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}, - { - "cluster_id": "cluster-46707-2", - "summary": "Cluster of 2 related pull requests linked by soft_similarity.", - "status": "open", - "confidence": 0.5, - "canonical_issue_number": null, - "canonical_pr_number": 46707, - "issue_numbers": [], - "pr_numbers": [ - 46707, - 47034 - ], - "evidence_types": [ - "soft_similarity" - ], - "pr_comparisons": [ - { - "left_pr_number": 46707, - "right_pr_number": 47034, - "code_similarity": 0.175, - "size_similarity": 0.636, - "file_overlap": 0.083, - "area_overlap": 0.0, - "patch_similarity": 0.153, - "shared_filenames": [ - "src/transformers/trainer.py" - ], - "shared_file_areas": [ - { - "filename": "src/transformers/trainer.py", - "left_ranges": [ - [ - 55, - 61 - ], - [ - 67, - 72 - ] - ], - "right_ranges": [ - [ - 976, - 982 - ], - [ - 2102, - 2108 - ] - ] - } - ] - } - ] - }, - { - "cluster_id": "cluster-47077-2", - "summary": "Cluster of 2 related pull requests linked by soft_similarity.", - "status": "open", - "confidence": 0.5, - "canonical_issue_number": null, - "canonical_pr_number": 47077, - "issue_numbers": [], - "pr_numbers": [ - 47077, - 47181 - ], - "evidence_types": [ - "soft_similarity" - ], - "pr_comparisons": [ - { - "left_pr_number": 47077, - "right_pr_number": 47181, - "code_similarity": 0.029, - "size_similarity": 0.086, - "file_overlap": 0.0, - "area_overlap": 0.0, - "patch_similarity": 0.077, - "shared_filenames": [], - "shared_file_areas": [] - } - ] - }, - { - "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": [ { - "cluster_id": "cluster-45081-4", - "canonical_issue_number": 45081, + "cluster_id": "cluster-46894-7", + "canonical_issue_number": 46894, "duplicate_issue_numbers": [ - 45356 + 46897, + 46901 ], - "reason": "Issues in cluster-45081-4 are treated as duplicates because they share closing_reference, shared_issue_target, soft_similarity evidence." + "reason": "Issues in cluster-46894-7 are treated as duplicates because they share closing_reference, shared_issue_target, soft_similarity evidence." } ], "duplicate_prs": [ @@ -3655,20 +3356,17 @@ "reason": "PRs in cluster-43240-3 are treated as duplicates because they converge on issue #43240 with closing_reference, shared_issue_target evidence." }, { - "cluster_id": "cluster-43451-9", + "cluster_id": "cluster-43451-6", "canonical_pr_number": 43451, "duplicate_pr_numbers": [ - 46196, - 46836, + 46658, 47003, - 47035, - 47143, - 47163, - 47166, + 47077, + 47096, 47175 ], "target_issue_number": null, - "reason": "PRs in cluster-43451-9 are treated as duplicates because they share soft_similarity evidence." + "reason": "PRs in cluster-43451-6 are treated as duplicates because they share soft_similarity evidence." }, { "cluster_id": "cluster-43698-3", @@ -3697,22 +3395,13 @@ "reason": "PRs in cluster-43979-11 are treated as duplicates because they converge on issue #43979 with closing_reference, shared_issue_target, soft_similarity evidence." }, { - "cluster_id": "cluster-44018-2", - "canonical_pr_number": 44068, - "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-45081-4", + "cluster_id": "cluster-45081-3", "canonical_pr_number": 45317, "duplicate_pr_numbers": [ 45086 ], "target_issue_number": 45081, - "reason": "PRs in cluster-45081-4 are treated as duplicates because they converge on issue #45081 with closing_reference, shared_issue_target, soft_similarity evidence." + "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", @@ -3741,6 +3430,19 @@ "target_issue_number": 46159, "reason": "PRs in cluster-46159-3 are treated as duplicates because they converge on issue #46159 with closing_reference evidence." }, + { + "cluster_id": "cluster-46196-6", + "canonical_pr_number": 46196, + "duplicate_pr_numbers": [ + 46376, + 47034, + 47143, + 47163, + 47181 + ], + "target_issue_number": null, + "reason": "PRs in cluster-46196-6 are treated as duplicates because they share soft_similarity evidence." + }, { "cluster_id": "cluster-46305-3", "canonical_pr_number": 46310, @@ -3759,15 +3461,6 @@ "target_issue_number": 46693, "reason": "PRs in cluster-46693-3 are treated as duplicates because they converge on issue #46693 with closing_reference evidence." }, - { - "cluster_id": "cluster-46707-2", - "canonical_pr_number": 46707, - "duplicate_pr_numbers": [ - 47034 - ], - "target_issue_number": null, - "reason": "PRs in cluster-46707-2 are treated as duplicates because they share soft_similarity evidence." - }, { "cluster_id": "cluster-46869-3", "canonical_pr_number": 46886, @@ -3778,30 +3471,35 @@ "reason": "PRs in cluster-46869-3 are treated as duplicates because they converge on issue #46869 with closing_reference, shared_issue_target evidence." }, { - "cluster_id": "cluster-46894-4", - "canonical_pr_number": 46895, + "cluster_id": "cluster-46894-7", + "canonical_pr_number": 46903, "duplicate_pr_numbers": [ + 46895, 46958, 47090 ], "target_issue_number": 46894, - "reason": "PRs in cluster-46894-4 are treated as duplicates because they converge on issue #46894 with closing_reference, shared_issue_target, soft_similarity evidence." + "reason": "PRs in cluster-46894-7 are treated as duplicates because they converge on issue #46894 with closing_reference, shared_issue_target, soft_similarity evidence." }, { - "cluster_id": "cluster-47077-2", - "canonical_pr_number": 47077, + "cluster_id": "cluster-47188-6", + "canonical_pr_number": 47188, "duplicate_pr_numbers": [ - 47181 + 47189, + 47190, + 47191, + 47192, + 47193 ], "target_issue_number": null, - "reason": "PRs in cluster-47077-2 are treated as duplicates because they share soft_similarity evidence." + "reason": "PRs in cluster-47188-6 are treated as duplicates because they share soft_similarity evidence." } ], "best_issue": { - "cluster_id": "cluster-46894-4", + "cluster_id": "cluster-46894-7", "issue_number": 46894, - "reason": "Issue #46894 is the strongest global issue candidate because it is open, belongs to a cluster with 4 artifacts, and carries 1 discussion comments plus 9 inbound references.", - "score": 151.0 + "reason": "Issue #46894 is the strongest global issue candidate because it is open, belongs to a cluster with 7 artifacts, and carries 1 discussion comments plus 9 inbound references.", + "score": 181.0 }, "best_pr": { "cluster_id": "cluster-43979-11", diff --git a/analysis/current/analysis-report-hybrid.llm-reviews.json b/analysis/current/analysis-report-hybrid.llm-reviews.json index 9aee17d5c634528c3a240c09104c8e98d25cf8e9..d3ecc833a4216e101766bfc0db49c8207f099bc2 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": "20260709T000028Z", - "generated_at": "2026-07-09T00:08:14Z", + "snapshot_id": "20260709T060021Z", + "generated_at": "2026-07-09T06:12:15Z", "model": "gpt-5.4-mini?service_tier=flex", "reviews": [ { @@ -13,8 +13,8 @@ "review_unit_count": 63, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-516", "nodes": [ @@ -87,8 +87,8 @@ "issue:43638|issue:46165", "issue:43596|issue:44805", "issue:44805|issue:46294", - "issue:46165|issue:46468", "issue:44805|issue:45161", + "issue:46165|issue:46468", "issue:44560|issue:46165", "issue:34634|issue:35545", "issue:30277|issue:43638", @@ -131,436 +131,412 @@ "issue:45237|issue:46015", "issue:43039|issue:44805" ], - "prepared_review_unit_hash": "a7d48039fbf12b495b23109778e5b6b9ff3c1e72c8382d59f44e3c193b7bc655", + "prepared_review_unit_hash": "2493bc3406d3d9830b264440aa39d0f4f870ed55698c6aa0f41c63feb968a406", "component_budget": { "node_count": 516, "item_count": 516, "soft_pair_count": 1900, - "serialized_chars": 985297, - "estimated_input_tokens": 246325, - "estimated_eval_tokens": 492906 + "serialized_chars": 985312, + "estimated_input_tokens": 246328, + "estimated_eval_tokens": 492912 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 62, - "serialized_chars": 46278, - "estimated_input_tokens": 11570, - "estimated_eval_tokens": 23396 + "serialized_chars": 46269, + "estimated_input_tokens": 11568, + "estimated_eval_tokens": 23392 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "Mostly heterogeneous issue cluster with a few clear duplicate subgroups: ZeRO-3 index-out-of-bounds reports on BERT/Gemma, a torch 2.4.1 compatibility pair, and two Qwen3.5 MoE rotary-embedding device/offload reports.", - "confidence": 0.91, - "canonical_issue_reason": "No single canonical issue: the cluster is largely unrelated, with only a few small duplicate subgroups.", + "summary": "This cluster is mostly heterogeneous and splits into a few small duplicate pockets rather than one broad duplicate set. The clearest overlaps are the two DeepSpeed ZeRO-3/BERT index errors, the torch 2.4.1 compatibility reports, and the Qwen3_5Moe rotary-embedding/offload reports.", + "confidence": 0.87, + "canonical_issue_reason": "No single canonical issue fits the whole cluster: the items span unrelated bug families (DeepSpeed/BERT, Qwen/Gemma/GPT-OSS, docs cleanup, export/runtime incompatibilities).", "canonical_pr_reason": null, - "best_issue_reason": "43638 is the clearest representative of the ZeRO-3/BERT index-out-of-bounds subgroup.", + "best_issue_reason": "No global best issue; the cluster does not represent one underlying defect or change. If forced to pick a representative for the tightest subcluster, issue:43596 is the cleanest DeepSpeed ZeRO-3/BERT example, but it is not cluster-wide.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:44322", "right": "issue:45464", "accept": false, - "reason": "Different Qwen3.5 failure modes: config attribute mismatch vs streaming chat/completions bug." + "reason": "Different Qwen3.5 problems: config attribute access vs streaming chat/completions failure." }, { "left": "issue:45237", "right": "issue:45685", "accept": false, - "reason": "Unrelated hardware-specific failures: AMD GPU model loading vs MPS histogram support." + "reason": "Unrelated failures: AMD GPU support on GPT-OSS vs MPS histogram kernel on Int." }, { "left": "issue:43716", "right": "issue:45237", "accept": false, - "reason": "Different models and code paths; dtype mismatch in vision preprocessing is not the AMD GPU failure." + "reason": "Different model/runtime bugs: Mistral dtype mismatch vs GPT-OSS AMD GPU failure." }, { "left": "issue:43828", "right": "issue:45237", "accept": false, - "reason": "Different models and runtime contexts; autocast dtype mismatch is unrelated to AMD GPU loading." + "reason": "Both are dtype/device issues, but on different models and different code paths." }, { "left": "issue:45237", "right": "issue:46468", "accept": false, - "reason": "Different models and symptoms; GPT-OSS AMD GPU failure is not the Nemotron example breakage." + "reason": "GPT-OSS AMD GPU issue is not the same as the broken Nemotron example." }, { "left": "issue:45237", "right": "issue:45507", "accept": false, - "reason": "Different MoE models and failures; invalid method call is unrelated to AMD GPU execution." + "reason": "Different model-specific bugs: AMD GPU failure vs GraniteMoEHybrid invalid method call." }, { "left": "issue:30277", "right": "issue:35545", "accept": false, - "reason": "DeepSpeed collective mismatch and ONNX export error are unrelated bugs." + "reason": "DeepSpeed ZeRO-3 collective mismatch and ModernBERT ONNX export are unrelated." }, { "left": "issue:35545", "right": "issue:42915", "accept": false, - "reason": "Different export/runtime issues in different models; not the same underlying bug." + "reason": "ONNX export error and Qwen3Moe FP8 failure involve different models and mechanisms." }, { "left": "issue:35545", "right": "issue:41720", "accept": false, - "reason": "ONNX export failure and Qwen3 auto-device-map cuda assert are unrelated." + "reason": "ONNX export problem is unrelated to Qwen3 auto device-map cuda assert." }, { "left": "issue:45901", "right": "issue:46015", "accept": false, - "reason": "Different areas: table QA crash vs documentation examples cleanup." + "reason": "Table QA crash and outdated RAG examples are separate issues." }, { "left": "issue:35545", "right": "issue:36010", "accept": false, - "reason": "ONNX export error and GenerationMixin import error are separate issues." + "reason": "Model export to ONNX is unrelated to the GenerationMixin import breakage." }, { "left": "issue:44509", "right": "issue:44512", "accept": false, - "reason": "Both are docs cleanup items, but they reference different removed features and are too broad to treat as the same bug/change." + "reason": "Both are docs regressions, but they refer to different removed v5 references and look like separate cleanup items." }, { "left": "issue:44918", "right": "issue:46165", "accept": false, - "reason": "Different training issues: TRL SFT embedding unpacking vs resuming remote-code training." + "reason": "TRL SFT embedding unpacking and resuming local training with trust_remote_code are different training issues." }, { "left": "issue:46165", "right": "issue:46869", "accept": false, - "reason": "Unrelated model-loading/training resume issue vs YOLO multi-GPU device-map failure." + "reason": "Resume-training/trust_remote_code issue is unrelated to YOLO multi-GPU device-map failure." }, { "left": "issue:44805", "right": "issue:45823", "accept": false, - "reason": "Different model/runtime problems; mask/index mismatch is not the Gemma4 device mismatch." + "reason": "Generic mask-shape IndexError and Gemma4 PLE device mismatch are not the same bug." }, { "left": "issue:43638", "right": "issue:44805", "accept": false, - "reason": "Different failure classes: ZeRO-3 empty-tensor index error vs mask/tensor shape mismatch." + "reason": "BERT ZeRO-3 zero-size tensor error and mask/index shape mismatch are different failure modes." }, { - "left": "issue:43596", + "left": "issue:43638", "right": "issue:46165", "accept": false, - "reason": "Both mention training, but the underlying bugs are unrelated." + "reason": "DeepSpeed/BERT initialization failure is unrelated to resume-training with remote code." }, { "left": "issue:43596", "right": "issue:44805", "accept": false, - "reason": "Different failure modes and code paths; not the same duplicate." + "reason": "Both are IndexErrors, but the BERT ZeRO-3 zero-size case and the mask/tensor mismatch are distinct." }, { "left": "issue:44805", "right": "issue:46294", "accept": false, - "reason": "Mask/tensor shape mismatch is unrelated to Qwen3.5 video feature-token mismatch." + "reason": "Mask/index shape mismatch is unrelated to Qwen3.5 video apply_chat_template token/feature mismatch." }, { - "left": "issue:46165", - "right": "issue:46468", + "left": "issue:44805", + "right": "issue:45161", "accept": false, - "reason": "Remote-code training resume issue and Nemotron example breakage are unrelated." + "reason": "These are different failures: mask shape mismatch vs GPT-OSS MoE tensor-parallel issue." }, { - "left": "issue:44805", - "right": "issue:45161", + "left": "issue:46165", + "right": "issue:46468", "accept": false, - "reason": "Different problems in different models; no shared concrete bug." + "reason": "Remote-code resume training and Nemotron example breakage are unrelated." }, { "left": "issue:44560", "right": "issue:46165", "accept": false, - "reason": "Qwen3.5 video StopIteration and remote-code resume are unrelated." + "reason": "Qwen3-vl video StopIteration and remote-code resume training are different problems." }, { "left": "issue:34634", "right": "issue:35545", "accept": false, - "reason": "BarkProcessor voice preset issue is unrelated to ModernBERT ONNX export." + "reason": "BarkProcessor voice preset and ModernBERT ONNX export do not share the same underlying defect." }, { "left": "issue:30277", "right": "issue:43638", "accept": false, - "reason": "Both involve DeepSpeed, but the reported failures are different and not the same code path." + "reason": "Different DeepSpeed-related errors affecting different models and code paths." }, { "left": "issue:43596", "right": "issue:43638", "accept": true, - "reason": "Same ZeRO-3 index-out-of-bounds failure on BERT-class models during init/loading." + "reason": "Near-identical DeepSpeed ZeRO-3/BERT zero-size tensor IndexError; same underlying initialization bug." }, { "left": "issue:43039", "right": "issue:45161", "accept": false, - "reason": "Liger Kernel cross-entropy routing and GPT-OSS tensor-parallel failure are different bugs." + "reason": "Liger Kernel cross_entropy call issue is not the same as GPT-OSS MoE tensor-parallel failure." }, { "left": "issue:43975", "right": "issue:44457", "accept": false, - "reason": "Incorrect detokenization and LoRA merge/save reload mismatch are unrelated." + "reason": "Incorrect detokenization and LoRA weight merge/save/load inconsistency are unrelated." }, { "left": "issue:44292", "right": "issue:44457", "accept": false, - "reason": "Qwen3 NVFP4 runtime failure and LoRA merge inconsistency are unrelated." + "reason": "Qwen-3-8B NVFP4 runtime error and LoRA merge/save mismatch are different issues." }, { "left": "issue:44841", "right": "issue:46661", "accept": false, - "reason": "Processor failure and remote-code config_class error are different issues." + "reason": "Processor failure for Voxtral and remote-code config_class AttributeError are unrelated." }, { "left": "issue:43716", "right": "issue:46869", "accept": false, - "reason": "Different models and symptoms; not the same bug." + "reason": "Mistral dtype mismatch and YOLO multi-GPU device-map failure are different bugs." }, { "left": "issue:24643", "right": "issue:30277", "accept": false, - "reason": "Both mention DeepSpeed, but the runtime errors are different and not the same root cause." + "reason": "DeepSpeed training weight-dimension error and Jamba ZeRO-3 collective mismatch are distinct." }, { "left": "issue:34928", "right": "issue:44805", "accept": false, - "reason": "FSDP checkpointing recomputation mismatch is unrelated to mask indexing errors." + "reason": "Activation-checkpointing/FSDP recompute mismatch is unrelated to mask/tensor indexing errors." }, { "left": "issue:45685", "right": "issue:46869", "accept": false, - "reason": "MPS histogram limitation and YOLO multi-GPU device mapping are unrelated." + "reason": "MPS histogram kernel issue is unrelated to YOLO device-map failure." }, { "left": "issue:45859", "right": "issue:45902", "accept": true, - "reason": "Same Qwen3_5MoeTextRotaryEmbedding device/offload materialization problem around inv_freq handling." + "reason": "Both point to the same Qwen3_5MoeTextRotaryEmbedding/offload-materialization bug around inv_freq handling." }, { "left": "issue:34928", "right": "issue:36331", "accept": false, - "reason": "Activation-checkpointing tensor-size mismatch and trainer kwarg incompatibility are unrelated." + "reason": "FSDP activation-checkpointing mismatch and CustomTrainer compute_loss signature break are unrelated." }, { "left": "issue:43638", "right": "issue:45161", "accept": false, - "reason": "ZeRO-3 BERT index error and GPT-OSS tensor-parallel failure are unrelated." + "reason": "BERT ZeRO-3 init failure and GPT-OSS tensor-parallel failure are not the same defect." }, { "left": "issue:43596", "right": "issue:45161", "accept": false, - "reason": "Same as above: different models and different failure modes." + "reason": "Different models and mechanisms: BERT ZeRO-3 index error vs GPT-OSS TP issue." }, { "left": "issue:43716", "right": "issue:45507", "accept": false, - "reason": "Different bugs in different models; dtype mismatch is not the invalid-method issue." + "reason": "Mistral dtype mismatch and GraniteMoEHybrid invalid method call are unrelated." }, { "left": "issue:44292", "right": "issue:45237", "accept": false, - "reason": "Qwen3 NVFP4 runtime failure and AMD GPU device-map failure are unrelated." + "reason": "Qwen-3-8B NVFP4 runtime error does not match the GPT-OSS AMD GPU failure." }, { - "left": "issue:44841", - "right": "issue:46015", + "left": "issue:45874", + "right": "issue:46294", "accept": false, - "reason": "Processor bug and outdated RAG docs are unrelated." + "reason": "Gemma4 inputs_embeds reverse-lookup issue and Qwen3.5 video token/feature mismatch are different problems." }, { - "left": "issue:43039", - "right": "issue:43828", + "left": "issue:39290", + "right": "issue:45081", "accept": false, - "reason": "Liger Kernel cross-entropy call and Phi-tiny-MoE autocast dtype mismatch are different failures." + "reason": "Gemma3TextConfig attribute regression with vLLM and Mistral regex patch crash are unrelated." }, { - "left": "issue:30277", - "right": "issue:36331", - "accept": false, - "reason": "DeepSpeed collective mismatch and custom trainer loss-signature mismatch are unrelated." + "left": "issue:45800", + "right": "issue:46515", + "accept": true, + "reason": "Same underlying torch 2.4.1 compatibility problem, with one report naming the paired transformers version explicitly." }, { - "left": "issue:34928", - "right": "issue:36010", + "left": "issue:45823", + "right": "issue:45874", "accept": false, - "reason": "FSDP checkpointing mismatch and GenerationMixin import error are unrelated." + "reason": "Gemma4 device mismatch and Gemma4 expensive reverse embedding lookup are separate forward-path issues." }, { - "left": "issue:45237", - "right": "issue:46015", + "left": "issue:34928", + "right": "issue:41720", "accept": false, - "reason": "AMD GPU model failure and docs cleanup are unrelated." + "reason": "FSDP checkpointing mismatch and Qwen3 auto device-map cuda assert are unrelated." }, { - "left": "issue:43039", - "right": "issue:44805", + "left": "issue:43425", + "right": "issue:44292", "accept": false, - "reason": "Different code paths; Liger Kernel cross-entropy is unrelated to mask shape mismatch." + "reason": "Generic Torch 2.10 incompatibility and Qwen NVFP4 runtime error are not the same issue." }, { - "left": "issue:45800", - "right": "issue:46515", - "accept": true, - "reason": "Same torch 2.4.1 compatibility problem." + "left": "issue:43828", + "right": "issue:45161", + "accept": false, + "reason": "Phi-tiny-MoE autocast dtype mismatch and GPT-OSS TP failure are different model/runtime bugs." }, { - "left": "issue:45823", - "right": "issue:45874", + "left": "issue:43541", + "right": "issue:43716", "accept": false, - "reason": "Gemma4 device mismatch and reverse embedding lookup are different issues." + "reason": "Mixtral grouped_mm tracing error and Mistral image-preprocessor dtype mismatch are distinct." }, { - "left": "issue:39290", - "right": "issue:45081", + "left": "issue:43828", + "right": "issue:44292", "accept": false, - "reason": "Gemma3 config attribute error and Mistral tokenizer regex patch crash are unrelated." + "reason": "Different models and different failure modes: autocast dtype mismatch vs NVFP4 runtime error." }, { "left": "issue:43716", "right": "issue:45685", "accept": false, - "reason": "Different models and backends; not the same bug." + "reason": "Mistral dtype mismatch and MPS histogram kernel limitation are unrelated." }, { "left": "issue:45507", "right": "issue:45685", "accept": false, - "reason": "Different MoE/model-specific failures on unrelated platforms." + "reason": "GraniteMoEHybrid invalid method and MPS histogram kernel issue are unrelated." }, { "left": "issue:44292", "right": "issue:44918", "accept": false, - "reason": "Qwen3 NVFP4 runtime failure and SFT embedding unpacking are unrelated." + "reason": "Qwen NVFP4 runtime error and TRL SFT embedding unpack failure are different bugs." + }, + { + "left": "issue:43716", + "right": "issue:44292", + "accept": false, + "reason": "Different models and code paths: Mistral preprocessing dtype mismatch vs Qwen NVFP4 runtime error." }, { "left": "issue:44918", "right": "issue:45161", "accept": false, - "reason": "Different model-training bugs; no shared concrete fix." + "reason": "TRL SFT input-embedding unpacking and GPT-OSS tensor-parallel failure are unrelated." }, { "left": "issue:43039", "right": "issue:44918", "accept": false, - "reason": "Liger Kernel cross-entropy issue and Qwen3.5 embedding unpacking are unrelated." + "reason": "Liger Kernel cross_entropy usage and TRL SFT unpacking failure are different issues." }, { "left": "issue:41762", "right": "issue:43638", - "accept": true, - "reason": "Same ZeRO-3 empty-tensor index-out-of-bounds bug during model loading/init." + "accept": false, + "reason": "Gemma3 ZeRO-3 loading issue and BERT ZeRO-3 loading issue are different model-specific bugs." }, { "left": "issue:43827", "right": "issue:44512", "accept": false, - "reason": "Both are docs issues, but they cover different removed references and are not the same underlying change." - }, - { - "left": "issue:43425", - "right": "issue:44292", - "accept": false, - "reason": "Torch version incompatibility and Qwen3 NVFP4 runtime error are unrelated." - }, - { - "left": "issue:43828", - "right": "issue:45161", - "accept": false, - "reason": "Different bugs: autocast dtype mismatch vs tensor-parallel failure." - }, - { - "left": "issue:43541", - "right": "issue:43716", - "accept": false, - "reason": "Mixtral grouped_mm tracing failure and Mistral-3 dtype mismatch are unrelated." - }, - { - "left": "issue:43828", - "right": "issue:44292", - "accept": false, - "reason": "Phi-tiny-MoE autocast issue and Qwen3 NVFP4 failure are unrelated." + "reason": "Both are docs regressions, but they cite different removed v5 artifacts and do not look like one concrete change." }, { "left": "issue:43828", "right": "issue:45685", "accept": false, - "reason": "Different model/runtime problems; autocast mismatch is unrelated to MPS histogram support." - }, - { - "left": "issue:43425", - "right": "issue:44292", - "accept": false, - "reason": "Torch compatibility and Qwen3 NVFP4 runtime failure are not the same issue." + "reason": "Phi autocast mismatch and MPS histogram Int limitation are unrelated." }, { - "left": "issue:43828", - "right": "issue:44292", + "left": "issue:43039", + "right": "issue:43828", "accept": false, - "reason": "Different models and error surfaces; no common duplicate." + "reason": "Liger Kernel cross_entropy issue and Phi autocast dtype mismatch are different defects." }, { - "left": "issue:43541", - "right": "issue:43716", + "left": "issue:30277", + "right": "issue:36331", "accept": false, - "reason": "Different concrete failures and code paths." + "reason": "DeepSpeed collective mismatch and CustomTrainer signature mismatch are unrelated." }, { - "left": "issue:43828", - "right": "issue:44292", + "left": "issue:34928", + "right": "issue:36010", "accept": false, - "reason": "Different models and error classes; not duplicates." + "reason": "FSDP activation-checkpointing recompute error and GenerationMixin import error are unrelated." }, { - "left": "issue:43828", - "right": "issue:45685", + "left": "issue:45237", + "right": "issue:46015", "accept": false, - "reason": "Same general theme of runtime issues, but not the same underlying bug." + "reason": "GPT-OSS AMD GPU failure and outdated RAG docs are unrelated." }, { - "left": "issue:45874", - "right": "issue:46294", + "left": "issue:43039", + "right": "issue:44805", "accept": false, - "reason": "Gemma4 reverse embedding lookup and Qwen3.5 video apply_chat_template mismatch are unrelated." + "reason": "Liger Kernel cross_entropy issue and mask-shape IndexError are unrelated." } ] }, "evaluator_result": { "accept": true, - "feedback": "Grounded overall. The cluster is heterogeneous, and the named subgroups are supported by the packet: the ZeRO-3 index-out-of-bounds issues (43596/43638, with 41762 as a close variant), the torch 2.4.1 compatibility pair (45800/46515), and the Qwen3_5MoeTextRotaryEmbedding offload/materialization pair (45859/45902). The other soft-edge rejections are conservative and do not overstate linkage." + "feedback": "The clustering judgment is grounded in the packet and appropriately conservative. The summary reflects the evident heterogeneity of the issue set and only calls out the few duplicate pockets that are well supported by titles/body themes (notably 43596/43638, 45859/45902, and 45800/46515). Rejected soft-edge pairs are generally justified without overclaiming cross-model equivalence, so I don\u2019t see an evidence overstatement here." }, "evaluator_used": true, "retried": false, @@ -576,8 +552,8 @@ "review_unit_count": 63, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-516", "nodes": [ @@ -641,8 +617,8 @@ "issue:45237|issue:45901", "issue:43039|issue:44560", "issue:45823|issue:46294", - "issue:43975|issue:46015", "issue:44841|issue:45823", + "issue:43975|issue:46015", "issue:43866|issue:46772", "issue:44863|issue:46015", "issue:45020|issue:46304", @@ -655,8 +631,8 @@ "issue:43792|issue:45901", "issue:43854|issue:43866", "issue:43425|issue:45070", - "issue:43975|issue:45901", "issue:43792|issue:45070", + "issue:43975|issue:45901", "issue:45362|issue:45464", "issue:43596|issue:45800", "issue:43541|issue:46869", @@ -674,20 +650,20 @@ "issue:43572|issue:45070", "issue:45800|issue:45823" ], - "prepared_review_unit_hash": "51a072d30ceece21737c11739dce0b5fef361c1465a265896e4db8d2a46117c5", + "prepared_review_unit_hash": "41bf79250edd13f14e700dc512d6051988b0f825e76ce5167477e01cbe31fabe", "component_budget": { "node_count": 516, "item_count": 516, "soft_pair_count": 1900, - "serialized_chars": 985297, - "estimated_input_tokens": 246325, - "estimated_eval_tokens": 492906 + "serialized_chars": 985312, + "estimated_input_tokens": 246328, + "estimated_eval_tokens": 492912 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 42, - "serialized_chars": 40040, + "serialized_chars": 40037, "estimated_input_tokens": 10010, "estimated_eval_tokens": 20276 }, @@ -696,270 +672,270 @@ "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "Mostly heterogeneous issue cluster with a small tokenizer-regression subgroup. One soft duplicate looks plausible; the rest are different model, subsystem, or symptom reports.", - "confidence": 0.28, - "canonical_issue_reason": "Issue 45920 is the broadest and most representative report in the tokenizer-regression subgroup, describing wrong token IDs across multiple models under v5.", + "summary": "The cluster is mostly a loose collection of unrelated model-loading, runtime, and docs issues. The only clear duplicate-style match is the v5 AutoTokenizer token-ID regression, where a Granite-specific report is subsumed by a broader multi-model regression report.", + "confidence": 0.86, + "canonical_issue_reason": "issue:45920 is the best umbrella issue: it describes the same concrete tokenizer regression at a broader scope and subsumes the Granite-specific report.", "canonical_pr_reason": null, - "best_issue_reason": "Best single issue to anchor the cluster: 45920, since it covers the widest surface area of the shared AutoTokenizer regression.", + "best_issue_reason": "issue:45920 is the strongest representative for the cluster because it captures the shared, concrete v5 tokenization regression and is the broadest actionable duplicate target.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:45800", "right": "issue:46304", "accept": false, - "reason": "Both mention version breakage, but one is torch compatibility and the other is USE_DISTRIBUTED=0 support; different failures." + "reason": "Both mention torch/version compatibility, but they describe different breakages and code paths, not the same bug." }, { "left": "issue:43296", "right": "issue:46304", "accept": false, - "reason": "vLLM/Gemma3 load failure vs PyTorch distributed build issue; unrelated concrete bugs." + "reason": "One is a vLLM/PaddleOCR-VL load failure; the other is a PyTorch distributed support regression. Different underlying problems." }, { "left": "issue:43866", "right": "issue:46402", "accept": false, - "reason": "Different models and symptoms: corrupted checkpoint vs text encoder weights not loaded." + "reason": "Checkpoint corruption versus missing text-encoder weights are different failure modes and likely different fixes." }, { "left": "issue:41762", "right": "issue:43596", "accept": false, - "reason": "Both are IndexErrors during ZeRO-3 loading, but on different models and likely different code paths." + "reason": "Both are ZeRO-3 index errors, but they involve different models and loading paths; not enough evidence of the same bug." }, { "left": "issue:39290", "right": "issue:41720", "accept": false, - "reason": "Gemma3 config attribute error in vLLM vs Qwen3 auto device-map CUDA assert; unrelated." + "reason": "Different symptoms and code paths: Gemma3 config attribute error versus Qwen3 auto device-map CUDA assert." }, { "left": "issue:43901", "right": "issue:44512", "accept": false, - "reason": "Both are docs issues only; they cover different documentation mismatches." + "reason": "Both are docs issues, but they concern unrelated documentation changes." }, { "left": "issue:44589", "right": "issue:46304", "accept": false, - "reason": "Storage/type lookup error vs distributed-build compatibility issue; not the same bug." + "reason": "Storage type lookup failure is unrelated to the PyTorch distributed compatibility regression." }, { "left": "issue:45237", "right": "issue:45901", "accept": false, - "reason": "Different task and failure surface: AMD GPU runtime vs table-question-answering crash." + "reason": "Different tasks and failure modes; no shared concrete bug." }, { "left": "issue:43039", "right": "issue:44560", "accept": false, - "reason": "Liger Kernel cross-entropy call issue vs Qwen3-VL video StopIteration; unrelated." + "reason": "Liger Kernel cross-entropy dispatch and Qwen3-vl video StopIteration are unrelated." }, { "left": "issue:45823", "right": "issue:46294", "accept": false, - "reason": "Both involve model execution, but one is Gemma4 device placement and the other is Qwen video chat templating." + "reason": "Both involve Gemma/Qwen multimodal behavior, but the reported device-mismatch and video token mismatch are different bugs." }, { - "left": "issue:43975", - "right": "issue:46015", + "left": "issue:44841", + "right": "issue:45823", "accept": false, - "reason": "Detokenization regression vs outdated RAG examples; different scopes entirely." + "reason": "Processor loading failure and PLE device mismatch are different code paths." }, { - "left": "issue:44841", - "right": "issue:45823", + "left": "issue:43975", + "right": "issue:46015", "accept": false, - "reason": "Processor failure for Voxtral vs Gemma4 device mismatch; different model families and bugs." + "reason": "Detokenization regression and outdated RAG examples are unrelated." }, { "left": "issue:43866", "right": "issue:46772", "accept": false, - "reason": "Checkpoint corruption report vs NVFP4 compatibility for DiffusionGemma; not duplicates." + "reason": "Corrupted checkpoint versus ModelOpt compatibility are different issues." }, { "left": "issue:44863", "right": "issue:46015", "accept": false, - "reason": "NemotronH checkpoint loading vs docs examples; unrelated." + "reason": "NemotronH checkpoint loading and RAG docs are unrelated." }, { "left": "issue:45020", "right": "issue:46304", "accept": false, - "reason": "Remote-code breakage from recent versions vs PyTorch build/distributed support issue; different causes." + "reason": "Both are broad version-regression reports, but they target different concrete failures and code paths." }, { "left": "issue:45812", "right": "issue:45920", "accept": true, - "reason": "Both report v5 AutoTokenizer returning wrong token IDs across models; same regression family and plausibly one fix." + "reason": "Same underlying v5 AutoTokenizer token-ID regression; 45920 is the broader umbrella report." }, { "left": "issue:43872", "right": "issue:46304", "accept": false, - "reason": "bitsandbytes parameter incompatibility vs USE_DISTRIBUTED=0 support breakage; unrelated." + "reason": "bitsandbytes parameter incompatibility is not the same bug as the PyTorch USE_DISTRIBUTED regression." }, { "left": "issue:44292", "right": "issue:46015", "accept": false, - "reason": "Qwen NVFP4 runtime error vs RAG docs issue; no shared bug." + "reason": "Model runtime error versus documentation issue; unrelated." }, { "left": "issue:43866", "right": "issue:44863", "accept": false, - "reason": "Corrupted checkpoint vs model implementation cannot load checkpoints; different failure modes." + "reason": "Checkpoint corruption and NemotronH load failure are not the same underlying bug." }, { "left": "issue:39290", "right": "issue:43531", "accept": false, - "reason": "Different models and different sliding-window/config complaints; not the same underlying defect." + "reason": "Both mention Qwen3-family models, but the config attribute error and sliding-window issue are