected paths are different: int4 reserved-memory regression vs Sam3Video inference memory use." + }, + { + "left": "issue:43701", + "right": "issue:45325", + "accept": false, + "reason": "Checkpoint resume key mismatch is unrelated to Qwen2.5-VL rope/position-id scaling." + }, + { + "left": "issue:44479", + "right": "issue:45823", + "accept": false, + "reason": "Different models and subsystems: video-input regression in Qwen VL variants vs Gemma4 PLE device mismatch." + }, + { + "left": "issue:43881", + "right": "issue:44488", + "accept": false, + "reason": "Separate model loading failures for different checkpoints; no sign of the same underlying bug." + }, + { + "left": "issue:43606", + "right": "issue:44265", + "accept": false, + "reason": "CPU offload device mismatch is unrelated to torch.export failing on torch_compilable_check." + }, + { + "left": "issue:44291", + "right": "issue:44877", + "accept": false, + "reason": "init_empty_weights argument handling and strict config loading are different code paths with different symptoms." + }, + { + "left": "issue:43262", + "right": "issue:43746", + "accept": false, + "reason": "Audio chat-template sampling-rate defaulting is unrelated to PEFT adapter checkpoint loading." + }, + { + "left": "issue:44568", + "right": "issue:45920", + "accept": false, + "reason": "Both are tokenizer regressions, but one is a specific add_special_tokens/BOS-EOS bug while the other is a broader wrong-token-ids issue across many models." + }, + { + "left": "issue:40990", + "right": "issue:45584", + "accept": false, + "reason": "Perplexity regression on gpt-oss-20b is unrelated to Whisper empty-transcription generation after align_special_tokens." + }, + { + "left": "issue:34634", + "right": "issue:35707", + "accept": false, + "reason": "Bark voice_preset failure and progressive generation with inputs_embeds/past_key_values are different bugs." + }, + { + "left": "issue:43873", + "right": "issue:45701", + "accept": false, + "reason": "Quantization/offloading behavior is a different problem from tokenizer changes/regressions." + }, + { + "left": "issue:44186", + "right": "issue:44265", + "accept": false, + "reason": "Tokenizer padding/truncation crash vs torch.export/torch_compilable_check failure are not the same underlying issue." + }, + { + "left": "issue:35707", + "right": "issue:41720", + "accept": false, + "reason": "Progressive generation with embeddings is unrelated to Qwen3 auto-device-map CUDA asserts." + }, + { + "left": "issue:43606", + "right": "issue:43819", + "accept": false, + "reason": "Both involve audio models, but one is offload device mismatch and the other is DAC latent/STE mismatch." + }, + { + "left": "issue:41720", + "right": "issue:45823", + "accept": false, + "reason": "Both are device-related, but they affect different models and likely different code paths." + }, + { + "left": "issue:43454", + "right": "issue:43550", + "accept": false, + "reason": "Weight tying bug in AyaVision is unrelated to Bamba torch.compile SDPA failure." + }, + { + "left": "issue:43377", + "right": "issue:44610", + "accept": false, + "reason": "Padding-mask batch inconsistency in MIMI and OmDet-Turbo image-size mismatch are unrelated." + }, + { + "left": "issue:43317", + "right": "issue:43873", + "accept": false, + "reason": "Both touch offload/quantization, but one is dequantized-model loading with device_map=auto and the other is a broader quantization offloading complaint." + }, + { + "left": "issue:39692", + "right": "issue:40444", + "accept": false, + "reason": "SigLIP2 doc-example issues and Qwen2.5-VL multi-image IterableDataset failures are unrelated." + }, + { + "left": "issue:43572", + "right": "issue:45759", + "accept": false, + "reason": "Missing pad_token_idx in StableLmConfig and text_config unwrapping for Qwen multimodal configs are separate config-loading bugs." + }, + { + "left": "issue:43454", + "right": "issue:45072", + "accept": false, + "reason": "lm_head tying and bfloat16 dtype mismatches are different failure modes." + }, + { + "left": "issue:43377", + "right": "issue:44898", + "accept": false, + "reason": "MIMI padding-mask discrepancy is unrelated to Perceiver non-default-resolution positional interpolation." + }, + { + "left": "issue:43257", + "right": "issue:45923", + "accept": false, + "reason": "Accelerate+DeepSpeed MoE weight conversion and missing supports_gradient_checkpointing on a trust_remote_code variant are unrelated." + }, + { + "left": "issue:43526", + "right": "issue:43883", + "accept": false, + "reason": "BEiT label reduction bug and Molmo missing all_tied_weights_keys are different issues." + }, + { + "left": "issue:40990", + "right": "issue:42947", + "accept": false, + "reason": "High perplexity on gpt-oss-20b is unrelated to gradient checkpointing not taking effect with PEFT LoRA." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 17, + "review_unit_index": 12, + "review_unit_count": 47, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-402", + "nodes": [ + "issue:36331", + "issue:40990", + "issue:41720", + "issue:42617", + "issue:42915", + "issue:43295", + "issue:43296", + "issue:43316", + "issue:43317", + "issue:43322", + "issue:43404", + "issue:43450", + "issue:43454", + "issue:43526", + "issue:43550", + "issue:43577", + "issue:43606", + "issue:43708", + "issue:43720", + "issue:43749", + "issue:43873", + "issue:43881", + "issue: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:44913", + "issue:44918", + "issue:44977", + "issue:44991", + "issue:45072", + "issue:45161", + "issue:45357", + "issue:45406", + "issue:45632", + "issue:45684", + "issue:45701", + "issue:45704", + "issue:45823" + ], + "soft_pairs": [ + "issue:44466|issue:45357", + "issue:43881|issue:44991", + "issue:43749|issue:44534", + "issue:43454|issue:43720", + "issue:41720|issue:43322", + "issue:43296|issue:44877", + "issue:41720|issue:44977", + "issue:44008|issue:45823", + "issue:42617|issue:42915", + "issue:43404|issue:45357", + "issue:40990|issue:45701", + "issue:44186|issue:45072", + "issue:45632|issue:45684", + "issue:44423|issue:45406", + "issue:43577|issue:43708", + "issue:44387|issue:45704", + "issue:43873|issue:44756", + "issue:36331|issue:42617", + "issue:44877|issue:44991", + "issue:43550|issue:43720", + "issue:36331|issue:42915", + "issue:43450|issue:45701", + "issue:44610|issue:44898", + "issue:44186|issue:44610", + "issue:44479|issue:44918", + "issue:43550|issue:43606", + "issue:41720|issue:42617", + "issue:43316|issue:44913", + "issue:42915|issue:43317", + "issue:43295|issue:45701", + "issue:43526|issue:43881", + "issue:44671|issue:44743", + "issue:41720|issue:45161" + ], + "prepared_review_unit_hash": "7dde2dea9dab4da0c95b0fc3caf13477864ac3fb3a357f5e112b74f8d1d59e90", + "component_budget": { + "node_count": 402, + "item_count": 402, + "soft_pair_count": 1504, + "serialized_chars": 775933, + "estimated_input_tokens": 193984, + "estimated_eval_tokens": 388224 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 33, + "serialized_chars": 37656, + "estimated_input_tokens": 9414, + "estimated_eval_tokens": 19084 + }, + "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 bugs across loading, tokenization, multimodal processing, quantization, and trainer behavior. No soft pair looks like the same underlying defect, so all candidate duplicate links should be rejected.", + "confidence": 0.87, + "canonical_issue_reason": "Issue 43749 is the strongest anchor: it has the highest discussion/inbound reference signal and describes a concrete, user-facing loading/offloading regression that could plausibly attract related reports.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 43749 is the best issue to use as the cluster representative because it is well-scoped, high-traffic, and clearly about a core broken code path rather than a narrow model-specific symptom.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44466", + "right": "issue:45357", + "accept": false, + "reason": "Different bugs: one is lm_head weight tying/serialization, the other is incorrect visual encoder keys on save_pretrained." + }, + { + "left": "issue:43881", + "right": "issue:44991", + "accept": false, + "reason": "Unrelated failures: model loading for glm-4v-9b versus tokenizer loading for EMBEDDIA/est-roberta." + }, + { + "left": "issue:43749", + "right": "issue:44534", + "accept": false, + "reason": "One is FSDP CPU RAM efficient loading, the other is non-persistent buffers being filled with junk; different code paths." + }, + { + "left": "issue:43454", + "right": "issue:43720", + "accept": false, + "reason": "Different model and failure mode: AyaVision lm_head tying vs BitNet packed-weight unpacking during accelerate loading." + }, + { + "left": "issue:41720", + "right": "issue:43322", + "accept": false, + "reason": "Both are crashes, but on different models and causes: Qwen3 auto device mapping cuda assert vs Llava Next segmentation fault." + }, + { + "left": "issue:43296", + "right": "issue:44877", + "accept": false, + "reason": "A model load failure and a strict-config compatibility issue are not the same underlying bug." + }, + { + "left": "issue:41720", + "right": "issue:44977", + "accept": false, + "reason": "Device-mapping cuda assert on Qwen3 is distinct from a flash-attention generation regression in Qwen3.5." + }, + { + "left": "issue:44008", + "right": "issue:45823", + "accept": false, + "reason": "Different model families and failures: Gemma3n variable collision vs Gemma4 PLE device mismatch." + }, + { + "left": "issue:42617", + "right": "issue:42915", + "accept": false, + "reason": "Completely different problems: a script execution failure versus Qwen3Moe failing with FineGrainedFP8Config." + }, + { + "left": "issue:43404", + "right": "issue:45357", + "accept": false, + "reason": "One is tied lm_head weights in Mistral3, the other is incorrect visual encoder key serialization in Qwen3.5." + }, + { + "left": "issue:40990", + "right": "issue:45701", + "accept": false, + "reason": "High perplexity on one model is not the same as a tokenizer-behavior change across versions." + }, + { + "left": "issue:44186", + "right": "issue:45072", + "accept": false, + "reason": "Tokenizer crash in NER/padding is unrelated to dtype mismatches during bfloat16 inference." + }, + { + "left": "issue:45632", + "right": "issue:45684", + "accept": false, + "reason": "Cache-path collisions for trust_remote_code are unrelated to permission propagation in save_pretrained." + }, + { + "left": "issue:44423", + "right": "issue:45406", + "accept": false, + "reason": "Different multimodal serve crashes: continuous batching with Qwen3.5 versus Gemma4Processor missing _tokenizer." + }, + { + "left": "issue:43577", + "right": "issue:43708", + "accept": false, + "reason": "One is dtype loading for BLIP2, the other is resuming training and recomputing max_steps." + }, + { + "left": "issue:44387", + "right": "issue:45704", + "accept": false, + "reason": "Int4 quantization OOM and a T5 Apex RMSNorm memory leak are separate issues." + }, + { + "left": "issue:43873", + "right": "issue:44756", + "accept": false, + "reason": "Quantized offloading behavior and a Strix Halo mmap OOM workaround are not the same bug." + }, + { + "left": "issue:36331", + "right": "issue:42617", + "accept": false, + "reason": "CustomTrainer compute_loss signature mismatch is unrelated to the 3d_parallel.py execution failure." + }, + { + "left": "issue:44877", + "right": "issue:44991", + "accept": false, + "reason": "Strict config loading for granite_speech and tokenizer loading for est-roberta are distinct." + }, + { + "left": "issue:43550", + "right": "issue:43720", + "accept": false, + "reason": "Bamba torch.compile with SDPA and BitNet packed-weight unpacking are different failure modes." + }, + { + "left": "issue:36331", + "right": "issue:42915", + "accept": false, + "reason": "A trainer API signature regression is unrelated to Qwen3Moe FP8 loading." + }, + { + "left": "issue:43450", + "right": "issue:45701", + "accept": false, + "reason": "Video processor batch-shape bug does not match a version-dependent tokenization change." + }, + { + "left": "issue:44610", + "right": "issue:44898", + "accept": false, + "reason": "Both are image-size related, but one is a processor/model size mismatch and the other is a non-default resolution failure in Perceiver." + }, + { + "left": "issue:44186", + "right": "issue:44610", + "accept": false, + "reason": "Tokenizer crashes and OmDet-Turbo image sizing issues affect different subsystems." + }, + { + "left": "issue:44479", + "right": "issue:44918", + "accept": false, + "reason": "Qwen video-input regression and Qwen3.5 embedding unpacking with TRL are separate problems." + }, + { + "left": "issue:43550", + "right": "issue:43606", + "accept": false, + "reason": "torch.compile/SDPA failure in Bamba is unrelated to Bark-small CPU offload device mismatch." + }, + { + "left": "issue:41720", + "right": "issue:42617", + "accept": false, + "reason": "Qwen3 auto device mapping and 3d_parallel.py startup failure are not the same underlying issue." + }, + { + "left": "issue:43316", + "right": "issue:44913", + "accept": false, + "reason": "Gemma3TextConfig API discrepancy and GPTNeoXConfig rotary_pct reload behavior are different config bugs." + }, + { + "left": "issue:42915", + "right": "issue:43317", + "accept": false, + "reason": "Qwen3Moe FineGrainedFP8Config failure is unrelated to dequantized model loading with device_map=auto and CPU offload." + }, + { + "left": "issue:43295", + "right": "issue:45701", + "accept": false, + "reason": "Processor/tokenizer regression is not the same as a general tokenization change across versions." + }, + { + "left": "issue:43526", + "right": "issue:43881", + "accept": false, + "reason": "BeitImageProcessorFast label reduction bug and glm-4v-9b loading failure are unrelated." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 17, + "review_unit_index": 13, + "review_unit_count": 47, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-402", + "nodes": [ + "issue:30064", + "issue:33357", + "issue:34567", + "issue:34634", + "issue:35707", + "issue:36010", + "issue:41720", + "issue:42490", + "issue:42617", + "issue:42915", + "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:44186", + "issue:44361", + "issue:44368", + "issue:44451", + "issue:44492", + "issue:44509", + "issue:44514", + "issue:44545", + "issue:44625", + "issue:44898", + "issue:44991", + "issue:45059", + "issue:45072", + "issue:45081", + "issue:45357", + "issue:45381", + "issue:45406", + "issue:45464", + "issue:45479", + "issue:45701", + "issue:45704", + "issue:45759", + "issue:45812" + ], + "soft_pairs": [ + "issue:45081|issue:45812", + "issue:43531|issue:43572", + "issue:43540|issue:43782", + "issue:36010|issue:42617", + "issue:43421|issue:45812", + "issue:44186|issue:44361", + "issue:42915|issue:43322", + "issue:43388|issue:45059", + "issue:45406|issue:45464", + "issue:33357|issue:35707", + "issue:43421|issue:45701", + "issue:43606|issue:43720", + "issue:41720|issue:43746", + "issue:30064|issue:34634", + "issue:44492|issue:44509", + "issue:43550|issue:43653", + "issue:43873|issue:45704", + "issue:44514|issue:44545", + "issue:44625|issue:45479", + "issue:43606|issue:43653", + "issue:43531|issue:45759", + "issue:42490|issue:43329", + "issue:34634|issue:41720", + "issue:34567|issue:35707", + "issue:43421|issue:43927", + "issue:44368|issue:45357", + "issue:43782|issue:45381", + "issue:44898|issue:45072", + "issue:44451|issue:44991" + ], + "prepared_review_unit_hash": "ab10fa1d657db851c495e36a45f8aeb7726bb7c1640ea9f0246e6296f70dab87", + "component_budget": { + "node_count": 402, + "item_count": 402, + "soft_pair_count": 1504, + "serialized_chars": 775933, + "estimated_input_tokens": 193984, + "estimated_eval_tokens": 388224 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 29, + "serialized_chars": 36656, + "estimated_input_tokens": 9164, + "estimated_eval_tokens": 18584 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly a grab bag of unrelated issue reports across different models and subsystems. Only one soft pair looks like a true duplicate: the two Qwen2_5_VLProcessor batched padding=False crash reports.", + "confidence": 0.91, + "canonical_issue_reason": "issue:44514 is the best canonical issue because it is the earlier report of the only clear duplicate pair and states the same batched padding=False crash clearly.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:44514 is the strongest representative of the cluster\u2019s only real duplicate case and appears to be the earliest, cleaner report of that bug.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45081", + "right": "issue:45812", + "accept": false, + "reason": "Different models and failure modes: Mistral regex patching vs Granite tokenizer ID regression." + }, + { + "left": "issue:43531", + "right": "issue:43572", + "accept": false, + "reason": "Different configs and bugs: Qwen3-MoE sliding_window behavior vs StableLmConfig pad_token_idx missing." + }, + { + "left": "issue:43540", + "right": "issue:43782", + "accept": false, + "reason": "Different Qwen3 multimodal codepaths: video input processing error vs from_pretrained weight_only loading error." + }, + { + "left": "issue:36010", + "right": "issue:42617", + "accept": false, + "reason": "ImportError for GenerationMixin is unrelated to a 3d_parallel.py runtime failure." + }, + { + "left": "issue:43421", + "right": "issue:45812", + "accept": false, + "reason": "Both involve tokenizers, but one is runtime post-processor refresh and the other is wrong token IDs for Granite models." + }, + { + "left": "issue:44186", + "right": "issue:44361", + "accept": false, + "reason": "Different tokenizers and symptoms: LayoutLMv2 batching/NER crash vs MLuke AttributeError on tasks." + }, + { + "left": "issue:42915", + "right": "issue:43322", + "accept": false, + "reason": "Different models and failure classes: Qwen3Moe FP8 config failure vs Llava Next segfault on load." + }, + { + "left": "issue:43388", + "right": "issue:45059", + "accept": false, + "reason": "Metric gathering label-dropping bug is unrelated to SAM3 text/bounding-box behavior." + }, + { + "left": "issue:45406", + "right": "issue:45464", + "accept": false, + "reason": "Different components and models: serve-time Gemma4Processor attribute error vs Qwen3.5 streaming API failure." + }, + { + "left": "issue:33357", + "right": "issue:35707", + "accept": false, + "reason": "MacOS bus error with CLIP is unrelated to progressive generation with inputs_embeds and past_key_values." + }, + { + "left": "issue:43421", + "right": "issue:45701", + "accept": false, + "reason": "General tokenization version changes are too broad; not the same concrete bug as post-processor refresh." + }, + { + "left": "issue:43606", + "right": "issue:43720", + "accept": false, + "reason": "Different loading/offload problems in different models: CPU offload device mismatch vs packed weights unpacking." + }, + { + "left": "issue:41720", + "right": "issue:43746", + "accept": false, + "reason": "Qwen3 auto device mapping CUDA assert is unrelated to GraniteSpeech PEFT local checkpoint loading." + }, + { + "left": "issue:30064", + "right": "issue:34634", + "accept": false, + "reason": "Image segmentation map processing and BarkProcessor voice_preset are unrelated." + }, + { + "left": "issue:44492", + "right": "issue:44509", + "accept": false, + "reason": "Both are docs/wording issues, but they are about different documentation topics and not the same bug." + }, + { + "left": "issue:43550", + "right": "issue:43653", + "accept": false, + "reason": "Different subsystems: torch.compile/SDPA issue vs tokenizer special-token registration." + }, + { + "left": "issue:43873", + "right": "issue:45704", + "accept": false, + "reason": "Quantization offloading behavior and T5 apex RMSNorm memory leak are unrelated." + }, + { + "left": "issue:44514", + "right": "issue:44545", + "accept": true, + "reason": "Same processor, same title, same batched padding=False crash; these are clearly duplicate reports of the same bug." + }, + { + "left": "issue:44625", + "right": "issue:45479", + "accept": false, + "reason": "Qwen3.5 num_labels propagation is not the same as the generic single-label zero-loss behavior across sequence-classification models." + }, + { + "left": "issue:43606", + "right": "issue:43653", + "accept": false, + "reason": "CPU offload mismatch and BigBirdTokenizer special-token registration are different bugs." + }, + { + "left": "issue:43531", + "right": "issue:45759", + "accept": false, + "reason": "Both touch Qwen/configuration, but one is a sliding_window bug and the other is from_config text_config unwrapping." + }, + { + "left": "issue:42490", + "right": "issue:43329", + "accept": false, + "reason": "Trailing-slash import warning is unrelated to undefined video-branch variables in multimodal token counting." + }, + { + "left": "issue:34634", + "right": "issue:41720", + "accept": false, + "reason": "BarkProcessor voice preset handling and Qwen3 device-mapping CUDA asserts are unrelated." + }, + { + "left": "issue:34567", + "right": "issue:35707", + "accept": false, + "reason": "Training token-count tracking and progressive generation caching are different code paths." + }, + { + "left": "issue:43421", + "right": "issue:43927", + "accept": false, + "reason": "Runtime post-processor updates and save/load loss of custom token IDs are distinct tokenizer/config issues." + }, + { + "left": "issue:44368", + "right": "issue:45357", + "accept": false, + "reason": "A tie_word_embeddings warning during LoRA fine-tuning is unrelated to incorrect visual encoder keys in save_pretrained." + }, + { + "left": "issue:43782", + "right": "issue:45381", + "accept": false, + "reason": "Qwen3VL loading with weight_only=True and Qwen2.5-VL video position IDs are different bugs." + }, + { + "left": "issue:44898", + "right": "issue:45072", + "accept": false, + "reason": "Perceiver resolution/interpolation failure is unrelated to bfloat16 dtype mismatches in SwitchTransformers/TimmWrapperModel." + }, + { + "left": "issue:44451", + "right": "issue:44991", + "accept": false, + "reason": "Both are tokenizer-loading regressions, but for different models and likely different root causes; not the same bug." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "Grounded overall: the packet supports one clear duplicate pair, issue:44514 and issue:44545, and the canonical choice of the earlier report is reasonable. The remaining soft-edge rejections are conservatively phrased as different models, components, or bug classes, without overstating 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": 14, + "review_unit_count": 47, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-402", + "nodes": [ + "issue:30064", + "issue:36010", + "issue:39692", + "issue:40444", + "issue:42886", + "issue:42915", + "issue:43381", + "issue:43421", + "issue:43525", + "issue:43531", + "issue:43540", + "issue:43596", + "issue:43618", + "issue:43653", + "issue:43697", + "issue:43720", + "issue:43746", + "issue:43819", + "issue:43844", + "issue:43873", + "issue:43994", + "issue:44008", + "issue:44062", + "issue:44077", + "issue:44186", + "issue:44220", + "issue:44451", + "issue:44589", + "issue:44610", + "issue:44625", + "issue:44661", + "issue:44671", + "issue:44843", + "issue:44918", + "issue:44936", + "issue:44987", + "issue:45042", + "issue:45081", + "issue:45183", + "issue:45356", + "issue:45479", + "issue:45588", + "issue:45663", + "issue:45704", + "issue:45759", + "issue:45859", + "issue:45907", + "issue:45923" + ], + "soft_pairs": [ + "issue:44077|issue:44625", + "issue:44987|issue:45042", + "issue:45759|issue:45859", + "issue:43531|issue:44589", + "issue:44062|issue:44451", + "issue:45704|issue:45923", + "issue:39692|issue:44610", + "issue:43421|issue:43653", + "issue:44918|issue:44936", + "issue:45663|issue:45923", + "issue:45588|issue:45759", + "issue:42886|issue:44843", + "issue:43381|issue:43844", + "issue:43421|issue:44186", + "issue:43994|issue:44671", + "issue:43525|issue:43531", + "issue:45704|issue:45859", + "issue:45081|issue:45356", + "issue:45356|issue:45907", + "issue:39692|issue:43873", + "issue:43746|issue:43873", + "issue:43596|issue:44220", + "issue:40444|issue:43746", + "issue:42915|issue:43746", + "issue:43720|issue:43819", + "issue:43540|issue:44008", + "issue:44220|issue:44661", + "issue:45183|issue:45479", + "issue:30064|issue:36010", + "issue:43618|issue:43697", + "issue:43653|issue:43720" + ], + "prepared_review_unit_hash": "fce444d8daf69ff3b5d28c9d2bf79c5e895cc735e6b610540967f22c19e39f48", + "component_budget": { + "node_count": 402, + "item_count": 402, + "soft_pair_count": 1504, + "serialized_chars": 775933, + "estimated_input_tokens": 193984, + "estimated_eval_tokens": 388224 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 31, + "serialized_chars": 37340, + "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 heterogeneous: it mixes unrelated tokenizer, vision, multimodal, training, and loading/offline bugs. None of the soft pairs look like the same concrete fix target, so I rejected all merges.", + "confidence": 0.93, + "canonical_issue_reason": "issue:43421 is the closest thing to a hub here because it sits in the densest tokenizer-special-token subtheme, but the cluster is too mixed to treat it as a true duplicate canonical.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43421 is the best representative of the most coherent subcluster (runtime tokenizer/post-processor behavior), but it should not be used as a global stand-in for the whole set.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44077", + "right": "issue:44625", + "accept": false, + "reason": "Different problems: optional post_init on patchtsmixer vs missing num_labels propagation in Qwen3.5 config." + }, + { + "left": "issue:44987", + "right": "issue:45042", + "accept": false, + "reason": "Unrelated failures: loading physical-intelligence/fast vs PIL image processors wrongly requiring torchvision." + }, + { + "left": "issue:45759", + "right": "issue:45859", + "accept": false, + "reason": "Both involve Qwen 3.5, but one is composite config unwrapping and the other is CPU-offload rotary embedding behavior; not the same bug." + }, + { + "left": "issue:43531", + "right": "issue:44589", + "accept": false, + "reason": "Qwen3-MoE sliding-window behavior is unrelated to the Float8 storage load error." + }, + { + "left": "issue:44062", + "right": "issue:44451", + "accept": false, + "reason": "AddedToken keyword-collision constructor bug is not the same as ScandiBERT loading regression." + }, + { + "left": "issue:45704", + "right": "issue:45923", + "accept": false, + "reason": "T5 RMSNorm memory leak and missing supports_gradient_checkpointing are different code paths." + }, + { + "left": "issue:39692", + "right": "issue:44610", + "accept": false, + "reason": "SigLIP2 doc/example errors and OmDet-Turbo processor size mismatch are separate vision issues." + }, + { + "left": "issue:43421", + "right": "issue:43653", + "accept": false, + "reason": "Both are tokenizer/special-token related, but one is post-processor refresh on runtime edits and the other is BigBird mask-token registration/empty decode; not the same concrete bug." + }, + { + "left": "issue:44918", + "right": "issue:44936", + "accept": false, + "reason": "Qwen3.5 embedding unpacking in TRL SFT is unrelated to trainer.evaluate() failing after train()." + }, + { + "left": "issue:45663", + "right": "issue:45923", + "accept": false, + "reason": "Gemma-4 FSDP2 shared_kv_states bug is unrelated to the missing gradient_checkpointing flag." + }, + { + "left": "issue:45588", + "right": "issue:45759", + "accept": false, + "reason": "flash_attention s_aux=None crash is not the same as Qwen 3.5 multimodal config unwrapping." + }, + { + "left": "issue:42886", + "right": "issue:44843", + "accept": false, + "reason": "Both touch offline/tokenizer loading, but one is cache loading with HF_HUB_OFFLINE and the other is an unconditional model_info() call in _patch_mistral_regex." + }, + { + "left": "issue:43381", + "right": "issue:43844", + "accept": false, + "reason": "Eval-mode gradient checkpointing restriction is unrelated to exploding gradients under HfDeepSpeedConfig + ZeRO-3." + }, + { + "left": "issue:43421", + "right": "issue:44186", + "accept": false, + "reason": "Special-token post-processor update bug is not the same as LayoutLMv2Tokenizer crashing on NER/padding/truncation." + }, + { + "left": "issue:43994", + "right": "issue:44671", + "accept": false, + "reason": "Different models and symptoms: SigLIP2 nonsensical outputs vs CamemBERT masked-LM prediction regression." + }, + { + "left": "issue:43525", + "right": "issue:43531", + "accept": false, + "reason": "Missing pad_token_id on Llama4Config is unrelated to Qwen3-MoE sliding_window handling." + }, + { + "left": "issue:45704", + "right": "issue:45859", + "accept": false, + "reason": "Apex RMSNorm memory leak and Qwen3_5MoeTextRotaryEmbedding CPU offload compatibility are different defects." + }, + { + "left": "issue:45081", + "right": "issue:45356", + "accept": false, + "reason": "Both mention fix_mistral_regex, but one is a tokenizer crash and the other is a Kimi-K2.5 codec/regression/warning issue; not the same fix target." + }, + { + "left": "issue:45356", + "right": "issue:45907", + "accept": false, + "reason": "Kimi tokenizer regression is unrelated to list_repo_files not forwarding revision." + }, + { + "left": "issue:39692", + "right": "issue:43873", + "accept": false, + "reason": "SigLIP2 example/doc issues are unrelated to quantization offloading behavior." + }, + { + "left": "issue:43746", + "right": "issue:43873", + "accept": false, + "reason": "Local checkpoint PEFT loading and quantized offloading are different loading problems." + }, + { + "left": "issue:43596", + "right": "issue:44220", + "accept": false, + "reason": "DeepSpeed ZeRO-3/BertModel index error is unrelated to _torch_extract_fbank_features()." + }, + { + "left": "issue:40444", + "right": "issue:43746", + "accept": false, + "reason": "IterableDataset with multiple images per prompt is unrelated to GraniteSpeech PEFT local checkpoint loading." + }, + { + "left": "issue:42915", + "right": "issue:43746", + "accept": false, + "reason": "Qwen3Moe FineGrainedFP8Config failure is unrelated to GraniteSpeech local-checkpoint loading." + }, + { + "left": "issue:43720", + "right": "issue:43819", + "accept": false, + "reason": "BitNet packed-weight loading and DAC.from_latents/forward mismatch are unrelated model bugs." + }, + { + "left": "issue:43540", + "right": "issue:44008", + "accept": false, + "reason": "Both are multimodal, but one is Qwen3OmniMoe video-input processing and the other is Gemma 3n audio tensor name collision; not the same bug." + }, + { + "left": "issue:44220", + "right": "issue:44661", + "accept": false, + "reason": "Audio fbank extraction failure is unrelated to add-new-model-like failing inside TOKENIZER_MAPPING_NAMES." + }, + { + "left": "issue:45183", + "right": "issue:45479", + "accept": false, + "reason": "Input validation XOR messaging and single-label-classification zero-loss behavior are different issues." + }, + { + "left": "issue:30064", + "right": "issue:36010", + "accept": false, + "reason": "Image segmentation-map processing and GenerationMixin import error are unrelated." + }, + { + "left": "issue:43618", + "right": "issue:43697", + "accept": false, + "reason": "CLIPOutput attentions assignment and RTDetrV2 output differences in v5 are not the same code-path bug." + }, + { + "left": "issue:43653", + "right": "issue:43720", + "accept": false, + "reason": "Tokenizer special-token registration and BitNet accelerate loading 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": 15, + "review_unit_count": 47, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-402", + "nodes": [ + "issue:30064", + "issue:36331", + "issue:39692", + "issue:41720", + "issue:43295", + "issue:43322", + "issue:43335", + "issue:43421", + "issue:43531", + "issue:43540", + "issue:43550", + "issue:43577", + "issue:43643", + "issue:43653", + "issue:43716", + "issue:43756", + "issue:43782", + "issue:43818", + "issue:43819", + "issue:43825", + "issue:43950", + "issue:43994", + "issue:44008", + "issue:44062", + "issue:44186", + "issue:44448", + "issue:44485", + "issue:44488", + "issue:44509", + "issue:44561", + "issue:44671", + "issue:44811", + "issue:44821", + "issue:44843", + "issue:44877", + "issue:44898", + "issue:44977", + "issue:44991", + "issue:45020", + "issue:45072", + "issue:45081", + "issue:45084", + "issue:45381", + "issue:45584", + "issue:45685", + "issue:45834", + "issue:45987" + ], + "soft_pairs": [ + "issue:43335|issue:43756", + "issue:43295|issue:45834", + "issue:43716|issue:44008", + "issue:43550|issue:45072", + "issue:43550|issue:43819", + "issue:44062|issue:44488", + "issue:43322|issue:45685", + "issue:43950|issue:45987", + "issue:44186|issue:44898", + "issue:44843|issue:45081", + "issue:43531|issue:43643", + "issue:43653|issue:43819", + "issue:43643|issue:44877", + "issue:43421|issue:44811", + "issue:43577|issue:43818", + "issue:43540|issue:45381", + "issue:43782|issue:44977", + "issue:44448|issue:44671", + "issue:45584|issue:45834", + "issue:43825|issue:43994", + "issue:44561|issue:45020", + "issue:39692|issue:45834", + "issue:44821|issue:45084", + "issue:30064|issue:36331", + "issue:44485|issue:44509", + "issue:41720|issue:44991" + ], + "prepared_review_unit_hash": "431bcb4c571b27335462e8a10464c3ef8c7801b52cf7c54c46acfd895929d835", + "component_budget": { + "node_count": 402, + "item_count": 402, + "soft_pair_count": 1504, + "serialized_chars": 775933, + "estimated_input_tokens": 193984, + "estimated_eval_tokens": 388224 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 26, + "serialized_chars": 35170, + "estimated_input_tokens": 8793, + "estimated_eval_tokens": 17842 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly heterogeneous issue reports. A few items overlap around tokenizer/config/remote_code loading regressions, but none are close enough to treat as duplicates or to merge together.", + "confidence": 0.78, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": "issue:45020 is the broadest umbrella for the recurring remote_code/model-loading regressions in this set, but it is still too general to serve as a true duplicate canonical.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43335", + "right": "issue:43756", + "accept": false, + "reason": "Different failures: sparse-layer creation vs RoPE layer dropping. Same broad model/config space, not the same bug." + }, + { + "left": "issue:43295", + "right": "issue:45834", + "accept": false, + "reason": "Both involve multimodal processor/tokenizer paths, but one is a v4.57.5 regression in custom model code and the other is a long-OCR indexing bug." + }, + { + "left": "issue:43716", + "right": "issue:44008", + "accept": false, + "reason": "Unrelated model-specific bugs: image preprocessor dtype mismatch vs Gemma3n audio_mel_mask name collision." + }, + { + "left": "issue:43550", + "right": "issue:45072", + "accept": false, + "reason": "Different code paths and symptoms: torch.compile/SDPA on Bamba vs bfloat16 dtype mismatches in SwitchTransformers/TimmWrapperModel." + }, + { + "left": "issue:43550", + "right": "issue:43819", + "accept": false, + "reason": "No clear underlying overlap beyond both being model runtime bugs; one is SDPA/compile, the other is DAC latent/forward mismatch." + }, + { + "left": "issue:44062", + "right": "issue:44488", + "accept": false, + "reason": "Both tokenizer-related, but one is an AddedToken argument error and the other is a model-specific tokenizer loading failure." + }, + { + "left": "issue:43322", + "right": "issue:45685", + "accept": false, + "reason": "Segfault while loading Llava Next is unrelated to an MPS histogram error in moe code." + }, + { + "left": "issue:43950", + "right": "issue:45987", + "accept": false, + "reason": "Both are API/regression complaints, but one concerns non-persistent buffers during from_pretrained and the other is a StaticCache return-type contract issue." + }, + { + "left": "issue:44186", + "right": "issue:44898", + "accept": false, + "reason": "Different subsystems and failures: LayoutLMv2 tokenizer padding/NER crash vs Perceiver image classification with non-default resolution." + }, + { + "left": "issue:44843", + "right": "issue:45081", + "accept": false, + "reason": "Both touch `_patch_mistral_regex`, but they are distinct bugs: offline `model_info()` access vs missing `backend_tokenizer` attribute." + }, + { + "left": "issue:43531", + "right": "issue:43643", + "accept": false, + "reason": "Qwen3-MoE sliding-window behavior is unrelated to `trust_remote_code` config field loss." + }, + { + "left": "issue:43653", + "right": "issue:43819", + "accept": false, + "reason": "BigBird special-token decode failure and DAC latent mismatch are unrelated bugs." + }, + { + "left": "issue:43643", + "right": "issue:44877", + "accept": false, + "reason": "Both involve config/loading behavior, but one is missing fields with `trust_remote_code` and the other is strict config rejection for `granite_speech`." + }, + { + "left": "issue:43421", + "right": "issue:44811", + "accept": false, + "reason": "Both mention special tokens, but one is runtime post-processor refresh and the other is Whisper `batch_decode` skipping special tokens." + }, + { + "left": "issue:43577", + "right": "issue:43818", + "accept": false, + "reason": "Different models and failures: Blip2 dtype not propagating vs Video-LLaVA missing temporal attention/shared weights." + }, + { + "left": "issue:43540", + "right": "issue:45381", + "accept": false, + "reason": "Both are video-input bugs in Qwen-family models, but the concrete failures differ: processing ValueError vs wrong vision_position_ids." + }, + { + "left": "issue:43782", + "right": "issue:44977", + "accept": false, + "reason": "Different Qwen variants and different failure modes: `weight_only=True` load error vs flash-attention generation issue." + }, + { + "left": "issue:44448", + "right": "issue:44671", + "accept": false, + "reason": "Both are v5 output regressions, but they affect different models and likely different code paths." + }, + { + "left": "issue:45584", + "right": "issue:45834", + "accept": false, + "reason": "Whisper empty-transcription generation and Kosmos2.5 long-OCR index errors are unrelated." + }, + { + "left": "issue:43825", + "right": "issue:43994", + "accept": false, + "reason": "One is an error-message/docs mismatch about pipelines; the other is an AutoModel/pipeline quality regression for SigLIP2." + }, + { + "left": "issue:44561", + "right": "issue:45020", + "accept": false, + "reason": "Related only at the broad 'remote_code breaks in v5' level; one is a specific removed helper, the other is a wider report." + }, + { + "left": "issue:39692", + "right": "issue:45834", + "accept": false, + "reason": "SigLIP2 example/documentation errors are unrelated to Kosmos2.5 OCR indexing." + }, + { + "left": "issue:44821", + "right": "issue:45084", + "accept": false, + "reason": "Both are loader/templating related, but one is AutoImageProcessor-from-URL support and the other is a template-node compilation error." + }, + { + "left": "issue:30064", + "right": "issue:36331", + "accept": false, + "reason": "Image segmentation-map processing and CustomTrainer loss signature mismatch are completely unrelated." + }, + { + "left": "issue:44485", + "right": "issue:44509", + "accept": false, + "reason": "GLM-5 RoPE implementation discussion is unrelated to documentation still mentioning removed v5 pipeline tasks." + }, + { + "left": "issue:41720", + "right": "issue:44991", + "accept": false, + "reason": "Different regressions in different models: Qwen3 auto device mapping CUDA assert vs tokenizer loading failure 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": 16, + "review_unit_count": 47, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-402", + "nodes": [ + "issue:34634", + "issue:36010", + "issue:36331", + "issue:42175", + "issue:43262", + "issue:43329", + "issue:43526", + "issue:43577", + "issue:43582", + "issue:43606", + "issue:43638", + "issue:43644", + "issue:43650", + "issue:43653", + "issue:43697", + "issue:43720", + "issue:43742", + "issue:43749", + "issue:43782", + "issue:43819", + "issue:43825", + "issue:43827", + "issue:43906", + "issue:44060", + "issue:44186", + "issue:44291", + "issue:44368", + "issue:44442", + "issue:44479", + "issue:44554", + "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:45459", + "issue:45538", + "issue:45600", + "issue:45701", + "issue:45803", + "issue:45834" + ], + "soft_pairs": [ + "issue:43644|issue:43749", + "issue:44186|issue:44442", + "issue:44479|issue:45834", + "issue:43577|issue:43582", + "issue:43606|issue:45072", + "issue:43825|issue:43827", + "issue:44805|issue:44936", + "issue:44671|issue:45701", + "issue:34634|issue:36010", + "issue:44610|issue:45072", + "issue:43782|issue:45325", + "issue:43720|issue:45072", + "issue:42175|issue:45081", + "issue:45081|issue:45406", + "issue:43749|issue:44291", + "issue:43650|issue:43906", + "issue:44060|issue:44368", + "issue:43582|issue:44857", + "issue:43262|issue:43819", + "issue:43526|issue:43697", + "issue:43526|issue:44554", + "issue:45459|issue:45803", + "issue:34634|issue:36331", + "issue:45084|issue:45538", + "issue:43742|issue:45020", + "issue:43653|issue:44912", + "issue:43329|issue:45600", + "issue:43638|issue:44936" + ], + "prepared_review_unit_hash": "3a95c784ed6dc7a6c761780fde3572c79ce68b114f166ca271787979b60ee35a", + "component_budget": { + "node_count": 402, + "item_count": 402, + "soft_pair_count": 1504, + "serialized_chars": 775933, + "estimated_input_tokens": 193984, + "estimated_eval_tokens": 388224 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 28, + "serialized_chars": 36471, + "estimated_input_tokens": 9118, + "estimated_eval_tokens": 18492 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly a loose set of unrelated bug reports that only share broad themes like loading, tokenizers, multimodal models, or v5 regressions. None of the soft pairs look like the same underlying bug/change, so all soft edges should be rejected. No PRs are present; the most representative issue is the broad v5/regression report around remote_code loading.", + "confidence": 0.59, + "canonical_issue_reason": "issue:45020 is the broadest, most central issue in the set: it describes recent transformers versions breaking remote_code models, which matches the general regression-focused nature of the cluster.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45020 is open, broad, and impacts multiple models/paths, making it the best representative issue for the cluster even though the rest are mostly unrelated.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43644", + "right": "issue:43749", + "accept": false, + "reason": "Both are loading/runtime regressions, but one is about non-persistent buffers and the other about FSDP CPU RAM efficient loading; different failure modes and code paths." + }, + { + "left": "issue:44186", + "right": "issue:44442", + "accept": false, + "reason": "Both are tokenizer issues, but they affect different tokenizers and different bugs (NER/batched padding vs AutoTokenizer load failure)." + }, + { + "left": "issue:44479", + "right": "issue:45834", + "accept": false, + "reason": "Both are multimodal input issues, but one is a v5.3.0 video regression in Qwen VL models and the other is a long OCR index error in Kosmos2.5." + }, + { + "left": "issue:43577", + "right": "issue:43582", + "accept": false, + "reason": "Blip2 dtype handling and Apple Silicon allocator warmup are unrelated bugs." + }, + { + "left": "issue:43606", + "right": "issue:45072", + "accept": false, + "reason": "Both mention inference/loading problems, but one is a Bark CPU offload device mismatch and the other is a dtype mismatch in different models." + }, + { + "left": "issue:43825", + "right": "issue:43827", + "accept": false, + "reason": "The first is an incorrect pipeline error message; the second is outdated docs. Related topic, but not the same underlying bug." + }, + { + "left": "issue:44805", + "right": "issue:44936", + "accept": false, + "reason": "Different failures: a mask/tensor shape IndexError versus trainer.evaluate breaking after train()." + }, + { + "left": "issue:44671", + "right": "issue:45701", + "accept": false, + "reason": "One is incorrect masked LM predictions for CamemBERT; the other is a generic tokenization-change report." + }, + { + "left": "issue:34634", + "right": "issue:36010", + "accept": false, + "reason": "Bark voice_preset and GenerationMixin import failure are unrelated." + }, + { + "left": "issue:44610", + "right": "issue:45072", + "accept": false, + "reason": "OmDet-Turbo image size mismatch and dtype mismatches in other models are different issues." + }, + { + "left": "issue:43782", + "right": "issue:45325", + "accept": false, + "reason": "Both are Qwen VL-related, but one is a weight_only load error and the other is a rope-index temporal scaling bug." + }, + { + "left": "issue:43720", + "right": "issue:45072", + "accept": false, + "reason": "BitNet packed-weight loading failure and bfloat16 dtype mismatches are unrelated." + }, + { + "left": "issue:42175", + "right": "issue:45081", + "accept": false, + "reason": "An installation/backend packaging issue is not the same as a tokenizer regex patch crash." + }, + { + "left": "issue:45081", + "right": "issue:45406", + "accept": false, + "reason": "Both are AttributeErrors during loading, but they occur in different components and for different missing attributes." + }, + { + "left": "issue:43749", + "right": "issue:44291", + "accept": false, + "reason": "FSDP CPU RAM loading and init_empty_weights/_is_hf_initialized are separate loading bugs." + }, + { + "left": "issue:43650", + "right": "issue:43906", + "accept": false, + "reason": "A placeholder 'ADD THE DATA' issue is unrelated to an isolated reproduction report." + }, + { + "left": "issue:44060", + "right": "issue:44368", + "accept": false, + "reason": "Both mention tied-weights warnings, but one is a concrete wrong tie in Qwen3-Next and the other is a finetuning warning about config cleanup." + }, + { + "left": "issue:43582", + "right": "issue:44857", + "accept": false, + "reason": "Apple Silicon allocator warmup and CUDA AMP loss crashes are unrelated." + }, + { + "left": "issue:43262", + "right": "issue:43819", + "accept": false, + "reason": "Audio processor chat-template sampling-rate handling and DAC latent reconstruction are different audio bugs." + }, + { + "left": "issue:43526", + "right": "issue:43697", + "accept": false, + "reason": "BEiT label reduction and RTDetrV2 output drift are different vision bugs." + }, + { + "left": "issue:43526", + "right": "issue:44554", + "accept": false, + "reason": "Image label reduction and an MPS attention correctness issue do not describe the same problem." + }, + { + "left": "issue:45459", + "right": "issue:45803", + "accept": false, + "reason": "Both are error-handling bugs, but they affect different code paths and different swallowed errors." + }, + { + "left": "issue:34634", + "right": "issue:36331", + "accept": false, + "reason": "BarkProcessor voice preset and CustomTrainer.compute_loss signature mismatch are unrelated." + }, + { + "left": "issue:45084", + "right": "issue:45538", + "accept": false, + "reason": "A template compilation TypeError is unrelated to CLIPTokenizer model_max_length behavior." + }, + { + "left": "issue:43742", + "right": "issue:45020", + "accept": false, + "reason": "A key error loading one model is not the same underlying issue as broad remote_code breakage." + }, + { + "left": "issue:43653", + "right": "issue:44912", + "accept": false, + "reason": "BigBirdTokenizer special-token registration and MXFP4 quantization fallback are unrelated." + }, + { + "left": "issue:43329", + "right": "issue:45600", + "accept": false, + "reason": "A multimodal token counting bug and stale auto_mappings references are different regressions." + }, + { + "left": "issue:43638", + "right": "issue:44936", + "accept": false, + "reason": "DeepSpeed zero3 indexing failure and trainer.evaluate-after-train failure are different training 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": 17, + "review_unit_count": 47, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-402", + "nodes": [ + "issue:34567", + "issue:36010", + "issue:36331", + "issue:38175", + "issue:39692", + "issue:40990", + "issue:42490", + "issue:43257", + "issue:43262", + "issue:43329", + "issue:43450", + "issue:43452", + "issue:43454", + "issue:43531", + "issue:43550", + "issue:43577", + "issue:43606", + "issue:43643", + "issue:43645", + "issue:43696", + "issue:43697", + "issue:43720", + "issue:43746", + "issue:43749", + "issue:43819", + "issue:43854", + "issue:43927", + "issue:43931", + "issue:44291", + "issue:44479", + "issue:44568", + "issue:44589", + "issue:44610", + "issue:44756", + "issue:44811", + "issue:44849", + "issue:44912", + "issue:44977", + "issue:44987", + "issue:44991", + "issue:45042", + "issue:45356", + "issue:45357", + "issue:45488", + "issue:45538", + "issue:45701", + "issue:45759", + "issue:45859" + ], + "soft_pairs": [ + "issue:43452|issue:44991", + "issue:43746|issue:44811", + "issue:44589|issue:45042", + "issue:38175|issue:44610", + "issue:43854|issue:44977", + "issue:43819|issue:43927", + "issue:39692|issue:44912", + "issue:43257|issue:43329", + "issue:36010|issue:43645", + "issue:43550|issue:44912", + "issue:43720|issue:44610", + "issue:43257|issue:43696", + "issue:43454|issue:43577", + "issue:43329|issue:44479", + "issue:43531|issue:45042", + "issue:43262|issue:44811", + "issue:42490|issue:43257", + "issue:36010|issue:36331", + "issue:44568|issue:45356", + "issue:43749|issue:44756", + "issue:43643|issue:45759", + "issue:44568|issue:45488", + "issue:34567|issue:40990", + "issue:43329|issue:43450", + "issue:43257|issue:43931", + "issue:43606|issue:45859", + "issue:44849|issue:45701", + "issue:43697|issue:45357", + "issue:44291|issue:45042", + "issue:44987|issue:45538" + ], + "prepared_review_unit_hash": "5408c2ba0950e719602b9b7dd32b7d2b31c54a3f9cf85a2512fdec4bda0e398d", + "component_budget": { + "node_count": 402, + "item_count": 402, + "soft_pair_count": 1504, + "serialized_chars": 775933, + "estimated_input_tokens": 193984, + "estimated_eval_tokens": 388224 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 30, + "serialized_chars": 36979, + "estimated_input_tokens": 9245, + "estimated_eval_tokens": 18746 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The cluster is very heterogeneous: most pairs are only superficially similar (often just sharing a subsystem like loading, tokenization, or multimodal/video handling) and do not look like the same underlying bug.", + "confidence": 0.71, + "canonical_issue_reason": "issue:45701 is the broadest umbrella item in the set: it is open, has multiple inbound references, and its title suggests a version-wide tokenization regression that can serve as the least-specific representative.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45701 is the most generally framed and externally referenced issue, making it the best single representative despite the cluster\u2019s mixed topics.