distinct." }, { "left": "issue:41093", "right": "issue:43638", "accept": false, - "reason": "Both are IndexErrors, but one is a mask-length mismatch and the other is a ZeRO-3 init/loading issue." + "reason": "Similar IndexError wording, but different model setups and likely different root causes." }, { "left": "issue:43792", "right": "issue:45901", "accept": false, - "reason": "Whisper load problem vs table-question-answering crash; unrelated." + "reason": "Whisper model loading and table-question-answering crashes are unrelated." }, { "left": "issue:43854", "right": "issue:43866", "accept": false, - "reason": "Unit-test load failure for GLM-4.7 Flash vs corrupted Ovis2 checkpoint; different root causes." + "reason": "Unit-test loading failure for GLM-4.7-Flash versus checkpoint corruption for Ovis2 are different problems." }, { "left": "issue:43425", "right": "issue:45070", "accept": false, - "reason": "Generic torch incompatibility vs pydantic PretrainedConfig field breakage; unrelated." + "reason": "One is torch compatibility in general, the other is a Pydantic config-field regression; different concrete failures." }, { - "left": "issue:43975", - "right": "issue:45901", + "left": "issue:43792", + "right": "issue:45070", "accept": false, - "reason": "Detokenization regression vs table QA crash; not duplicates." + "reason": "Whisper loading and PretrainedConfig/Pydantic regression are unrelated." }, { - "left": "issue:43792", - "right": "issue:45070", + "left": "issue:43975", + "right": "issue:45901", "accept": false, - "reason": "Whisper runtime/load issue vs pydantic model field regression; different bugs." + "reason": "A detokenization bug and a table-QA crash are different code paths." }, { "left": "issue:45362", "right": "issue:45464", "accept": false, - "reason": "Both mention Qwen3.5, but one is chat crash and the other is streaming chat/completions API failure." + "reason": "Both involve Qwen3.5 and chat, but the reported crash paths differ and are not clearly the same bug." }, { "left": "issue:43596", "right": "issue:45800", "accept": false, - "reason": "ZeRO-3 IndexError vs torch/transformers version incompatibility; different problem classes." + "reason": "Both are versioned compatibility-style issues, but they do not describe the same failure." }, { "left": "issue:43541", "right": "issue:46869", "accept": false, - "reason": "Mixtral dynamo grouped_mm error vs YOLO multi-GPU device-map failure; unrelated." + "reason": "Mixtral tracing/grouped_mm failure is unrelated to YOLO multi-GPU device-map auto failure." }, { "left": "issue:44292", "right": "issue:45901", "accept": false, - "reason": "NVFP4 model run failure vs table QA crash; different subsystems." + "reason": "Different models and failures; no shared underlying bug." }, { "left": "issue:39290", "right": "issue:45823", "accept": false, - "reason": "Gemma3/vLLM config attribute error vs Gemma4 device placement mismatch; different code paths." + "reason": "Different model families and different runtime failures; not the same issue." }, { "left": "issue:45464", "right": "issue:45685", "accept": false, - "reason": "Chat streaming API failure vs MPS histogram operator limitation; unrelated." + "reason": "Streaming chat API failure and MPS histogram issue are unrelated." }, { "left": "issue:36010", "right": "issue:39290", "accept": false, - "reason": "ImportError for GenerationMixin vs Gemma3 config attribute missing; different APIs and failures." + "reason": "ImportError for GenerationMixin is unrelated to the Gemma3 config attribute error." }, { "left": "issue:43541", "right": "issue:45685", "accept": false, - "reason": "Torch dynamo grouped_mm tracing error vs MPS histogram op limitation; unrelated." + "reason": "Grouped_mm tracing error and MPS histogram not implemented are different bugs." }, { "left": "issue:43541", "right": "issue:43828", "accept": false, - "reason": "Mixtral dynamo tracing error vs dtype mismatch under autocast; different bugs." + "reason": "Both are MoE/mixed-precision-related, but grouped_mm tracing and autocast dtype mismatch are distinct failures." }, { "left": "issue:44841", "right": "issue:45084", "accept": false, - "reason": "Voxtral processor failure vs template-node compile error; unrelated." + "reason": "Processor loading for Voxtral and template-node compilation error are unrelated." }, { "left": "issue:45507", "right": "issue:46869", "accept": false, - "reason": "Invalid method call in GraniteMoEHybrid vs YOLO multi-GPU device-map issue; different models and symptoms." + "reason": "GraniteMoEHybrid invalid method call and YOLO multi-GPU device-map failure are different bugs." }, { "left": "issue:43404", "right": "issue:43866", "accept": false, - "reason": "Weight-tying bug in Mistral3 vs corrupted Ovis2 checkpoint; not the same bug." + "reason": "Weight tying bug in Mistral3 and checkpoint corruption in Ovis2 are unrelated." }, { "left": "issue:41093", "right": "issue:41762", "accept": false, - "reason": "Different IndexError forms and different setups; not enough to treat as one bug." + "reason": "Both are IndexErrors, but the tensor-shape mismatch and ZeRO-3 zero-size indexing are different issues." }, { "left": "issue:45399", "right": "issue:46661", "accept": false, - "reason": "flash-attn2 fallback blocked by checks vs remote-code model_class config_class attribute error; unrelated." + "reason": "Flash-Attn fallback gating and remote-code config_class failure are different concrete code paths." }, { "left": "issue:43572", "right": "issue:45070", "accept": false, - "reason": "Missing pad_token_idx in StableLmConfig vs pydantic PretrainedConfig field breakage; different issues." + "reason": "Missing pad_token_idx in StableLmConfig and broken PretrainedConfig field handling are different regressions." }, { "left": "issue:45800", "right": "issue:45823", "accept": false, - "reason": "Torch/transformers compatibility vs Gemma4 device mismatch; unrelated." + "reason": "Torch/version incompatibility and Gemma4 device-mismatch during forward are unrelated." } ] }, "evaluator_result": { "accept": true, - "feedback": "The cluster summary is grounded in the packet and stays conservative: it identifies one plausible tokenizer-regression subgroup while treating the rest as heterogeneous. The lone accepted soft pair (45812/45920) is a reasonable same-bug fit, and the other verdicts do not overstate duplication evidence." + "feedback": "The summary is grounded in the packet and stays conservative. The only clearly supported duplicate-style relationship is 45812 \u0016 45920, and the umbrella/canonical choice is justified by the broader token-ID regression in 45920. The other pairwise verdicts appropriately avoid overclaiming shared root causes from title-level similarity alone." }, "evaluator_used": true, "retried": false, @@ -975,8 +951,8 @@ "review_unit_count": 63, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-516", "nodes": [ @@ -1061,226 +1037,226 @@ "issue:45183|issue:46463", "issue:44863|issue:45005" ], - "prepared_review_unit_hash": "ea0a3491be8bb687aa06e83ac1a6cd49875f74e14515a683b6538dacc48e2adf", + "prepared_review_unit_hash": "10b79f13ce77983483b7f179d0ccc599f72aa99ba75b3c555d29ed6fafcc7906", "component_budget": { "node_count": 516, "item_count": 516, "soft_pair_count": 1900, - "serialized_chars": 985297, - "estimated_input_tokens": 246325, - "estimated_eval_tokens": 492906 + "serialized_chars": 985312, + "estimated_input_tokens": 246328, + "estimated_eval_tokens": 492912 }, "budget": { "node_count": 47, "item_count": 47, "soft_pair_count": 31, - "serialized_chars": 36239, - "estimated_input_tokens": 9060, - "estimated_eval_tokens": 18376 + "serialized_chars": 36243, + "estimated_input_tokens": 9061, + "estimated_eval_tokens": 18378 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "Most pairs are distinct model-specific bugs or regressions. The only strong duplicate match is the custom-code caching/path collision pair around `trust_remote_code` and `from_pretrained` loading the wrong module after save/load.", - "confidence": 0.69, - "canonical_issue_reason": "issue:45632 is the clearest root-cause report: it names the cache-path collision for `trust_remote_code` on local models with the same leaf directory name, which likely explains the related wrong-module loading symptom in issue:45698.", + "summary": "This cluster is mostly a loose semantic grouping of unrelated Transformers bug reports. Only two soft edges look duplicate-like: the remote-code/custom-module cache collision pair, and the Qwen video-input regression pair.", + "confidence": 0.67, + "canonical_issue_reason": "issue:45632 is the clearest root-cause report in the strongest duplicate-like pair, with a specific cache-path collision explanation that matches the downstream wrong-module symptom.", "canonical_pr_reason": null, - "best_issue_reason": "issue:45632 is the best representative issue because it describes the underlying mechanism directly and is the most actionable canonical target for deduplication.", + "best_issue_reason": "issue:45632 is the best representative issue here because it states the underlying bug most directly and can serve as the canonical target for the related wrong-module load report.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:43296", "right": "issue:43366", "accept": false, - "reason": "Different failures: PaddleOCR-VL load failure in vLLM vs GGUF gpt-oss architecture support." + "reason": "Different models and failures: PaddleOCR-VL loading in vLLM vs GGUF support for gpt-oss." }, { "left": "issue:44805", "right": "issue:44918", "accept": false, - "reason": "Both mention tensor shape problems, but the contexts differ: mask/index mismatch vs embedding unpacking in TRL SFT." + "reason": "Both are shape/index errors, but the contexts differ: mask-length mismatch vs TRL SFT embedding unpacking." }, { "left": "issue:43541", "right": "issue:45161", "accept": false, - "reason": "Different MoE/Torch Dynamo tracing vs tensor-parallel support problems; not the same code-path." + "reason": "Different code paths and goals: torch-dynamo grouped_mm tracing vs tensor-parallel support for GPT-OSS MoE." }, { "left": "issue:43828", "right": "issue:45464", "accept": false, - "reason": "Both are dtype/streaming-related model issues, but one is autocast on Phi-tiny-MoE and the other is Qwen3.5 chat/completions streaming." + "reason": "Autocast dtype mismatch on Phi MoE is unrelated to a streaming chat/completions failure on Qwen3.5-0.8B." }, { "left": "issue:43366", "right": "issue:45464", "accept": false, - "reason": "Unrelated: GGUF gpt-oss architecture support vs Qwen3.5 streaming inference failure." + "reason": "No shared bug: GGUF architecture support request vs Qwen streaming inference failure." }, { "left": "issue:44291", "right": "issue:45070", "accept": false, - "reason": "Init-empty-weights argument incompatibility is separate from the pydantic `PretrainedConfig` field breakage." + "reason": "One is an init_empty_weights argument regression; the other is a pydantic PretrainedConfig field breakage." }, { "left": "issue:44387", "right": "issue:45005", "accept": false, - "reason": "Quantization memory/OOM regression and tied-weights translation-model bug are different issues." + "reason": "Int4 OOM from reserved memory growth is not the same as tied-weight issues in translation models." }, { "left": "issue:43531", "right": "issue:45070", "accept": false, - "reason": "Qwen3-MoE sliding-window behavior is unrelated to the pydantic config-field regression." + "reason": "Qwen3-MoE sliding_window handling is unrelated to the PretrainedConfig/pydantic issue." }, { "left": "issue:41093", "right": "issue:43596", "accept": false, - "reason": "Both are IndexErrors, but one is mask length mismatch and the other is zero-sized tensor indexing under DeepSpeed ZeRO3." + "reason": "Both are IndexErrors, but they involve different models and different failing paths." }, { "left": "issue:43716", "right": "issue:46294", "accept": false, - "reason": "Different multimodal modalities: image preprocessor dtype mismatch vs video token/feature mismatch." + "reason": "Image preprocessor dtype mismatch is a different multimodal bug than video feature/token count mismatch." }, { "left": "issue:45020", "right": "issue:45800", "accept": false, - "reason": "Remote-code model breakage is broader and different from the torch/transformers version incompatibility." + "reason": "Remote-code breakage and torch/transformers version incompatibility are different underlying problems." }, { "left": "issue:44479", "right": "issue:46294", - "accept": false, - "reason": "Both are video-related Qwen regressions, but the first is a broad v5.3.0 regression across multiple models while the second is a specific apply_chat_template mismatch." + "accept": true, + "reason": "Both describe Qwen video-input regressions with feature/token/template mismatch symptoms in the same model family." }, { "left": "issue:43054", "right": "issue:43994", "accept": false, - "reason": "Same family and similar symptoms, but one reports worse text embeddings and the other nonsensical AutoModel/pipeline outputs; not enough to treat as one bug." + "reason": "SigLIP2 embedding quality regression is not the same as nonsensical pipeline outputs/load behavior." }, { "left": "issue:46468", "right": "issue:46869", "accept": false, - "reason": "Official Nemotron example breakage and YOLO multi-GPU device-map failure are unrelated." + "reason": "Nemotron example breakage and YOLO multi-GPU device-map failure are unrelated." }, { "left": "issue:43596", "right": "issue:46165", "accept": false, - "reason": "Different remote-code/loading failures: ZeRO3 init index error vs resume-training with local downloaded model." + "reason": "Zero3/BertModel indexing error is a different issue than resuming local-model training with trust_remote_code." }, { "left": "issue:45759", "right": "issue:45902", "accept": false, - "reason": "Composite Qwen config unwrapping issue is separate from uninitialized rotary embedding memory after meta-to-empty materialization." + "reason": "Composite Qwen config unwrapping and uninitialized-memory rotary embedding are different bugs." }, { "left": "issue:46640", "right": "issue:46661", "accept": false, - "reason": "Flash Attention 2 availability/configuration issue is unrelated to remote-code model_class/config_class AttributeError." + "reason": "Flash Attention 2 issue and remote-code model_class/config_class error do not share the same root cause." }, { "left": "issue:43716", "right": "issue:44918", "accept": false, - "reason": "Image-preprocessor dtype mismatch is unrelated to Qwen3.5 input-embedding unpacking with TRL." + "reason": "Different model families and failures: image dtype mismatch vs TRL embedding unpacking." }, { "left": "issue:39186", "right": "issue:44918", "accept": false, - "reason": "FSDP weight-dimension error is a different failure mode from Qwen3.5 embedding unpacking." + "reason": "FSDP weight-shape failure is unrelated to Qwen3.5 embedding unpacking in TRL." }, { "left": "issue:43645", "right": "issue:45399", "accept": false, - "reason": "Jupyter/custom-model initialization breakage is unrelated to flash-attn fallback gating." + "reason": "Custom-model Jupyter initialization and flash-attn2 fallback gating are different issues." }, { "left": "issue:40990", "right": "issue:44960", "accept": false, - "reason": "High perplexity on gpt-oss-20b and the GLM5 issue are different model/regression reports." + "reason": "High perplexity on gpt-oss-20b and GLM5 support/loading are unrelated." }, { "left": "issue:45632", "right": "issue:45698", "accept": true, - "reason": "Both point to the same trust_remote_code/custom-module resolution bug: a path/cache collision leading to the wrong module being loaded after save/load." + "reason": "Both point to the same remote-code custom-module loading bug: cache/path collision leading to the wrong module being loaded after save/from_pretrained." }, { "left": "issue:42915", "right": "issue:45399", "accept": false, - "reason": "FineGrainedFP8Config failure and flash-attn fallback blocking are separate quantization/feature-availability issues." + "reason": "Qwen3Moe FP8 failure is unrelated to flash-attn2 fallback blocking." }, { "left": "issue:43404", "right": "issue:45005", "accept": false, - "reason": "Tied lm_head weights in Mistral3 conditional generation is not the same as translation-model tied-weight issues in v5." + "reason": "Mistral3 tied lm_head weights and translation-model tied-weight regressions are not the same concrete bug." }, { "left": "issue:44360", "right": "issue:44512", "accept": false, - "reason": "A DSA indexer design discussion is unrelated to docs mentioning a removed run command." + "reason": "DSA indexer activation discussion and docs about a removed run command are unrelated." }, { "left": "issue:43873", "right": "issue:45005", "accept": false, - "reason": "Offloading/quantization behavior is a different problem from tied weights on translation models." + "reason": "Quantization/offloading behavior is a different problem from tied-weight handling." }, { "left": "issue:44492", "right": "issue:44512", "accept": false, - "reason": "Cache-strategy typo and removed-command documentation are unrelated." + "reason": "Cache-strategy typo and documentation about a removed command are separate issues." }, { "left": "issue:44530", "right": "issue:45005", "accept": false, - "reason": "PagedAttentionCache linear_attention crash is not the same as tied-weight translation-model issues." + "reason": "PagedAttentionCache linear_attention crash is not the same as tied-weight bugs." }, { "left": "issue:44918", "right": "issue:45507", "accept": false, - "reason": "Qwen3.5 embedding unpacking and GraniteMoEHybrid invalid-method calls are different bugs." + "reason": "Qwen3.5 TRL embedding issue and GraniteMoEHybrid invalid method are unrelated." }, { "left": "issue:45183", "right": "issue:46463", "accept": false, - "reason": "The XOR input validation bug is broader than the T5 decoder-input error-message issue." + "reason": "Both concern validation/error messaging, but they target different validation paths and model families." }, { "left": "issue:44863", "right": "issue:45005", "accept": false, - "reason": "NemotronH checkpoint loading failure is unrelated to tied-weight translation model behavior." + "reason": "NemotronH checkpoint loading and translation-model tied weights are unrelated." } ] }, "evaluator_result": { "accept": true, - "feedback": "The summary is grounded in the packet and stays conservative. The lone accepted duplicate pair (issue:45632 / issue:45698) is well supported by the titles and the stated cache/path-collision mechanism, and the rejected pairs are framed cautiously without overclaiming. " + "feedback": "The summary is grounded in the packet and stays mostly conservative. The two accepted soft edges are plausible duplicates from the titles and descriptions: the remote-code/custom-module cache collision pair and the Qwen video-input regression pair. The rest of the exclusions also look appropriately cautious." }, "evaluator_used": true, "retried": false, @@ -1296,8 +1272,8 @@ "review_unit_count": 63, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-516", "nodes": [ @@ -1314,7 +1290,6 @@ "issue:43493", "issue:43643", "issue:43644", - "issue:43782", "issue:43824", "issue:43828", "issue:43856", @@ -1331,9 +1306,9 @@ "issue:44589", "issue:44910", "issue:44928", - "issue:44960", "issue:44991", "issue:45020", + "issue:45081", "issue:45399", "issue:45520", "issue:45663", @@ -1370,232 +1345,232 @@ "issue:42947|issue:44387", "issue:45663|issue:45902", "issue:44403|issue:44451", - "issue:41553|issue:43883", "issue:24643|issue:28530", "issue:43975|issue:45520", "issue:44403|issue:44488", + "issue:41553|issue:43883", "issue:43643|issue:45020", "issue:41762|issue:42915", "issue:42947|issue:43856", "issue:44991|issue:45399", "issue:43824|issue:43872", "issue:45685|issue:45823", - "issue:43782|issue:44960" + "issue:45081|issue:45399" ], - "prepared_review_unit_hash": "1c6b0805fc01386dca33e3b5f937968c9ac9edfe2ad0296419530ff1cdfbca14", + "prepared_review_unit_hash": "ff2f8b2c2b34abd3f47657ee66414c5d9679aa743b9041df68f3926150ecba1b", "component_budget": { "node_count": 516, "item_count": 516, "soft_pair_count": 1900, - "serialized_chars": 985297, - "estimated_input_tokens": 246325, - "estimated_eval_tokens": 492906 + "serialized_chars": 985312, + "estimated_input_tokens": 246328, + "estimated_eval_tokens": 492912 }, "budget": { - "node_count": 48, - "item_count": 48, + "node_count": 47, + "item_count": 47, "soft_pair_count": 30, - "serialized_chars": 36898, - "estimated_input_tokens": 9225, - "estimated_eval_tokens": 18706 + "serialized_chars": 36504, + "estimated_input_tokens": 9126, + "estimated_eval_tokens": 18508 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This is a mixed cluster with several unrelated issues. I only accept a few pairs that clearly share the same underlying bug: non-persistent buffer corruption, SigLIP2 implementation discrepancy, static cache seq-length contract, and Gemma4 quantized embedder dtype casting.", - "confidence": 0.84, - "canonical_issue_reason": "Issue #43950 is the best canonical issue for the largest coherent subcluster: it states the non-persistent-buffer regression clearly and matches the near-duplicate #44534.", + "summary": "This cluster is heterogeneous and mostly not a single duplicate set. The strongest true duplicate-like matches are around non-persistent buffer corruption, StaticCache seq-length return type, and Gemma4 quantized embedder dtype casting; most other pairs only share a broad subsystem or model family.", + "confidence": 0.31, + "canonical_issue_reason": "Issue 43950 is the clearest concrete bug report and the best representative of the strongest duplicate-like subcluster: the v5 non-persistent-buffer regression. Its wording is root-cause-oriented and it cleanly covers the closest soft match (44534).", "canonical_pr_reason": null, - "best_issue_reason": "Issue #43950 is the strongest overall representative because it is broad, concrete, and has the clearest duplicate evidence among the issues shown.", + "best_issue_reason": "Issue 43950 is the most suitable canonical representative because it describes a specific, actionable regression rather than a broad symptom report. The surrounding items are mostly separate bugs, so this is the cleanest anchor for the few true duplicates.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:43975", "right": "issue:44292", "accept": false, - "reason": "Different models and different failure modes; tokenizer detokenization bug vs NVFP4 load/runtime error." + "reason": "Different model families and different failure modes; both are tokenizer-related, but not the same concrete bug." }, { "left": "issue:46489", "right": "issue:46491", "accept": false, - "reason": "Both are tokenizer regressions, but they affect different model families and do not appear to be the same concrete bug." + "reason": "Both are tokenizer regressions, but they affect different models and likely different code paths." }, { "left": "issue:39692", "right": "issue:43054", "accept": false, - "reason": "Docs/example errors and quantization failure are unrelated to the SigLIP2 embedding-quality complaint." + "reason": "Doc/example mismatch plus quantization failure vs a quality regression in SigLIP2 embeddings; not the same bug." }, { "left": "issue:43950", "right": "issue:44534", "accept": true, - "reason": "Same non-persistent-buffer regression in Transformers 5.x; #44534 is a near-duplicate symptom of the corruption bug in #43950." + "reason": "Same underlying non-persistent-buffer regression in v5: both describe junk/corrupted values after loading." }, { "left": "issue:36331", "right": "issue:41762", "accept": false, - "reason": "Unexpected trainer kwarg and DeepSpeed ZeRO-3 index error are unrelated." + "reason": "Trainer signature incompatibility vs DeepSpeed ZeRO-3 loading error; unrelated bugs." }, { "left": "issue:43643", "right": "issue:43950", "accept": false, - "reason": "Remote-code config field loss is a different bug from non-persistent-buffer corruption." + "reason": "Remote-code config loading issue and buffer corruption regression are different code paths." }, { "left": "issue:43872", "right": "issue:44589", "accept": false, - "reason": "Different quantization/storage incompatibilities with distinct error signatures." + "reason": "Both are quantization/storage-related, but the specific incompatibilities and error sources are different." }, { "left": "issue:46899", "right": "issue:46932", "accept": true, - "reason": "Both describe the same Gemma4 quantized vision/audio embedder dtype-casting bug; #46932 is explicitly the fix for the same issue." + "reason": "These appear to be the same Gemma4 quantized vision/audio embedder dtype-casting bug, with #46932 phrased as the fix." }, { "left": "issue:43828", "right": "issue:44928", "accept": false, - "reason": "Different models and different root causes; autocast dtype mismatch is not the same as the Qwen3.5 position_ids/SDPA bug." + "reason": "Different precision/backprop failures with different root causes and models." }, { "left": "issue:43054", "right": "issue:45701", "accept": false, - "reason": "Model embedding-quality regression vs version-dependent tokenization change are not the same underlying issue." + "reason": "A model-quality complaint about SigLIP2 is not the same as a generic tokenization-change report." }, { "left": "issue:45920", "right": "issue:46489", "accept": false, - "reason": "#45920 is a broad multi-model tokenizer regression; #46489 is a specific DeepSeek-Coder v1 gap and not clearly the same fix." + "reason": "Both concern tokenizer regressions, but they cover different models and appear to be separate concrete bugs." }, { "left": "issue:38175", "right": "issue:43054", "accept": false, - "reason": "Zero probabilities and poorer text embeddings are different symptoms with no clear shared code path." + "reason": "Same model family, but one is zero probabilities and the other is degraded embeddings; not enough to treat as the same bug." }, { "left": "issue:45987", "right": "issue:46858", "accept": true, - "reason": "Same API contract bug: `cache.get_seq_length()` returns a tensor instead of an int, breaking callers in different contexts." + "reason": "Same StaticCache.get_seq_length contract/type bug: returning a tensor instead of an int breaks downstream slice arithmetic." }, { "left": "issue:43950", "right": "issue:45902", - "accept": true, - "reason": "Both point to the same non-persistent-buffer materialization regression; #45902 is a model-specific manifestation of the buffer junk/uninitialized-memory bug." + "accept": false, + "reason": "Both mention bad values after materialization/loading, but the affected field and failure mode are different." }, { "left": "issue:43054", "right": "issue:43493", - "accept": true, - "reason": "Same SigLIP2 discrepancy theme; #43054 reports degraded embeddings while #43493 frames the same HF-vs-JAX implementation mismatch." + "accept": false, + "reason": "The JAX-vs-HF discrepancy may relate to SigLIP2 quality, but the titles describe different concrete symptoms." }, { "left": "issue:44910", "right": "issue:45859", "accept": false, - "reason": "Flash-Attention crash from 3D position_ids is unrelated to CPU-offload incompatibility in the rotary embedding." + "reason": "Flash-attention packed-sequence crash vs CPU-offload incompatibility in a rotary embedding; different issues." }, { "left": "issue:42947", "right": "issue:44387", "accept": false, - "reason": "Gradient checkpointing/LoRA effectiveness and int4 quantization OOM are separate performance issues." + "reason": "Both are memory-related, but one is ineffective checkpointing and the other is int4 CUDA reserved-memory growth." }, { "left": "issue:45663", "right": "issue:45902", "accept": false, - "reason": "Gemma4 FSDP2 shared_kv_states KeyError is unrelated to the non-persistent-buffer materialization bug." + "reason": "Different bugs: per-layer rebuilt shared_kv_states KeyError vs uninitialized memory after to_empty materialization." }, { "left": "issue:44403", "right": "issue:44451", "accept": false, - "reason": "Loading noise vs a hard model load failure are not the same bug." - }, - { - "left": "issue:41553", - "right": "issue:43883", - "accept": false, - "reason": "Bad tokenizer error messaging and missing tied-weights attribute are unrelated." + "reason": "Loading-noise/logging issue vs actual model load failure; not the same bug." }, { "left": "issue:24643", "right": "issue:28530", "accept": false, - "reason": "DeepSpeed training weight-shape error and early-stopping metric handling are unrelated training issues." + "reason": "DeepSpeed weight-rank runtime error and early-stopping metric lookup are unrelated." }, { "left": "issue:43975", "right": "issue:45520", "accept": false, - "reason": "Tokenizer detokenization regression and Python 3.13 flash_attn import error are unrelated." + "reason": "Tokenizer detokenization bug vs flash_attn import error on Python 3.13; unrelated." }, { "left": "issue:44403", "right": "issue:44488", "accept": false, - "reason": "Generic loading noise is not the same as the specific model-load failure." + "reason": "Noise/logging issue vs a tokenizer/model loading failure; different problems." + }, + { + "left": "issue:41553", + "right": "issue:43883", + "accept": false, + "reason": "Bad AutoTokenizer error message and missing all_tied_weights_keys are separate issues." }, { "left": "issue:43643", "right": "issue:45020", "accept": false, - "reason": "#45020 is a broad remote_code regression report, but #43643 is a specific AutoConfig missing-fields issue and not clearly the same concrete bug." + "reason": "The latter is a broad umbrella for remote_code breakages; the titles do not identify the same concrete bug." }, { "left": "issue:41762", "right": "issue:42915", "accept": false, - "reason": "DeepSpeed ZeRO-3 loading failure and Qwen3Moe FP8 failure are different code paths." + "reason": "Gemma3 ZeRO-3 index error and Qwen3Moe FineGrainedFP8 failure are unrelated." }, { "left": "issue:42947", "right": "issue:43856", "accept": false, - "reason": "LoRA checkpointing inefficiency and Qwen3 MoE memory usage are different issues." + "reason": "Both mention memory, but one is LoRA checkpointing ineffectiveness and the other is MoE training memory inefficiency." }, { "left": "issue:44991", "right": "issue:45399", "accept": false, - "reason": "Tokenizer load failure and flash-attn2 fallback gating are unrelated." + "reason": "Tokenizer loading regression and flash-attn2 fallback gating are different subsystems and failures." }, { "left": "issue:43824", "right": "issue:43872", "accept": false, - "reason": "Missing model export/import symbol and bitsandbytes parameter incompatibility are unrelated." + "reason": "Qwen2.5-VL import failure and bitsandbytes Int8Params incompatibility are different concrete bugs." }, { "left": "issue:45685", "right": "issue:45823", "accept": false, - "reason": "MPS histogram limitation in MoE and Gemma4 device-mismatch in forward are different bugs." + "reason": "Different device/backend issues on different models; not the same code-path problem." }, { - "left": "issue:43782", - "right": "issue:44960", + "left": "issue:45081", + "right": "issue:45399", "accept": false, - "reason": "Qwen3VL weight_only load error and GLM5 are unrelated." + "reason": "Mistral tokenizer regex patch crash vs flash-attn2 fallback gating; unrelated." } ] }, "evaluator_result": { "accept": true, - "feedback": "The cluster summary is grounded in the packet, and the accepted soft edges are conservative enough: the non-persistent-buffer, StaticCache seq-length, Gemma4 quantized-embedder, and SigLIP2 pairs all have clear title-level overlap consistent with the stated bug families. The rejected pairs also read appropriately cautious." + "feedback": "The summary is grounded in the packet and stays conservative. The canonical choice of issue 43950 is supported by the strongest duplicate-like subcluster, and the accepted soft edges (43950/44534, 45987/46858, 46899/46932) are well-justified by the titles. The many rejected pairs also remain cautious and do not overclaim duplication from broad subsystem/model-family similarity." }, "evaluator_used": true, "retried": false, @@ -1611,8 +1586,8 @@ "review_unit_count": 63, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-516", "nodes": [ @@ -1625,6 +1600,7 @@ "issue:42947", "issue:43257", "issue:43404", + "issue:43782", "issue:43792", "issue:43827", "issue:43828", @@ -1644,13 +1620,12 @@ "issue:44805", "issue:44863", "issue:44928", + "issue:44960", "issue:44991", "issue:45020", - "issue:45081", "issue:45305", "issue:45313", "issue:45356", - "issue:45399", "issue:45488", "issue:45588", "issue:45715", @@ -1665,7 +1640,7 @@ "issue:46897" ], "soft_pairs": [ - "issue:45081|issue:45399", + "issue:43782|issue:44960", "issue:41553|issue:43881", "issue:45020|issue:45823", "issue:44661|issue:45020", @@ -1678,12 +1653,12 @@ "issue:45759|issue:46661", "issue:43872|issue:44291", "issue:43827|issue:44509", - "issue:45488|issue:46489", "issue:45020|issue:46661", + "issue:45488|issue:46489", "issue:43404|issue:43950", "issue:46894|issue:46897", - "issue:43792|issue:44220", "issue:43257|issue:45305", + "issue:43792|issue:44220", "issue:36331|issue:41093", "issue:42947|issue:45923", "issue:43940|issue:45313", @@ -1694,208 +1669,208 @@ "issue:41093|issue:44805", "issue:41553|issue:44991" ], - "prepared_review_unit_hash": "690b273cd671fd5f110c009cb33e0b1ed3ce0d11c87f166835ab531a3ee1f5ed", + "prepared_review_unit_hash": "a43ec01adb83087fc90124375732a945b6e254a0220820fe465a86c5009c51c5", "component_budget": { "node_count": 516, "item_count": 516, "soft_pair_count": 1900, - "serialized_chars": 985297, - "estimated_input_tokens": 246325, - "estimated_eval_tokens": 492906 + "serialized_chars": 985312, + "estimated_input_tokens": 246328, + "estimated_eval_tokens": 492912 }, "budget": { "node_count": 47, "item_count": 47, "soft_pair_count": 28, - "serialized_chars": 36176, - "estimated_input_tokens": 9044, - "estimated_eval_tokens": 18344 + "serialized_chars": 35986, + "estimated_input_tokens": 8997, + "estimated_eval_tokens": 18250 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "Most items are unrelated, but a few soft pairs look like true duplicates around docs cleanup, model-loading regressions, and the same `_is_hf_initialized` TypeError. The rest are only loosely similar by subsystem or error shape and should stay separate.", - "confidence": 0.58, - "canonical_issue_reason": "Issue 45020 is the broadest, most general bug report here: it describes the shared remote_code loading regression across recent transformers versions and can serve as the anchor for that duplicate family.", + "summary": "Most pairs are only thematically similar (tokenizers, DeepSpeed, loading errors) but not clearly the same underlying bug. The clearest duplicates are the docs removals pair, the training-loss double-shift pair, and the `_is_hf_initialized` constructor-arg regression pair.", + "confidence": 0.79, + "canonical_issue_reason": "Issue 46894 is the best canonical issue: it describes the shared training-loss double-shift regression in the most general form, and it is the broader report compared with the model-specific follow-up in 46897.", "canonical_pr_reason": null, - "best_issue_reason": "45020 is the strongest single representative issue in the set because it is broad, clearly stated, and captures a high-impact regression pattern rather than a narrow model-specific symptom.", + "best_issue_reason": "Issue 46894 is the strongest overall issue candidate because it captures a concrete, reproducible bug class, is open, and is broad enough to subsume the accepted duplicate-style follow-up (46897).", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:45081", - "right": "issue:45399", + "left": "issue:43782", + "right": "issue:44960", "accept": false, - "reason": "Both involve tokenizer/attention-related loading failures, but they describe different code paths and different failure modes; not enough evidence of the same underlying bug." + "reason": "Different model families and different failure modes; both are loading-related but not the same concrete bug." }, { "left": "issue:41553", "right": "issue:43881", "accept": false, - "reason": "Both are model-loading failures, but for different models and different symptoms; they look like separate issues rather than one shared defect." + "reason": "Both are model-loading problems, but one is a bad error message for Voxtral tokenizer loading and the other is a GLM-4V load failure." }, { "left": "issue:45020", "right": "issue:45823", "accept": false, - "reason": "Remote_code loading regressions and a Gemma4 device-mismatch forward bug are unrelated code paths." + "reason": "Unrelated bugs: remote_code compatibility regression vs. a device-mismatch forward pass issue." }, { "left": "issue:44661", "right": "issue:45020", "accept": false, - "reason": "One is an add-new-model-like tokenizer-mapping edge case; the other is a broad remote_code regression. Similar area, but not the same bug." + "reason": "Both touch model/tokenizer loading, but the actual failures and code paths differ." }, { "left": "issue:43828", "right": "issue:45823", "accept": false, - "reason": "Different failure types: dtype mismatch under autocast versus device placement mismatch during forward." + "reason": "Different runtime bug classes: autocast dtype mismatch vs. auto device placement mismatch." }, { "left": "issue:45020", "right": "issue:45356", "accept": false, - "reason": "Both mention loading/transformers regressions, but one is remote_code loading and the other is tokenizer codec handling for Kimi-K2.5; different root causes." + "reason": "Different subsystems and symptoms; tokenizer regression is not the same as remote_code loading breakage." }, { "left": "issue:42491", "right": "issue:44368", "accept": false, - "reason": "Both touch LoRA/tie-word-embedding behavior, but one is an hf4.x vs hf5.x compatibility break and the other is a warning about tie_word_embeddings; not the same defect." + "reason": "Related to Qwen/LoRA, but one is a version-compatibility failure and the other is a warning about tie_word_embeddings." }, { "left": "issue:43881", "right": "issue:43883", "accept": false, - "reason": "Both are model-load failures, but they target different models and different missing/tied-weight problems." + "reason": "Both are model loading failures, but they involve different models and different missing attributes." }, { "left": "issue:45715", "right": "issue:46315", "accept": false, - "reason": "These are performance regressions in opposite tokenizer conversion directions; related theme, but not the same bug." + "reason": "Both are tokenizer performance regressions, but one is convert_ids_to_tokens and the other is convert_tokens_to_ids; not the same bug." }, { "left": "issue:43872", "right": "issue:46869", "accept": false, - "reason": "bitsandbytes constructor incompatibility and YOLO multi-GPU device-map failures are different issues." + "reason": "Different problems: bitsandbytes/_is_hf_initialized incompatibility vs. multi-GPU device_map handling." }, { "left": "issue:45759", "right": "issue:46661", "accept": false, - "reason": "Both involve AutoModel APIs and remote-code/composite configs, but the reported breakages are different and not clearly the same code path." + "reason": "Both involve AutoModel paths, but one is composite config unwrapping and the other is remote-code config_class lookup." }, { "left": "issue:43872", "right": "issue:44291", "accept": true, - "reason": "Both report the same `_is_hf_initialized`/`_is_hf_initialized` TypeError during model loading; 43872 is a specific bitsandbytes symptom of the broader loading regression described in 44291." + "reason": "Same underlying `_is_hf_initialized` constructor-argument regression during empty-weight / quantized model loading." }, { "left": "issue:43827", "right": "issue:44509", "accept": true, - "reason": "Both are docs cleanup issues about removed pipeline tasks in v5; same underlying documentation gap." + "reason": "Same docs issue: stale references to removed pipeline tasks in v5 documentation." }, { - "left": "issue:45488", - "right": "issue:46489", + "left": "issue:45020", + "right": "issue:46661", "accept": false, - "reason": "Both affect DeepSeek tokenization, but one is a ByteLevel-vs-Metaspace override in LlamaTokenizer and the other is a DeepSeek-Coder v1 tokenizer regression; too different to merge." + "reason": "Both concern remote-code loading, but the reported failures are distinct and not one concrete bug." }, { - "left": "issue:45020", - "right": "issue:46661", - "accept": true, - "reason": "46661 is a concrete remote-code loading failure that fits the broader regression tracked by 45020, so they can be deduplicated." + "left": "issue:45488", + "right": "issue:46489", + "accept": false, + "reason": "Both are tokenizer regressions for DeepSeek-related models, but the titles point to different tokenizer mechanisms and fixes." }, { "left": "issue:43404", "right": "issue:43950", "accept": false, - "reason": "A tied lm_head bug and a non-persistent buffer loading regression are separate model state issues." + "reason": "Different bug classes: tied weights in a multimodal model vs. non-persistent buffer corruption on load." }, { "left": "issue:46894", "right": "issue:46897", - "accept": false, - "reason": "They share a similar title pattern, but they are reported against different models; not enough evidence they are the same concrete bug." + "accept": true, + "reason": "Same training-loss double-shift bug pattern; 46897 is a model-specific instance of the broader regression reported in 46894." }, { - "left": "issue:43792", - "right": "issue:44220", + "left": "issue:43257", + "right": "issue:45305", "accept": false, - "reason": "Both are ASR/audio-related, but one is a Whisper model failure and the other is a specific fbank feature extraction issue; too little evidence of one bug." + "reason": "Both involve DeepSpeed, but one is failed weight conversion/loading and the other is gradient averaging with GAS." }, { - "left": "issue:43257", - "right": "issue:45305", + "left": "issue:43792", + "right": "issue:44220", "accept": false, - "reason": "Both involve DeepSpeed training, but one is weight-loading under ZeRO-3 and the other is gradient averaging with GAS; different problems." + "reason": "The titles are too broad to confirm the same root cause; one is a generic model-run failure and the other is a specific fbank feature issue." }, { "left": "issue:36331", "right": "issue:41093", "accept": false, - "reason": "Unexpected compute_loss kwargs and a mask-shape IndexError are unrelated failures." + "reason": "Different runtime errors and different likely code paths; only the generic exception style is similar." }, { "left": "issue:42947", "right": "issue:45923", "accept": false, - "reason": "Gradient checkpointing ineffective in PEFT LoRA and a missing supports_gradient_checkpointing flag are related only loosely; not the same concrete bug." + "reason": "Both mention gradient checkpointing, but one is ineffective LoRA checkpointing and the other is a missing support flag on a remote-code variant." }, { "left": "issue:43940", "right": "issue:45313", "accept": false, - "reason": "Both are Qwen DeepSpeed ZeRO-3 weight-loading failures, but they name different model variants and different missing-weight symptoms; not clearly one duplicate." + "reason": "Both are ZeRO-3 weight-loading failures in Qwen models, but the model variants and reported missing components differ." }, { "left": "issue:43854", "right": "issue:44863", "accept": false, - "reason": "Different model families and different checkpoint-loading failures." + "reason": "Different models and distinct loading issues; not the same underlying bug." }, { "left": "issue:24643", "right": "issue:30064", "accept": false, - "reason": "A DeepSpeed training weight-shape error and an image-processor segmentation-map failure are unrelated." + "reason": "Completely unrelated: DeepSpeed training weight shape error vs. image processor segmentation-map handling." }, { "left": "issue:44479", "right": "issue:44560", "accept": false, - "reason": "Both are video regressions, but they affect different Qwen variants and present different errors; not the same bug." + "reason": "Same general video-regression area, but the titles point to different model scopes and symptoms without enough evidence of one root cause." }, { "left": "issue:44928", "right": "issue:45588", "accept": false, - "reason": "Gradient explosion under RLHF and a flash-attention crash on s_aux=None are different code-path failures." + "reason": "Unrelated: RLHF gradient explosion from position_ids/SDPA fallback vs. flash-attention sink handling crash." }, { "left": "issue:41093", "right": "issue:44805", - "accept": true, - "reason": "The titles report the same mask-vs-tensor shape mismatch error; this looks like the same underlying off-by-one/indexing bug." + "accept": false, + "reason": "Similar error shape, but not enough evidence they are the same underlying indexing bug." }, { "left": "issue:41553", "right": "issue:44991", "accept": false, - "reason": "A bad Voxtral tokenizer error message and an est-roberta tokenizer loading failure are different issues." + "reason": "Both are tokenizer-loading failures, but they affect different models and describe different failure mechanisms." } ] }, "evaluator_result": { "accept": true, - "feedback": "The summary is grounded in the packet and the accepted soft pairs are conservative enough: the docs pair, the `_is_hf_initialized` loading regression pair, the mask-shape pair, and the remote_code family all have direct title-level support. The rejected pairs are generally framed cautiously and do not overclaim duplicate status." + "feedback": "The summary is conservative and grounded in the packet. The canonical choice of 46894 over 46897 is supported by the titles and the paired soft-edge acceptance, and the two other accepted duplicates are also well supported. The rejected pairs are phrased cautiously enough and do not overclaim shared root cause beyond thematic similarity." }, "evaluator_used": true, "retried": false, @@ -1911,26 +1886,25 @@ "review_unit_count": 63, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-516", "nodes": [ "issue:36010", "issue:38175", "issue:41553", - "issue:42491", "issue:42617", "issue:42915", "issue:43366", "issue:43531", "issue:43550", "issue:43596", + "issue:43632", "issue:43638", "issue:43645", "issue:43646", "issue:43716", - "issue:43720", "issue:43824", "issue:43828", "issue:43950", @@ -1967,8 +1941,8 @@ ], "soft_pairs": [ "issue:43716|issue:46468", - "issue:44530|issue:44863", "issue:43366|issue:43828", + "issue:44530|issue:44863", "issue:44863|issue:46402", "issue:43366|issue:43531", "issue:43596|issue:46515", @@ -1982,14 +1956,14 @@ "issue:43824|issue:43957", "issue:43716|issue:44560", "issue:43950|issue:45834", - "issue:43645|issue:43646", "issue:42617|issue:43366", + "issue:43645|issue:43646", "issue:44560|issue:45685", "issue:44910|issue:46858", "issue:36010|issue:42915", "issue:44560|issue:44918", - "issue:43550|issue:44910", "issue:44683|issue:46515", + "issue:43550|issue:44910", "issue:45812|issue:46489", "issue:45823|issue:46515", "issue:44661|issue:45823", @@ -1999,249 +1973,262 @@ "issue:43638|issue:44661", "issue:43596|issue:44661", "issue:45672|issue:46899", - "issue:42491|issue:43720" + "issue:44661|issue:44805", + "issue:43632|issue:45834" ], - "prepared_review_unit_hash": "fd87ab7e32f7c78431e1cb4b4c96f4dc61730de9ab951bb0c817d9a1ed3f1cb5", + "prepared_review_unit_hash": "8c6789168336ae52e8274b445d757b45883aae11f30adb210c5302f6af0d8a05", "component_budget": { "node_count": 516, "item_count": 516, "soft_pair_count": 1900, - "serialized_chars": 985297, - "estimated_input_tokens": 246325, - "estimated_eval_tokens": 492906 + "serialized_chars": 985312, + "estimated_input_tokens": 246328, + "estimated_eval_tokens": 492912 }, "budget": { - "node_count": 48, - "item_count": 48, - "soft_pair_count": 34, - "serialized_chars": 38042, - "estimated_input_tokens": 9511, - "estimated_eval_tokens": 19278 + "node_count": 47, + "item_count": 47, + "soft_pair_count": 35, + "serialized_chars": 37692, + "estimated_input_tokens": 9423, + "estimated_eval_tokens": 19102 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This set is mostly heterogeneous transformers bug reports with only a few true duplicates. The clear duplicate-like pairs are custom model initialization (43645/43646), SigLIP2 bad outputs (38175/43994), and Gemma4 4-bit multimodal dtype casting (45672/46899).", - "confidence": 0.86, - "canonical_issue_reason": "43646 is the cleanest broad representative: it states the underlying Transformers 5.0 custom-model-initialization regression and is the wider of the duplicate pair with 43645.", + "summary": "This cluster is mostly heterogeneous. The only solid duplicate groups are 43645/43646 (Transformers 5 custom model initialization regression), 38175/43994 (Siglip2 bad/garbled outputs), and 45672/46899 (Gemma4 4-bit multimodal dtype-cast failure). The BertModel/ZeRO3 IndexError reports should be treated as separate issues; the related comparisons here are rejected.", + "confidence": 0.71, + "canonical_issue_reason": "Issue 43646 is the broadest clean statement of the confirmed Transformers 5 custom-model-initialization regression, and it better serves as the canonical representative than the narrower notebook-specific report.", "canonical_pr_reason": null, - "best_issue_reason": "43646 is the best overall issue to anchor the cluster because it is concise, model-agnostic, and clearly captures a real regression rather than a model-specific symptom.", + "best_issue_reason": "Issue 43646 is the best single anchor for the only clearly duplicated v5 custom-model-initialization subgroup in this cluster.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:43716", "right": "issue:46468", "accept": false, - "reason": "Different models and failures: Gemma/Mistral-style dtype mismatch vs a broken Nemotron example." + "reason": "Different model families and failures; the image-preprocessor dtype mismatch is not the same bug as the broken official example." }, { - "left": "issue:44530", - "right": "issue:44863", + "left": "issue:43366", + "right": "issue:43828", "accept": false, - "reason": "Both are loading-related, but they target different models and different failure modes." + "reason": "Same broad inference area, but different models and distinct failure modes." }, { - "left": "issue:43366", - "right": "issue:43828", + "left": "issue:44530", + "right": "issue:44863", "accept": false, - "reason": "Unrelated: GGUF architecture support vs an autocast dtype mismatch in Phi-tiny-MoE." + "reason": "PagedAttentionCache group-type crash and NemotronH checkpoint loading are unrelated problems." }, { "left": "issue:44863", "right": "issue:46402", "accept": false, - "reason": "Both involve loading, but one is NemotronH checkpoint loading and the other is Sam3 text-encoder weight loading." + "reason": "Both are loading-related, but they affect different models and different code paths." }, { "left": "issue:43366", "right": "issue:43531", "accept": false, - "reason": "Different Qwen/GGUF concerns; one is gpt-oss GGUF support, the other is a sliding_window bug." + "reason": "Same general Qwen/GGUF neighborhood, but not the same concrete bug." }, { "left": "issue:43596", "right": "issue:46515", "accept": false, - "reason": "One is a concrete DeepSpeed ZeRO3/Bert IndexError; the other is a vague torch 2.4.1 incompatibility." + "reason": "The BertModel ZeRO3 IndexError and a torch version incompatibility are different problems." }, { "left": "issue:45325", "right": "issue:45902", "accept": false, - "reason": "Both touch rotary embeddings, but they are different models and different bugs." + "reason": "Both mention rotary/position-state logic, but the models and failure mechanisms differ." }, { "left": "issue:41553", "right": "issue:44488", "accept": false, - "reason": "Both are model-loading complaints, but one is an AutoTokenizer error message and the other is a load regression for a specific model." + "reason": "Both involve loading, but one is an error-message issue and the other is a model-loading failure." }, { "left": "issue:43366", "right": "issue:44589", "accept": false, - "reason": "Completely different problem classes: GGUF support vs a Float8 storage error." + "reason": "Unrelated model-support/inference bug versus missing Float8 storage support." }, { "left": "issue:43638", "right": "issue:46515", "accept": false, - "reason": "Different issues; ZeRO3/Bert IndexError versus a broad torch-version incompatibility report." + "reason": "Bert/ZeRO3 training IndexError is unrelated to a torch compatibility issue." }, { "left": "issue:44155", "right": "issue:45584", "accept": false, - "reason": "Different subsystems and symptoms: batched AudioFlamingo3 inference leak vs Whisper empty-transcription generation failure." + "reason": "Both are audio-related, but they are different bugs and code paths." }, { "left": "issue:45663", "right": "issue:45823", "accept": false, - "reason": "Same model family, but training/FSDP2 shared_kv_states and device_map PLE mismatch are different code-path bugs." + "reason": "Same model family, but FSDP2 shared_kv_states and device_map auto mismatch are different failures." }, { "left": "issue:42915", "right": "issue:43957", "accept": false, - "reason": "Different root causes: Qwen3Moe FP8 config failure vs meta-device loading breakage." + "reason": "Different root causes: FP8 config failure versus meta-device loading regression." }, { "left": "issue:43824", "right": "issue:43957", "accept": false, - "reason": "Different problems: missing Qwen2.5-VL import vs meta-device loading regression." + "reason": "A missing class import and a meta-loading breakage are not the same bug." }, { "left": "issue:43716", "right": "issue:44560", "accept": false, - "reason": "Different models and failures: image-preprocessor dtype mismatch vs Qwen3-vl video StopIteration." + "reason": "Different model families and different runtime errors." }, { "left": "issue:43950", "right": "issue:45834", "accept": false, - "reason": "Unrelated: non-persistent buffer corruption on from_pretrained vs long-ocr index error." - }, - { - "left": "issue:43645", - "right": "issue:43646", - "accept": true, - "reason": "Same underlying Transformers 5.0 custom model initialization regression; 43645 is just the notebook-specific manifestation." + "reason": "Non-persistent buffer corruption is unrelated to long-OCR indexing." }, { "left": "issue:42617", "right": "issue:43366", "accept": false, - "reason": "Not the same bug: 3d_parallel.py runtime failure vs GGUF architecture support." + "reason": "No shared code-path bug; a runnable script problem is not the same as GGUF architecture support." + }, + { + "left": "issue:43645", + "right": "issue:43646", + "accept": true, + "reason": "Same underlying Transformers 5 custom-model-initialization regression; the notebook report is just a narrower scenario of the same bug." }, { "left": "issue:44560", "right": "issue:45685", "accept": false, - "reason": "Different models and failures: Qwen3-vl StopIteration vs MPS histogram not implemented for Int." + "reason": "Different model families and different runtime failures." }, { "left": "issue:44910", "right": "issue:46858", "accept": false, - "reason": "Both involve position/cache arithmetic, but they are distinct backend-specific bugs with different trigger paths." + "reason": "Both concern cache/position handling, but the concrete failure modes and stacks differ." }, { "left": "issue:36010", "right": "issue:42915", "accept": false, - "reason": "Different breakages: GenerationMixin import error vs Qwen3Moe FP8 config failure." + "reason": "Importing GenerationMixin and a Qwen3Moe FP8 failure are unrelated." }, { "left": "issue:44560", "right": "issue:44918", "accept": false, - "reason": "Both mention Qwen3.5/embeddings, but one is video embedding inference and the other is TRL SFT unpacking." + "reason": "Same broad model family, but a video StopIteration error is not the same as an SFT embedding-unpacking failure." }, { - "left": "issue:43550", - "right": "issue:44910", + "left": "issue:44683", + "right": "issue:46515", "accept": false, - "reason": "Different code paths: torch.compile with SDPA on Bamba vs Qwen3.5 flash-attention position_ids handling." + "reason": "Different torch-version issues with different symptoms and code paths." }, { - "left": "issue:44683", - "right": "issue:46515", + "left": "issue:43550", + "right": "issue:44910", "accept": false, - "reason": "Both mention torch compatibility, but they are opposite-version, unrelated failures." + "reason": "Different attention/backends and model-specific crashes." }, { "left": "issue:45812", "right": "issue:46489", "accept": false, - "reason": "Both are tokenizer regressions, but they affect different models and likely different fixes." + "reason": "Tokenizer regressions in different model families with different causes." }, { "left": "issue:45823", "right": "issue:46515", "accept": false, - "reason": "Unrelated: Gemma4 device-mapping issue vs generic torch incompatibility." + "reason": "Gemma4 device placement bug and torch-version incompatibility are not the same issue." }, { "left": "issue:44661", "right": "issue:45823", "accept": false, - "reason": "Different areas: tokenizer-mapping helper failure vs Gemma4 PLE device mismatch." + "reason": "Tokenizer-mapping logic and a Gemma4 forward device mismatch are different bugs." }, { "left": "issue:44560", "right": "issue:44805", "accept": false, - "reason": "Different symptoms and models; no evidence of the same underlying bug." + "reason": "Different model families and different shape/index errors." }, { "left": "issue:38175", "right": "issue:43994", "accept": true, - "reason": "Same SigLIP2 model with the same broken output behavior; one report says zero probabilities, the other nonsensical pipeline results." + "reason": "Same exact Siglip2 model, and both reports describe the same broken inference/output regression." }, { "left": "issue:44877", "right": "issue:45030", "accept": false, - "reason": "Different config-validation problems on different models." + "reason": "Both involve config validation, but they are different models and different validation failures." }, { "left": "issue:43638", "right": "issue:44661", "accept": false, - "reason": "Different bugs: ZeRO3/Bert IndexError versus tokenizer-mapping logic failure." + "reason": "Bert/ZeRO3 initialization is unrelated to tokenizer-mapping handling." }, { "left": "issue:43596", "right": "issue:44661", "accept": false, - "reason": "No shared underlying bug; one is DeepSpeed/Bert initialization, the other is add-new-model-like tokenizer mapping." + "reason": "Different subsystems: Bert/ZeRO3 initialization versus tokenizer mapping." }, { "left": "issue:45672", "right": "issue:46899", "accept": true, - "reason": "Same Gemma4 4-bit multimodal dtype-cast regression; 45672 is a specific audio-module manifestation of the broader audio/vision breakage." + "reason": "Both are Gemma4 4-bit multimodal dtype/quantization failures in the same code area and could plausibly be fixed together." }, { - "left": "issue:42491", - "right": "issue:43720", + "left": "issue:44661", + "right": "issue:44805", + "accept": false, + "reason": "Tokenizer-mapping logic and a mask/tensor shape mismatch are different bugs." + }, + { + "left": "issue:43632", + "right": "issue:45823", "accept": false, - "reason": "Different model families and unrelated loading issues." + "reason": "The _is_hf_initialized regression and Gemma4 device mismatch are different problems." + }, + { + "left": "issue:43638", + "right": "issue:45834", + "accept": false, + "reason": "Bert/ZeRO3 training IndexError is unrelated to OCR long-input indexing." } ] }, "evaluator_result": { - "accept": true, - "feedback": "The summary is grounded in the packet, and the accepted duplicates are supported by the issue titles. The rejection calls are appropriately conservative overall, with no clear overstatement of evidence." + "accept": false, + "feedback": "The summary overstates the evidence by calling the BertModel+ZeRO3 IndexError pair a true near-duplicate; the packet only shows those as separate issues and the soft verdicts reject the related comparisons. The other stated near-duplicates are grounded, but the overall summary should stay more conservative." }, "evaluator_used": true, - "retried": false, + "retried": true, "accepted_nontrivial_soft_edge": true, "error_kind": null, "error_message": null @@ -2254,8 +2241,8 @@ "review_unit_count": 63, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-516", "nodes": [ @@ -2266,14 +2253,16 @@ "issue:42915", "issue:43257", "issue:43317", - "issue:43632", + "issue:43425", "issue:43644", "issue:43645", "issue:43708", + "issue:43720", "issue:43854", "issue:43856", "issue:43873", "issue:43931", + "issue:43957", "issue:43994", "issue:44075", "issue:44164", @@ -2282,9 +2271,7 @@ "issue:44451", "issue:44488", "issue:44534", - "issue:44661", "issue:44756", - "issue:44805", "issue:44863", "issue:44960", "issue:44977", @@ -2299,7 +2286,6 @@ "issue:45488", "issue:45507", "issue:45812", - "issue:45834", "issue:46050", "issue:46459", "issue:46468", @@ -2309,8 +2295,7 @@ "issue:46901" ], "soft_pairs": [ - "issue:43632|issue:45834", - "issue:44661|issue:44805", + "issue:42491|issue:43720", "issue:43317|issue:44756", "issue:38175|issue:39692", "issue:43644|issue:44534", @@ -2325,12 +2310,12 @@ "issue:45507|issue:46468", "issue:43644|issue:43645", "issue:39692|issue:43994", - "issue:43257|issue:43854", "issue:44488|issue:44991", + "issue:43257|issue:43854", "issue:43856|issue:43873", "issue:42491|issue:45292", - "issue:43854|issue:43931", "issue:42491|issue:45335", + "issue:43854|issue:43931", "issue:43708|issue:44075", "issue:43856|issue:44387", "issue:44960|issue:46050", @@ -2338,225 +2323,226 @@ "issue:46897|issue:46901", "issue:45276|issue:45335", "issue:45488|issue:45812", - "issue:45362|issue:45406" + "issue:45362|issue:45406", + "issue:43425|issue:43957" ], - "prepared_review_unit_hash": "bac01f2d2ffc785bacba81eff43cbf74177ca37630cb7dce4b51a75b0065572e", + "prepared_review_unit_hash": "c4178ea60cac3c2d662601a6866e9f19028ce15c21b4f93c7cb2ede30f8cf4b0", "component_budget": { "node_count": 516, "item_count": 516, "soft_pair_count": 1900, - "serialized_chars": 985297, - "estimated_input_tokens": 246325, - "estimated_eval_tokens": 492906 + "serialized_chars": 985312, + "estimated_input_tokens": 246328, + "estimated_eval_tokens": 492912 }, "budget": { - "node_count": 48, - "item_count": 48, + "node_count": 47, + "item_count": 47, "soft_pair_count": 30, - "serialized_chars": 36517, - "estimated_input_tokens": 9130, - "estimated_eval_tokens": 18516 + "serialized_chars": 35976, + "estimated_input_tokens": 8994, + "estimated_eval_tokens": 18244 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is mostly heterogeneous: many issues share broad themes like Transformers v5 regressions, loading failures, quantization/offloading, or model-specific bugs, but only one pair is a clear duplicate. The only strong merge candidate is the duplicated non-persistent-buffer regression.", - "confidence": 0.84, - "canonical_issue_reason": "issue:43644 is the original, broader report of the exact same 'non-persistent buffers with junk' regression; issue:44534 is a later duplicate with the same symptom.", + "summary": "Mostly a set of distinct Transformers regressions, with a few clear duplicate pairs. The strongest matches are 43644\u219444534 (same non-persistent-buffer junk regression) and 45276\u219445335 (same resize_token_embeddings propagation bug); 46897\u219446901 also looks like the same training-loss double-shift pattern. The BERT loading pair 44451\u219444488 is only superficially similar and should not be treated as a grounded duplicate.", + "confidence": 0.88, + "canonical_issue_reason": "Issue 43644 is the cleanest canonical anchor: it describes the regression precisely, and 44534 is a near-exact duplicate about non-persistent buffers being filled with junk in Transformers v5.", "canonical_pr_reason": null, - "best_issue_reason": "issue:43644 is the best representative issue for the only confirmed duplicate pair: it is earlier, broader, and has slightly more discussion/inbound attention than issue:44534.", + "best_issue_reason": "Issue 43644 is the best overall issue anchor because it is explicit, reproducible, and has the most direct duplicate match in the set.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:43632", - "right": "issue:45834", - "accept": false, - "reason": "Different failures: hf-initialization flag regression vs Kosmos2.5 OCR index error." - }, - { - "left": "issue:44661", - "right": "issue:44805", + "left": "issue:42491", + "right": "issue:43720", "accept": false, - "reason": "Unrelated symptoms: tokenizer mapping logic vs mask/tensor shape mismatch." + "reason": "Related Qwen3/Qwen3-MoE area, but different bugs: LoRA compatibility across versions versus packed-weight unpacking during accelerate loading." }, { "left": "issue:43317", "right": "issue:44756", "accept": false, - "reason": "Both involve loading/memory, but one is offload loading failure and the other is mmap OOM; not the same bug." + "reason": "Different failure modes: device_map auto offload with dequantized models versus disabling mmap on Strix Halo to avoid OOM." }, { "left": "issue:38175", "right": "issue:39692", "accept": false, - "reason": "Both mention SigLIP2, but one is a model output/probability bug and the other is a docs/example mismatch plus quantization failure." + "reason": "Same model family, but one is zero-probability inference behavior and the other is a broken documentation example with processor/quantization errors." }, { "left": "issue:43644", "right": "issue:44534", "accept": true, - "reason": "Same exact regression title and symptom: Transformers v5 fills non-persistent buffers with junk." + "reason": "Both describe the same Transformers v5 regression where non-persistent buffers are initialized with junk." }, { "left": "issue:41720", "right": "issue:42915", "accept": false, - "reason": "Different Qwen3 failures: CUDA assert in auto device mapping vs FineGrainedFP8Config failure." + "reason": "Both involve Qwen3, but one is an auto-device-map cuda assert and the other is a FineGrainedFP8Config failure." }, { "left": "issue:42915", "right": "issue:44756", "accept": false, - "reason": "Different subsystems and symptoms: Qwen3Moe FP8 config vs Strix Halo mmap OOM." + "reason": "Different issues: Qwen3 MoE FP8 failure versus mmap/OOM behavior on Strix Halo." }, { "left": "issue:42491", "right": "issue:45276", "accept": false, - "reason": "Different models and bugs: Qwen3 MoE LoRA hf4.x/hf5.x incompatibility vs Gemma4 resize_token_embeddings propagation." + "reason": "Qwen3 MoE loading incompatibility is unrelated to Gemma4 resize_token_embeddings propagation." }, { "left": "issue:44451", "right": "issue:44488", "accept": false, - "reason": "Both are load failures for different BERT models, but the evidence is too model-specific to \u092a\u0941\u0937\u094d\u091f\u093f same underlying bug." + "reason": "Both are BERT-style loading failures, but the packet only shows similar symptoms for different checkpoints; that is not enough to claim the same underlying bug." }, { "left": "issue:44960", "right": "issue:44977", "accept": false, - "reason": "Different models and different failure modes: GLM5 issue vs Qwen3.5 flash-attention generation bug." + "reason": "Different models and failures: GLM5 versus Qwen3.5 flash-attention generation." }, { "left": "issue:44863", "right": "issue:46846", "accept": false, - "reason": "NemotronH checkpoint loading vs Qwen3.5 TP-plan missing entries are distinct code-path problems." + "reason": "NemotronH checkpoint loading and Qwen3.5 tensor-parallel plan issues are unrelated." }, { "left": "issue:46459", "right": "issue:46512", "accept": false, - "reason": "Related dtype theme, but one is ignored dtype on load and the other is stale config dtype after from_config; not the same bug." + "reason": "One is a dtype-loading bug for composite checkpoints; the other is stale config dtype after from_config(dtype=...)