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43452", + "right": "issue:44991", + "accept": false, + "reason": "Both are loading/tokenizer regressions, but one is a gguf_file pathway break and the other is a specific tokenizer regression for EMBEDDIA/est-roberta; different failure modes." + }, + { + "left": "issue:43746", + "right": "issue:44811", + "accept": false, + "reason": "Different subsystems entirely: PEFT/local checkpoint loading versus Whisper processor batch_decode behavior." + }, + { + "left": "issue:44589", + "right": "issue:45042", + "accept": false, + "reason": "Unrelated bugs: missing Float8 storage handling versus image processors incorrectly requiring torchvision." + }, + { + "left": "issue:38175", + "right": "issue:44610", + "accept": false, + "reason": "Different vision-model issues: zero probabilities in SigLIP2 versus OmDet-Turbo processor/model size mismatch." + }, + { + "left": "issue:43854", + "right": "issue:44977", + "accept": false, + "reason": "Both involve model loading/runtime, but they are for different models and different code paths; not the same concrete bug." + }, + { + "left": "issue:43819", + "right": "issue:43927", + "accept": false, + "reason": "Different problems: DAC forward/from_latents mismatch versus DiaConfig losing custom token IDs on save/load." + }, + { + "left": "issue:39692", + "right": "issue:44912", + "accept": false, + "reason": "Doc-example/model-processor issues for SigLIP2 are unrelated to git-oss-20b MXFP4 quantization fallback." + }, + { + "left": "issue:43257", + "right": "issue:43329", + "accept": false, + "reason": "One is accelerate/deepspeed weight conversion for Qwen3 MoE; the other is a multimodal token-counting video-branch bug." + }, + { + "left": "issue:36010", + "right": "issue:43645", + "accept": false, + "reason": "Both are import/runtime breakages, but one is GenerationMixin import resolution and the other is custom model initialization in notebooks." + }, + { + "left": "issue:43550", + "right": "issue:44912", + "accept": false, + "reason": "Different concrete failures: torch.compile with SDPA on Bamba versus MXFP4 quantization fallback on git-oss-20b." + }, + { + "left": "issue:43720", + "right": "issue:44610", + "accept": false, + "reason": "Packed-weight loading for BitNet is unrelated to OmDet-Turbo\u2019s processor input-size mismatch." + }, + { + "left": "issue:43257", + "right": "issue:43696", + "accept": false, + "reason": "Accelerate/deepspeed conversion bug versus a plain CUDA OOM on GPT-oss-20b; not the same issue." + }, + { + "left": "issue:43454", + "right": "issue:43577", + "accept": false, + "reason": "AyaVision weight tying bug and BLIP2 dtype propagation bug are distinct model-loading problems." + }, + { + "left": "issue:43329", + "right": "issue:44479", + "accept": false, + "reason": "Both touch video/VLM paths, but one is an undefined-symbol bug in token counting and the other is a broader video-input regression across models." + }, + { + "left": "issue:43531", + "right": "issue:45042", + "accept": false, + "reason": "Sliding-window behavior in Qwen3-MoE is unrelated to image-processor torchvision dependency regression." + }, + { + "left": "issue:43262", + "right": "issue:44811", + "accept": false, + "reason": "Audio chat-template sampling-rate default and Whisper batch_decode skip_special_tokens are separate audio bugs." + }, + { + "left": "issue:42490", + "right": "issue:43257", + "accept": false, + "reason": "Local-path trailing-slash import warning is unrelated to Qwen3 MoE accelerate/deepspeed weight conversion." + }, + { + "left": "issue:36010", + "right": "issue:36331", + "accept": false, + "reason": "Both are Transformers API breakages, but one is an import error and the other is a Trainer compute_loss signature mismatch." + }, + { + "left": "issue:44568", + "right": "issue:45356", + "accept": false, + "reason": "Tokenizer regressions, but for different models and different symptoms: missing BOS/EOS versus codec/warning behavior." + }, + { + "left": "issue:43749", + "right": "issue:44756", + "accept": false, + "reason": "Both concern memory/loading, but one is FSDP RAM-efficient loading and the other is disabling mmap to avoid OOM on Strix Halo." + }, + { + "left": "issue:43643", + "right": "issue:45759", + "accept": false, + "reason": "Config-field loss with trust_remote_code is not the same as failing to unwrap text_config for composite multimodal configs." + }, + { + "left": "issue:44568", + "right": "issue:45488", + "accept": false, + "reason": "Both are tokenizer-related, but one is a specific special-token bug and the other is a ByteLevel-vs-Metaspace override regression affecting DeepSeek V3/R1." + }, + { + "left": "issue:34567", + "right": "issue:40990", + "accept": false, + "reason": "TrainerState token accounting and GPT-oss perplexity are unrelated issues." + }, + { + "left": "issue:43329", + "right": "issue:43450", + "accept": false, + "reason": "Both involve video paths, but one is an undefined-function bug in multimodal token counting and the other is a batched video-processor shape bug." + }, + { + "left": "issue:43257", + "right": "issue:43931", + "accept": false, + "reason": "Different Qwen model-loading problems: MoE weight conversion versus Qwen3-VL weight shape mismatch." + }, + { + "left": "issue:43606", + "right": "issue:45859", + "accept": false, + "reason": "Both mention CPU offload, but they affect different models and different mechanisms; not a single concrete fix." + }, + { + "left": "issue:44849", + "right": "issue:45701", + "accept": false, + "reason": "Qwen3.5 output_hidden_states behavior is a model bug, while 45701 is a broad tokenization-version regression." + }, + { + "left": "issue:43697", + "right": "issue:45357", + "accept": false, + "reason": "RTDetrV2 output drift in v5 and Qwen3.5 save_pretrained key mismatch are unrelated regressions." + }, + { + "left": "issue:44291", + "right": "issue:45042", + "accept": false, + "reason": "init_empty_weights/_is_hf_initialized is a model-loading API issue, not an image-processor torchvision dependency problem." + }, + { + "left": "issue:44987", + "right": "issue:45538", + "accept": false, + "reason": "Different tokenizer/loading bugs for different models; no shared underlying code-path is evident." + } + ] + }, + "evaluator_result": 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": 47, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-402", + "nodes": [ + "issue:28282", + "issue:29127", + "issue:33357", + "issue:34567", + "issue:34689", + "issue:38175", + "issue:41720", + "issue:42175", + "issue:42915", + "issue:43257", + "issue:43317", + "issue:43404", + "issue:43452", + "issue:43526", + "issue:43540", + "issue:43577", + "issue:43582", + "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:44938", + "issue:44987", + "issue:44991", + "issue:45072", + "issue:45137", + "issue:45325", + "issue:45381", + "issue:45405", + "issue:45479", + "issue:45538", + "issue:45588", + "issue:45823", + "issue:45907", + "issue:45987" + ], + "soft_pairs": [ + "issue:42915|issue:43742", + "issue:44479|issue:45381", + "issue:43257|issue:43756", + "issue:41720|issue:43540", + "issue:43452|issue:43582", + "issue:42915|issue:44821", + "issue:33357|issue:34567", + "issue:44987|issue:45907", + "issue:42915|issue:45538", + "issue:43927|issue:44912", + "issue:43317|issue:45538", + "issue:42175|issue:43824", + "issue:43540|issue:44479", + "issue:43540|issue:44560", + "issue:44062|issue:44991", + "issue:43577|issue:45072", + "issue:42175|issue:44938", + "issue:38175|issue:44898", + "issue:43404|issue:45987", + "issue:42175|issue:44488", + "issue:45137|issue:45405", + "issue:43906|issue:45381", + "issue:28282|issue:34689", + "issue:43742|issue:44291", + "issue:42915|issue:43749", + "issue:44737|issue:45588", + "issue:43540|issue:45823", + "issue:43526|issue:45479", + "issue:43582|issue:43782", + "issue:43756|issue:45325", + "issue:28282|issue:29127" + ], + "prepared_review_unit_hash": "b85c06198fbb1a9e61ea2dce0337802a7c778e052f1a2e18e67e276e927bbab9", + "component_budget": { + "node_count": 402, + "item_count": 402, + "soft_pair_count": 1504, + "serialized_chars": 775933, + "estimated_input_tokens": 193984, + "estimated_eval_tokens": 388224 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 31, + "serialized_chars": 36534, + "estimated_input_tokens": 9134, + "estimated_eval_tokens": 18524 + }, + "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 bug reports, with one small coherent subgroup around Qwen/Qwen-VL video-input regressions. Most soft pairs are only superficially similar and should stay separate.", + "confidence": 0.78, + "canonical_issue_reason": "issue:44479 is the broadest and most representative report in the only clearly coherent subgroup, covering a shared Qwen-VL video-input regression across multiple model variants.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:44479 best captures the strongest recurring theme in the cluster and is the most useful umbrella issue for the related Qwen video-input failures.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:42915", + "right": "issue:43742", + "accept": false, + "reason": "Different model/load paths: Qwen3Moe FP8 loading vs MobileLLM key error." + }, + { + "left": "issue:44479", + "right": "issue:45381", + "accept": true, + "reason": "Same underlying Qwen-VL video-input regression; 45381 looks like a narrower instance of the broader v5.3.0 bug in 44479." + }, + { + "left": "issue:43257", + "right": "issue:43756", + "accept": false, + "reason": "Different problems: Qwen3 MoE weight conversion with accelerate/deepspeed vs Smollm3 RoPE layer handling." + }, + { + "left": "issue:41720", + "right": "issue:43540", + "accept": false, + "reason": "Different failure modes and code paths: device-map cudaErrorAssert vs video-input ValueError." + }, + { + "left": "issue:43452", + "right": "issue:43582", + "accept": false, + "reason": "Tokenizer/model loading with gguf_file is unrelated to Apple Silicon allocator warmup TypeError." + }, + { + "left": "issue:42915", + "right": "issue:44821", + "accept": false, + "reason": "Qwen3Moe FP8 loading is unrelated to AutoImageProcessor-from-URL loading." + }, + { + "left": "issue:33357", + "right": "issue:34567", + "accept": false, + "reason": "MacOS bus error in CLIP loading is unrelated to TrainerState token counting." + }, + { + "left": "issue:44987", + "right": "issue:45907", + "accept": false, + "reason": "Tokenizer/model loading regression is unrelated to list_repo_files revision forwarding in CI." + }, + { + "left": "issue:42915", + "right": "issue:45538", + "accept": false, + "reason": "Qwen3Moe quantization/loading issue is unrelated to CLIPTokenizer max_length behavior." + }, + { + "left": "issue:43927", + "right": "issue:44912", + "accept": false, + "reason": "Config save/load token-ID loss is unrelated to MXFP4 quantization fallback." + }, + { + "left": "issue:43317", + "right": "issue:45538", + "accept": false, + "reason": "device_map offload failure is unrelated to CLIPTokenizer model_max_length." + }, + { + "left": "issue:42175", + "right": "issue:43824", + "accept": false, + "reason": "Backend packaging issue is unrelated to missing Qwen2_5_VL import symbol." + }, + { + "left": "issue:43540", + "right": "issue:44479", + "accept": false, + "reason": "Both are video-related but the model families and described failures differ; not enough evidence of the same bug." + }, + { + "left": "issue:43540", + "right": "issue:44560", + "accept": false, + "reason": "Different Qwen video-input failures with different symptoms and likely different code paths." + }, + { + "left": "issue:44062", + "right": "issue:44991", + "accept": false, + "reason": "Tokenizer AddedToken TypeError may be adjacent, but the reports do not clearly describe the same concrete bug." + }, + { + "left": "issue:43577", + "right": "issue:45072", + "accept": false, + "reason": "BLIP2 dtype propagation and SwitchTransformers/TimmWrapper dtype mismatch are different issues." + }, + { + "left": "issue:42175", + "right": "issue:44938", + "accept": false, + "reason": "Packaging/backend composition bug is unrelated to Python 3.14 import failure." + }, + { + "left": "issue:38175", + "right": "issue:44898", + "accept": false, + "reason": "Unexpected zero probabilities in SigLIP2 is unrelated to Perceiver interpolation failure." + }, + { + "left": "issue:43404", + "right": "issue:45987", + "accept": false, + "reason": "Mistral3 lm_head tying issue is unrelated to StaticCache return-type mismatch." + }, + { + "left": "issue:42175", + "right": "issue:44488", + "accept": false, + "reason": "TensorFlow backend packaging is unrelated to loading cjvt/sleng-bert." + }, + { + "left": "issue:45137", + "right": "issue:45405", + "accept": false, + "reason": "DeepSpeed ZeRO3 deque failure is unrelated to MIN_PEFT_VERSION metadata/versioning." + }, + { + "left": "issue:43906", + "right": "issue:45381", + "accept": false, + "reason": "A reproduction of a different issue is not the same as the Qwen2.5-VL video-position bug." + }, + { + "left": "issue:28282", + "right": "issue:34689", + "accept": false, + "reason": "PyTorch missing ImportError is unrelated to Llama 3.2 Vision loading breakage." + }, + { + "left": "issue:43742", + "right": "issue:44291", + "accept": false, + "reason": "MobileLLM key error is unrelated to init_empty_weights/_is_hf_initialized argument handling." + }, + { + "left": "issue:42915", + "right": "issue:43749", + "accept": false, + "reason": "Qwen3Moe loading is unrelated to FSDP_CPU_RAM_EFFICIENT_LOADING." + }, + { + "left": "issue:44737", + "right": "issue:45588", + "accept": false, + "reason": "XLNet CPU arange bug is unrelated to flash_attention s_aux handling." + }, + { + "left": "issue:43540", + "right": "issue:45823", + "accept": false, + "reason": "Different multimodal model/device issues with no clear shared bug." + }, + { + "left": "issue:43526", + "right": "issue:45479", + "accept": false, + "reason": "BeitImageProcessorFast label reduction bug is unrelated to sequence-classification zero-loss behavior." + }, + { + "left": "issue:43582", + "right": "issue:43782", + "accept": false, + "reason": "Apple Silicon allocator TypeError is unrelated to Qwen3VL weight_only loading error." + }, + { + "left": "issue:43756", + "right": "issue:45325", + "accept": false, + "reason": "Smollm3 RoPE-layer dropping and Qwen2.5-VL rope-index scaling are different bugs." + }, + { + "left": "issue:28282", + "right": "issue:29127", + "accept": false, + "reason": "Missing PyTorch ImportError is unrelated to LayoutLMv3 box-content error messaging." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The analysis stays grounded in the packet: it identifies a single clearly related Qwen video-input subgroup, chooses a plausible umbrella issue (44479), and keeps the rest of the soft-edge verdicts conservative rather than over-merging loosely similar reports. No mergeability concerns apply here." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 17, + "review_unit_index": 19, + "review_unit_count": 47, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-402", + "nodes": [ + "issue:24643", + "issue:29127", + "issue:34567", + "issue:36331", + "issue:41762", + "issue:43295", + "issue:43452", + "issue:43493", + "issue:43531", + "issue:43577", + "issue:43643", + "issue:43688", + "issue:43697", + "issue:43720", + "issue:43742", + "issue:43749", + "issue:43819", + "issue:43994", + "issue:44062", + "issue:44291", + "issue:44466", + "issue:44484", + "issue:44488", + "issue:44514", + "issue:44589", + "issue:44625", + "issue:44704", + "issue:44792", + "issue:44811", + "issue:44821", + "issue:44843", + "issue:44877", + "issue:44898", + "issue:44936", + "issue:44964", + "issue:45005", + "issue:45042", + "issue:45081", + "issue:45216", + "issue:45290", + "issue:45356", + "issue:45357", + "issue:45375", + "issue:45381", + "issue:45405", + "issue:45600", + "issue:45823", + "issue:45920" + ], + "soft_pairs": [ + "issue:43493|issue:43994", + "issue:34567|issue:36331", + "issue:44062|issue:45081", + "issue:44291|issue:44821", + "issue:45357|issue:45920", + "issue:43643|issue:45375", + "issue:43452|issue:44488", + "issue:44792|issue:44964", + "issue:45042|issue:45081", + "issue:43742|issue:44589", + "issue:43531|issue:44821", + "issue:45405|issue:45600", + "issue:43697|issue:45216", + "issue:43688|issue:43749", + "issue:44514|issue:45381", + "issue:43720|issue:44898", + "issue:44484|issue:44704", + "issue:41762|issue:44936", + "issue:24643|issue:29127", + "issue:44625|issue:44877", + "issue:44514|issue:45290", + "issue:43452|issue:43577", + "issue:43452|issue:44843", + "issue:44466|issue:45005", + "issue:43295|issue:45356", + "issue:43819|issue:44811", + "issue:44936|issue:45823" + ], + "prepared_review_unit_hash": "65bec09b74df99b97b9722ccc8d768fcab22409d6fd2eae224ab79e46a0a96e7", + "component_budget": { + "node_count": 402, + "item_count": 402, + "soft_pair_count": 1504, + "serialized_chars": 775933, + "estimated_input_tokens": 193984, + "estimated_eval_tokens": 388224 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 27, + "serialized_chars": 36186, + "estimated_input_tokens": 9047, + "estimated_eval_tokens": 18350 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly a loose collection of Transformers bug reports that share regression/loading/tokenizer language but not the same concrete failure. None of the soft edges look safe to merge as duplicates. The broadest current anchor is the open tokenizer regression in issue 45920.", + "confidence": 0.34, + "canonical_issue_reason": "Issue 45920 is the broadest, most current regression report in the set, spanning multiple model families and a shared tokenizer failure mode.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 45920 is the best global representative because it is open, high-signal, and covers a wider cross-model tokenizer regression than the more narrowly scoped reports.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43493", + "right": "issue:43994", + "accept": false, + "reason": "Both are SigLIP2-related, but one is an HF-vs-JAX implementation discrepancy and the other is a bad-output/pipeline issue. Different symptoms and likely different code paths." + }, + { + "left": "issue:34567", + "right": "issue:36331", + "accept": false, + "reason": "TrainerState token counting and CustomTrainer.compute_loss API breakage are unrelated trainer bugs." + }, + { + "left": "issue:44062", + "right": "issue:45081", + "accept": false, + "reason": "One is an AddedToken `special` argument collision; the other is a Mistral regex/backend tokenizer attribute crash. Same subsystem, different bug." + }, + { + "left": "issue:44291", + "right": "issue:44821", + "accept": false, + "reason": "`init_empty_weights`/_is_hf_initialized and loading AutoImageProcessor from URL are unrelated failure modes." + }, + { + "left": "issue:45357", + "right": "issue:45920", + "accept": false, + "reason": "Both involve Qwen/tokenizer regressions, but one is incorrect saved visual encoder keys and the other is wrong token IDs during tokenization. Not the same concrete bug." + }, + { + "left": "issue:43643", + "right": "issue:45375", + "accept": false, + "reason": "Both are config-field propagation/strictness issues, but they affect different models and different missing fields." + }, + { + "left": "issue:43452", + "right": "issue:44488", + "accept": false, + "reason": "GGUF loading breakage and a model-specific load failure are not the same underlying problem." + }, + { + "left": "issue:44792", + "right": "issue:44964", + "accept": false, + "reason": "Both are multimodal load/generate issues, but they target different models and different code paths." + }, + { + "left": "issue:45042", + "right": "issue:45081", + "accept": false, + "reason": "Image-processor torchvision dependency regression and Mistral tokenizer regex crash are unrelated." + }, + { + "left": "issue:43742", + "right": "issue:44589", + "accept": false, + "reason": "A key error on MobileLLM load and a Float8 storage lookup error are different loading failures." + }, + { + "left": "issue:43531", + "right": "issue:44821", + "accept": false, + "reason": "Qwen3-MoE sliding-window behavior and AutoImageProcessor URL loading are unrelated." + }, + { + "left": "issue:45405", + "right": "issue:45600", + "accept": false, + "reason": "One is an unreleased dependency version bump, the other is stale auto-mapping references. No shared bug." + }, + { + "left": "issue:43697", + "right": "issue:45216", + "accept": false, + "reason": "RTDetrV2 output drift and Qwen3.5 checkpoint serialization are separate regressions." + }, + { + "left": "issue:43688", + "right": "issue:43749", + "accept": false, + "reason": "Auxiliary-loss normalization and FSDP CPU RAM-efficient loading are different issues." + }, + { + "left": "issue:44514", + "right": "issue:45381", + "accept": false, + "reason": "Both are Qwen2.5-VL/Qwen chat-template style bugs, but one is batched apply_chat_template padding and the other is video vision_position_ids. Not the same concrete failure." + }, + { + "left": "issue:43720", + "right": "issue:44898", + "accept": false, + "reason": "BitNet packed-weight unpacking and Perceiver resolution handling are unrelated." + }, + { + "left": "issue:44484", + "right": "issue:44704", + "accept": false, + "reason": "save_pretrained shard size behavior and AutoProcessor kwarg forwarding are separate API issues." + }, + { + "left": "issue:41762", + "right": "issue:44936", + "accept": false, + "reason": "DeepSpeed ZeRO-3 load failure and trainer.evaluate-after-train behavior are unrelated." + }, + { + "left": "issue:24643", + "right": "issue:29127", + "accept": false, + "reason": "DeepSpeed training weight-shape error and LayoutLMv3 box validation messaging are not duplicates." + }, + { + "left": "issue:44625", + "right": "issue:44877", + "accept": false, + "reason": "Qwen3.5 num_labels propagation and strict config loading for granite_speech are different config bugs." + }, + { + "left": "issue:44514", + "right": "issue:45290", + "accept": false, + "reason": "Both hit apply_chat_template, but one is batched padding=False and the other is assistant tool-call messages with no content. Different edge cases." + }, + { + "left": "issue:43452", + "right": "issue:43577", + "accept": false, + "reason": "GGUF loading breakage and BLIP2 dtype propagation are unrelated." + }, + { + "left": "issue:43452", + "right": "issue:44843", + "accept": false, + "reason": "GGUF-from_pretrained failure and offline mistral regex patch behavior are different tokenizer/loading problems." + }, + { + "left": "issue:44466", + "right": "issue:45005", + "accept": false, + "reason": "Both mention tied weights in v5, but one is device-dependent serialization of lm_head.weight and the other is translation-model tied-weight issues. Similar area, not clearly the same bug." + }, + { + "left": "issue:43295", + "right": "issue:45356", + "accept": false, + "reason": "Processor/tokenizer regression and Kimi-K2.5 codec/mistral-regex regression are different tokenizer issues." + }, + { + "left": "issue:43819", + "right": "issue:44811", + "accept": false, + "reason": "DAC latent reconstruction mismatch and Whisper batch_decode special-token handling are unrelated." + }, + { + "left": "issue:44936", + "right": "issue:45823", + "accept": false, + "reason": "trainer.evaluate failure and Gemma4 device-map forward mismatch are separate runtime problems." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 17, + "review_unit_index": 20, + "review_unit_count": 47, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-402", + "nodes": [ + "issue:28282", + "issue:30064", + "issue:32090", + "issue:33357", + "issue:33666", + "issue:34567", + "issue:35141", + "issue:36010", + "issue:38175", + "issue:41720", + "issue:43122", + "issue:43278", + "issue:43295", + "issue:43452", + "issue:43504", + "issue:43531", + "issue:43550", + "issue:43577", + "issue:43643", + "issue:43646", + "issue:43653", + "issue:43688", + "issue:43697", + "issue:43720", + "issue:43742", + "issue:43749", + "issue:43906", + "issue:43927", + "issue:44361", + "issue:44442", + "issue:44451", + "issue:44464", + "issue:44479", + "issue:44554", + "issue:44561", + "issue:44568", + "issue:44610", + "issue:44625", + "issue:44743", + "issue:44821", + "issue:44843", + "issue:44977", + "issue:44991", + "issue:45440", + "issue:45588", + "issue:45701", + "issue:45704" + ], + "soft_pairs": [ + "issue:38175|issue:43295", + "issue:43653|issue:44568", + "issue:43653|issue:44361", + "issue:44361|issue:44442", + "issue:30064|issue:33666", + "issue:43643|issue:44561", + "issue:44464|issue:44743", + "issue:41720|issue:43906", + "issue:43688|issue:45440", + "issue:43688|issue:45704", + "issue:28282|issue:32090", + "issue:28282|issue:33357", + "issue:43577|issue:43697", + "issue:28282|issue:35141", + "issue:44843|issue:44991", + "issue:43646|issue:43749", + "issue:43688|issue:45701", + "issue:43653|issue:43927", + "issue:43531|issue:43742", + "issue:43550|issue:43927", + "issue:44464|issue:44977", + "issue:43550|issue:44361", + "issue:44479|issue:44625", + "issue:43122|issue:43906", + "issue:43577|issue:44554", + "issue:43577|issue:45588", + "issue:43504|issue:43720", + "issue:43504|issue:43550", + "issue:32090|issue:34567", + "issue:41720|issue:44464", + "issue:43504|issue:44610", + "issue:32090|issue:33666", + "issue:43452|issue:44451", + "issue:43742|issue:44821", + "issue:43278|issue:43688", + "issue:33666|issue:36010" + ], + "prepared_review_unit_hash": "3fd1233f82948697ab3814f1d84c4efa37218912a27db3db22e0b14b02110161", + "component_budget": { + "node_count": 402, + "item_count": 402, + "soft_pair_count": 1504, + "serialized_chars": 775933, + "estimated_input_tokens": 193984, + "estimated_eval_tokens": 388224 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 36, + "serialized_chars": 37895, + "estimated_input_tokens": 9474, + "estimated_eval_tokens": 19204 + }, + "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 bug reports, with a few loose tokenizer/model-loading regressions but no true duplicate pair among the soft edges. I would keep one concrete tokenizer regression as the representative issue, and there are no PRs to consider.", + "confidence": 0.84, + "canonical_issue_reason": "issue:43122 is a concrete, user-visible tokenizer regression with version-specific repro and inbound references, making it the cleanest representative issue in this set.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43122 is the strongest issue candidate because it is specific, already closed, and describes a reproducible version-to-version behavior change rather than a vague umbrella symptom.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:38175", + "right": "issue:43295", + "accept": false, + "reason": "Different failures: zero probabilities in SigLIP2 vs processor/tokenizer access regression in custom model code." + }, + { + "left": "issue:43653", + "right": "issue:44568", + "accept": false, + "reason": "Both are tokenizer-special-token bugs, but they affect different models and different symptoms/code paths." + }, + { + "left": "issue:43653", + "right": "issue:44361", + "accept": false, + "reason": "BigBird special-token decode issue vs MLukeTokenizer AttributeError; not the same bug." + }, + { + "left": "issue:44361", + "right": "issue:44442", + "accept": false, + "reason": "Tokenizer AttributeError on tasks vs AutoTokenizer failing to load a specific tokenizer class; different root causes." + }, + { + "left": "issue:30064", + "right": "issue:33666", + "accept": false, + "reason": "Image processor segmentation-map handling and Qwen2-VL multi-GPU training are unrelated." + }, + { + "left": "issue:43643", + "right": "issue:44561", + "accept": false, + "reason": "Both touch trust_remote_code/v5 behavior, but one is missing config fields and the other is a removed utility breaking models." + }, + { + "left": "issue:44464", + "right": "issue:44743", + "accept": false, + "reason": "Chunked generation with compiled forward is a different code path from recurrent-state reset in modular Qwen3.5." + }, + { + "left": "issue:41720", + "right": "issue:43906", + "accept": false, + "reason": "Different CUDA/Qwen3 device-mapping crash versus an isolated reproduction of another issue; no concrete same defect." + }, + { + "left": "issue:43688", + "right": "issue:45440", + "accept": false, + "reason": "Both involve MoE models, but one is auxiliary-loss normalization and the other is a remote/native implementation divergence." + }, + { + "left": "issue:43688", + "right": "issue:45704", + "accept": false, + "reason": "Auxiliary-loss normalization and an apex RMSNorm memory leak are unrelated bugs." + }, + { + "left": "issue:28282", + "right": "issue:32090", + "accept": false, + "reason": "Missing PyTorch import vs NoneType passed to gpu broadcast are distinct runtime errors." + }, + { + "left": "issue:28282", + "right": "issue:33357", + "accept": false, + "reason": "PyTorch-not-found import error and MacOS bus error on CLIP are different failures." + }, + { + "left": "issue:43577", + "right": "issue:43697", + "accept": false, + "reason": "BLIP-2 dtype propagation and RTDetrV2 output drift are different model-specific issues." + }, + { + "left": "issue:28282", + "right": "issue:35141", + "accept": false, + "reason": "ImportError from missing torch and embedding reinitialization after resize are unrelated." + }, + { + "left": "issue:44843", + "right": "issue:44991", + "accept": false, + "reason": "Offline hub lookup bug and tokenizer load failure for a specific model are different problems." + }, + { + "left": "issue:43646", + "right": "issue:43749", + "accept": false, + "reason": "Custom model initialization breakage is not the same as FSDP RAM-efficient loading failure." + }, + { + "left": "issue:43688", + "right": "issue:45701", + "accept": false, + "reason": "Auxiliary-loss normalization and broad tokenization changes are not the same underlying bug." + }, + { + "left": "issue:43653", + "right": "issue:43927", + "accept": false, + "reason": "BigBird special-token registration and DiaConfig custom token-ID loss are both tokenizer/config issues, but they are separate code paths." + }, + { + "left": "issue:43531", + "right": "issue:43742", + "accept": false, + "reason": "Qwen3-MoE sliding-window behavior and MobileLLM loading key error are unrelated." + }, + { + "left": "issue:43550", + "right": "issue:43927", + "accept": false, + "reason": "torch.compile/SDPA failure in Bamba is unrelated to DiaConfig token-ID persistence." + }, + { + "left": "issue:44464", + "right": "issue:44977", + "accept": false, + "reason": "Compiled-forward chunked generation and flash-attention generation regression are different execution paths." + }, + { + "left": "issue:43550", + "right": "issue:44361", + "accept": false, + "reason": "Model compile/SDPA failure and tokenizer AttributeError are unrelated." + }, + { + "left": "issue:44479", + "right": "issue:44625", + "accept": false, + "reason": "Video-input regression in Qwen VL models and num_labels propagation are different bugs." + }, + { + "left": "issue:43122", + "right": "issue:43906", + "accept": false, + "reason": "Tokenizer behavior change across versions is not the same as an isolated reproduction of another issue." + }, + { + "left": "issue:43577", + "right": "issue:44554", + "accept": false, + "reason": "BLIP-2 dtype mismatch and MPS attention correctness are different issues." + }, + { + "left": "issue:43577", + "right": "issue:45588", + "accept": false, + "reason": "BLIP-2 dtype propagation and flash_attention crashing on s_aux=None are unrelated." + }, + { + "left": "issue:43504", + "right": "issue:43720", + "accept": false, + "reason": "BEiT legacy-field loading and BitNet packed-weight loading are different loaders and bugs." + }, + { + "left": "issue:32090", + "right": "issue:34567", + "accept": false, + "reason": "gpu_broadcast NoneType failure and TrainerState token counter not updating are unrelated trainer issues." + }, + { + "left": "issue:41720", + "right": "issue:44464", + "accept": false, + "reason": "Qwen3 auto device-mapping CUDA assert and compiled-forward generation inconsistency are different failures." + }, + { + "left": "issue:43504", + "right": "issue:44610", + "accept": false, + "reason": "BEiT preset loading bug and OmDet processor size mismatch are unrelated." + }, + { + "left": "issue:32090", + "right": "issue:33666", + "accept": false, + "reason": "NoneType broadcast crash and Qwen2-VL multi-GPU training are not the same bug." + }, + { + "left": "issue:43452", + "right": "issue:44451", + "accept": false, + "reason": "gguf_file loading breakage and ScandiBERT tokenizer loading failure are different model-loading problems." + }, + { + "left": "issue:43742", + "right": "issue:44821", + "accept": false, + "reason": "MobileLLM key error and AutoImageProcessor URL loading failure are unrelated." + }, + { + "left": "issue:43278", + "right": "issue:43688", + "accept": false, + "reason": "Embedding dtype drift during evaluate and auxiliary-loss normalization in MoE models are different bugs." + }, + { + "left": "issue:33666", + "right": "issue:36010", + "accept": false, + "reason": "Qwen2-VL multi-GPU training and GenerationMixin import failure are unrelated." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 17, + "review_unit_index": 21, + "review_unit_count": 47, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-402", + "nodes": [ + "issue:28218", + "issue:33357", + "issue:33666", + "issue:36331", + "issue:39692", + "issue:43257", + "issue:43262", + "issue:43278", + "issue:43295", + "issue:43299", + "issue:43334", + "issue:43493", + "issue:43504", + "issue:43525", + "issue:43540", + "issue:43572", + "issue:43606", + "issue:43646", + "issue:43720", + "issue:43756", + "issue:43824", + "issue:43825", + "issue:43844", + "issue:43927", + "issue:44291", + "issue:44361", + "issue:44466", + "issue:44488", + "issue:44568", + "issue:44589", + "issue:44625", + "issue:44843", + "issue:44849", + "issue:44913", + "issue:44964", + "issue:44977", + "issue:45083", + "issue:45200", + "issue:45229", + "issue:45357", + "issue:45405", + "issue:45520", + "issue:45584", + "issue:45759", + "issue:45803", + "issue:45812", + "issue:45823", + "issue:45987" + ], + "soft_pairs": [ + "issue:43493|issue:43825", + "issue:44849|issue:45357", + "issue:43606|issue:43927", + "issue:43720|issue:43927", + "issue:44568|issue:45812", + "issue:43525|issue:43572", + "issue:43262|issue:43295", + "issue:43756|issue:44913", + "issue:43720|issue:44361", + "issue:28218|issue:33357", + "issue:33666|issue:36331", + "issue:39692|issue:43493", + "issue:43540|issue:44977", + "issue:43493|issue:43844", + "issue:44964|issue:45405", + "issue:43334|issue:43572", + "issue:45803|issue:45987", + "issue:43278|issue:43844", + "issue:44625|issue:45584", + "issue:43756|issue:45083", + "issue:43257|issue:43299", + "issue:43334|issue:45759", + "issue:45200|issue:45229", + "issue:44488|issue:44843", + "issue:43824|issue:44589", + "issue:39692|issue:43295", + "issue:43646|issue:44466", + "issue:45229|issue:45823", + "issue:43504|issue:43606", + "issue:43572|issue:44291", + "issue:44589|issue:45520", + "issue:33357|issue:33666", + "issue:43927|issue:44361" + ], + "prepared_review_unit_hash": "cc25bde8a33c12270186dcebb87ba6c7702eb5bf14f281675d87420cddb2cc12", + "component_budget": { + "node_count": 402, + "item_count": 402, + "soft_pair_count": 1504, + "serialized_chars": 775933, + "estimated_input_tokens": 193984, + "estimated_eval_tokens": 388224 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 33, + "serialized_chars": 37873, + "estimated_input_tokens": 9469, + "estimated_eval_tokens": 19194 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The set is mostly a collection of unrelated Transformers issues, with only loose thematic overlap around v5/model-loading regressions. I found no soft pair that is clearly the same underlying bug or change, so all candidate duplicate edges are rejected.", + "confidence": 0.36, + "canonical_issue_reason": "issue:45812 is the broadest open, user-facing regression here with multiple inbound references and a concrete tokenizer failure; it is the best anchor if one issue must represent the set.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45812 has the clearest repro-oriented bug report, the widest apparent impact, and active community signal, making it the strongest standalone issue in this batch.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43493", + "right": "issue:43825", + "accept": false, + "reason": "Different subsystems: SigLIP2 implementation discrepancy vs pipeline translation-task error messaging." + }, + { + "left": "issue:44849", + "right": "issue:45357", + "accept": false, + "reason": "Same model family but different bugs: output_hidden_states behavior vs save_pretrained visual-key serialization." + }, + { + "left": "issue:43606", + "right": "issue:43927", + "accept": false, + "reason": "CPU offload device mismatch is unrelated to DiaConfig custom token ID persistence." + }, + { + "left": "issue:43720", + "right": "issue:43927", + "accept": false, + "reason": "Packed-weight unpacking during accelerate loading is a different code path from config token-ID loss." + }, + { + "left": "issue:44568", + "right": "issue:45812", + "accept": false, + "reason": "Both are tokenizer regressions, but on different models and symptoms; not the same concrete bug." + }, + { + "left": "issue:43525", + "right": "issue:43572", + "accept": false, + "reason": "Both mention missing pad-token fields after v5, but they affect different config classes and attributes." + }, + { + "left": "issue:43262", + "right": "issue:43295", + "accept": false, + "reason": "Audio chat-template sampling-rate defaulting is unrelated to processor.tokenizer / image-passing regression." + }, + { + "left": "issue:43756", + "right": "issue:44913", + "accept": false, + "reason": "RoPE-layer count mismatch and rotary_pct reload persistence are different bugs in different model families." + }, + { + "left": "issue:43720", + "right": "issue:44361", + "accept": false, + "reason": "Accelerate packed-weight loading bug is unrelated to MLukeTokenizer task AttributeError." + }, + { + "left": "issue:28218", + "right": "issue:33357", + "accept": false, + "reason": "Tokenizer spacing bug and Mac bus error on CLIP are clearly unrelated." + }, + { + "left": "issue:33666", + "right": "issue:36331", + "accept": false, + "reason": "Multi-GPU training discussion vs CustomTrainer signature mismatch; different problem areas." + }, + { + "left": "issue:39692", + "right": "issue:43493", + "accept": false, + "reason": "Docs/example errors are not the same as a model implementation discrepancy." + }, + { + "left": "issue:43540", + "right": "issue:44977", + "accept": false, + "reason": "Video input processing failure and flash-attention generation bug are different code paths." + }, + { + "left": "issue:43493", + "right": "issue:43844", + "accept": false, + "reason": "SigLIP2 JAX-vs-HF discrepancy is unrelated to ZeRO-3 gradient growth." + }, + { + "left": "issue:44964", + "right": "issue:45405", + "accept": false, + "reason": "Model loading failure vs unreleased dependency version bump; not duplicate bugs." + }, + { + "left": "issue:43334", + "right": "issue:43572", + "accept": false, + "reason": "Both are pad-token related, but different model/config regressions and not one concrete issue." + }, + { + "left": "issue:45803", + "right": "issue:45987", + "accept": false, + "reason": "Bare except swallowing errors in Fuyu is unrelated to StaticCache returning the wrong type." + }, + { + "left": "issue:43278", + "right": "issue:43844", + "accept": false, + "reason": "Embedding dtype drift during eval is unrelated to gradient explosion with ZeRO-3." + }, + { + "left": "issue:44625", + "right": "issue:45584", + "accept": false, + "reason": "Qwen3.5 num_labels propagation and Whisper empty-transcription handling are unrelated." + }, + { + "left": "issue:43756", + "right": "issue:45083", + "accept": false, + "reason": "Different RoPE/length-calculation problems in different models; not the same bug." + }, + { + "left": "issue:43257", + "right": "issue:43299", + "accept": false, + "reason": "Both involve Qwen MoE loading, but one is accelerate/deepspeed weight conversion and the other is a different Qwen3VL loading regression." + }, + { + "left": "issue:43334", + "right": "issue:45759", + "accept": false, + "reason": "Missing pad_token_id in Qwen3-VL config is unrelated to AutoModelForCausalLM.from_config not unwrapping text_config." + }, + { + "left": "issue:45200", + "right": "issue:45229", + "accept": false, + "reason": "Text-only mm_token_type_ids defaulting is unrelated to multi-GPU inference OOM." + }, + { + "left": "issue:44488", + "right": "issue:44843", + "accept": false, + "reason": "Model load failure and offline model_info() behavior are different bugs; same broad area only." + }, + { + "left": "issue:44589", + "right": "issue:45520", + "accept": false, + "reason": "Float8 storage lookup failure is unrelated to flash_attn import KeyError on Python 3.13." + }, + { + "left": "issue:43824", + "right": "issue:44589", + "accept": false, + "reason": "Importing a missing class and storage-object lookup failures are unrelated." + }, + { + "left": "issue:39692", + "right": "issue:43295", + "accept": false, + "reason": "Documentation example problems are unrelated to the processor.tokenizer regression." + }, + { + "left": "issue:43646", + "right": "issue:44466", + "accept": false, + "reason": "Custom model initialization breakage is a different issue from device-dependent lm_head serialization." + }, + { + "left": "issue:45229", + "right": "issue:45823", + "accept": false, + "reason": "CUDA OOM during inference and device mismatch in forward are different failure modes." + }, + { + "left": "issue:43504", + "right": "issue:43606", + "accept": false, + "reason": "Legacy-field pretrained load failure is unrelated to CPU offload device mismatch." + }, + { + "left": "issue:43572", + "right": "issue:44291", + "accept": false, + "reason": "Missing pad_token_idx is unrelated to init_empty_weights receiving an unexpected argument." + }, + { + "left": "issue:44589", + "right": "issue:45520", + "accept": false, + "reason": "Unrelated failures: float8 storage lookup vs missing flash_attn import key." + }, + { + "left": "issue:33357", + "right": "issue:33666", + "accept": false, + "reason": "MacOS bus error on a CLIP model and Qwen2-VL multi-GPU training are unrelated." + }, + { + "left": "issue:43927", + "right": "issue:44361", + "accept": false, + "reason": "DiaConfig token-ID loss and MLukeTokenizer task AttributeError are separate bugs." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 17, + "review_unit_index": 22, + "review_unit_count": 47, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-402", + "nodes": [ + "issue:15354", + "issue:28218", + "issue:29942", + "issue:30333", + "issue:34567", + "issue:37428", + "issue:38175", + "issue:42490", + "issue:43232", + "issue:43278", + "issue:43295", + "issue:43493", + "issue:43504", + "issue:43540", + "issue:43575", + "issue:43582", + "issue:43606", + "issue:43653", + "issue:43696", + "issue:43701", + "issue:43844", + "issue:43957", + "issue:43994", + "issue:44112", + "issue:44315", + "issue:44423", + "issue:44464", + "issue:44493", + "issue:44521", + "issue:44554", + "issue:44610", + "issue:44734", + "issue:44792", + "issue:44849", + "issue:44964", + "issue:44977", + "issue:45072", + "issue:45084", + "issue:45198", + "issue:45200", + "issue:45290", + "issue:45356", + "issue:45405", + "issue:45446", + "issue:45520", + "issue:45584", + "issue:45823" + ], + "soft_pairs": [ + "issue:44423|issue:44734", + "issue:43504|issue:43653", + "issue:44464|issue:45584", + "issue:43606|issue:44112", + "issue:43994|issue:44493", + "issue:43575|issue:45405", + "issue:43278|issue:43701", + "issue:44792|issue:45405", + "issue:44521|issue:45290", + "issue:29942|issue:30333", + "issue:42490|issue:43696", + "issue:43844|issue:44964", + "issue:28218|issue:34567", + "issue:44554|issue:45446", + "issue:45084|issue:45520", + "issue:43582|issue:44977", + "issue:43540|issue:45200", + "issue:15354|issue:38175", + "issue:43232|issue:44849", + "issue:45072|issue:45198", + "issue:37428|issue:43957", + "issue:45200|issue:45823", + "issue:44315|issue:44849", + "issue:43493|issue:43701", + "issue:43295|issue:44610", + "issue:44554|issue:45356" + ], + "prepared_review_unit_hash": "d06800b383e02227a032c9c1c493ff61edc5f94c3d92becc84103a06ba8228c0", + "component_budget": { + "node_count": 402, + "item_count": 402, + "soft_pair_count": 1504, + "serialized_chars": 775933, + "estimated_input_tokens": 193984, + "estimated_eval_tokens": 388224 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 26, + "serialized_chars": 34964, + "estimated_input_tokens": 8741, + "estimated_eval_tokens": 17738 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The set is heterogeneous: the soft pairs mostly share only broad subsystem vocabulary (generation, loading, tokenizers, CI, multimodal), but not the same concrete bug or change. I would not merge any of the proposed soft edges, and there is no single canonical issue/PR for the whole set.", + "confidence": 0.91, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": null, + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44423", + "right": "issue:44734", + "accept": false, + "reason": "Both are serving-related crashes, but one is a multimodal `'str'.to` error and the other is KV-cache continuation indexing; different failure modes and code paths." + }, + { + "left": "issue:43504", + "right": "issue:43653", + "accept": false, + "reason": "Both mention loading/token handling, but BEiT legacy-field loading and BigBirdTokenizer mask-token registration are unrelated bugs." + }, + { + "left": "issue:44464", + "right": "issue:45584", + "accept": false, + "reason": "Both involve generation, but chunked generation with compiled forward and empty-transcription whisper failure after token alignment are different issues." + }, + { + "left": "issue:43606", + "right": "issue:44112", + "accept": false, + "reason": "Both are CI failures, but CPU offload device mismatch in bark-small and a stale GraniteSpeech device-override test are not the same bug." + }, + { + "left": "issue:43994", + "right": "issue:44493", + "accept": false, + "reason": "SigLIP2 nonsensical outputs and generic 'unexpected key with position id' regressions are too different in symptom and likely root cause." + }, + { + "left": "issue:43575", + "right": "issue:45405", + "accept": false, + "reason": "Qwen2 TP OOM and a PEFT version bump/release issue are unrelated; one is memory pressure, the other dependency metadata." + }, + { + "left": "issue:43278", + "right": "issue:43701", + "accept": false, + "reason": "One is embedding dtype changing between train/eval, the other is a resume_from_checkpoint key mismatch; no shared underlying defect." + }, + { + "left": "issue:44792", + "right": "issue:45405", + "accept": false, + "reason": "A Janus image-generation test failure and a missing released PEFT version are unrelated." + }, + { + "left": "issue:44521", + "right": "issue:45290", + "accept": false, + "reason": "Both concern chat/template processing, but all-zero assistant masks for multimodal inputs and tool-call assistant messages with no content are distinct edge cases." + }, + { + "left": "issue:29942", + "right": "issue:30333", + "accept": false, + "reason": "Flash Attention 2 test failures and MLflow not being reported after job failure are different CI/training issues with different surfaces." + }, + { + "left": "issue:42490", + "right": "issue:43696", + "accept": false, + "reason": "Local-path import warnings and GPT-oss CUDA OOM are unrelated; one is path handling, the other memory exhaustion." + }, + { + "left": "issue:43844", + "right": "issue:44964", + "accept": false, + "reason": "Gradient growth with HfDeepSpeedConfig/ZeRO-3 and inability to load Phi-4 multimodal are different model/runtime problems." + }, + { + "left": "issue:28218", + "right": "issue:34567", + "accept": false, + "reason": "Tokenizer added-space behavior and TrainerState token counting are both token-related but not the same bug." + }, + { + "left": "issue:44554", + "right": "issue:45446", + "accept": false, + "reason": "MPS attention correctness when head dims differ and a PyTorch version check for AuxRequest import are unrelated." + }, + { + "left": "issue:45084", + "right": "issue:45520", + "accept": false, + "reason": "Non-template node compilation error and flash_attn import key error on Python 3.13 are different failure modes." + }, + { + "left": "issue:43582", + "right": "issue:44977", + "accept": false, + "reason": "Apple Silicon warmup TypeError and Qwen3.5 flash-attention generation bugs are separate platform/model-specific issues." + }, + { + "left": "issue:43540", + "right": "issue:45200", + "accept": false, + "reason": "Qwen3OmniMoe video-processing ValueError and Gemma 4 mm_token_type_ids defaulting are different multimodal input problems." + }, + { + "left": "issue:15354", + "right": "issue:38175", + "accept": false, + "reason": "TorchScript export GeneratorExp limitation and SigLIP2 zero probabilities are unrelated model/runtime bugs." + }, + { + "left": "issue:43232", + "right": "issue:44849", + "accept": false, + "reason": "Generation kwargs update after sync_gpus and Qwen3.5 hidden_states output bug are distinct generation path issues." + }, + { + "left": "issue:45072", + "right": "issue:45198", + "accept": false, + "reason": "bfloat16 dtype mismatches in inference and Wav2Vec2 save/tokenization failures do not look like one underlying bug." + }, + { + "left": "issue:37428", + "right": "issue:43957", + "accept": false, + "reason": "Missing flash_supports_window_size import and meta-device loading regressions are both loading-related but clearly different problems." + }, + { + "left": "issue:45200", + "right": "issue:45823", + "accept": false, + "reason": "Gemma 4 token type ids defaulting and Gemma4 PLE device mismatch are separate issues in the same model family, not the same code-path defect." + }, + { + "left": "issue:44315", + "right": "issue:44849", + "accept": false, + "reason": "Liger Kernel not applied with model_init and Qwen3.5 hidden_states output bug are unrelated training/model behavior issues." + }, + { + "left": "issue:43493", + "right": "issue:43701", + "accept": false, + "reason": "SigLIP2 implementation discrepancy and resume checkpoint key mismatch are different classes of bug with no clear shared root cause." + }, + { + "left": "issue:43295", + "right": "issue:44610", + "accept": false, + "reason": "processor.tokenizer regression with images and OmDet-Turbo input-size mismatch are both multimodal, but not the same defect." + }, + { + "left": "issue:44554", + "right": "issue:45356", + "accept": false, + "reason": "MPS attention correctness and Kimi-K2.5 tokenizer regression are unrelated subsystems." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 17, + "review_unit_index": 23, + "review_unit_count": 47, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-402", + "nodes": [ + "issue:28218", + "issue:35141", + "issue:37428", + "issue:38175", + "issue:42490", + "issue:42915", + "issue:43262", + "issue:43278", + "issue:43295", + "issue:43334", + "issue:43388", + "issue:43450", + "issue:43493", + "issue:43525", + "issue:43526", + "issue:43572", + "issue:43575", + "issue:43653", + "issue:43819", + "issue:43824", + "issue:43827", + "issue:43844", + "issue:43856", + "issue:43873", + "issue:43901", + "issue:43957", + "issue:43975", + "issue:44112", + "issue:44206", + "issue:44442", + "issue:44466", + "issue:44514", + "issue:44521", + "issue:44610", + "issue:44792", + "issue:44857", + "issue:44898", + "issue:44936", + "issue:44987", + "issue:45083", + "issue:45127", + "issue:45198", + "issue:45200", + "issue:45245", + "issue:45325", + "issue:45412", + "issue:45563", + "issue:45584" + ], + "soft_pairs": [ + "issue:44898|issue:45412", + "issue:44466|issue:45127", + "issue:44792|issue:45563", + "issue:43572|issue:44987", + "issue:37428|issue:43824", + "issue:43572|issue:43957", + "issue:45200|issue:45325", + "issue:43844|issue:44936", + "issue:43295|issue:43450", + "issue:43334|issue:43525", + "issue:43824|issue:43975", + "issue:43295|issue:43873", + "issue:43388|issue:43526", + "issue:38175|issue:45412", + "issue:42915|issue:43824", + "issue:38175|issue:43493", + "issue:44514|issue:44521", + "issue:44442|issue:45198", + "issue:28218|issue:35141", + "issue:43278|issue:43856", + "issue:42490|issue:43493", + "issue:43653|issue:44112", + "issue:43827|issue:43901", + "issue:43450|issue:43575", + "issue:44206|issue:45584", + "issue:45127|issue:45245", + "issue:43819|issue:45083", + "issue:43819|issue:44112", + "issue:43262|issue:43450", + "issue:44610|issue:44857" + ], + "prepared_review_unit_hash": "b1a9777f9f32995f9da20c3e439b814cbffbc68b1237895b0de7bd0bf24a934b", + "component_budget": { + "node_count": 402, + "item_count": 402, + "soft_pair_count": 1504, + "serialized_chars": 775933, + "estimated_input_tokens": 193984, + "estimated_eval_tokens": 388224 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 30, + "serialized_chars": 36950, + "estimated_input_tokens": 9238, + "estimated_eval_tokens": 18732 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is heterogeneous: the soft pairs share only broad subsystem similarity, not the same underlying bug or change, so I would not merge any of them as duplicates.", + "confidence": 0.94, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": "issue:44521 is the most central/active report in the set, but the overall cluster is too diverse for it to serve as a true duplicate canonical.