." }, { "left": "issue:45313", "right": "issue:45357", "accept": false, - "reason": "Different Qwen3.5 problems: ZeRO-3 weight loading vs incorrect visual-encoder save_pretrained keys." + "reason": "Different Qwen3.5 problems: DeepSpeed ZeRO-3 weight loading versus incorrect visual encoder keys in save_pretrained." }, { "left": "issue:45507", "right": "issue:46468", "accept": false, - "reason": "Invalid method call in GraniteMoEHybrid is unrelated to the broken Nemotron example." + "reason": "GraniteMoEHybrid invalid-method behavior and the Nemotron example breakage are different bugs." }, { "left": "issue:43644", "right": "issue:43645", "accept": false, - "reason": "Shared Transformers v5 context, but notebook custom-model initialization is a different failure from junk-filled non-persistent buffers." + "reason": "One is a buffer-initialization regression; the other is a Jupyter notebook custom-model initialization problem." }, { "left": "issue:39692", "right": "issue:43994", "accept": false, - "reason": "Both involve SigLIP2, but one is a docs/example error and the other is a runtime output correctness issue." + "reason": "Both touch SigLIP2, but one is a broken docs example and the other is a nonsensical-output report; not enough to treat as the same bug." }, { - "left": "issue:43257", - "right": "issue:43854", + "left": "issue:44488", + "right": "issue:44991", "accept": false, - "reason": "Different models and issues: Qwen3 MoE weight conversion under accelerate/deepspeed vs GLM-4.7-Flash test load failure." + "reason": "Both are tokenizer/loading issues, but for different model families and different failure modes." }, { - "left": "issue:44488", - "right": "issue:44991", + "left": "issue:43257", + "right": "issue:43854", "accept": false, - "reason": "Both are tokenizer/model loading regressions, but they concern different model families and likely different root causes." + "reason": "Qwen3 MoE weight-conversion with accelerate/deepspeed is unrelated to GLM-4.7-Flash loading in tests." }, { "left": "issue:43856", "right": "issue:43873", "accept": false, - "reason": "Different quantization/memory complaints: MoE training memory usage vs offloading not working with quantization." + "reason": "Training memory inefficiency and offloading/quantization behavior are related only broadly, not the same concrete bug." }, { "left": "issue:42491", "right": "issue:45292", "accept": false, - "reason": "Different models and different resize_token_embeddings symptoms; no evidence of the same bug." + "reason": "A Qwen3 MoE compatibility issue is unrelated to resize_token_embeddings not updating output embeddings." }, { - "left": "issue:43854", - "right": "issue:43931", + "left": "issue:42491", + "right": "issue:45335", "accept": false, - "reason": "GLM-4.7-Flash unit-test loading issue is unrelated to Qwen3-VL shape mismatch." + "reason": "Different model families and different failure paths." }, { - "left": "issue:42491", - "right": "issue:45335", + "left": "issue:43854", + "right": "issue:43931", "accept": false, - "reason": "Same broad resize_token_embeddings theme, but different model implementations and target submodules." + "reason": "Different load failures on different models with different symptoms." }, { "left": "issue:43708", "right": "issue:44075", "accept": false, - "reason": "Trainer checkpoint-resume max_steps bug is unrelated to optimizer argument handling." + "reason": "Trainer max_steps resume logic and SGD args being ignored are unrelated." }, { "left": "issue:43856", "right": "issue:44387", "accept": false, - "reason": "Both mention memory pressure, but one is training memory usage and the other is reserved-memory growth under int4 quantization." + "reason": "Both are memory-related, but one is Qwen3 MoE training inefficiency and the other is int4 quantization OOM regression." }, { "left": "issue:44960", "right": "issue:46050", "accept": false, - "reason": "Different model families and different save/load regression patterns." + "reason": "GLM5 loading/behavior and sinq save/load corruption are unrelated." }, { "left": "issue:44164", "right": "issue:44291", "accept": false, - "reason": "Extra_state serialization and init_empty_weights/_is_hf_initialized are distinct issues." + "reason": "Different serialization/loading failures: extra_state handling versus init_empty_weights passing an unexpected argument." }, { "left": "issue:46897", "right": "issue:46901", - "accept": false, - "reason": "Both are training-loss double-shift reports, but they are model-specific and not enough evidence shows the same code-path bug." + "accept": true, + "reason": "Both describe the same training-loss double-shift bug pattern, just in different model families." }, { "left": "issue:45276", "right": "issue:45335", - "accept": false, - "reason": "Both are resize_token_embeddings propagation bugs, but for different architectures and submodules; likely separate fixes." + "accept": true, + "reason": "Both report the same resize_token_embeddings bug where output embeddings are not updated." }, { "left": "issue:45488", "right": "issue:45812", "accept": false, - "reason": "Different tokenizer regressions: LlamaTokenizer pre-tokenizer override vs wrong token IDs for Granite models." + "reason": "Different tokenizer regressions for different model families and different root causes." }, { "left": "issue:45362", "right": "issue:45406", "accept": false, - "reason": "Qwen3.5 chat crash and Gemma4Processor missing _tokenizer are unrelated failures." + "reason": "A Qwen3.5 chat crash and a Gemma4Processor missing _tokenizer error are not the same bug." + }, + { + "left": "issue:43425", + "right": "issue:43957", + "accept": false, + "reason": "Torch version incompatibility and meta-device loading regressions are distinct issues." } ] }, "evaluator_result": { - "accept": true, - "feedback": "The summary is grounded in the packet: 43644/44534 is the only clearly duplicate-looking pair, and the rest of the soft-edge rejections stay conservative rather than overstating similarity. The canonical-choice rationale is also supported by the timestamps, discussion/inbound counts, and matching regression titles." + "accept": false, + "feedback": "Most of the pair judgments are conservative and well-grounded, especially 43644\u219444534, 45276\u219445335, and the false negatives. However, the 44451\u219444488 verdict overstates the evidence: the packet only shows two separate BERT-style model-loading failures for different checkpoints, which is similarity, not a grounded duplicate claim. The summary also leans a bit too hard on that BERT pair by calling it a clear duplicate candidate. Rephrase that as tentative or drop it." }, "evaluator_used": true, - "retried": false, + "retried": true, "accepted_nontrivial_soft_edge": true, "error_kind": null, "error_message": null @@ -2569,8 +2555,8 @@ "review_unit_count": 63, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-516", "nodes": [ @@ -2578,15 +2564,14 @@ "issue:39404", "issue:39692", "issue:41720", - "issue:42175", "issue:42796", "issue:42947", "issue:43335", "issue:43381", "issue:43404", - "issue:43425", "issue:43454", "issue:43645", + "issue:43828", "issue:43854", "issue:43873", "issue:43957", @@ -2624,12 +2609,11 @@ "issue:46829" ], "soft_pairs": [ - "issue:43425|issue:43957", "issue:44910|issue:45588", "issue:44402|issue:44488", "issue:39692|issue:44960", - "issue:41720|issue:44155", "issue:44291|issue:44756", + "issue:41720|issue:44155", "issue:45663|issue:45759", "issue:43404|issue:43454", "issue:42947|issue:45704", @@ -2654,235 +2638,223 @@ "issue:43854|issue:45216", "issue:43645|issue:44164", "issue:45292|issue:45335", - "issue:42175|issue:43957", + "issue:43828|issue:43957", "issue:44589|issue:44756" ], - "prepared_review_unit_hash": "0709348369e9ff6a4bcf746d87c4c462d541c78f4f1eab373ea43c27734a1e70", + "prepared_review_unit_hash": "c475d3722a2b520b44f1d5bdd09db9e12ae9a1fdb42b400b1b4396774bd6d32a", "component_budget": { "node_count": 516, "item_count": 516, "soft_pair_count": 1900, - "serialized_chars": 985297, - "estimated_input_tokens": 246325, - "estimated_eval_tokens": 492906 + "serialized_chars": 985312, + "estimated_input_tokens": 246328, + "estimated_eval_tokens": 492912 }, "budget": { - "node_count": 48, - "item_count": 48, - "soft_pair_count": 32, - "serialized_chars": 37384, - "estimated_input_tokens": 9346, - "estimated_eval_tokens": 18948 + "node_count": 47, + "item_count": 47, + "soft_pair_count": 31, + "serialized_chars": 36564, + "estimated_input_tokens": 9141, + "estimated_eval_tokens": 18538 }, "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; only one near-duplicate subgroup stands out around `resize_token_embeddings`/`output_embeddings`. Most soft edges should be rejected.", - "confidence": 0.69, - "canonical_issue_reason": "No single canonical issue fits the whole cluster because the items cover many unrelated regressions; within the one clear mini-cluster, issue 45292 is the broadest duplicate target for the `resize_token_embeddings` / `output_embeddings` problem.", + "summary": "Most items are unrelated model-specific Transformers bugs. The only clear duplicates are the resize_token_embeddings reports around output/decoder embeddings; the rest are too different in symptom or code path to merge as duplicates.", + "confidence": 0.91, + "canonical_issue_reason": "Issue 45292 is the broadest, most general report in the resize_token_embeddings cluster, and it matches the same propagation failure described by the more specific Gemma4/t5gemma reports.", "canonical_pr_reason": null, - "best_issue_reason": "Issue 44910 is the strongest standalone issue in the set: it has a concrete crash, a clear affected model, and an explicit root-cause hypothesis around 3D `position_ids` handling.", + "best_issue_reason": "45292 is the best canonical issue because it states the core API regression without narrowing to one model family, while 45276 and 45335 look like specific manifestations of the same bug.", "best_pr_reason": null, "soft_edge_verdicts": [ - { - "left": "issue:43425", - "right": "issue:43957", - "accept": false, - "reason": "Both are model-loading/version regressions, but they describe different failures (`torch` incompatibility vs `torch.device('meta')` loading breakage) and different code paths." - }, { "left": "issue:44910", "right": "issue:45588", "accept": false, - "reason": "Both involve attention/backends, but one is Qwen3.5 3D `position_ids` causing flash-attn crashes; the other is `s_aux=None` crashing sink-less flash-attention code. Different bugs." + "reason": "Both touch flash attention, but they describe different failures: packed-sequence position_ids misinterpretation vs s_aux=None AttributeError on sink-less models." }, { "left": "issue:44402", "right": "issue:44488", "accept": false, - "reason": "Both mention the same model family, but one is a tokenizer vocab-size mismatch and the other is a model-loading regression. Not the same underlying bug." + "reason": "Both mention tokenizer/model loading problems, but one is about vocab-size/pad-unk token placement and the other is a specific model load failure; not clearly the same bug." }, { "left": "issue:39692", "right": "issue:44960", "accept": false, - "reason": "Completely different topics: SigLIP2 docs/example errors vs a GLM5 model-loading issue." + "reason": "Different models and different failure modes; one is a SigLIP2 doc example issue, the other is a GLM5 report." }, { - "left": "issue:41720", - "right": "issue:44155", + "left": "issue:44291", + "right": "issue:44756", "accept": false, - "reason": "Different failures: Qwen3 auto device mapping CUDA assert vs AudioFlamingo3 batched inference embedding/token leakage." + "reason": "One is an init_empty_weights/_is_hf_initialized TypeError, the other is mmap/OOM behavior on Strix Halo." }, { - "left": "issue:44291", - "right": "issue:44756", + "left": "issue:41720", + "right": "issue:44155", "accept": false, - "reason": "`init_empty_weights` argument handling and Strix Halo mmap OOM are unrelated." + "reason": "Completely different models and code paths: Qwen3 auto device mapping vs AudioFlamingo3 batch leakage." }, { "left": "issue:45663", "right": "issue:45759", "accept": false, - "reason": "Different multimodal/config issues: FSDP2 `shared_kv_states` bug vs `from_config` not unwrapping `text_config`." + "reason": "Both involve model internals, but one is an FSDP2 shared_kv_states bug and the other is a from_config text_config unwrapping issue." }, { "left": "issue:43404", "right": "issue:43454", "accept": false, - "reason": "Both are about untied `lm_head`, but they affect different model classes and likely need separate fixes." + "reason": "Both are about lm_head tying, but they affect different model families and don't clearly point to one shared code-path bug." }, { "left": "issue:42947", "right": "issue:45704", "accept": false, - "reason": "Gradient checkpointing/LoRA behavior and a T5 RMSNorm memory leak are unrelated." + "reason": "Gradient checkpointing/LoRA behavior and an apex RMSNorm memory leak are unrelated." }, { "left": "issue:43873", "right": "issue:44387", "accept": false, - "reason": "Both concern quantization/memory, but one is offloading with quantization and the other is increased reserved memory under int4 quantization. Different root causes." + "reason": "Both involve quantization and memory, but one is offloading with quantization and the other is increased CUDA reserved memory/OOM under int4." }, { "left": "issue:44079", "right": "issue:46829", "accept": false, - "reason": "`ModelOutput` key assignment and VideoPrism output-field mapping are separate output-object bugs." + "reason": "General ModelOutput key assignment logic vs a specific ImageClassifierOutput hidden_states mismatch are not the same underlying bug." }, { "left": "issue:45663", "right": "issue:45859", "accept": false, - "reason": "Different model-specific issues: Gemma4 FSDP2 `shared_kv_states` vs Qwen3_5Moe rotary embedding CPU offload." + "reason": "Different issues in different Qwen3.5 MoE components; one is FSDP2 state handling, the other CPU-offload incompatibility in rotary embedding." }, { "left": "issue:44292", "right": "issue:44912", "accept": false, - "reason": "Different quantized-model load failures (`Qwen-3-8B-NVFP4` vs `git-oss-20b` MXFP4 fallback)." + "reason": "One is an init_empty_weights constructor-arg problem; the other is an MXFP4 loading/quantization fallback issue." }, { "left": "issue:42947", "right": "issue:43381", "accept": false, - "reason": "Both mention gradient checkpointing, but one is ineffective with PEFT LoRA and the other is forbidden in eval mode. Not the same bug." + "reason": "Both mention gradient checkpointing, but one is about ineffective checkpointing with PEFT LoRA and the other is eval-mode usage being disallowed." }, { "left": "issue:36010", "right": "issue:39404", "accept": false, - "reason": "ImportError for `GenerationMixin` and Whisper `return_language` pipeline regression are unrelated." + "reason": "ImportError for GenerationMixin and Whisper return_language regression are unrelated." }, { "left": "issue:43957", "right": "issue:44756", "accept": false, - "reason": "`torch.device('meta')` model-loading breakage and disabling mmap for Strix Halo OOM are distinct issues." + "reason": "Meta-device loading regressions and mmap/OOM on Strix Halo are different loading problems." }, { "left": "issue:44155", "right": "issue:45823", "accept": false, - "reason": "AudioFlamingo3 batched inference leakage and Gemma4 PLE device mismatch are unrelated." + "reason": "Audio track leakage in AudioFlamingo3 and a Gemma4 device_map mismatch are unrelated bugs." }, { "left": "issue:43335", "right": "issue:45663", "accept": false, - "reason": "SwitchTransformers sparse-layer construction and Gemma4 FSDP2 shared-KV handling are different code paths." + "reason": "Sparse-layer config construction and FSDP2 per-layer state rebuilding are different code paths." }, { "left": "issue:44387", "right": "issue:44756", "accept": false, - "reason": "Both are memory-related, but int4 reserved-memory growth and Strix Halo mmap OOM are not the same bug." + "reason": "Both end in OOM, but one is int4 reserved-memory growth and the other is a mmap-specific Strix Halo workaround." }, { "left": "issue:44863", "right": "issue:46468", "accept": false, - "reason": "NemotronH checkpoint loading and the official Nemotron example breaking are related by model family, but not the same concrete failure." + "reason": "NemotronH checkpoint loading and the official Nemotron example being broken are not clearly the same defect." }, { "left": "issue:45276", "right": "issue:45292", "accept": true, - "reason": "Same `resize_token_embeddings`/`output_embeddings` regression; 45276 is a Gemma4-specific manifestation of the broader bug in 45292." + "reason": "These are the same resize_token_embeddings regression: resized embeddings are not propagated to output embeddings / per-layer embeddings." }, { "left": "issue:44479", "right": "issue:44877", "accept": false, - "reason": "Qwen VL video-input regression and strict config blocking `granite_speech` loading are unrelated." + "reason": "A video-input regression across Qwen VL variants and a granite_speech config-loading strictness issue are unrelated." }, { "left": "issue:43381", "right": "issue:44928", "accept": false, - "reason": "Eval-mode gradient checkpointing restriction is not the same as Qwen3.5 3D `position_ids` causing SDPA math fallback and NaNs." + "reason": "Eval-mode checkpointing restriction and Qwen3.5 NaNs from 3D position_ids/SDPA fallback are different failures." }, { "left": "issue:44164", "right": "issue:44756", "accept": false, - "reason": "Save/from_pretrained `extra_state` handling and Strix Halo mmap OOM are unrelated." + "reason": "save/from_pretrained extra_state handling is unrelated to disabling mmap on Strix Halo." }, { "left": "issue:42796", "right": "issue:46326", "accept": false, - "reason": "Tokenizer BPE-marker handling and `continue_final_message` for `mistral_common` tokenizers are different tokenizer bugs." + "reason": "Both involve tokenizer behavior, but BPE-marker handling and continue_final_message are distinct issues." }, { "left": "issue:45588", "right": "issue:45663", "accept": false, - "reason": "Flash-attention `s_aux=None` crash and Gemma4 FSDP2 shared-KV rebuild are unrelated." + "reason": "Flash attention sinkless-model s_aux handling and Gemma4 FSDP2 shared_kv_states rebuilding are unrelated." }, { "left": "issue:45684", "right": "issue:45698", "accept": false, - "reason": "Custom-model file permissions during save and wrong custom-module loading after save are different issues." + "reason": "Custom-model save permissions and loading the wrong custom module after save_pretrained are different bugs." }, { "left": "issue:43854", "right": "issue:45216", "accept": false, - "reason": "Different model/version regressions: GLM-4.7-Flash test load issue vs Qwen3.5 checkpoint save corruption." + "reason": "A GLM-4.7-Flash load failure in tests and a Qwen3.5 save_pretrained regression are unrelated." }, { "left": "issue:43645", "right": "issue:44164", "accept": false, - "reason": "Jupyter custom-model initialization breakage and `extra_state` save/load handling are separate regressions." + "reason": "Jupyter custom-model initialization breakage and extra_state serialization handling are different problems." }, { "left": "issue:45292", "right": "issue:45335", - "accept": false, - "reason": "Related theme, but not the same concrete bug: 45292 is about output embeddings, while 45335 is about `decoder.embed_tokens` in t5gemma." + "accept": true, + "reason": "Same underlying resize_token_embeddings bug: the resized embeddings are not being applied to decoder.embed_tokens/output embeddings." }, { - "left": "issue:42175", + "left": "issue:43828", "right": "issue:43957", "accept": false, - "reason": "Packaging/back-end dependency issue and meta-device loading failure are unrelated." - }, - { - "left": "issue:44589", - "right": "issue:44756", - "accept": false, - "reason": "Missing `Float8_e4m3fnStorage` support and Strix Halo mmap OOM are not the same problem." + "reason": "Autocast dtype mismatch on Phi-tiny-MoE and meta-device loading regressions are unrelated." } ] }, "evaluator_result": { "accept": true, - "feedback": "The assessment is grounded in the packet and stays conservative. The only accepted soft edge, issue:45276 vs issue:45292, is well-supported by the highly similar `resize_token_embeddings`/`output_embeddings` wording. The remaining pair rejections look appropriately cautious given the differing titles and problem descriptions. The cluster-level summary that this is mostly a grab-bag of unrelated bugs is also supported." + "feedback": "The summary is conservative and grounded in the packet. The only duplicates the analyst clearly endorses are the resize_token_embeddings issues, and the rationale stays within the evidence available from titles/soft-pair similarity. No overstatement detected." }, "evaluator_used": true, "retried": false, @@ -2898,8 +2870,8 @@ "review_unit_count": 63, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-516", "nodes": [ @@ -2971,8 +2943,8 @@ "issue:44479|issue:44805", "issue:43901|issue:44509", "issue:43994|issue:44079", - "issue:43906|issue:44530", "issue:44164|issue:45759", + "issue:43906|issue:44530", "issue:36032|issue:43452", "issue:44265|issue:44898", "issue:46050|issue:46326", @@ -2986,20 +2958,20 @@ "issue:43856|issue:44756", "issue:43596|issue:44683" ], - "prepared_review_unit_hash": "92f61a4ce2320e887e48aec9e3eb299d2c505ffe94fd6a2808cd6f3b3cc9c337", + "prepared_review_unit_hash": "c6d1f7fa745bc5cdb95f9d05c11249d8b8f25d65ebdb55d01a6a6255af99c68c", "component_budget": { "node_count": 516, "item_count": 516, "soft_pair_count": 1900, - "serialized_chars": 985297, - "estimated_input_tokens": 246325, - "estimated_eval_tokens": 492906 + "serialized_chars": 985312, + "estimated_input_tokens": 246328, + "estimated_eval_tokens": 492912 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 32, - "serialized_chars": 37545, + "serialized_chars": 37547, "estimated_input_tokens": 9387, "estimated_eval_tokens": 19030 }, @@ -3008,204 +2980,198 @@ "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is heterogeneous: most items are distinct Transformers v5 regressions spanning tokenizer loading, custom model init, quantization, training, and docs. I did not find any soft pair that clearly refers to the same concrete bug/change.", - "confidence": 0.78, - "canonical_issue_reason": "No single true duplicate stands out; issue:43646 is the closest representative because it is the broadest generic v5 custom-model initialization regression in the set.", + "summary": "This is not a single duplicate cluster; it spans many unrelated Transformers v5 regressions, tokenizer-loading failures, model-specific dtype/device issues, and a few docs/training bugs. None of the soft edges look like the same concrete change or bug.", + "confidence": 0.96, + "canonical_issue_reason": null, "canonical_pr_reason": null, - "best_issue_reason": "issue:43646 is the best cluster representative: it captures a broad, recurring v5 custom-model breakage theme, even though the cluster itself is not a single duplicate family.", + "best_issue_reason": "issue:43646 is the broadest/generalized report in the set (custom model initialization regression) and is the closest thing to a representative issue, but the overall set is still too heterogeneous for a true canonical.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:43646", "right": "issue:43708", "accept": false, - "reason": "Custom model initialization breakage vs Trainer checkpoint resume step calculation; different code paths." + "reason": "Different failure modes: custom model init in notebooks vs Trainer max_steps calculation when resuming with a changed batch size." }, { "left": "issue:44402", "right": "issue:44451", "accept": false, - "reason": "Tokenizer vocab-size mismatch for one model vs a separate model-loading failure; not the same bug." + "reason": "Both involve tokenizer/model loading, but one is a vocab/special-token mismatch and the other is a model-specific load failure; not the same bug." }, { "left": "issue:46894", "right": "issue:46901", "accept": false, - "reason": "Both mention double-shifted training loss, but they are different model families with no evidence of one shared failing implementation." + "reason": "Both mention a double-shift loss pattern, but they are different model implementations and do not look like one shared code-path fix." }, { "left": "issue:43425", "right": "issue:43828", "accept": false, - "reason": "Torch version incompatibility vs autocast dtype mismatch are unrelated failures." + "reason": "Torch-version incompatibility vs autocast dtype mismatch; related area, but distinct bugs." }, { "left": "issue:46315", "right": "issue:46491", "accept": false, - "reason": "Performance regression in token conversion vs leading-space round-trip correctness regression." + "reason": "Tokenizer conversion slowdown vs leading-space round-trip regression; unrelated behavior." }, { "left": "issue:45812", "right": "issue:46315", "accept": false, - "reason": "Wrong token IDs for Granite models vs slow `convert_tokens_to_ids`; different symptoms and fixes." + "reason": "Granite token ID regression and slow convert_tokens_to_ids are separate tokenizer issues." }, { "left": "issue:44530", "right": "issue:45084", "accept": false, - "reason": "PagedAttention/linear_attention crash vs template compilation error; different subsystems." + "reason": "PagedAttentionCache linear_attention crash and template-node compile error are different code paths." }, { "left": "issue:39404", "right": "issue:45701", "accept": false, - "reason": "Whisper pipeline `return_language` regression vs docs/tokenization version behavior; not the same issue." + "reason": "Whisper pipeline return_language breakage is unrelated to the tokenization regression report." }, { "left": "issue:43611", "right": "issue:43645", "accept": false, - "reason": "Base-model-prefix loading failure vs notebook-defined custom model initialization; related area but different bugs." + "reason": "Both are v5 custom-model regressions, but one is base_model_prefix loading and the other is notebook-defined model initialization; not clearly the same defect." }, { "left": "issue:43425", "right": "issue:46869", "accept": false, - "reason": "Torch compatibility issue vs YOLO multi-GPU `device_map=\"auto\"` failure." + "reason": "Torch incompatibility and YOLO multi-GPU device-map failure are distinct issues." }, { "left": "issue:44683", "right": "issue:45823", "accept": false, - "reason": "`flex_attention` compile failure on newer torch vs Gemma4 PLE forward device mismatch." + "reason": "Compiled flex_attention on torch>=2.9 is unrelated to Gemma4 device-mapping mismatch." }, { "left": "issue:43425", "right": "issue:43716", "accept": false, - "reason": "Torch version incompatibility vs multimodal dtype mismatch." + "reason": "Generic Torch 2.10 incompatibility vs Mistral-3 image-preprocessor dtype mismatch." }, { "left": "issue:39404", "right": "issue:46665", "accept": false, - "reason": "Whisper pipeline behavior regression vs inconsistent `from_pretrained` behavior inside Python classes." + "reason": "Different loading/pipeline regressions with no shared concrete bug." }, { "left": "issue:43425", "right": "issue:45823", "accept": false, - "reason": "Torch compatibility vs device-map forward mismatch; different underlying problems." + "reason": "Torch compatibility issue vs Gemma4 device mismatch; too broad to merge." }, { "left": "issue:44589", "right": "issue:45084", "accept": false, - "reason": "Float8 storage lookup failure vs template compilation error; no shared bug." + "reason": "Float8 storage lookup failure and non-template-node compile error are unrelated." }, { "left": "issue:44479", "right": "issue:44805", "accept": false, - "reason": "Video-input regression in specific models vs mask/tensor shape mismatch; not the same code path." + "reason": "Video-input regression and mask-shape IndexError do not share a concrete fix." }, { "left": "issue:43901", "right": "issue:44509", "accept": false, - "reason": "Separate documentation regressions about different removed/changed pipeline APIs." + "reason": "Both are docs-related, but they cover different removed/changed pipeline docs and are not duplicates." }, { "left": "issue:43994", "right": "issue:44079", "accept": false, - "reason": "Model output key assignment bug may affect outputs, but it is not clearly the same as nonsensical model/pipeline results." + "reason": "Siglip2 wrong outputs and ModelOutput key assignment are different bugs." }, { - "left": "issue:43906", - "right": "issue:44530", + "left": "issue:44164", + "right": "issue:45759", "accept": false, - "reason": "Isolated reproduction of another issue vs PagedAttention linear_attention crash; unrelated." + "reason": "Extra-state save/load handling vs composite config unwrapping are separate serialization/config issues." }, { - "left": "issue:44164", - "right": "issue:45759", + "left": "issue:43906", + "right": "issue:44530", "accept": false, - "reason": "`extra_state` serialization bug vs `text_config` unwrapping for composite configs; different loading/saving paths." + "reason": "An isolated reproduction of an older issue is not the same as the Qwen3.5 PagedAttentionCache crash." }, { "left": "issue:36032", "right": "issue:43452", "accept": false, - "reason": "T5 tokenizer special-token method conflict vs gguf loading failure; distinct tokenizer/model-loading issues." + "reason": "T5Tokenizer special-method conflict and gguf_file loading breakage are different tokenizer/model-loading failures." }, { "left": "issue:44265", "right": "issue:44898", "accept": false, - "reason": "`torch.export`/`torch_compilable_check` failure vs Perceiver interpolation at non-default resolution; different problems." + "reason": "torch.export failure with torch_compilable_check and Perceiver interpolate_pos_encoding failure are unrelated." }, { "left": "issue:46050", "right": "issue:46326", "accept": false, - "reason": "Quantized save/load corruption vs mistral_common `continue_final_message` bug; unrelated behavior." - }, - { - "left": "issue:43906", - "right": "issue:46326", - "accept": false, - "reason": "Repro issue vs tokenizer `continue_final_message` regression; no shared bug." + "reason": "Quantized save/load corruption vs mistral_common continue_final_message bug are unrelated." }, { "left": "issue:44991", "right": "issue:45081", "accept": false, - "reason": "Tokenizer load regression for a specific model vs Mistral regex patch crash." + "reason": "Both are tokenizer-loading regressions, but for different tokenizers and different failure points; not one mergeable fix." }, { "left": "issue:39404", "right": "issue:44912", "accept": false, - "reason": "Whisper pipeline regression vs MXFP4 quantization fallback; unrelated." + "reason": "Whisper pipeline bug and MXFP4 quantization fallback are unrelated." }, { "left": "issue:44671", "right": "issue:44991", "accept": false, - "reason": "CamemBERT masked-LM predictions regression vs tokenizer loading failure for a different model." + "reason": "CamemBERT masked-LM prediction regression is not the same as est-roberta tokenizer loading failure." }, { "left": "issue:45823", "right": "issue:46899", "accept": false, - "reason": "Device-map forward mismatch vs 4-bit multimodal embedder dtype-cast bug; different code paths." + "reason": "Both touch Gemma4, but one is device_map forward placement and the other is 4-bit multimodal dtype casting." }, { "left": "issue:45479", "right": "issue:46894", "accept": false, - "reason": "Degenerate sequence-classification zero loss vs ASR training-loss double-shift; not the same bug." + "reason": "Single-label classification zero-loss bug is a different training objective issue than the ASR double-shift bug." }, { "left": "issue:44164", "right": "issue:46821", "accept": false, - "reason": "Serialization/loading bug vs TimesFM `window_size` attribute error." + "reason": "save/from_pretrained extra_state handling is unrelated to the TimesFM window_size AttributeError." }, { "left": "issue:43856", "right": "issue:44756", "accept": false, - "reason": "MoE training memory inefficiency vs mmap OOM workaround; same broad area but not the same issue." + "reason": "MoE training memory inefficiency and Strix Halo mmap OOM are different performance/memory problems." }, { "left": "issue:43596", "right": "issue:44683", "accept": false, - "reason": "DeepSpeed/BertModel zero3 index error vs compiled flex_attention failure on newer torch." + "reason": "Deepspeed zero3/BertModel index error and compiled flex_attention torch>=2.9 failure are unrelated." } ] }, @@ -3224,8 +3190,8 @@ "review_unit_count": 63, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-516", "nodes": [ @@ -3279,10 +3245,10 @@ "issue:47050" ], "soft_pairs": [ - "issue:43299|issue:43931", "issue:43632|issue:47050", - "issue:45479|issue:46897", + "issue:43299|issue:43931", "issue:44488|issue:44987", + "issue:45479|issue:46897", "issue:44488|issue:45081", "issue:43611|issue:43644", "issue:36032|issue:42915", @@ -3292,9 +3258,9 @@ "issue:46285|issue:46402", "issue:44661|issue:44683", "issue:32090|issue:39404", - "issue:43643|issue:44530", "issue:44451|issue:44987", "issue:43541|issue:45084", + "issue:43643|issue:44530", "issue:42915|issue:44530", "issue:44737|issue:45859", "issue:40990|issue:43421", @@ -3305,218 +3271,224 @@ "issue:43582|issue:43632", "issue:36032|issue:43645", "issue:44206|issue:44220", - "issue:44811|issue:45584", "issue:43452|issue:43482", - "issue:44987|issue:44991" + "issue:44987|issue:44991", + "issue:44811|issue:45584" ], - "prepared_review_unit_hash": "1589ebb40d3da38b57a4252d7fe43329495eaf45865b0abf8733b555c209b3d7", + "prepared_review_unit_hash": "653e265d8222968ff5845933983cbbc278d3cbadb5ff55b519bd8255ef2b4e2b", "component_budget": { "node_count": 516, "item_count": 516, "soft_pair_count": 1900, - "serialized_chars": 985297, - "estimated_input_tokens": 246325, - "estimated_eval_tokens": 492906 + "serialized_chars": 985312, + "estimated_input_tokens": 246328, + "estimated_eval_tokens": 492912 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 29, - "serialized_chars": 36515, - "estimated_input_tokens": 9129, - "estimated_eval_tokens": 18514 + "serialized_chars": 36518, + "estimated_input_tokens": 9130, + "estimated_eval_tokens": 18516 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is mostly a collection of unrelated Transformers regressions across tokenization, model loading, training, audio feature extraction, and backend support. I only see one soft-edge pair that looks like the same underlying bug: the audio feature-extraction crash around `_torch_extract_fbank_features`.", - "confidence": 0.86, - "canonical_issue_reason": null, + "summary": "Most items are distinct regression reports with only two clear duplicate pairs: the GGUF-loading reports and the audio fbank-feature extraction reports. The rest are broad false positives across different models/code paths.", + "confidence": 0.87, + "canonical_issue_reason": "issue:44462 is the broadest tokenizer-loading regression in the set and already has inbound references, making it the best umbrella anchor for the tokenizer-related reports.", "canonical_pr_reason": null, - "best_issue_reason": null, + "best_issue_reason": "issue:44462 best represents the tokenizer-loading problem because its title is generic, its scope is broader than the repo-specific reports, and it appears to be the most reusable canonical reference.", "best_pr_reason": null, "soft_edge_verdicts": [ - { - "left": "issue:43299", - "right": "issue:43931", - "accept": false, - "reason": "Same general Qwen3-VL family, but the titles point to different symptoms (model loading breakage vs. weight-shape mismatch) and not clearly the same concrete bug." - }, { "left": "issue:43632", "right": "issue:47050", "accept": false, - "reason": "Different subsystems and failures: a Transformers v5 initialization flag regression vs. an ONNX attention dtype mismatch." + "reason": "Unrelated failures: `_is_hf_initialized` regression vs ONNX fp16 dtype mismatch in Canine attention." }, { - "left": "issue:45479", - "right": "issue:46897", + "left": "issue:43299", + "right": "issue:43931", "accept": false, - "reason": "Both mention training-loss anomalies, but one is a sequence-classification zero-loss bug and the other is a Florence2 double-shift pattern; not the same code-path." + "reason": "Both involve Qwen3-VL loading, but one is a general v5/MoE loading break while the other is a specific weight-shape mismatch; not the same concrete bug." }, { "left": "issue:44488", "right": "issue:44987", "accept": false, - "reason": "Both are tokenizer/model loading failures, but they involve different repositories and different failure modes." + "reason": "Both are model-loading complaints, but they point to different models and likely different root causes." + }, + { + "left": "issue:45479", + "right": "issue:46897", + "accept": false, + "reason": "Both concern loss issues, but they are different models and different bug patterns." }, { "left": "issue:44488", "right": "issue:45081", "accept": false, - "reason": "Unrelated failures: loading a BERT tokenizer vs. a Mistral regex patch crash." + "reason": "Tokenizer load failure vs a Mistral regex patch crash; different code paths." }, { "left": "issue:43611", "right": "issue:43644", "accept": false, - "reason": "Both are broad v5 regressions, but one is about base_model_prefix model loading and the other about non-persistent buffer initialization; not the same bug." + "reason": "Both are v5 regressions, but one is model-loading/base_model_prefix handling and the other is non-persistent buffer initialization; not the same bug." }, { "left": "issue:36032", "right": "issue:42915", "accept": false, - "reason": "Tokenizer method-name conflict vs. Qwen3Moe FP8 loading failure; different code paths." + "reason": "Tokenizer method-name conflict vs Qwen3Moe fine-grained FP8 loading failure; unrelated." }, { "left": "issue:44462", "right": "issue:46489", "accept": false, - "reason": "Both concern tokenizers, but one is repository tokenizer.json selection and the other is DeepSeek-Coder output correctness; too different to merge." + "reason": "Generic tokenizer.json loading regression vs DeepSeek-Coder output regression; not the same underlying issue." }, { "left": "issue:42796", "right": "issue:43404", "accept": false, - "reason": "Different model families and failures: Ministral tokenizer BPE handling vs. Mistral3 lm_head weight tying." + "reason": "Tokenizer BPE marker handling vs tied lm_head weights in Mistral3; different problems." }, { "left": "issue:43716", "right": "issue:45084", "accept": false, - "reason": "Image preprocessor/model dtype mismatch is unrelated to a template-node compilation TypeError." + "reason": "Image preprocessor/model dtype mismatch vs a template compilation error; unrelated." }, { "left": "issue:46285", "right": "issue:46402", "accept": false, - "reason": "Different model classes and problems: CLIP structure inconsistency vs. Sam3 text encoder weights not loading." + "reason": "CLIP structure inconsistency vs Sam3Model text-encoder weight loading; different model families and failures." }, { "left": "issue:44661", "right": "issue:44683", "accept": false, - "reason": "Model-mapping helper failure vs. torch flex_attention compilation regression; no shared bug." + "reason": "Auto-model registration bug vs compiled flex_attention failure; no shared code path." }, { "left": "issue:32090", "right": "issue:39404", "accept": false, - "reason": "Trainer GPU broadcast error and Whisper return_language regression are unrelated." - }, - { - "left": "issue:43643", - "right": "issue:44530", - "accept": false, - "reason": "AutoConfig remote-code field loss is unrelated to Qwen3.5 paged-attention group-type crashes." + "reason": "Trainer GPU broadcast NoneType error vs Whisper return_language pipeline regression; unrelated." }, { "left": "issue:44451", "right": "issue:44987", "accept": false, - "reason": "Both are load failures, but they target different repos/models and do not look like the same defect." + "reason": "Different model-loading failures with no evidence of the same root cause." }, { "left": "issue:43541", "right": "issue:45084", "accept": false, - "reason": "Torch Dynamo grouped_mm tracing failure is unrelated to the template compilation error." + "reason": "Torch Dynamo grouped_mm tracing error vs non-template-node compilation error; different failures." + }, + { + "left": "issue:43643", + "right": "issue:44530", + "accept": false, + "reason": "AutoConfig missing-fields bug vs PagedAttentionCache linear_attention crash; unrelated." }, { "left": "issue:42915", "right": "issue:44530", "accept": false, - "reason": "Both are Qwen-related, but one is FP8 config loading and the other is cache/paged-attention runtime behavior; different bugs." + "reason": "Both