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44898", + "right": "issue:45412", + "accept": false, + "reason": "Different bugs: one is a Perceiver positional-encoding failure, the other is an RT-DETR memory release problem." + }, + { + "left": "issue:44466", + "right": "issue:45127", + "accept": false, + "reason": "Both involve weight serialization/collapse, but the failures are on different code paths and model behaviors." + }, + { + "left": "issue:44792", + "right": "issue:45563", + "accept": false, + "reason": "A failed Janus image-generation test and a stale paged-generate warning are unrelated symptoms." + }, + { + "left": "issue:43572", + "right": "issue:44987", + "accept": false, + "reason": "Both are load-time regressions, but one is about missing pad token metadata and the other about a specific model load failure." + }, + { + "left": "issue:37428", + "right": "issue:43824", + "accept": false, + "reason": "Importing a missing flash-attention helper is unrelated to a missing Qwen2.5-VL class export." + }, + { + "left": "issue:43572", + "right": "issue:43957", + "accept": false, + "reason": "Missing pad token metadata and meta-device loading failures are different model-loading bugs." + }, + { + "left": "issue:45200", + "right": "issue:45325", + "accept": false, + "reason": "Gemma mm_token_type_ids defaults and Qwen2.5-VL rope-index scaling are separate multimodal issues." + }, + { + "left": "issue:43844", + "right": "issue:44936", + "accept": false, + "reason": "Training gradient instability with ZeRO-3 is unrelated to trainer.evaluate() failing after train()." + }, + { + "left": "issue:43295", + "right": "issue:43450", + "accept": false, + "reason": "Both concern processor behavior, but one is a regression around processor.tokenizer/images and the other is batched video output shape." + }, + { + "left": "issue:43334", + "right": "issue:43525", + "accept": false, + "reason": "Different configs with the same missing-field symptom; the underlying model code paths are not the same." + }, + { + "left": "issue:43824", + "right": "issue:43975", + "accept": false, + "reason": "An import/export regression and a detokenization bug are not the same underlying issue." + }, + { + "left": "issue:43295", + "right": "issue:43873", + "accept": false, + "reason": "A regression in custom processor usage is unrelated to quantized offloading behavior." + }, + { + "left": "issue:43388", + "right": "issue:43526", + "accept": false, + "reason": "Both affect labels, but one is metric gathering and the other is BeitImageProcessorFast label reduction." + }, + { + "left": "issue:38175", + "right": "issue:45412", + "accept": false, + "reason": "SigLIP2 zero-probabilities and RT-DETR memory cleanup are unrelated model bugs." + }, + { + "left": "issue:42915", + "right": "issue:43824", + "accept": false, + "reason": "Qwen3Moe FP8 failures and a missing VL class import are different issues." + }, + { + "left": "issue:38175", + "right": "issue:43493", + "accept": false, + "reason": "SigLIP2 implementation discrepancy and a different model's JAX/HF discrepancy are not the same bug." + }, + { + "left": "issue:44514", + "right": "issue:44521", + "accept": false, + "reason": "Both touch Qwen2_5_VLProcessor.apply_chat_template, but one is a batched padding crash and the other is incorrect assistant masks." + }, + { + "left": "issue:44442", + "right": "issue:45198", + "accept": false, + "reason": "Different tokenizer failures in different models; no shared concrete code-path bug is evident." + }, + { + "left": "issue:28218", + "right": "issue:35141", + "accept": false, + "reason": "Tokenizer spacing after added tokens and embedding reinitialization on resize are unrelated." + }, + { + "left": "issue:43278", + "right": "issue:43856", + "accept": false, + "reason": "A dtype change in evaluation and Qwen3 MoE memory usage are separate training-time problems." + }, + { + "left": "issue:42490", + "right": "issue:43493", + "accept": false, + "reason": "Local-path trailing-slash import warnings and SigLIP2 implementation discrepancies are unrelated." + }, + { + "left": "issue:43653", + "right": "issue:44112", + "accept": false, + "reason": "A tokenizer special-token registration bug and a stale CI device-override test are not the same issue." + }, + { + "left": "issue:43827", + "right": "issue:43901", + "accept": false, + "reason": "Both are docs-related, but they refer to different pipeline deprecations and different API behavior." + }, + { + "left": "issue:43450", + "right": "issue:43575", + "accept": false, + "reason": "Batched video processor shape bugs and Qwen2-57B TP OOM are unrelated." + }, + { + "left": "issue:44206", + "right": "issue:45584", + "accept": false, + "reason": "An unsupported feature-extractor argument and a Whisper empty-transcription regression are different bugs." + }, + { + "left": "issue:45127", + "right": "issue:45245", + "accept": false, + "reason": "LoRA merging with extended vocab and a categorical limit runtime error have no common underlying code path." + }, + { + "left": "issue:43819", + "right": "issue:45083", + "accept": false, + "reason": "Two different helper functions in qwen3_omni_moe are involved, so these are not the same defect." + }, + { + "left": "issue:43819", + "right": "issue:44112", + "accept": false, + "reason": "A DAC latent/STE mismatch and a GraniteSpeech CI test issue are unrelated." + }, + { + "left": "issue:43262", + "right": "issue:43450", + "accept": false, + "reason": "Audio apply_chat_template sampling-rate defaults and batched video shape outputs are separate processor bugs." + }, + { + "left": "issue:44610", + "right": "issue:44857", + "accept": false, + "reason": "OmDet-Turbo image-size mismatch and LwDetrImageLoss AMP/CUDA failure are different model-specific problems." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 17, + "review_unit_index": 24, + "review_unit_count": 47, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-402", + "nodes": [ + "issue:29127", + "issue:29942", + "issue:32090", + "issue:37428", + "issue:38175", + "issue:39692", + "issue:42490", + "issue:43278", + "issue:43335", + "issue:43425", + "issue:43504", + "issue:43526", + "issue:43550", + "issue:43606", + "issue:43611", + "issue:43653", + "issue:43720", + "issue:43819", + "issue:43825", + "issue:43854", + "issue:43931", + "issue:44112", + "issue:44206", + "issue:44292", + "issue:44351", + "issue:44360", + "issue:44448", + "issue:44462", + "issue:44493", + "issue:44561", + "issue:44743", + "issue:44779", + "issue:44855", + "issue:44857", + "issue:44977", + "issue:45072", + "issue:45083", + "issue:45200", + "issue:45229", + "issue:45290", + "issue:45310", + "issue:45381", + "issue:45478", + "issue:45520", + "issue:45588", + "issue:45593", + "issue:45823", + "issue:45859" + ], + "soft_pairs": [ + "issue:37428|issue:43425", + "issue:43335|issue:43550", + "issue:43606|issue:45083", + "issue:45290|issue:45381", + "issue:44448|issue:44743", + "issue:44857|issue:45593", + "issue:45200|issue:45588", + "issue:44360|issue:44561", + "issue:43278|issue:43825", + "issue:37428|issue:44351", + "issue:29942|issue:32090", + "issue:43611|issue:43931", + "issue:44206|issue:45823", + "issue:39692|issue:43526", + "issue:43335|issue:43653", + "issue:43819|issue:44493", + "issue:43550|issue:44112", + "issue:43335|issue:43504", + "issue:44855|issue:45083", + "issue:45310|issue:45478", + "issue:43335|issue:45083", + "issue:29127|issue:32090", + "issue:45588|issue:45859", + "issue:39692|issue:44493", + "issue:44292|issue:45520", + "issue:44448|issue:44779", + "issue:38175|issue:44493", + "issue:43335|issue:45072", + "issue:44462|issue:44561", + "issue:43720|issue:44112", + "issue:44561|issue:44779", + "issue:43335|issue:44112", + "issue:44977|issue:45229", + "issue:42490|issue:43854" + ], + "prepared_review_unit_hash": "f82bb94aa980ddac020333cb79f8fa90141d7603f2ea2d472a11c38b12ea8eb4", + "component_budget": { + "node_count": 402, + "item_count": 402, + "soft_pair_count": 1504, + "serialized_chars": 775933, + "estimated_input_tokens": 193984, + "estimated_eval_tokens": 388224 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 34, + "serialized_chars": 37857, + "estimated_input_tokens": 9465, + "estimated_eval_tokens": 19186 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is still mostly heterogeneous. The only clear duplicate pair is the Qwen3.5 MoE `from_pretrained` report: issue:45310 and issue:45478 share the same title and underlying failure mode, with 45310 being the earlier, more detailed report and 45478 a later repost.", + "confidence": 0.94, + "canonical_issue_reason": "issue:45310 is the better canonical issue because it is earlier and has the longer, more detailed report for the same Qwen3.5 MoE `from_pretrained` error; issue:45478 appears to be a later repost with the same title.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45310 is the strongest issue candidate overall for the duplicate cluster because it most clearly captures the underlying bug and predates issue:45478, which looks like a shorter follow-up repost.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:37428", + "right": "issue:43425", + "accept": false, + "reason": "Both are runtime/compatibility failures, but they point to different missing-symbol vs. torch-version problems." + }, + { + "left": "issue:43335", + "right": "issue:43550", + "accept": false, + "reason": "SwitchTransformers sparse-layer initialization and Bamba torch.compile/SDPA failures are different code paths." + }, + { + "left": "issue:43606", + "right": "issue:45083", + "accept": false, + "reason": "Bark CPU-offload device mismatch is unrelated to the qwen3_omni_moe feature-length helper bug." + }, + { + "left": "issue:45290", + "right": "issue:45381", + "accept": false, + "reason": "Chat-template tool-call handling and Qwen2.5-VL video position IDs are distinct issues." + }, + { + "left": "issue:44448", + "right": "issue:44743", + "accept": false, + "reason": "Pegasus output drift and Qwen3.5 recurrent-state reset are separate model regressions." + }, + { + "left": "issue:44857", + "right": "issue:45593", + "accept": false, + "reason": "LwDetr AMP/CUDA crash is not the same as D-FINE's missing auxiliary losses when denoising is off." + }, + { + "left": "issue:45200", + "right": "issue:45588", + "accept": false, + "reason": "Gemma 4 token-type defaults and flash_attention `s_aux=None` crashes are different failures." + }, + { + "left": "issue:44360", + "right": "issue:44561", + "accept": false, + "reason": "DSA indexer activation behavior and removal of `is_torch_fx_available` breaking remote-code models are unrelated." + }, + { + "left": "issue:43278", + "right": "issue:43825", + "accept": false, + "reason": "Embedding dtype regression in evaluate is not the same as a pipeline error-message issue." + }, + { + "left": "issue:37428", + "right": "issue:44351", + "accept": false, + "reason": "Both are import errors, but they involve different missing symbols and different compatibility breaks." + }, + { + "left": "issue:29942", + "right": "issue:32090", + "accept": false, + "reason": "Flash Attention 2 test failures and `_gpu_broadcast_one` NoneType handling are separate problems." + }, + { + "left": "issue:43611", + "right": "issue:43931", + "accept": false, + "reason": "Base-model-prefix loading breakage and Qwen3-VL weight-shape mismatch are not the same bug." + }, + { + "left": "issue:44206", + "right": "issue:45823", + "accept": false, + "reason": "Unsupported `center` argument in a feature extractor is unrelated to Gemma4 device mismatch during forward." + }, + { + "left": "issue:39692", + "right": "issue:43526", + "accept": false, + "reason": "SigLIP2 docs example errors and BeitImageProcessorFast `reduce_labels` behavior are different artifacts." + }, + { + "left": "issue:43335", + "right": "issue:43653", + "accept": false, + "reason": "SwitchTransformers sparse-layer creation and BigBirdTokenizer special-token registration are unrelated." + }, + { + "left": "issue:43819", + "right": "issue:44493", + "accept": false, + "reason": "DAC latent-forward mismatch and unexpected position-id keys are different regressions." + }, + { + "left": "issue:43550", + "right": "issue:44112", + "accept": false, + "reason": "Bamba SDPA/torch.compile behavior and GraniteSpeech CI stale-device testing are not the same bug." + }, + { + "left": "issue:43335", + "right": "issue:43504", + "accept": false, + "reason": "SwitchTransformers sparse-layer initialization and Beit legacy-field loading failure are unrelated." + }, + { + "left": "issue:44855", + "right": "issue:45083", + "accept": false, + "reason": "Python 3.13 `IndentationError` from scripted code is unrelated to the qwen3_omni_moe helper issue." + }, + { + "left": "issue:45310", + "right": "issue:45478", + "accept": true, + "reason": "Same title, same model family, and same `from_pretrained` error; 45478 looks like a later repost of 45310." + }, + { + "left": "issue:43335", + "right": "issue:45083", + "accept": false, + "reason": "SwitchTransformers sparse-layer creation and qwen3_omni_moe helper behavior are different issues." + }, + { + "left": "issue:29127", + "right": "issue:32090", + "accept": false, + "reason": "LayoutLMv3 message clarity and Trainer `_gpu_broadcast_one` NoneType failure are unrelated." + }, + { + "left": "issue:45588", + "right": "issue:45859", + "accept": false, + "reason": "Both touch Qwen3.5/MoE/offload, but they describe different failure modes and code paths." + }, + { + "left": "issue:39692", + "right": "issue:44493", + "accept": false, + "reason": "Docs example failures are not the same as runtime unexpected key/position-id behavior." + }, + { + "left": "issue:44292", + "right": "issue:45520", + "accept": false, + "reason": "Qwen-3-8B-NVFP4 runtime failure and Python 3.13 flash-attn import KeyError are unrelated." + }, + { + "left": "issue:44448", + "right": "issue:44779", + "accept": false, + "reason": "Pegasus output differences and Deepseek tokenizer regressions are different bugs." + }, + { + "left": "issue:38175", + "right": "issue:44493", + "accept": false, + "reason": "Unexpected zero probabilities in SigLIP2 and unexpected position-id keys are different symptoms and subsystems." + }, + { + "left": "issue:43335", + "right": "issue:45072", + "accept": false, + "reason": "SwitchTransformers sparse-layer creation and bfloat16 dtype mismatches are unrelated." + }, + { + "left": "issue:44462", + "right": "issue:44561", + "accept": false, + "reason": "Tokenizer repository-file selection and removal of a helper function are different problems." + }, + { + "left": "issue:43720", + "right": "issue:44112", + "accept": false, + "reason": "BitNet packed-weight loading and a GraniteSpeech CI device-override test do not describe the same bug." + }, + { + "left": "issue:44561", + "right": "issue:44779", + "accept": false, + "reason": "A removed helper breaking remote-code models and a Deepseek tokenizer regression are unrelated." + }, + { + "left": "issue:43335", + "right": "issue:44112", + "accept": false, + "reason": "SwitchTransformers sparse-layer creation and GraniteSpeech CI device-override failure are different issues." + }, + { + "left": "issue:44977", + "right": "issue:45229", + "accept": false, + "reason": "Qwen3.5 flash-attention generation bug and Gemma4 multi-GPU OOM are not the same underlying problem." + }, + { + "left": "issue:42490", + "right": "issue:43854", + "accept": false, + "reason": "Trailing-slash import warning and GLM-4.7-Flash unit-test load failure are different loading issues." + } + ] + }, + "evaluator_result": { + "accept": false, + "feedback": "The duplicate call on issue:45310/45478 is plausible, but the justification overstates the evidence: 45478 actually has more discussion activity than 45310, so it is not grounded to say 45310 has 'slightly more discussion/context.' A safer statement would be that 45310 is earlier and slightly longer, while 45478 appears to be a later repost with the same title. The rest of the soft-edge rejections look conservative." + }, + "evaluator_used": true, + "retried": true, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 17, + "review_unit_index": 25, + "review_unit_count": 47, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-402", + "nodes": [ + "issue:10000", + "issue:15354", + "issue:28218", + "issue:29127", + "issue:29942", + "issue:32090", + "issue:33357", + "issue:34689", + "issue:35141", + "issue:37428", + "issue:40444", + "issue:41720", + "issue:42490", + "issue:43278", + "issue:43329", + "issue:43412", + "issue:43526", + "issue:43550", + "issue:43575", + "issue:43606", + "issue:43701", + "issue:43723", + "issue:43873", + "issue:43927", + "issue:43976", + "issue:44448", + "issue:44493", + "issue:44554", + "issue:44568", + "issue:44857", + "issue:44977", + "issue:44987", + "issue:45072", + "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" + ], + "soft_pairs": [ + "issue:40444|issue:43526", + "issue:34689|issue:35141", + "issue:44448|issue:44977", + "issue:43606|issue:44857", + "issue:43723|issue:44554", + "issue:44857|issue:45072", + "issue:44977|issue:45563", + "issue:28218|issue:32090", + "issue:43927|issue:45698", + "issue:44568|issue:45491", + "issue:43701|issue:45083", + "issue:43550|issue:45083", + "issue:45198|issue:45803", + "issue:37428|issue:44987", + "issue:29942|issue:35141", + "issue:45372|issue:45588", + "issue:45459|issue:45712", + "issue:43873|issue:44493", + "issue:32090|issue:33357", + "issue:43873|issue:45229", + "issue:45245|issue:45563", + "issue:43412|issue:45588", + "issue:41720|issue:45229", + "issue:43278|issue:43329", + "issue:10000|issue:15354", + "issue:43976|issue:45440", + "issue:45372|issue:45406", + "issue:42490|issue:43575", + "issue:28218|issue:29127" + ], + "prepared_review_unit_hash": "520a581f8117e9e5129cd400c489b7d0c44e16462206dc8a13ed6c861c941775", + "component_budget": { + "node_count": 402, + "item_count": 402, + "soft_pair_count": 1504, + "serialized_chars": 775933, + "estimated_input_tokens": 193984, + "estimated_eval_tokens": 388224 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 29, + "serialized_chars": 36076, + "estimated_input_tokens": 9019, + "estimated_eval_tokens": 18294 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The cluster is mostly a set of unrelated Transformer bugs that only share broad subsystem similarity (tokenizers, multimodal, loading, attention, offload). I did not find any soft pair that looks like the same underlying defect closely enough to merge.", + "confidence": 0.9, + "canonical_issue_reason": "issue:43873 has the highest engagement and inbound references, making it the most defensible representative issue if a single canonical item is needed.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43873 is the strongest standalone issue in the set: high discussion activity, multiple inbound references, and a broad runtime/infrastructure impact.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:40444", + "right": "issue:43526", + "accept": false, + "reason": "Both are multimodal/processor-related, but one is an IterableDataset multi-image failure and the other is a BeitImageProcessorFast label-reduction bug; different code paths and symptoms." + }, + { + "left": "issue:34689", + "right": "issue:35141", + "accept": false, + "reason": "Model-loading failure for Llama 3.2 vision is not the same defect as token embedding reinitialization after resize when tie_word_embeddings is false." + }, + { + "left": "issue:44448", + "right": "issue:44977", + "accept": false, + "reason": "Different models and failure modes: Pegasus output drift across versions versus Qwen3.5 flash-attention generation problems." + }, + { + "left": "issue:43606", + "right": "issue:44857", + "accept": false, + "reason": "CPU offload device mismatch for bark-small is unrelated to the float16 AMP crash in LwDetrImageLoss." + }, + { + "left": "issue:43723", + "right": "issue:44554", + "accept": false, + "reason": "Tokenizer loading in v5 and an MPS attention correctness issue are separate code paths and bugs." + }, + { + "left": "issue:44857", + "right": "issue:45072", + "accept": false, + "reason": "Both mention dtype/precision, but one is a loss crash under AMP and the other is a bfloat16 inference mismatch in different models." + }, + { + "left": "issue:44977", + "right": "issue:45563", + "accept": false, + "reason": "Flash-attention generation failure and a stale warning about num_return_sequences are unrelated." + }, + { + "left": "issue:28218", + "right": "issue:32090", + "accept": false, + "reason": "Tokenizer spacing behavior and Trainer GPU broadcast NoneType errors are not the same underlying issue." + }, + { + "left": "issue:43927", + "right": "issue:45698", + "accept": false, + "reason": "Both involve save/load behavior, but one loses custom token IDs in config while the other loads the wrong custom module after save_pretrained." + }, + { + "left": "issue:44568", + "right": "issue:45491", + "accept": false, + "reason": "Missing BOS/EOS insertion in a tokenizer is unrelated to Gemma3 NaN embeddings from sliding-window attention." + }, + { + "left": "issue:43701", + "right": "issue:45083", + "accept": false, + "reason": "Checkpoint key mismatch and a qwen3_omni_moe helper-function bug are different defects." + }, + { + "left": "issue:43550", + "right": "issue:45083", + "accept": false, + "reason": "torch.compile/SDPA failure in Bamba-9B-v2 does not match the qwen3_omni_moe length helper issue." + }, + { + "left": "issue:45198", + "right": "issue:45803", + "accept": false, + "reason": "Wav2Vec2 save/tokenization failure and FuyuBatchFeature's bare except swallowing errors are related to tokenization but not the same concrete bug." + }, + { + "left": "issue:37428", + "right": "issue:44987", + "accept": false, + "reason": "Both involve loading/import issues, but there is no evidence they share the same failing code path or root cause." + }, + { + "left": "issue:29942", + "right": "issue:35141", + "accept": false, + "reason": "Failing Flash Attention 2 tests are not the same defect as embedding reinitialization after resize." + }, + { + "left": "issue:45372", + "right": "issue:45588", + "accept": false, + "reason": "Gemma4 processor loading breaks because of a missing mistral_common symbol; flash_attention.py crashes on s_aux=None in sink-less models. Different dependency and runtime bugs." + }, + { + "left": "issue:45459", + "right": "issue:45712", + "accept": false, + "reason": "Tokenizer exception masking from protobuf handling is unrelated to leftover dummy class cleanup and dir(transformers) leakage." + }, + { + "left": "issue:43873", + "right": "issue:44493", + "accept": false, + "reason": "Quantization/offloading behavior and unexpected position-id key warnings are different problems." + }, + { + "left": "issue:32090", + "right": "issue:33357", + "accept": false, + "reason": "Trainer _gpu_broadcast_one NoneType errors and MacOS bus errors on a CLIP model are separate runtime failures." + }, + { + "left": "issue:43873", + "right": "issue:45229", + "accept": false, + "reason": "Both touch memory/offload concerns, but one is a quantization offloading bug and the other is a Gemma4 multi-GPU OOM; not the same concrete issue." + }, + { + "left": "issue:41720", + "right": "issue:45229", + "accept": false, + "reason": "CUDA assert with auto device mapping on Qwen3 is a different failure mode from multi-GPU OOM on Gemma4 31B." + }, + { + "left": "issue:43278", + "right": "issue:43329", + "accept": false, + "reason": "Embedding dtype regression in eval is unrelated to an undefined-variable bug in the video multimodal token counting path." + }, + { + "left": "issue:10000", + "right": "issue:15354", + "accept": false, + "reason": "German DistilBertModel issue and GeneratorExp unsupported by torch.jit.script are unrelated legacy bugs." + }, + { + "left": "issue:43976", + "right": "issue:45440", + "accept": false, + "reason": "Python version compatibility and DeepseekV3MoE divergence are not the same issue." + }, + { + "left": "issue:45372", + "right": "issue:45406", + "accept": false, + "reason": "Both concern Gemma4 processor loading, but one fails on an import from mistral_common and the other crashes in serve due to a missing _tokenizer attribute; insufficient evidence of a shared root cause." + }, + { + "left": "issue:42490", + "right": "issue:43575", + "accept": false, + "reason": "Local-path import warning and Qwen2-57B-A14B-Instruct tensor-parallel OOM are unrelated." + }, + { + "left": "issue:28218", + "right": "issue:29127", + "accept": false, + "reason": "Tokenizer spacing behavior and LayoutLMv3 box validation error messages 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": 26, + "review_unit_count": 47, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-402", + "nodes": [ + "issue:25251", + "issue:29127", + "issue:29942", + "issue:30064", + "issue:32090", + "issue:33290", + "issue:33357", + "issue:34567", + "issue:39692", + "issue:42490", + "issue:42915", + "issue:42994", + "issue:43065", + "issue:43066", + "issue:43257", + "issue:43278", + "issue:43381", + "issue:43421", + "issue:43653", + "issue:43756", + "issue:43824", + "issue:43873", + "issue:43994", + "issue:44186", + "issue:44206", + "issue:44265", + "issue:44279", + "issue:44361", + "issue:44448", + "issue:44451", + "issue:44462", + "issue:44466", + "issue:44479", + "issue:44610", + "issue:44743", + "issue:44857", + "issue:44871", + "issue:44977", + "issue:45198", + "issue:45372", + "issue:45412", + "issue:45440", + "issue:45459", + "issue:45491", + "issue:45520", + "issue:45588", + "issue:45593", + "issue:45823" + ], + "soft_pairs": [ + "issue:43065|issue:43994", + "issue:43065|issue:45412", + "issue:45372|issue:45459", + "issue:44857|issue:45588", + "issue:44448|issue:44466", + "issue:43653|issue:44743", + "issue:45588|issue:45823", + "issue:43278|issue:43381", + "issue:44206|issue:44479", + "issue:25251|issue:32090", + "issue:43994|issue:45412", + "issue:44186|issue:45198", + "issue:43066|issue:44462", + "issue:44451|issue:45520", + "issue:44361|issue:45198", + "issue:42915|issue:42994", + "issue:44871|issue:44977", + "issue:44265|issue:45198", + "issue:43756|issue:45440", + "issue:29942|issue:30064", + "issue:43421|issue:45491", + "issue:43257|issue:43278", + "issue:33357|issue:39692", + "issue:29127|issue:34567", + "issue:44610|issue:45412", + "issue:32090|issue:33290", + "issue:42490|issue:43873", + "issue:45440|issue:45593", + "issue:43824|issue:44279" + ], + "prepared_review_unit_hash": "bf0336af5cac260dd17f286c01e3f8ff8114fbf089afae3580a04245d3d85107", + "component_budget": { + "node_count": 402, + "item_count": 402, + "soft_pair_count": 1504, + "serialized_chars": 775933, + "estimated_input_tokens": 193984, + "estimated_eval_tokens": 388224 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 29, + "serialized_chars": 36354, + "estimated_input_tokens": 9089, + "estimated_eval_tokens": 18434 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is heterogeneous: the soft pairs are all false positives across unrelated tokenizer, model, trainer, quantization, and documentation bugs.", + "confidence": 0.97, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": null, + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43065", + "right": "issue:43994", + "accept": false, + "reason": "Different model bugs: a dummy Conv2d in Sam3PixelDecoder vs SigLIP2 producing bad outputs through AutoModel/pipeline." + }, + { + "left": "issue:43065", + "right": "issue:45412", + "accept": false, + "reason": "Unrelated failures: Sam3PixelDecoder dummy layer vs RT-DETR model memory not being released." + }, + { + "left": "issue:45372", + "right": "issue:45459", + "accept": false, + "reason": "Different import paths and causes: Gemma 4 processor loading breaks on ReasoningEffort import, while this is a protobuf-related tokenizer error." + }, + { + "left": "issue:44857", + "right": "issue:45588", + "accept": false, + "reason": "Different code paths: LwDetrImageLoss AMP/CUDA crash vs flash_attention integration failing on s_aux=None." + }, + { + "left": "issue:44448", + "right": "issue:44466", + "accept": false, + "reason": "Both are version-regression reports, but one is generation output drift for Pegasus and the other is lm_head serialization/tied-weights behavior." + }, + { + "left": "issue:43653", + "right": "issue:44743", + "accept": false, + "reason": "Tokenizer special-token decode bug vs Qwen3.5 recurrent-state reset in cache handling; not the same defect." + }, + { + "left": "issue:45588", + "right": "issue:45823", + "accept": false, + "reason": "Different models and bugs: flash_attention crashes on sink-less models, while Gemma4 has a device-mapping mismatch." + }, + { + "left": "issue:43278", + "right": "issue:43381", + "accept": false, + "reason": "One is a dtype regression in eval, the other is a gradient-checkpointing restriction in eval mode." + }, + { + "left": "issue:44206", + "right": "issue:44479", + "accept": false, + "reason": "Unsupported center argument in a feature extractor is unrelated to a video-input regression in Qwen VL models." + }, + { + "left": "issue:25251", + "right": "issue:32090", + "accept": false, + "reason": "Pipeline top_k nesting change and Trainer _gpu_broadcast_one NoneType error are unrelated subsystems and failures." + }, + { + "left": "issue:43994", + "right": "issue:45412", + "accept": false, + "reason": "SigLIP2 bad outputs and RT-DETR memory leak are different model bugs with no shared code path." + }, + { + "left": "issue:44186", + "right": "issue:45198", + "accept": false, + "reason": "LayoutLMv2 tokenizer crashes on NER/padding inputs, while Wav2Vec2 has save_pretrained/tokenization failure." + }, + { + "left": "issue:43066", + "right": "issue:44462", + "accept": false, + "reason": "Both involve tokenizer loading/serialization, but one is decoder-type mismatch in v5 and the other is AutoTokenizer ignoring tokenizer.json." + }, + { + "left": "issue:44451", + "right": "issue:45520", + "accept": false, + "reason": "ScandiBERT loading failure is unrelated to the Python 3.13 flash_attn import_utils KeyError." + }, + { + "left": "issue:44361", + "right": "issue:45198", + "accept": false, + "reason": "MLukeTokenizer task AttributeError and Wav2Vec2 tokenization/save_pretrained failure are different bugs." + }, + { + "left": "issue:42915", + "right": "issue:42994", + "accept": false, + "reason": "Quantization load failure for Qwen3 MoE with FineGrainedFP8Config is distinct from quantized model saving failure." + }, + { + "left": "issue:44871", + "right": "issue:44977", + "accept": false, + "reason": "Gemma-3 eos_token_id config inconsistency is unrelated to Qwen3.5 flash-attention generation problems." + }, + { + "left": "issue:44265", + "right": "issue:45198", + "accept": false, + "reason": "torch.export failure with torch_compilable_check is unrelated to Wav2Vec2 tokenizer/save_pretrained issues." + }, + { + "left": "issue:43756", + "right": "issue:45440", + "accept": false, + "reason": "Different model implementations: Smollm3 RoPE-layer mismatch vs DeepseekV3MoE divergence from remote implementation." + }, + { + "left": "issue:29942", + "right": "issue:30064", + "accept": false, + "reason": "Flash Attention 2 test failures and void segmentation map processing are unrelated." + }, + { + "left": "issue:43421", + "right": "issue:45491", + "accept": false, + "reason": "Runtime special-token post-processor update bug vs Gemma3 NaN embeddings on mixed-length GPU batches are different issues." + }, + { + "left": "issue:43257", + "right": "issue:43278", + "accept": false, + "reason": "Qwen3 MoE conversion with accelerate/deepspeed and embedding dtype drift in eval are unrelated." + }, + { + "left": "issue:33357", + "right": "issue:39692", + "accept": false, + "reason": "MacOS CLIP bus error and SigLIP2 doc-example errors/quantization failure do not describe the same underlying bug." + }, + { + "left": "issue:29127", + "right": "issue:34567", + "accept": false, + "reason": "LayoutLMv3 error-message clarity and TrainerState token counter not updating are unrelated." + }, + { + "left": "issue:44610", + "right": "issue:45412", + "accept": false, + "reason": "OmDet-Turbo processor size mismatch and RT-DETR memory release problems are distinct." + }, + { + "left": "issue:32090", + "right": "issue:33290", + "accept": false, + "reason": "Trainer NoneType broadcast error and DeepSpeed/Adafactor OOM are different failure modes." + }, + { + "left": "issue:42490", + "right": "issue:43873", + "accept": false, + "reason": "Local-path trailing-slash import warning is unrelated to quantization offloading behavior." + }, + { + "left": "issue:45440", + "right": "issue:45593", + "accept": false, + "reason": "DeepseekV3MoE implementation divergence and D-FINE auxiliary-loss omission are different model bugs." + }, + { + "left": "issue:43824", + "right": "issue:44279", + "accept": false, + "reason": "Qwen2.5 VL import error is not the same concrete bug as a generic transformers dependency issue." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 17, + "review_unit_index": 27, + "review_unit_count": 47, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-402", + "nodes": [ + "issue:29127", + "issue:29942", + "issue:33357", + "issue:35141", + "issue:36010", + "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:43653", + "issue:43701", + "issue:43723", + "issue:43761", + "issue:43931", + "issue:44062", + "issue:44077", + "issue:44079", + "issue:44186", + "issue:44188", + "issue:44206", + "issue:44387", + "issue:44442", + "issue:44464", + "issue:44743", + "issue:44811", + "issue:44857", + "issue:44977", + "issue:45003", + "issue:45072", + "issue:45103", + "issue:45245", + "issue:45372", + "issue:45440", + "issue:45479", + "issue:45491", + "issue:45588", + "issue:45803", + "issue:45834", + "issue:45859", + "issue:45907" + ], + "soft_pairs": [ + "issue:43653|issue:44442", + "issue:43761|issue:45859", + "issue:43526|issue:45834", + "issue:43381|issue:43701", + "issue:45103|issue:45372", + "issue:29942|issue:36010", + "issue:43526|issue:44186", + "issue:29127|issue:33357", + "issue:43334|issue:43531", + "issue:44977|issue:45245", + "issue:29127|issue:35141", + "issue:44464|issue:45491", + "issue:44442|issue:45072", + "issue:42915|issue:43931", + "issue:43262|issue:44206", + "issue:43526|issue:44857", + "issue:42490|issue:43381", + "issue:44062|issue:45907", + "issue:43441|issue:45588", + "issue:44743|issue:44811", + "issue:43232|issue:43388", + "issue:43575|issue:43701", + "issue:43646|issue:44077", + "issue:43761|issue:44079", + "issue:43575|issue:44387", + "issue:45003|issue:45440", + "issue:43723|issue:45479", + "issue:44442|issue:45803", + "issue:43761|issue:44188" + ], + "prepared_review_unit_hash": "c045f41cb130e5f3765fff2ec841f8f08dfa8aaef1c59f226f3200b926418f7e", + "component_budget": { + "node_count": 402, + "item_count": 402, + "soft_pair_count": 1504, + "serialized_chars": 775933, + "estimated_input_tokens": 193984, + "estimated_eval_tokens": 388224 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 29, + "serialized_chars": 36586, + "estimated_input_tokens": 9147, + "estimated_eval_tokens": 18550 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The set is heterogeneous: these are not duplicate reports, but unrelated regressions and edge cases across tokenizers, generation, model loading, attention kernels, and multimodal processors. No soft pair looks safe to merge as the same underlying bug.", + "confidence": 0.96, + "canonical_issue_reason": "Issue 43761 is the best anchor if one is needed: it is a clear, self-contained regression with a precise API, expected behavior, and reproducible symptom.", + "canonical_pr_reason": null, + "best_issue_reason": "43761 is the most actionable and well-scoped issue in the set; the bug is concrete and isolated enough to serve as a representative anchor.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43653", + "right": "issue:44442", + "accept": false, + "reason": "Both involve tokenizers, but one is a special-token decode bug and the other is an AutoTokenizer loading failure; different code paths." + }, + { + "left": "issue:43761", + "right": "issue:45859", + "accept": false, + "reason": "A CLIPVision hidden-state regression and a Qwen3 MoE rotary/cpu-offload issue are unrelated model-specific bugs." + }, + { + "left": "issue:43526", + "right": "issue:45834", + "accept": false, + "reason": "One is a BEiT Fast image label reduction bug; the other is a Kosmos2.5 long-OCR index error. No same underlying failure." + }, + { + "left": "issue:43381", + "right": "issue:43701", + "accept": false, + "reason": "Gradient checkpointing in eval mode and checkpoint resume key mismatch are distinct training-state issues." + }, + { + "left": "issue:45103", + "right": "issue:45372", + "accept": false, + "reason": "Auto-docstring annotation parsing and Gemma processor loading/import dependency issues are different subsystems." + }, + { + "left": "issue:29942", + "right": "issue:36010", + "accept": false, + "reason": "Flash Attention 2 test failures and GenerationMixin import errors are unrelated regression classes." + }, + { + "left": "issue:43526", + "right": "issue:44186", + "accept": false, + "reason": "Both touch layout/image tokenization, but the BEiT label reduction bug and LayoutLMv2 NER/padding crash are not the same defect." + }, + { + "left": "issue:29127", + "right": "issue:33357", + "accept": false, + "reason": "LayoutLMv3 box-content validation and a macOS bus error loading CLIP are completely different failures." + }, + { + "left": "issue:43334", + "right": "issue:43531", + "accept": false, + "reason": "Missing pad_token_id in Qwen3-VL text config and sliding_window behavior in Qwen3-MoE are separate model bugs." + }, + { + "left": "issue:44977", + "right": "issue:45245", + "accept": false, + "reason": "Flash-attention generation corruption and category-count overflow are unrelated; no shared code path." + }, + { + "left": "issue:29127", + "right": "issue:35141", + "accept": false, + "reason": "One is an error-message clarity issue for LayoutLMv3; the other is embedding reinitialization during post_init. Different bugs." + }, + { + "left": "issue:44464", + "right": "issue:45491", + "accept": false, + "reason": "Compiled chunked generation inconsistency and Gemma3 mixed-length NaNs stem from different attention/generation paths." + }, + { + "left": "issue:44442", + "right": "issue:45072", + "accept": false, + "reason": "Tokenizer loading failure and bfloat16 dtype mismatch in inference are different classes of problems." + }, + { + "left": "issue:42915", + "right": "issue:43931", + "accept": false, + "reason": "Fine-grained FP8 config failure for Qwen3Moe and Qwen3-VL weight-shape mismatch are separate model-loading bugs." + }, + { + "left": "issue:43262", + "right": "issue:44206", + "accept": false, + "reason": "Audio chat-template sampling-rate handling and feature-extractor unsupported-arg crash are unrelated processor issues." + }, + { + "left": "issue:43526", + "right": "issue:44857", + "accept": false, + "reason": "A label-reduction bug in BEiT fast processing does not match an AMP/CUDA image-loss crash." + }, + { + "left": "issue:42490", + "right": "issue:43381", + "accept": false, + "reason": "Local-path trailing-slash import warning and gradient-checkpointing eval-mode restriction are unrelated." + }, + { + "left": "issue:44062", + "right": "issue:45907", + "accept": false, + "reason": "AddedToken constructor argument duplication and list_repo_files revision forwarding are different API bugs." + }, + { + "left": "issue:43441", + "right": "issue:45588", + "accept": false, + "reason": "Ministral FlashAttention failure and sink-less flash_attention.py s_aux=None crash are distinct attention implementations/fixes." + }, + { + "left": "issue:44743", + "right": "issue:44811", + "accept": false, + "reason": "Qwen3.5 recurrent-state reset and Whisper batch_decode skip_special_tokens handling are not the same underlying issue." + }, + { + "left": "issue:43232", + "right": "issue:43388", + "accept": false, + "reason": "Generation kwargs synchronization after sync_gpus and metric-gather label truncation are different training/generation paths." + }, + { + "left": "issue:43575", + "right": "issue:43701", + "accept": false, + "reason": "Tensor-parallel OOM on model load and resume_from_checkpoint key mismatch are unrelated." + }, + { + "left": "issue:43646", + "right": "issue:44077", + "accept": false, + "reason": "Transformers 5 custom initialization breakage and patchtsmixer post_init allowance are not the same code-path problem." + }, + { + "left": "issue:43761", + "right": "issue:44079", + "accept": false, + "reason": "Hidden_states missing from CLIPVision forward and ModelOutput key assignment when a value was previously None are separate bugs." + }, + { + "left": "issue:43575", + "right": "issue:44387", + "accept": false, + "reason": "Qwen2-57B tp OOM on load and increased reserved memory under int4 quantization are different memory-pressure issues." + }, + { + "left": "issue:45003", + "right": "issue:45440", + "accept": false, + "reason": "Unsafe sys.modules access in modeling_utils and DeepseekV3MoE divergence from remote implementation are unrelated." + }, + { + "left": "issue:43723", + "right": "issue:45479", + "accept": false, + "reason": "Tokenizer loading in v5 and degenerate zero-loss sequence classification are different APIs and symptoms." + }, + { + "left": "issue:44442", + "right": "issue:45803", + "accept": false, + "reason": "AutoTokenizer loading failure and FuyuBatchFeature exception swallowing are unrelated tokenizer/feature-processing bugs." + }, + { + "left": "issue:43761", + "right": "issue:44188", + "accept": false, + "reason": "CLIPVision hidden_states regression and attention-kernel divergence under torch.compile are separate model execution 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": 28, + "review_unit_count": 47, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-402", + "nodes": [ + "issue:25251", + "issue:28282", + "issue:33290", + "issue:34567", + "issue:34689", + "issue:35141", + "issue:36010", + "issue:36331", + "issue:39692", + "issue:41628", + "issue:42175", + "issue:42490", + "issue:42907", + "issue:43065", + "issue:43316", + "issue:43381", + "issue:43404", + "issue:43441", + "issue:43493", + "issue:43525", + "issue:43540", + "issue:43611", + "issue:43643", + "issue:43720", + "issue:43749", + "issue:43827", + "issue:43873", + "issue:43931", + "issue:44077", + "issue:44190", + "issue:44442", + "issue:44479", + "issue:44496", + "issue:44514", + "issue:44617", + "issue:44743", + "issue:44855", + "issue:44871", + "issue:44877", + "issue:44898", + "issue:44913", + "issue:45137", + "issue:45216", + "issue:45290", + "issue:45372", + "issue:45491", + "issue:45698", + "issue:45759" + ], + "soft_pairs": [ + "issue:44479|issue:45290", + "issue:43316|issue:43525", + "issue:44442|issue:44898", + "issue:42907|issue:45698", + "issue:42490|issue:44743", + "issue:33290|issue:34567", + "issue:34689|issue:43611", + "issue:33290|issue:35141", + "issue:33290|issue:34689", + "issue:39692|issue:45491", + "issue:43381|issue:43873", + "issue:43931|issue:45216", + "issue:43493|issue:43827", + "issue:44077|issue:44479", + "issue:43316|issue:45759", + "issue:43720|issue:44442", + "issue:41628|issue:45372", + "issue:43643|issue:44913", + "issue:43749|issue:43931", + "issue:34689|issue:36010", + "issue:43873|issue:44871", + "issue:33290|issue:36331", + "issue:44190|issue:44496", + "issue:44855|issue:45137", + "issue:43540|issue:44514", + "issue:43316|issue:44877", + "issue:42175|issue:43316", + "issue:43065|issue:44617", + "issue:43404|issue:43441", + "issue:25251|issue:28282" + ], + "prepared_review_unit_hash": "3fc865d5a30c3dee3013d22b6a262ec7c7df624f6f4817c4603faf4b29296f50", + "component_budget": { + "node_count": 402, + "item_count": 402, + "soft_pair_count": 1504, + "serialized_chars": 775933, + "estimated_input_tokens": 193984, + "estimated_eval_tokens": 388224 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 30, + "serialized_chars": 36864, + "estimated_input_tokens": 9216, + "estimated_eval_tokens": 18688 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "These are not duplicates as a cluster: the items cover many unrelated issues across loading, config, training, docs, quantization, and multimodal/video paths. All soft-similarity pairs are superficial and should be rejected.", + "confidence": 0.95, + "canonical_issue_reason": "No canonical issue: the set is heterogeneous and does not represent one underlying bug or change.", + "canonical_pr_reason": "No PRs are present in this cluster, so no canonical PR can be selected.", + "best_issue_reason": "No single best issue for deduping; none of the issues is clearly central enough to serve as a representative for the others.", + "best_pr_reason": "No PRs are present in this cluster, so no best PR exists.", + "soft_edge_verdicts": [ + { + "left": "issue:44479", + "right": "issue:45290", + "accept": false, + "reason": "Both involve video/chat-related failures, but one is a video-input regression and the other is a chat-template crash on tool-call messages; different code paths and symptoms." + }, + { + "left": "issue:43316", + "right": "issue:43525", + "accept": false, + "reason": "Both are config/API discrepancies, but they concern different models and different missing fields; not the same bug." + }, + { + "left": "issue:44442", + "right": "issue:44898", + "accept": false, + "reason": "Tokenizer loading failure vs image-classification interpolation bug; no shared underlying code path." + }, + { + "left": "issue:42907", + "right": "issue:45698", + "accept": false, + "reason": "Both touch save/load behavior, but one is about saving dequantized weights and the other about loading the wrong custom module after save_pretrained; distinct failures." + }, + { + "left": "issue:42490", + "right": "issue:44743", + "accept": false, + "reason": "Local-path import warning and recurrent-state reset in Qwen3.5 are unrelated." + }, + { + "left": "issue:33290", + "right": "issue:34567", + "accept": false, + "reason": "DeepSpeed/Adafactor OOM and TrainerState token-count tracking are unrelated training issues." + }, + { + "left": "issue:34689", + "right": "issue:43611", + "accept": false, + "reason": "Both are model-loading regressions, but they involve different loading mechanisms and different root causes." + }, + { + "left": "issue:33290", + "right": "issue:35141", + "accept": false, + "reason": "OOM in optimizer setup vs embedding reinitialization during post_init; not the same defect." + }, + { + "left": "issue:33290", + "right": "issue:34689", + "accept": false, + "reason": "Different failures: optimizer memory usage versus specific model-loading breakage." + }, + { + "left": "issue:39692", + "right": "issue:45491", + "accept": false, + "reason": "Docs example errors for SigLIP2 versus Gemma3 NaN embeddings; unrelated surfaces and code paths." + }, + { + "left": "issue:43381", + "right": "issue:43873", + "accept": false, + "reason": "Gradient checkpointing in eval mode and quantization/offloading behavior are different bugs." + }, + { + "left": "issue:43931", + "right": "issue:45216", + "accept": false, + "reason": "Weight-shape mismatch on load versus incorrect checkpoint saving; related to persistence broadly but not the same concrete issue." + }, + { + "left": "issue:43493", + "right": "issue:43827", + "accept": false, + "reason": "SigLIP2 implementation discrepancy and pipeline-doc removal are unrelated." + }, + { + "left": "issue:44077", + "right": "issue:44479", + "accept": false, + "reason": "Optional post_init enforcement for patchtsmixer and a video-input regression are unrelated." + }, + { + "left": "issue:43316", + "right": "issue:45759", + "accept": false, + "reason": "Both mention config handling, but one is an API discrepancy in Gemma3TextConfig and the other is unwrapping text_config for composite Qwen configs; different fixes." + }, + { + "left": "issue:43720", + "right": "issue:44442", + "accept": false, + "reason": "Accelerate loading of packed BitNet weights versus tokenizer loading failure; no overlap beyond generic model loading." + }, + { + "left": "issue:41628", + "right": "issue:45372", + "accept": false, + "reason": "Different import errors for different components and dependencies; not the same underlying bug." + }, + { + "left": "issue:43643", + "right": "issue:44913", + "accept": false, + "reason": "Remote-code config missing fields on load versus a specific GPTNeoX config value not persisting; distinct serialization issues." + }, + { + "left": "issue:43749", + "right": "issue:43931", + "accept": false, + "reason": "FSDP CPU RAM-efficient loading breakage and a Qwen3-VL weight mismatch are different loading problems." + }, + { + "left": "issue:34689", + "right": "issue:36010", + "accept": false, + "reason": "Both are import/load regressions, but they affect different symbols and code paths." + }, + { + "left": "issue:43873", + "right": "issue:44871", + "accept": false, + "reason": "Quantization/offloading behavior and Gemma-3 eos_token_id inconsistency are unrelated." + }, + { + "left": "issue:33290", + "right": "issue:36331", + "accept": false, + "reason": "OOM with Adafactor/DeepSpeed is unrelated to the CustomTrainer compute_loss signature break." + }, + { + "left": "issue:44190", + "right": "issue:44496", + "accept": false, + "reason": "Dataset-loading issue in an example script versus unrecognized model type in config.json; different layers entirely." + }, + { + "left": "issue:44855", + "right": "issue:45137", + "accept": false, + "reason": "Python 3.13 import parsing error and DeepSpeed deque underflow are unrelated." + }, + { + "left": "issue:43540", + "right": "issue:44514", + "accept": false, + "reason": "Both are multimodal/chat-related, but one is video-input validation in Qwen3OmniMoe and the other is apply_chat_template crashing on tool-call messages; not the same bug." + }, + { + "left": "issue:43316", + "right": "issue:44877", + "accept": false, + "reason": "Both involve config handling, but the specific models and failure modes differ completely." + }, + { + "left": "issue:42175", + "right": "issue:43316", + "accept": false, + "reason": "Packaging/backend dependency omission and Gemma3 config API mismatch are unrelated." + }, + { + "left": "issue:43065", + "right": "issue:44617", + "accept": false, + "reason": "Same model family, but dummy Conv2d in Sam3PixelDecoder and Sam3Video CUDA OOM are different issues." + }, + { + "left": "issue:43404", + "right": "issue:43441", + "accept": false, + "reason": "Related to Mistral/Ministral, but one is a missing lm_head tie and the other is a FlashAttention failure; not the same code-path problem." + }, + { + "left": "issue:25251", + "right": "issue:28282", + "accept": false, + "reason": "Pipeline top_k nesting bug and AutoModel PyTorch import error are entirely 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": 29, + "review_unit_count": 47, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-402", + "nodes": [ + "issue:16998", + "issue:22355", + "issue:32090", + "issue:35141", + "issue:41950", + "issue:42617", + "issue:43065", + "issue:43295", + "issue:43388", + "issue:43452", + "issue:43475", + "issue:43504", + "issue:43550", + "issue:43575", + "issue:43606", + "issue:43646", + "issue:43673", + "issue:43688", + "issue:43701", + "issue:43742", + "issue:43761", + "issue:43825", + "issue:43931", + "issue:44060", + "issue:44077", + "issue:44162", + "issue:44242", + "issue:44464", + "issue:44479", + "issue:44496", + "issue:44521", + "issue:44534", + "issue:44610", + "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" + ], + "soft_pairs": [ + "issue:43673|issue:44743", + "issue:43295|issue:43825", + "issue:44162|issue:44792", + "issue:43388|issue:43688", + "issue:41950|issue:43475", + "issue:44077|issue:44534", + "issue:16998|issue:22355", + "issue:43550|issue:43701", + "issue:43606|issue:43701", + "issue:44871|issue:45584", + "issue:43761|issue:44479", + "issue:45127|issue:45200", + "issue:43295|issue:44871", + "issue:42617|issue:43575", + "issue:43452|issue:44496", + "issue:43575|issue:43742", + "issue:44734|issue:45406", + "issue:43646|issue:44913", + "issue:43504|issue:45698", + "issue:44617|issue:45584", + "issue:43931|issue:44060", + "issue:43761|issue:44242", + "issue:32090|issue:35141", + "issue:45563|issue:45584", + "issue:44464|issue:44871", + "issue:43065|issue:44610", + "issue:44792|issue:44977", + "issue:44479|issue:44734", + "issue:44521|issue:45381" + ], + "prepared_review_unit_hash": "868263f649e9596f951ca7a658eb90481e95275a28881f017c3c9a6c851ce861", + "component_budget": { + "node_count": 402, + "item_count": 402, + "soft_pair_count": 1504, + "serialized_chars": 775933, + "estimated_input_tokens": 193984, + "estimated_eval_tokens": 388224 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 29, + "serialized_chars": 35779, + "estimated_input_tokens": 8945, + "estimated_eval_tokens": 18146 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is highly heterogeneous: the soft pairs mostly share only broad terminology (generation, loading, multimodal, training) but not the same concrete bug or code path. I would not merge any of the proposed soft edges as duplicates. If a representative issue is needed, issue:44521 is the strongest activity-wise, but it is not a true canonical for the whole set.", + "confidence": 0.96, + "canonical_issue_reason": "No single canonical issue fits this cluster; the items span unrelated bugs across loading, generation, multimodal processing, serving, and training.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:44521 is the most active/open item and has the strongest discussion footprint, but it is only representative of one narrow multimodal bug, not the cluster as a whole.