involve Qwen models, but one is FineGrainedFP8 loading and the other is cache/group-type handling; not the same bug." }, { "left": "issue:44737", "right": "issue:45859", "accept": false, - "reason": "XLNet positional encoding device placement bug vs. Qwen3_5Moe CPU-offload incompatibility; unrelated." + "reason": "CPU device placement bug in XLNet vs CPU-offload incompatibility in Qwen3_5Moe rotary embedding; different code paths." }, { "left": "issue:40990", "right": "issue:43421", "accept": false, - "reason": "Perplexity regression on a model vs. tokenizer backend post-processor update behavior; not the same issue." + "reason": "Perplexity regression vs runtime special-token/post-processor update behavior; unrelated." }, { "left": "issue:34567", "right": "issue:40444", "accept": false, - "reason": "TrainerState token-count tracking and multi-image iterable-dataset finetuning failure are unrelated." + "reason": "Trainer token-count tracking bug vs Qwen2.5-VL iterable-dataset multi-image failure; unrelated." }, { "left": "issue:43644", "right": "issue:43646", "accept": false, - "reason": "Both are Transformers v5 init regressions, but one is about non-persistent buffers and the other about custom model initialization in notebooks; not the same concrete bug." + "reason": "Both are v5 init-related regressions, but one is non-persistent buffers being filled with junk and the other is custom model initialization; too different to merge." }, { "left": "issue:42175", "right": "issue:46178", "accept": false, - "reason": "Both involve backend availability, but one is pip extra packaging and the other is a BACKENDS_MAPPING validation error; different layers." + "reason": "Packaging/backends dependency issue vs BACKENDS_MAPPING validation error; different failure modes." }, { "left": "issue:40444", "right": "issue:46326", "accept": false, - "reason": "Multi-image Qwen2.5-VL finetuning failure and mistral_common continue_final_message behavior are unrelated." + "reason": "Multi-image Qwen2.5-VL training failure vs Whisper continue_final_message tokenizer behavior; unrelated." }, { "left": "issue:43582", "right": "issue:43632", "accept": false, - "reason": "Apple Silicon allocator warmup TypeError is unrelated to the _is_hf_initialized regression." + "reason": "Apple Silicon allocator warmup TypeError vs `_is_hf_initialized` regression; unrelated." }, { "left": "issue:36032", "right": "issue:43645", "accept": false, - "reason": "T5 tokenizer special-token conflict and custom model initialization in Jupyter are different bugs." + "reason": "Tokenizer attribute conflict vs Jupyter custom-model initialization regression; different symptoms and code paths." }, { "left": "issue:44206", "right": "issue:44220", "accept": true, - "reason": "Both point to the same audio feature-extraction path and the same underlying `_torch_extract_fbank_features`/feature-extractor crash." - }, - { - "left": "issue:44811", - "right": "issue:45584", - "accept": false, - "reason": "Both are Whisper-related, but batch_decode skip_special_tokens handling and empty-transcription generation after align_special_tokens are different behaviors." + "reason": "Both point to the same audio feature-extraction problem centered on `_torch_extract_fbank_features()` and the unsupported `center` argument." }, { "left": "issue:43452", "right": "issue:43482", - "accept": false, - "reason": "Both involve GGUF loading, but one is a broad `gguf_file`/from_pretrained breakage and the other is a specific Qwen2.5-GGUF failure; not clearly the same fix." + "accept": true, + "reason": "Both describe the same GGUF loading regression in transformers v5, with 43482 being a specific model manifestation of 43452's broader breakage." }, { "left": "issue:44987", "right": "issue:44991", "accept": false, - "reason": "Both are tokenizer-loading regressions in v5, but they affect different models and likely different code paths." + "reason": "Different model/tokenizer loading failures and no shared concrete code path." + }, + { + "left": "issue:45081", + "right": "issue:45584", + "accept": false, + "reason": "Mistral tokenizer regex patch crash vs Whisper empty-transcription generation failure; unrelated." + }, + { + "left": "issue:44811", + "right": "issue:45584", + "accept": false, + "reason": "Both are Whisper-related, but one is batch_decode skip_special_tokens behavior and the other is empty-transcription generation after align_special_tokens; not the same bug." } ] }, "evaluator_result": { "accept": true, - "feedback": "The summary stays grounded in the packet and is conservative: it characterizes most pairs as unrelated, and the only accepted soft edge is a plausible audio feature-extraction match between 44206 and 44220. No overstatement stands out." + "feedback": "The analysis is grounded in the packet and stays conservative on the soft-edge pairs. The two accepted duplicates (44206/44220 and 43452/43482) are well supported, and the remaining pairs are reasonably rejected as distinct bug reports. The canonical issue choice is also defensible from the titles and inbound references." }, "evaluator_used": true, "retried": false, @@ -3532,8 +3504,8 @@ "review_unit_count": 63, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-516", "nodes": [ @@ -3591,227 +3563,227 @@ "issue:43317|issue:43482", "issue:43746|issue:46326", "issue:43262|issue:43377", - "issue:43208|issue:47013", "issue:43792|issue:46869", + "issue:43208|issue:47013", "issue:44403|issue:45081", "issue:42915|issue:45084", "issue:43645|issue:46661", "issue:43646|issue:44534", "issue:43377|issue:43819", "issue:44849|issue:45325", - "issue:43883|issue:44488", "issue:44987|issue:45081", "issue:28530|issue:34567", "issue:43404|issue:44466", "issue:42915|issue:44291", - "issue:43994|issue:44610", + "issue:43883|issue:44488", "issue:36032|issue:43742", + "issue:43994|issue:44610", "issue:44451|issue:45081", - "issue:44464|issue:45987", "issue:44062|issue:44987", - "issue:44008|issue:46899", + "issue:44464|issue:45987", "issue:42915|issue:44589", + "issue:44008|issue:46899", "issue:44265|issue:44610", "issue:43531|issue:44877", "issue:43632|issue:46821", "issue:43322|issue:43540" ], - "prepared_review_unit_hash": "2a819bf3d48f1d8f0ff8cb526fca366cebf939116fde44631053d2e62e0ec9b0", + "prepared_review_unit_hash": "fd6788cfd66793ed7d2766918a68732701a9a8b71c593938e845f8942fd86706", "component_budget": { "node_count": 516, "item_count": 516, "soft_pair_count": 1900, - "serialized_chars": 985297, - "estimated_input_tokens": 246325, - "estimated_eval_tokens": 492906 + "serialized_chars": 985312, + "estimated_input_tokens": 246328, + "estimated_eval_tokens": 492912 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 28, - "serialized_chars": 36231, - "estimated_input_tokens": 9058, - "estimated_eval_tokens": 18372 + "serialized_chars": 36236, + "estimated_input_tokens": 9059, + "estimated_eval_tokens": 18374 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is mostly a loose thematic grouping of unrelated Transformers issues, with only a few nearby regressions around v5 model initialization/loading. None of the soft pairs look like safe duplicates, so I would not merge them into a single issue cluster.", - "confidence": 0.81, - "canonical_issue_reason": null, + "summary": "This cluster is heterogeneous: it contains many unrelated Transformers regressions that only share broad themes like model loading, init, or v5 breakages. I would not merge any of the soft pairs as duplicates.", + "confidence": 0.82, + "canonical_issue_reason": "Issue 43646 is the broadest representative of the repeated \"custom model initialization breaks in Transformers 5\" theme, and it can subsume the narrower notebook-specific report (43645).", "canonical_pr_reason": null, - "best_issue_reason": "issue:43646 is the broadest representative of the v5 custom model initialization regression, but the cluster is too heterogeneous for it to serve as a true canonical duplicate.", + "best_issue_reason": "Issue 43646 is the best single issue to represent the small v5 custom-init subgroup, but the overall cluster is too mixed to treat as one duplicate set.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:45084", "right": "issue:45507", "accept": false, - "reason": "Different bugs: template compilation failure vs an invalid method call in GraniteMoEHybrid." + "reason": "Template compilation failure and GraniteMoEHybrid invalid-method call are different code paths and different bugs." }, { "left": "issue:43317", "right": "issue:43482", "accept": false, - "reason": "Both are loading failures, but they involve different model paths and failure modes." + "reason": "GPU/CPU offload loading failure for dequantized models is unrelated to Qwen2.5-GGUF loading in v5." }, { "left": "issue:43746", "right": "issue:46326", "accept": false, - "reason": "PEFT checkpoint loading and mistral_common message continuation are unrelated issues." + "reason": "PEFT local-checkpoint loading and mistral_common continue_final_message are separate tokenizer/model-loading paths." }, { "left": "issue:43262", "right": "issue:43377", "accept": false, - "reason": "Audio chat-template sampling rate bug and MIMI padding-mask bug are separate code paths." + "reason": "Audio chat-template sampling-rate default and MIMI batch padding-mask behavior are different bugs in the audio stack." }, { - "left": "issue:43208", - "right": "issue:47013", + "left": "issue:43792", + "right": "issue:46869", "accept": false, - "reason": "Same model family, but the reported xLSTM failures are different defects with different triggers." + "reason": "Whisper inference failure and YOLO multi-GPU device-map failure are unrelated model-loading problems." }, { - "left": "issue:43792", - "right": "issue:46869", + "left": "issue:43208", + "right": "issue:47013", "accept": false, - "reason": "Whisper runtime failure and YOLO multi-GPU device-map failure are unrelated." + "reason": "Both are xLSTM-related, but one is a trio of small-model training bugs while the other is a return_last_states unpacking crash." }, { "left": "issue:44403", "right": "issue:45081", "accept": false, - "reason": "Generic loading noise and Mistral regex patch crashes are not the same underlying bug." + "reason": "Unnecessary load-time noise and a Mistral regex patch AttributeError are not the same underlying issue." }, { "left": "issue:42915", "right": "issue:45084", "accept": false, - "reason": "FineGrainedFP8Config failure and template-node compilation error are different problems." + "reason": "Qwen3Moe FP8 config failure and template-node compilation error are unrelated." }, { "left": "issue:43645", "right": "issue:46661", "accept": false, - "reason": "Both concern custom model loading in v5, but one is notebook initialization and the other is remote-code config_class resolution." + "reason": "Notebook custom-model init failure and remote-code config_class failure share a theme, but not the same concrete initialization bug." }, { "left": "issue:43646", "right": "issue:44534", "accept": false, - "reason": "Custom model initialization regression and non-persistent buffer corruption are unrelated." + "reason": "Custom model initialization regression and non-persistent-buffer junk are different v5 regressions." }, { "left": "issue:43377", "right": "issue:43819", "accept": false, - "reason": "MIMI batching/padding-mask mismatch and DAC latent/forward mismatch are distinct model bugs." + "reason": "MIMI padding-mask batching and DAC.from_latents/forward mismatch are distinct codec bugs." }, { "left": "issue:44849", "right": "issue:45325", "accept": false, - "reason": "Different Qwen variants and different symptoms: hidden-states output vs rope index scaling." - }, - { - "left": "issue:43883", - "right": "issue:44488", - "accept": false, - "reason": "Missing tied-weights metadata and a specific model loading failure are not the same issue." + "reason": "Qwen3.5 hidden-state bug and Qwen2.5-VL rope-index scaling bug are different model-specific failures." }, { "left": "issue:44987", "right": "issue:45081", "accept": false, - "reason": "A version-specific load failure for one model and a tokenizer regex patch crash are separate regressions." + "reason": "Loading physical-intelligence/fast on v5 and the Mistral regex patch crash are unrelated." }, { "left": "issue:28530", "right": "issue:34567", "accept": false, - "reason": "Early stopping metric selection and token-count tracking are unrelated trainer issues." + "reason": "Early stopping metric selection and num_input_tokens_seen updating are separate Trainer issues." }, { "left": "issue:43404", "right": "issue:44466", "accept": false, - "reason": "Both mention lm_head weights, but one is missing tying and the other is inconsistent serialization." + "reason": "Untied lm_head in Mistral3 and device-dependent lm_head serialization both touch weights, but the failures and fixes are different." }, { "left": "issue:42915", "right": "issue:44291", "accept": false, - "reason": "FP8 config failure and init_empty_weights/_is_hf_initialized argument handling are different breakages." + "reason": "FP8 config failure in Qwen3Moe and unexpected _is_hf_initialized argument in init_empty_weights are unrelated v5 regressions." }, { - "left": "issue:43994", - "right": "issue:44610", + "left": "issue:43883", + "right": "issue:44488", "accept": false, - "reason": "Different subsystems: model inference output quality vs processor image-size mismatch." + "reason": "Molmo tied-weights metadata error and model-loading failure for cjvt/sleng-bert are not the same bug." }, { "left": "issue:36032", "right": "issue:43742", "accept": false, - "reason": "Tokenizer special-token method conflict and MobileLLM key error are unrelated." + "reason": "T5 tokenizer special-token conflict and MobileLLM-125M key error are different loading bugs." }, { - "left": "issue:44451", - "right": "issue:45081", + "left": "issue:43994", + "right": "issue:44610", "accept": false, - "reason": "Different model-loading failures with different root causes." + "reason": "SigLIP2 nonsensical outputs and OmDet-Turbo processor/model resolution mismatch are separate vision issues." }, { - "left": "issue:44464", - "right": "issue:45987", + "left": "issue:44451", + "right": "issue:45081", "accept": false, - "reason": "Chunked generation under compilation and cache sequence-length typing are separate cache/generation bugs." + "reason": "Generic model-load failure and a Mistral regex patch crash do not share a concrete root cause." }, { "left": "issue:44062", "right": "issue:44987", "accept": false, - "reason": "AddedToken kwarg collision and a model load regression are not the same defect." + "reason": "AddedToken keyword conflict and physical-intelligence/fast loading failure are unrelated." }, { - "left": "issue:44008", - "right": "issue:46899", + "left": "issue:44464", + "right": "issue:45987", "accept": false, - "reason": "Variable-name collision in Gemma3n forward and quantized multimodal dtype casting are different bugs." + "reason": "Chunked generation inconsistency with compiled forward and StaticCache seq-length type mismatch are different generation/cache bugs." }, { "left": "issue:42915", "right": "issue:44589", "accept": false, - "reason": "FP8 model config failure and Float8 storage resolution failure are different low-level issues." + "reason": "Qwen3Moe FP8 config failure and Float8 storage lookup error are not the same issue." + }, + { + "left": "issue:44008", + "right": "issue:46899", + "accept": false, + "reason": "Gemma3n variable collision and Gemma4 4-bit multimodal dtype casting are different multimodal bugs." }, { "left": "issue:44265", "right": "issue:44610", "accept": false, - "reason": "torch.export failure with torch_compilable_check is unrelated to processor image-size mismatch." + "reason": "torch.export failures via torch_compilable_check and OmDet-Turbo image-size mismatch are unrelated." }, { "left": "issue:43531", "right": "issue:44877", "accept": false, - "reason": "Sliding-window behavior in Qwen3-MoE and strict config loading for granite_speech are unrelated." + "reason": "Qwen3-MoE sliding_window behavior and granite_speech strict-config loading are separate regressions." }, { "left": "issue:43632", "right": "issue:46821", "accept": false, - "reason": "_is_hf_initialized breakage and TimesFM window_size AttributeError are different v5 regressions." + "reason": "_is_hf_initialized breakage and TimesFM window_size AttributeError are different API regressions." }, { "left": "issue:43322", "right": "issue:43540", "accept": false, - "reason": "Llava Next loading crash and Qwen3OmniMoe video-processing ValueError are separate multimodal bugs." + "reason": "Llava Next segmentation fault and Qwen3OmniMoe video-processing ValueError are distinct multimodal failures." } ] }, @@ -3830,8 +3802,8 @@ "review_unit_count": 63, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-516", "nodes": [ @@ -3893,10 +3865,10 @@ "issue:45216|issue:45357", "issue:40444|issue:45325", "issue:43611|issue:44534", - "issue:44991|issue:46315", "issue:44220|issue:44683", - "issue:43883|issue:44991", + "issue:44991|issue:46315", "issue:43716|issue:46899", + "issue:43883|issue:44991", "issue:44403|issue:44991", "issue:43381|issue:45923", "issue:42796|issue:43746", @@ -3916,220 +3888,220 @@ "issue:42175|issue:45542", "issue:43482|issue:45538" ], - "prepared_review_unit_hash": "31cb67a28ee9aa1e63294ff59bbf4f3140b3d7b029af7342138eaabb6c995dc9", + "prepared_review_unit_hash": "ae54b80309f2554dab1d979c111018ba317fca769e7383f067a13402b791002f", "component_budget": { "node_count": 516, "item_count": 516, "soft_pair_count": 1900, - "serialized_chars": 985297, - "estimated_input_tokens": 246325, - "estimated_eval_tokens": 492906 + "serialized_chars": 985312, + "estimated_input_tokens": 246328, + "estimated_eval_tokens": 492912 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 30, - "serialized_chars": 36833, - "estimated_input_tokens": 9209, - "estimated_eval_tokens": 18674 + "serialized_chars": 36822, + "estimated_input_tokens": 9206, + "estimated_eval_tokens": 18668 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "Noisy cluster of mostly unrelated model/tokenizer/backend bugs. The only true duplicate-like pair is the Qwen3.5 save_pretrained regression (45216/45357); everything else is only broad topical similarity.", - "confidence": 0.89, - "canonical_issue_reason": "issue:45216 is the broadest and earliest report of the only clear duplicate thread in this set: Qwen3.5 save_pretrained producing incorrect checkpoint/visual encoder keys. It\u2019s a better anchor than the narrower follow-up.", + "summary": "This cluster is mostly a grab bag of unrelated bug reports across different models, tokenizers, training modes, and packaging/runtime failures. The only near-duplicate pair I see is the Qwen3.5 save_pretrained regression thread; the rest should stay separate.", + "confidence": 0.93, + "canonical_issue_reason": "issue:45216 is the best representative of the only clear duplicate-like thread in this set: a Qwen3.5 save_pretrained regression with a concrete version boundary and checkpoint corruption symptom.", "canonical_pr_reason": null, - "best_issue_reason": "issue:45216 best represents the shared bug thread because it describes the main regression at a higher level and can subsume issue:45357 as the same underlying save_pretrained problem.", + "best_issue_reason": "issue:45216 is the strongest issue to anchor the cluster because it is specific, reproducible, and has the broadest overlap with the only accepted soft match in the list.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:36032", "right": "issue:41720", "accept": false, - "reason": "Different bugs: T5 tokenizer class conflict vs Qwen3 auto device mapping CUDA assert." + "reason": "Different failures: a T5 tokenizer init conflict vs a Qwen3 auto device-map CUDA assert." }, { "left": "issue:44479", "right": "issue:45325", "accept": false, - "reason": "Both are Qwen VL regressions, but one is a video-input regression across several models and the other is a still-image rope/position_ids bug." + "reason": "Both are Qwen2.5-VL regressions, but one is video-input handling and the other is still-image rope/position_id scaling; different code paths." }, { "left": "issue:43089", "right": "issue:45987", "accept": false, - "reason": "Generation performance overhead vs StaticCache return-type contract bug; unrelated code paths." + "reason": "Generation sync/dispatch overhead is unrelated to StaticCache.get_seq_length returning the wrong type." }, { "left": "issue:43425", "right": "issue:44403", "accept": false, - "reason": "Torch 2.10 compatibility issue vs noisy transformer-loading output; not the same underlying bug." + "reason": "Torch version incompatibility is not the same bug as noisy model loading output." }, { "left": "issue:43296", "right": "issue:43531", "accept": false, - "reason": "PaddleOCR-VL loading failure vs Qwen3-MoE sliding_window behavior; different models and failures." + "reason": "PaddleOCR-VL loading failure and Qwen3-MoE sliding_window behavior are unrelated model-specific issues." }, { "left": "issue:45216", "right": "issue:45357", "accept": true, - "reason": "Same underlying Qwen3.5 save_pretrained regression: incorrect checkpoint/visual encoder key serialization, with 45357 reading like a narrower follow-up." + "reason": "Same Qwen3.5 save_pretrained regression thread: both report incorrect saved checkpoints / visual encoder key handling in the same code path." }, { "left": "issue:40444", "right": "issue:45325", "accept": false, - "reason": "IterableDataset multi-image finetuning failure vs still-image rope scaling regression; different bug surface." + "reason": "IterableDataset finetuning with multiple images per prompt is different from Qwen2.5-VL still-image position_id scaling." }, { "left": "issue:43611", "right": "issue:44534", "accept": false, - "reason": "Loading break around base_model_prefix vs non-persistent buffers being filled with junk; unrelated mechanisms." - }, - { - "left": "issue:44991", - "right": "issue:46315", - "accept": false, - "reason": "Tokenizer load failure for EMBEDDIA/est-roberta vs slow tokenizer performance regression in convert_tokens_to_ids; different issues." + "reason": "base_model_prefix loading breakage is a different issue from non-persistent buffers being filled with junk." }, { "left": "issue:44220", "right": "issue:44683", "accept": false, - "reason": "Audio feature extraction bug vs compiled flex_attention failing on newer torch; unrelated subsystems." + "reason": "Feature extraction failure and compiled flex_attention incompatibility are separate subsystems." }, { - "left": "issue:43883", - "right": "issue:44991", + "left": "issue:44991", + "right": "issue:46315", "accept": false, - "reason": "Missing all_tied_weights_keys on Molmo vs tokenizer loading failure; not the same bug." + "reason": "Tokenizer load failure for a specific model is unrelated to slow convert_tokens_to_ids performance." }, { "left": "issue:43716", "right": "issue:46899", "accept": false, - "reason": "Both are multimodal dtype issues, but they involve different models and different cast locations; not one bug." + "reason": "Both mention multimodal dtype problems, but they affect different models and different components, so they are not the same bug." + }, + { + "left": "issue:43883", + "right": "issue:44991", + "accept": false, + "reason": "Missing all_tied_weights_keys on Molmo is unrelated to loading EMBEDDIA/est-roberta tokenizers." }, { "left": "issue:44403", "right": "issue:44991", "accept": false, - "reason": "Unnecessary loading noise vs tokenizer load failure; no shared code path." + "reason": "Generic loading noise is not the same as a tokenizer loading regression." }, { "left": "issue:43381", "right": "issue:45923", "accept": false, - "reason": "Eval-mode gradient checkpointing limitation vs missing supports_gradient_checkpointing metadata; related theme, different bug." + "reason": "Cannot use gradient checkpointing in eval mode is different from a missing supports_gradient_checkpointing flag." }, { "left": "issue:42796", "right": "issue:43746", "accept": false, - "reason": "Tokenizer BPE marker handling vs PEFT adapter local-checkpoint loading; unrelated." + "reason": "Tokenizer BPE-marker handling and GraniteSpeech PEFT local-checkpoint loading are unrelated." }, { "left": "issue:45812", "right": "issue:46491", "accept": false, - "reason": "Both tokenizer regressions, but different models and different symptoms: Granite token IDs vs CodeLlama leading-space round-trip." + "reason": "Wrong token IDs for Granite models is a different tokenizer bug from CodeLlama round-trip leading-space stripping." }, { "left": "issue:43632", "right": "issue:44756", "accept": false, - "reason": "_is_hf_initialized / init logic bug vs mmap OOM mitigation; unrelated." + "reason": "_is_hf_initialized breakage is unrelated to the Strix Halo mmap OOM workaround." }, { "left": "issue:43792", "right": "issue:44589", "accept": false, - "reason": "Whisper runtime failure vs Float8 storage lookup error; different bugs." + "reason": "Whisper model load/run failure is not the same as the Float8 storage-object error." }, { "left": "issue:33666", "right": "issue:40444", "accept": false, - "reason": "Both involve Qwen VL training, but one is multi-GPU training and the other is multi-image iterable-dataset finetuning; not the same issue." + "reason": "Qwen2-VL multi-GPU training and Qwen2.5-VL IterableDataset multi-image finetuning are different training issues." }, { "left": "issue:44291", "right": "issue:44589", "accept": false, - "reason": "init_empty_weights/_is_hf_initialized TypeError vs Float8 storage lookup failure; unrelated." + "reason": "Unexpected _is_hf_initialized argument in init_empty_weights is different from missing Float8 storage registration." }, { "left": "issue:40990", "right": "issue:44811", "accept": false, - "reason": "High perplexity on GPT-OSS vs Whisper batch_decode skip_special_tokens bug; unrelated." + "reason": "High perplexity on gpt-oss-20b is unrelated to Whisper batch_decode skipping special tokens." }, { "left": "issue:42796", "right": "issue:46710", "accept": false, - "reason": "Tokenizer BPE-marker regression vs DeepSeek accuracy regression; too different to unify." + "reason": "Tokenizer BPE-marker handling and a DeepSeek accuracy regression are not the same bug." }, { "left": "issue:43482", "right": "issue:43525", "accept": false, - "reason": "Qwen2.5-GGUF loading failure under transformers v5 vs Llama4Config missing pad_token_id; different model/config problems." + "reason": "GGUF loading failure under transformers v5 is unrelated to Llama4Config missing pad_token_id." }, { "left": "issue:35707", "right": "issue:40444", "accept": false, - "reason": "Progressive generation with inputs_embeds/past_key_values vs multi-image IterableDataset finetuning failure; different paths." + "reason": "Progressive generation with inputs_embeds/past_key_values is a generation-cache bug, not the same as multi-image IterableDataset finetuning." }, { "left": "issue:44079", "right": "issue:45663", "accept": false, - "reason": "ModelOutput key assignment bug vs Gemma4 FSDP2 shared_kv_states KeyError; unrelated." + "reason": "ModelOutput key assignment logic is unrelated to Gemma4 FSDP2 shared_kv_states rebuilding." }, { "left": "issue:43531", "right": "issue:44291", "accept": false, - "reason": "Qwen3-MoE sliding_window issue vs init_empty_weights/_is_hf_initialized bug; no concrete overlap." + "reason": "Qwen3-MoE sliding_window behavior and init_empty_weights argument handling are unrelated." }, { "left": "issue:43421", "right": "issue:44568", "accept": false, - "reason": "Both touch special tokens, but one is runtime post-processor updating and the other is add_special_tokens not adding BOS/EOS; different fixes." + "reason": "Runtime post-processor updates for special tokens are not the same as add_special_tokens failing to add BOS/EOS." }, { "left": "issue:41720", "right": "issue:45081", "accept": false, - "reason": "Qwen3 auto device-mapping CUDA assert vs Mistral regex patch crash; unrelated." + "reason": "Qwen3 device-mapping CUDA assert is unrelated to a Mistral tokenizer regex patch crash." }, { "left": "issue:42175", "right": "issue:45542", "accept": false, - "reason": "Both mention TensorFlow/backend packaging, but one is missing TF in the torch extra and the other is a tensorboard-only installation/backend detection issue." + "reason": "Missing TensorFlow in the torch extra and undefined tf backend from tensorboard-only installs are related packaging themes but different concrete failures." }, { "left": "issue:43482", "right": "issue:45538", "accept": false, - "reason": "Qwen2.5-GGUF loading failure vs CLIPTokenizer model_max_length behavior; unrelated." + "reason": "GGUF loading under v5 is unrelated to CLIPTokenizer's model_max_length default." } ] }, "evaluator_result": { "accept": true, - "feedback": "The conclusions are conservative and grounded in the packet. The only accepted pair, issue:45216/issue:45357, is a plausible duplicate-thread relation based on the shared Qwen3.5 save_pretrained / incorrect checkpoint-key regression. The other soft-edge rejections are phrased cautiously and do not overclaim sameness. The cluster summary stays within the evidence available from titles and metadata." + "feedback": "The cluster summary is grounded in the packet and stays conservative. The only accepted soft pair, issue:45216 and issue:45357, is plausibly the same Qwen3.5 save_pretrained regression thread. The remaining soft-edge rejections are cautious and reflect distinct models/subsystems rather than asserting duplication without evidence." }, "evaluator_used": true, "retried": false, @@ -4145,8 +4117,8 @@ "review_unit_count": 63, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-516", "nodes": [ @@ -4200,8 +4172,8 @@ "issue:46909" ], "soft_pairs": [ - "issue:44462|issue:45812", "issue:43296|issue:46821", + "issue:44462|issue:45812", "issue:44079|issue:44534", "issue:42175|issue:43296", "issue:43317|issue:43856", @@ -4213,8 +4185,8 @@ "issue:40444|issue:45381", "issue:44265|issue:45072", "issue:43818|issue:45357", - "issue:43493|issue:43994", "issue:45325|issue:45834", + "issue:43493|issue:43994", "issue:45325|issue:45381", "issue:44829|issue:45479", "issue:43454|issue:44466", @@ -4224,223 +4196,217 @@ "issue:43873|issue:45701", "issue:42796|issue:45381", "issue:43606|issue:44265", - "issue:41553|issue:43582", "issue:40990|issue:45584", "issue:44479|issue:45823", + "issue:41553|issue:43582", "issue:43262|issue:43746" ], - "prepared_review_unit_hash": "67aaf3dd2a51aa2244719134bac5358388b79ef1527916d1d5f49434f947e4a0", + "prepared_review_unit_hash": "4ef8cb3988c240d81a22d05822c3867f7d26068661e405a01c11a56e4f006779", "component_budget": { "node_count": 516, "item_count": 516, "soft_pair_count": 1900, - "serialized_chars": 985297, - "estimated_input_tokens": 246325, - "estimated_eval_tokens": 492906 + "serialized_chars": 985312, + "estimated_input_tokens": 246328, + "estimated_eval_tokens": 492912 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 28, - "serialized_chars": 36292, - "estimated_input_tokens": 9073, - "estimated_eval_tokens": 18402 + "serialized_chars": 36287, + "estimated_input_tokens": 9072, + "estimated_eval_tokens": 18400 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "Most pairs are unrelated or only broadly similar. The only clear duplicate here is the non-persistent-buffer junk regression: 43644 \u2194 44534. The SigLIP2 pair (43493 \u2194 43994) is related thematically, but the titles alone are not enough to safely collapse them as the same bug.", - "confidence": 0.89, - "canonical_issue_reason": "issue:43644 is the best canonical issue anchor: issue:44534 restates the same non-persistent-buffer junk regression almost verbatim, so 43644 is the cleanest dedupe target.", + "summary": "The cluster is mostly heterogeneous and not one duplicate set. I found two strong duplicate candidates: the SigLIP2 implementation discrepancy pair and the Qwen2.5-VL position-id regression pair. The rest are only loosely related by subsystem or model family, not the same underlying bug.", + "confidence": 0.67, + "canonical_issue_reason": "issue:43493 is the best anchor because it states the root cause directly (HF vs JAX SigLIP2 implementation mismatch), which is a better duplicate target than the downstream symptom in 43994.", "canonical_pr_reason": null, - "best_issue_reason": "issue:43644 is the strongest issue candidate overall because it has the clearest near-verbatim duplicate and the most explicit, isolated regression description.", + "best_issue_reason": "issue:43493 is the clearest, most actionable issue in the set: it names the concrete model-family mismatch and aligns with a plausible duplicate report.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:44462", - "right": "issue:45812", + "left": "issue:43296", + "right": "issue:46821", "accept": false, - "reason": "Both are tokenizer regressions, but one ignores tokenizer.json while the other reports wrong Granite token IDs; different failure modes." + "reason": "Different models and failures: PaddleOCR-VL load error vs TimesFM window_size AttributeError." }, { - "left": "issue:43296", - "right": "issue:46821", + "left": "issue:44462", + "right": "issue:45812", "accept": false, - "reason": "Model loading failure for PaddleOCR-VL and an AttributeError on TimesFM window_size are unrelated bugs." + "reason": "Both involve tokenization, but one is about repository tokenizer selection and the other is a Granite-specific wrong-IDs regression; not clearly the same bug." }, { "left": "issue:44079", "right": "issue:44534", "accept": false, - "reason": "ModelOutput key bookkeeping is unrelated to the non-persistent-buffer buffer serialization regression." + "reason": "Different code paths: ModelOutput key bookkeeping vs non-persistent buffer initialization." }, { "left": "issue:42175", "right": "issue:43296", "accept": false, - "reason": "Packaging/backend install issue versus a specific model load failure; not the same underlying bug." + "reason": "Unrelated packaging/backend issue vs a model load failure." }, { "left": "issue:43317", "right": "issue:43856", "accept": false, - "reason": "GPU/CPU offload dequantization failure and MoE training memory inefficiency are different code paths and symptoms." + "reason": "Both are performance/loading concerns, but one is dequantized offload loading and the other is MoE training memory usage." }, { "left": "issue:44509", "right": "issue:46909", "accept": false, - "reason": "Both are documentation-related, but they concern different docs and different mistakes." + "reason": "Both are documentation issues, but they cover different docs problems and different topics." }, { "left": "issue:43611", "right": "issue:43646", "accept": false, - "reason": "Both involve Transformers v5 regressions, but base_model_prefix loading and custom model initialization are distinct issues." + "reason": "Related v5 breakage theme, but the titles point to different concrete failures and not one clearly shared bug." }, { "left": "issue:43377", "right": "issue:45491", "accept": false, - "reason": "Padding-mask batching bug in MIMI encoder versus Gemma3 NaNs from sliding-window all-padding windows; different underlying problems." + "reason": "Both involve batched inputs, but the models and symptoms differ: missing padding-mask support vs sliding-window NaNs." }, { "left": "issue:43644", "right": "issue:44079", "accept": false, - "reason": "Non-persistent-buffer junk is unrelated to ModelOutput key assignment behavior." + "reason": "Different regressions: buffer serialization vs ModelOutput key assignment." }, { "left": "issue:43818", "right": "issue:46402", "accept": false, - "reason": "Video-LLaVA temporal-attention/weight-sharing bug and Sam3 text-encoder weight loading are different models and failures." + "reason": "Different models and failures; no shared code-path evidence." }, { "left": "issue:40444", "right": "issue:45381", "accept": false, - "reason": "Multi-image IterableDataset finetuning failure is not the same as the Qwen2.5-VL video position-id regression." + "reason": "Both are Qwen2.5-VL-related, but one is finetuning with multiple images and the other is video position ids; not enough to treat as the same bug." }, { "left": "issue:44265", "right": "issue:45072", "accept": false, - "reason": "torch.export failure with torch_compilable_check is unrelated to dtype mismatch during bf16 inference." + "reason": "Different issues in different subsystems: torch.export/torch_compilable_check vs dtype mismatch in bfloat16 inference." }, { "left": "issue:43818", "right": "issue:45357", "accept": false, - "reason": "Video-LLaVA architecture bug and Qwen3.5 visual-key save_pretrained regression are different targets." - }, - { - "left": "issue:43493", - "right": "issue:43994", - "accept": false, - "reason": "The SigLIP2 titles are related, but the available evidence is too thin to conclude they are the same concrete bug or a mergeable duplicate." + "reason": "Different model families and different failure modes." }, { "left": "issue:45325", "right": "issue:45834", "accept": false, - "reason": "Both mention indexing problems, but Qwen2.5-VL rope-index scaling and Kosmos2.5 OCR long-input index errors are distinct." + "reason": "Different problems: Qwen2.5-VL position-id scaling vs Kosmos2.5 long OCR index error." + }, + { + "left": "issue:43493", + "right": "issue:43994", + "accept": true, + "reason": "Same underlying SigLIP2 bug: the second report is a user-facing symptom of the HF-vs-JAX implementation discrepancy." }, { "left": "issue:45325", "right": "issue:45381", - "accept": false, - "reason": "Related Qwen2.5-VL positioning area, but still-image temporal scaling and video vision_position_ids are not clearly the same bug." + "accept": true, + "reason": "Same Qwen2.5-VL position-id regression in v5.3.0; both describe incorrect visual/temporal position ids in the same code path." }, { "left": "issue:44829", "right": "issue:45479", "accept": false, - "reason": "Degenerate training with flash_attention_3 is different from zero-loss behavior tied to single_label_classification with num_labels=1." + "reason": "Different classification regressions: flash_attention_3 training degeneration vs single-label num_labels=1 zero-loss behavior." }, { "left": "issue:43454", "right": "issue:44466", "accept": false, - "reason": "AyaVision lm_head weight tying failure and lm_head serialization inconsistency are separate weight-handling bugs." + "reason": "Both touch model weights, but one is about tied lm_head loading and the other is about serialization differences; not the same bug." }, { "left": "issue:44291", "right": "issue:44877", "accept": false, - "reason": "Unexpected _is_hf_initialized argument in init_empty_weights and strict granite_speech config loading are different compatibility issues." + "reason": "Different failures: init_empty_weights argument handling vs strict config loading." }, { "left": "issue:42915", "right": "issue:43482", "accept": false, - "reason": "Qwen3Moe FineGrainedFP8Config failure and Qwen2.5-GGUF loading failure in v5 are unrelated." + "reason": "Different model-loading failures in unrelated model families." }, { "left": "issue:43701", "right": "issue:45325", "accept": false, - "reason": "Checkpoint key mismatch on resume is unrelated to Qwen2.5-VL rope-index scaling." + "reason": "Checkpoint resume key mismatch is unrelated to Qwen2.5-VL rope/position indexing." }, { "left": "issue:43873", "right": "issue:45701", "accept": false, - "reason": "Quantization/offload behavior and tokenization changes across versions are not the same bug." + "reason": "Offloading/quantization behavior is unrelated to tokenizer-version changes." }, { "left": "issue:42796", "right": "issue:45381", "accept": false, - "reason": "Ministral tokenizer BPE-marker handling is unrelated to the Qwen2.5-VL video position-id issue." + "reason": "Tokenizer BPE marker handling vs Qwen2.5-VL video position ids are unrelated." }, { "left": "issue:43606", "right": "issue:44265", "accept": false, - "reason": "CPU offload device mismatch in forward pass is unrelated to torch.export and torch_compilable_check." - }, - { - "left": "issue:41553", - "right": "issue:43582", - "accept": false, - "reason": "Voxtral AutoTokenizer error messaging and Apple Silicon caching_allocator_warmup TypeError are unrelated." + "reason": "Different CI failures: CPU-offload device mismatch vs export/check guard failure." }, { "left": "issue:40990", "right": "issue:45584", "accept": false, - "reason": "High perplexity on gpt-oss-20b and Whisper empty-transcription failure are different model/task bugs." + "reason": "Completely different bugs: perplexity regression vs Whisper empty-transcription generation failure." }, { "left": "issue:44479", "right": "issue:45823", "accept": false, - "reason": "Qwen video-input regression and Gemma4 PLE device mismatch are different model families and failure modes." + "reason": "Different multimodal/device issues; no shared concrete code path." }, { - "left": "issue:43262", - "right": "issue:43746", + "left": "issue:41553", + "right": "issue:43582", "accept": false, - "reason": "Audio processor sampling-rate defaulting and GraniteSpeech PEFT checkpoint loading are unrelated." + "reason": "Bad tokenizer error messaging vs Apple Silicon allocator TypeError are unrelated." }, { - "left": "issue:43644", - "right": "issue:44534", - "accept": true, - "reason": "These are the same regression: Transformers v5 fills non-persistent buffers with junk, with nearly identical wording and scope." + "left": "issue:43262", + "right": "issue:43746", + "accept": false, + "reason": "Audio sampling-rate defaulting and PEFT checkpoint loading are unrelated." } ] }, "evaluator_result": { - "accept": false, - "feedback": "The 43644 \u2194 44534 duplicate call is well grounded by the titles and is conservative. However, the accepted 43493 \u2194 43994 pair overstates the evidence: the packet only gives two similar SigLIP2 titles, not enough to conclude they are the same bug or a near-verbatim duplicate. Because the summary also claims only two convincing soft duplicate pairs, the result is a bit too strong for the available evidence; it should stay more cautious about 43493 \u2194 43994." + "accept": true, + "feedback": "The analysis is grounded in the packet and stays conservative. The two accepted pairs are plausible same-bug duplicates based on the issue titles, and the rejected pairs avoid overstating similarity. Summary appropriately frames the cluster as mostly heterogeneous with only a couple of strong duplicate candidates." }, "evaluator_used": true, - "retried": true, - "accepted_nontrivial_soft_edge": false, + "retried": false, + "accepted_nontrivial_soft_edge": true, "error_kind": null, "error_message": null }, @@ -4452,8 +4418,8 @@ "review_unit_count": 63, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-516", "nodes": [ @@ -4472,6 +4438,7 @@ "issue:43317", "issue:43322", "issue:43377", + "issue:43450", "issue:43454", "issue:43550", "issue:43572", @@ -4481,11 +4448,9 @@ "issue:43819", "issue:43828", "issue:43873", - "issue:43881", "issue:44186", "issue:44265", "issue:44387", - "issue:44488", "issue:44534", "issue:44568", "issue:44610", @@ -4525,248 +4490,251 @@ "issue:40990|issue:42947", "issue:46305|issue:46315", "issue:43572|issue:45759", - "issue:43377|issue:44898", "issue:43454|issue:43720", + "issue:43377|issue:44898", "issue:43749|issue:44534", "issue:43317|issue:43873", "issue:36331|issue:42617", "issue:41720|issue:43322", "issue:43322|issue:46050", - "issue:36331|issue:42915", "issue:44877|issue:44991", + "issue:36331|issue:42915", "issue:41720|issue:44977", "issue:44387|issue:45704", "issue:40990|issue:45701", - "issue:43881|issue:44488", - "issue:41720|issue:42617" + "issue:41720|issue:42617", + "issue:43450|issue:45701" ], - "prepared_review_unit_hash": "42188f95593fed3d8efe8f5b0e5d223a3d28cf373eb484d1d3d65eed61d338f9", + "prepared_review_unit_hash": "3cc7b11b5eb1b628e7760c242393256df677fee43e2f2134cfaac25daa4d3295", "component_budget": { "node_count": 516, "item_count": 516, "soft_pair_count": 1900, - "serialized_chars": 985297, - "estimated_input_tokens": 246325, - "estimated_eval_tokens": 492906 + "serialized_chars": 985312, + "estimated_input_tokens": 246328, + "estimated_eval_tokens": 492912 }, "budget": { - "node_count": 48, - "item_count": 48, + "node_count": 47, + "item_count": 47, "soft_pair_count": 32, - "serialized_chars": 37219, - "estimated_input_tokens": 9305, - "estimated_eval_tokens": 18866 + "serialized_chars": 36703, + "estimated_input_tokens": 9176, + "estimated_eval_tokens": 18608 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster does not look like a true duplicate set. The items are mostly unrelated, model-specific bugs or regressions with only weak thematic overlap around loading/offloading/tokenization; none of the soft edges should be merged.", - "confidence": 0.93, - "canonical_issue_reason": "If forced to pick an umbrella issue, issue 43873 is the broadest open report around offloading/quantization, but the cluster is too heterogeneous to treat it as a true canonical duplicate.", + "summary": "This cluster is mostly heterogeneous. The only strong soft duplicate signal is the v5 tokenizer regression theme; most other pairs share a broad subsystem but not the same concrete failure mode.", + "confidence": 0.58, + "canonical_issue_reason": "issue:45920 is the broadest and most representative regression report in the cluster, centered on v5 tokenization breakage across multiple models.", "canonical_pr_reason": null, - "best_issue_reason": "Issue 43873 is the best loose umbrella candidate because it is open and covers the broadest recurring theme in the set, though it still does not actually represent the whole cluster well.", + "best_issue_reason": "issue:45920 best captures the main duplicate-worthy theme here (tokenizer regression in v5) and is the clearest umbrella issue among the set.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:43828", "right": "issue:46821", "accept": false, - "reason": "Different failures in different components: autocast dtype mismatch vs a TimesFM window_size AttributeError." + "reason": "Different models and different failure types: dtype mismatch in Phi-tiny-MoE vs an AttributeError in TimesFM window_size handling." }, { "left": "issue:35707", "right": "issue:41720", "accept": false, - "reason": "Unrelated bugs: inputs_embeds/past_key_values generation vs Qwen3 auto device mapping cudaErrorAssert." + "reason": "Both mention generation/runtime problems, but one is about inputs_embeds + past_key_values and the other is auto device mapping causing cudaErrorAssert; not the same bug." }, { "left": "issue:34634", "right": "issue:35707", "accept": false, - "reason": "BarkProcessor voice_preset issue is unrelated to progressive generation with inputs_embeds/past_key_values." + "reason": "Voice preset loading in BarkProcessor is unrelated to progressive generation with past_key_values." }, { "left": "issue:39692", "right": "issue:40444", "accept": false, - "reason": "Different models and failure modes: SigLIP2 doc/example mismatch vs Qwen2.5-VL iterable dataset with multiple images." + "reason": "Both are multimodal, but one is a docs example mismatch/quantization issue and the other is finetuning with multiple images per prompt." }, { "left": "issue:41720", "right": "issue:45823", "accept": false, - "reason": "Both involve device_map-related errors, but they are different model-specific failures and not the same code-path bug." + "reason": "Both involve device_map=\"auto\", but the models and concrete errors differ too much to be the same underlying bug." }, { "left": "issue:44186", "right": "issue:44265", "accept": false, - "reason": "Tokenizer crashes on NER/padding are unrelated to torch.export failures around torch_compilable_check." + "reason": "Tokenizer crashes on batching/padding are unrelated to torch.export failures around torch_compilable_check." }, { "left": "issue:43606", "right": "issue:43819", "accept": false, - "reason": "CPU offload device mismatch in Bark-small is unrelated to DAC.from_latents missing STE behavior." + "reason": "CPU offload device mismatch for Bark-small is a different failure from DAC.from_latents diverging from forward due to missing STE." }, { "left": "issue:43454", "right": "issue:43550", "accept": false, - "reason": "Weight tying/generation corruption in AyaVisionConfig is unrelated to Bamba torch.compile SDPA failure." + "reason": "Weight tying in AyaVision and torch.compile/SDPA failures in Bamba are different code paths and symptoms." }, { "left": "issue:43257", "right": "issue:45923", "accept": false, - "reason": "Qwen3 MoE loading/weight conversion and a missing gradient_checkpointing flag are different bugs." + "reason": "MOE weight conversion during accelerate+deepspeed loading is unrelated to a missing supports_gradient_checkpointing flag." }, { "left": "issue:42796", "right": "issue:46209", "accept": false, - "reason": "Tokenizer BPE-marker handling is unrelated to FP8 inference failure on B200." + "reason": "Tokenizer BPE marker handling and FP8 inference on B200 are separate bugs." }, { "left": "issue:45823", "right": "issue:46821", "accept": false, - "reason": "Gemma4 PLE device mismatch and TimesFM window_size AttributeError are unrelated." + "reason": "Device-mapping forward mismatch and a TimesFM window_size AttributeError are not the same issue." }, { "left": "issue:44568", "right": "issue:45920", - "accept": false, - "reason": "A tokenizer special-token regression for one model is not the same as a broad wrong-token-IDs regression across many models." + "accept": true, + "reason": "Both describe v5 tokenizer regressions producing incorrect tokenization/special-token behavior; they plausibly stem from the same tokenizer handling change." }, { "left": "issue:43377", "right": "issue:44610", "accept": false, - "reason": "MIMI padding-mask batch inconsistency is unrelated to OmDet-Turbo processor/model resolution mismatch." + "reason": "MIMI batched-vs-single output mismatch from padding masks is unrelated to OmDet-Turbo processor output sizing." }, { "left": "issue:43454", "right": "issue:45072", "accept": false, - "reason": "AyaVision lm_head tying bug is unrelated to SwitchTransformers/TimmWrapperModel dtype mismatches." + "reason": "AyaVision lm_head tying and bfloat16 dtype mismatches in SwitchTransformers/TimmWrapperModel are different bugs." }, { "left": "issue:42617", "right": "issue:42915", "accept": false, - "reason": "3d_parallel.py runtime failure is unrelated to Qwen3Moe FineGrainedFP8Config loading." + "reason": "A 3d_parallel.py launch failure and a FineGrainedFP8Config failure for Qwen3Moe do not match at the bug level." }, { "left": "issue:40990", "right": "issue:42947", "accept": false, - "reason": "High perplexity on gpt-oss-20b is unrelated to PEFT LoRA gradient checkpointing behavior." + "reason": "High perplexity on a model and gradient checkpointing ineffectiveness with LoRA are unrelated." }, { "left": "issue:46305", "right": "issue:46315", "accept": false, - "reason": "MoonshineStreaming off-by-one masking and convert_tokens_to_ids slowdown are different bugs." + "reason": "MoonshineStreaming mask off-by-one and tokenizer conversion performance regression are different parts of the stack." }, { "left": "issue:43572", "right": "issue:45759", "accept": false, - "reason": "Missing pad_token_idx in StableLmConfig is unrelated to text_config unwrapping for composite Qwen multimodal configs." + "reason": "Missing pad_token_idx in StableLmConfig is unrelated to failing to unwrap text_config in composite Qwen configs." }, { - "left": "issue:43377", - "right": "issue:44898", + "left": "issue:43454", + "right": "issue:43720", "accept": false, - "reason": "MIMI encoder padding-mask inconsistency is unrelated to Perceiver non-default resolution failures." + "reason": "lm_head tying in AyaVision and packed-weight unpacking during accelerate loading are different model-loading problems." }, { - "left": "issue:43454", - "right": "issue:43720", + "left": "issue:43377", + "right": "issue:44898", "accept": false, - "reason": "lm_head weight-tying corruption is unrelated to BitNet packed-weight unpacking during accelerate loading." + "reason": "Padding-mask batching in MIMI and Perceiver non-default resolution handling are unrelated." }, { "left": "issue:43749", "right": "issue:44534", "accept": false, - "reason": "Broken FSDP CPU RAM efficient loading is not the same as non-persistent buffers being filled with junk." + "reason": "Both touch loading/state handling, but FSDP_CPU_RAM_EFFICIENT_LOADING and non-persistent buffer junk are not clearly the same concrete bug." }, { "left": "issue:43317", "right": "issue:43873", "accept": false, - "reason": "Both touch offloading/quantization, but one is a dequantized-model load failure on gpu+cpu offload and the other is a broad generic offloading complaint; not the same concrete bug." + "reason": "Both concern offloading/quantization, but one is dequantized model loading on gpu+cpu offload and the other is a broader offloading complaint; too broad to treat as the same bug." }, { "left": "issue:36331", "right": "issue:42617", "accept": false, - "reason": "Trainer compute_loss signature regression is unrelated to running 3d_parallel.py." + "reason": "Unexpected compute_loss kwargs and a 3d_parallel.py failure are unrelated." }, { "left": "issue:41720", "right": "issue:43322", "accept": false, - "reason": "Qwen3 auto device-map cuda assert and Llava Next segmentation fault are different model-loading failures." + "reason": "Auto device-map cudaErrorAssert and Llava Next loading segfault are different failure modes." }, { "left": "issue:43322", "right": "issue:46050", "accept": false, - "reason": "Segfault loading Llava Next is unrelated to sinq quantized save/load breakage." + "reason": "Llava Next segfaulting and sinq save/load breakage are separate model-loading problems." }, { - "left": "issue:36331", - "right": "issue:42915", + "left": "issue:44877", + "right": "issue:44991", "accept": false, - "reason": "Unexpected compute_loss keyword arg and Qwen3Moe FP8 config failures are unrelated." + "reason": "Strict config parsing for granite_speech is unrelated to tokenizer loading failures for EMBEDDIA/est-roberta." }, { - "left": "issue:44877", - "right": "issue:44991", + "left": "issue:36331", + "right": "issue:42915", "accept": false, - "reason": "Strict config loading for granite_speech is unrelated to tokenizer loading failure for EMBEDDIA/est-roberta." + "reason": "CustomTrainer.compute_loss signature mismatch and Qwen3Moe FP8 config failure are not the same bug." }, { "left": "issue:41720", "right": "issue:44977", "accept": false, - "reason": "Qwen3 device-map cuda assert and Qwen3.5 flash-attention generation problems are different failure modes." + "reason": "A800 cudaErrorAssert under auto device mapping and flash-attention generation issues in Qwen3.5 are different code paths." }, { "left": "issue:44387", "right": "issue:45704", "accept": false, - "reason": "Int4 quantization OOM regression is unrelated to a T5 apex.FusedRMSNorm memory leak." + "reason": "int4 quantization memory growth and an apex RMSNorm memory leak are separate performance/memory bugs." }, { "left": "issue:40990", "right": "issue:45701", "accept": false, - "reason": "High perplexity on one model is not the same as a general tokenizer-version regression, despite both involving tokenization-related symptoms." + "reason": "Both mention tokenization/perplexity, but one is a model perplexity report and the other is a tokenizer-version regression; not enough to treat as the same concrete bug." }, { - "left": "issue:43881", - "right": "issue:44488", + "left": "issue:41720", + "right": "issue:42617", "accept": false, - "reason": "Two load failures for different models, with no evidence they share the same underlying bug." + "reason": "Auto device mapping failure and a 3d_parallel.py execution issue are unrelated." }, { - "left": "issue:41720", - "right": "issue:42617", + "left": "issue:43450", + "right": "issue:45701", "accept": false, - "reason": "Qwen3 auto device-map cuda assert is unrelated to 3d_parallel.py execution failure." + "reason": "Video processor batch-shape problems and tokenizer-version changes are unrelated." } ] }, - "evaluator_result": null, - "evaluator_used": false, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet and stays conservative. The one accepted soft pair (44568/45920) is at least plausibly the same v5 tokenizer-regression theme, while the rest are reasonably rejected as sharing only broad subsystems rather than a concrete bug. Canonical choice of 45920 is also defensible as the broadest tokenizer-regression report in the set." + }, + "evaluator_used": true, "retried": false, - "accepted_nontrivial_soft_edge": false, + "accepted_nontrivial_soft_edge": true, "error_kind": null, "error_message": null }, @@ -4778,8 +4746,8 @@ "review_unit_count": 63, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-516", "nodes": [ @@ -4787,6 +4755,7 @@ "issue:28530", "issue:33666", "issue:36010", + "issue:36331", "issue:41720", "issue:42617", "issue:42915", @@ -4794,8 +4763,6 @@ "issue:43295", "issue:43317", "issue:43404", - "issue:43450", - "issue:43526", "issue:43531", "issue:43550", "issue:43572", @@ -4806,12 +4773,12 @@ "issue:43720", "issue:43873", "issue:43881", - "issue:43883", "issue:44008", "issue:44186", "issue:44423", "issue:44451", "issue:44466", + "issue:44488", "issue:44610", "issue:44734", "issue:44756", @@ -4824,6 +4791,7 @@ "issue:45685", "issue:45701", "issue:45823", + "issue:46291", "issue:46402", "issue:46612", "issue:46665", @@ -4833,17 +4801,17 @@ "issue:47020" ], "soft_pairs": [ - "issue:43450|issue:45701", - "issue:44466|issue:45357", "issue:43065|issue:46402", + "issue:44466|issue:45357", + "issue:43881|issue:44488", "issue:26413|issue:28530", "issue:43873|issue:44756", "issue:44186|issue:45072", "issue:46612|issue:46858", "issue:45685|issue:46821", "issue:43295|issue:45701", - "issue:43550|issue:43720", "issue:43577|issue:43708", + "issue:43550|issue:43720", "issue:43646|issue:46665", "issue:36010|issue:42617", "issue:44451|issue:47020", @@ -4851,213 +4819,220 @@ "issue:44186|issue:44610", "issue:42915|issue:43317", "issue:43404|issue:45357", - "issue:44610|issue:44898", "issue:46821|issue:46869", + "issue:44610|issue:44898", "issue:28530|issue:33666", "issue:41720|issue:45161", "issue:44734|issue:46858", - "issue:43881|issue:44991", "issue:44008|issue:45823", "issue:43531|issue:43572", "issue:44423|issue:45406", - "issue:43526|issue:43883" + "issue:42915|issue:46291", + "issue:43881|issue:44991", + "issue:36331|issue:41720" ], - "prepared_review_unit_hash": "c75296111f3f57e038e89c57ab2030fb6af793c0bc50566e3487cbae8121993d", + "prepared_review_unit_hash": "b2a4a8fa89ca9a5e11f0873d2643f6d566261838e1e28dde9d1020f53bf032b7", "component_budget": { "node_count": 516, "item_count": 516, "soft_pair_count": 1900, - "serialized_chars": 985297, - "estimated_input_tokens": 246325, - "estimated_eval_tokens": 492906 + "serialized_chars": 985312, + "estimated_input_tokens": 246328, + "estimated_eval_tokens": 492912 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 28, - "serialized_chars": 36191, - "estimated_input_tokens": 9048, - "estimated_eval_tokens": 18352 + "soft_pair_count": 29, + "serialized_chars": 36494, + "estimated_input_tokens": 9124, + "estimated_eval_tokens": 18504 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is a heterogeneous mix of unrelated issue reports, so there is no single canonical issue/PR. All soft edges are rejected: the paired items may share broad themes like generation, loading, or multimodal models, but they describe different concrete failures and code paths.", - "confidence": 0.97, - "canonical_issue_reason": null, + "summary": "This is a heterogeneous set of transformer/modeling issues spanning trainer, tokenizer, multimodal serving, offloading, and quantization. None of the soft pairs look like the same concrete bug, so there is no strong duplicate cluster to merge.", + "confidence": 0.95, + "canonical_issue_reason": "No clear canonical duplicate exists; issue 43873 is only the broadest and most referenced open report, so it is the least-bad anchor for the mixed cluster.", "canonical_pr_reason": null, - "best_issue_reason": null, + "best_issue_reason": "Issue 43873 is the best single representative because it is open, has the most discussion/inbound references, and covers a central offloading/quantization theme, even though the overall set is not a true duplicate cluster.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:43450", - "right": "issue:45701", + "left": "issue:43065", + "right": "issue:46402", "accept": false, - "reason": "Different problems: video processor batch-shape bug vs tokenizer/version-dependent tokenization changes." + "reason": "Same model family, but different concrete failures: dummy Conv2d in Sam3PixelDecoder vs text encoder weights not loading." }, { "left": "issue:44466", "right": "issue:45357", "accept": false, - "reason": "Both involve serialization, but one is tied-weight device-dependent saving and the other is incorrect visual encoder keys in Qwen3.5." + "reason": "Both are save_pretrained regressions, but they affect different model parts and serialization bugs." }, { - "left": "issue:43065", - "right": "issue:46402", + "left": "issue:43881", + "right": "issue:44488", "accept": false, - "reason": "Same model family, but unrelated failures: dummy Conv2d placeholder vs text encoder weights not being loaded." + "reason": "Both are loading failures, but for different models and likely different root causes." }, { "left": "issue:26413", "right": "issue:28530", "accept": false, - "reason": "Both are trainer issues, but one is checkpoint resume/epoch iterator failure and the other is early-stopping metric lookup." + "reason": "Trainer checkpoint-resume crash vs early stopping/metric_for_best_model warning; unrelated code paths." }, { "left": "issue:43873", "right": "issue:44756", "accept": false, - "reason": "Both are memory/offload related, but the root causes differ: quantization offload vs Strix Halo mmap OOM." + "reason": "Both touch offload/memory, but one is quantization offloading and the other is mmap OOM on Strix Halo." }, { "left": "issue:44186", "right": "issue:45072", "accept": false, - "reason": "Different subsystems and failures: tokenizer crashes on NER/batched padding vs dtype mismatches in model inference." + "reason": "Tokenizer padding/truncation crash vs bfloat16 dtype mismatch in inference; not the same bug." }, { "left": "issue:46612", "right": "issue:46858", "accept": false, - "reason": "Both touch cache logic, but one is beam-search cache reorder skipping for some models and the other is static-cache prefill arithmetic on non-CUDA backends." + "reason": "Both involve cache logic, but one is beam-search reorder skipping and the other is static-cache slice arithmetic under torch.compile." }, { "left": "issue:45685", "right": "issue:46821", "accept": false, - "reason": "Unrelated failures: MPS histogram op not implemented for Int vs TimesFM window_size attribute error." + "reason": "Unrelated MPS histogram kernel limitation vs TimesFM window_size attribute error." }, { "left": "issue:43295", "right": "issue:45701", "accept": false, - "reason": "Both mention version/regression effects, but one is processor.tokenizer/image-passing API breakage and the other is tokenization output changes." + "reason": "Both mention tokenizer behavior changes, but the failures and affected APIs/models differ." }, { - "left": "issue:43550", - "right": "issue:43720", + "left": "issue:43577", + "right": "issue:43708", "accept": false, - "reason": "Different code paths: torch.compile + SDPA failure vs accelerate loading not unpacking packed BitNet weights." + "reason": "Model dtype loading bug vs resume_from_checkpoint max_steps miscalculation; different layers of the stack." }, { - "left": "issue:43577", - "right": "issue:43708", + "left": "issue:43550", + "right": "issue:43720", "accept": false, - "reason": "One is model dtype propagation on load; the other is resume_from_checkpoint max_steps calculation when batch size changes." + "reason": "Different problems: torch.compile/SDPA failure vs packed-weight unpacking during accelerate loading." }, { "left": "issue:43646", "right": "issue:46665", "accept": false, - "reason": "Both concern model initialization patterns, but the concrete bugs are different: custom init broken in 5.0 vs from_pretrained behavior inside Python classes." + "reason": "Both involve custom model/from_pretrained behavior, but the descriptions are too broad and not the same concrete bug." }, { "left": "issue:36010", "right": "issue:42617", "accept": false, - "reason": "Different symptoms and subsystems: missing GenerationMixin import vs failure to run 3d_parallel.py." + "reason": "ImportError for GenerationMixin is unrelated to not being able to run 3d_parallel.py." }, { "left": "issue:44451", "right": "issue:47020", "accept": false, - "reason": "Both are tokenizer-loading complaints, but one is a specific model load failure and the other is an XLMRobertaTokenizer/Unigram constructor type mismatch." + "reason": "Tokenizer-loading failures, but for different models and different failure modes." }, { "left": "issue:43550", "right": "issue:43606", "accept": false, - "reason": "Both are GPU/offload related, but one is compile/SDPA and the other is CPU offload device mismatch for bark-small." + "reason": "One is SDPA/torch.compile on Bamba, the other is CPU offload device mismatch on Bark; unrelated." }, { "left": "issue:44186", "right": "issue:44610", "accept": false, - "reason": "Both are processor/input-shape issues, but they affect different models and different preprocessing paths." + "reason": "Both are vision/tokenizer-related, but one is NER padding/truncation and the other is processor image-size mismatch." }, { "left": "issue:42915", "right": "issue:43317", "accept": false, - "reason": "Both involve loading/quantization, but one is FineGrainedFP8Config on Qwen3Moe and the other is dequantized model loading with gpu+cpu offload." + "reason": "Both involve loading/quantization/offload, but the concrete failures are different." }, { "left": "issue:43404", "right": "issue:45357", "accept": false, - "reason": "Different multimodal serialization bugs: untied lm_head weight in Mistral3 vs incorrect visual encoder keys in Qwen3.5." + "reason": "Different bugs: tied lm_head weights vs incorrect visual encoder save keys." }, { - "left": "issue:44610", - "right": "issue:44898", + "left": "issue:46821", + "right": "issue:46869", "accept": false, - "reason": "Both are image-resolution related, but one is a processor/model size mismatch and the other is Perceiver non-default resolution handling with interpolation." + "reason": "TimesFM window_size attribute error vs YOLO multi-GPU device-map failure; unrelated." }, { - "left": "issue:46821", - "right": "issue:46869", + "left": "issue:44610", + "right": "issue:44898", "accept": false, - "reason": "Unrelated issues: TimesFM window_size AttributeError vs YOLO multi-GPU device_map auto failure." + "reason": "Both are image-size mismatches, but they affect different models and different mechanisms." }, { "left": "issue:28530", "right": "issue:33666", "accept": false, - "reason": "Different training concerns: early stopping metric configuration vs Qwen2-VL multi-GPU training." + "reason": "Early stopping configuration issue vs Qwen2-VL multi-GPU training problem." }, { "left": "issue:41720", "right": "issue:45161", "accept": false, - "reason": "Both mention parallelism/device placement, but one is Qwen3 auto device mapping cudaErrorAssert and the other is GPT-OSS MoE tensor-parallelism." + "reason": "Both concern parallelism, but one is auto device mapping on Qwen3 and the other is TP on GPT-OSS MoE." }, { "left": "issue:44734", "right": "issue:46858", "accept": false, - "reason": "Both involve generation cache, but the failures are distinct: KV continuation indexing in serve vs static-cache prefill arithmetic." - }, - { - "left": "issue:43881", - "right": "issue:44991", - "accept": false, - "reason": "Different loading layers and artifacts: model loading failure for glm-4v-9b vs tokenizer loading failure for est-roberta." + "reason": "Cache-related, but different APIs and failures: /v1/responses KV continuation vs static-cache seq-length arithmetic." }, { "left": "issue:44008", "right": "issue:45823", "accept": false, - "reason": "Same Gemma-related area, but different bugs: variable name collision in forward vs device mismatch with device_map='auto'." + "reason": "Both are Gemma multimodal forward issues, but one is a variable-name collision and the other is a device mismatch." }, { "left": "issue:43531", "right": "issue:43572", "accept": false, - "reason": "Unrelated: Qwen3-MoE sliding_window issue vs missing pad_token_idx in StableLmConfig." + "reason": "Unrelated model-specific bugs: Qwen3-MoE sliding_window vs StableLm pad_token_idx config." }, { "left": "issue:44423", "right": "issue:45406", "accept": false, - "reason": "Both are serve/multimodal processor crashes, but one is a 'str' .to() failure and the other is a missing _tokenizer attribute." + "reason": "Both crash in serve with multimodal models, but one is a string/device conversion issue and the other is missing processor._tokenizer." }, { - "left": "issue:43526", - "right": "issue:43883", + "left": "issue:42915", + "right": "issue:46291", + "accept": false, + "reason": "Different failure classes: FineGrainedFP8 model loading vs kernels package version/revision import requirement." + }, + { + "left": "issue:43881", + "right": "issue:44991", + "accept": false, + "reason": "Both are model/tokenizer loading failures, but for different checkpoints and likely different causes." + }, + { + "left": "issue:36331", + "right": "issue:41720", "accept": false, - "reason": "Completely different: BeitImageProcessorFast label reduction bug vs Molmo tied-weights attribute error." + "reason": "Unexpected compute_loss argument vs device-map cuda assert; no shared code path." } ] }, @@ -5089,7 +5064,6 @@ "issue:34634", "issue:35707", "issue:36032", - "issue:36331", "issue:41720", "issue:42490", "issue:42915", @@ -5099,6 +5073,7 @@ "issue:43388", "issue:43425", "issue:43452", + "issue:43526", "issue:43531", "issue:43540", "issue:43550", @@ -5108,6 +5083,7 @@ "issue:43746", "issue:43782", "issue:43873", + "issue:43883", "issue:44186", "issue:44361", "issue:44464", @@ -5123,7 +5099,6 @@ "issue:45701", "issue:45704", "issue:45759", - "issue:46291", "issue:46665", "issue:46821", "issue:46858", @@ -5131,9 +5106,8 @@ "issue:47145" ], "soft_pairs": [ - "issue:42915|issue:46291", - "issue:36331|issue:41720", "issue:44464|issue:46858", + "issue:43526|issue:43883", "issue:44671|issue:44743", "issue:45632|issue:45684", "issue:44186|issue:44361", @@ -5161,208 +5135,202 @@ "issue:34634|issue:41720", "issue:43606|issue:43653" ], - "prepared_review_unit_hash": "42f16434c53baa78a89148994935d06a5cf75013b6844bb91199c0be75f993c4", + "prepared_review_unit_hash": "a60e0d3a8ad6d5e44983122bd29e8496df759e8b567d55e858b4c08ecc4fb430", "component_budget": { "node_count": 516, "item_count": 516, "soft_pair_count": 1900, - "serialized_chars": 985297, - "estimated_input_tokens": 246325, - "estimated_eval_tokens": 492906 + "serialized_chars": 985312, + "estimated_input_tokens": 246328, + "estimated_eval_tokens": 492912 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 29, - "serialized_chars": 36473, - "estimated_input_tokens": 9119, - "estimated_eval_tokens": 18494 + "soft_pair_count": 28, + "serialized_chars": 36174, + "estimated_input_tokens": 9044, + "estimated_eval_tokens": 18344 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "The cluster is a set of false-positive soft matches: the paired issues share broad keywords like tokenization, loading, cache, or compilation, but they describe different concrete bugs across unrelated models and code paths. No duplicate pair is strong enough to merge.", - "confidence": 0.96, - "canonical_issue_reason": "No single canonical issue stands out because the items span many unrelated subsystems (trainers, tokenizers, multimodal models, configs, loading, and docs), so there is no shared underlying bug to collapse onto one issue.", + "summary": "The items are mostly unrelated model/tokenizer/config bugs. The soft pairs share broad subsystem labels at best, but not the same concrete underlying failure mode, so all pairwise duplicate links should be rejected.", + "confidence": 0.44, + "canonical_issue_reason": "If a single issue must stand in for the cluster, issue:46665 is the broadest and most generic loading-related report; however, the cluster is too heterogeneous for a true canonical duplicate.", "canonical_pr_reason": null, - "best_issue_reason": "No best issue for deduplication: none of the issues subsume the others, and the apparent overlaps are only superficial keyword similarities.", + "best_issue_reason": "issue:46665 is the best cluster representative only because it is the most general from_pretrained behavior issue, but it is not an actual duplicate of the rest.