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43673", + "right": "issue:44743", + "accept": false, + "reason": "Both involve cache-related generation behavior, but one is about chunked_prefill cache availability and the other about recurrent states resetting with seq_len>1; different symptoms and code paths." + }, + { + "left": "issue:43295", + "right": "issue:43825", + "accept": false, + "reason": "One is a regression in processor/tokenizer access and image passing; the other is an error-message mismatch about supported translation tasks. Different bug types." + }, + { + "left": "issue:44162", + "right": "issue:44792", + "accept": false, + "reason": "ESM2 workflow breakage and a Janus image-generation test failure are unrelated models and failures." + }, + { + "left": "issue:43388", + "right": "issue:43688", + "accept": false, + "reason": "Dropping label elements in gather_for_metrics is unrelated to auxiliary-loss normalization in expert models." + }, + { + "left": "issue:41950", + "right": "issue:43475", + "accept": false, + "reason": "A pipeline selecting the wrong processor type is not the same as a Sam3VisionEncoderOutput missing fpn_position_embeddings." + }, + { + "left": "issue:44077", + "right": "issue:44534", + "accept": false, + "reason": "Optional post_init handling for patchtsmixer and junk-filled non-persistent buffers are different initialization bugs." + }, + { + "left": "issue:16998", + "right": "issue:22355", + "accept": false, + "reason": "Model max length behavior for DeBERTa-V3 is unrelated to a missing transformers.onnx module import." + }, + { + "left": "issue:43550", + "right": "issue:43701", + "accept": false, + "reason": "torch.compile/SDPA failure for Bamba and a resume_from_checkpoint key mismatch are different problems." + }, + { + "left": "issue:43606", + "right": "issue:43701", + "accept": false, + "reason": "CPU offload device mismatch in bark-small is not the same as the checkpoint key mismatch bug." + }, + { + "left": "issue:44871", + "right": "issue:45584", + "accept": false, + "reason": "EOS token config inconsistency in Gemma-3 and Whisper empty-transcription failure after align_special_tokens are different model-specific issues." + }, + { + "left": "issue:43761", + "right": "issue:44479", + "accept": false, + "reason": "CLIPVisionModel hidden_states regression and Qwen VL video-input regression are separate model families and failure modes." + }, + { + "left": "issue:45127", + "right": "issue:45200", + "accept": false, + "reason": "LoRA merging with extended vocabulary and Gemma 4 mm_token_type_ids defaults are unrelated training/configuration bugs." + }, + { + "left": "issue:43295", + "right": "issue:44871", + "accept": false, + "reason": "Both mention processor/tokenizer behavior, but one is a custom model regression and the other is an EOS-token config mismatch; not the same bug." + }, + { + "left": "issue:42617", + "right": "issue:43575", + "accept": false, + "reason": "Running 3d_parallel.py and OOM when loading Qwen2-57B with tensor parallelism are different issues." + }, + { + "left": "issue:43452", + "right": "issue:44496", + "accept": false, + "reason": "A gguf_file path breaking tokenizer/model loading is not the same as failing because a config.json lacks model_type." + }, + { + "left": "issue:43575", + "right": "issue:43742", + "accept": false, + "reason": "OOM on a very large Qwen model with tp and a key error loading MobileLLM-125M are unrelated load-time failures." + }, + { + "left": "issue:44734", + "right": "issue:45406", + "accept": false, + "reason": "KV-cache indexing in transformers serve and Gemma4Processor missing _tokenizer are different serving bugs." + }, + { + "left": "issue:43646", + "right": "issue:44913", + "accept": false, + "reason": "Breaking custom model initialization in v5 and GPTNeoXConfig rotary_pct not persisting are distinct configuration/init issues." + }, + { + "left": "issue:43504", + "right": "issue:45698", + "accept": false, + "reason": "Legacy-field loading failure in BeitForSemanticSegmentation and wrong custom module selection after save_pretrained are different pretrained-loading bugs." + }, + { + "left": "issue:44617", + "right": "issue:45584", + "accept": false, + "reason": "Sam3Video CUDA OOM and Whisper empty transcription failure are unrelated." + }, + { + "left": "issue:43931", + "right": "issue:44060", + "accept": false, + "reason": "A weight-shape mismatch when loading Qwen3-VL is not the same as an incorrect tied-weights warning in Qwen3-Next." + }, + { + "left": "issue:43761", + "right": "issue:44242", + "accept": false, + "reason": "Hidden_states=None in CLIPVisionModel and missing load-balancing loss when output_router_logits=False are unrelated." + }, + { + "left": "issue:32090", + "right": "issue:35141", + "accept": false, + "reason": "GPU broadcast TypeError in Trainer and embedding reinitialization after resize are separate bugs." + }, + { + "left": "issue:45563", + "right": "issue:45584", + "accept": false, + "reason": "A stale warning in paged generate and Whisper generation failing on empty transcription are not the same underlying issue." + }, + { + "left": "issue:44464", + "right": "issue:44871", + "accept": false, + "reason": "Compiled chunked generation inconsistency and Gemma-3 EOS configuration mismatch are unrelated." + }, + { + "left": "issue:43065", + "right": "issue:44610", + "accept": false, + "reason": "Dummy Conv2d in Sam3PixelDecoder and OmDet-Turbo processor/model size mismatch are both vision-related but clearly different bugs." + }, + { + "left": "issue:44792", + "right": "issue:44977", + "accept": false, + "reason": "Janus image-generation test failure and Qwen3.5 flash-attention generation failure are different models and code paths." + }, + { + "left": "issue:44479", + "right": "issue:44734", + "accept": false, + "reason": "A multimodal video-input regression and a serve KV-cache continuation indexing crash are unrelated." + }, + { + "left": "issue:44521", + "right": "issue:45381", + "accept": false, + "reason": "Both are multimodal, but one is assistant mask construction in apply_chat_template and the other is vision_position_ids for Qwen2.5-VL video input; 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": 30, + "review_unit_count": 47, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-402", + "nodes": [ + "issue:35141", + "issue:39692", + "issue:41720", + "issue:41950", + "issue:42490", + "issue:43335", + "issue:43388", + "issue:43540", + "issue:43550", + "issue:43582", + "issue:43644", + "issue:43650", + "issue:43827", + "issue:43906", + "issue:43976", + "issue:43994", + "issue:44016", + "issue:44077", + "issue:44079", + "issue:44112", + "issue:44190", + "issue:44220", + "issue:44462", + "issue:44464", + "issue:44496", + "issue:44534", + "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:45542", + "issue:45563", + "issue:45584", + "issue:45588", + "issue:45600", + "issue:45803", + "issue:45907" + ], + "soft_pairs": [ + "issue:43906|issue:45290", + "issue:43827|issue:43994", + "issue:44464|issue:45563", + "issue:44534|issue:44913", + "issue:44190|issue:44964", + "issue:44933|issue:45362", + "issue:41720|issue:45245", + "issue:44792|issue:45600", + "issue:44855|issue:45588", + "issue:44737|issue:45803", + "issue:45127|issue:45357", + "issue:43388|issue:43582", + "issue:35141|issue:42490", + "issue:44462|issue:45907", + "issue:44077|issue:44079", + "issue:43335|issue:44855", + "issue:44938|issue:45542", + "issue:43550|issue:44190", + "issue:43976|issue:44855", + "issue:43644|issue:44913", + "issue:43540|issue:44734", + "issue:44112|issue:45600", + "issue:44496|issue:45803", + "issue:43650|issue:44220", + "issue:43335|issue:44190", + "issue:45276|issue:45584", + "issue:39692|issue:44190", + "issue:45245|issue:45584", + "issue:41950|issue:44016" + ], + "prepared_review_unit_hash": "76fb2c28234ac7c80fb3cba196541da178f6ebf7ae23bee59945582b892e8af5", + "component_budget": { + "node_count": 402, + "item_count": 402, + "soft_pair_count": 1504, + "serialized_chars": 775933, + "estimated_input_tokens": 193984, + "estimated_eval_tokens": 388224 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 29, + "serialized_chars": 35902, + "estimated_input_tokens": 8976, + "estimated_eval_tokens": 18208 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This set is mostly heterogeneous and does not look like a tight duplicate cluster. The only clear thematic overlap is around token-embedding resizing, but the listed soft pairs are otherwise separate bugs or unrelated regressions.", + "confidence": 0.92, + "canonical_issue_reason": "issue:35141 is the clearest, most general concrete bug report in the set: it names the exact code path (`post_init` after `resize_token_embeddings`) and the failure mode (`output embedding` reinitialized when `tie_word_embedding=False`).", + "canonical_pr_reason": null, + "best_issue_reason": "issue:35141 is the best anchor for the only plausible duplicate family here because it is specific, actionable, and directly describes the underlying embedding-resize bug more cleanly than the other items.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43906", + "right": "issue:45290", + "accept": false, + "reason": "Both mention chat/template-style behavior, but one is just an isolated reproduction of another issue while the other is a concrete crash on assistant tool-call messages; not enough evidence of the same bug." + }, + { + "left": "issue:43827", + "right": "issue:43994", + "accept": false, + "reason": "Documentation still referencing `pipeline()` after v5 removals is unrelated to SigLIP2 producing bad outputs with AutoModel/pipeline." + }, + { + "left": "issue:44464", + "right": "issue:45563", + "accept": false, + "reason": "Chunked generation inconsistency under compiled forward and a stale `num_return_sequences` warning in paged generate are different problems." + }, + { + "left": "issue:44534", + "right": "issue:44913", + "accept": false, + "reason": "One is about non-persistent buffers being filled with junk; the other is about a config value reverting on reload." + }, + { + "left": "issue:44190", + "right": "issue:44964", + "accept": false, + "reason": "Local dataset loading in an example script and model loading for Phi-4 multimodal are separate failures." + }, + { + "left": "issue:44933", + "right": "issue:45362", + "accept": false, + "reason": "A bad import from `image_utils` is unrelated to Qwen3.5 chat crashes." + }, + { + "left": "issue:41720", + "right": "issue:45245", + "accept": false, + "reason": "CUDA assert in Qwen3 auto device mapping and a category-limit runtime error are different failure modes." + }, + { + "left": "issue:44792", + "right": "issue:45600", + "accept": false, + "reason": "A janus image-generation test failure and broken `auto_mappings.py` references are not the same underlying bug." + }, + { + "left": "issue:44855", + "right": "issue:45588", + "accept": false, + "reason": "Python 3.13 import parsing/`torch.jit.script` issue is unrelated to flash-attention crashing on `s_aux=None`." + }, + { + "left": "issue:44737", + "right": "issue:45803", + "accept": false, + "reason": "Missing `device=` in `torch.arange` causing CPU work is unrelated to the bare `except:` swallowing errors." + }, + { + "left": "issue:45127", + "right": "issue:45357", + "accept": false, + "reason": "LoRA/extended-vocab collapse with tied embeddings and incorrect visual-encoder keys in save_pretrained are different bugs." + }, + { + "left": "issue:43388", + "right": "issue:43582", + "accept": false, + "reason": "A metrics label-truncation bug and an Apple Silicon `caching_allocator_warmup` TypeError do not match." + }, + { + "left": "issue:35141", + "right": "issue:42490", + "accept": false, + "reason": "Embedding reinitialization after resize and a trailing-slash local-path import warning are unrelated." + }, + { + "left": "issue:44462", + "right": "issue:45907", + "accept": false, + "reason": "Ignoring `tokenizer.json` and failing to forward `revision` in `list_repo_files` are different repository-loading issues." + }, + { + "left": "issue:44077", + "right": "issue:44079", + "accept": false, + "reason": "These are separate core-library bugs: `post_init` policy for patchtsmixer versus `ModelOutput` key assignment." + }, + { + "left": "issue:43335", + "right": "issue:44855", + "accept": false, + "reason": "SwitchTransformers sparse-layer construction and a Python 3.13 import parsing error are unrelated." + }, + { + "left": "issue:44938", + "right": "issue:45542", + "accept": false, + "reason": "Python 3.14 import/load failure and the TensorBoard-without-TensorFlow backend error are different compatibility problems." + }, + { + "left": "issue:43550", + "right": "issue:44190", + "accept": false, + "reason": "Bamba torch.compile/SDPA failure is unrelated to local dataset loading in an example script." + }, + { + "left": "issue:43976", + "right": "issue:44855", + "accept": false, + "reason": "General Python-version compatibility and a specific DebertaV2 import indentation/parsing bug are not the same issue." + }, + { + "left": "issue:43644", + "right": "issue:44913", + "accept": false, + "reason": "Non-persistent buffer initialization junk and `rotary_pct` not persisting on reload are separate state-handling bugs." + }, + { + "left": "issue:43540", + "right": "issue:44734", + "accept": false, + "reason": "Qwen3OmniMoe video input processing and serve-side KV-cache tensor indexing are different code paths." + }, + { + "left": "issue:44112", + "right": "issue:45600", + "accept": false, + "reason": "A stale CI test and broken auto-mapping references are both CI-related but not the same underlying change." + }, + { + "left": "issue:44496", + "right": "issue:45803", + "accept": false, + "reason": "Model-type resolution failure when loading a repo and a bare exception swallowing errors are unrelated." + }, + { + "left": "issue:43650", + "right": "issue:44220", + "accept": false, + "reason": "`ADD THE DATA` is too vague to tie to the audio feature extraction bug." + }, + { + "left": "issue:45276", + "right": "issue:45584", + "accept": false, + "reason": "Gemma4 resize-token-embedding behavior and Whisper empty-transcription failure are unrelated." + }, + { + "left": "issue:39692", + "right": "issue:44190", + "accept": false, + "reason": "SigLIP2 docs/model-processor mismatch and local dataset loading are different documentation/example issues." + }, + { + "left": "issue:45245", + "right": "issue:45584", + "accept": false, + "reason": "Category-count runtime error and Whisper empty-transcription crash are unrelated." + }, + { + "left": "issue:41950", + "right": "issue:44016", + "accept": false, + "reason": "Video-classification pipeline processor selection and a notebook syntax error do not share 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": 31, + "review_unit_count": 47, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-402", + "nodes": [ + "issue:36246", + "issue:38175", + "issue:38617", + "issue:41628", + "issue:42175", + "issue:42490", + "issue:42907", + "issue:43065", + "issue:43295", + "issue:43299", + "issue:43404", + "issue:43441", + "issue:43479", + "issue:43526", + "issue:43531", + "issue:43643", + "issue:43673", + "issue:43824", + "issue:43854", + "issue:43901", + "issue:43976", + "issue:44016", + "issue:44062", + "issue:44112", + "issue:44186", + "issue:44220", + "issue:44246", + "issue:44279", + "issue:44336", + "issue:44466", + "issue:44496", + "issue:44561", + "issue:44683", + "issue:44734", + "issue:44913", + "issue:44933", + "issue:44964", + "issue:44987", + "issue:45003", + "issue:45042", + "issue:45216", + "issue:45276", + "issue:45335", + "issue:45375", + "issue:45446", + "issue:45600", + "issue:45632" + ], + "soft_pairs": [ + "issue:43479|issue:45375", + "issue:43295|issue:45276", + "issue:36246|issue:41628", + "issue:36246|issue:38617", + "issue:44186|issue:44734", + "issue:38175|issue:43065", + "issue:42175|issue:44279", + "issue:44683|issue:45446", + "issue:44016|issue:44220", + "issue:44466|issue:44913", + "issue:43404|issue:45216", + "issue:44561|issue:45632", + "issue:44734|issue:45632", + "issue:44246|issue:45003", + "issue:42490|issue:45632", + "issue:43643|issue:44496", + "issue:44964|issue:45600", + "issue:44112|issue:44964", + "issue:43854|issue:44964", + "issue:42907|issue:43441", + "issue:44016|issue:44062", + "issue:43976|issue:44987", + "issue:43295|issue:45335", + "issue:43673|issue:44336", + "issue:43531|issue:45600", + "issue:43824|issue:44933", + "issue:44496|issue:45042", + "issue:43526|issue:43901", + "issue:43299|issue:45216" + ], + "prepared_review_unit_hash": "21a6295b2542464e886e796dc5b61e86b9f5b8dd4cfa068152c89ad033495881", + "component_budget": { + "node_count": 402, + "item_count": 402, + "soft_pair_count": 1504, + "serialized_chars": 775933, + "estimated_input_tokens": 193984, + "estimated_eval_tokens": 388224 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 29, + "serialized_chars": 35884, + "estimated_input_tokens": 8971, + "estimated_eval_tokens": 18198 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This set is not a true duplicate cluster: it mixes unrelated issues across imports, model loading, configs, attention, tokenizers, docs, and CI. All soft-edge pairs should be rejected.", + "confidence": 0.89, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": "issue:44964 is the broadest user-facing regression report here (a concrete model-loading failure with recent transformers) and has relatively strong discussion activity, but it still only loosely represents this heterogeneous set.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43479", + "right": "issue:45375", + "accept": false, + "reason": "Both are multimodal-config bugs, but they affect different models and different fields/code paths; not the same underlying defect." + }, + { + "left": "issue:43295", + "right": "issue:45276", + "accept": false, + "reason": "Both mention resize/token embedding behavior, but the regressions are on different models and symptoms; not mergeable as one fix." + }, + { + "left": "issue:36246", + "right": "issue:41628", + "accept": false, + "reason": "Different missing imports for different symbols and modules; same broad theme, not the same bug." + }, + { + "left": "issue:36246", + "right": "issue:38617", + "accept": false, + "reason": "Separate import errors in unrelated modules/symbols, so they are not the same underlying issue." + }, + { + "left": "issue:44186", + "right": "issue:44734", + "accept": false, + "reason": "Tokenizer NER/padding crash vs server KV-cache continuation indexing bug; different code paths and failures." + }, + { + "left": "issue:38175", + "right": "issue:43065", + "accept": false, + "reason": "Unrelated model behavior bug vs dummy Conv2d implementation issue; no shared defect." + }, + { + "left": "issue:42175", + "right": "issue:44279", + "accept": false, + "reason": "Both are dependency-related, but one is about optional backend installation and the other is a vague dependency problem; too different to deduplicate." + }, + { + "left": "issue:44683", + "right": "issue:45446", + "accept": false, + "reason": "Both touch flex_attention, but they are distinct torch/version-check problems in different code paths." + }, + { + "left": "issue:44016", + "right": "issue:44220", + "accept": false, + "reason": "Notebook syntax error and fbank feature extraction bug are unrelated." + }, + { + "left": "issue:44466", + "right": "issue:44913", + "accept": false, + "reason": "Tied-weight serialization/device behavior vs rotary_pct persistence in GPTNeoXConfig; different components and fixes." + }, + { + "left": "issue:43404", + "right": "issue:45216", + "accept": false, + "reason": "Both involve saving/tied weights, but they concern different models and different save-pretrained regressions." + }, + { + "left": "issue:44561", + "right": "issue:45632", + "accept": false, + "reason": "Removal of is_torch_fx_available breaking remote-code models is unrelated to local cache-path collisions." + }, + { + "left": "issue:44734", + "right": "issue:45632", + "accept": false, + "reason": "Server request crash and trust_remote_code cache collision are separate bugs with no shared code path." + }, + { + "left": "issue:44246", + "right": "issue:45003", + "accept": false, + "reason": "Import-time slowdown and unsafe sys.modules access are related only loosely; they are not the same bug." + }, + { + "left": "issue:42490", + "right": "issue:45632", + "accept": false, + "reason": "Import-warning behavior for paths ending in slash is unrelated to cache collisions between local model paths." + }, + { + "left": "issue:43643", + "right": "issue:44496", + "accept": false, + "reason": "Missing fields from trust_remote_code config loading vs unrecognized model/config.json issue; different failure modes." + }, + { + "left": "issue:44964", + "right": "issue:45600", + "accept": false, + "reason": "Model-loading failure for one checkpoint vs CI break from removed Sam3LiteText configs; different underlying problems." + }, + { + "left": "issue:44112", + "right": "issue:44964", + "accept": false, + "reason": "A stale CI test failure is not the same as a real model-loading regression." + }, + { + "left": "issue:43854", + "right": "issue:44964", + "accept": false, + "reason": "Both are load-related, but one is a specific test/model loading issue and the other is a different checkpoint load failure." + }, + { + "left": "issue:42907", + "right": "issue:43441", + "accept": false, + "reason": "Saving dequantized models and FlashAttention failures are unrelated." + }, + { + "left": "issue:44016", + "right": "issue:44062", + "accept": false, + "reason": "Notebook syntax error vs AddedToken keyword conflict; unrelated bugs." + }, + { + "left": "issue:43976", + "right": "issue:44987", + "accept": false, + "reason": "Python-version compatibility and a specific model-loading failure are not the same defect." + }, + { + "left": "issue:43295", + "right": "issue:45335", + "accept": false, + "reason": "Both mention resize_token_embeddings, but on different model families and different affected embeddings; not a single code-path bug." + }, + { + "left": "issue:43673", + "right": "issue:44336", + "accept": false, + "reason": "Generation cache absence during chunked prefill vs ANSI logging behavior; unrelated." + }, + { + "left": "issue:43531", + "right": "issue:45600", + "accept": false, + "reason": "Qwen3-MoE sliding_window behavior and removed auto_mapping configs are separate regressions." + }, + { + "left": "issue:43824", + "right": "issue:44933", + "accept": false, + "reason": "Different import errors from different modules/symbols; same class of problem, not the same bug." + }, + { + "left": "issue:44496", + "right": "issue:45042", + "accept": false, + "reason": "Unrecognized-model loading error vs unnecessary torchvision dependency in PIL image processors; different issues." + }, + { + "left": "issue:43526", + "right": "issue:43901", + "accept": false, + "reason": "Image-processor label reduction bug vs documentation mismatch in TextClassificationPipeline; unrelated." + }, + { + "left": "issue:43299", + "right": "issue:45216", + "accept": false, + "reason": "Qwen3-MoE loading regression and Qwen3.5 save_pretrained serialization bug are different model-specific 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": 47, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-402", + "nodes": [ + "issue:33290", + "issue:38175", + "issue:39692", + "issue:41950", + "issue:43295", + "issue:43299", + "issue:43335", + "issue:43381", + "issue:43441", + "issue:43479", + "issue:43525", + "issue:43577", + "issue:43650", + "issue:43854", + "issue:43901", + "issue:43976", + "issue:44016", + "issue:44075", + "issue:44242", + "issue:44279", + "issue:44291", + "issue:44297", + "issue:44351", + "issue:44368", + "issue:44462", + "issue:44496", + "issue:44521", + "issue:44617", + "issue:44683", + "issue:44779", + "issue:45020", + "issue:45081", + "issue:45200", + "issue:45216", + "issue:45278", + "issue:45325", + "issue:45335", + "issue:45357", + "issue:45405", + "issue:45542", + "issue:45584", + "issue:45593", + "issue:45656", + "issue:45759", + "issue:45812", + "issue:45823", + "issue:45834", + "issue:45907" + ], + "soft_pairs": [ + "issue:43335|issue:45593", + "issue:44075|issue:44368", + "issue:45335|issue:45584", + "issue:43976|issue:44279", + "issue:43381|issue:45593", + "issue:43299|issue:45357", + "issue:43901|issue:44496", + "issue:44496|issue:45759", + "issue:44521|issue:45325", + "issue:41950|issue:45020", + "issue:44351|issue:45278", + "issue:43976|issue:45405", + "issue:44242|issue:45200", + "issue:43479|issue:43525", + "issue:44779|issue:45812", + "issue:41950|issue:45823", + "issue:38175|issue:44617", + "issue:43577|issue:45216", + "issue:44683|issue:45542", + "issue:39692|issue:43901", + "issue:43299|issue:43854", + "issue:44279|issue:45405", + "issue:43295|issue:44779", + "issue:41950|issue:43650", + "issue:44462|issue:45081", + "issue:44297|issue:44462", + "issue:45081|issue:45907", + "issue:44016|issue:44291", + "issue:33290|issue:45656", + "issue:43441|issue:45834" + ], + "prepared_review_unit_hash": "7d9e743bcb22acd3ccaf54dca4d678a314a353705375a47b9f27926b5eaf45ef", + "component_budget": { + "node_count": 402, + "item_count": 402, + "soft_pair_count": 1504, + "serialized_chars": 775933, + "estimated_input_tokens": 193984, + "estimated_eval_tokens": 388224 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 30, + "serialized_chars": 36740, + "estimated_input_tokens": 9185, + "estimated_eval_tokens": 18626 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is highly heterogeneous: the soft pairs mostly share broad themes like tokenizers, multimodal models, or deepspeed, but they describe different concrete bugs and code paths. I would not merge any of the soft pairs as duplicates.", + "confidence": 0.98, + "canonical_issue_reason": "No single canonical issue fits this cluster because the items span unrelated regressions and feature bugs. If a representative must be picked, issue:44521 is the best candidate because it is concrete, currently open, and has the strongest inbound discussion signal among the multimodal-related issues.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue:44521 is the most representative issue in this set: it is specific, actionable, and has the highest visible reuse/reference signal. It is a better cluster anchor than the other items, which are either narrower, stale, or more ambiguous.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43335", + "right": "issue:45593", + "accept": false, + "reason": "Different bugs: SwitchTransformers config layer construction vs D-FINE auxiliary-loss behavior." + }, + { + "left": "issue:44075", + "right": "issue:44368", + "accept": false, + "reason": "Unrelated: SGD optimizer args not used vs a Qwen fine-tuning warning about tie_word_embeddings." + }, + { + "left": "issue:45335", + "right": "issue:45584", + "accept": false, + "reason": "Different code paths: t5gemma embedding resize propagation vs Whisper empty-transcription generation failure." + }, + { + "left": "issue:43976", + "right": "issue:44279", + "accept": false, + "reason": "One is a Python-version compatibility break; the other is a generic dependency issue without the same failure mode." + }, + { + "left": "issue:43381", + "right": "issue:45593", + "accept": false, + "reason": "Gradient checkpointing in eval mode is unrelated to D-FINE denoising/aux-loss handling." + }, + { + "left": "issue:43299", + "right": "issue:45357", + "accept": false, + "reason": "Both involve Qwen multimodal models, but one is a load-time failure and the other is a save_pretrained key regression." + }, + { + "left": "issue:43901", + "right": "issue:44496", + "accept": false, + "reason": "Docs drift for return_all_scores is unrelated to an unrecognized-model/config missing model_type error." + }, + { + "left": "issue:44496", + "right": "issue:45759", + "accept": false, + "reason": "Different problems: missing model_type on load vs AutoModelForCausalLM not unwrapping text_config for composite configs." + }, + { + "left": "issue:44521", + "right": "issue:45325", + "accept": false, + "reason": "Both are multimodal, but one is assistant mask generation and the other is Qwen2.5-VL rope index scaling." + }, + { + "left": "issue:41950", + "right": "issue:45020", + "accept": false, + "reason": "Video-classification processor lookup bug is not the same as remote_code model-loading regressions." + }, + { + "left": "issue:44351", + "right": "issue:45278", + "accept": false, + "reason": "Missing HybridCache import is a specific symbol regression, not the broad import-error cluster from upgrading versions." + }, + { + "left": "issue:43976", + "right": "issue:45405", + "accept": false, + "reason": "Python compatibility and an unreleased PEFT minimum-version bump are different dependency issues." + }, + { + "left": "issue:44242", + "right": "issue:45200", + "accept": false, + "reason": "Load-balancing loss omission and mm_token_type_ids defaulting are separate model-training bugs." + }, + { + "left": "issue:43479", + "right": "issue:43525", + "accept": false, + "reason": "Phi4 multimodal default config initialization is unrelated to Llama4Config missing pad_token_id." + }, + { + "left": "issue:44779", + "right": "issue:45812", + "accept": false, + "reason": "Both are tokenizer regressions, but they affect different model families and likely different code paths." + }, + { + "left": "issue:41950", + "right": "issue:45823", + "accept": false, + "reason": "Video pipeline processor selection is unrelated to Gemma4 PLE device placement during forward." + }, + { + "left": "issue:38175", + "right": "issue:44617", + "accept": false, + "reason": "SigLIP2 zero-probabilities and Sam3Video CUDA OOM are unrelated failure modes." + }, + { + "left": "issue:43577", + "right": "issue:45216", + "accept": false, + "reason": "Blip2 dtype propagation is not the same as Qwen3.5 save_pretrained checkpoint corruption." + }, + { + "left": "issue:44683", + "right": "issue:45542", + "accept": false, + "reason": "Compiled flex_attention on torch>=2.9 and tensorboard-without-TF backend errors are unrelated." + }, + { + "left": "issue:39692", + "right": "issue:43901", + "accept": false, + "reason": "SigLIP2 documentation example errors are not the same as stale TextClassificationPipeline docs." + }, + { + "left": "issue:43299", + "right": "issue:43854", + "accept": false, + "reason": "Qwen3VL loading regression and GLM-4.7-Flash unit-test loading failure are different model-specific issues." + }, + { + "left": "issue:44279", + "right": "issue:45405", + "accept": false, + "reason": "A generic dependency issue does not match a specific unreleased MIN_PEFT_VERSION bump." + }, + { + "left": "issue:43295", + "right": "issue:44779", + "accept": false, + "reason": "Custom processor.tokenizer regression is not the same as Deepseek tokenizer producing wrong outputs." + }, + { + "left": "issue:44462", + "right": "issue:45081", + "accept": false, + "reason": "AutoTokenizer ignoring tokenizer.json and a Mistral regex patch crash are different tokenizer code paths." + }, + { + "left": "issue:44297", + "right": "issue:44462", + "accept": false, + "reason": "Tokenizer-class mismatch on save_pretrained is a different bug from AutoTokenizer ignoring repository tokenizer.json." + }, + { + "left": "issue:45081", + "right": "issue:45907", + "accept": false, + "reason": "Mistral regex patching crashes in tokenizer loading; list_repo_files revision forwarding is unrelated repository API plumbing." + }, + { + "left": "issue:44016", + "right": "issue:44291", + "accept": false, + "reason": "Notebook syntax error and init_empty_weights argument handling are unrelated." + }, + { + "left": "issue:33290", + "right": "issue:45656", + "accept": false, + "reason": "OOM with deepspeed + Adafactor and optimizer.step being called twice are different deepspeed optimizer bugs." + }, + { + "left": "issue:43441", + "right": "issue:45834", + "accept": false, + "reason": "Ministral FlashAttention failure and Kosmos2.5 long-OCR index errors are unrelated model-specific issues." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 17, + "review_unit_index": 33, + "review_unit_count": 47, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-402", + "nodes": [ + "issue:42175", + "issue:42994", + "issue:43065", + "issue:43122", + "issue:43262", + "issue:43317", + "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:44261", + "issue:44263", + "issue:44279", + "issue:44297", + "issue:44336", + "issue:44361", + "issue:44466", + "issue:44521", + "issue:44617", + "issue:44623", + "issue:44671", + "issue:44683", + "issue:44749", + "issue:44779", + "issue:44898", + "issue:44987", + "issue:45276", + "issue:45290", + "issue:45397", + "issue:45542", + "issue:45593", + "issue:45600", + "issue:45712", + "issue:45823" + ], + "soft_pairs": [ + "issue:43450|issue:44279", + "issue:45600|issue:45712", + "issue:43065|issue:44898", + "issue:42994|issue:43317", + "issue:44466|issue:45276", + "issue:44261|issue:44263", + "issue:43650|issue:45290", + "issue:44623|issue:45397", + "issue:43441|issue:44683", + "issue:44623|issue:44749", + "issue:43653|issue:45593", + "issue:43262|issue:44521", + "issue:43723|issue:44162", + "issue:44016|issue:45823", + "issue:43673|issue:43761", + "issue:42175|issue:43976", + "issue:44361|issue:45593", + "issue:44671|issue:44779", + "issue:43784|issue:45542", + "issue:43901|issue:43994", + "issue:44987|issue:45542", + "issue:43122|issue:43650", + "issue:44297|issue:45397", + "issue:43824|issue:43976", + "issue:44188|issue:44336", + "issue:43525|issue:43881", + "issue:43525|issue:43643", + "issue:43450|issue:44617" + ], + "prepared_review_unit_hash": "395336265ca2c1e82e5d499715cca80fd8d7d76f37f7d39c192c1679a2079774", + "component_budget": { + "node_count": 402, + "item_count": 402, + "soft_pair_count": 1504, + "serialized_chars": 775933, + "estimated_input_tokens": 193984, + "estimated_eval_tokens": 388224 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 28, + "serialized_chars": 35943, + "estimated_input_tokens": 8986, + "estimated_eval_tokens": 18228 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "Only one soft edge looks like a true duplicate pair; the rest are distinct issues across separate subsystems or different failure modes.", + "confidence": 0.72, + "canonical_issue_reason": "43643 is the broader root-cause report: `trust_remote_code=True` returns config objects with missing fields; 43525 looks like a specific `pad_token_id` symptom of that bug.", + "canonical_pr_reason": null, + "best_issue_reason": "43643 has the clearest general reproduction of the config-field-loss bug and is the best anchor for deduping the pair.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43450", + "right": "issue:44279", + "accept": false, + "reason": "Different bugs: batched video processor shape vs a generic quantized-model save failure." + }, + { + "left": "issue:45600", + "right": "issue:45712", + "accept": false, + "reason": "Both are cleanup/CI-related, but they target different stale artifacts and different breakages." + }, + { + "left": "issue:43065", + "right": "issue:44898", + "accept": false, + "reason": "Unrelated model issues: dummy Conv2d in Sam3PixelDecoder vs Perceiver resolution handling." + }, + { + "left": "issue:42994", + "right": "issue:43317", + "accept": false, + "reason": "Save-failure for quantized models vs load/offload failure for dequantized models; different code paths." + }, + { + "left": "issue:44466", + "right": "issue:45276", + "accept": false, + "reason": "Both involve Gemma4 weights, but one is serialization inconsistency and the other is resize_token_embeddings behavior." + }, + { + "left": "issue:44261", + "right": "issue:44263", + "accept": false, + "reason": "Different GLM/MoE bugs: missing rms_norm_eps precision issue vs torch.split return handling." + }, + { + "left": "issue:43650", + "right": "issue:45290", + "accept": false, + "reason": "Generic low-signal issue vs a specific chat_template crash on tool-call messages; not the same bug." + }, + { + "left": "issue:44623", + "right": "issue:45397", + "accept": false, + "reason": "processor.save_pretrained missing files is separate from gemma-4 zero3 from_pretrained loading failures." + }, + { + "left": "issue:43441", + "right": "issue:44683", + "accept": false, + "reason": "Different attention-backend failures: FlashAttention on Ministral-3 vs compiled flex_attention on torch>=2.9." + }, + { + "left": "issue:44623", + "right": "issue:44749", + "accept": false, + "reason": "Missing processor save files vs a tokenizer/filtering performance regression; unrelated symptoms." + }, + { + "left": "issue:43653", + "right": "issue:45593", + "accept": false, + "reason": "Tokenizer special-token registration vs D-FINE auxiliary-loss logic; different components." + }, + { + "left": "issue:43262", + "right": "issue:44521", + "accept": false, + "reason": "Both touch apply_chat_template, but one is audio sampling-rate defaults and the other is multimodal assistant masks." + }, + { + "left": "issue:43723", + "right": "issue:44162", + "accept": false, + "reason": "Tokenizer loading regression vs ESM2 model breakage; no shared underlying defect." + }, + { + "left": "issue:44016", + "right": "issue:45823", + "accept": false, + "reason": "Notebook syntax error is unrelated to Gemma4 device-mismatch runtime behavior." + }, + { + "left": "issue:43673", + "right": "issue:43761", + "accept": false, + "reason": "Generation cache regression and CLIP hidden_states regression are separate model-path bugs." + }, + { + "left": "issue:42175", + "right": "issue:43976", + "accept": false, + "reason": "TF backend packaging issue vs Python version compatibility regression; different root causes." + }, + { + "left": "issue:44361", + "right": "issue:45593", + "accept": false, + "reason": "MLukeTokenizer task AttributeError is unrelated to D-FINE auxiliary-loss behavior." + }, + { + "left": "issue:44671", + "right": "issue:44779", + "accept": false, + "reason": "Different failures: CamemBERT masked-LM predictions vs Deepseek tokenizer correctness." + }, + { + "left": "issue:43784", + "right": "issue:45542", + "accept": false, + "reason": "Sentence-transformers import NameError and TF backend packaging error are separate import/dependency issues." + }, + { + "left": "issue:43901", + "right": "issue:43994", + "accept": false, + "reason": "Docs mismatch for return_all_scores vs a model/pipeline output quality issue; not duplicate bugs." + }, + { + "left": "issue:44987", + "right": "issue:45542", + "accept": false, + "reason": "Loading a specific model failing in v5.1.0 is not the same as the TensorFlow backend dependency problem." + }, + { + "left": "issue:43122", + "right": "issue:43650", + "accept": false, + "reason": "Tokenizer output changed across versions vs an unrelated low-signal issue." + }, + { + "left": "issue:44297", + "right": "issue:45397", + "accept": false, + "reason": "Tokenizer metadata saved incorrectly vs gemma-4 zero3 loading; separate save/load issues." + }, + { + "left": "issue:43824", + "right": "issue:43976", + "accept": false, + "reason": "ImportError for a missing model class vs Python 3.9 support regression; different failure modes." + }, + { + "left": "issue:44188", + "right": "issue:44336", + "accept": false, + "reason": "Attention kernel branching under torch.compile is unrelated to ANSI code emission in loading_report." + }, + { + "left": "issue:43525", + "right": "issue:43881", + "accept": false, + "reason": "Llama4Config missing pad_token_id is not the same as GLM-4V loading failure." + }, + { + "left": "issue:43525", + "right": "issue:43643", + "accept": true, + "reason": "Both describe missing fields on configs returned by AutoConfig/trust_remote_code; 43525 is a concrete missing-pad_token_id instance of the broader bug." + }, + { + "left": "issue:43450", + "right": "issue:44617", + "accept": false, + "reason": "Batched video processor shape bug is unrelated to Sam3Video CUDA OOM." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The analysis is grounded in the packet and stays conservative overall. The single accepted soft edge, issue:43525 with issue:43643, is a plausible duplicate based on the shared missing-config-field failure mode, and the other rejections are framed as distinct failure modes or subsystems without overstating the evidence." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 17, + "review_unit_index": 34, + "review_unit_count": 47, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-402", + "nodes": [ + "issue:36246", + "issue:41628", + "issue:41950", + "issue:42491", + "issue:42757", + "issue:43065", + "issue:43232", + "issue:43299", + "issue:43352", + "issue:43408", + "issue:43526", + "issue:43531", + "issue:43596", + "issue:43673", + "issue:43901", + "issue:43976", + "issue:44162", + "issue:44220", + "issue:44242", + "issue:44246", + "issue:44295", + "issue:44336", + "issue:44351", + "issue:44373", + "issue:44485", + "issue:44496", + "issue:44561", + "issue:44589", + "issue:44749", + "issue:44779", + "issue:44857", + "issue:44871", + "issue:44877", + "issue:44987", + "issue:45003", + "issue:45200", + "issue:45250", + "issue:45292", + "issue:45362", + "issue:45375", + "issue:45397", + "issue:45459", + "issue:45561", + "issue:45563", + "issue:45584", + "issue:45593", + "issue:45701", + "issue:45759" + ], + "soft_pairs": [ + "issue:44589|issue:45362", + "issue:41628|issue:43976", + "issue:43901|issue:44246", + "issue:45561|issue:45563", + "issue:44336|issue:44373", + "issue:42491|issue:43299", + "issue:44242|issue:45593", + "issue:44295|issue:45397", + "issue:41950|issue:44220", + "issue:44246|issue:44496", + "issue:43531|issue:45362", + "issue:43352|issue:45250", + "issue:36246|issue:42757", + "issue:44336|issue:44485", + "issue:43526|issue:45003", + "issue:36246|issue:44351", + "issue:45003|issue:45561", + "issue:43673|issue:44561", + "issue:44246|issue:44871", + "issue:44242|issue:44857", + "issue:44162|issue:45200", + "issue:44295|issue:44749", + "issue:36246|issue:43596", + "issue:44877|issue:45375", + "issue:44779|issue:45292", + "issue:45292|issue:45584", + "issue:43901|issue:45003", + "issue:45292|issue:45701", + "issue:43232|issue:44336", + "issue:44987|issue:45459", + "issue:44496|issue:45003", + "issue:43065|issue:43408", + "issue:45375|issue:45759" + ], + "prepared_review_unit_hash": "2576f80e9e2645550051fc4e979259e8b8e963f483c9f9b342950b5e116c298c", + "component_budget": { + "node_count": 402, + "item_count": 402, + "soft_pair_count": 1504, + "serialized_chars": 775933, + "estimated_input_tokens": 193984, + "estimated_eval_tokens": 388224 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 33, + "serialized_chars": 37279, + "estimated_input_tokens": 9320, + "estimated_eval_tokens": 18896 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "Mostly heterogeneous regression reports around Transformers v5, model/config loading, and unrelated utility bugs; I did not find any pair that clearly describes the same underlying fix target.", + "confidence": 0.31, + "canonical_issue_reason": "issue:44561 is the broadest, clearest compatibility regression report in the set: a concrete v5 removal breaking trust_remote_code model loading, which makes it the best umbrella issue among otherwise unrelated model-specific failures.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:44561 is the strongest representative issue because it has a specific failure mode, clear upgrade context, and broad downstream impact compared with the more narrow or ambiguous reports.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44589", + "right": "issue:45362", + "accept": false, + "reason": "Different failures: a missing Float8 storage class versus a Qwen chat crash; no shared code path is evident." + }, + { + "left": "issue:41628", + "right": "issue:43976", + "accept": false, + "reason": "ImportError vs Python-version compatibility; same package area, but not the same bug." + }, + { + "left": "issue:43901", + "right": "issue:44246", + "accept": false, + "reason": "Docstring mismatch for text classification is unrelated to intermittent import slowness." + }, + { + "left": "issue:45561", + "right": "issue:45563", + "accept": false, + "reason": "Pytest-xdist file race and a stale generation warning are unrelated behaviors." + }, + { + "left": "issue:44336", + "right": "issue:44373", + "accept": false, + "reason": "ANSI output leakage and a wrong docstring are separate documentation/runtime issues." + }, + { + "left": "issue:42491", + "right": "issue:43299", + "accept": false, + "reason": "Both involve Qwen3 MoE, but one is LoRA loading on hf4.x/hf5.x and the other is multimodal model loading; too different to merge." + }, + { + "left": "issue:44242", + "right": "issue:45593", + "accept": false, + "reason": "Missing load-balancing loss and missing auxiliary losses in D-FINE are different training-loss bugs." + }, + { + "left": "issue:44295", + "right": "issue:45397", + "accept": false, + "reason": "Buffer access on position_ids and a Gemma-4 ZeRO-3 loading problem are unrelated." + }, + { + "left": "issue:41950", + "right": "issue:44220", + "accept": false, + "reason": "Video-classification pipeline processor lookup and fbank feature extraction are different pipeline/audio issues." + }, + { + "left": "issue:44246", + "right": "issue:44496", + "accept": false, + "reason": "Import performance and unrecognized model config are not the same underlying bug." + }, + { + "left": "issue:43531", + "right": "issue:45362", + "accept": false, + "reason": "Both mention Qwen models, but one is sliding-window behavior and the other is a chat crash; different code paths." + }, + { + "left": "issue:43352", + "right": "issue:45250", + "accept": false, + "reason": "A model-specific Flash Attention support gap is not the same as the generic Flash Attention 2.0 issue." + }, + { + "left": "issue:36246", + "right": "issue:42757", + "accept": false, + "reason": "Different missing symbols from different libraries; both are import errors but not one duplicate bug." + }, + { + "left": "issue:44336", + "right": "issue:44485", + "accept": false, + "reason": "ANSI-code output and GLM-5 RoPE implementation are unrelated." + }, + { + "left": "issue:43526", + "right": "issue:45003", + "accept": false, + "reason": "Image label reduction logic and unsafe sys.modules access are distinct bugs." + }, + { + "left": "issue:36246", + "right": "issue:44351", + "accept": false, + "reason": "Missing Qwen2.5 VL export and missing HybridCache export are separate symbol-export regressions." + }, + { + "left": "issue:45003", + "right": "issue:45561", + "accept": false, + "reason": "sys.modules access safety and captured-info file races do not share a fix target." + }, + { + "left": "issue:43673", + "right": "issue:44561", + "accept": false, + "reason": "Both are v5 regressions, but one is generation cache/chunked prefill and the other is trust_remote_code import behavior; too broad to merge." + }, + { + "left": "issue:44246", + "right": "issue:44871", + "accept": false, + "reason": "Import slowdown and Gemma EOS-token config inconsistency are unrelated." + }, + { + "left": "issue:44242", + "right": "issue:44857", + "accept": false, + "reason": "Load-balancing loss omission and float16 CUDA crash are different loss/runtime failures." + }, + { + "left": "issue:44162", + "right": "issue:45200", + "accept": false, + "reason": "ESM2 breakage and Gemma-4 mm_token_type_ids defaulting are separate model issues." + }, + { + "left": "issue:44295", + "right": "issue:44749", + "accept": false, + "reason": "Position_ids buffer access and post-upgrade data-filter slowness are unrelated." + }, + { + "left": "issue:36246", + "right": "issue:43596", + "accept": false, + "reason": "ImportError for a missing processor class and a zero-sized tensor IndexError are unrelated." + }, + { + "left": "issue:44877", + "right": "issue:45375", + "accept": false, + "reason": "Both involve strict config handling, but they are different model configs and different symptoms; too broad to treat as one duplicate." + }, + { + "left": "issue:44779", + "right": "issue:45292", + "accept": false, + "reason": "Tokenizer output regression and resize_token_embeddings/output_embeddings mismatch are separate tokenization/model-editing bugs." + }, + { + "left": "issue:45292", + "right": "issue:45584", + "accept": false, + "reason": "Embedding resize behavior and Whisper empty-transcription generation failure are unrelated." + }, + { + "left": "issue:43901", + "right": "issue:45003", + "accept": false, + "reason": "TextClassificationPipeline docs and unsafe sys.modules access are unrelated." + }, + { + "left": "issue:45292", + "right": "issue:45701", + "accept": false, + "reason": "Output-embedding resize bug and version-dependent tokenization changes are not the same issue." + }, + { + "left": "issue:43232", + "right": "issue:44336", + "accept": false, + "reason": "Generation kwargs after sync_gpus and ANSI-code emission are unrelated." + }, + { + "left": "issue:44987", + "right": "issue:45459", + "accept": false, + "reason": "A model-loading failure on transformers>=5.1.0 and hidden tokenizer errors from protobuf handling are different bugs." + }, + { + "left": "issue:44496", + "right": "issue:45003", + "accept": false, + "reason": "Model config recognition and sys.modules access safety are different parts of the loading stack." + }, + { + "left": "issue:43065", + "right": "issue:43408", + "accept": false, + "reason": "SAM3 pixel-decoder implementation and SAM3 tracker/model-type warning are different issues." + }, + { + "left": "issue:45375", + "right": "issue:45759", + "accept": false, + "reason": "A strict-config field omission and AutoModelForCausalLM text_config unwrapping are separate composite-config bugs." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 17, + "review_unit_index": 35, + "review_unit_count": 47, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-402", + "nodes": [ + "issue:28282", + "issue:30990", + "issue:42371", + "issue:42886", + "issue:42994", + "issue:43232", + "issue:43257", + "issue:43262", + "issue:43475", + "issue:43482", + "issue:43540", + "issue:43643", + "issue:43646", + "issue:43653", + "issue:43673", + "issue:43931", + "issue:44038", + "issue:44060", + "issue:44077", + "issue:44162", + "issue:44246", + "issue:44297", + "issue:44361", + "issue:44368", + "issue:44466", + "issue:44623", + "issue:44734", + "issue:44749", + "issue:44869", + "issue:44933", + "issue:44977", + "issue:44995", + "issue:45092", + "issue:45137", + "issue:45200", + "issue:45229", + "issue:45230", + "issue:45278", + "issue:45310", + "issue:45335", + "issue:45356", + "issue:45381", + "issue:45397", + "issue:45459", + "issue:45563", + "issue:45588", + "issue:45600", + "issue:45656" + ], + "soft_pairs": [ + "issue:42886|issue:45229", + "issue:43262|issue:44246", + "issue:43257|issue:45137", + "issue:44995|issue:45200", + "issue:44060|issue:44077", + "issue:43475|issue:43540", + "issue:44466|issue:45335", + "issue:45397|issue:45656", + "issue:43653|issue:44162", + "issue:44995|issue:45588", + "issue:44368|issue:45563", + "issue:44368|issue:44977", + "issue:43673|issue:44734", + "issue:45137|issue:45600", + "issue:43931|issue:44368", + "issue:44933|issue:45459", + "issue:44869|issue:45356", + "issue:44297|issue:44623", + "issue:43232|issue:43673", + "issue:44361|issue:44749", + "issue:43646|issue:44162", + "issue:43673|issue:45278", + "issue:44623|issue:45656", + "issue:44749|issue:45656", + "issue:44749|issue:45310", + "issue:42994|issue:43482", + "issue:28282|issue:30990", + "issue:45230|issue:45397", + "issue:42371|issue:45092", + "issue:43475|issue:43643", + "issue:44038|issue:44623", + "issue:43475|issue:45381" + ], + "prepared_review_unit_hash": "a3b5e6c0b97ba765baaeade95f6f6192787dd2fe77833838d6eb66f5bfc010b7", + "component_budget": { + "node_count": 402, + "item_count": 402, + "soft_pair_count": 1504, + "serialized_chars": 775933, + "estimated_input_tokens": 193984, + "estimated_eval_tokens": 388224 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 32, + "serialized_chars": 37147, + "estimated_input_tokens": 9287, + "estimated_eval_tokens": 18830 + }, + "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 regression reports, many centered on v5-era model loading/generation/tokenizer issues. I don\u2019t see any pair that clearly describes the same concrete bug or a mergeable PR-sized fix.", + "confidence": 0.82, + "canonical_issue_reason": "issue:43646 is the broadest representative regression report: it frames a general v5.0 breakage in custom model initialization, which fits the overall upgrade-regression theme better than the more model-specific tickets.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43646 is the best single issue to anchor the cluster because it is general, user-visible, and closest to the shared theme of Transformers v5 compatibility breakages.