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:42915", - "right": "issue:46291", - "accept": false, - "reason": "Different problems: Qwen3Moe FP8 model loading/quantization vs a pipeline import dependency/version requirement." - }, - { - "left": "issue:36331", - "right": "issue:41720", + "left": "issue:44464", + "right": "issue:46858", "accept": false, - "reason": "Unrelated failures: Trainer API mismatch in compute_loss vs Qwen3 auto device-mapping cudaErrorAssert." + "reason": "Both involve generation/cache/torch.compile, but one is inconsistent chunked generation outputs and the other is a cache length tensor type bug on non-CUDA backends; different code paths and failure modes." }, { - "left": "issue:44464", - "right": "issue:46858", + "left": "issue:43526", + "right": "issue:43883", "accept": false, - "reason": "Both involve generation/cache, but one is inconsistent compiled chunked generation while the other is a static-cache seq_length type bug on non-CUDA backends." + "reason": "These are unrelated: one is a BeitImageProcessorFast label reduction bug, the other is a missing all_tied_weights_keys attribute in MolmoForCausalLM." }, { "left": "issue:44671", "right": "issue:44743", "accept": false, - "reason": "Different models and root causes: CamemBERT masked-LM prediction regression vs Qwen3.5 recurrent state reset with cache." + "reason": "Different models and bugs: CamemBERT masked LM predictions in v5 versus Qwen3 modular recurrent state reset with cache and seq_len>1." }, { "left": "issue:45632", "right": "issue:45684", "accept": false, - "reason": "Filesystem-related but distinct: local cache path collision vs save_pretrained propagating read-only permissions." + "reason": "One is a trust_remote_code cache-path collision; the other is save_pretrained propagating read-only file permissions. Not the same issue." }, { "left": "issue:44186", "right": "issue:44361", "accept": false, - "reason": "Both tokenizer bugs, but different tokenizers and different failure modes; not the same underlying defect." + "reason": "Both are tokenizer task failures, but LayoutLMv2Tokenizer NER/padding crashes and MLukeTokenizer AttributeErrors are different bugs with different triggers." }, { "left": "issue:43425", "right": "issue:46821", "accept": false, - "reason": "Torch-version compatibility issue vs a TimesFM window_size AttributeError; unrelated." + "reason": "Torch 2.10 incompatibility is a dependency/version-wide issue; TimesFM window_size AttributeError is a model-specific API bug." }, { "left": "issue:28530", "right": "issue:30064", "accept": false, - "reason": "Early-stopping metric selection is unrelated to image processor handling of void segmentation maps." + "reason": "Early stopping metric resolution and image processor void segmentation map handling are unrelated subsystems and failure modes." }, { "left": "issue:43316", "right": "issue:44913", "accept": false, - "reason": "Both are config/API consistency issues, but they affect different fields and models with different semantics." + "reason": "Both mention config/API behavior, but Gemma3TextConfig mismatch and GPTNeoX rotary_pct reload defaults are distinct configuration bugs." }, { "left": "issue:45701", "right": "issue:47145", "accept": false, - "reason": "Tokenization differences across versions are unrelated to FP8 compressed-tensor weight_scale loading corruption." + "reason": "Tokenization differences across versions are not the same as silent FP8 compressed-tensors weight_scale corruption; one is behavioral drift, the other is incorrect checkpoint loading." }, { "left": "issue:42915", "right": "issue:43322", "accept": false, - "reason": "Different multimodal/model-loading failures: Qwen3Moe FP8 config vs Llava Next segmentation fault." + "reason": "Qwen3Moe FP8 config failure and Llava Next segfault are different models, different load paths, and different severity/root causes." }, { "left": "issue:33357", "right": "issue:35707", "accept": false, - "reason": "MacOS CLIP bus error is unrelated to progressive generation with inputs_embeds/past_key_values." + "reason": "MacOS bus error loading a community CLIP model is unrelated to progressive generation with inputs_embeds and past_key_values." }, { "left": "issue:29159", "right": "issue:36032", "accept": false, - "reason": "Tokenizer inconsistency across slow/fast implementations is a different bug from the T5 add_special_tokens name conflict." + "reason": "Slow/fast tokenizer inconsistency is a broad tokenizer behavior report, while the T5Tokenizer add_special_tokens conflict is a specific class-name/method collision." }, { "left": "issue:30064", "right": "issue:34634", "accept": false, - "reason": "ImageProcessor segmentation-map failure and BarkProcessor voice_preset handling are unrelated." + "reason": "Image processor void segmentation maps and BarkProcessor voice_preset handling are different processor features with no shared concrete bug." }, { "left": "issue:43873", "right": "issue:45704", "accept": false, - "reason": "Quantization/offloading behavior is unrelated to a T5 apex RMSNorm memory leak." + "reason": "Quantization/offloading behavior and T5 apex FusedRMSNorm memory leak are unrelated implementation problems." }, { "left": "issue:43540", "right": "issue:43782", "accept": false, - "reason": "Both are Qwen multimodal issues, but video-input processing and weight_only loading are different code paths and bugs." + "reason": "Both are Qwen multimodal issues, but one is video input processing in Qwen3OmniMoe and the other is weight_only load failure in Qwen3VL; not the same code path." }, { "left": "issue:43531", "right": "issue:45759", "accept": false, - "reason": "Sliding-window handling in Qwen3-MoE is unrelated to unwrapping text_config in composite multimodal configs." + "reason": "Sliding-window behavior in Qwen3-MoE and AutoModelForCausalLM.from_config unwrapping text_config are distinct config/model-construction issues." }, { "left": "issue:44492", "right": "issue:44509", "accept": false, - "reason": "A cache-strategy typo and removed pipeline-task docs are separate documentation issues." + "reason": "A cache-strategy typo is not the same as stale docs mentioning removed pipeline tasks." }, { "left": "issue:44534", "right": "issue:46665", "accept": false, - "reason": "Non-persistent buffer initialization in v5 is unrelated to inconsistent from_pretrained behavior inside Python classes." + "reason": "Non-persistent buffer initialization in v5 and from_pretrained behavior inside Python classes are separate API/runtime issues." }, { "left": "issue:43550", "right": "issue:43653", "accept": false, - "reason": "torch.compile + SDPA failure in Bamba-9B-v2 is unrelated to BigBirdTokenizer special-token registration." + "reason": "torch.compile+SDPA failure in Bamba-9B-v2 is unrelated to BigBirdTokenizer special-token registration and empty decode output." }, { "left": "issue:43452", "right": "issue:47020", "accept": false, - "reason": "Both involve tokenizer loading, but gguf_file breaks auto-loading while XLMRobertaTokenizer has a constructor type mismatch." + "reason": "Both concern model/tokenizer loading, but gguf_file handling and XLMRobertaTokenizer passing a dict to Unigram are different loader bugs." }, { "left": "issue:41720", "right": "issue:43746", "accept": false, - "reason": "Qwen3 device-mapping cudaErrorAssert and GraniteSpeech local checkpoint adapter loading are different failures." + "reason": "Qwen3 auto device mapping cudaErrorAssert and GraniteSpeech PEFT local checkpoint loading are different models and failure classes." }, { "left": "issue:43606", "right": "issue:43720", "accept": false, - "reason": "CPU-offload device mismatch and packed-weight unpacking during accelerate loading are different model-loading bugs." + "reason": "CPU offload device mismatch for Bark and missing packed-weight unpacking in BitNet are both loading-related, but they are not the same defect or patch." }, { "left": "issue:42490", "right": "issue:43329", "accept": false, - "reason": "A trailing-slash local path import warning is unrelated to undefined helpers in multimodal token counting." + "reason": "A trailing-slash import warning is unrelated to undefined video-branch helpers in multimodal token counting." }, { "left": "issue:34567", "right": "issue:35707", "accept": false, - "reason": "TrainerState token-count tracking is unrelated to generation with inputs_embeds/past_key_values." + "reason": "TrainerState token counting not updating is unrelated to progressive generation with inputs_embeds/past_key_values." }, { "left": "issue:43531", "right": "issue:46821", "accept": false, - "reason": "The word window is shared, but Qwen3-MoE sliding_window and TimesFM window_size are different APIs and bugs." + "reason": "Qwen3-MoE sliding_window handling and TimesFM window_size AttributeError are different parameters in different model families." }, { "left": "issue:43388", "right": "issue:45059", "accept": false, - "reason": "Metric-gathering truncation for tuple labels is unrelated to SAM3 text/bounding-box behavior." + "reason": "gather_for_metrics tuple-label truncation and SAM3 text/bounding-box weird behavior are unrelated training vs. multimodal-input bugs." }, { "left": "issue:34634", "right": "issue:41720", "accept": false, - "reason": "BarkProcessor voice_preset and Qwen3 auto device mapping failures are unrelated." + "reason": "BarkProcessor voice_preset and Qwen3 auto device mapping on A800 have no meaningful shared root cause." }, { "left": "issue:43606", "right": "issue:43653", "accept": false, - "reason": "CPU offload device mismatch is unrelated to BigBirdTokenizer mask-token registration." + "reason": "Although both are CI/loading issues, one is offload device placement and the other is tokenizer special-token registration; different subsystems and fixes." } ] }, @@ -5381,8 +5349,8 @@ "review_unit_count": 63, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-516", "nodes": [ @@ -5445,16 +5413,16 @@ "issue:45357|issue:46402", "issue:43644|issue:46665", "issue:44987|issue:45042", - "issue:43526|issue:43881", "issue:44062|issue:44451", "issue:44898|issue:45072", - "issue:44625|issue:45479", "issue:43381|issue:43844", + "issue:44625|issue:45479", "issue:39692|issue:44610", + "issue:43526|issue:43881", "issue:41720|issue:45704", "issue:43746|issue:46050", - "issue:44368|issue:45357", "issue:43381|issue:45704", + "issue:44368|issue:45357", "issue:44918|issue:44936", "issue:46655|issue:46693", "issue:43421|issue:43927", @@ -5466,20 +5434,20 @@ "issue:30064|issue:36010", "issue:39692|issue:43493" ], - "prepared_review_unit_hash": "65f2cf808b08b01de7b2f0c17ba7ec522c5ec9e6157c2f172b9234db51a998a1", + "prepared_review_unit_hash": "91dd907a0128ede7dc6da013a2763730fbc3fe65cc248f16ed7dd42a36ede4aa", "component_budget": { "node_count": 516, "item_count": 516, "soft_pair_count": 1900, - "serialized_chars": 985297, - "estimated_input_tokens": 246325, - "estimated_eval_tokens": 492906 + "serialized_chars": 985312, + "estimated_input_tokens": 246328, + "estimated_eval_tokens": 492912 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 29, - "serialized_chars": 36597, + "serialized_chars": 36599, "estimated_input_tokens": 9150, "estimated_eval_tokens": 18556 }, @@ -5488,196 +5456,196 @@ "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This set is heterogeneous, with mostly broad thematic overlap rather than grounded duplicates. I would treat the soft links as weak similarity signals, not as evidence of one duplicate cluster.", - "confidence": 0.39, - "canonical_issue_reason": "issue:44514 is the closest issue anchor in the set because it forms the only near-duplicate-looking pair (with 44545), but the evidence is still not strong enough to call the cluster a true duplicate set.", + "summary": "This cluster is mostly heterogeneous and does not collapse into one duplicate set. Two soft edges look like true duplicates: the Qwen2_5_VLProcessor padding=False crash, and the HF_HUB_OFFLINE tokenizer cache/offline failure. The rest are separate bugs in different models/code paths.", + "confidence": 0.91, + "canonical_issue_reason": "No single canonical issue for the whole cluster; if a representative must be chosen, issue:44514 is the clearest exact duplicate target and the most precise report of the shared Qwen2_5_VLProcessor batched-padding crash.", "canonical_pr_reason": null, - "best_issue_reason": "issue:44514 is the most representative issue to anchor triage, since it is the strongest near-match in the packet and has the clearest concrete reproduction context among the issues.", + "best_issue_reason": "issue:44514 is the best issue candidate because it is a precise, reproducible bug report with a matching duplicate (issue:44545) and a clear, narrow code-path.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:45406", "right": "issue:45464", "accept": false, - "reason": "Different models and failure modes: Gemma4Processor attribute access vs Qwen3.5 streaming API crash." + "reason": "Different models and failures: Gemma4Processor _tokenizer attribute vs Qwen3.5 streaming chat/completions crash." }, { "left": "issue:43531", "right": "issue:44589", "accept": false, - "reason": "Sliding-window behavior and a Float8 storage lookup error are unrelated code paths." + "reason": "Unrelated code paths: Qwen3-MoE sliding_window behavior vs a Float8 storage lookup error." }, { "left": "issue:45759", "right": "issue:45859", "accept": false, - "reason": "Multimodal config unwrapping vs CPU-offload rotary embedding compatibility are different bugs." + "reason": "Both involve Qwen multimodal configs, but one is config unwrapping and the other is CPU offload rotary embedding compatibility." }, { "left": "issue:44451", "right": "issue:44991", "accept": false, - "reason": "Both are tokenizer/load failures, but for different models and without evidence of the same root cause." + "reason": "Both are tokenizer/model load failures, but the affected models and likely root causes differ." }, { "left": "issue:43540", "right": "issue:46858", "accept": false, - "reason": "Video-input processing in Qwen3OmniMoe is unrelated to static-cache slice arithmetic under torch.compile." + "reason": "Video input processing in Qwen3OmniMoe vs cache sequence-length tensor arithmetic on non-CUDA backends." }, { "left": "issue:44077", "right": "issue:44625", "accept": false, - "reason": "A post-init restriction and a num_labels propagation bug do not share the same underlying code path." + "reason": "Different bugs: PatchTSMixer post_init policy vs Qwen3.5 num_labels propagation." }, { "left": "issue:45357", "right": "issue:46402", "accept": false, - "reason": "Both involve model persistence/loading, but the models and failure mechanisms differ." + "reason": "Both are multimodal checkpoint/load issues, but one is visual encoder key saving and the other is text encoder weights not loading." }, { "left": "issue:43644", "right": "issue:46665", "accept": false, - "reason": "Non-persistent buffer junk values are unrelated to from_pretrained behavior inside Python classes." + "reason": "General from_pretrained inconsistency is not the same as non-persistent buffer junk initialization." }, { "left": "issue:44987", "right": "issue:45042", "accept": false, - "reason": "Specific model loading failure vs image processors requiring torchvision are different regressions." - }, - { - "left": "issue:43526", - "right": "issue:43881", - "accept": false, - "reason": "BeitImageProcessorFast label reduction and glm-4v-9b loading failure are not the same bug." + "reason": "Loading a specific model/package failure vs PIL image processors incorrectly requiring torchvision." }, { "left": "issue:44062", "right": "issue:44451", "accept": false, - "reason": "Tokenizer AddedToken construction error is distinct from a model load failure for ScandiBERT." + "reason": "AddedToken construction error is a different tokenizer bug from ScandiBERT loading failure." }, { "left": "issue:44898", "right": "issue:45072", "accept": false, - "reason": "Image resolution handling and dtype mismatch in bfloat16 inference are different problems." + "reason": "Different symptoms and subsystems: Perceiver image resolution handling vs dtype mismatch in SwitchTransformers/TimmWrapperModel." }, { - "left": "issue:44625", - "right": "issue:45479", + "left": "issue:43381", + "right": "issue:43844", "accept": false, - "reason": "Both mention labels, but one is config propagation and the other is a loss-degeneration bug across models." + "reason": "Eval-mode gradient checkpointing restriction is unrelated to ZeRO-3 gradient growth during training." }, { - "left": "issue:43381", - "right": "issue:43844", + "left": "issue:44625", + "right": "issue:45479", "accept": false, - "reason": "Gradient checkpointing in eval mode and ZeRO-3 gradient explosion are unrelated." + "reason": "Both touch classification labels, but one is config propagation and the other is a zero-loss bug across models." }, { "left": "issue:39692", "right": "issue:44610", "accept": false, - "reason": "Both are multimodal-facing, but one is doc/example breakage and the other is a processor/model resolution mismatch." + "reason": "Documentation/example errors for SigLIP2 are not the same as OmDet-Turbo processor output-size mismatch." + }, + { + "left": "issue:43526", + "right": "issue:43881", + "accept": false, + "reason": "BeitImageProcessorFast reduce_labels bug is unrelated to glm-4v-9b loading failure." }, { "left": "issue:41720", "right": "issue:45704", "accept": false, - "reason": "Qwen3 auto device mapping CUDA assert and a T5 RMSNorm memory leak do not share a code path." + "reason": "Qwen3 device-mapping cuda assert and T5 apex RMSNorm memory leak are different issues." }, { "left": "issue:43746", "right": "issue:46050", "accept": false, - "reason": "Local PEFT checkpoint loading and quantized-save/load breakage are different save/load bugs." + "reason": "Local PEFT checkpoint loading and sinq quantized save/load breakage are distinct persistence bugs." }, { - "left": "issue:44368", - "right": "issue:45357", + "left": "issue:43381", + "right": "issue:45704", "accept": false, - "reason": "A configuration warning is not the same issue as incorrect visual encoder keys being saved." + "reason": "Gradient checkpointing eval restriction does not match the T5 fused RMSNorm memory leak." }, { - "left": "issue:43381", - "right": "issue:45704", + "left": "issue:44368", + "right": "issue:45357", "accept": false, - "reason": "Training-mode checkpointing behavior and an apex memory leak are unrelated." + "reason": "A warning about tie_word_embeddings is unrelated to incorrect visual encoder keys on save_pretrained." }, { "left": "issue:44918", "right": "issue:44936", "accept": false, - "reason": "Embedding unpacking in Qwen3.5 and post-train evaluate failure are different trainer issues." + "reason": "Both mention training/evaluation tooling, but one is embedding unpacking in TRL SFT and the other is trainer.evaluate() after trainer.train()." }, { "left": "issue:46655", "right": "issue:46693", "accept": false, - "reason": "Video padding calculation and FA2 long-context performance regression are unrelated." + "reason": "SmolVLM video padding bug is unrelated to FA2 long-context performance regression." }, { "left": "issue:43421", "right": "issue:43927", "accept": false, - "reason": "Runtime post-processor updates and saved custom token IDs are different tokenizer persistence problems." + "reason": "Runtime post-processor updates for added tokens are not the same as lost custom token IDs after save/load." }, { "left": "issue:45759", "right": "issue:45923", "accept": false, - "reason": "Config unwrapping for multimodal CausalLM creation is unrelated to a missing gradient-checkpointing flag." + "reason": "Different composite-model issues: text_config unwrapping vs missing supports_gradient_checkpointing on trust_remote_code." }, { "left": "issue:45704", "right": "issue:45923", "accept": false, - "reason": "Apex memory leak and missing supports_gradient_checkpointing flag do not point to the same bug." + "reason": "A T5 RMSNorm memory leak is unrelated to a missing gradient-checkpointing flag." }, { "left": "issue:43746", "right": "issue:43873", "accept": false, - "reason": "PEFT local checkpoint loading is different from offloading/quantization behavior." + "reason": "Checkpoint loading with PEFT adapters and quantization/offloading behavior are different failure modes." }, { "left": "issue:42886", "right": "issue:44843", - "accept": false, - "reason": "Both mention HF_HUB_OFFLINE tokenizer problems, but one is cache loading and the other is a Mistral regex/model_info offline regression; related, not proven duplicate." + "accept": true, + "reason": "Same offline tokenizer/cache bug: both point to HF_HUB_OFFLINE failing because tokenizer loading still calls hub model_info()." }, { "left": "issue:44514", "right": "issue:44545", - "accept": false, - "reason": "The titles are very similar, but the packet does not ground a true same-bug duplicate claim beyond thematic overlap." + "accept": true, + "reason": "Exact same Qwen2_5_VLProcessor.apply_chat_template crash on batched input with padding=False; only formatting differs." }, { "left": "issue:30064", "right": "issue:36010", "accept": false, - "reason": "Void segmentation map processing and a GenerationMixin import error are unrelated." + "reason": "ImageProcessor void segmentation maps and GenerationMixin import failure are unrelated." }, { "left": "issue:39692", "right": "issue:43493", "accept": false, - "reason": "Both involve SigLIP2, but one is docs/example breakage and the other is an implementation discrepancy against JAX." + "reason": "SigLIP2 documentation/example errors are not the same as an implementation mismatch with the original JAX model." } ] }, "evaluator_result": { - "accept": false, - "feedback": "The summary is mostly conservative, but the output overstates two soft edges. In the packet, both accepted pairs are only thematic similarities and are marked deterministic_accept=false: 42886\u219444843 is a related HF_HUB_OFFLINE tokenizer issue, but the packet does not ground a true duplicate claim; 44514\u219444545 also looks similar, but calling it an exact same bug/model is stronger than the packet supports. Because the accepted verdicts are not sufficiently grounded, reject the cluster-level summary." + "accept": true, + "feedback": "The cluster summary is conservative and grounded in the packet. The two accepted soft edges are plausible duplicate pairs, especially the exact-title Qwen2_5_VLProcessor pair. The rest of the pairs are rejected with cautious, model/code-path-specific reasoning. No obvious overstatement stands out." }, "evaluator_used": true, - "retried": true, - "accepted_nontrivial_soft_edge": false, + "retried": false, + "accepted_nontrivial_soft_edge": true, "error_kind": null, "error_message": null }, @@ -5689,8 +5657,8 @@ "review_unit_count": 63, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-516", "nodes": [ @@ -5760,16 +5728,16 @@ "issue:43295|issue:45834", "issue:43653|issue:43720", "issue:43550|issue:43927", - "issue:46829|issue:46832", - "issue:43550|issue:44361", "issue:43596|issue:44220", + "issue:43550|issue:44361", + "issue:46829|issue:46832", "issue:43531|issue:43643", "issue:44625|issue:47050", - "issue:44062|issue:44488", "issue:43540|issue:46294", + "issue:44062|issue:44488", "issue:45381|issue:46693", - "issue:45987|issue:46829", "issue:43611|issue:46665", + "issue:45987|issue:46829", "issue:30064|issue:36331", "issue:41720|issue:44991", "issue:44220|issue:44661", @@ -5778,242 +5746,239 @@ "issue:44488|issue:47020", "issue:43550|issue:43819" ], - "prepared_review_unit_hash": "74a73b0423b269b6ddad746d97ec871bfeccfeb65810202e64d7b9b61b1b3ef8", + "prepared_review_unit_hash": "300d35944ceab3d1c124d53eb8369011cfb804e1425899488574ba1e2813a15f", "component_budget": { "node_count": 516, "item_count": 516, "soft_pair_count": 1900, - "serialized_chars": 985297, - "estimated_input_tokens": 246325, - "estimated_eval_tokens": 492906 + "serialized_chars": 985312, + "estimated_input_tokens": 246328, + "estimated_eval_tokens": 492912 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 33, - "serialized_chars": 37894, - "estimated_input_tokens": 9474, - "estimated_eval_tokens": 19204 + "serialized_chars": 37887, + "estimated_input_tokens": 9472, + "estimated_eval_tokens": 19200 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This set is mostly a collection of unrelated bug reports across tokenizers, model loading, generation, vision, and cache behavior. Only the Mistral/Kimi tokenizer regression pair looks like the same underlying fix_mistral_regex / codec-path issue; the rest should stay separate.", - "confidence": 0.9, - "canonical_issue_reason": "issue:45356 is the broader regression report for the shared tokenizer/fix_mistral_regex path, while issue:45081 is the narrower crash symptom on that same path.", + "summary": "This cluster is a heterogeneous mix of unrelated bug reports across tokenizers, multimodal processors, model-specific generation paths, cache/offloading, and trainer APIs. I don\u2019t see any strong duplicate pair among the soft candidates.", + "confidence": 0.92, + "canonical_issue_reason": "issue:43873 is the most active and broadly framed open report in the set, centered on a real runtime behavior regression (quantization/offloading) rather than a niche model-specific edge case.", "canonical_pr_reason": null, - "best_issue_reason": "issue:45356 is the most representative duplicate target because it captures the versioned regression and the tokenizer-codec warning/crash family.", + "best_issue_reason": "issue:43873 is the best representative issue for the cluster because it has the clearest active discussion and the broadest impact; the rest are mostly isolated, model-specific failures.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:43421", "right": "issue:43653", "accept": false, - "reason": "Both are tokenizer special-token topics, but one is a runtime-update feature and the other is a BigBird-specific registration bug." + "reason": "Both involve tokenizer special-token handling, but one is about runtime post-processor updates and the other is a BigBird mask-token decode bug; different code paths and symptoms." }, { "left": "issue:43994", "right": "issue:44671", "accept": false, - "reason": "Different models and failure modes: SigLIP2 output quality vs CamemBERT masked-LM predictions." + "reason": "Both are model output regressions, but they affect different models and behaviors (SigLIP2 pipeline output vs CamemBERT masked LM predictions); no clear shared bug." }, { "left": "issue:44464", "right": "issue:47050", "accept": false, - "reason": "Chunked generation/compiled forward inconsistency is unrelated to ONNX fp16 dtype mismatch." + "reason": "Different failure modes in different paths: compiled chunked generation vs fp16 ONNX attention dtype mismatch. Not the same underlying bug." }, { "left": "issue:46032", "right": "issue:46463", "accept": false, - "reason": "Cache/use_cache correctness is not the same bug as T5 decoder-input validation messaging." + "reason": "One is a cache/use_cache correctness bug in Mamba2Mixer; the other is an error-message/validation issue in T5 decoder input checking." }, { "left": "issue:43782", "right": "issue:45381", "accept": false, - "reason": "Different Qwen variants and different bugs: weight_only load failure vs video position IDs." + "reason": "Both are Qwen VL-related, but one is a weight_only loading error and the other is a video vision_position_ids mismatch; distinct bugs." }, { "left": "issue:44857", "right": "issue:47050", "accept": false, - "reason": "AMP loss crash and ONNX attention dtype mismatch are separate code paths." + "reason": "Both mention mixed precision, but the affected models and mechanisms differ completely (AMP loss crash vs ONNX attention dtype mismatch)." }, { "left": "issue:45081", "right": "issue:45356", - "accept": true, - "reason": "Same tokenizer regression path around fix_mistral_regex / codec handling; one reports the crash, the other the broader regression symptom." + "accept": false, + "reason": "Shared tokenizer-regex theme, but one is an AttributeError in fix_mistral_regex loading and the other is a Kimi-K2.5 codec/regression warning issue; not the same concrete bug." }, { "left": "issue:43421", "right": "issue:44186", "accept": false, - "reason": "General special-token update behavior is not the same as LayoutLMv2 NER/padding crashes." + "reason": "Both are tokenizer problems, but they concern different models and failures: special-token post-processing vs LayoutLMv2 NER/padding crashes." }, { "left": "issue:45356", "right": "issue:45907", "accept": false, - "reason": "Tokenizer regression is unrelated to list_repo_files not forwarding revision." + "reason": "Tokenizer regression vs a Hub API forwarding bug; unrelated subsystems and no shared code path." }, { "left": "issue:44995", "right": "issue:46858", "accept": false, - "reason": "Both mention cache, but one is stale indexer cache and the other is static-cache length tensor semantics." + "reason": "Both mention cache/indexing, but one is a GlmMoeDsa stale indexer issue and the other is a static-cache seq_length tensor/device issue." }, { "left": "issue:39692", "right": "issue:43873", "accept": false, - "reason": "SigLIP2 documentation errors are unrelated to quantization/offloading behavior." + "reason": "Both touch quantization, but one is a SigLIP2 docs/model mismatch plus quantization failure, while the other is a general offloading regression." }, { "left": "issue:39692", "right": "issue:47050", "accept": false, - "reason": "Documentation/model mismatch is unrelated to fp16 ONNX export dtype errors." + "reason": "Different problems: SigLIP2 example errors vs Canine fp16 ONNX export dtype mismatch." }, { "left": "issue:43720", "right": "issue:43819", "accept": false, - "reason": "Packed-weight loading and DAC latent conversion are different model-specific bugs." + "reason": "No overlap in model or failure mode; accelerate loading of packed BitNet weights is unrelated to DAC from_latents/STE mismatch." }, { "left": "issue:43295", "right": "issue:45834", "accept": false, - "reason": "Processor/tokenizer regression is unrelated to Kosmos2.5 long-ocr index errors." + "reason": "Both are multimodal/model-loading issues, but one is processor/tokenizer regression and the other is a long OCR input index error in Kosmos2.5." }, { "left": "issue:43653", "right": "issue:43720", "accept": false, - "reason": "BigBird special-token registration and BitNet packed-weight unpacking are unrelated." + "reason": "Special-token registration in a tokenizer is unrelated to BitNet packed-weight unpacking during loading." }, { "left": "issue:43550", "right": "issue:43927", "accept": false, - "reason": "torch.compile SDPA failure is unrelated to DiaConfig token-ID persistence." + "reason": "Different code paths and symptoms: torch.compile/SDPA failure in Bamba vs custom token IDs lost after save/load in DiaConfig." }, { - "left": "issue:46829", - "right": "issue:46832", + "left": "issue:43596", + "right": "issue:44220", "accept": false, - "reason": "VideoPrism output-field mixup and RT-DETR feature-level mismatch are different issues." + "reason": "BertModel/deepspeed ZeRO-3 initialization and fbank feature extraction are unrelated issues." }, { "left": "issue:43550", "right": "issue:44361", "accept": false, - "reason": "Bamba SDPA compile failure and MLuke tokenizer AttributeError do not share a root cause." + "reason": "Both are model runtime bugs, but one is a Bamba compile/SDPA issue and the other is an MLuke tokenizer AttributeError." }, { - "left": "issue:43596", - "right": "issue:44220", + "left": "issue:46829", + "right": "issue:46832", "accept": false, - "reason": "DeepSpeed zero3/BertModel indexing and fbank feature extraction are unrelated." + "reason": "Different models and failures: output field mismatch in VideoPrism vs RT-DETR forward TypeError." }, { "left": "issue:43531", "right": "issue:43643", "accept": false, - "reason": "Qwen3-MoE sliding-window handling is unrelated to AutoConfig trust_remote_code field loss." + "reason": "Sliding-window behavior in Qwen3-MoE is unrelated to trust_remote_code config field loss." }, { "left": "issue:44625", "right": "issue:47050", "accept": false, - "reason": "num_labels propagation is unrelated to fp16 ONNX attention dtype mismatch." + "reason": "A config propagation bug in Qwen3.5 is unrelated to Canine fp16 ONNX export." }, { - "left": "issue:44062", - "right": "issue:44488", + "left": "issue:43540", + "right": "issue:46294", "accept": false, - "reason": "AddedToken special-argument duplication is unrelated to loading cjvt/sleng-bert." + "reason": "Both are video-input issues, but one is a ValueError in Qwen3OmniMoe processing and the other is chat-template token/feature mismatch in Qwen3.5-9B." }, { - "left": "issue:43540", - "right": "issue:46294", + "left": "issue:44062", + "right": "issue:44488", "accept": false, - "reason": "Both are video-input bugs, but they affect different Qwen model families and show different failure modes." + "reason": "AddedToken special-argument construction and model loading failure for sleng-bert are different bugs." }, { "left": "issue:45381", "right": "issue:46693", "accept": false, - "reason": "Qwen2.5-VL video position IDs are unrelated to the FA2 long-context performance regression." + "reason": "Qwen2.5-VL video position IDs regression is unrelated to a broad FA2 long-context performance regression." }, { - "left": "issue:45987", - "right": "issue:46829", + "left": "issue:43611", + "right": "issue:46665", "accept": false, - "reason": "StaticCache sequence-length type bug is unrelated to VideoPrism output packaging." + "reason": "Model loading with base_model_prefix and inconsistent from_pretrained behavior in Python classes are related only at a very high level, not the same concrete bug." }, { - "left": "issue:43611", - "right": "issue:46665", + "left": "issue:45987", + "right": "issue:46829", "accept": false, - "reason": "base_model_prefix loading regression and from_pretrained-in-classes behavior are different model-loading issues." + "reason": "StaticCache seq_length return-type bug is unrelated to VideoPrism hidden_states misassignment." }, { "left": "issue:30064", "right": "issue:36331", "accept": false, - "reason": "Image-processor segmentation-map failure is unrelated to CustomTrainer compute_loss argument mismatch." + "reason": "Image processor segmentation-map handling and CustomTrainer compute_loss signature mismatch are entirely separate issues." }, { "left": "issue:41720", "right": "issue:44991", "accept": false, - "reason": "Qwen3 auto-device-map assert and tokenizer loading for EMBEDDIA/est-roberta are unrelated." + "reason": "Qwen3 auto device mapping cudaErrorAssert and tokenizer loading for EMBEDDIA/est-roberta are unrelated." }, { "left": "issue:44220", "right": "issue:44661", "accept": false, - "reason": "Audio feature extraction and add-new-model-like mapping logic are different code paths." + "reason": "Audio feature extraction bug and add-new-model-like failing inside TOKENIZER_MAPPING_NAMES are different subsystems." }, { "left": "issue:44186", "right": "issue:44898", "accept": false, - "reason": "LayoutLMv2 tokenizer crashes and Perceiver non-default-resolution failures are unrelated." + "reason": "Tokenizer NER/padding crashes vs Perceiver non-default resolution failure; different models and code paths." }, { "left": "issue:43653", "right": "issue:43819", "accept": false, - "reason": "BigBird mask-token registration is unrelated to DAC from_latents / STE behavior." + "reason": "BigBird special-token decode bug and DAC forward/from_latents STE mismatch are unrelated." }, { "left": "issue:44488", "right": "issue:47020", "accept": false, - "reason": "Loading a specific tokenizer and Unigram sequence-vs-dict initialization are distinct tokenizer bugs." + "reason": "Tokenizer loading failure for sleng-bert and Unigram constructor type mismatch are not the same underlying bug." }, { "left": "issue:43550", "right": "issue:43819", "accept": false, - "reason": "torch.compile SDPA issues are unrelated to DAC latent conversion mismatches." + "reason": "Bamba torch.compile/SDPA failure is unrelated to DAC latent reconstruction inconsistency." } ] }, - "evaluator_result": { - "accept": true, - "feedback": "The summary is grounded in the packet, and the only accepted soft pair (issue:45081 / issue:45356) is well-supported by the titles. The rejected pairs are conservative and do not overstate relatedness." - }, - "evaluator_used": true, + "evaluator_result": null, + "evaluator_used": false, "retried": false, - "accepted_nontrivial_soft_edge": true, + "accepted_nontrivial_soft_edge": false, "error_kind": null, "error_message": null }, @@ -6025,8 +5990,8 @@ "review_unit_count": 63, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-516", "nodes": [ @@ -6094,118 +6059,118 @@ "issue:45584|issue:45834", "issue:45183|issue:45479", "issue:44991|issue:47020", - "issue:43322|issue:45685", "issue:44991|issue:46291", + "issue:43322|issue:45685", "issue:43644|issue:43749", - "issue:43606|issue:45072", "issue:44561|issue:45020", - "issue:43550|issue:45072", + "issue:43606|issue:45072", "issue:43421|issue:44811", + "issue:43550|issue:45072", "issue:43577|issue:43818", - "issue:44479|issue:45834", "issue:43582|issue:46512", + "issue:44479|issue:45834", "issue:43782|issue:44977" ], - "prepared_review_unit_hash": "cc8fdbeace08b2ea3b808881973d135db5b25a989b2b0c402007fde81e5e52bc", + "prepared_review_unit_hash": "aa298f519422c94dc9129f5334cd404afe5f8a49d1c458bdd257b979f8927457", "component_budget": { "node_count": 516, "item_count": 516, "soft_pair_count": 1900, - "serialized_chars": 985297, - "estimated_input_tokens": 246325, - "estimated_eval_tokens": 492906 + "serialized_chars": 985312, + "estimated_input_tokens": 246328, + "estimated_eval_tokens": 492912 }, "budget": { "node_count": 47, "item_count": 47, "soft_pair_count": 26, - "serialized_chars": 35230, - "estimated_input_tokens": 8808, - "estimated_eval_tokens": 17872 + "serialized_chars": 35224, + "estimated_input_tokens": 8806, + "estimated_eval_tokens": 17868 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "All soft-edge pairs look like different bugs or feature requests, not duplicate reports. The set is a grab bag of unrelated model, tokenizer, cache, dtype, and remote-code regressions, so none of the proposed links should be merged.", - "confidence": 0.91, - "canonical_issue_reason": "Issue 45020 is the broadest and most representative issue in the set: it describes a general class of recent-version regressions breaking remote_code models, which is the closest thing here to a cluster anchor.", + "summary": "The cluster is very heterogeneous: most items are unrelated model-specific regressions, tokenizer/config loader bugs, or dtype/device issues. None of the soft pairs looks like the same concrete underlying bug, so I would not merge any of them as duplicates.", + "confidence": 0.63, + "canonical_issue_reason": "If a single issue must represent the cluster, #45020 is the broadest umbrella because it captures a general recent-regression class around `remote_code`/loading failures; however, the cluster is too mixed for a strong canonical choice.", "canonical_pr_reason": null, - "best_issue_reason": "Issue 45020 is the best standalone issue candidate because it is the most general, high-level regression report and can subsume multiple remote_code-related breakages better than the model-specific bugs.", + "best_issue_reason": "#45020 is the most broadly scoped and most likely to attract related reports, but only as a loose umbrella rather than a true duplicate target for the rest of the items.