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:42886", + "right": "issue:45229", + "accept": false, + "reason": "Offline tokenizer cache loading and Gemma4 multi-GPU OOM are unrelated failures in different code paths." + }, + { + "left": "issue:43262", + "right": "issue:44246", + "accept": false, + "reason": "Audio processor sampling-rate defaults and import slowdown are not the same bug." + }, + { + "left": "issue:43257", + "right": "issue:45137", + "accept": false, + "reason": "Both involve DeepSpeed, but one is Qwen3 MOE weight conversion and the other is a ZeRO3 deque error." + }, + { + "left": "issue:44995", + "right": "issue:45200", + "accept": false, + "reason": "A stale second-forward cache crash is unrelated to the mm_token_type_ids defaulting issue." + }, + { + "left": "issue:44060", + "right": "issue:44077", + "accept": false, + "reason": "Incorrect tied-weights warnings and patchtsmixer post_init allowance are different model/config behaviors." + }, + { + "left": "issue:43475", + "right": "issue:43540", + "accept": false, + "reason": "SAM3 video encoder missing attribute and Qwen3OmniMoe video processing ValueError are different bugs." + }, + { + "left": "issue:44466", + "right": "issue:45335", + "accept": false, + "reason": "Serialization of tied lm_head weights is not the same as resize_token_embeddings failing to update decoder embeddings." + }, + { + "left": "issue:45397", + "right": "issue:45656", + "accept": false, + "reason": "Gemma4 from_pretrained with ZeRO3 and duplicated optimizer steps are different DeepSpeed problems." + }, + { + "left": "issue:43653", + "right": "issue:44162", + "accept": false, + "reason": "BigBirdTokenizer special-token registration and ESM2 breakage are unrelated tokenizer/model issues." + }, + { + "left": "issue:44995", + "right": "issue:45588", + "accept": false, + "reason": "A model cache crash and a flash-attention sinkless AttributeError are different failure modes." + }, + { + "left": "issue:44368", + "right": "issue:45563", + "accept": false, + "reason": "A tie_word_embeddings warning and a stale num_return_sequences warning are not the same underlying issue." + }, + { + "left": "issue:44368", + "right": "issue:44977", + "accept": false, + "reason": "A config warning is not the same as Qwen3.5 flash-attention generation failure." + }, + { + "left": "issue:43673", + "right": "issue:44734", + "accept": false, + "reason": "Generation cache missing and KV-cache continuation indexing are both generation-related, but they are distinct code-path bugs." + }, + { + "left": "issue:45137", + "right": "issue:45600", + "accept": false, + "reason": "A ZeRO3 deque error and stale auto_mappings references are unrelated." + }, + { + "left": "issue:43931", + "right": "issue:44368", + "accept": false, + "reason": "Qwen3-VL weight-shape mismatch is not the same as a tied-embeddings warning." + }, + { + "left": "issue:44933", + "right": "issue:45459", + "accept": false, + "reason": "A missing import from image_utils and suppressed tokenizer decode errors are different import/error-handling bugs." + }, + { + "left": "issue:44869", + "right": "issue:45356", + "accept": false, + "reason": "Whisper word-timestamp decode crash and Kimi-K2.5 codec regression are both tokenizer-adjacent, but not the same defect." + }, + { + "left": "issue:44297", + "right": "issue:44623", + "accept": false, + "reason": "Tokenizer save_pretrained config mismatch and processor save_pretrained missing files are separate serialization issues." + }, + { + "left": "issue:43232", + "right": "issue:43673", + "accept": false, + "reason": "sync_gpus generation kwargs handling and chunked_prefill cache missing are different generation regressions." + }, + { + "left": "issue:44361", + "right": "issue:44749", + "accept": false, + "reason": "MLukeTokenizer task AttributeError and slowdown after upgrade are unrelated symptoms." + }, + { + "left": "issue:43646", + "right": "issue:44162", + "accept": false, + "reason": "Custom model initialization breakage and ESM2 breakage are both broad regressions, but not the same concrete bug." + }, + { + "left": "issue:43673", + "right": "issue:45278", + "accept": false, + "reason": "Missing GenerationMixin cache in chunked_prefill is not the same as many import errors after upgrade." + }, + { + "left": "issue:44623", + "right": "issue:45656", + "accept": false, + "reason": "Processor serialization missing files and duplicated optimizer steps do not share a code path." + }, + { + "left": "issue:44749", + "right": "issue:45656", + "accept": false, + "reason": "Performance slowdown after upgrade and repeated optimizer stepping are unrelated." + }, + { + "left": "issue:44749", + "right": "issue:45310", + "accept": false, + "reason": "Data filtering slowdown and Qwen3.5 MOE from_pretrained failure are different bugs." + }, + { + "left": "issue:42994", + "right": "issue:43482", + "accept": false, + "reason": "Quantized model saving failure and Qwen2.5-GGUF loading failure are different directions of the serialization/load pipeline." + }, + { + "left": "issue:28282", + "right": "issue:30990", + "accept": false, + "reason": "PyTorch-missing ImportError and Sentence Transformers hanging on load are unrelated issues." + }, + { + "left": "issue:45230", + "right": "issue:45397", + "accept": false, + "reason": "The generic bug report provides no concrete overlap with Gemma4 Zero3 from_pretrained." + }, + { + "left": "issue:42371", + "right": "issue:45092", + "accept": false, + "reason": "TF32 settings guidance and InternVL2 meta-initialization incompatibility are unrelated." + }, + { + "left": "issue:43475", + "right": "issue:43643", + "accept": false, + "reason": "SAM3 video encoder attribute loss and trust_remote_code AutoConfig field loss are different failures." + }, + { + "left": "issue:44038", + "right": "issue:44623", + "accept": false, + "reason": "Qwen3-VL-Moe v5 issue and processor save_pretrained missing files 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": 36, + "review_unit_count": 47, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-402", + "nodes": [ + "issue:30990", + "issue:35141", + "issue:36010", + "issue:41628", + "issue:42175", + "issue:42222", + "issue:42673", + "issue:42831", + "issue:42898", + "issue:42994", + "issue:43232", + "issue:43377", + "issue:43475", + "issue:43479", + "issue:43504", + "issue:43525", + "issue:43526", + "issue:43673", + "issue:43704", + "issue:43784", + "issue:43824", + "issue:43873", + "issue:43976", + "issue:44038", + "issue:44079", + "issue:44188", + "issue:44222", + "issue:44242", + "issue:44351", + "issue:44496", + "issue:44568", + "issue:44623", + "issue:44661", + "issue:44792", + "issue:44869", + "issue:44933", + "issue:44945", + "issue:44964", + "issue:45081", + "issue:45103", + "issue:45137", + "issue:45200", + "issue:45310", + "issue:45375", + "issue:45478", + "issue:45561", + "issue:45712", + "issue:45753" + ], + "soft_pairs": [ + "issue:41628|issue:44933", + "issue:45081|issue:45103", + "issue:43475|issue:44661", + "issue:42994|issue:43525", + "issue:45375|issue:45478", + "issue:43232|issue:44188", + "issue:42673|issue:43704", + "issue:45310|issue:45375", + "issue:43873|issue:44945", + "issue:41628|issue:44351", + "issue:42831|issue:44222", + "issue:44945|issue:45753", + "issue:44222|issue:45310", + "issue:43673|issue:44188", + "issue:36010|issue:41628", + "issue:42994|issue:43824", + "issue:42222|issue:45200", + "issue:42175|issue:45712", + "issue:43232|issue:44792", + "issue:44038|issue:45310", + "issue:43526|issue:45561", + "issue:43377|issue:44242", + "issue:44496|issue:45561", + "issue:43504|issue:45561", + "issue:44964|issue:45137", + "issue:42175|issue:44933", + "issue:42898|issue:44568", + "issue:30990|issue:35141", + "issue:43976|issue:44933", + "issue:43479|issue:44869", + "issue:43479|issue:44079", + "issue:44623|issue:45310", + "issue:43784|issue:43824" + ], + "prepared_review_unit_hash": "aae2b7f7a365c5119c8a224012c96782590731b73970ca4049d28b676ffa7711", + "component_budget": { + "node_count": 402, + "item_count": 402, + "soft_pair_count": 1504, + "serialized_chars": 775933, + "estimated_input_tokens": 193984, + "estimated_eval_tokens": 388224 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 33, + "serialized_chars": 37509, + "estimated_input_tokens": 9378, + "estimated_eval_tokens": 19012 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "Most pairs are only loosely similar and should stay separate. The only accepted soft-edge duplicate is issue:42673 / issue:43704, which share the same title and appear to describe the same Qwen3ForCausalLM VRAM leak, with 42673 showing more discussion. No PR cluster is present.", + "confidence": 0.88, + "canonical_issue_reason": "issue:42673 is the better canonical issue because it is the earlier report and has substantially more discussion than issue:43704, while the titles indicate the same Qwen3ForCausalLM VRAM leak scenario.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:42673 is the best issue overall because it is the clearest anchor for the duplicate pair and the later issue:43704 looks like a repeat report of the same bug.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:41628", + "right": "issue:44933", + "accept": false, + "reason": "Both are import-related, but they name different missing symbols and do not show the same concrete bug." + }, + { + "left": "issue:45081", + "right": "issue:45103", + "accept": false, + "reason": "Tokenizer regex crash vs auto-docstring AttributeError are different code paths and different failures." + }, + { + "left": "issue:43475", + "right": "issue:44661", + "accept": false, + "reason": "SAM 3 vision encoder attribute error and tokenizer-mapping model-addition failure are unrelated." + }, + { + "left": "issue:42994", + "right": "issue:43525", + "accept": false, + "reason": "Quantized model saving failure and missing pad_token_id on Llama4Config are different bugs." + }, + { + "left": "issue:45375", + "right": "issue:45478", + "accept": false, + "reason": "Same model family, but the visible reports describe different failure modes and not one shared root cause." + }, + { + "left": "issue:43232", + "right": "issue:44188", + "accept": false, + "reason": "Generation kwargs handling after sync_gpus and attention-kernel divergence under torch.compile are different problems." + }, + { + "left": "issue:42673", + "right": "issue:43704", + "accept": true, + "reason": "Identical title and closely matching symptom indicate the same Qwen3ForCausalLM VRAM leak bug." + }, + { + "left": "issue:45310", + "right": "issue:45375", + "accept": false, + "reason": "Both involve Qwen3.5 MoE, but one is a from_pretrained error and the other is a missing config field; not enough to treat as the same bug." + }, + { + "left": "issue:43873", + "right": "issue:44945", + "accept": false, + "reason": "Quantization/offloading behavior and pipeline-parallel output correctness are different issues." + }, + { + "left": "issue:41628", + "right": "issue:44351", + "accept": false, + "reason": "Both are import errors, but they refer to different missing exports and likely different fixes." + }, + { + "left": "issue:42831", + "right": "issue:44222", + "accept": false, + "reason": "FP8 accuracy issue versus FP8 save_pretrained bug are related thematically but not the same concrete change." + }, + { + "left": "issue:44945", + "right": "issue:45753", + "accept": false, + "reason": "Pipeline-parallel output mismatch and an infinite loop on a specific image are distinct bugs." + }, + { + "left": "issue:44222", + "right": "issue:45310", + "accept": false, + "reason": "FP8 save/pretrained issue and Qwen3.5 MoE from_pretrained error do not point to one shared code-path problem." + }, + { + "left": "issue:43673", + "right": "issue:44188", + "accept": false, + "reason": "Generation cache missing in chunked prefill and attention-kernel branching under torch.compile are different code paths." + }, + { + "left": "issue:36010", + "right": "issue:41628", + "accept": false, + "reason": "Both are import failures, but for different symbols and different breakages." + }, + { + "left": "issue:42994", + "right": "issue:43824", + "accept": false, + "reason": "Quantized model saving and missing Qwen2_5_VL import are unrelated." + }, + { + "left": "issue:42222", + "right": "issue:45200", + "accept": false, + "reason": "Broken vitpose models and Gemma 4 token-type-id defaults are separate model-specific bugs." + }, + { + "left": "issue:42175", + "right": "issue:45712", + "accept": false, + "reason": "Packaging/backend dependency issue and leftover dummy classes leaking into dir(transformers) are not the same bug." + }, + { + "left": "issue:43232", + "right": "issue:44792", + "accept": false, + "reason": "Generation kwargs update after sync_gpus and a janus test failure do not share a concrete root cause." + }, + { + "left": "issue:44038", + "right": "issue:45310", + "accept": false, + "reason": "Different Qwen model variants with different failure modes; too broad to merge." + }, + { + "left": "issue:43526", + "right": "issue:45561", + "accept": false, + "reason": "Processor label-reduction bug and pytest-xdist file-race bug are unrelated." + }, + { + "left": "issue:43377", + "right": "issue:44242", + "accept": false, + "reason": "Missing padding-mask support in MIMI encoder and missing load balancing loss are different bugs." + }, + { + "left": "issue:44496", + "right": "issue:45561", + "accept": false, + "reason": "Unrecognized model load failure and test-worker file race are unrelated." + }, + { + "left": "issue:43504", + "right": "issue:45561", + "accept": false, + "reason": "Beit legacy-field loading issue and xdist race on captured_info.txt are unrelated." + }, + { + "left": "issue:44964", + "right": "issue:45137", + "accept": false, + "reason": "Phi-4 multimodal load failure and DeepSpeed ZeRO3 deque underflow are different problems." + }, + { + "left": "issue:42175", + "right": "issue:44933", + "accept": false, + "reason": "Missing TensorFlow backend dependency and nonexistent image_utils import are different issues." + }, + { + "left": "issue:42898", + "right": "issue:44568", + "accept": false, + "reason": "clean_up_tokenization_spaces behavior change and missing BOS/EOS with add_special_tokens are distinct tokenizer regressions." + }, + { + "left": "issue:30990", + "right": "issue:35141", + "accept": false, + "reason": "Sentence-Transformers loading hang and embedding reinitialization after resize are unrelated." + }, + { + "left": "issue:43976", + "right": "issue:44933", + "accept": false, + "reason": "Python version compatibility breakage and image_utils import error are not the same bug." + }, + { + "left": "issue:43479", + "right": "issue:44869", + "accept": false, + "reason": "Multimodal config default initialization bug and Whisper timestamp decoding crash are unrelated." + }, + { + "left": "issue:43479", + "right": "issue:44079", + "accept": false, + "reason": "Config defaulting bug and ModelOutput key assignment bug are different code paths." + } + ] + }, + "evaluator_result": { + "accept": false, + "feedback": "The core duplicate call on issue:42673 / issue:43704 looks plausible from the identical title, but the writeup overstates the evidence in a few places. The packet does not show their full descriptions, so phrases like \u201cexact same \u2026 in title and description\u201d are too strong. Also, the justification about having \u201cmore discussion/inbound references\u201d is only partly grounded: 42673 clearly has more discussion, but both items show 0 inbound references in the packet. The soft-edge verdicts themselves are mostly conservative, but the overall summary should be tightened to stay within the visible evidence." + }, + "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": 37, + "review_unit_count": 47, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-402", + "nodes": [ + "issue:22355", + "issue:28282", + "issue:30333", + "issue:33290", + "issue:34689", + "issue:35141", + "issue:36331", + "issue:41628", + "issue:42757", + "issue:42831", + "issue:42898", + "issue:43116", + "issue:43232", + "issue:43278", + "issue:43479", + "issue:43644", + "issue:43723", + "issue:43874", + "issue:44060", + "issue:44188", + "issue:44190", + "issue:44206", + "issue:44222", + "issue:44263", + "issue:44295", + "issue:44297", + "issue:44373", + "issue:44448", + "issue:44483", + "issue:44484", + "issue:44568", + "issue:44623", + "issue:44734", + "issue:44779", + "issue:44933", + "issue:44977", + "issue:45092", + "issue:45103", + "issue:45125", + "issue:45137", + "issue:45310", + "issue:45356", + "issue:45405", + "issue:45406", + "issue:45656", + "issue:45712", + "issue:45812", + "issue:45834" + ], + "soft_pairs": [ + "issue:44188|issue:44373", + "issue:42898|issue:45812", + "issue:43278|issue:45137", + "issue:44734|issue:45103", + "issue:30333|issue:33290", + "issue:43874|issue:45092", + "issue:43723|issue:44568", + "issue:42898|issue:45356", + "issue:44060|issue:45125", + "issue:42898|issue:44779", + "issue:45405|issue:45712", + "issue:42898|issue:44448", + "issue:44295|issue:45656", + "issue:44933|issue:45712", + "issue:44222|issue:44297", + "issue:44297|issue:45656", + "issue:43116|issue:44190", + "issue:43479|issue:43644", + "issue:44222|issue:44623", + "issue:42831|issue:44623", + "issue:44206|issue:45103", + "issue:41628|issue:42757", + "issue:22355|issue:28282", + "issue:30333|issue:36331", + "issue:30333|issue:34689", + "issue:44297|issue:45310", + "issue:44222|issue:44484", + "issue:43232|issue:45834", + "issue:43723|issue:44977", + "issue:28282|issue:30333", + "issue:44263|issue:45092", + "issue:30333|issue:35141", + "issue:44483|issue:45406" + ], + "prepared_review_unit_hash": "c9edff0655d02f829e62f71bb6152f01daa9df32c32302d5802cf0d14f6f3bf2", + "component_budget": { + "node_count": 402, + "item_count": 402, + "soft_pair_count": 1504, + "serialized_chars": 775933, + "estimated_input_tokens": 193984, + "estimated_eval_tokens": 388224 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 33, + "serialized_chars": 37555, + "estimated_input_tokens": 9389, + "estimated_eval_tokens": 19034 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This set is mostly heterogeneous; the soft-similarity pairs do not look like true duplicates. The strongest standalone issue is the open Granite tokenizer regression, but it is not the same bug as the others.", + "confidence": 0.88, + "canonical_issue_reason": "issue:45812 is the best representative target because it is an open, detailed regression report with inbound references; among these otherwise unrelated issues, it has the highest signal as a duplicate anchor.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45812 is the most suitable global issue target: active, concrete, user-impacting, and well-scoped enough to serve as a duplicate destination, even though it does not match the other items.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44188", + "right": "issue:44373", + "accept": false, + "reason": "Different bugs: attention-kernel divergence under torch.compile vs a docstring typo for position_ids." + }, + { + "left": "issue:42898", + "right": "issue:45812", + "accept": false, + "reason": "Both are tokenizer-related, but one is a v5 cleanup-space behavior change and the other is wrong token IDs for Granite models; different root causes." + }, + { + "left": "issue:43278", + "right": "issue:45137", + "accept": false, + "reason": "Embedding dtype drift in evaluation is unrelated to a DeepSpeed ZeRO3 deque IndexError." + }, + { + "left": "issue:44734", + "right": "issue:45103", + "accept": false, + "reason": "Serve KV-cache continuation crash and auto-docstring annotation crash are different code paths and failure modes." + }, + { + "left": "issue:30333", + "right": "issue:33290", + "accept": false, + "reason": "MLflow reporting on failed jobs is unrelated to an OOM in Adafactor with DeepSpeed." + }, + { + "left": "issue:43874", + "right": "issue:45092", + "accept": false, + "reason": "Missing image-processor method vs remote-code/meta-initialization incompatibility; not the same bug." + }, + { + "left": "issue:43723", + "right": "issue:44568", + "accept": false, + "reason": "Tokenizer loading failure and add_special_tokens/BOS-EOS regression are distinct issues." + }, + { + "left": "issue:42898", + "right": "issue:45356", + "accept": false, + "reason": "Both mention tokenizer regressions, but the model-specific symptoms and likely fixes differ." + }, + { + "left": "issue:44060", + "right": "issue:45125", + "accept": false, + "reason": "Incorrect tied-weights warning is unrelated to a missing tensor-parallel plan." + }, + { + "left": "issue:42898", + "right": "issue:44779", + "accept": false, + "reason": "General tokenizer cleanup behavior change is not the same as DeepSeek producing incorrect tokenization results." + }, + { + "left": "issue:45405", + "right": "issue:45712", + "accept": false, + "reason": "A dependency version bump and leftover dummy-class cleanup are unrelated maintenance issues." + }, + { + "left": "issue:42898", + "right": "issue:44448", + "accept": false, + "reason": "Tokenizer whitespace cleanup behavior and Pegasus output mismatch are different regressions." + }, + { + "left": "issue:44295", + "right": "issue:45656", + "accept": false, + "reason": "Position_ids buffer handling is unrelated to optimizer.step being called twice with DeepSpeed." + }, + { + "left": "issue:44933", + "right": "issue:45712", + "accept": false, + "reason": "Missing import from image_utils and dummy-class leakage are different cleanup/import problems." + }, + { + "left": "issue:44222", + "right": "issue:44297", + "accept": false, + "reason": "FP8 save_pretrained behavior and tokenizer_config metadata mismatch do not share the same code path." + }, + { + "left": "issue:43116", + "right": "issue:44190", + "accept": false, + "reason": "Multi-label classification example output and local image dataset loading are unrelated example-script issues." + }, + { + "left": "issue:43479", + "right": "issue:43644", + "accept": false, + "reason": "Default config initialization and non-persistent buffer junk are distinct model state bugs." + }, + { + "left": "issue:44222", + "right": "issue:44623", + "accept": false, + "reason": "Both involve save_pretrained, but FP8/MoE saving and processor file omission are not the same fix." + }, + { + "left": "issue:42831", + "right": "issue:44623", + "accept": false, + "reason": "FineGrainedFP8 accuracy regression is unrelated to processor.save_pretrained missing files." + }, + { + "left": "issue:44206", + "right": "issue:45103", + "accept": false, + "reason": "Unsupported center argument in a feature extractor is unrelated to the auto-docstring annotation crash." + }, + { + "left": "issue:41628", + "right": "issue:42757", + "accept": false, + "reason": "Two separate import errors for different missing symbols; they do not point to one underlying defect." + }, + { + "left": "issue:22355", + "right": "issue:28282", + "accept": false, + "reason": "Missing transformers.onnx and missing PyTorch are different dependency/import failures." + }, + { + "left": "issue:30333", + "right": "issue:36331", + "accept": false, + "reason": "MLflow reporting on failed training jobs is unrelated to a CustomTrainer compute_loss signature change." + }, + { + "left": "issue:30333", + "right": "issue:34689", + "accept": false, + "reason": "Training-job reporting and Llama model-loading regression are different problems." + }, + { + "left": "issue:44297", + "right": "issue:45310", + "accept": false, + "reason": "Tokenizer save metadata mismatch and Qwen3.5 MoE from_pretrained failure are not the same underlying bug." + }, + { + "left": "issue:44263", + "right": "issue:45092", + "accept": false, + "reason": "GlmMoeDsaIndexer torch.split behavior and InternVL2 meta-init incompatibility are unrelated." + }, + { + "left": "issue:43232", + "right": "issue:45834", + "accept": false, + "reason": "Generation kwarg update logic and long OCR input indexing are different failure modes." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 17, + "review_unit_index": 38, + "review_unit_count": 47, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-402", + "nodes": [ + "issue:22355", + "issue:28218", + "issue:30990", + "issue:33357", + "issue:38175", + "issue:39401", + "issue:41628", + "issue:42371", + "issue:42757", + "issue:42831", + "issue:42886", + "issue:42994", + "issue:43066", + "issue:43122", + "issue:43232", + "issue:43479", + "issue:43576", + "issue:43723", + "issue:43756", + "issue:43784", + "issue:43824", + "issue:44038", + "issue:44060", + "issue:44117", + "issue:44261", + "issue:44263", + "issue:44295", + "issue:44297", + "issue:44360", + "issue:44373", + "issue:44442", + "issue:44485", + "issue:44514", + "issue:44521", + "issue:44568", + "issue:44623", + "issue:44704", + "issue:44743", + "issue:44871", + "issue:44913", + "issue:44991", + "issue:45092", + "issue:45103", + "issue:45278", + "issue:45310", + "issue:45357", + "issue:45593", + "issue:45753" + ], + "soft_pairs": [ + "issue:44263|issue:44360", + "issue:44373|issue:44485", + "issue:44295|issue:44623", + "issue:44514|issue:45103", + "issue:44261|issue:45092", + "issue:45092|issue:45357", + "issue:43723|issue:44871", + "issue:43723|issue:44991", + "issue:30990|issue:38175", + "issue:43723|issue:44442", + "issue:41628|issue:43824", + "issue:43479|issue:44913", + "issue:42831|issue:45310", + "issue:44263|issue:44373", + "issue:39401|issue:44568", + "issue:42831|issue:44038", + "issue:42757|issue:45278", + "issue:42886|issue:42994", + "issue:43232|issue:45593", + "issue:43756|issue:44060", + "issue:43576|issue:43784", + "issue:42831|issue:45753", + "issue:42886|issue:43066", + "issue:43122|issue:44521", + "issue:42371|issue:44263", + "issue:22355|issue:28218", + "issue:44117|issue:44704", + "issue:30990|issue:33357", + "issue:44295|issue:44297", + "issue:43232|issue:44743" + ], + "prepared_review_unit_hash": "17ae752da0a7d4660a9a1a654bea36c8a277f1e0b1d11f2941c8f61ca2994646", + "component_budget": { + "node_count": 402, + "item_count": 402, + "soft_pair_count": 1504, + "serialized_chars": 775933, + "estimated_input_tokens": 193984, + "estimated_eval_tokens": 388224 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 30, + "serialized_chars": 36309, + "estimated_input_tokens": 9078, + "estimated_eval_tokens": 18412 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The cluster is a mixed bag of tokenizer, import, config, and model-specific regression reports rather than a single duplicate thread. None of the soft pairs look like the same underlying bug or change; the broad tokenizer-loading regression issue is the best umbrella node.", + "confidence": 0.88, + "canonical_issue_reason": "issue:43723 is the broadest, most umbrella-like tokenizer regression here and best represents the tokenizer-loading side of this heterogeneous cluster.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43723 is the most general issue in the set and can anchor the cluster better than the highly specific model/config tickets.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44263", + "right": "issue:44360", + "accept": false, + "reason": "Both mention DSA/indexer internals, but one is about torch.split return handling and the other about a missing ReLU; different bugs." + }, + { + "left": "issue:44373", + "right": "issue:44485", + "accept": false, + "reason": "A docstring mismatch is not the same as a RoPE implementation discussion; no shared concrete failure." + }, + { + "left": "issue:44295", + "right": "issue:44623", + "accept": false, + "reason": "Reading a buffer-backed position_ids tensor and missing processor save files are unrelated save/load problems." + }, + { + "left": "issue:44514", + "right": "issue:45103", + "accept": false, + "reason": "One is a Qwen2_5_VL chat-template batching crash; the other is an auto-docstring annotation crash. Different subsystems." + }, + { + "left": "issue:44261", + "right": "issue:45092", + "accept": false, + "reason": "MLA layernorm epsilon handling and InternVL2 meta-init compatibility are distinct multimodal issues." + }, + { + "left": "issue:45092", + "right": "issue:45357", + "accept": false, + "reason": "Both are multimodal-model regressions, but one is meta initialization for remote-code checkpoints and the other is incorrect visual encoder keys on save." + }, + { + "left": "issue:43723", + "right": "issue:44871", + "accept": false, + "reason": "Both involve tokenizer/model loading, but one is a generic AutoTokenizer load regression and the other is an eos_token_id config mismatch." + }, + { + "left": "issue:43723", + "right": "issue:44991", + "accept": false, + "reason": "Both are tokenizer load failures, but the affected model and likely root cause are different; too broad to merge as duplicates." + }, + { + "left": "issue:30990", + "right": "issue:38175", + "accept": false, + "reason": "Sentence-Transformers loading hang and zero-probability outputs are unrelated symptoms and code paths." + }, + { + "left": "issue:43723", + "right": "issue:44442", + "accept": false, + "reason": "FastSpeech2ConformerTokenizer load failure is a model-specific tokenizer registration problem, not the same as the v5 AutoTokenizer regression." + }, + { + "left": "issue:41628", + "right": "issue:43824", + "accept": false, + "reason": "Both are import errors, but they concern different missing symbols from different model families." + }, + { + "left": "issue:43479", + "right": "issue:44913", + "accept": false, + "reason": "Default multimodal config initialization and GPTNeoX rotary_pct reload behavior are separate config bugs." + }, + { + "left": "issue:42831", + "right": "issue:45310", + "accept": false, + "reason": "FineGrainedFP8 accuracy and Qwen3.5 Moe from_pretrained errors are unrelated regressions." + }, + { + "left": "issue:44263", + "right": "issue:44373", + "accept": false, + "reason": "Indexer split-return behavior and a docstring issue are not the same functional bug." + }, + { + "left": "issue:39401", + "right": "issue:44568", + "accept": false, + "reason": "Offset mapping correctness and add_special_tokens BOS/EOS behavior are different tokenizer behaviors." + }, + { + "left": "issue:42831", + "right": "issue:44038", + "accept": false, + "reason": "An FP8 accuracy issue and a Qwen3-VL-Moe bug are unrelated." + }, + { + "left": "issue:42757", + "right": "issue:45278", + "accept": false, + "reason": "A specific missing import from huggingface_hub is not the same as a broad set of import errors after upgrade." + }, + { + "left": "issue:42886", + "right": "issue:42994", + "accept": false, + "reason": "Offline cache loading for tokenizers and quantized model saving are different storage-path failures." + }, + { + "left": "issue:43232", + "right": "issue:45593", + "accept": false, + "reason": "Generation-state handling after sync_gpus and D-FINE auxiliary-loss logic are unrelated model behaviors." + }, + { + "left": "issue:43756", + "right": "issue:44060", + "accept": false, + "reason": "Smollm3 RoPE-layer dropping and Qwen3-Next tied-weights warnings are different architecture-specific issues." + }, + { + "left": "issue:43576", + "right": "issue:43784", + "accept": false, + "reason": "Broken transformers env CLI and a sentence-transformers import NameError are separate failures." + }, + { + "left": "issue:42831", + "right": "issue:45753", + "accept": false, + "reason": "FP8 accuracy regression and Qwen3_5 infinite-loop behavior are unrelated." + }, + { + "left": "issue:42886", + "right": "issue:43066", + "accept": false, + "reason": "Offline tokenizer cache loading and wrong decoder type in v5 are different tokenizer/config problems." + }, + { + "left": "issue:43122", + "right": "issue:44521", + "accept": false, + "reason": "Tokenization changes across versions and multimodal assistant_mask handling are different bugs." + }, + { + "left": "issue:42371", + "right": "issue:44263", + "accept": false, + "reason": "TF32 API guidance and DSA indexer split behavior do not share a concrete code-path problem." + }, + { + "left": "issue:22355", + "right": "issue:28218", + "accept": false, + "reason": "Missing transformers.onnx module and an extra-space tokenizer bug are unrelated." + }, + { + "left": "issue:44117", + "right": "issue:44704", + "accept": false, + "reason": "A tokenizer-mapping None bug and passing kwargs to cached_file in AutoProcessor are separate load-path issues." + }, + { + "left": "issue:30990", + "right": "issue:33357", + "accept": false, + "reason": "A loading hang and a MacOS bus error are different runtime failures." + }, + { + "left": "issue:44295", + "right": "issue:44297", + "accept": false, + "reason": "Buffer access for position_ids and tokenizer_config class mismatch are unrelated serialization bugs." + }, + { + "left": "issue:43232", + "right": "issue:44743", + "accept": false, + "reason": "Both involve generation/cache behavior, but one resets recurrent states and the other is a separate modular_qwen3_5 cache 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": 39, + "review_unit_count": 47, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-402", + "nodes": [ + "issue:29127", + "issue:30990", + "issue:36296", + "issue:38617", + "issue:39401", + "issue:41628", + "issue:42757", + "issue:42907", + "issue:43066", + "issue:43116", + "issue:43122", + "issue:43278", + "issue:43408", + "issue:43452", + "issue:43475", + "issue:43493", + "issue:43784", + "issue:43824", + "issue:43937", + "issue:43976", + "issue:43992", + "issue:44038", + "issue:44222", + "issue:44261", + "issue:44295", + "issue:44297", + "issue:44351", + "issue:44360", + "issue:44373", + "issue:44485", + "issue:44488", + "issue:44514", + "issue:44521", + "issue:44625", + "issue:44704", + "issue:44779", + "issue:44829", + "issue:44945", + "issue:44964", + "issue:44977", + "issue:45200", + "issue:45216", + "issue:45278", + "issue:45290", + "issue:45446", + "issue:45478", + "issue:45600", + "issue:45753" + ], + "soft_pairs": [ + "issue:44704|issue:45290", + "issue:42907|issue:44945", + "issue:43122|issue:44514", + "issue:41628|issue:45278", + "issue:43976|issue:44945", + "issue:43784|issue:45600", + "issue:39401|issue:44488", + "issue:44261|issue:44373", + "issue:43408|issue:43475", + "issue:42907|issue:43937", + "issue:44360|issue:44485", + "issue:44625|issue:44829", + "issue:39401|issue:44521", + "issue:43116|issue:45200", + "issue:44038|issue:44297", + "issue:29127|issue:30990", + "issue:42907|issue:44964", + "issue:43122|issue:44779", + "issue:44038|issue:44295", + "issue:36296|issue:43116", + "issue:42907|issue:43452", + "issue:43824|issue:44351", + "issue:44038|issue:44222", + "issue:45216|issue:45478", + "issue:42757|issue:44351", + "issue:43278|issue:44945", + "issue:43493|issue:45753", + "issue:42907|issue:44222", + "issue:43122|issue:44977", + "issue:43992|issue:44704", + "issue:43784|issue:45446", + "issue:43066|issue:44779", + "issue:38617|issue:45278" + ], + "prepared_review_unit_hash": "2552135a8a8c9ea209aa57914601d3c7c03b1a822959f2133beb4abd25a3c167", + "component_budget": { + "node_count": 402, + "item_count": 402, + "soft_pair_count": 1504, + "serialized_chars": 775933, + "estimated_input_tokens": 193984, + "estimated_eval_tokens": 388224 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 33, + "serialized_chars": 37179, + "estimated_input_tokens": 9295, + "estimated_eval_tokens": 18846 + }, + "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-, tokenizer-, import-, or training-path bugs, not duplicates. I did not find any soft pair that looks like the same underlying issue or change.", + "confidence": 0.94, + "canonical_issue_reason": "issue:44779 is the most self-contained, actionable regression report in the set, with a clear version boundary and concrete tokenizer misbehavior.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:44779 is the best representative issue for triage because it is specific, reproducible, and clearly scoped.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44704", + "right": "issue:45290", + "accept": false, + "reason": "Different code paths: cached_file kwarg forwarding vs chat-template tokenization crash with tool-call messages." + }, + { + "left": "issue:42907", + "right": "issue:44945", + "accept": false, + "reason": "Unrelated failures: dequantized model saving vs incorrect outputs under pipeline parallelism." + }, + { + "left": "issue:43122", + "right": "issue:44514", + "accept": false, + "reason": "Both are tokenizer/chat-template complaints, but one is a tokenization regression and the other is a batched processor padding crash." + }, + { + "left": "issue:41628", + "right": "issue:45278", + "accept": false, + "reason": "One is a single missing export; the other is a broad upgrade-time import breakage across many symbols." + }, + { + "left": "issue:43976", + "right": "issue:44945", + "accept": false, + "reason": "Python-version compatibility problem vs pipeline-parallel inference correctness are not the same bug." + }, + { + "left": "issue:43784", + "right": "issue:45600", + "accept": false, + "reason": "Import NameError in sentence-transformers integration vs stale auto_mappings references to removed configs." + }, + { + "left": "issue:39401", + "right": "issue:44488", + "accept": false, + "reason": "Tokenizer offset-mapping bug for Qwen3 is unrelated to loading a specific model repository." + }, + { + "left": "issue:44261", + "right": "issue:44373", + "accept": false, + "reason": "Runtime precision/config issue vs a docstring mismatch; not the same underlying defect." + }, + { + "left": "issue:43408", + "right": "issue:43475", + "accept": false, + "reason": "A warning about mismatched model types is different from an attribute error in SAM3 vision encoder output." + }, + { + "left": "issue:42907", + "right": "issue:43937", + "accept": false, + "reason": "Different subsystems: save/dequantization failure vs invalid generation config handling." + }, + { + "left": "issue:44360", + "right": "issue:44485", + "accept": false, + "reason": "Unrelated ML internals: DSA indexer activation vs GLM-5 RoPE implementation." + }, + { + "left": "issue:44625", + "right": "issue:44829", + "accept": false, + "reason": "Config propagation bug in Qwen3.5 is unrelated to flash_attention_3 causing degenerate training." + }, + { + "left": "issue:39401", + "right": "issue:44521", + "accept": false, + "reason": "Both involve tokenization-like behavior, but offset mapping and assistant mask generation are different defects." + }, + { + "left": "issue:43116", + "right": "issue:45200", + "accept": false, + "reason": "Example-script multi-label output bug vs Gemma 4 multimodal token-type defaulting are not the same path." + }, + { + "left": "issue:44038", + "right": "issue:44297", + "accept": false, + "reason": "Qwen3-VL-Moe loading bug vs tokenizer save metadata mismatch; different operations and symptoms." + }, + { + "left": "issue:29127", + "right": "issue:30990", + "accept": false, + "reason": "LayoutLMv3 error-message clarity vs Sentence Transformers loading hang are unrelated." + }, + { + "left": "issue:42907", + "right": "issue:44964", + "accept": false, + "reason": "Dequantized save failure vs loading Phi-4 multimodal instruct are separate model-loading/saving issues." + }, + { + "left": "issue:43122", + "right": "issue:44779", + "accept": false, + "reason": "Both are tokenization regressions, but they affect different models and different tokenization behaviors." + }, + { + "left": "issue:44038", + "right": "issue:44295", + "accept": false, + "reason": "Qwen3-VL-Moe bug vs position_ids buffer read error; no shared code path is evident." + }, + { + "left": "issue:36296", + "right": "issue:43116", + "accept": false, + "reason": "Tensor-parallel training bug is unrelated to the multi-label classification example script returning empty results." + }, + { + "left": "issue:42907", + "right": "issue:43452", + "accept": false, + "reason": "Saving a dequantized model and gguf_file loading failures are different serialization/loading problems." + }, + { + "left": "issue:43824", + "right": "issue:44351", + "accept": false, + "reason": "Two import errors, but for different symbols and likely different missing-export causes." + }, + { + "left": "issue:44038", + "right": "issue:44222", + "accept": false, + "reason": "Qwen3-VL-Moe loading issue vs FP8 save_pretrained failure are distinct save/load paths." + }, + { + "left": "issue:45216", + "right": "issue:45478", + "accept": false, + "reason": "Both mention Qwen3.5 and newer versions, but one is save_pretrained checkpoint corruption and the other is from_pretrained loading failure." + }, + { + "left": "issue:42757", + "right": "issue:44351", + "accept": false, + "reason": "Different packages and symbols: huggingface_hub import failure vs transformers import failure." + }, + { + "left": "issue:43278", + "right": "issue:44945", + "accept": false, + "reason": "Training/evaluate dtype drift is unrelated to incorrect outputs under pipeline parallelism." + }, + { + "left": "issue:43493", + "right": "issue:45753", + "accept": false, + "reason": "SigLIP2 implementation discrepancy and Qwen3_5 image-specific infinite loop are different model-specific bugs." + }, + { + "left": "issue:42907", + "right": "issue:44222", + "accept": false, + "reason": "Saving dequantized models vs FP8 moe save_pretrained are similar only at a very broad level, not the same bug." + }, + { + "left": "issue:43122", + "right": "issue:44977", + "accept": false, + "reason": "Both are tokenizer regressions in v5, but they concern different models and likely different fixes." + }, + { + "left": "issue:43992", + "right": "issue:44704", + "accept": false, + "reason": "Missing embed_tokens.weight in UMT5Encoder loading is unrelated to AutoProcessor kwarg forwarding." + }, + { + "left": "issue:43784", + "right": "issue:45446", + "accept": false, + "reason": "Import NameError from latest transformers vs a PyTorch version check bug in flex_attention are unrelated." + }, + { + "left": "issue:43066", + "right": "issue:44779", + "accept": false, + "reason": "Wrong tokenizer decoder type and incorrect Deepseek tokenization are both tokenizer-related, but not the same concrete defect." + }, + { + "left": "issue:38617", + "right": "issue:45278", + "accept": false, + "reason": "A single missing import symbol and a broad post-upgrade import breakage are not sufficiently the same root cause." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 17, + "review_unit_index": 40, + "review_unit_count": 47, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-402", + "nodes": [ + "issue:22355", + "issue:29127", + "issue:33453", + "issue:38617", + "issue:39401", + "issue:41628", + "issue:42222", + "issue:42371", + "issue:42673", + "issue:43064", + "issue:43116", + "issue:43421", + "issue:43441", + "issue:43450", + "issue:43493", + "issue:43673", + "issue:43825", + "issue:43827", + "issue:43874", + "issue:43906", + "issue:43937", + "issue:43976", + "issue:43986", + "issue:44038", + "issue:44075", + "issue:44117", + "issue:44291", + "issue:44410", + "issue:44484", + "issue:44485", + "issue:44779", + "issue:44829", + "issue:44936", + "issue:44977", + "issue:45071", + "issue:45072", + "issue:45081", + "issue:45083", + "issue:45216", + "issue:45310", + "issue:45341", + "issue:45357", + "issue:45405", + "issue:45446", + "issue:45478", + "issue:45561", + "issue:45563", + "issue:45588" + ], + "soft_pairs": [ + "issue:42673|issue:45072", + "issue:43937|issue:44485", + "issue:22355|issue:29127", + "issue:42371|issue:43874", + "issue:43976|issue:45446", + "issue:43064|issue:43673", + "issue:43116|issue:43493", + "issue:42222|issue:43441", + "issue:44075|issue:44936", + "issue:43116|issue:43825", + "issue:45357|issue:45478", + "issue:44038|issue:45478", + "issue:45083|issue:45446", + "issue:43937|issue:45563", + "issue:44117|issue:45588", + "issue:33453|issue:39401", + "issue:39401|issue:44779", + "issue:43827|issue:45446", + "issue:43937|issue:44977", + "issue:42673|issue:43906", + "issue:44291|issue:45071", + "issue:43450|issue:43986", + "issue:45405|issue:45446", + "issue:45341|issue:45561", + "issue:44117|issue:45081", + "issue:38617|issue:41628", + "issue:39401|issue:43421", + "issue:44410|issue:45310", + "issue:44829|issue:45216", + "issue:44484|issue:45310" + ], + "prepared_review_unit_hash": "8328568362319c77935459c38a2f7d7aadf6c1159643df8afd754179cd15a817", + "component_budget": { + "node_count": 402, + "item_count": 402, + "soft_pair_count": 1504, + "serialized_chars": 775933, + "estimated_input_tokens": 193984, + "estimated_eval_tokens": 388224 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 30, + "serialized_chars": 36606, + "estimated_input_tokens": 9152, + "estimated_eval_tokens": 18560 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly heterogeneous; the only noticeable subtheme is a small set of Qwen3.5 save/load regressions, but the listed soft pairs are not strong duplicates. I would not merge any of the soft-edge candidates.", + "confidence": 0.71, + "canonical_issue_reason": "issue:45310 is the closest representative of the small Qwen3.5 serialization/from_pretrained subtheme, but the cluster overall is too mixed to treat it as a true duplicate bucket.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45310 is the best single representative by breadth and relevance to the only recurring model-specific regression theme in the set.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:42673", + "right": "issue:45072", + "accept": false, + "reason": "Different failures: VRAM leak in dataloader-threaded generation vs dtype mismatch in bfloat16 inference." + }, + { + "left": "issue:43937", + "right": "issue:44485", + "accept": false, + "reason": "Both touch GLM-5, but one is a GenerationConfig validation error and the other is a RoPE implementation discussion." + }, + { + "left": "issue:22355", + "right": "issue:29127", + "accept": false, + "reason": "Unrelated issues: missing transformers.onnx module vs clearer layoutlmv3 box error messaging." + }, + { + "left": "issue:42371", + "right": "issue:43874", + "accept": false, + "reason": "TF32 API warning and missing image-patch method are different code paths and different bugs." + }, + { + "left": "issue:43976", + "right": "issue:45446", + "accept": false, + "reason": "Python-version compatibility regression is unrelated to the flex_attention AuxRequest version check." + }, + { + "left": "issue:43064", + "right": "issue:43673", + "accept": false, + "reason": "Wrong optimizer state assignment in FSDP2/PEFT is not the same as a missing GenerationMixin cache in chunked prefill." + }, + { + "left": "issue:43116", + "right": "issue:43493", + "accept": false, + "reason": "Example-script multi-label output bug and SigLIP2 implementation discrepancy are separate model/task issues." + }, + { + "left": "issue:42222", + "right": "issue:43441", + "accept": false, + "reason": "VitPose model breakage is unrelated to Ministral FlashAttention failures." + }, + { + "left": "issue:44075", + "right": "issue:44936", + "accept": false, + "reason": "SGD argument handling and trainer evaluate-after-train failure are different trainer bugs." + }, + { + "left": "issue:43116", + "right": "issue:43825", + "accept": false, + "reason": "Empty multi-label results in an example script is not the same as a pipeline() error-message/doc-support issue." + }, + { + "left": "issue:45357", + "right": "issue:45478", + "accept": false, + "reason": "Same model family, but one is a save_pretrained key regression and the other is a from_pretrained load error; too different to treat as one bug." + }, + { + "left": "issue:44038", + "right": "issue:45478", + "accept": false, + "reason": "Qwen3-VL-Moe/Transformers 5.0 issue and Qwen3.5 MoE from_pretrained error are distinct regressions." + }, + { + "left": "issue:45083", + "right": "issue:45446", + "accept": false, + "reason": "Unexpected output-length helper behavior is unrelated to the PyTorch version check in flex_attention." + }, + { + "left": "issue:43937", + "right": "issue:45563", + "accept": false, + "reason": "GenerationConfig invalidity and a stale num_return_sequences warning are different symptoms and different fixes." + }, + { + "left": "issue:44117", + "right": "issue:45588", + "accept": false, + "reason": "Tokenizer mapping None and flash_attention s_aux handling are unrelated subsystems." + }, + { + "left": "issue:33453", + "right": "issue:39401", + "accept": false, + "reason": "Tokenizer-loading regression and Qwen3 offset_mapping bug are not the same concrete failure." + }, + { + "left": "issue:39401", + "right": "issue:44779", + "accept": false, + "reason": "Different models and different tokenizer bugs: offset_mapping vs incorrect Deepseek results in v5." + }, + { + "left": "issue:43827", + "right": "issue:45446", + "accept": false, + "reason": "Docs still referencing pipeline() is unrelated to the AuxRequest version check." + }, + { + "left": "issue:43937", + "right": "issue:44977", + "accept": false, + "reason": "GLM-5 generation config validation and Qwen3.5 flash-attention generation breakage are different bugs." + }, + { + "left": "issue:42673", + "right": "issue:43906", + "accept": false, + "reason": "VRAM leak in threaded dataloader use is unrelated to an isolated reproduction of another issue." + }, + { + "left": "issue:44291", + "right": "issue:45071", + "accept": false, + "reason": "Unexpected _is_hf_initialized argument and PretrainedConfig type-checking breakage are different initialization/type issues." + }, + { + "left": "issue:43450", + "right": "issue:43986", + "accept": false, + "reason": "Batched video-processor shape bug is different from missing-torchvision crash on AutoProcessor load." + }, + { + "left": "issue:45405", + "right": "issue:45446", + "accept": false, + "reason": "PEFT minimum-version bump and PyTorch version check are unrelated release/compatibility issues." + }, + { + "left": "issue:45341", + "right": "issue:45561", + "accept": false, + "reason": "A vague testing_utils bug and a specific xdist race on captured_info.txt are not clearly the same defect." + }, + { + "left": "issue:44117", + "right": "issue:45081", + "accept": false, + "reason": "Tokenizer mapping fallback and Mistral regex patch crashing on backend_tokenizer are separate tokenizer-load failures." + }, + { + "left": "issue:38617", + "right": "issue:41628", + "accept": false, + "reason": "Both are import errors, but they involve different missing symbols and different code paths." + }, + { + "left": "issue:39401", + "right": "issue:43421", + "accept": false, + "reason": "Wrong offset_mapping and runtime post-processor updates are distinct tokenizer behaviors." + }, + { + "left": "issue:44410", + "right": "issue:45310", + "accept": false, + "reason": "Missing qwen3next projections and Qwen3.5 from_pretrained errors are unrelated bugs." + }, + { + "left": "issue:44829", + "right": "issue:45216", + "accept": false, + "reason": "Degenerate training with flash_attention_3 is unrelated to incorrect Qwen3.5 save_pretrained checkpoints." + }, + { + "left": "issue:44484", + "right": "issue:45310", + "accept": false, + "reason": "save_pretrained shard-size question and Qwen3.5 from_pretrained failure are unrelated." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 17, + "review_unit_index": 41, + "review_unit_count": 47, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-402", + "nodes": [ + "issue:38617", + "issue:41628", + "issue:42175", + "issue:42222", + "issue:42371", + "issue:42490", + "issue:42617", + "issue:42673", + "issue:42831", + "issue:43012", + "issue:43066", + "issue:43097", + "issue:43122", + "issue:43335", + "issue:43408", + "issue:43441", + "issue:43452", + "issue:43577", + "issue:43582", + "issue:43673", + "issue:43742", + "issue:43874", + "issue:43931", + "issue:43937", + "issue:43986", + "issue:44038", + "issue:44075", + "issue:44220", + "issue:44261", + "issue:44263", + "issue:44410", + "issue:44483", + "issue:44484", + "issue:44485", + "issue:44493", + "issue:44496", + "issue:44829", + "issue:44933", + "issue:45003", + "issue:45071", + "issue:45278", + "issue:45341", + "issue:45459", + "issue:45464", + "issue:45478", + "issue:45542", + "issue:45656" + ], + "soft_pairs": [ + "issue:42371|issue:44261", + "issue:42673|issue:43582", + "issue:43408|issue:43742", + "issue:42617|issue:45341", + "issue:44933|issue:45278", + "issue:42222|issue:45542", + "issue:42490|issue:42673", + "issue:43937|issue:44496", + "issue:42175|issue:42222", + "issue:38617|issue:44220", + "issue:44483|issue:45464", + "issue:42371|issue:42831", + "issue:43066|issue:43122", + "issue:44075|issue:45656", + "issue:43673|issue:45341", + "issue:43012|issue:43577", + "issue:43874|issue:44261", + "issue:44484|issue:45478", + "issue:44410|issue:45478", + "issue:43097|issue:44493", + "issue:44263|issue:44485", + "issue:41628|issue:45071", + "issue:43012|issue:43408", + "issue:42222|issue:45459", + "issue:43441|issue:44829", + "issue:45071|issue:45542", + "issue:43931|issue:44410", + "issue:43335|issue:45071", + "issue:43931|issue:44038", + "issue:45003|issue:45341", + "issue:43097|issue:43452", + "issue:43986|issue:45341" + ], + "prepared_review_unit_hash": "51d59883150a9aeae12a1b118910608d697f7ab75456d02927eadb72d2aac40f", + "component_budget": { + "node_count": 402, + "item_count": 402, + "soft_pair_count": 1504, + "serialized_chars": 775933, + "estimated_input_tokens": 193984, + "estimated_eval_tokens": 388224 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 32, + "serialized_chars": 36315, + "estimated_input_tokens": 9079, + "estimated_eval_tokens": 18414 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly a loose collection of unrelated Transformers issues, with only weak thematic overlap around v5 import/API regressions. None of the soft-pair candidates look like the same concrete bug, so I would not merge any of them as duplicates.", + "confidence": 0.44, + "canonical_issue_reason": "issue:45278 is the broadest umbrella for the import-regression subset and best represents the recurring v5 breakage reports in this set.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45278 is the most general, user-facing report here and the best anchor for duplicate triage among the issue candidates.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:42371", + "right": "issue:44261", + "accept": false, + "reason": "TF32 API guidance vs MLA layernorm precision bug; different subsystems and failure modes." + }, + { + "left": "issue:42673", + "right": "issue:43582", + "accept": false, + "reason": "VRAM leak in multi-threaded Qwen3 loading vs Apple Silicon warmup TypeError; unrelated causes." + }, + { + "left": "issue:43408", + "right": "issue:43742", + "accept": false, + "reason": "SAM3 tracker config warning vs MobileLLM key error; not the same code path." + }, + { + "left": "issue:42617", + "right": "issue:45341", + "accept": false, + "reason": "3d_parallel.py runtime issue vs a testing_utils bug; no overlap in concrete failure." + }, + { + "left": "issue:44933", + "right": "issue:45278", + "accept": false, + "reason": "Both are import-related, but one is a missing symbol and the other is a broad upgrade regression; not the same bug." + }, + { + "left": "issue:42222", + "right": "issue:45542", + "accept": false, + "reason": "vitpose model breakage vs TensorFlow backend/package-selection error; different areas." + }, + { + "left": "issue:42490", + "right": "issue:42673", + "accept": false, + "reason": "Local-path import warning vs VRAM leak under dataloader threads; unrelated." + }, + { + "left": "issue:43937", + "right": "issue:44496", + "accept": false, + "reason": "GenerationConfig validation failure vs unknown-model loading error; distinct config/loading problems." + }, + { + "left": "issue:42175", + "right": "issue:42222", + "accept": false, + "reason": "Backend packaging issue vs vitpose model failure; not the same underlying defect." + }, + { + "left": "issue:38617", + "right": "issue:44220", + "accept": false, + "reason": "Missing import symbol vs audio feature extraction issue; different code paths." + }, + { + "left": "issue:44483", + "right": "issue:45464", + "accept": false, + "reason": "Both touch chat APIs, but one is request acceptance and the other streaming inference; not a single concrete bug." + }, + { + "left": "issue:42371", + "right": "issue:42831", + "accept": false, + "reason": "TF32 settings warning vs FineGrainedFP8 accuracy regression; unrelated precision features." + }, + { + "left": "issue:43066", + "right": "issue:43122", + "accept": false, + "reason": "Tokenizer decoder type mismatch vs tokenization change across versions; related domain, but not the same bug." + }, + { + "left": "issue:44075", + "right": "issue:45656", + "accept": false, + "reason": "SGD args ignored vs deepspeed stepping twice; different optimizer bugs." + }, + { + "left": "issue:43673", + "right": "issue:45341", + "accept": false, + "reason": "Generation cache regression vs testing utility bug; no shared failure path." + }, + { + "left": "issue:43012", + "right": "issue:43577", + "accept": false, + "reason": "PyTorch bfloat16 compile warning vs Blip2 dtype staying float32; different symptoms and causes." + }, + { + "left": "issue:43874", + "right": "issue:44261", + "accept": false, + "reason": "Missing multimodal patch-count method vs q_a_layernorm epsilon precision bug; unrelated." + }, + { + "left": "issue:44484", + "right": "issue:45478", + "accept": false, + "reason": "save_pretrained shard-size question vs Qwen3.5-Moe loading error; not the same issue." + }, + { + "left": "issue:44410", + "right": "issue:45478", + "accept": false, + "reason": "Missing projections in qwen3next vs Qwen3.5-Moe from_pretrained error; different model families and failures." + }, + { + "left": "issue:43097", + "right": "issue:44493", + "accept": false, + "reason": "Removed config option vs unexpected key warnings in many models; both version-related, but not the same concrete regression." + }, + { + "left": "issue:44263", + "right": "issue:44485", + "accept": false, + "reason": "torch.split return handling bug vs GLM-5 RoPE implementation discussion; not the same path." + }, + { + "left": "issue:41628", + "right": "issue:45071", + "accept": false, + "reason": "AutoImageProcessor import error vs PreTrainedConfig type checking regression; different API surfaces." + }, + { + "left": "issue:43012", + "right": "issue:43408", + "accept": false, + "reason": "bfloat16 compile warning vs SAM3 model-type warning; unrelated." + }, + { + "left": "issue:42222", + "right": "issue:45459", + "accept": false, + "reason": "vitpose model breakage vs protobuf-related tokenizer error handling; different layers." + }, + { + "left": "issue:43441", + "right": "issue:44829", + "accept": false, + "reason": "FlashAttention inference failure vs FlashAttention-3 training degeneration; same broad feature, but not one concrete bug." + }, + { + "left": "issue:45071", + "right": "issue:45542", + "accept": false, + "reason": "Type-checking regression vs undefined TensorFlow backend error; unrelated." + }, + { + "left": "issue:43931", + "right": "issue:44410", + "accept": false, + "reason": "Qwen3-VL weight-shape mismatch vs qwen3next missing projections; distinct model-loading defects." + }, + { + "left": "issue:43335", + "right": "issue:45071", + "accept": false, + "reason": "SwitchTransformers sparse-layer config bug vs config type-checking regression; unrelated." + }, + { + "left": "issue:43931", + "right": "issue:44038", + "accept": false, + "reason": "Both involve Qwen3-VL/Transformers 5.0, but one is a specific checkpoint shape mismatch and the other is a generic bug report." + }, + { + "left": "issue:45003", + "right": "issue:45341", + "accept": false, + "reason": "sys.modules access bug vs testing_utils bug; no shared underlying code path." + }, + { + "left": "issue:43097", + "right": "issue:43452", + "accept": false, + "reason": "Removed tie_embeddings option vs gguf_file from_pretrained breakage; different APIs." + }, + { + "left": "issue:43986", + "right": "issue:45341", + "accept": false, + "reason": "AutoProcessor video-model crash vs testing_utils bug; 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": 42, + "review_unit_count": 47, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-402", + "nodes": [ + "issue:38617", + "issue:42757", + "issue:42886", + "issue:42907", + "issue:43012", + "issue:43064", + "issue:43066", + "issue:43097", + "issue:43208", + "issue:43352", + "issue:43381", + "issue:43408", + "issue:43502", + "issue:43531", + "issue:43550", + "issue:43824", + "issue:43825", + "issue:43873", + "issue:43874", + "issue:43901", + "issue:43906", + "issue:43976", + "issue:43986", + "issue:43992", + "issue:44038", + "issue:44062", + "issue:44117", + "issue:44261", + "issue:44263", + "issue:44315", + "issue:44351", + "issue:44368", + "issue:44380", + "issue:44410", + "issue:44484", + "issue:44485", + "issue:44655", + "issue:44704", + "issue:44829", + "issue:44987", + "issue:45071", + "issue:45103", + "issue:45245", + "issue:45341", + "issue:45372", + "issue:45375", + "issue:45588", + "issue:45753" + ], + "soft_pairs": [ + "issue:44117|issue:44987", + "issue:43986|issue:44484", + "issue:43408|issue:44368", + "issue:43874|issue:44263", + "issue:43976|issue:45071", + "issue:43986|issue:45372", + "issue:44829|issue:45245", + "issue:43531|issue:45341", + "issue:38617|issue:42757", + "issue:44261|issue:44485", + "issue:43064|issue:44315", + "issue:38617|issue:44351", + "issue:44410|issue:45375", + "issue:44062|issue:44117", + "issue:43097|issue:45588", + "issue:44038|issue:44410", + "issue:44704|issue:45103", + "issue:43502|issue:43992", + "issue:43986|issue:44117", + "issue:43097|issue:43873", + "issue:43824|issue:43986", + "issue:43066|issue:43906", + "issue:43097|issue:43901", + "issue:43825|issue:44655", + "issue:43992|issue:44484", + "issue:43208|issue:43550", + "issue:43012|issue:44368", + "issue:43012|issue:43550", + "issue:42886|issue:43381", + "issue:43352|issue:44380", + "issue:42907|issue:45753", + "issue:42907|issue:44655" + ], + "prepared_review_unit_hash": "f53b3a577ca6ffaf1b094da4a506afbd44ae2159029b07cbc6c0e4cfe942f66f", + "component_budget": { + "node_count": 402, + "item_count": 402, + "soft_pair_count": 1504, + "serialized_chars": 775933, + "estimated_input_tokens": 193984, + "estimated_eval_tokens": 388224 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 32, + "serialized_chars": 37187, + "estimated_input_tokens": 9297, + "estimated_eval_tokens": 18850 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "These issues are mostly unrelated Transformers bug reports spanning imports, model configs, training, and docs. None of the soft pairs look like the same underlying bug/change, so all should be rejected. The most suitable anchor issue is the active quantization/offloading report.", + "confidence": 0.93, + "canonical_issue_reason": "issue:43873 is the most active and broadly scoped report in the set, with the highest discussion/inbound reference signal, so it is the best canonical anchor.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43873 stands out as the most representative and triage-worthy issue here because it is open, has substantial discussion, and concerns a broadly impactful runtime behavior.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44117", + "right": "issue:44987", + "accept": false, + "reason": "Both are tokenizer/loading failures, but one is a tokenizer mapping assumption and the other is a specific model-loading regression; not the same bug." + }, + { + "left": "issue:43986", + "right": "issue:44484", + "accept": false, + "reason": "Video AutoProcessor/torchvision crash vs save_pretrained shard-size question; unrelated code paths." + }, + { + "left": "issue:43408", + "right": "issue:44368", + "accept": false, + "reason": "A model-type mismatch warning and a tie_word_embeddings warning are different config-validation issues." + }, + { + "left": "issue:43874", + "right": "issue:44263", + "accept": false, + "reason": "Missing image-patch helper in GLM46V and torch.split return handling in GlmMoeDsaIndexer are separate model bugs." + }, + { + "left": "issue:43976", + "right": "issue:45071", + "accept": false, + "reason": "Both mention version breakage, but one is Python compatibility and the other is PretrainedConfig type checking; different failures." + }, + { + "left": "issue:43986", + "right": "issue:45372", + "accept": false, + "reason": "Different crashes in different loading stacks: missing torchvision vs missing ReasoningEffort import from mistral_common." + }, + { + "left": "issue:44829", + "right": "issue:45245", + "accept": false, + "reason": "FlashAttention-3 degenerate training and category-count overflow are unrelated problems." + }, + { + "left": "issue:43531", + "right": "issue:45341", + "accept": false, + "reason": "A Qwen3-MoE sliding_window bug and a testing_utils bug do not share the same underlying cause." + }, + { + "left": "issue:38617", + "right": "issue:42757", + "accept": false, + "reason": "Two separate ImportErrors from different symbols/modules; same symptom type, but not the same bug." + }, + { + "left": "issue:44261", + "right": "issue:44485", + "accept": false, + "reason": "RMS norm epsilon precision/config issue vs GLM-5 RoPE implementation issue; different model internals." + }, + { + "left": "issue:43064", + "right": "issue:44315", + "accept": false, + "reason": "Optimizer-state corruption under FSDP2/PEFT is unrelated to Liger Kernel application with model_init." + }, + { + "left": "issue:38617", + "right": "issue:44351", + "accept": false, + "reason": "Different missing imports: configuration_utils.layer_type_validation vs transformers.HybridCache." + }, + { + "left": "issue:44410", + "right": "issue:45375", + "accept": false, + "reason": "One is missing attention projections in qwen3next; the other is a vision config field being dropped by @strict." + }, + { + "left": "issue:44062", + "right": "issue:44117", + "accept": false, + "reason": "AddedToken keyword duplication and TOKENIZER_MAPPING_NAMES returning None are different tokenizer-path failures." + }, + { + "left": "issue:43097", + "right": "issue:45588", + "accept": false, + "reason": "A removed config flag and a flash-attention sink-less crash are unrelated issues." + }, + { + "left": "issue:44038", + "right": "issue:44410", + "accept": false, + "reason": "Both concern Qwen variants, but one is a broad v5 compatibility issue and the other is a specific missing-projection bug." + }, + { + "left": "issue:44704", + "right": "issue:45103", + "accept": false, + "reason": "Passing kwargs to cached_file and auto_docstring crashing on future annotations are separate utility-layer bugs." + }, + { + "left": "issue:43502", + "right": "issue:43992", + "accept": false, + "reason": "local_files_only still making API requests is unrelated to UMT5Encoder missing embed_tokens.weight." + }, + { + "left": "issue:43986", + "right": "issue:44117", + "accept": false, + "reason": "Video model loading without torchvision is unrelated to tokenizer mapping returning None." + }, + { + "left": "issue:43097", + "right": "issue:43873", + "accept": false, + "reason": "A removed embedding-tie config flag and quantization offloading behavior are different problems." + }, + { + "left": "issue:43824", + "right": "issue:43986", + "accept": false, + "reason": "Different loading failures: missing Qwen2_5_VL export vs missing torchvision for a video model." + }, + { + "left": "issue:43066", + "right": "issue:43906", + "accept": false, + "reason": "Wrong tokenizer decoder type and an isolated reproduction of another issue are not enough to establish the same bug." + }, + { + "left": "issue:43097", + "right": "issue:43901", + "accept": false, + "reason": "Config flag removal and outdated pipeline docs about return_all_scores are unrelated." + }, + { + "left": "issue:43825", + "right": "issue:44655", + "accept": false, + "reason": "Pipeline task-support messaging and save_pretrained on Pipeline objects are different features and failure modes." + }, + { + "left": "issue:43992", + "right": "issue:44484", + "accept": false, + "reason": "Missing UMT5Encoder weights and the max_shard_size default question do not share an underlying code-path issue." + }, + { + "left": "issue:43208", + "right": "issue:43550", + "accept": false, + "reason": "xLSTM training blockers and Bamba torch.compile/SDPA failure are unrelated model-specific bugs." + }, + { + "left": "issue:43012", + "right": "issue:44368", + "accept": false, + "reason": "A bfloat16 compile warning and a tie_word_embeddings warning are different warning sources and behaviors." + }, + { + "left": "issue:42886", + "right": "issue:43381", + "accept": false, + "reason": "Offline cache loading failure and eval-mode gradient checkpointing incompatibility are separate runtime issues." + }, + { + "left": "issue:43352", + "right": "issue:44380", + "accept": false, + "reason": "Unsupported Flash Attention 2 for Nemotron and GPT2 attention-scaling being ignored are distinct backend/model bugs." + }, + { + "left": "issue:42907", + "right": "issue:45753", + "accept": false, + "reason": "Saving dequantized models and Qwen3_5 infinite-image-loop behavior are unrelated." + }, + { + "left": "issue:42907", + "right": "issue:44655", + "accept": false, + "reason": "Both mention saving, but one is dequantized model persistence and the other is Pipeline.save_pretrained; different artifacts 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": 43, + "review_unit_count": 47, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-402", + "nodes": [ + "issue:36010", + "issue:36683", + "issue:38617", + "issue:42490", + "issue:42757", + "issue:42898", + "issue:42994", + "issue:43012", + "issue:43064", + "issue:43066", + "issue:43208", + "issue:43299", + "issue:43352", + "issue:43475", + "issue:43502", + "issue:43525", + "issue:43526", + "issue: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:44242", + "issue:44263", + "issue:44380", + "issue:44483", + "issue:44485", + "issue:44514", + "issue:44655", + "issue:44683", + "issue:44938", + "issue:45216", + "issue:45290", + "issue:45381", + "issue:45440", + "issue:45478", + "issue:45479", + "issue:45593", + "issue:45753" + ], + "soft_pairs": [ + "issue:44380|issue:45479", + "issue:43352|issue:43976", + "issue:43064|issue:44380", + "issue:44483|issue:44514", + "issue:36683|issue:43582", + "issue:43208|issue:43526", + "issue:44222|issue:45478", + "issue:42490|issue:43012", + "issue:43012|issue:44683", + "issue:43618|issue:43761", + "issue:42757|issue:43824", + "issue:43618|issue:44380", + "issue:38617|issue:43502", + "issue:44483|issue:45290", + "issue:44038|issue:44230", + "issue:43299|issue:43867", + "issue:43756|issue:44485", + "issue:44483|issue:45381", + "issue:43901|issue:44655", + "issue:43299|issue:45753", + "issue:36683|issue:43475", + "issue:42994|issue:44655", + "issue:43352|issue:43937", + "issue:44077|issue:44380", + "issue:43867|issue:45216", + "issue:36010|issue:42757", + "issue:42898|issue:43066", + "issue:36683|issue:44077", + "issue:43611|issue:44655", + "issue:43976|issue:44938", + "issue:36683|issue:43525", + "issue:43352|issue:45593", + "issue:44263|issue:45440", + "issue:43618|issue:45216", + "issue:36683|issue:44242" + ], + "prepared_review_unit_hash": "9cb4dc6e8e88f0eba9c6a4ddc7da89b95297253b4625bbed65bc727b9c6871ec", + "component_budget": { + "node_count": 402, + "item_count": 402, + "soft_pair_count": 1504, + "serialized_chars": 775933, + "estimated_input_tokens": 193984, + "estimated_eval_tokens": 388224 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 35, + "serialized_chars": 37832, + "estimated_input_tokens": 9458, + "estimated_eval_tokens": 19172 + }, + "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 bug reports and regressions. I did not find any soft pair that convincingly describes the same underlying issue or code change, so no merges are warranted from the provided evidence.", + "confidence": 0.34, + "canonical_issue_reason": "issue:43611 is the broadest, most central regression report in the set: a Transformers 5.0 loading breakage affecting models with `base_model_prefix`, which is more representative of the cluster\u2019s general v5-regression theme than the narrower model-specific reports.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43611 is the best single issue to represent this cluster because it is a clear, high-impact version-regression report with wide applicability and strong triage value.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44380", + "right": "issue:45479", + "accept": false, + "reason": "Different failures: GPT-2 attention scaling under SDPA/FlashAttention vs. degenerate zero loss in sequence classification with `num_labels=1`." + }, + { + "left": "issue:43352", + "right": "issue:43976", + "accept": false, + "reason": "One is a model/backend support limitation, the other is a Python version compatibility failure; no shared code-path bug." + }, + { + "left": "issue:43064", + "right": "issue:44380", + "accept": false, + "reason": "Trainer/FSDP2/PEFT optimizer-state corruption is unrelated to GPT-2 attention scaling behavior." + }, + { + "left": "issue:44483", + "right": "issue:44514", + "accept": false, + "reason": "An API request validation issue is unrelated to a batched `apply_chat_template` crash in a VL processor." + }, + { + "left": "issue:36683", + "right": "issue:43582", + "accept": false, + "reason": "Gemma3Config missing `vocab_size` and Apple Silicon allocator warmup TypeError are distinct bugs in different areas." + }, + { + "left": "issue:43208", + "right": "issue:43526", + "accept": false, + "reason": "xLSTM training blockers and BeitImageProcessorFast label reduction are unrelated model/processor bugs." + }, + { + "left": "issue:44222", + "right": "issue:45478", + "accept": false, + "reason": "FP8 `save_pretrained` on MoE and Qwen3.5 MoE `from_pretrained` load failure are different directions of failure and not the same concrete bug." + }, + { + "left": "issue:42490", + "right": "issue:43012", + "accept": false, + "reason": "Local-path import warning and a bfloat16 compilation precision warning are unrelated." + }, + { + "left": "issue:43012", + "right": "issue:44683", + "accept": false, + "reason": "A PyTorch warning during bfloat16 compilation is not the same as flex_attention failing on torch >= 2.9." + }, + { + "left": "issue:43618", + "right": "issue:43761", + "accept": false, + "reason": "Both involve CLIP, but one is missing attentions and the other missing hidden_states; these look like separate output-field regressions." + }, + { + "left": "issue:42757", + "right": "issue:43824", + "accept": false, + "reason": "Importing `is_offline_mode` from huggingface_hub and importing `Qwen2_5_VLForConditionalGeneration` from transformers are different import-path issues." + }, + { + "left": "issue:43618", + "right": "issue:44380", + "accept": false, + "reason": "CLIP output field assignment and GPT-2 attention scaling under specific backends are unrelated." + }, + { + "left": "issue:38617", + "right": "issue:43502", + "accept": false, + "reason": "A missing internal import and unwanted network requests despite `local_files_only=True` are different failure modes." + }, + { + "left": "issue:44483", + "right": "issue:45290", + "accept": false, + "reason": "A chat-completions API rejection is unrelated to tool-call assistant message handling in `apply_chat_template`." + }, + { + "left": "issue:44038", + "right": "issue:44230", + "accept": false, + "reason": "Qwen3-VL-Moe loading breakage and FP8 inference support are not the same bug." + }, + { + "left": "issue:43299", + "right": "issue:43867", + "accept": false, + "reason": "Qwen3VL MoE loading regression and a state-dict sorting load error are distinct loading problems." + }, + { + "left": "issue:43756", + "right": "issue:44485", + "accept": false, + "reason": "Smollm3 RoPE-layer mismatch and GLM-5 RoPE implementation discussion are not the same underlying issue." + }, + { + "left": "issue:44483", + "right": "issue:45381", + "accept": false, + "reason": "API request acceptance and Qwen2.5-VL video position-id correctness are unrelated." + }, + { + "left": "issue:43901", + "right": "issue:44655", + "accept": false, + "reason": "Documentation drift for `return_all_scores` and inability to save Pipeline objects are different issues." + }, + { + "left": "issue:43299", + "right": "issue:45753", + "accept": false, + "reason": "A Qwen3VL MoE model-loading regression is not the same as an infinite-loop generation bug on a specific image." + }, + { + "left": "issue:36683", + "right": "issue:43475", + "accept": false, + "reason": "Gemma3Config missing `vocab_size` and SAM 3 video missing `fpn_position_embeddings` are separate missing-attribute bugs in different models." + }, + { + "left": "issue:42994", + "right": "issue:44655", + "accept": false, + "reason": "Quantized model saving failure and saving Pipeline objects are different save-path bugs." + }, + { + "left": "issue:43352", + "right": "issue:43937", + "accept": false, + "reason": "FlashAttention 2 unsupported for Nemotron and GLM-5 generation config invalid are unrelated model-specific issues." + }, + { + "left": "issue:44077", + "right": "issue:44380", + "accept": false, + "reason": "`post_init` allowance in patchtsmixer is unrelated to GPT-2 attention scaling being ignored." + }, + { + "left": "issue:43867", + "right": "issue:45216", + "accept": false, + "reason": "State-dict sorting load error and Qwen3.5 checkpoint saving regression are different persistence bugs." + }, + { + "left": "issue:36010", + "right": "issue:42757", + "accept": false, + "reason": "Both are import errors, but for different symbols and different upstream modules; not the same missing export." + }, + { + "left": "issue:42898", + "right": "issue:43066", + "accept": false, + "reason": "Tokenizer decoder-type behavior change and wrong tokenizer decoder type are related only superficially; the reported problems and likely fixes differ." + }, + { + "left": "issue:36683", + "right": "issue:44077", + "accept": false, + "reason": "A config attribute missing on Gemma3 and a `post_init` constraint issue in patchtsmixer are unrelated." + }, + { + "left": "issue:43611", + "right": "issue:44655", + "accept": false, + "reason": "Model loading via `base_model_prefix` and Pipeline serialization are separate APIs with different breakages." + }, + { + "left": "issue:43976", + "right": "issue:44938", + "accept": false, + "reason": "Python version support failure in Transformers 5.1.0 and a Python 3.14 load failure are not the same issue." + }, + { + "left": "issue:36683", + "right": "issue:43525", + "accept": false, + "reason": "Gemma3Config missing `vocab_size` and Llama4Config missing `pad_token_id` are different missing-config-field regressions." + }, + { + "left": "issue:43352", + "right": "issue:45593", + "accept": false, + "reason": "Unsupported FlashAttention 2 for Nemotron and D-FINE auxiliary-loss omission are unrelated model bugs." + }, + { + "left": "issue:44263", + "right": "issue:45440", + "accept": false, + "reason": "A `torch.split()` return-value issue in GlmMoeDsaIndexer and DeepseekV3MoE divergence from remote implementation do not describe the same bug." + }, + { + "left": "issue:43618", + "right": "issue:45216", + "accept": false, + "reason": "Missing CLIP attentions and incorrect Qwen3.5 checkpoint saving are unrelated regressions." + }, + { + "left": "issue:36683", + "right": "issue:44242", + "accept": false, + "reason": "A missing config attribute and missing load-balancing loss when `output_router_logits=False` are different defects." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 17, + "review_unit_index": 44, + "review_unit_count": 47, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-402", + "nodes": [ + "issue:28282", + "issue:33453", + "issue:36296", + "issue:36683", + "issue:41669", + "issue:42490", + "issue:42890", + "issue:43010", + "issue:43064", + "issue:43352", + "issue:43502", + "issue:43575", + "issue:43618", + "issue:43723", + "issue:43867", + "issue:43931", + "issue:43976", + "issue:43992", + "issue:44062", + "issue:44075", + "issue:44077", + "issue:44112", + "issue:44188", + "issue:44246", + "issue:44355", + "issue:44360", + "issue:44380", + "issue:44484", + "issue:44492", + "issue:44556", + "issue:44855", + "issue:44857", + "issue:44938", + "issue:44964", + "issue:44977", + "issue:45071", + "issue:45278", + "issue:45310", + "issue:45341", + "issue:45357", + "issue:45375", + "issue:45381", + "issue:45440", + "issue:45478", + "issue:45561", + "issue:45600", + "issue:45850" + ], + "soft_pairs": [ + "issue:44188|issue:44380", + "issue:43064|issue:44492", + "issue:43352|issue:43931", + "issue:43992|issue:45310", + "issue:43010|issue:45278", + "issue:43867|issue:45375", + "issue:44355|issue:44855", + "issue:41669|issue:44246", + "issue:36683|issue:43064", + "issue:42890|issue:45561", + "issue:44938|issue:45071", + "issue:43867|issue:45357", + "issue:43010|issue:45850", + "issue:43992|issue:45478", + "issue:43010|issue:43976", + "issue:44938|issue:45381", + "issue:43618|issue:44077", + "issue:42490|issue:44075", + "issue:36296|issue:43575", + "issue:44360|issue:45440", + "issue:28282|issue:33453", + "issue:43867|issue:44484", + "issue:43618|issue:44857", + "issue:43618|issue:44977", + "issue:42890|issue:44964", + "issue:42890|issue:44112", + "issue:42890|issue:45600", + "issue:43502|issue:44062", + "issue:43723|issue:44556", + "issue:42890|issue:45341" + ], + "prepared_review_unit_hash": "7f99eedff8b3aa07e8bc0f6313560b6bb3f3c152b31f3d0a5e700c78358ac974", + "component_budget": { + "node_count": 402, + "item_count": 402, + "soft_pair_count": 1504, + "serialized_chars": 775933, + "estimated_input_tokens": 193984, + "estimated_eval_tokens": 388224 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 30, + "serialized_chars": 35639, + "estimated_input_tokens": 8910, + "estimated_eval_tokens": 18076 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The cluster is mostly heterogeneous. One soft duplicate is clear: 45310 and 45478 are the same Qwen3.5 MoE from_pretrained regression. Most other pairs only share broad themes like loading/import failures or training issues, but not the same concrete bug.", + "confidence": 0.78, + "canonical_issue_reason": "issue:45310 is the cleanest anchor for the only clear duplicate pair in this set: it is the earlier, slightly more specific report of the Qwen3.5 MoE from_pretrained failure, and issue:45478 is essentially the same title later on.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45310 is the best overall issue to keep as the representative duplicate target because it is concrete, reproducible, and has an exact duplicate; the rest of the cluster is mostly unrelated or too broad to serve as a better canonical.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44188", + "right": "issue:44380", + "accept": false, + "reason": "Both are attention/backend bugs, but they describe different code paths and failures (compile branching vs SDPA/FlashAttention scaling)." + }, + { + "left": "issue:43064", + "right": "issue:44492", + "accept": false, + "reason": "One is a distributed training/optimizer-state bug; the other is a cache-strategy typo. No shared underlying fix." + }, + { + "left": "issue:43352", + "right": "issue:43931", + "accept": false, + "reason": "Different model-specific load failures: unsupported Flash Attention vs weight-shape mismatch." + }, + { + "left": "issue:43992", + "right": "issue:45310", + "accept": false, + "reason": "UMT5 encoder missing embed_tokens.weight is unrelated to the Qwen3.5 MoE from_pretrained regression." + }, + { + "left": "issue:43010", + "right": "issue:45278", + "accept": false, + "reason": "Both mention imports/regressions, but one is about decorating cache update with no_grad and the other is broad import errors after upgrade; not the same bug." + }, + { + "left": "issue:43867", + "right": "issue:45375", + "accept": false, + "reason": "State-dict sorting/load error is not the same as a missing config field silently dropped by strict config handling." + }, + { + "left": "issue:44355", + "right": "issue:44855", + "accept": false, + "reason": "Both are import-time problems, but the root causes differ (compiled Python files vs torch.jit.script parsing on Python 3.13)." + }, + { + "left": "issue:41669", + "right": "issue:44246", + "accept": false, + "reason": "Both concern import performance, but 41669 has a specific import-star root cause while 44246 is only a vague slowdown report." + }, + { + "left": "issue:36683", + "right": "issue:43064", + "accept": false, + "reason": "Gemma3Config vocab_size missing and distributed optimizer-state corruption are unrelated." + }, + { + "left": "issue:42890", + "right": "issue:45561", + "accept": false, + "reason": "A missing set_seed in integration tests is not the same as an xdist race on captured_info.txt." + }, + { + "left": "issue:44938", + "right": "issue:45071", + "accept": false, + "reason": "Python 3.14 import failure and PretrainedConfig type-checking breakage are different compatibility issues." + }, + { + "left": "issue:43867", + "right": "issue:45357", + "accept": false, + "reason": "Load failure with sorted state_dict is not the same as save_pretrained writing incorrect visual encoder keys." + }, + { + "left": "issue:43010", + "right": "issue:45850", + "accept": false, + "reason": "One is a specific no_grad decoration bug; the other is a vague complaint about many broken models." + }, + { + "left": "issue:43992", + "right": "issue:45478", + "accept": false, + "reason": "The UMT5 encoder weight-missing issue is unrelated to the Qwen3.5 MoE from_pretrained regression." + }, + { + "left": "issue:43010", + "right": "issue:43976", + "accept": false, + "reason": "Cache update no_grad and Python-version compatibility for Transformers 5.1.0 are unrelated." + }, + { + "left": "issue:44938", + "right": "issue:45381", + "accept": false, + "reason": "General Python 3.14 loading failure and qwen2.5-vl video position-id bug are different problems." + }, + { + "left": "issue:43618", + "right": "issue:44077", + "accept": false, + "reason": "CLIPOutput attentions disappearing and patchtsmixer post_init constraints are unrelated model/API issues." + }, + { + "left": "issue:42490", + "right": "issue:44075", + "accept": false, + "reason": "Local-files-only path warning and SGD optimizer args being ignored are unrelated." + }, + { + "left": "issue:36296", + "right": "issue:43575", + "accept": false, + "reason": "Tensor-parallel training bug and Qwen2-57B load OOM are not the same failure mode." + }, + { + "left": "issue:44360", + "right": "issue:45440", + "accept": false, + "reason": "A missing ReLU in the DSA indexer is unrelated to DeepseekV3MoE divergence from remote implementation." + }, + { + "left": "issue:28282", + "right": "issue:33453", + "accept": false, + "reason": "PyTorch-missing AutoModel ImportError and tokenizer-loading regression are different issues." + }, + { + "left": "issue:43867", + "right": "issue:44484", + "accept": false, + "reason": "State-dict sorting/load error is unrelated to max_shard_size being 50GB." + }, + { + "left": "issue:43618", + "right": "issue:44857", + "accept": false, + "reason": "CLIPOutput attentions and LwDetrImageLoss AMP/CUDA crash are unrelated." + }, + { + "left": "issue:43618", + "right": "issue:44977", + "accept": false, + "reason": "CLIPOutput attentions issue is unrelated to Qwen3.5 flash-attention generation failure." + }, + { + "left": "issue:42890", + "right": "issue:44964", + "accept": false, + "reason": "A flaky integration test and a model-loading regression are not the same bug." + }, + { + "left": "issue:42890", + "right": "issue:44112", + "accept": false, + "reason": "A test seeding issue is unrelated to a stale device override CI failure." + }, + { + "left": "issue:42890", + "right": "issue:45600", + "accept": false, + "reason": "A flaky test case and an auto_mappings config reference breakage are unrelated." + }, + { + "left": "issue:43502", + "right": "issue:44062", + "accept": false, + "reason": "local_files_only network leakage and AddedToken keyword duplication are unrelated loader/tokenizer bugs." + }, + { + "left": "issue:43723", + "right": "issue:44556", + "accept": false, + "reason": "Tokenizer loading in v5 and checkpoint reload failures after upgrade are too broad to be the same concrete bug." + }, + { + "left": "issue:42890", + "right": "issue:45341", + "accept": false, + "reason": "A test seeding problem and a testing_utils bug are different CI/test issues." + }, + { + "left": "issue:45310", + "right": "issue:45478", + "accept": true, + "reason": "These are the same Qwen3.5 MoE from_pretrained error with nearly identical titles; 45478 is a later duplicate of the same concrete bug." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 17, + "review_unit_index": 45, + "review_unit_count": 47, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-402", + "nodes": [ + "issue:30333", + "issue:30990", + "issue:31795", + "issue:33453", + "issue:34689", + "issue:36296", + "issue:38617", + "issue:41628", + "issue:42548", + "issue:42757", + "issue:42831", + "issue:43010", + "issue: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:44261", + "issue:44315", + "issue:44351", + "issue:44355", + "issue:44360", + "issue:44387", + "issue:44485", + "issue:44492", + "issue:44556", + "issue:44623", + "issue:44655", + "issue:44749", + "issue:44908", + "issue:44938", + "issue:44961", + "issue:45071", + "issue:45125", + "issue:45230", + "issue:45362", + "issue:45375", + "issue:45468", + "issue:45478", + "issue:45850" + ], + "soft_pairs": [ + "issue:44222|issue:45125", + "issue:44387|issue:44556", + "issue:42548|issue:44351", + "issue:43010|issue:43065", + "issue:43502|issue:44485", + "issue:44355|issue:44749", + "issue:45125|issue:45478", + "issue:30990|issue:31795", + "issue:43010|issue:43232", + "issue:30333|issue:33453", + "issue:45125|issue:45375", + "issue:43299|issue:44556", + "issue:43502|issue:44222", + "issue:42831|issue:43874", + "issue:44315|issue:44360", + "issue:43502|issue:44961", + "issue:44355|issue:45071", + "issue:30333|issue:36296", + "issue:44355|issue:44655", + "issue:43827|issue:44961", + "issue:44222|issue:44230", + "issue:33453|issue:34689", + "issue:42757|issue:43576", + "issue:33453|issue:36296", + "issue:43576|issue:45071", + "issue:43576|issue:43824", + "issue:31795|issue:38617", + "issue:44961|issue:45468", + "issue:41628|issue:42548", + "issue:38617|issue:43576", + "issue:43576|issue:44938", + "issue:43673|issue:44492", + "issue:44908|issue:44961", + "issue:44485|issue:44961", + "issue:36296|issue:43901", + "issue:41628|issue:44355", + "issue:36296|issue:43526", + "issue:45362|issue:45850", + "issue:44261|issue:44360", + "issue:44623|issue:45230" + ], + "prepared_review_unit_hash": "ba0b530ff6a1f979552383221100b55dece16a967e5aa249decadb3a1ac55bba", + "component_budget": { + "node_count": 402, + "item_count": 402, + "soft_pair_count": 1504, + "serialized_chars": 775933, + "estimated_input_tokens": 193984, + "estimated_eval_tokens": 388224 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 40, + "serialized_chars": 38925, + "estimated_input_tokens": 9732, + "estimated_eval_tokens": 19720 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The cluster is a loose set of Transformers/HF regressions and docs/import issues, not a near-duplicate set. No soft edge looks like the same underlying bug/change, so all candidate pairs should be rejected.", + "confidence": 0.93, + "canonical_issue_reason": "Issue 44556 is the best broad representative of the cluster\u2019s main theme: version-upgrade regressions that break model reload/loading across Transformers v5.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 44556 is the clearest, most generally representative bug report in the set; it captures the repeated v5 loading regression pattern better than the more model-specific or documentation-only issues.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44222", + "right": "issue:45125", + "accept": false, + "reason": "Both are FP8/tensor-parallel themed, but one is about FP8 save_pretrained while the other is about a missing tensor-parallel plan for Qwen3.5-MoE; different failure modes." + }, + { + "left": "issue:44387", + "right": "issue:44556", + "accept": false, + "reason": "One reports CUDA reserved-memory OOM under int4 quantization, the other is a reload failure after upgrading versions; not the same bug." + }, + { + "left": "issue:42548", + "right": "issue:44351", + "accept": false, + "reason": "Both are import errors, but they involve different symbols and likely different missing exports; too broad to treat as duplicates." + }, + { + "left": "issue:43010", + "right": "issue:43065", + "accept": false, + "reason": "One is about no_grad decoration for cache/layer update methods, the other is a dummy Conv2d in Sam3PixelDecoder; unrelated code paths." + }, + { + "left": "issue:43502", + "right": "issue:44485", + "accept": false, + "reason": "local_files_only still making API requests is unrelated to a GLM-5 RoPE implementation discussion." + }, + { + "left": "issue:44355", + "right": "issue:44749", + "accept": false, + "reason": "Both mention compiled/v5 behavior, but one is about compiled Python files failing and the other about a Chinese-described slowdown after upgrade; no clear same bug." + }, + { + "left": "issue:45125", + "right": "issue:45478", + "accept": false, + "reason": "Both involve Qwen3.5 MoE, but one is tensor-parallel metadata and the other is a from_pretrained loading error in v5.4.0; not enough evidence of one underlying defect." + }, + { + "left": "issue:30990", + "right": "issue:31795", + "accept": false, + "reason": "Sentence Transformers loading hangs versus confusing model.forward documentation; one is a runtime bug, the other is docs." + }, + { + "left": "issue:43010", + "right": "issue:43232", + "accept": false, + "reason": "Cache update no_grad issue versus generation kwargs after sync_gpus; different generation internals and symptoms." + }, + { + "left": "issue:30333", + "right": "issue:33453", + "accept": false, + "reason": "MLFlow reporting on training failure is unrelated to tokenizer loading regression." + }, + { + "left": "issue:45125", + "right": "issue:45375", + "accept": false, + "reason": "Both mention Qwen3.5 MoE, but one is tensor-parallel planning and the other is a missing config field silently dropped by strict validation." + }, + { + "left": "issue:43299", + "right": "issue:44556", + "accept": false, + "reason": "Qwen3VL MoE loading breakage in v5.0.0.dev0 is model-specific and separate from the general v4.57-to-v5.3 reload regression." + }, + { + "left": "issue:43502", + "right": "issue:44222", + "accept": false, + "reason": "API requests despite local_files_only=True is unrelated to FP8 save_pretrained behavior." + }, + { + "left": "issue:42831", + "right": "issue:43874", + "accept": false, + "reason": "FineGrainedFP8 accuracy issue and missing get_number_of_image_patches are different FP8/multimodal problems." + }, + { + "left": "issue:44315", + "right": "issue:44360", + "accept": false, + "reason": "Liger Kernel not applied with model_init is unrelated to the DSA indexer lacking a ReLU." + }, + { + "left": "issue:43502", + "right": "issue:44961", + "accept": false, + "reason": "local_files_only network leakage and a nonsense-titled issue are unrelated." + }, + { + "left": "issue:44355", + "right": "issue:45071", + "accept": false, + "reason": "Compiled file errors are not the same as PretrainedConfig type-checking regressions." + }, + { + "left": "issue:30333", + "right": "issue:36296", + "accept": false, + "reason": "MLFlow failure reporting and tensor-parallel training bugs affect different subsystems and failure modes." + }, + { + "left": "issue:44355", + "right": "issue:44655", + "accept": false, + "reason": "Compiled Python file failures are unrelated to inability to save Pipeline objects." + }, + { + "left": "issue:43827", + "right": "issue:44961", + "accept": false, + "reason": "Docs still referencing pipeline() are unrelated to the unrelated placeholder issue." + }, + { + "left": "issue:44222", + "right": "issue:44230", + "accept": false, + "reason": "FP8 save_pretrained and FP8 inference support are related by theme but not the same concrete bug." + }, + { + "left": "issue:33453", + "right": "issue:34689", + "accept": false, + "reason": "Tokenizer loading regression and Llama 3.2 90B Vision model loading breakage are different model-loading failures." + }, + { + "left": "issue:42757", + "right": "issue:43576", + "accept": false, + "reason": "Missing is_offline_mode import and broken transformers env command are distinct CLI/API regressions." + }, + { + "left": "issue:33453", + "right": "issue:36296", + "accept": false, + "reason": "Tokenizer loading regression and tensor-parallel training bug are different areas and symptoms." + }, + { + "left": "issue:43576", + "right": "issue:45071", + "accept": false, + "reason": "Broken env command is unrelated to PretrainedConfig type checking." + }, + { + "left": "issue:43576", + "right": "issue:43824", + "accept": false, + "reason": "Broken env command and missing Qwen2_5_VLForConditionalGeneration import are separate issues." + }, + { + "left": "issue:31795", + "right": "issue:38617", + "accept": false, + "reason": "Docs confusion for model.forward is unrelated to the missing layer_type_validation import error." + }, + { + "left": "issue:44961", + "right": "issue:45468", + "accept": false, + "reason": "Placeholder/nonsense issue versus Gemma-4 audio positional encoding bug; no duplicate signal." + }, + { + "left": "issue:41628", + "right": "issue:42548", + "accept": false, + "reason": "AutoImageProcessor import failure and PreTrainedModel import failure are both imports, but not the same missing symbol or path." + }, + { + "left": "issue:38617", + "right": "issue:43576", + "accept": false, + "reason": "Missing import from configuration_utils and a broken env CLI command are unrelated." + }, + { + "left": "issue:43576", + "right": "issue:44938", + "accept": false, + "reason": "Broken env command and Python 3.14 load failure are different compatibility problems." + }, + { + "left": "issue:43673", + "right": "issue:44492", + "accept": false, + "reason": "Generation cache missing in chunked_prefill and a typo in cache strategies are unrelated." + }, + { + "left": "issue:44908", + "right": "issue:44961", + "accept": false, + "reason": "Scheduler kwargs being ignored is unrelated to the placeholder issue." + }, + { + "left": "issue:44485", + "right": "issue:44961", + "accept": false, + "reason": "GLM-5 RoPE implementation discussion is unrelated to the placeholder issue." + }, + { + "left": "issue:36296", + "right": "issue:43901", + "accept": false, + "reason": "Tensor-parallel training bug and docs mentioning return_all_scores are unrelated." + }, + { + "left": "issue:41628", + "right": "issue:44355", + "accept": false, + "reason": "Importing AutoImageProcessor fails versus compiled Python files erroring; different problems." + }, + { + "left": "issue:36296", + "right": "issue:43526", + "accept": false, + "reason": "Tensor-parallel training bug and BeitImageProcessorFast reduce_labels bug are different subsystems." + }, + { + "left": "issue:45362", + "right": "issue:45850", + "accept": false, + "reason": "Qwen3.5-35B chat crash and the broad 'too many models break' complaint are not a single concrete bug." + }, + { + "left": "issue:44261", + "right": "issue:44360", + "accept": false, + "reason": "Layernorm config precision error and DSA indexer ReLU issue are unrelated." + }, + { + "left": "issue:44623", + "right": "issue:45230", + "accept": false, + "reason": "Missing files on processor.save_pretrained and a generic bug report are not the same underlying issue." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 17, + "review_unit_index": 46, + "review_unit_count": 47, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-402", + "nodes": [ + "issue:31795", + "issue:33453", + "issue:41669", + "issue:42371", + "issue:42890", + "issue:43352", + "issue:43408", + "issue:43519", + "issue:43525", + "issue:43572", + "issue:43576", + "issue:43673", + "issue:43704", + "issue:43827", + "issue:43874", + "issue:43976", + "issue:44038", + "issue:44077", + "issue:44246", + "issue:44273", + "issue:44295", + "issue:44297", + "issue:44315", + "issue:44351", + "issue:44360", + "issue:44393", + "issue:44485", + "issue:44492", + "issue:44556", + "issue:44655", + "issue:44704", + "issue:44829", + "issue:44861", + "issue:44908", + "issue:44945", + "issue:45003", + "issue:45071", + "issue:45092", + "issue:45125", + "issue:45230", + "issue:45278", + "issue:45310", + "issue:45341", + "issue:45468", + "issue:45478", + "issue:45542", + "issue:45753", + "issue:45850" + ], + "soft_pairs": [ + "issue:44273|issue:45542", + "issue:44273|issue:45003", + "issue:44393|issue:45753", + "issue:44038|issue:45125", + "issue:44393|issue:45071", + "issue:43576|issue:44556", + "issue:43525|issue:45850", + "issue:41669|issue:43673", + "issue:44556|issue:45092", + "issue:44492|issue:45850", + "issue:43572|issue:45850", + "issue:42371|issue:44492", + "issue:44704|issue:44908", + "issue:42890|issue:44908", + "issue:45278|issue:45850", + "issue:44246|issue:44273", + "issue:43408|issue:44315", + "issue:43976|issue:44393", + "issue:43352|issue:44393", + "issue:44297|issue:45230", + "issue:43576|issue:44908", + "issue:44295|issue:45230", + "issue:44908|issue:45071", + "issue:41669|issue:44351", + "issue:41669|issue:45341", + "issue:44492|issue:44945", + "issue:43874|issue:45850", + "issue:44393|issue:45478", + "issue:44077|issue:44861", + "issue:43827|issue:44908", + "issue:31795|issue:33453", + "issue:41669|issue:44908", + "issue:44315|issue:44829", + "issue:43576|issue:44273", + "issue:44655|issue:44861", + "issue:44360|issue:45468", + "issue:45230|issue:45310", + "issue:44273|issue:44908", + "issue:43519|issue:44485", + "issue:43519|issue:44908", + "issue:41669|issue:43704" + ], + "prepared_review_unit_hash": "d98dfe4a6ac6e40dea166701353f7e49b023fdea0bbce10aff582cf635e5fbea", + "component_budget": { + "node_count": 402, + "item_count": 402, + "soft_pair_count": 1504, + "serialized_chars": 775933, + "estimated_input_tokens": 193984, + "estimated_eval_tokens": 388224 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 41, + "serialized_chars": 39338, + "estimated_input_tokens": 9835, + "estimated_eval_tokens": 19926 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "Mostly false-positive similarity: these issues span unrelated bugs, v5 regression complaints, model-specific errors, docs, and performance/import topics. No soft edge is safe to merge as the same underlying bug/change.", + "confidence": 0.91, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": "issue:44273 is the closest broad anchor because it is open and about loading/lazy-loading behavior, which overlaps the import-time regressions in the cluster. It is still only an umbrella, not a true duplicate canonical.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44273", + "right": "issue:45542", + "accept": false, + "reason": "Both mention loading/import behavior, but one is lazy loading and the other is a TensorFlow backend detection problem; not the same bug." + }, + { + "left": "issue:44273", + "right": "issue:45003", + "accept": false, + "reason": "Import slowdown and unsafe sys.modules access are related themes, but they are distinct failure modes with different fixes." + }, + { + "left": "issue:44393", + "right": "issue:45753", + "accept": false, + "reason": "Both are Qwen3-VL/Qwen3_5 user-facing failures, but one is 2D box output corruption and the other is an infinite-loop/image-specific hang." + }, + { + "left": "issue:44038", + "right": "issue:45125", + "accept": false, + "reason": "Both involve Qwen3 MoE models, but one is a generic transformers 5.0 bug report and the other is a missing tensor-parallel plan attribute." + }, + { + "left": "issue:44393", + "right": "issue:45071", + "accept": false, + "reason": "A Qwen3-VL output bug and a PretrainedConfig type-checking regression are unrelated code paths." + }, + { + "left": "issue:43576", + "right": "issue:44556", + "accept": false, + "reason": "Both are v5 upgrade regressions, but one breaks the env command and the other breaks checkpoint reload; different issues." + }, + { + "left": "issue:43525", + "right": "issue:45850", + "accept": false, + "reason": "A missing pad_token_id on Llama4Config is a concrete config bug; the other is only a generic complaint about many models breaking." + }, + { + "left": "issue:41669", + "right": "issue:43673", + "accept": false, + "reason": "Import-star removal and missing GenerationMixin cache in chunked prefill are different regressions." + }, + { + "left": "issue:44556", + "right": "issue:45092", + "accept": false, + "reason": "Both concern v5 compatibility, but one is checkpoint reload after upgrade and the other is remote-code/meta-init incompatibility." + }, + { + "left": "issue:44492", + "right": "issue:45850", + "accept": false, + "reason": "A cache-strategy typo is not the same underlying problem as a broad v5 breakage complaint." + }, + { + "left": "issue:43572", + "right": "issue:45850", + "accept": false, + "reason": "StableLmConfig missing pad_token_idx is a specific config regression, not the same as a generic 'too many models break' report." + }, + { + "left": "issue:42371", + "right": "issue:44492", + "accept": false, + "reason": "TF32 API guidance and a cache-strategy typo are unrelated." + }, + { + "left": "issue:44704", + "right": "issue:44908", + "accept": false, + "reason": "Processor kwargs forwarding and scheduler kwargs handling affect different subsystems and code paths." + }, + { + "left": "issue:42890", + "right": "issue:44908", + "accept": false, + "reason": "Missing set_seed in tests and inverse_sqrt scheduler kwargs are unrelated." + }, + { + "left": "issue:45278", + "right": "issue:45850", + "accept": false, + "reason": "A specific import-error report after upgrade is not the same underlying bug as a vague general complaint." + }, + { + "left": "issue:44246", + "right": "issue:44273", + "accept": false, + "reason": "Both involve import behavior, but one is intermittent import slowness and the other is lazy-loading malfunction; not the same concrete defect." + }, + { + "left": "issue:43408", + "right": "issue:44315", + "accept": false, + "reason": "Model-type warning for sam3_tracker and Liger Kernel not applied with model_init are unrelated." + }, + { + "left": "issue:43976", + "right": "issue:44393", + "accept": false, + "reason": "Python-version compatibility failure and Qwen3-VL hallucination/output error are unrelated." + }, + { + "left": "issue:43352", + "right": "issue:44393", + "accept": false, + "reason": "Flash Attention 2 support missing for NemotronH vs a Qwen3-VL output bug are different model-specific problems." + }, + { + "left": "issue:44297", + "right": "issue:45230", + "accept": false, + "reason": "Tokenizer save metadata mismatch and a generic bug report are not the same issue." + }, + { + "left": "issue:43576", + "right": "issue:44908", + "accept": false, + "reason": "An env CLI breakage and a scheduler kwarg bug are different components." + }, + { + "left": "issue:44295", + "right": "issue:45230", + "accept": false, + "reason": "Position_ids buffer access and a generic bug report do not match." + }, + { + "left": "issue:44908", + "right": "issue:45071", + "accept": false, + "reason": "Scheduler kwargs and PretrainedConfig type checking are unrelated." + }, + { + "left": "issue:41669", + "right": "issue:44351", + "accept": false, + "reason": "Import-star cleanup and missing HybridCache export are different import-surface issues." + }, + { + "left": "issue:41669", + "right": "issue:45341", + "accept": false, + "reason": "A model import-performance issue and a testing_utils bug are unrelated." + }, + { + "left": "issue:44492", + "right": "issue:44945", + "accept": false, + "reason": "A cache-strategy typo and incorrect pipeline-parallel output are different bugs." + }, + { + "left": "issue:43874", + "right": "issue:45850", + "accept": false, + "reason": "A missing multimodal-token helper and a generic v5 complaint are not the same change or bug." + }, + { + "left": "issue:44393", + "right": "issue:45478", + "accept": false, + "reason": "Two Qwen3.5/Qwen3-VL reports, but one is bbox output hallucination and the other is a from_pretrained error for Qwen3.5 MoE." + }, + { + "left": "issue:44077", + "right": "issue:44861", + "accept": false, + "reason": "Optional post_init handling and tied-weight-key AttributeError are different implementation bugs." + }, + { + "left": "issue:43827", + "right": "issue:44908", + "accept": false, + "reason": "Docs still referencing pipeline() and scheduler kwargs handling are unrelated." + }, + { + "left": "issue:31795", + "right": "issue:33453", + "accept": false, + "reason": "Documentation confusion about forward args and tokenizer-loading regression are not the same issue." + }, + { + "left": "issue:41669", + "right": "issue:44908", + "accept": false, + "reason": "Import-time model loading changes and scheduler kwargs are unrelated." + }, + { + "left": "issue:44315", + "right": "issue:44829", + "accept": false, + "reason": "Liger Kernel application with model_init and flash_attention_3 training degeneration are different problems." + }, + { + "left": "issue:43576", + "right": "issue:44273", + "accept": false, + "reason": "v5 env CLI breakage and lazy-loading malfunction are separate code paths." + }, + { + "left": "issue:44655", + "right": "issue:44861", + "accept": false, + "reason": "Pipeline save_pretrained failure and tied-weight-key AttributeError are unrelated." + }, + { + "left": "issue:44360", + "right": "issue:45468", + "accept": false, + "reason": "DSA indexer/ReLU discussion and Gemma4AudioRelPositionalEncoding are completely different areas." + }, + { + "left": "issue:45230", + "right": "issue:45310", + "accept": false, + "reason": "Both are generic bug reports around Qwen3.5 Moe, but the descriptions point to different failure modes and no shared concrete fix path." + }, + { + "left": "issue:44273", + "right": "issue:44908", + "accept": false, + "reason": "Lazy-loading/import behavior and scheduler kwargs are different subsystems." + }, + { + "left": "issue:43519", + "right": "issue:44485", + "accept": false, + "reason": "Qwen3VL timestamp calculation and GLM-5 RoPE implementation are separate model math bugs." + }, + { + "left": "issue:43519", + "right": "issue:44908", + "accept": false, + "reason": "A processor timestamp bug and a scheduler kwargs bug are unrelated." + }, + { + "left": "issue:41669", + "right": "issue:43704", + "accept": false, + "reason": "Import-star removal/performance and VRAM leakage in multi-threaded dataloaders are different issues." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 17, + "review_unit_index": 47, + "review_unit_count": 47, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-402", + "nodes": [ + "issue:30333", + "issue:31515", + "issue:31795", + "issue:33453", + "issue:34689", + "issue:36296", + "issue:37428", + "issue:38617", + "issue:42371", + "issue:42913", + "issue:43066", + "issue:43298", + "issue:43502", + "issue:43519", + "issue:43525", + "issue:43572", + "issue:43606", + "issue:43618", + "issue:43704", + "issue:44230", + "issue:44261", + "issue:44263", + "issue:44315", + "issue:44485", + "issue:44492", + "issue:44623", + "issue:44861", + "issue:44908", + "issue:44998", + "issue:45092", + "issue:45290", + "issue:45310", + "issue:45341", + "issue:45468", + "issue:45850" + ], + "soft_pairs": [ + "issue:31795|issue:34689", + "issue:31795|issue:37428", + "issue:44315|issue:45092", + "issue:44485|issue:45468", + "issue:43704|issue:44485", + "issue:42371|issue:43704", + "issue:43502|issue:43519", + "issue:43519|issue:44623", + "issue:43519|issue:43704", + "issue:44263|issue:45468", + "issue:43606|issue:45468", + "issue:44261|issue:45468", + "issue:42913|issue:43066", + "issue:44908|issue:44998", + "issue:44861|issue:45290", + "issue:44492|issue:44998", + "issue:44998|issue:45850", + "issue:43618|issue:44998", + "issue:44998|issue:45341", + "issue:43525|issue:44861", + "issue:43572|issue:44861", + "issue:31515|issue:38617", + "issue:44230|issue:44623", + "issue:30333|issue:31515", + "issue:31515|issue:36296", + "issue:31515|issue:31795", + "issue:44230|issue:45310", + "issue:31515|issue:33453", + "issue:43298|issue:44230" + ], + "prepared_review_unit_hash": "9d58d72e9dd4d0bea4f322d9024f6ba304d633bf070d0057703d98c5c7bed327", + "component_budget": { + "node_count": 402, + "item_count": 402, + "soft_pair_count": 1504, + "serialized_chars": 775933, + "estimated_input_tokens": 193984, + "estimated_eval_tokens": 388224 + }, + "budget": { + "node_count": 35, + "item_count": 35, + "soft_pair_count": 29, + "serialized_chars": 28339, + "estimated_input_tokens": 7085, + "estimated_eval_tokens": 14426 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly a loose collection of Transformers issues around loading, tokenizer/model regressions, and v5 compatibility. The soft links look like weak topical similarity rather than true duplicates; I would not merge any of the candidate pairs.", + "confidence": 0.78, + "canonical_issue_reason": "issue:45850 is the broadest umbrella in the set and best matches the cluster\u2019s general theme of v5 regressions breaking many models, though it is too vague to serve as a precise duplicate target.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45850 is the most generally representative issue for this cluster because it describes widespread breakage, not a single narrow symptom.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:31795", + "right": "issue:34689", + "accept": false, + "reason": "Both involve model/loading docs or regressions, but one is a documentation confusion issue and the other is a specific Llama 3.2 model-loading failure." + }, + { + "left": "issue:31795", + "right": "issue:37428", + "accept": false, + "reason": "Different problems: documentation ambiguity vs an import error for a flash-attention helper." + }, + { + "left": "issue:44315", + "right": "issue:45092", + "accept": false, + "reason": "Both touch model initialization, but one is about Liger Kernel not being applied and the other is remote-code checkpoint incompatibility with v5 meta init." + }, + { + "left": "issue:44485", + "right": "issue:45468", + "accept": false, + "reason": "Both are architecture-specific math/positioning bugs, but they affect different models and different implementations." + }, + { + "left": "issue:43704", + "right": "issue:44485", + "accept": false, + "reason": "VRAM leakage in multi-threaded inference is unrelated to RoPE implementation issues." + }, + { + "left": "issue:42371", + "right": "issue:43704", + "accept": false, + "reason": "TF32 API guidance and VRAM leakage are unrelated issues." + }, + { + "left": "issue:43502", + "right": "issue:43519", + "accept": false, + "reason": "One is unwanted network access during local loading; the other is a timestamp calculation bug in a processor." + }, + { + "left": "issue:43519", + "right": "issue:44623", + "accept": false, + "reason": "Processor timestamp math and missing saved files are different code paths and symptoms." + }, + { + "left": "issue:43519", + "right": "issue:43704", + "accept": false, + "reason": "A tokenizer/processor timestamp bug is not the same as a dataloader-thread VRAM leak." + }, + { + "left": "issue:44263", + "right": "issue:45468", + "accept": false, + "reason": "Different models and different failure modes: torch.split return handling vs audio positional encoding." + }, + { + "left": "issue:43606", + "right": "issue:45468", + "accept": false, + "reason": "CPU offload device mismatch is unrelated to Gemma audio positional encoding." + }, + { + "left": "issue:44261", + "right": "issue:45468", + "accept": false, + "reason": "Precision error from missing rms_norm_eps is not the same as an audio positional encoding bug." + }, + { + "left": "issue:42913", + "right": "issue:43066", + "accept": false, + "reason": "Both concern tokenizer behavior in v5, but one is a broad behavior change and the other is a specific wrong decoder type issue." + }, + { + "left": "issue:44908", + "right": "issue:44998", + "accept": false, + "reason": "Scheduler kwargs handling is unrelated to the unrelated 'Unemployment' issue." + }, + { + "left": "issue:44861", + "right": "issue:45290", + "accept": false, + "reason": "A tied-weights helper crash and a chat template crash are distinct failures in different utilities." + }, + { + "left": "issue:44492", + "right": "issue:44998", + "accept": false, + "reason": "A cache-strategy typo is unrelated to the unrelated 'Unemployment' issue." + }, + { + "left": "issue:44998", + "right": "issue:45850", + "accept": false, + "reason": "The second is a broad v5 breakage report; the first is not a technical bug report and is clearly unrelated." + }, + { + "left": "issue:43618", + "right": "issue:44998", + "accept": false, + "reason": "CLIPOutput attentions regression is unrelated to the unrelated 'Unemployment' issue." + }, + { + "left": "issue:44998", + "right": "issue:45341", + "accept": false, + "reason": "A testing_utils bug and an unrelated non-technical issue are not duplicates." + }, + { + "left": "issue:43525", + "right": "issue:44861", + "accept": false, + "reason": "Missing pad_token_id in Llama4Config and a tied-weights list crash are different config/utility bugs." + }, + { + "left": "issue:43572", + "right": "issue:44861", + "accept": false, + "reason": "Missing pad_token_idx in StableLmConfig is unrelated to _get_tied_weight_keys crashing on list input." + }, + { + "left": "issue:31515", + "right": "issue:38617", + "accept": false, + "reason": "Both are import/loading-related, but one is slow checkpoint loading and the other is a missing import symbol." + }, + { + "left": "issue:44230", + "right": "issue:44623", + "accept": false, + "reason": "FP8 support for Qwen models and missing processor save files are different feature/bug areas." + }, + { + "left": "issue:30333", + "right": "issue:31515", + "accept": false, + "reason": "MLflow reporting on failed training jobs is unrelated to slow checkpoint loading." + }, + { + "left": "issue:31515", + "right": "issue:36296", + "accept": false, + "reason": "Slow checkpoint loading and tensor-parallel training bugs are different problems." + }, + { + "left": "issue:31515", + "right": "issue:31795", + "accept": false, + "reason": "Loading slowness is not the same as confusing forward-argument documentation." + }, + { + "left": "issue:44230", + "right": "issue:45310", + "accept": false, + "reason": "Both mention Qwen and v5-era errors, but one is FP8 inference support and the other is a from_pretrained failure." + }, + { + "left": "issue:31515", + "right": "issue:33453", + "accept": false, + "reason": "Slow from_pretrained checkpoint loading and tokenizer-loading regression are related only at a high level, not the same bug." + }, + { + "left": "issue:43298", + "right": "issue:44230", + "accept": false, + "reason": "Continuous batching support for audio models is a different capability gap from Qwen FP8 inference support." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 2, + "component_count": 17, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "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": "8a6c846e734d045b44600385112d43b3f53d7b57a0c7532082b0b6f99aff1343", + "component_budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 2, + "serialized_chars": 2479, + "estimated_input_tokens": 620, + "estimated_eval_tokens": 1496 + }, + "budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 2, + "serialized_chars": 2479, + "estimated_input_tokens": 620, + "estimated_eval_tokens": 1496 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These three issues do not look like duplicates: one is about Tapas tokenization mismatching TensorFlow, one is about an unhelpful auth error when downloading a private model, and one is about failing to load bert-base-uncased. They share only broad Transformers/model-loading context.", + "confidence": 0.89, + "canonical_issue_reason": "issue #16618 is the most concrete and user-facing of the set, with a specific model-load failure tied to bert-base-uncased.", + "canonical_pr_reason": null, + "best_issue_reason": "#16618 is the best representative issue because it has the clearest reproducible failure and a specific affected model.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:13244", + "right": "issue:16618", + "accept": false, + "reason": "Different symptoms and layers: Tapas tokenization parity vs. a model loading failure for bert-base-uncased." + }, + { + "left": "issue:15980", + "right": "issue:16618", + "accept": false, + "reason": "Auth/download error for private models is unrelated to a load failure for a public model." + } + ] + }, + "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": "cache", + "cache_hit": true, + "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": "13f17d72a3aed6f0289d0cadad0118b386fab32c1f56fe21683d43065ddf5517", + "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 two issues are superficially similar \u201csupport for more architectures\u201d requests, but they target different features: Flash Attention 2 vs GGUF. They should not be treated as duplicates.", + "confidence": 0.98, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": "Neither issue is a duplicate of the other; they request support for different capabilities and should remain separate.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:26350", + "right": "issue:33260", + "accept": false, + "reason": "Same broad framing, but different underlying work: Flash Attention 2 support is unrelated to GGUF support. They would not be merged into one issue." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 4, + "component_count": 17, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-27088-5", + "nodes": [ + "issue:27088", + "issue:28936", + "issue:43834", + "issue:44365", + "issue:44370" + ], + "soft_pairs": [ + "issue:27088|issue:44370", + "issue:27088|issue:44365", + "issue:27088|issue:43834", + "issue:27088|issue:28936", + "issue:28936|issue:43834", + "issue:28936|issue:44365", + "issue:28936|issue:44370", + "issue:43834|issue:44370", + "issue:43834|issue:44365", + "issue:44365|issue:44370" + ], + "prepared_review_unit_hash": "a6c85be2455c5216a65b3503c14ecc827bf8e64f8ae98a75d392a2a78ee8f3e2", + "component_budget": { + "node_count": 5, + "item_count": 5, + "soft_pair_count": 10, + "serialized_chars": 6443, + "estimated_input_tokens": 1611, + "estimated_eval_tokens": 3478 + }, + "budget": { + "node_count": 5, + "item_count": 5, + "soft_pair_count": 10, + "serialized_chars": 6443, + "estimated_input_tokens": 1611, + "estimated_eval_tokens": 3478 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These are all documentation-translation requests, but they point to different target languages or separate placeholder instances, so they should not be deduplicated into one underlying issue.", + "confidence": 0.86, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": "issue:43834 is the cleanest representative of the generic i18n translation template, but the cluster does not contain a true duplicate set because the requests appear language-specific.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:27088", + "right": "issue:44370", + "accept": false, + "reason": "Turkish translation request vs a separate placeholder translation issue; different underlying language target." + }, + { + "left": "issue:27088", + "right": "issue:44365", + "accept": false, + "reason": "Turkish translation request vs a separate placeholder translation issue; not the same language or change." + }, + { + "left": "issue:27088", + "right": "issue:43834", + "accept": false, + "reason": "Specific Turkish request and a generic placeholder translation issue are not the same underlying request." + }, + { + "left": "issue:27088", + "right": "issue:28936", + "accept": false, + "reason": "Turkish vs Spanish docs translation; same broad category but clearly different underlying requests." + }, + { + "left": "issue:28936", + "right": "issue:43834", + "accept": false, + "reason": "Spanish request vs a separate generic placeholder translation issue; different language target." + }, + { + "left": "issue:28936", + "right": "issue:44365", + "accept": false, + "reason": "Spanish request vs a separate placeholder translation issue; not the same concrete translation task." + }, + { + "left": "issue:28936", + "right": "issue:44370", + "accept": false, + "reason": "Spanish request vs a separate placeholder translation issue; different underlying language target." + }, + { + "left": "issue:43834", + "right": "issue:44370", + "accept": false, + "reason": "Both are template-like i18n issues, but there is no evidence they refer to the same language or exact request." + }, + { + "left": "issue:43834", + "right": "issue:44365", + "accept": false, + "reason": "Near-identical template text is not enough; likely distinct language-specific translation requests." + }, + { + "left": "issue:44365", + "right": "issue:44370", + "accept": false, + "reason": "Two placeholder translation issues, but not enough evidence they represent the same concrete request." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 5, + "component_count": 17, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-36817-15", + "nodes": [ + "issue:36817", + "issue:36879", + "issue:37015", + "issue:41115", + "issue:41211", + "issue:42503", + "issue:42738", + "issue:43671", + "issue:43837", + "issue:43909", + "issue:44121", + "issue:44205", + "issue:45027", + "issue:45177", + "issue:45322" + ], + "soft_pairs": [ + "issue:36817|issue:41211", + "issue:36817|issue:43671", + "issue:36817|issue:36879", + "issue:36879|issue:41211", + "issue:36879|issue:43909", + "issue:36879|issue:44121", + "issue:36879|issue:43837", + "issue:36879|issue:43671", + "issue:37015|issue:43837", + "issue:37015|issue:44121", + "issue:37015|issue:43909", + "issue:36879|issue:37015", + "issue:37015|issue:42503", + "issue:41115|issue:43837", + "issue:41115|issue:44121", + "issue:41115|issue:42503", + "issue:41115|issue:45027", + "issue:41211|issue:43671", + "issue:42503|issue:43837", + "issue:42503|issue:43671", + "issue:42503|issue:42738", + "issue:42738|issue:45027", + "issue:43671|issue:43837", + "issue:43671|issue:45027", + "issue:43671|issue:45177", + "issue:43671|issue:44121", + "issue:43671|issue:43909", + "issue:43837|issue:43909", + "issue:43837|issue:45322", + "issue:43837|issue:44121", + "issue:43909|issue:44205", + "issue:44121|issue:45322", + "issue:43837|issue:45027", + "issue:37015|issue:45027", + "issue:43837|issue:45177" + ], + "prepared_review_unit_hash": "80b5173ee9ceb62227c9dd5007d0f25731782ad32b1cdd73cca3d95126edbf61", + "component_budget": { + "node_count": 15, + "item_count": 15, + "soft_pair_count": 35, + "serialized_chars": 20708, + "estimated_input_tokens": 5177, + "estimated_eval_tokens": 10610 + }, + "budget": { + "node_count": 15, + "item_count": 15, + "soft_pair_count": 35, + "serialized_chars": 20708, + "estimated_input_tokens": 5177, + "estimated_eval_tokens": 10610 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "A loose cluster of model-request issues spanning unrelated models and modalities (text, vision, audio, OCR). They are thematically similar but do not look like duplicate reports of the same underlying request.", + "confidence": 0.94, + "canonical_issue_reason": "issue:43671 is the most active representative of the cluster, but it is still a distinct Qwen3-TTS support request rather than a duplicate of the neighboring ASR/audio/model requests.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43671 is the best single issue to anchor this loose cluster because it is well-discussed and representative of the broader audio-model request subgroup, even though the items are not duplicates.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:36817", + "right": "issue:41211", + "accept": false, + "reason": "Different requested models: EuroBert vs DEIMv2; same pattern of model request, not the same change." + }, + { + "left": "issue:36817", + "right": "issue:43671", + "accept": false, + "reason": "EuroBert text model request vs Qwen3-TTS audio support; different code paths and artifacts." + }, + { + "left": "issue:36817", + "right": "issue:36879", + "accept": false, + "reason": "EuroBert config addition is unrelated to RF-DETR model support." + }, + { + "left": "issue:36879", + "right": "issue:41211", + "accept": false, + "reason": "RF-DETR and DEIMv2 are distinct model additions with different architectures." + }, + { + "left": "issue:36879", + "right": "issue:43909", + "accept": false, + "reason": "RF-DETR detection model vs LFM2.5 Audio support; unrelated requests." + }, + { + "left": "issue:36879", + "right": "issue:44121", + "accept": false, + "reason": "RF-DETR and the weight-sparse transformer request are different concrete models." + }, + { + "left": "issue:36879", + "right": "issue:43837", + "accept": false, + "reason": "RF-DETR vision model request is not the same as Qwen3-ASR audio support." + }, + { + "left": "issue:36879", + "right": "issue:43671", + "accept": false, + "reason": "RF-DETR and Qwen3-TTS target different model families and functionality." + }, + { + "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 text-model support vs a sparse-transformer request; not the same bug/change." + }, + { + "left": "issue:37015", + "right": "issue:43909", + "accept": false, + "reason": "NeoBERT and LFM2.5 Audio are different models/modalities." + }, + { + "left": "issue:36879", + "right": "issue:37015", + "accept": false, + "reason": "RF-DETR and NeoBERT are different model additions." + }, + { + "left": "issue:37015", + "right": "issue:42503", + "accept": false, + "reason": "NeoBERT and ModernVBERT are distinct model requests, not duplicates." + }, + { + "left": "issue:41115", + "right": "issue:43837", + "accept": false, + "reason": "MiniCPM3 architecture support and Qwen3-ASR support are different concrete requests." + }, + { + "left": "issue:41115", + "right": "issue:44121", + "accept": false, + "reason": "MiniCPM3 and the OpenAI sparse transformer request are unrelated." + }, + { + "left": "issue:41115", + "right": "issue:42503", + "accept": false, + "reason": "MiniCPM3 and ModernVBERT are separate model additions." + }, + { + "left": "issue:41115", + "right": "issue:45027", + "accept": false, + "reason": "MiniCPM3 and Voxtral TTS support are different model families and modalities." + }, + { + "left": "issue:41211", + "right": "issue:43671", + "accept": false, + "reason": "DEIMv2 vision request and Qwen3-TTS audio request are unrelated." + }, + { + "left": "issue:42503", + "right": "issue:43837", + "accept": false, + "reason": "ModernVBERT and Qwen3-ASR are different support requests." + }, + { + "left": "issue:42503", + "right": "issue:43671", + "accept": false, + "reason": "ModernVBERT is a BERT variant request; Qwen3-TTS is an audio-model request." + }, + { + "left": "issue:42503", + "right": "issue:42738", + "accept": false, + "reason": "ModernVBERT and the generic RoPE BERT-like request are related in theme but not the same underlying issue." + }, + { + "left": "issue:42738", + "right": "issue:45027", + "accept": false, + "reason": "BERT-like models with RoPE vs Voxtral TTS; different model classes and code paths." + }, + { + "left": "issue:43671", + "right": "issue:43837", + "accept": false, + "reason": "Qwen3-TTS and Qwen3-ASR are related family requests but distinct tasks and implementations." + }, + { + "left": "issue:43671", + "right": "issue:43909", + "accept": false, + "reason": "Qwen3-TTS and LFM2.5 Audio 1.5B are different audio model requests." + }, + { + "left": "issue:43671", + "right": "issue:44121", + "accept": false, + "reason": "Qwen3-TTS support and the sparse-transformer request are unrelated." + }, + { + "left": "issue:43671", + "right": "issue:45027", + "accept": false, + "reason": "Qwen3-TTS and Voxtral TTS are separate model integrations." + }, + { + "left": "issue:43671", + "right": "issue:45177", + "accept": false, + "reason": "Qwen3-TTS support and DeepSeek-OCR2 are different modalities and requests." + }, + { + "left": "issue:43837", + "right": "issue:43909", + "accept": false, + "reason": "Qwen3-ASR and LFM2.5 Audio 1.5B are distinct audio model support requests." + }, + { + "left": "issue:43837", + "right": "issue:44121", + "accept": false, + "reason": "Qwen3-ASR and the sparse-transformer request are unrelated." + }, + { + "left": "issue:43837", + "right": "issue:45027", + "accept": false, + "reason": "Qwen3-ASR and Voxtral TTS are different audio tasks/models." + }, + { + "left": "issue:43837", + "right": "issue:45177", + "accept": false, + "reason": "Qwen3-ASR and DeepSeek-OCR2 are not the same underlying change." + }, + { + "left": "issue:43837", + "right": "issue:45322", + "accept": false, + "reason": "Qwen3-ASR and EUPE are distinct model requests." + }, + { + "left": "issue:43909", + "right": "issue:44205", + "accept": false, + "reason": "LFM2.5 Audio 1.5B and SAM3-LiteText are different model additions." + }, + { + "left": "issue:44121", + "right": "issue:45322", + "accept": false, + "reason": "Sparse transformer request vs EUPE request; no concrete overlap in the underlying model change." + }, + { + "left": "issue:43837", + "right": "issue:45027", + "accept": false, + "reason": "Qwen3-ASR and Voxtral TTS are separate audio-model support requests." + }, + { + "left": "issue:37015", + "right": "issue:45027", + "accept": false, + "reason": "NeoBERT and Voxtral TTS are unrelated model requests." + }, + { + "left": "issue:43837", + "right": "issue:45177", + "accept": false, + "reason": "Qwen3-ASR and DeepSeek-OCR2 are different model families and tasks." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 6, + "component_count": 17, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-37934-6", + "nodes": [ + "issue:37934", + "issue:42936", + "issue:43240", + "issue:43668", + "issue:43813", + "issue:44031" + ], + "soft_pairs": [ + "issue:37934|issue:43668", + "issue:42936|issue:43240", + "issue:42936|issue:44031", + "issue:42936|issue:43813", + "issue:42936|issue:43668", + "issue:43240|issue:43668", + "issue:43668|issue:44031", + "issue:43668|issue:43813" + ], + "prepared_review_unit_hash": "c731ec4ecbc851041bc7f48f15f2dae9639e74c4fdb30083f95937f2f3ac51ad", + "component_budget": { + "node_count": 6, + "item_count": 6, + "soft_pair_count": 8, + "serialized_chars": 6293, + "estimated_input_tokens": 1574, + "estimated_eval_tokens": 3404 + }, + "budget": { + "node_count": 6, + "item_count": 6, + "soft_pair_count": 8, + "serialized_chars": 6293, + "estimated_input_tokens": 1574, + "estimated_eval_tokens": 3404 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These issues are only loosely text-similar; they span unrelated areas (normalization behavior, Mask2Former loss plumbing, config typing, quantization typos, and tokenizer warnings) and do not look like duplicates of the same underlying bug.", + "confidence": 0.92, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": "issue:44031 is the broadest user-facing regression in the set (tokenizers warning everywhere after a version bump), so it is the best representative issue, though it is not a duplicate of the others.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:37934", + "right": "issue:43668", + "accept": false, + "reason": "Both mention normalization, but one is about Llama4TextL2Norm semantics and the other is a ModernBERTConfig type hint; different code paths and fixes." + }, + { + "left": "issue:42936", + "right": "issue:43240", + "accept": false, + "reason": "Mask2Former ignore_value usage and kwargs not being forwarded to loss are different bugs in different parts of the loss pipeline." + }, + { + "left": "issue:42936", + "right": "issue:44031", + "accept": false, + "reason": "Mask2Former loss handling and tokenizer regex warnings are unrelated subsystems with no shared concrete bug." + }, + { + "left": "issue:42936", + "right": "issue:43813", + "accept": false, + "reason": "A Mask2Former loss/configuration issue is not the same as a quantization typo in a different feature area." + }, + { + "left": "issue:42936", + "right": "issue:43668", + "accept": false, + "reason": "These concern unrelated models and defect types: unused ignore_value versus an incorrect type hint." + }, + { + "left": "issue:43240", + "right": "issue:43668", + "accept": false, + "reason": "Passing kwargs to a loss function is a different issue from a config annotation problem." + }, + { + "left": "issue:43668", + "right": "issue:44031", + "accept": false, + "reason": "ModernBERT config typing and tokenizer regex warnings are unrelated; no shared underlying change or bug." + }, + { + "left": "issue:43668", + "right": "issue:43813", + "accept": false, + "reason": "Incorrect type hint in a config class and a specific typo in a quantization field are distinct defects." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 7, + "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-41084-2", + "nodes": [ + "issue:41084", + "issue:43037" + ], + "soft_pairs": [ + "issue:41084|issue:43037" + ], + "prepared_review_unit_hash": "25defb6e84f9477312afafff52ed668cd4994c028a143d65f45ad21450aa6ce2", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1480, + "estimated_input_tokens": 370, + "estimated_eval_tokens": 996 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1480, + "estimated_input_tokens": 370, + "estimated_eval_tokens": 996 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "The two issues are not duplicates: one requests block decoding behavior, the other requests DeepSeek v3.2 model support. They describe different user-facing changes and different code paths.", + "confidence": 0.97, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": "Neither issue is a good canonical representative for the other; they are unrelated. If forced, 43037 is more specific, while 41084 is too vague to serve as a cluster anchor.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:41084", + "right": "issue:43037", + "accept": false, + "reason": "Different underlying requests: block decoding configuration vs adding support for a specific model version. No shared bug or change target." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 8, + "component_count": 17, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "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": "5290df8cbd033c3775db66ee7ffa8f9bc4be36475fed9a3c237d30ada5cf0904", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1584, + "estimated_input_tokens": 396, + "estimated_eval_tokens": 1048 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1584, + "estimated_input_tokens": 396, + "estimated_eval_tokens": 1048 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These two closed issues are related only at the broad Trainer subsystem level, but they describe different problems: one is about `remove_unused_column` behavior/customizability, the other about FLOPS estimation for custom trainers. They should not be deduplicated.", + "confidence": 0.94, + "canonical_issue_reason": "Issue #43598 is the more concrete, narrowly scoped Trainer behavior change; #43600 is a separate FLOPS-accounting concern and not the same underlying bug.", + "canonical_pr_reason": null, + "best_issue_reason": "#43598 is the better representative issue because it has a specific actionable target (`remove_unused_column`) and a clearer expected fix path.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43598", + "right": "issue:43600", + "accept": false, + "reason": "Different code paths and outcomes: one concerns column pruning customization in Trainer, the other concerns FLOPS estimation for custom trainers. They share the Trainer area but not the same underlying bug/change." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 9, + "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-43684-2", + "nodes": [ + "issue:43684", + "issue:44405" + ], + "soft_pairs": [ + "issue:43684|issue:44405" + ], + "prepared_review_unit_hash": "3066966d528d6f060e5d7a3f64cdc0801355f436c79c94fc5d92707c4eca7a61", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1611, + "estimated_input_tokens": 403, + "estimated_eval_tokens": 1062 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1611, + "estimated_input_tokens": 403, + "estimated_eval_tokens": 1062 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These are related only at a very broad Transformers/model-registration level, but they are not the same issue: one asks for Qwen3-Omni auto-class registration, the other asks for sequence-classification support for Qwen3.5.", + "confidence": 0.95, + "canonical_issue_reason": "No canonical duplicate: issue 43684 is a broad AutoModel registration request for Qwen3-Omni, while 44405 is a separate task-specific request for AutoModelForSequenceClassification support on Qwen3.5.", + "canonical_pr_reason": null, + "best_issue_reason": "43684 is the broader, more central issue if a single issue must represent the topic, but it should not subsume 44405 because the model family and requested capability differ.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43684", + "right": "issue:44405", + "accept": false, + "reason": "Reject: different underlying requests. 43684 is about adding Qwen3-Omni registration to auto classes; 44405 is about enabling sequence classification for Qwen3.5. They target different model/config paths and are not the same bug/change." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 10, + "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-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": "6cd681caaebece3f205458182afd319b3f6f08aeacde9d178eeed33d0e704de9", + "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": "This cluster contains one clearly different issue ('Fett') and three issues with the same 'huggingface' title. The available evidence is limited to title similarity, timestamps, and body-length differences, so the huggingface items are best treated as related-looking but not proven duplicates. I\u2019d keep 43845 as the reference issue only because it is the earliest of that trio.", + "confidence": 0.61, + "canonical_issue_reason": "issue:43845 is the earliest of the three huggingface-titled issues and is the most reasonable anchor for that small cluster, but the evidence here is not strong enough to prove the others are duplicates.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43845 is the best overall issue candidate because it predates the other huggingface reports and appears to be the most representative of that subgroup.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43835", + "right": "issue:43845", + "accept": false, + "reason": "Different titles and no body text or other evidence tying them to the same underlying issue." + }, + { + "left": "issue:43835", + "right": "issue:43846", + "accept": false, + "reason": "Different titles and no concrete evidence beyond a weak soft similarity signal." + }, + { + "left": "issue:43835", + "right": "issue:43859", + "accept": false, + "reason": "Different titles; the packet does not show enough to conclude duplication." + }, + { + "left": "issue:43845", + "right": "issue:43846", + "accept": false, + "reason": "Same title and close timestamps, but the packet only shows similarity signals and body-length differences, not enough to confirm the same issue." + }, + { + "left": "issue:43845", + "right": "issue:43859", + "accept": false, + "reason": "Same title, but only weak observable evidence is available here; body text is missing, so duplication is not established." + }, + { + "left": "issue:43846", + "right": "issue:43859", + "accept": false, + "reason": "Same title alone is insufficient; the packet does not provide enough detail to accept this as a duplicate." + } + ] + }, + "evaluator_result": { + "accept": false, + "feedback": "The summary is mostly grounded, but the soft-edge decisions are too strong for the packet. The data only shows title similarity, close timestamps for 43845/43846, and body-length differences; it does not show the actual body text or enough evidence to conclude the three 'huggingface' issues are duplicates with high confidence. In particular, the claims about 'placeholder content' and 'same vague subject matter' overstate what is observable here. A more conservative verdict would keep these as unaccepted soft matches." + }, + "evaluator_used": true, + "retried": true, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 11, + "component_count": 17, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "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": "70723412500245f4618c7719cc67f9f9cffd1ca94d517cf1dbf068c1ce5b36a9", + "component_budget": { + "node_count": 5, + "item_count": 5, + "soft_pair_count": 9, + "serialized_chars": 5794, + "estimated_input_tokens": 1449, + "estimated_eval_tokens": 3154 + }, + "budget": { + "node_count": 5, + "item_count": 5, + "soft_pair_count": 9, + "serialized_chars": 5794, + "estimated_input_tokens": 1449, + "estimated_eval_tokens": 3154 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "This cluster is mostly low-signal spam-like issues plus one generic documentation suggestion; there is no clear underlying bug/change shared across them.", + "confidence": 0.96, + "canonical_issue_reason": "No canonical issue: the items are unrelated and too vague/spammy to represent one duplicated problem.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:44418 is the least spam-like and most issue-like title, but it is still far too generic to be a strong canonical target.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44371", + "right": "issue:44572", + "accept": false, + "reason": "Both are just '' placeholders; no concrete shared bug or change." + }, + { + "left": "issue:44371", + "right": "issue:44573", + "accept": false, + "reason": "Both are just '' placeholders; no concrete shared bug or change." + }, + { + "left": "issue:44371", + "right": "issue:44418", + "accept": false, + "reason": "Spam placeholder versus generic documentation request; not the same underlying issue." + }, + { + "left": "issue:44371", + "right": "issue:44937", + "accept": false, + "reason": "Spam placeholder versus another spam-like title; no shared concrete problem." + }, + { + "left": "issue:44418", + "right": "issue:44572", + "accept": false, + "reason": "Generic docs suggestion versus spam placeholder; not a duplicate pair." + }, + { + "left": "issue:44418", + "right": "issue:44573", + "accept": false, + "reason": "Generic docs suggestion versus spam placeholder; not a duplicate pair." + }, + { + "left": "issue:44572", + "right": "issue:44573", + "accept": false, + "reason": "Identical spam-like titles, but there is no real underlying bug/change to unify." + }, + { + "left": "issue:44572", + "right": "issue:44937", + "accept": false, + "reason": "Spam placeholder versus unrelated spam-like title; no concrete shared issue." + }, + { + "left": "issue:44573", + "right": "issue:44937", + "accept": false, + "reason": "Spam placeholder versus unrelated spam-like title; no concrete shared issue." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 12, + "component_count": 17, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "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": "5258bfbf88b33c7d05662c4a9169cb35009b0e5a59469f8e7b8b242bbb938e4e", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1646, + "estimated_input_tokens": 412, + "estimated_eval_tokens": 1080 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1646, + "estimated_input_tokens": 412, + "estimated_eval_tokens": 1080 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "The two closed issues have an exact title match and very similar body sizes, so they are likely the same request, but the bodies themselves are not visible here, so this should be treated as a probable duplicate rather than a certain one.", + "confidence": 0.88, + "canonical_issue_reason": "issue #45145 is the better canonical thread because it was created first and already has an inbound reference, making it the more established issue.", + "canonical_pr_reason": null, + "best_issue_reason": "issue #45145 is the best representative issue because it is earlier, has slightly more reference activity, and appears to be the original thread for the same topic.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45145", + "right": "issue:45151", + "accept": true, + "reason": "Exact title match plus very similar body length strongly suggests the same underlying issue, but without the bodies this should be read as a likely/probable duplicate rather than a definite one." + } + ] + }, + "evaluator_result": { + "accept": false, + "feedback": "The packet supports strong similarity and an exact title match, but it does not expose the issue bodies, so claiming \u201cstrongly overlapping content\u201d or a definite duplicate is a bit too strong. The soft-edge verdict should stay conservative (e.g. likely duplicate / probable same issue), and the confidence should be lower than 0.99 given the limited evidence." + }, + "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": "cache", + "cache_hit": true, + "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": "5d2a879d76386fd537b9b0f047977585d1167b218b6f1c41c429fa3fad4f1674", + "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": "These are two separate 4-bit inference bugs: one in Gemma4/audio modules causing a uint8 `torch.finfo()` TypeError, and one in `BitsAndBytesConfig` where `llm_int8_skip_modules` drops the default `lm_head` exclusion and triggers an AssertionError. They share only a broad theme, not the same underlying failure.", + "confidence": 0.96, + "canonical_issue_reason": "Issue 45674 is the better canonical issue for the cluster because it states a clearer, more general regression in 4-bit inference configuration and has a concrete, actionable failure mode. Issue 45672 is a separate Gemma4/audio-module-specific type error.", + "canonical_pr_reason": null, + "best_issue_reason": "45674 is the strongest representative issue: it is broader, more self-contained, and describes a configuration bug with an explicit causal chain and reproducible assertion failure.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45672", + "right": "issue:45674", + "accept": false, + "reason": "Both are 4-bit inference problems, but the code paths and failures differ: Gemma4/audio `torch.finfo()` on uint8 weights versus `BitsAndBytesConfig` skip-module handling and `lm_head` exclusion. They do not look like 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": 15, + "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-45762-2", + "nodes": [ + "issue:45762", + "issue:45763" + ], + "soft_pairs": [ + "issue:45762|issue:45763" + ], + "prepared_review_unit_hash": "ecea8af619346c989f5b900b9772e6679e44788b4c0501647c8dfaca0dd8fb7b", + "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 appear unrelated and spam-like, each containing only a different person\u2019s name and date of birth. They do not describe the same bug or request, so they should not be clustered as duplicates.", + "confidence": 0.98, + "canonical_issue_reason": "No canonical issue: the items are unrelated and lack any shared problem statement or technical context.", + "canonical_pr_reason": null, + "best_issue_reason": "Neither issue is a good canonical choice; both look like standalone, non-technical/spam entries rather than duplicate reports.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45762", + "right": "issue:45763", + "accept": false, + "reason": "Different names and dates of birth with no shared bug, feature, or code context; not the same underlying issue." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 16, + "component_count": 17, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "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": "9e00e8d85a689e610ece8633b33399b2de1d6ef9148503043f8a5ef9a91619c7", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1481, + "estimated_input_tokens": 371, + "estimated_eval_tokens": 998 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1481, + "estimated_input_tokens": 371, + "estimated_eval_tokens": 998 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "The two closed issues are body-less and their titles are just different personal-name/date strings; they do not appear to describe the same bug or request, so this is not a duplicate cluster.", + "confidence": 0.98, + "canonical_issue_reason": "No true canonical issue: both entries are content-free and unrelated, so there is no shared underlying problem to canonicalize.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 45764 is only marginally cleaner as a representative because its title is slightly more formatted, but it is not a meaningful duplicate target.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45764", + "right": "issue:45765", + "accept": false, + "reason": "Reject: the titles are different personal-name/date strings with no body, code path, or problem statement indicating the same underlying issue." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 17, + "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-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": "b3add61107fbb46a35dc68775a64dd282d1d15f7503d0c9760d7ed0c2c855311", + "component_budget": { + "node_count": 5, + "item_count": 5, + "soft_pair_count": 8, + "serialized_chars": 5727, + "estimated_input_tokens": 1432, + "estimated_eval_tokens": 3120 + }, + "budget": { + "node_count": 5, + "item_count": 5, + "soft_pair_count": 8, + "serialized_chars": 5727, + "estimated_input_tokens": 1432, + "estimated_eval_tokens": 3120 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "The set contains three unrelated issue topics: one dataset listing, one duplicate example request pair, and one duplicate scraping-service request pair. Only the exact-topic pairs should be treated as duplicates.", + "confidence": 0.97, + "canonical_issue_reason": "No single canonical issue fits the whole set because the items split into separate topics; if forced to pick a representative, issue 45872 best captures the concrete feature request and has an exact duplicate in 45873.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 45872 is the strongest representative issue overall: it is specific, actionable, and its duplicate 45873 is clearly the same request. The other issues are either a different topic or a less distinctive example request.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45869", + "right": "issue:45870", + "accept": false, + "reason": "Different topics: a dataset bundle listing versus an example request; they are not the same underlying issue." + }, + { + "left": "issue:45869", + "right": "issue:45871", + "accept": false, + "reason": "Different topics: dataset listing versus example request; no evidence they describe the same bug or change." + }, + { + "left": "issue:45870", + "right": "issue:45871", + "accept": true, + "reason": "Same title and apparent same example-request content; these look like exact duplicates." + }, + { + "left": "issue:45870", + "right": "issue:45872", + "accept": false, + "reason": "Both mention financial time series, but one is an example request and the other adds a scraping service; different underlying requests." + }, + { + "left": "issue:45870", + "right": "issue:45873", + "accept": false, + "reason": "Example-request issue versus scraping-service request; not the same concrete change." + }, + { + "left": "issue:45871", + "right": "issue:45872", + "accept": false, + "reason": "Same as above: example request and scraping-service request are distinct issues." + }, + { + "left": "issue:45871", + "right": "issue:45873", + "accept": false, + "reason": "Same as above: not the same underlying request." + }, + { + "left": "issue:45872", + "right": "issue:45873", + "accept": true, + "reason": "Same title and same feature request wording; these look like exact duplicates." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "Grounded and conservative overall. The packet supports two exact duplicate pairs (45870/45871 and 45872/45873) plus the distinct dataset-listing issue 45869. The soft-edge verdicts are appropriately cautious, and the summary does not overclaim beyond the titles/body metadata provided." + }, + "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-39895-13", + "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:45795" + ], + "soft_pairs": [ + "pull_request:39895|pull_request:43424", + "pull_request:41855|pull_request:43823", + "pull_request:41855|pull_request:43424", + "pull_request:42668|pull_request:43823", + "pull_request:43251|pull_request:43823", + "pull_request:43251|pull_request:44827", + "pull_request:43424|pull_request:44827", + "pull_request:43424|pull_request:43823", + "pull_request:43823|pull_request:45655", + "pull_request:43823|pull_request:43995", + "pull_request:43995|pull_request:44827", + "pull_request:43995|pull_request:45213", + "pull_request:44827|pull_request:45170", + "pull_request:44827|pull_request:45795", + "pull_request:44827|pull_request:45655", + "pull_request:44827|pull_request:45213", + "pull_request:43823|pull_request:45213", + "pull_request:43823|pull_request:45795", + "pull_request:43251|pull_request:43254" + ], + "prepared_review_unit_hash": "9abf53ffbd26050355ff6ec4f66f07905444f05ae5d9e4d027b51f28ed4bfae3", + "component_budget": { + "node_count": 13, + "item_count": 13, + "soft_pair_count": 19, + "serialized_chars": 35205, + "estimated_input_tokens": 8802, + "estimated_eval_tokens": 17860 + }, + "budget": { + "node_count": 13, + "item_count": 13, + "soft_pair_count": 19, + "serialized_chars": 35205, + "estimated_input_tokens": 8802, + "estimated_eval_tokens": 17860 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "The cluster is mostly a set of unrelated PRs that only share broad transformer-platform themes. The only true duplicate pair is the two fixed_cross_entropy changes (43251 and 43254), which both address the same cross-entropy kwargs propagation bug.", + "confidence": 0.96, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 43251 is the best canonical PR: it explicitly targets issue 43240, and its diff directly implements the cross-entropy kwargs fix in a concrete, bug-focused way. PR 43254 is essentially the same change but less specific.", + "best_issue_reason": null, + "best_pr_reason": "PR 43251 is the strongest representative of the cluster because it is the only clearly duplicate-safe match and the clearest substantive bug fix among the items. The rest are either unrelated model additions, docs, tests, or broader refactors.", + "soft_edge_verdicts": [ + { + "left": "pull_request:39895", + "right": "pull_request:43424", + "accept": false, + "reason": "Different artifacts: Videoprism model addition vs Executorch dynamic-shape export test. Same ecosystem, but not the same underlying bug or change." + }, + { + "left": "pull_request:41855", + "right": "pull_request:43823", + "accept": false, + "reason": "Mistral tokenizer missing methods vs adding MobileLLM model support. Unrelated code paths and goals." + }, + { + "left": "pull_request:41855", + "right": "pull_request:43424", + "accept": false, + "reason": "Tokenizer API addition vs Executorch export test; no shared bug/change." + }, + { + "left": "pull_request:42668", + "right": "pull_request:43823", + "accept": false, + "reason": "Processor-pretrained robustness changes across multiple components vs a new MobileLLM model. Broadly similar area, but not the same fix." + }, + { + "left": "pull_request:43251", + "right": "pull_request:43823", + "accept": false, + "reason": "Cross-entropy kwargs fix vs new MobileLLM model. Completely different functionality." + }, + { + "left": "pull_request:43251", + "right": "pull_request:44827", + "accept": false, + "reason": "Loss utility kwargs fix vs Mistral4 test/model cleanup. Different concrete code-paths." + }, + { + "left": "pull_request:43424", + "right": "pull_request:44827", + "accept": false, + "reason": "Executorch export test vs Mistral4 tests/integration changes. Same general testing focus only, not the same bug." + }, + { + "left": "pull_request:43424", + "right": "pull_request:43823", + "accept": false, + "reason": "Executorch export test vs new model implementation. No common underlying fix." + }, + { + "left": "pull_request:43823", + "right": "pull_request:45655", + "accept": false, + "reason": "MobileLLM model addition vs config-resolution order fix. Unrelated changes." + }, + { + "left": "pull_request:43823", + "right": "pull_request:43995", + "accept": false, + "reason": "MobileLLM model addition vs Falcon output-interface refactor. Different models and issues." + }, + { + "left": "pull_request:43995", + "right": "pull_request:44827", + "accept": false, + "reason": "Falcon refactor vs Mistral4 test fix. Broadly model-internals, but not the same concrete problem." + }, + { + "left": "pull_request:43995", + "right": "pull_request:45213", + "accept": false, + "reason": "Falcon refactor vs model-creation skill/doc scaffolding. Not the same change." + }, + { + "left": "pull_request:44827", + "right": "pull_request:45170", + "accept": false, + "reason": "Mistral4 test/integration work vs CLIP-like layrnorm renaming. Only superficial model-code overlap." + }, + { + "left": "pull_request:44827", + "right": "pull_request:45795", + "accept": false, + "reason": "Mistral4 tests vs docs for adding audio/video processors. Different artifact types and goals." + }, + { + "left": "pull_request:44827", + "right": "pull_request:45655", + "accept": false, + "reason": "Mistral4 test fix vs config resolution order fix. Not the same bug or code path." + }, + { + "left": "pull_request:44827", + "right": "pull_request:45213", + "accept": false, + "reason": "Mistral4 tests vs model-creation skill scaffolding. Unrelated." + }, + { + "left": "pull_request:43823", + "right": "pull_request:45213", + "accept": false, + "reason": "MobileLLM implementation vs a model-creation skill/doc PR. One is code, the other is workflow scaffolding." + }, + { + "left": "pull_request:43823", + "right": "pull_request:45795", + "accept": false, + "reason": "MobileLLM model addition vs docs-only audio/video processor guide. Same general repo area, but not the same underlying change." + }, + { + "left": "pull_request:43251", + "right": "pull_request:43254", + "accept": true, + "reason": "Both PRs make the same concrete fix in src/transformers/loss/loss_utils.py: pass supported kwargs through to nn.functional.cross_entropy. Same underlying bug and same code path." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet and stays conservative. The only clearly mergeable duplicate pair is 43251/43254: both touch `src/transformers/loss/loss_utils.py`, share issue target 43240, and implement the same cross-entropy kwargs propagation fix. The other pairwise rejections are appropriately cautious given the mostly unrelated model-addition/docs/test/refactor diffs." + }, + "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": "82f0204e3794a854372e15717388d78f73fcf4572dc30025108011b4414d2d81", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 7225, + "estimated_input_tokens": 1807, + "estimated_eval_tokens": 3870 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 7225, + "estimated_input_tokens": 1807, + "estimated_eval_tokens": 3870 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Two related VibeVoice PRs, but they are not duplicates: one implements the base VibeVoice model, the other adds a realtime/tokenizer extension on top of that stack.", + "confidence": 0.9, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR #40546 is the foundational VibeVoice implementation and is the cleaner representative of the core codebase change; #42781 is a later draft that adds realtime-specific pieces and additional tokenizer work.", + "best_issue_reason": null, + "best_pr_reason": "PR #40546 is the best single representative for the cluster because it targets the main VibeVoice integration, while #42781 is a broader follow-up focused on realtime support rather than the same concrete change.", + "soft_edge_verdicts": [ + { + "left": "pull_request:40546", + "right": "pull_request:42781", + "accept": false, + "reason": "Related subsystem, but not the same underlying change: #40546 implements VibeVoice, while #42781 adds VibeVoice Realtime plus acoustic tokenizer and generation updates. They could be sequenced, but not safely merged as one duplicate PR." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 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": "eccac72176cacba026efbaa63d6697a14292fde466ae3f130a357c9f45d14b01", + "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": "The two pull requests are unrelated feature additions in different model families: TimesFM covariate forecasting vs. DINOv3 image classification support. They should not be clustered as duplicates.", + "confidence": 0.99, + "canonical_issue_reason": null, + "canonical_pr_reason": "No single canonical PR is appropriate here because the PRs address different codepaths, different models, and different user-facing features.", + "best_issue_reason": null, + "best_pr_reason": "Neither PR is a duplicate of the other; if forced to pick a representative, the TimesFM PR is more substantial in scope, but it should not be treated as the canonical match for this pair.", + "soft_edge_verdicts": [ + { + "left": "pull_request:40755", + "right": "pull_request:41224", + "accept": false, + "reason": "Different model features and codepaths: TimesFM forecasting with covariates versus DINOv3 image classification support. They do not appear to fix the same underlying bug or implement the same change." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 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": "4014c9485ebdd55920a0ec29bd6423e8c59c67cc1830ff403c6a9a76bb1c0d51", + "component_budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 2, + "serialized_chars": 10409, + "estimated_input_tokens": 2603, + "estimated_eval_tokens": 5462 + }, + "budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 2, + "serialized_chars": 10409, + "estimated_input_tokens": 2603, + "estimated_eval_tokens": 5462 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These are three separate model-addition PRs (DeepSeekOCR, Isaac, Kimi2-6) that share Transformers boilerplate but target different models and codepaths. They are similar in structure, not duplicates.", + "confidence": 0.97, + "canonical_issue_reason": null, + "canonical_pr_reason": "No true canonical duplicate exists here; the PRs introduce different models and only overlap on standard registry/docs plumbing.", + "best_issue_reason": null, + "best_pr_reason": "pull_request:45630 is the most substantial/complete of the three, with the broadest integration surface and highest review activity, so it is the best representative if one must be chosen.", + "soft_edge_verdicts": [ + { + "left": "pull_request:41797", + "right": "pull_request:45186", + "accept": false, + "reason": "Different models and different concrete implementations (DeepSeek OCR vs Isaac). Shared auto-registration/docs changes are boilerplate, not the same underlying change." + }, + { + "left": "pull_request:45186", + "right": "pull_request:45630", + "accept": false, + "reason": "Different model families and codepaths (Isaac vs Kimi2-6). They overlap only in model-addition scaffolding, so they should not be merged as duplicates." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 6, + "component_count": 27, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-42975-2", + "nodes": [ + "pull_request:42975", + "pull_request:42976" + ], + "soft_pairs": [ + "pull_request:42975|pull_request:42976" + ], + "prepared_review_unit_hash": "6880d87af83a6f314d67f40978f05e355ce393993b25fa1f92fbd999058dc2c0", + "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 not duplicates: one PR is a broad GitHub Actions runner/action compatibility sweep, while the other is a narrower docker/build-push-action upgrade. They share workflow files but target different actions and likely different maintenance goals.", + "confidence": 0.95, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 42975 is the broader and more distinctive workflow-actions compatibility update, touching many common actions and clearly centered on Node 24 support.", + "best_issue_reason": null, + "best_pr_reason": "PR 42975 is the best representative of the cluster because it is the more general GitHub Actions upgrade effort; 42976 is a separate docker action version bump.", + "soft_edge_verdicts": [ + { + "left": "pull_request:42975", + "right": "pull_request:42976", + "accept": false, + "reason": "Different underlying changes: 42975 upgrades core GitHub Actions for Node 24 compatibility, while 42976 only bumps docker/build-push-action versions. Shared workflow files alone are not enough to merge them as duplicates." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 7, + "component_count": 27, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-42978-7", + "nodes": [ + "pull_request:42978", + "pull_request:43448", + "pull_request:43451", + "pull_request:43973", + "pull_request:44601", + "pull_request:45490", + "pull_request:45838" + ], + "soft_pairs": [ + "pull_request:42978|pull_request:43448", + "pull_request:42978|pull_request:43451", + "pull_request:42978|pull_request:45490", + "pull_request:43448|pull_request:43451", + "pull_request:43448|pull_request:45490", + "pull_request:43451|pull_request:45490", + "pull_request:43973|pull_request:45838", + "pull_request:44601|pull_request:45838", + "pull_request:45490|pull_request:45838" + ], + "prepared_review_unit_hash": "71bf6872e4c25f1cfd83a617bf5d6e42cc60aa58a4e32794d07f9ccbd83ba56f", + "component_budget": { + "node_count": 7, + "item_count": 7, + "soft_pair_count": 9, + "serialized_chars": 23540, + "estimated_input_tokens": 5885, + "estimated_eval_tokens": 12026 + }, + "budget": { + "node_count": 7, + "item_count": 7, + "soft_pair_count": 9, + "serialized_chars": 23540, + "estimated_input_tokens": 5885, + "estimated_eval_tokens": 12026 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "This cluster is not a duplicate set: it mixes unrelated model-addition PRs (ViT NEPA, Molmo, Molmo2, Lfm2Audio, CTSM, PP-LCNetV4/PP-OCRv6) plus a distributed loading feature PR. The shared files are mostly generic docs/auto-registry touchpoints, not evidence of the same underlying change.", + "confidence": 0.97, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": null, + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "pull_request:42978", + "right": "pull_request:43448", + "accept": false, + "reason": "Different model families: ViT NEPA vs Molmo. Overlap is only in shared docs/auto-registration files, so they are not the same change." + }, + { + "left": "pull_request:42978", + "right": "pull_request:43451", + "accept": false, + "reason": "Different model additions: ViT NEPA vs Molmo2. Similar repo plumbing, but distinct models and code paths." + }, + { + "left": "pull_request:42978", + "right": "pull_request:45490", + "accept": false, + "reason": "ViT NEPA model addition and CTSM model addition are unrelated; shared auto/docs edits are not enough to merge as duplicates." + }, + { + "left": "pull_request:43448", + "right": "pull_request:43451", + "accept": false, + "reason": "Molmo and Molmo2 are separate model implementations with different files, tests, and docs; not the same concrete change." + }, + { + "left": "pull_request:43448", + "right": "pull_request:45490", + "accept": false, + "reason": "Molmo vs CTSM are different model PRs; only broad Transformers registry/docs files overlap." + }, + { + "left": "pull_request:43451", + "right": "pull_request:45490", + "accept": false, + "reason": "Molmo2 and CTSM are distinct model additions with different architectures and integration work." + }, + { + "left": "pull_request:43973", + "right": "pull_request:45838", + "accept": false, + "reason": "Lfm2Audio is an audio model addition, while PP-OCRv6 is text recognition; they do not fix or add the same feature." + }, + { + "left": "pull_request:44601", + "right": "pull_request:45838", + "accept": false, + "reason": "Pipeline-parallel loading support is a distributed runtime feature, not the same underlying change as adding PP-OCRv6 models." + }, + { + "left": "pull_request:45490", + "right": "pull_request:45838", + "accept": false, + "reason": "CTSM model support and PP-OCRv6 text recognition support are separate model additions with different code paths." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 8, + "component_count": 27, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-43291-3", + "nodes": [ + "pull_request:43291", + "pull_request:43665", + "pull_request:44815" + ], + "soft_pairs": [ + "pull_request:43291|pull_request:43665", + "pull_request:43291|pull_request:44815", + "pull_request:43665|pull_request:44815" + ], + "prepared_review_unit_hash": "3286a1b997550785ea6937a6c31ec88b81b9e34e5b9d99896de4b8bdfc75cb81", + "component_budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 3, + "serialized_chars": 7092, + "estimated_input_tokens": 1773, + "estimated_eval_tokens": 3802 + }, + "budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 3, + "serialized_chars": 7092, + "estimated_input_tokens": 1773, + "estimated_eval_tokens": 3802 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "All three PRs are unrelated despite superficial test or refactor similarity. The only substantive code fix is the FP8/dequant PR; the others are Whisper test cleanup and likely unrelated test edits.", + "confidence": 0.92, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR #44815 is the strongest canonical PR because it makes a real cross-file code-path fix in model loading / FP8 integration, with supporting model and test changes. The other PRs are mostly test-oriented and do not appear to target a comparable underlying bug.", + "best_issue_reason": null, + "best_pr_reason": "PR #44815 is the best standalone PR in this cluster: it addresses a concrete dequantization/loading bug across implementation files and is more likely to be the primary fix than the test-only Whisper PR or the unrelated CLIP/ViT test edits.", + "soft_edge_verdicts": [ + { + "left": "pull_request:43291", + "right": "pull_request:43665", + "accept": false, + "reason": "Both are test-heavy and titled generically, but they touch different models and different code paths. No evidence they fix the same underlying bug or could be merged as one PR." + }, + { + "left": "pull_request:43291", + "right": "pull_request:44815", + "accept": false, + "reason": "Whisper tokenizer/test changes are unrelated to the FP8 model-loading/dequant fix; they do not share a concrete bug or code path." + }, + { + "left": "pull_request:43665", + "right": "pull_request:44815", + "accept": false, + "reason": "CLIP/ViT test edits are unrelated to the model-loading and FP8 dequantization changes in the other PR. Similarity is only superficial." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 9, + "component_count": 27, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-43488-2", + "nodes": [ + "pull_request:43488", + "pull_request:43532" + ], + "soft_pairs": [ + "pull_request:43488|pull_request:43532" + ], + "prepared_review_unit_hash": "cc0da4d37115da1eed115d806035b4062aaf6eb0ceb0b62618a42efb3531d19f", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4563, + "estimated_input_tokens": 1141, + "estimated_eval_tokens": 2538 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4563, + "estimated_input_tokens": 1141, + "estimated_eval_tokens": 2538 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Two open PRs were grouped only by weak textual overlap, but they target different changes: one is a small repo-bot/versioning test PR, the other is a larger workflow/testing-utils PR. They are not duplicates.", + "confidence": 0.96, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR #43532 is the better canonical representative for the cluster because it is the more substantive change set, but the cluster itself does not look like a true duplicate set.", + "best_issue_reason": null, + "best_pr_reason": "PR #43532 is the strongest standalone PR: it has broader, coherent implementation changes across workflows and test utilities, whereas #43488 is a small synthetic/bot-check PR.", + "soft_edge_verdicts": [ + { + "left": "pull_request:43488", + "right": "pull_request:43532", + "accept": false, + "reason": "Reject: the diffs address different code paths and workflows. #43488 is a tiny setup/version/dependency/test-bot change, while #43532 rewires CI comment handling and related testing/notification utilities. Shared Vit test file is incidental, not evidence of the same underlying fix." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 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": "4f85f9d57a0be40960dcb74d2b1132e2f69c4f30b37d8ebba6cf84cfb18c19e3", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 6081, + "estimated_input_tokens": 1521, + "estimated_eval_tokens": 3298 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 6081, + "estimated_input_tokens": 1521, + "estimated_eval_tokens": 3298 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Two distinct pipeline-addition PRs: one for Promptable Concept Segmentation and one for Promptable Visual Segmentation. They share infrastructure and docs changes, but target different task surfaces and model integrations, so they should not be deduplicated.", + "confidence": 0.94, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR #43613 is the broader/more representative pipeline addition in this cluster, with more model coverage and a wider set of related files, so it is the better canonical PR for the family of promptable segmentation pipeline work.", + "best_issue_reason": null, + "best_pr_reason": "PR #43613 is the strongest standalone representative of the cluster because it covers the larger promptable segmentation pipeline feature set and touches more of the relevant integration surface.", + "soft_edge_verdicts": [ + { + "left": "pull_request:43612", + "right": "pull_request:43613", + "accept": false, + "reason": "They are related in theme but not the same change: #43612 adds Promptable Concept Segmentation, while #43613 adds Promptable Visual Segmentation with different pipeline classes, task docs, and model/test coverage. Shared scaffolding alone is not enough to merge them." + } + ] + }, + "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": "99bf667256d9f0f91897a5f68df5f8eeb313fa7a6e532fd2a097fe011f75b9b8", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4292, + "estimated_input_tokens": 1073, + "estimated_eval_tokens": 2402 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4292, + "estimated_input_tokens": 1073, + "estimated_eval_tokens": 2402 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Both pull requests touch `src/transformers/trainer.py`, but they address different Trainer extension points: gradient-accumulation loss scaling vs. signature-column filtering. They are not duplicates and should not be merged together.", + "confidence": 0.97, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 43651 is the better canonical representative only by marginal triage criteria: it has more discussion activity and a clearer, self-contained Trainer behavior change.", + "best_issue_reason": null, + "best_pr_reason": "PR 43651 is the best overall representative for this cluster because it is the more substantial and better-scoped Trainer change, but there is no true duplicate relationship between the PRs.", + "soft_edge_verdicts": [ + { + "left": "pull_request:43651", + "right": "pull_request:43663", + "accept": false, + "reason": "Different problems and code paths: one alters loss scaling during training, the other exposes signature-column extraction for dataset filtering. Sharing `trainer.py` is not enough to treat them as the same change." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 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-43656-3", + "nodes": [ + "pull_request:43656", + "pull_request:43836", + "pull_request:43842" + ], + "soft_pairs": [ + "pull_request:43656|pull_request:43842", + "pull_request:43836|pull_request:43842" + ], + "prepared_review_unit_hash": "2fa1cfefe214b30bf6750df3626d722986eb93294e7f12ce261400cd160304a2", + "component_budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 2, + "serialized_chars": 5992, + "estimated_input_tokens": 1498, + "estimated_eval_tokens": 3252 + }, + "budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 2, + "serialized_chars": 5992, + "estimated_input_tokens": 1498, + "estimated_eval_tokens": 3252 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "`43842` is the cleanest focused fix for the TypeAdapter NameError in `src/transformers/cli/serve.py`. `43836` appears to target the same underlying pydantic/TypeAdapter annotation problem and shares issue `43824`, but `43656` is tied to a different issue and its shown changes are unrelated annotation cleanup, so it should not be grouped with the others.", + "confidence": 0.89, + "canonical_issue_reason": null, + "canonical_pr_reason": "`43842` is the most explicit and narrowly scoped fix for the TypeAdapter NameError when pydantic is unavailable, with the smallest targeted change set.", + "best_issue_reason": null, + "best_pr_reason": "`43842` is the best representative PR because it most directly fixes the concrete failure path with minimal, clearly relevant code changes.", + "soft_edge_verdicts": [ + { + "left": "pull_request:43656", + "right": "pull_request:43842", + "accept": false, + "reason": "`43656` is linked to issue `43576` and the visible diff is annotation cleanup around `PreTrainedModel`/`ProcessorMixin`, not the same TypeAdapter/pydantic NameError fix as `43842`." + }, + { + "left": "pull_request:43836", + "right": "pull_request:43842", + "accept": true, + "reason": "Both target the same `serve.py` TypeAdapter annotation path, share explicit issue `43824`, and plausibly fix the same NameError failure mode." + } + ] + }, + "evaluator_result": { + "accept": false, + "feedback": "The analysis overstates the evidence for `pull_request:43656`. In the packet, 43656 is tied to issue `43576` and its diff preview only shows annotation cleanup around `PreTrainedModel`/`ProcessorMixin`; there is no grounded evidence that it is the same TypeAdapter/pydantic NameError fix as 43842. By contrast, 43836 and 43842 both point to issue `43824` and both touch the TypeAdapter annotation path in `src/transformers/cli/serve.py`, so that pair looks plausibly related. But the summary\u2019s claim that all three PRs are variants of the same bug fix is not supported by the packet, so the result should be rejected." + }, + "evaluator_used": true, + "retried": true, + "accepted_nontrivial_soft_edge": true, + "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", + 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different implementations." + }, + { + "left": "pull_request:44056", + "right": "pull_request:44161", + "accept": false, + "reason": "MPNet and LongT5 are unrelated code paths." + }, + { + "left": "pull_request:43997", + "right": "pull_request:44018", + "accept": false, + "reason": "RegNet and GPT-Neo are different model families." + }, + { + "left": "pull_request:43997", + "right": "pull_request:44161", + "accept": false, + "reason": "RegNet and LongT5 are unrelated implementations." + }, + { + "left": "pull_request:44074", + "right": "pull_request:44161", + "accept": false, + "reason": "TextNet and LongT5 are different code paths." + }, + { + "left": "pull_request:44018", + "right": "pull_request:44161", + "accept": false, + "reason": "GPT-Neo and LongT5 are unrelated model families." + }, + { + "left": "pull_request:43997", + "right": "pull_request:44071", + "accept": false, + "reason": "RegNet and MPT are different backends." + }, + { + "left": "pull_request:44010", + "right": "pull_request:44071", + "accept": false, + "reason": "SqueezeBert and MPT are unrelated models." + }, + { + "left": "pull_request:44018", + "right": "pull_request:44129", + "accept": false, + "reason": "GPT-Neo and SpeechT5 are separate code paths." + }, + { + "left": "pull_request:44010", + "right": "pull_request:44073", + "accept": false, + "reason": "SqueezeBert and VisualBert are different model families." + }, + { + "left": "pull_request:43997", + "right": "pull_request:44074", + "accept": false, + "reason": "RegNet and TextNet are unrelated implementations." + }, + { + "left": "pull_request:43997", + "right": "pull_request:44129", + "accept": false, + "reason": "RegNet and SpeechT5 are different code paths." + }, + { + "left": "pull_request:44071", + "right": "pull_request:44129", + "accept": false, + "reason": "MPT and SpeechT5 are unrelated model families." + }, + { + "left": "pull_request:44010", + "right": "pull_request:44018", + "accept": false, + "reason": "SqueezeBert and GPT-Neo are different implementations." + }, + { + "left": "pull_request:43996", + "right": "pull_request:44161", + "accept": false, + "reason": "FNet/CVT and LongT5 are unrelated code paths." + }, + { + "left": "pull_request:43996", + "right": "pull_request:44017", + "accept": false, + "reason": "FNet/CVT and SegFormer are different model families." + }, + { + "left": "pull_request:44010", + "right": "pull_request:44044", + "accept": false, + "reason": "SqueezeBert and DeBERTa v2 are separate implementations." + }, + { + "left": "pull_request:44044", + "right": "pull_request:44074", + "accept": false, + "reason": "DeBERTa v2 and TextNet are unrelated code paths." + }, + { + "left": "pull_request:44066", + "right": "pull_request:44722", + "accept": true, + "reason": "Both are the same GPT-J/CodeGen output-tracing refactor and would plausibly collapse into one PR." + }, + { + "left": "pull_request:44085", + "right": "pull_request:44722", + "accept": true, + "reason": "Both center on the same GPT-J output-tracing change; 44722 looks like a duplicate or superseding split." + }, + { + "left": "pull_request:44085", + "right": "pull_request:44129", + "accept": false, + "reason": "GPT-J and SpeechT5 are unrelated model implementations." + }, + { + "left": "pull_request:43996", + "right": "pull_request:44007", + "accept": false, + "reason": "FNet/CVT and RegNet/ResNet/RT-DETR are different code paths; same umbrella refactor is not enough." + }, + { + "left": "pull_request:43996", + "right": "pull_request:44129", + "accept": false, + "reason": "FNet/CVT and SpeechT5 are unrelated models." + }, + { + "left": "pull_request:44044", + "right": "pull_request:44129", + "accept": false, + "reason": "DeBERTa v2 and SpeechT5 are different backends." + }, + { + "left": "pull_request:44044", + "right": "pull_request:44154", + "accept": false, + "reason": "DeBERTa v2 and VITS are unrelated implementations." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The cluster summary is grounded in the packet: #43979 is the shared umbrella issue, and the selected PRs are all consistent with the same output-tracing refactor family. The soft-edge calls are conservative overall, especially in rejecting cross-model pairs. The accepted pairs (GPT-J/CodeGen, GPT-Neo) do look mergeable as single same-bugfix PRs based on overlapping files and issue linkage." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 14, + "component_count": 27, + "review_unit_index": 2, + "review_unit_count": 2, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-43996-28", + "nodes": [ + "pull_request:43997", + "pull_request:44010", + "pull_request: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": "51ff27ad0cd8c7de8c50c2ca74ab79184e31060d02e6648fc60b66aa0f2d6b00", + "component_budget": { + "node_count": 28, + "item_count": 28, + "soft_pair_count": 78, + "serialized_chars": 84899, + "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 PRs are all part of a broader standardized output-tracing migration across different models, but they are not duplicates of one another. Each PR targets a separate model implementation and would not plausibly be merged into a single code-path fix/change.", + "confidence": 0.91, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR #44073 is the clearest representative of the cluster: it directly refactors one model to use the standardized output-capture pattern and has a clean, explicit title/diff.", + "best_issue_reason": null, + "best_pr_reason": "PR #44073 is the best single representative because it is a straightforward, model-specific instance of the output-tracing migration and is more clearly described than several of the others.", + "soft_edge_verdicts": [ + { + "left": "pull_request:44024", + "right": "pull_request:44076", + "accept": false, + "reason": "Same broad migration theme, but FocalNet and ImageGPT are different model code paths; these are separate model-specific refactors, not one duplicate change." + }, + { + "left": "pull_request:44073", + "right": "pull_request:44074", + "accept": false, + "reason": "Both standardize output tracing, but VisualBert and TextNet are distinct implementations with separate forwards and tests; not the same underlying fix." + }, + { + "left": "pull_request:44056", + "right": "pull_request:44073", + "accept": false, + "reason": "MPNet vs VisualBert are unrelated model paths; similarity is only at the framework-refactor level, so they should not be merged as duplicates." + }, + { + "left": "pull_request:44056", + "right": "pull_request:44074", + "accept": false, + "reason": "These are separate model migrations with different affected classes and forward logic; not one concrete bug/change." + }, + { + "left": "pull_request:43997", + "right": "pull_request:44010", + "accept": false, + "reason": "RegNet and SqueezeBert are different architectures and modules; same refactor pattern, but not the same code-path problem." + }, + { + "left": "pull_request:44010", + "right": "pull_request:44129", + "accept": false, + "reason": "SqueezeBert and SpeechT5 touch different model internals and output contracts; this is a shared migration style, not a duplicate fix." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 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-43998-13", + "nodes": [ + "pull_request:43998", + "pull_request:43999", + "pull_request:44000", + "pull_request:44001", + "pull_request:44002", + "pull_request:44003", + "pull_request:44004", + "pull_request:44025", + "pull_request:44026", + "pull_request:44027", + "pull_request:44028", + "pull_request:44029", + "pull_request:44030" + ], + "soft_pairs": [ + "pull_request:43998|pull_request:44002", + "pull_request:43998|pull_request:44000", + "pull_request:43998|pull_request:44001", + "pull_request:43998|pull_request:44003", + "pull_request:43998|pull_request:44029", + "pull_request:43999|pull_request:44001", + "pull_request:43999|pull_request:44002", + "pull_request:43999|pull_request:44025", + "pull_request:43999|pull_request:44026", + "pull_request:43999|pull_request:44027", + "pull_request:44000|pull_request:44001", + "pull_request:44000|pull_request:44002", + "pull_request:44000|pull_request:44003", + "pull_request:44000|pull_request:44025", + "pull_request:44001|pull_request:44002", + "pull_request:44001|pull_request:44003", + "pull_request:44001|pull_request:44025", + "pull_request:44002|pull_request:44029", + "pull_request:44002|pull_request:44003", + "pull_request:44003|pull_request:44028", + "pull_request:44003|pull_request:44004", + "pull_request:43998|pull_request:44004", + "pull_request:44001|pull_request:44004", + "pull_request:44002|pull_request:44004", + "pull_request:44000|pull_request:44004", + "pull_request:44025|pull_request:44026", + "pull_request:44025|pull_request:44027", + "pull_request:44025|pull_request:44028", + "pull_request:44025|pull_request:44029", + "pull_request:44025|pull_request:44030", + "pull_request:44026|pull_request:44029", + "pull_request:44026|pull_request:44027", + "pull_request:44026|pull_request:44028", + "pull_request:44026|pull_request:44030", + "pull_request:44027|pull_request:44028", + "pull_request:44027|pull_request:44029", + "pull_request:44027|pull_request:44030", + "pull_request:44028|pull_request:44029", + "pull_request:44028|pull_request:44030", + "pull_request:44029|pull_request:44030" + ], + "prepared_review_unit_hash": "89410d97d80124899d4e226b9e71e64da499254d08cbdb67441ce994042575a4", + "component_budget": { + "node_count": 13, + "item_count": 13, + "soft_pair_count": 40, + "serialized_chars": 40170, + "estimated_input_tokens": 10043, + "estimated_eval_tokens": 20342 + }, + "budget": { + "node_count": 13, + "item_count": 13, + "soft_pair_count": 40, + "serialized_chars": 40170, + "estimated_input_tokens": 10043, + "estimated_eval_tokens": 20342 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "This is a batch of similar output-tracing refactors across many different model implementations. They share the same refactor theme, but they are not duplicate PRs because each changes a distinct code path and model file(s).", + "confidence": 0.97, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 44025 is a good representative because it covers the same refactor pattern in two closely related depth-anything files, making it more central than the single-file PRs.", + "best_issue_reason": null, + "best_pr_reason": "PR 44025 is the clearest exemplar of the cluster\u2019s recurring can_return_tuple/output-tracing change, but it still is not a duplicate of the others.", + "soft_edge_verdicts": [ + { + "left": "pull_request:43998", + "right": "pull_request:44002", + "accept": false, + "reason": "Different model implementations and files; same refactor theme, but not the same underlying bug/change." + }, + { + "left": "pull_request:43998", + "right": "pull_request:44000", + "accept": false, + "reason": "Separate model code paths; these are parallel refactors, not one mergeable fix." + }, + { + "left": "pull_request:43998", + "right": "pull_request:44001", + "accept": false, + "reason": "Different model families and forward paths; 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not duplicate fixes." + }, + { + "left": "pull_request:43999", + "right": "pull_request:44027", + "accept": false, + "reason": "Different model wrappers and files; only broadly similar refactoring." + }, + { + "left": "pull_request:44000", + "right": "pull_request:44001", + "accept": false, + "reason": "Different model architectures; same pattern but not the same bug/change." + }, + { + "left": "pull_request:44000", + "right": "pull_request:44002", + "accept": false, + "reason": "Distinct model-specific forward logic, so not duplicate PRs." + }, + { + "left": "pull_request:44000", + "right": "pull_request:44003", + "accept": false, + "reason": "No shared concrete code path; just the same output-tracing cleanup pattern." + }, + { + "left": "pull_request:44000", + "right": "pull_request:44025", + "accept": false, + "reason": "Different model families and target files; not one mergeable fix." + }, + { + "left": "pull_request:44001", + "right": "pull_request:44002", + "accept": false, + "reason": "Separate model implementations; not the same underlying issue." + }, + { + "left": "pull_request:44001", + "right": "pull_request:44003", + "accept": false, + "reason": "Different code paths and model internals; not duplicates." + }, + { + "left": "pull_request:44001", + "right": "pull_request:44025", + "accept": false, + "reason": "These are parallel refactors in different models, not one concrete fix." + }, + { + "left": "pull_request:44002", + "right": "pull_request:44029", + "accept": false, + "reason": "Different models and call paths; similarity is too broad to merge." + }, + { + "left": "pull_request:44002", + "right": "pull_request:44003", + "accept": false, + "reason": "Model-specific refactors only; not the same bug or change." + }, + { + "left": "pull_request:44003", + "right": "pull_request:44028", + "accept": false, + "reason": "Falcon/Mamba code differs from SuperPoint; not the same underlying fix." + }, + { + "left": "pull_request:44003", + "right": "pull_request:44004", + "accept": false, + "reason": "Different subsystems and forward implementations; 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no duplicate bug/change evidence." + } + ] + }, + "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": "5764fe0ecb80aa5a0dc923f844fa4d58ac3b813f493c0e8ae10c6b4614fefb44", + "component_budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 3, + "serialized_chars": 10914, + "estimated_input_tokens": 2729, + "estimated_eval_tokens": 5714 + }, + "budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 3, + "serialized_chars": 10914, + "estimated_input_tokens": 2729, + "estimated_eval_tokens": 5714 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These are three separate model-addition PRs for different architectures (PenguinVL, DeepSeek-OCR-2, Voxtral TTS). They share only standard Transformers boilerplate and auto-registration/docs patterns, not the same underlying bug or change.", + "confidence": 0.98, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 45075 is the most complete and mature representative of the cluster: it has the largest implementation surface, dedicated conversion/modeling/processing files, tests, and the most review activity.", + "best_issue_reason": null, + "best_pr_reason": "PR 45075 is the best single representative because it appears the most fully developed and validated of the three model integration PRs.", + "soft_edge_verdicts": [ + { + "left": "pull_request:44662", + "right": "pull_request:45401", + "accept": false, + "reason": "Different model integrations (PenguinVL vs Voxtral TTS) with different model code and tests; overlap is only shared Transformers scaffolding and docs registration." + }, + { + "left": "pull_request:44662", + "right": "pull_request:45075", + "accept": false, + "reason": "Different model additions (PenguinVL vs DeepSeek-OCR-2); shared filenames are generic auto/docs files, not evidence of the same code-path fix." + }, + { + "left": "pull_request:45075", + "right": "pull_request:45401", + "accept": false, + "reason": "DeepSeek-OCR-2 and Voxtral TTS are unrelated model implementations with distinct functionality and files; common changes are broad integration boilerplate only." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 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": "357374bc38f95c8d4cd41d965fa7dc96e22c19f58f10072449b1bb351ca201d8", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4407, + "estimated_input_tokens": 1102, + "estimated_eval_tokens": 2460 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4407, + "estimated_input_tokens": 1102, + "estimated_eval_tokens": 2460 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These are related fusion efforts, but they are not the same change: one adds a generic Module Fusion API, while the other wires a specific n-to-1 kernel fusion path through KernelConfig and model loading. The overlap is architectural, not duplicate-level.", + "confidence": 0.9, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 44979 is the cleaner canonical representative of the cluster because it introduces the underlying Module Fusion API, which is the more general and foundational change.", + "best_issue_reason": null, + "best_pr_reason": "PR 45363 is the most concrete end-user-facing implementation in the cluster: it applies fusion through KernelConfig, touches runtime integration, and includes an example demonstrating the feature.", + "soft_edge_verdicts": [ + { + "left": "pull_request:44979", + "right": "pull_request:45363", + "accept": false, + "reason": "They share the broad fusion theme, but they are not the same underlying bug/change. 44979 adds the generic fusion API; 45363 adds a specific KernelConfig-based n-to-1 fusion implementation and integration work. 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": 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": "6fe0cea44a93f2a2d4196647e9de5229ffb33077db5f780703cbb9447ab62d22", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4414, + "estimated_input_tokens": 1104, + "estimated_eval_tokens": 2464 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4414, + "estimated_input_tokens": 1104, + "estimated_eval_tokens": 2464 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Both pull requests address the same AttributeError in `_patch_mistral_regex` on the same code path, with essentially the same fix in `src/transformers/tokenization_utils_tokenizers.py`. PR 45317 is the stronger candidate because it includes tests and slightly more discussion, while 45086 is a smaller earlier version of the same change.", + "confidence": 0.97, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 45317 is the more complete implementation of the same fix: it contains the same code-path correction plus test coverage and appears to supersede the smaller earlier PR.", + "best_issue_reason": null, + "best_pr_reason": "PR 45317 best represents the cluster because it directly fixes the reported AttributeError and adds tests, making it the best standalone candidate for merge.", + "soft_edge_verdicts": [ + { + "left": "pull_request:45086", + "right": "pull_request:45317", + "accept": true, + "reason": "Same underlying bug and same code change in the same file; the later PR looks like a fuller version of the earlier one and they could plausibly be merged into one PR." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 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": "adabfa90ac93eddfe5d3f363a57c21ac722bf3bff6131848dce95c2cffe3240d", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 6066, + "estimated_input_tokens": 1517, + "estimated_eval_tokens": 3290 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 6066, + "estimated_input_tokens": 1517, + "estimated_eval_tokens": 3290 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These are related NemotronH refactors, but they are not the same underlying PR: one focuses on inheritance/conversion mapping, while the other introduces separate NemotronHDense/NemotronHSparse model/docs/test plumbing.", + "confidence": 0.92, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 45569 is the broader, more complete change: it adds the new dense/sparse model split, docs, auto-mappings, and tests, making it the better representative of the NemotronH redesign work.", + "best_issue_reason": null, + "best_pr_reason": "PR 45569 is the best global PR candidate because it covers the user-visible architecture update and associated documentation/testing, rather than just internal refactor/conversion mapping.", + "soft_edge_verdicts": [ + { + "left": "pull_request:45115", + "right": "pull_request:45569", + "accept": false, + "reason": "Both are about NemotronH, but 45115 is mainly inheritance/conversion-mapping refactoring while 45569 adds the dense/sparse model split, docs, and tests. They do not appear to fix the same concrete code-path problem and would not plausibly be merged as one PR." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 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": "7eee8f017657e54293637933ee0140e6eb46b8652c75a795dd583ba2f346b7b8", + "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": "The two PRs are related through the new heterogeneity framework, but they are not duplicates: one adds per-layer config support, the other adds broader heterogeneous modeling/cache support that builds on it.", + "confidence": 0.84, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR #45332 is the broader umbrella change: it adds heterogeneous model support across cache/modeling/masking and also wires in per-layer config handling. PR #45333 is a narrower config-only foundation.", + "best_issue_reason": null, + "best_pr_reason": "PR #45332 is the best representative of the cluster because it covers the larger end-user feature and incorporates the related config plumbing, while #45333 is just the prerequisite configuration layer.", + "soft_edge_verdicts": [ + { + "left": "pull_request:45332", + "right": "pull_request:45333", + "accept": false, + "reason": "Reject: these share the heterogeneity infrastructure, but they address different layers of the feature. #45333 adds per-layer configuration APIs/serialization; #45332 adds modeling/cache changes for heterogeneous models. They do not fix the same concrete bug and would not plausibly be merged as one duplicate PR." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 21, + "component_count": 27, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-45415-2", + "nodes": [ + "pull_request:45415", + "pull_request:45425" + ], + "soft_pairs": [ + "pull_request:45415|pull_request:45425" + ], + "prepared_review_unit_hash": "041cb13d77e0902f98f4b782556d7a6670842a1a2a536689b5400a7e97dc0d45", + "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 two PRs are both type-checking related, but they are not the same change: #45415 is a broad pyright/type-ignore sweep across many transformers modules, while #45425 adds new typing protocols/helpers and specific modeling_utils/PEFT-related refinements.", + "confidence": 0.94, + "canonical_issue_reason": null, + "canonical_pr_reason": "No canonical duplicate PR: the scopes differ materially, with #45415 doing a wide repo-level typing cleanup and #45425 introducing targeted typing abstractions plus specific integration fixes.", + "best_issue_reason": null, + "best_pr_reason": "#45425 is the more focused representative of the cluster because it adds concrete typing infrastructure and code-path-specific adjustments, whereas #45415 is mostly a broad mechanical typing pass.", + "soft_edge_verdicts": [ + { + "left": "pull_request:45415", + "right": "pull_request:45425", + "accept": false, + "reason": "Do not treat as duplicates: they share typing-related files, but #45415 is a broad type-checking cleanup and config change, while #45425 introduces new typing protocols and targeted modeling_utils/PEFT support. They are not the same underlying fix and would not plausibly merge into one PR." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 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-45487-6", + "nodes": [ + "pull_request:45487", + "pull_request:45817", + "pull_request:45843", + "pull_request:45858", + "pull_request:45890", + "pull_request:45926" + ], + "soft_pairs": [ + "pull_request:45487|pull_request:45843", + "pull_request:45487|pull_request:45926", + "pull_request:45817|pull_request:45843", + "pull_request:45858|pull_request:45890", + "pull_request:45858|pull_request:45926", + "pull_request:45890|pull_request:45926" + ], + "prepared_review_unit_hash": "33eea6df34abf1368e7374ae60ff396f7869644ad13fa8e4a602a94f15bab514", + "component_budget": { + "node_count": 6, + "item_count": 6, + "soft_pair_count": 6, + "serialized_chars": 14719, + "estimated_input_tokens": 3680, + "estimated_eval_tokens": 7616 + }, + "budget": { + "node_count": 6, + "item_count": 6, + "soft_pair_count": 6, + "serialized_chars": 14719, + "estimated_input_tokens": 3680, + "estimated_eval_tokens": 7616 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "This cluster mixes two unrelated themes: model-parallel device-placement fixes for specific models and XPU expectation-only test updates. None of the PRs appear to be the same concrete change, so the soft duplicates should be rejected.", + "confidence": 0.89, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 45487 is the clearest code-fix PR: it addresses a concrete model-parallel device-placement bug in the model forward path and includes targeted model/test changes, making it the best representative of the fix-oriented subset.", + "best_issue_reason": null, + "best_pr_reason": "PR 45487 is the strongest standalone candidate because it fixes an actual runtime bug in model code rather than only updating expectations, and its title/body clearly describe the affected behavior.", + "soft_edge_verdicts": [ + { + "left": "pull_request:45487", + "right": "pull_request:45843", + "accept": false, + "reason": "Both are model-parallel fixes, but for different models and different code paths. They share a theme, not the same underlying bug, so they should not be merged as duplicates." + }, + { + "left": "pull_request:45487", + "right": "pull_request:45926", + "accept": false, + "reason": "45487 fixes model-parallel device placement in model code; 45926 only adds XPU test expectations for a different model. Different artifacts and different underlying changes." + }, + { + "left": "pull_request:45817", + "right": "pull_request:45843", + "accept": false, + "reason": "These target different model families (Gemma4 vs Deimv2) with model-specific parallel fixes. The similarity is too broad to treat as the same bug." + }, + { + "left": "pull_request:45858", + "right": "pull_request:45890", + "accept": false, + "reason": "Both are test expectation updates, but for different models and different numeric baselines. They do not fix the same code-path problem." + }, + { + "left": "pull_request:45858", + "right": "pull_request:45926", + "accept": false, + "reason": "Both add XPU expectations, but for unrelated models. This is a shared testing pattern, not a duplicate change." + }, + { + "left": "pull_request:45890", + "right": "pull_request:45926", + "accept": false, + "reason": "These are separate expectation-only test updates for different models, with no indication they resolve the same underlying issue." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 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-45548-2", + "nodes": [ + "pull_request:45548", + "pull_request:45662" + ], + "soft_pairs": [ + "pull_request:45548|pull_request:45662" + ], + "prepared_review_unit_hash": "5acf4919cd5982b1534ce5cf93b60e47e7a40aee062be335cd38b94fe13a2ebc", + "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 and share `modeling_utils.py`, but they target different failure modes and code paths: one fixes config serialization/`has_ep` for ZeRO-3 loading, the other fixes expert parameters being overwritten during FSDP2 loading. They are related, not duplicates.", + "confidence": 0.93, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR #45662 is the better representative of the cluster because it addresses a concrete EP loading corruption bug in the parameter assignment path and touches the broader loading pipeline that actually causes the overwrite.", + "best_issue_reason": null, + "best_pr_reason": "PR #45662 is the strongest standalone candidate: it has the clearest concrete symptom, the most targeted fix, and the broader scope within the EP/FSDP2 loading flow.", + "soft_edge_verdicts": [ + { + "left": "pull_request:45548", + "right": "pull_request:45662", + "accept": false, + "reason": "Both involve expert parallelism, but #45548 fixes `distributed_config` serialization and `has_ep` for accelerate/ZeRO-3 loading, while #45662 fixes expert tensors being overwritten by rank-0 broadcast during FSDP2 loading. Different bugs, different code paths." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 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-45639-2", + "nodes": [ + "pull_request:45639", + "pull_request:45645" + ], + "soft_pairs": [ + "pull_request:45639|pull_request:45645" + ], + "prepared_review_unit_hash": "8829ecaae4fa7bec17035e4ec1d79d8e814307cf8c8f10a14bff0a6e80b5d674", + "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 target the same underlying captured_info/xdist collision problem on issue #45561; PR #45645 subsumes #45639 by including the same testing_utils fix plus CI artifact handling updates.", + "confidence": 0.94, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR #45645 is the better canonical PR because it contains the xdist-safe captured_info file fix from #45639 and extends it with the workflow changes needed to read multiple captured_info artifacts in CI.", + "best_issue_reason": null, + "best_pr_reason": "PR #45645 is the most complete representation of the fix and its operational follow-through, while #45639 is a narrower subset of the same code-path change.", + "soft_edge_verdicts": [ + { + "left": "pull_request:45639", + "right": "pull_request:45645", + "accept": true, + "reason": "Same concrete captured_info xdist-collision bug; #45645 builds on the exact testing_utils change from #45639 and adds compatible CI log aggregation, so these could plausibly be merged together." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 25, + "component_count": 27, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-45683-2", + "nodes": [ + "pull_request:45683", + "pull_request:45734" + ], + "soft_pairs": [ + "pull_request:45683|pull_request:45734" + ], + "prepared_review_unit_hash": "eba4ca0f26b2d3be0c00e316270a9341d31af2208b44dbab31b1d3a8e81e7538", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4469, + "estimated_input_tokens": 1118, + "estimated_eval_tokens": 2492 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4469, + "estimated_input_tokens": 1118, + "estimated_eval_tokens": 2492 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Two open PRs touch the same quantization helper, but they fix different bugs: one special-cases audio submodules, the other changes how default skip lists are combined with user-supplied skips. They should not be clustered as duplicates.", + "confidence": 0.93, + "canonical_issue_reason": null, + "canonical_pr_reason": "45734 is the better representative PR because it fixes the core skip-module composition logic in `get_modules_to_not_convert`, which is broader and more central than the narrow audio-module special case in 45683.", + "best_issue_reason": null, + "best_pr_reason": "45734 is the strongest standalone PR in the set: it addresses a concrete quantization failure mode in the main code path and its fix is directly about the helper\u2019s behavior rather than a model-specific workaround.", + "soft_edge_verdicts": [ + { + "left": "pull_request:45683", + "right": "pull_request:45734", + "accept": false, + "reason": "Both touch quantization skip logic, but 45683 adds audio-tower/embed_audio exclusions while 45734 changes additive handling of `skip_modules`; these are different underlying bugs and would not naturally merge into one PR." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 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-45975-2", + "nodes": [ + "pull_request:45975", + "pull_request:45977" + ], + "soft_pairs": [ + "pull_request:45975|pull_request:45977" + ], + "prepared_review_unit_hash": "2bd58020a5e46afd6cd75d1f798ef4763c861d160372c87600eade563cdf846e", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4523, + "estimated_input_tokens": 1131, + "estimated_eval_tokens": 2518 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4523, + "estimated_input_tokens": 1131, + "estimated_eval_tokens": 2518 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Two open PRs in the same GGUF/Apple Silicon area, but they implement different layers of the stack: one adds a CLI/integration path for an optional kernels-community Metal fast path, the other adds a new GGUF linear/matmul implementation and related quantizer/modeling changes. Related, but not the same fix/change.", + "confidence": 0.92, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 45977 is the more central, self-contained implementation of the GGUF-on-Apple-Silicon feature; PR 45975 is a narrower integration/CLI follow-up around optional kernels-community selection.", + "best_issue_reason": null, + "best_pr_reason": "PR 45977 is the best representative because it introduces the core inference-time GGUF matmul path and the main code changes; PR 45975 mostly wires that capability into serving and help text.", + "soft_edge_verdicts": [ + { + "left": "pull_request:45975", + "right": "pull_request:45977", + "accept": false, + "reason": "Different concrete changes: 45975 updates serve/model-manager integration and documentation for optional kernels-community Metal dequant, while 45977 adds a new GGUF linear backend and quantizer/modeling support. Same broad subsystem, but not one mergeable bug fix." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + } + ] +} diff --git a/snapshots/20260516T000042Z/analysis-runs/hybrid-model-20260516t000042z/manifest.json b/snapshots/20260516T000042Z/analysis-runs/hybrid-model-20260516t000042z/manifest.json new file mode 100644 index 0000000000000000000000000000000000000000..ec7febbcea27c54b8cb6077b265997a8db335367 --- /dev/null +++ b/snapshots/20260516T000042Z/analysis-runs/hybrid-model-20260516t000042z/manifest.json @@ -0,0 +1,14 @@ +{ + "analysis_id": "hybrid-model-20260516t000042z", + "artifacts": { + "hybrid": "snapshots/20260516T000042Z/analysis-runs/hybrid-model-20260516t000042z/analysis-report-hybrid.json", + "hybrid_reviews": "snapshots/20260516T000042Z/analysis-runs/hybrid-model-20260516t000042z/analysis-report-hybrid.llm-reviews.json" + }, + "channel": "canonical", + "model": null, + "published_at": "2026-05-16T00:05:15Z", + "repo": "huggingface/transformers", + "schema_version": 1, + "snapshot_id": "20260516T000042Z", + "variant": "hybrid" +} diff --git a/snapshots/20260516T000042Z/manifest.json b/snapshots/20260516T000042Z/manifest.json index ebaeb442f969d19caf15792ca13f450629bc1ec4..b13085d5bb3daf7f2ec5895d08ec62c31fd453f5 100644 --- a/snapshots/20260516T000042Z/manifest.json +++ b/snapshots/20260516T000042Z/manifest.json @@ -32,6 +32,24 @@ "timeline_events": 382 }, "extracted_at": "2026-05-16T00:00:42Z", + "published_analysis": { + "canonical_analysis_id": "hybrid-model-20260516t000042z", + "runs": { + "hybrid-model-20260516t000042z": { + "analysis_id": "hybrid-model-20260516t000042z", + "artifacts": { + "hybrid": "snapshots/20260516T000042Z/analysis-runs/hybrid-model-20260516t000042z/analysis-report-hybrid.json", + "hybrid_reviews": "snapshots/20260516T000042Z/analysis-runs/hybrid-model-20260516t000042z/analysis-report-hybrid.llm-reviews.json" + }, + "channel": "canonical", + "manifest_path": "snapshots/20260516T000042Z/analysis-runs/hybrid-model-20260516t000042z/manifest.json", + "model": null, + "published_at": "2026-05-16T00:05:15Z", + "variant": "hybrid" + } + }, + "schema_version": 1 + }, "repo": "huggingface/transformers", "snapshot_id": "20260516T000042Z", "watermark": {