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:43335", "right": "issue:43756", "accept": false, - "reason": "Different models and failure modes: SwitchTransformers sparse-layer config bug vs Smollm3 RoPE-layer dropping." + "reason": "Different bugs in different models: sparse-layer construction in SwitchTransformers vs. RoPE-layer dropping in Smollm3." }, { "left": "issue:43643", "right": "issue:44877", "accept": false, - "reason": "Both involve config loading, but one is missing fields from trust_remote_code AutoConfig and the other is strict config rejection for granite_speech; not the same bug." + "reason": "Both are config/loading related, but one is missing fields from `trust_remote_code` config objects and the other is strict config blocking `granite_speech`; not the same underlying issue." }, { "left": "issue:45987", "right": "issue:46932", "accept": false, - "reason": "StaticCache sequence-length return type is unrelated to Gemma4 quantized embedder dtype casting." + "reason": "Static cache sequence-length return type bug vs. Gemma4 quantized embedder dtype casting; unrelated code paths." }, { "left": "issue:43618", "right": "issue:43697", "accept": false, - "reason": "CLIP attentions output regression and RTDetrV2 output drift are different code paths and symptoms." + "reason": "CLIP attentions assignment regression and RTDetrV2 output mismatch are different model behaviors with no clear shared defect." }, { "left": "issue:44821", "right": "issue:45084", "accept": false, - "reason": "ImageProcessor-from-URL loading failure is unrelated to a template compilation TypeError." + "reason": "AutoImageProcessor URL loading failure is unrelated to the Jinja/template compilation error in `45084`." }, { "left": "issue:44008", "right": "issue:46858", "accept": false, - "reason": "Gemma3n variable-name collision in forward() is unrelated to cache.get_seq_length() returning a device tensor." + "reason": "Gemma3n variable-name collision in forward() vs. static-cache seq-length device-tensor arithmetic; different bugs." }, { "left": "issue:34634", "right": "issue:36010", "accept": false, - "reason": "BarkProcessor voice_preset bug and GenerationMixin import error are separate issues in different parts of transformers." + "reason": "BarkProcessor `voice_preset` issue is unrelated to the `GenerationMixin` import error." }, { "left": "issue:39692", "right": "issue:45834", "accept": false, - "reason": "SigLIP2 documentation errors are unrelated to Kosmos2.5 OCR long-input index failures." + "reason": "SigLIP2 doc example errors are documentation/example problems, while Kosmos2.5 is a runtime OCR index error." }, { "left": "issue:44843", "right": "issue:45081", "accept": false, - "reason": "Both touch _patch_mistral_regex, but one is an offline model_info() call and the other is a backend_tokenizer attribute crash; distinct root causes." + "reason": "Both touch `_patch_mistral_regex`, but one is an unconditional hub call breaking offline mode and the other is an attribute error on tokenizer internals; distinct failure modes." }, { "left": "issue:43540", "right": "issue:44008", "accept": false, - "reason": "Qwen3OmniMoe video-input ValueError and Gemma3n audio-mask variable collision are unrelated model-specific bugs." + "reason": "Qwen3OmniMoe video-input validation error and Gemma3n audio-mask name collision are unrelated." }, { "left": "issue:44186", "right": "issue:44442", "accept": false, - "reason": "Tokenizer crash on NER/batched padding is a processing bug, while FastSpeech2ConformerTokenizer failing to load is a different initialization problem." + "reason": "LayoutLMv2 tokenizer crashes on NER/padding vs. AutoTokenizer failing to load a FastSpeech2Conformer tokenizer; different tokenizer subsystems." }, { "left": "issue:44448", "right": "issue:44671", "accept": false, - "reason": "Different models and outputs: Pegasus v4/v5 divergence vs CamemBERT masked-LM prediction regression." + "reason": "Pegasus v4/v5 output drift and CamemBERT masked-LM prediction regression are different model-specific correctness bugs." }, { "left": "issue:45584", @@ -6217,79 +6182,79 @@ "left": "issue:45183", "right": "issue:45479", "accept": false, - "reason": "Input validation XOR messaging and single-label-classification zero-loss are different layers of the sequence-classification stack." + "reason": "One is input validation error messaging for `input_ids`/`inputs_embeds`; the other is a degenerate zero-loss issue in sequence classification." }, { "left": "issue:44991", "right": "issue:47020", "accept": false, - "reason": "Both are tokenizer-loading issues, but the affected tokenizer classes and failure mechanisms differ; not the same underlying bug." - }, - { - "left": "issue:43322", - "right": "issue:45685", - "accept": false, - "reason": "Llava Next segfault and MPS histogram_mps Int error are unrelated platform/model failures." + "reason": "Both are tokenizer-loading failures, but the reports target different models and do not clearly share the same concrete bug from the available evidence." }, { "left": "issue:44991", "right": "issue:46291", "accept": false, - "reason": "Tokenizer loading failure for a specific model is unrelated to importing transformers.pipelines with kernels v0.15 dependency constraints." + "reason": "Tokenizer loading for a specific model is unrelated to the kernels package version/revision requirement breaking pipeline imports." }, { - "left": "issue:43644", - "right": "issue:43749", + "left": "issue:43322", + "right": "issue:45685", "accept": false, - "reason": "Non-persistent buffer junk initialization and FSDP CPU RAM efficient loading are different loading/runtime issues." + "reason": "Llava-Next segmentation fault and MPS histogram-on-Int error are entirely different backend/model issues." }, { - "left": "issue:43606", - "right": "issue:45072", + "left": "issue:43644", + "right": "issue:43749", "accept": false, - "reason": "CPU offload device mismatch for bark-small and bfloat16 dtype mismatch in SwitchTransformers/TimmWrapperModel are different bugs." + "reason": "Non-persistent buffer junk in Transformers v5 is not the same concrete problem as broken FSDP CPU RAM efficient loading." }, { "left": "issue:44561", "right": "issue:45020", "accept": false, - "reason": "Issue 45020 is a broad umbrella, but 44561 is a specific regression caused by removing is_torch_fx_available; not the same concrete fix." + "reason": "Both mention `trust_remote_code`-adjacent breakage, but one is specifically the removal of `is_torch_fx_available` and the other is a broad recent-regressions report; not the same bug." }, { - "left": "issue:43550", + "left": "issue:43606", "right": "issue:45072", "accept": false, - "reason": "torch.compile + SDPA failure in Bamba is unrelated to the reported dtype mismatches in inference." + "reason": "CPU-offload device mismatch in Bark-small and dtype mismatches in SwitchTransformers/TimmWrapperModel are unrelated." }, { "left": "issue:43421", "right": "issue:44811", "accept": false, - "reason": "Runtime special-token post-processor updates and Whisper batch_decode skip_special_tokens behavior are separate tokenizer/decoder concerns." + "reason": "Runtime special-token post-processor updates and Whisper `skip_special_tokens` decoding behavior are different tokenizer/processor features." }, { - "left": "issue:43577", - "right": "issue:43818", + "left": "issue:43550", + "right": "issue:45072", "accept": false, - "reason": "Blip2 dtype preservation and Video-LLaVA missing temporal attention/weight sharing are unrelated model-loading vs architecture bugs." + "reason": "torch.compile + SDPA failure in Bamba is unrelated to bfloat16 dtype mismatch issues." }, { - "left": "issue:44479", - "right": "issue:45834", + "left": "issue:43577", + "right": "issue:43818", "accept": false, - "reason": "Qwen VL video-input regression and Kosmos2.5 OCR index error are different multimodal models and failures." + "reason": "Blip2 dtype propagation and Video-LLaVA temporal-attention/weight-sharing defects are different model loading issues." }, { "left": "issue:43582", "right": "issue:46512", "accept": false, - "reason": "Apple Silicon caching_allocator_warmup TypeError is unrelated to from_config(dtype=...) leaving config.dtype stale." + "reason": "Apple Silicon warmup TypeError is unrelated to `from_config(dtype=...)` leaving `config.dtype` stale." + }, + { + "left": "issue:44479", + "right": "issue:45834", + "accept": false, + "reason": "Qwen video-input regression and Kosmos2.5 OCR index error are different multimodal bugs." }, { "left": "issue:43782", "right": "issue:44977", "accept": false, - "reason": "Qwen3VL weight_only loading error and Qwen3.5 flash-attention generation bug are different code paths and symptoms." + "reason": "Qwen3VL `weight_only=True` load error and Qwen3.5 flash-attention generation failure are separate issues in different code paths." } ] }, @@ -6308,8 +6273,8 @@ "review_unit_count": 63, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-516", "nodes": [ @@ -6379,8 +6344,8 @@ "issue:42175|issue:45081", "issue:44671|issue:45701", "issue:43577|issue:43582", - "issue:46175|issue:46932", "issue:45003|issue:46285", + "issue:46175|issue:46932", "issue:43782|issue:45325", "issue:46697|issue:46728", "issue:43582|issue:44857", @@ -6388,185 +6353,194 @@ "issue:43653|issue:44912", "issue:44589|issue:45042" ], - "prepared_review_unit_hash": "73b0f894a48ca25602156e824f9a0c79534bf4491768ee3c2a38174eafcb9adc", + "prepared_review_unit_hash": "3940c5c0353e826aba24c9c91d1b8dace63003b24f91b5d200e93e07fe114252", "component_budget": { "node_count": 516, "item_count": 516, "soft_pair_count": 1900, - "serialized_chars": 985297, - "estimated_input_tokens": 246325, - "estimated_eval_tokens": 492906 + "serialized_chars": 985312, + "estimated_input_tokens": 246328, + "estimated_eval_tokens": 492912 }, "budget": { "node_count": 47, "item_count": 47, "soft_pair_count": 25, - "serialized_chars": 35138, - "estimated_input_tokens": 8785, - "estimated_eval_tokens": 17826 + "serialized_chars": 35141, + "estimated_input_tokens": 8786, + "estimated_eval_tokens": 17828 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "Heterogeneous cluster spanning many unrelated bugs; all soft pairs look like false positives based on titles alone, with only broad subsystem overlap in a few cases.", - "confidence": 0.9, - "canonical_issue_reason": "No single canonical issue stands out: the items cover unrelated models, loaders, tokenizers, audio/video processors, and trainer paths, and none of the soft pairs are the same concrete bug.", + "summary": "This cluster is mostly a set of unrelated issues. The only plausible duplicate pair is the tokenizer spacing/inconsistency report; the rest point to distinct models, subsystems, or error modes.", + "confidence": 0.84, + "canonical_issue_reason": "issue:29159 is the broader tokenizer report and most likely subsumes the specific added-token extra-space symptom from issue:28218.", "canonical_pr_reason": null, - "best_issue_reason": "issue:44936 is the best standalone representative because it describes a concrete, user-visible training/evaluation failure with a clear reproduction path.", + "best_issue_reason": "issue:29159 is the best representative issue because it is the more general statement of the tokenizer inconsistency and can cover the narrower spacing bug.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:44805", "right": "issue:44936", "accept": false, - "reason": "Both are training-related failures, but one is a mask/index shape mismatch and the other is an evaluate-after-train regression; different code paths and symptoms." + "reason": "Both are training/evaluation failures, but the titles describe different failure modes and there is no evidence they share the same code path." }, { "left": "issue:43825", "right": "issue:43994", "accept": false, - "reason": "Both mention pipeline(), but one is an error-message/docs regression and the other is a model output quality bug in SigLIP2; not the same bug." + "reason": "One is about a misleading pipeline error message; the other is about nonsensical model outputs for a specific checkpoint. Different bugs." }, { "left": "issue:43388", "right": "issue:46032", "accept": false, - "reason": "Different subsystems entirely: distributed metric gathering vs Mamba cache behavior." + "reason": "Different subsystems and symptoms: metric gathering tuple handling vs Mamba2 cache correctness." }, { "left": "issue:46294", "right": "issue:46463", "accept": false, - "reason": "Different models and failures: Qwen video chat-template mismatch vs T5 decoder-input validation message." + "reason": "Video chat-template token/feature mismatch is unrelated to T5 decoder-input validation messaging." }, { "left": "issue:43716", "right": "issue:44008", "accept": false, - "reason": "Both are multimodal model issues, but one is a dtype mismatch and the other is a forward-pass variable collision." + "reason": "Different models and root causes: dtype mismatch in preprocessing vs a forward-pass variable collision." }, { "left": "issue:43931", "right": "issue:46846", "accept": false, - "reason": "Both are Qwen VL-related, but one is a weight-shape load error and the other is a tensor-parallel plan/OOM issue." + "reason": "Both involve VL model loading/runtime issues, but the specific problems differ: weight-shape mismatch vs missing TP plan entries." }, { "left": "issue:28218", "right": "issue:29159", - "accept": false, - "reason": "Tokenizer-related, but one is added-token spacing and the other is a broad slow/fast tokenizer inconsistency report." + "accept": true, + "reason": "Both point to tokenizer inconsistency around added-token handling; the extra-space symptom is a concrete manifestation of the broader slow/fast tokenizer mismatch." }, { "left": "issue:43540", "right": "issue:45381", "accept": false, - "reason": "Both involve video inputs, but they affect different Qwen families and different position/input calculations." + "reason": "Different Qwen video-input bugs affecting different models/code paths, not the same underlying defect." }, { "left": "issue:44610", "right": "issue:45072", "accept": false, - "reason": "Completely different problems: image processor sizing vs bfloat16 dtype mismatch." + "reason": "Unrelated issues: image processor size mismatch vs bfloat16 dtype mismatch in different models." }, { "left": "issue:43749", "right": "issue:44291", "accept": false, - "reason": "Both are loading regressions, but the former is FSDP RAM-efficient loading and the latter is an init_empty_weights argument mismatch." + "reason": "Both are loading-related, but one is FSDP CPU RAM efficient loading and the other is init_empty_weights argument handling; not the same bug." }, { "left": "issue:43720", "right": "issue:45072", "accept": false, - "reason": "Different failure modes: packed-weight unpacking during load vs inference dtype mismatch." + "reason": "Packed-weight loading failure in BitNet is unrelated to dtype mismatch in inference." }, { "left": "issue:43645", "right": "issue:46665", "accept": false, - "reason": "Both concern model initialization, but one is a v5 notebook breakage and the other is from_pretrained inside custom Python classes." + "reason": "Notebook custom-model initialization breakage is a different issue from from_pretrained behavior inside Python classes." }, { "left": "issue:43825", "right": "issue:43827", "accept": false, - "reason": "One is a runtime error-message bug; the other is stale documentation after pipeline removals." + "reason": "A runtime error message bug and a documentation cleanup issue are not the same underlying change." }, { "left": "issue:34634", "right": "issue:36331", "accept": false, - "reason": "Unrelated issues in different areas: BarkProcessor voice presets vs CustomTrainer compute_loss signature." + "reason": "Different components and failures: BarkProcessor voice_preset vs CustomTrainer.compute_loss signature mismatch." }, { "left": "issue:42175", "right": "issue:45081", "accept": false, - "reason": "No underlying common bug; backend packaging and Mistral regex patching are unrelated." + "reason": "Backend packaging/install issue vs tokenizer regex patch crash; unrelated." }, { "left": "issue:44671", "right": "issue:45701", "accept": false, - "reason": "Both mention tokenization, but one is a CamemBERT masked-LM regression and the other is a version-wide tokenization change report." + "reason": "A model-specific masked-LM regression is not the same as a broad tokenization change report." }, { "left": "issue:43577", "right": "issue:43582", "accept": false, - "reason": "Different bugs: BLIP2 dtype propagation vs Apple Silicon warmup TypeError." + "reason": "Different problems: BLIP2 dtype propagation vs Apple Silicon TypeError in caching_allocator_warmup." }, { - "left": "issue:46175", - "right": "issue:46932", + "left": "issue:45003", + "right": "issue:46285", "accept": false, - "reason": "Same model family, but one is a huge one-hot position-embedding inefficiency and the other is a dtype casting bug for quantized embedders." + "reason": "Unsafe sys.modules access and CLIP model structure inconsistency are separate code paths." }, { - "left": "issue:45003", - "right": "issue:46285", + "left": "issue:46175", + "right": "issue:46932", "accept": false, - "reason": "Different areas: unsafe sys.modules access vs CLIP structure inconsistency." + "reason": "Gemma4 one-hot position embedding inefficiency is unrelated to quantized embedder dtype casting." }, { "left": "issue:43782", "right": "issue:45325", "accept": false, - "reason": "Both are Qwen VL issues, but one is a from_pretrained load error and the other is a rope-index scaling bug." + "reason": "One is a from_pretrained weight_only loading error; the other is a rope/position-id scaling bug." }, { "left": "issue:46697", "right": "issue:46728", "accept": false, - "reason": "Both are image-preprocessing/resolution bugs, but they affect different models and different padding/count logic." + "reason": "Both are image-size/padding-related, but they affect different models and different logic (padding vs patch counting)." }, { "left": "issue:43582", "right": "issue:44857", "accept": false, - "reason": "Different environments and failures: Apple Silicon warmup TypeError vs CUDA AMP loss crash." + "reason": "Apple Silicon allocator warmup TypeError and CUDA AMP loss crash are unrelated." }, { "left": "issue:43262", "right": "issue:43819", "accept": false, - "reason": "Both are audio-related, but one is a sampling-rate default bug and the other is a DAC forward/from_latents mismatch." + "reason": "Audio chat-template sampling-rate defaulting and DAC latent decoding mismatch are different bugs." }, { "left": "issue:43653", "right": "issue:44912", "accept": false, - "reason": "Tokenizer special-token registration and MXFP4 quantized loading are unrelated bugs." + "reason": "Tokenizer special-token registration and MXFP4 quantized model loading are unrelated." + }, + { + "left": "issue:44589", + "right": "issue:45042", + "accept": false, + "reason": "Float8 storage lookup failure and PIL backend torchvision dependency behavior are different issues." } ] }, - "evaluator_result": null, - "evaluator_used": false, + "evaluator_result": { + "accept": true, + "feedback": "The cluster summary is grounded in the packet: the tokenizer pair is the only clearly related match based on titles, and the rest of the soft-edge rejections stay conservative about distinct subsystems or failure modes. The representative/canonical choice of issue:29159 is reasonable given its broader tokenizer wording." + }, + "evaluator_used": true, "retried": false, - "accepted_nontrivial_soft_edge": false, + "accepted_nontrivial_soft_edge": true, "error_kind": null, "error_message": null }, @@ -6578,8 +6552,8 @@ "review_unit_count": 63, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-516", "nodes": [ @@ -6639,43 +6613,43 @@ "issue:36010|issue:43645", "issue:36010|issue:36331", "issue:43257|issue:43329", - "issue:43906|issue:46209", "issue:43531|issue:45042", + "issue:43906|issue:46209", "issue:43526|issue:43697", - "issue:43452|issue:44991", "issue:43638|issue:44936", "issue:42175|issue:46291", + "issue:43452|issue:44991", "issue:43819|issue:43927", "issue:45081|issue:45406", "issue:44060|issue:44368", "issue:43329|issue:45600", "issue:45084|issue:45538", - "issue:43526|issue:44554", "issue:42490|issue:43257", + "issue:43526|issue:44554", "issue:43746|issue:44811", "issue:43643|issue:45759", "issue:43854|issue:44977", "issue:45859|issue:47050", "issue:38175|issue:44610", - "issue:39692|issue:44912", "issue:43262|issue:44811", + "issue:39692|issue:44912", "issue:43257|issue:43696", "issue:43329|issue:43450" ], - "prepared_review_unit_hash": "58a4bf02143938ce1c8d2d74af9fe2fc325cc5f8f92ec9a0283068261a264bc4", + "prepared_review_unit_hash": "8dbdb9c1bdee1efc5b21118ccc17cc6491b868813e236792b2ae8486c0119f7a", "component_budget": { "node_count": 516, "item_count": 516, "soft_pair_count": 1900, - "serialized_chars": 985297, - "estimated_input_tokens": 246325, - "estimated_eval_tokens": 492906 + "serialized_chars": 985312, + "estimated_input_tokens": 246328, + "estimated_eval_tokens": 492912 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 28, - "serialized_chars": 36530, + "serialized_chars": 36532, "estimated_input_tokens": 9133, "estimated_eval_tokens": 18522 }, @@ -6684,180 +6658,180 @@ "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is mostly heterogeneous Transformers bug reports. The nearest common theme is recent-version regressions around remote/custom-code and model loading, but none of the soft pairs look like true duplicates of the same concrete bug.", - "confidence": 0.66, - "canonical_issue_reason": "issue:45020 is the broadest representative of the only coherent subtheme here: recent Transformers versions breaking remote/custom-code model loading.", + "summary": "No duplicate clusters here: the items are a broad mix of unrelated bugs and regressions across loading, processors, training, quantization, and multimodal code paths. All soft edges should be rejected.", + "confidence": 0.97, + "canonical_issue_reason": "No single canonical issue; the reports span unrelated subsystems and distinct failure modes.", "canonical_pr_reason": null, - "best_issue_reason": "issue:45020 is the best issue to anchor the cluster because it states the widest user-facing regression and can subsume a few nearby loading/config complaints, even though the cluster is not truly uniform.", + "best_issue_reason": "No standout representative issue for deduping this set, since none of the items subsume the others.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:43742", "right": "issue:45020", "accept": false, - "reason": "Both are loading regressions, but one is a specific MobileLLM key error while the other is a broad remote_code breakage; not the same underlying bug." + "reason": "Different problems: MobileLLM key error vs broad remote_code loading regressions." }, { "left": "issue:45372", "right": "issue:46326", "accept": false, - "reason": "Different code paths: Gemma 4 processor loading fails on a missing import, while the other is a mistral_common continue_final_message behavior bug." + "reason": "Both involve mistral_common, but one is an import failure and the other is a tokenizer behavior bug." }, { "left": "issue:43550", "right": "issue:44912", "accept": false, - "reason": "One is a Bamba torch.compile+SDPA failure, the other is an MXFP4 quantization fallback issue for git-oss; different concrete failures." + "reason": "Unrelated: torch.compile/SDPA failure vs MXFP4 quantization fallback to bf16." }, { "left": "issue:36010", "right": "issue:43645", "accept": false, - "reason": "GenerationMixin import breakage and custom model initialization in notebooks are distinct symptoms with different causes." + "reason": "ImportError for GenerationMixin is not the same as Jupyter custom model initialization breakage." }, { "left": "issue:36010", "right": "issue:36331", "accept": false, - "reason": "ImportError for GenerationMixin is unrelated to CustomTrainer.compute_loss receiving an unexpected keyword argument." + "reason": "Different code paths: generation import error vs Trainer.compute_loss signature change." }, { "left": "issue:43257", "right": "issue:43329", "accept": false, - "reason": "Qwen3 MOE weight conversion under accelerate/deepspeed is unrelated to the undefined video-token helper variables in multimodal token counting." - }, - { - "left": "issue:43906", - "right": "issue:46209", - "accept": false, - "reason": "A reproduction of a prior issue is not the same as the FP8/B200 inference problem; different model/runtime context." + "reason": "Qwen3 MoE weight conversion and multimodal token counting are separate bugs." }, { "left": "issue:43531", "right": "issue:45042", "accept": false, - "reason": "Sliding-window behavior in Qwen3-MoE is not the same bug as PIL backend processors incorrectly requiring torchvision." + "reason": "Qwen3-MoE sliding_window issue is unrelated to PIL backend torchvision dependency regression." }, { - "left": "issue:43526", - "right": "issue:43697", + "left": "issue:43906", + "right": "issue:46209", "accept": false, - "reason": "BeitImageProcessorFast label reduction and RTDetrV2 output differences are separate image-processing/model-output issues." + "reason": "An isolated reproduction of another issue is not the same as an FP8 inference failure on B200." }, { - "left": "issue:43452", - "right": "issue:44991", + "left": "issue:43526", + "right": "issue:43697", "accept": false, - "reason": "gguf_file loading failures and EMBEDDIA/est-roberta tokenizer loading failures are different from-pretrained problems." + "reason": "Beit reduce_labels behavior and RTDetr output divergence are different model/processor bugs." }, { "left": "issue:43638", "right": "issue:44936", "accept": false, - "reason": "A Zero3/non-pretrained BERT index error is not the same as trainer.evaluate failing after trainer.train()." + "reason": "DeepSpeed ZeRO-3 index error during training is unrelated to evaluate-after-train failure." }, { "left": "issue:42175", "right": "issue:46291", "accept": false, - "reason": "Missing TensorFlow from a torch install extra and kernels v0.15 import failures are unrelated dependency issues." + "reason": "Missing tensorflow in a torch install is unrelated to kernels v0.15 breaking transformers.pipelines import." + }, + { + "left": "issue:43452", + "right": "issue:44991", + "accept": false, + "reason": "gguf_file handling failure is a different issue from tokenizer loading for EMBEDDIA/est-roberta." }, { "left": "issue:43819", "right": "issue:43927", "accept": false, - "reason": "DAC.from_latents/STE mismatch and DiaConfig losing token IDs during save-load are different model/config bugs." + "reason": "DAC forward mismatch with missing STE is unrelated to DiaConfig losing custom token IDs." }, { "left": "issue:45081", "right": "issue:45406", "accept": false, - "reason": "Tokenizer regex patching crash and Gemma4Processor missing _tokenizer are separate loading failures." + "reason": "Mistral regex patch crash and Gemma4Processor missing _tokenizer are distinct loading failures." }, { "left": "issue:44060", "right": "issue:44368", "accept": false, - "reason": "They both mention tied-weights warnings, but one is an incorrect warning/tie bug and the other is a user-facing warning about tie_word_embeddings in fine-tuning." + "reason": "Both mention weight-tying warnings, but they concern different models and different warning causes." }, { "left": "issue:43329", "right": "issue:45600", "accept": false, - "reason": "Undefined video-branch helpers in multimodal token counting are unrelated to stale auto_mappings references causing CI breakage." + "reason": "Undefined variables in multimodal token counting are unrelated to stale auto_mappings references." }, { "left": "issue:45084", "right": "issue:45538", "accept": false, - "reason": "Template compilation TypeError and CLIPTokenizer model_max_length behavior are not the same issue." + "reason": "Template compilation error and CLIPTokenizer model_max_length bug have no shared root cause." }, { - "left": "issue:43526", - "right": "issue:44554", + "left": "issue:42490", + "right": "issue:43257", "accept": false, - "reason": "Beit label reduction and MPS attention correctness are different subsystems and failure modes." + "reason": "Local-path import warning and Qwen3 MoE conversion failure are unrelated." }, { - "left": "issue:42490", - "right": "issue:43257", + "left": "issue:43526", + "right": "issue:44554", "accept": false, - "reason": "Trailing-slash local model import warnings are unrelated to Qwen3 MOE weight conversion under accelerate/deepspeed." + "reason": "Beit label reduction bug and MPS attention correctness issue affect different code paths." }, { "left": "issue:43746", "right": "issue:44811", "accept": false, - "reason": "PEFT adapter local checkpoint loading and Whisper batch_decode skip_special_tokens behavior are different processor/model-loading bugs." + "reason": "PEFT checkpoint loading for GraniteSpeech is unrelated to Whisper batch_decode special-token handling." }, { "left": "issue:43643", "right": "issue:45759", "accept": false, - "reason": "Both involve config loading, but missing fields from trust_remote_code and unwrapping text_config in composite Qwen configs are not the same concrete bug." + "reason": "Missing fields from trust_remote_code AutoConfig is different from AutoModelForCausalLM.from_config not unwrapping text_config." }, { "left": "issue:43854", "right": "issue:44977", "accept": false, - "reason": "GLM-4.7 loading in tests and Qwen3.5 flash-attention generation are unrelated model-specific problems." + "reason": "GLM-4.7-Flash loading in tests and Qwen3.5 flash-attention generation are different failures." }, { "left": "issue:45859", "right": "issue:47050", "accept": false, - "reason": "CPU offload incompatibility in Qwen3_5MoeTextRotaryEmbedding is unrelated to Canine fp16 ONNX export dtype mismatch." + "reason": "CPU offload incompatibility in Qwen3_5MoeTextRotaryEmbedding is unrelated to Canine ONNX dtype mismatch." }, { "left": "issue:38175", "right": "issue:44610", "accept": false, - "reason": "Zero probabilities in SigLIP2 and OmDet-Turbo processor size mismatch are different model/processor bugs." + "reason": "SigLIP2 zero probabilities and OmDet-Turbo processor size mismatch are separate processor/model issues." }, { - "left": "issue:39692", - "right": "issue:44912", + "left": "issue:43262", + "right": "issue:44811", "accept": false, - "reason": "SigLIP2 documentation errors and git-oss MXFP4 loading fallback are not the same underlying defect." + "reason": "Audio apply_chat_template sampling-rate default bug is unrelated to Whisper batch_decode behavior." }, { - "left": "issue:43262", - "right": "issue:44811", + "left": "issue:39692", + "right": "issue:44912", "accept": false, - "reason": "Audio chat-template sampling-rate defaulting and Whisper batch_decode ignoring skip_special_tokens are distinct audio processor issues." + "reason": "SigLIP2 documentation errors and git-oss quantization fallback are not the same bug." }, { "left": "issue:43257", "right": "issue:43696", "accept": false, - "reason": "Qwen3 MOE conversion failure and GPT-oss out-of-memory are not comparable duplicates." + "reason": "Qwen3 MoE weight conversion failure is unrelated to GPT-oss out-of-memory." }, { "left": "issue:43329", "right": "issue:43450", "accept": false, - "reason": "Both mention video processors, but one is a missing helper in token counting and the other is an incorrect batched output shape; not the same bug." + "reason": "Multimodal token counting undefined variables and batched video shape mismatch are different video-processing bugs." } ] }, @@ -6934,8 +6908,8 @@ "issue:42915|issue:43742", "issue:43257|issue:43931", "issue:44291|issue:45042", - "issue:44912|issue:47145", "issue:34567|issue:40990", + "issue:44912|issue:47145", "issue:42915|issue:44821", "issue:44387|issue:44617", "issue:29159|issue:34567", @@ -6944,213 +6918,210 @@ "issue:46421|issue:46424", "issue:43525|issue:46291", "issue:28282|issue:29870", - "issue:43749|issue:44756", "issue:44987|issue:45538", + "issue:43749|issue:44756", "issue:43425|issue:46291", "issue:28282|issue:34689", "issue:43540|issue:46701", "issue:43454|issue:43577", "issue:44568|issue:45356", "issue:33357|issue:34567", - "issue:39379|issue:44554", "issue:42175|issue:43824", + "issue:39379|issue:44554", "issue:45137|issue:45405", "issue:43697|issue:45357" ], - "prepared_review_unit_hash": "f241e32e582f4eb03f91f2bf449e5cc7979f5397c32775c3140e310c727bd90e", + "prepared_review_unit_hash": "2f3c8284f007573fb582b263d6742993694fbf4d2c3732a1332f94cbc04dc51d", "component_budget": { "node_count": 516, "item_count": 516, "soft_pair_count": 1900, - "serialized_chars": 985297, - "estimated_input_tokens": 246325, - "estimated_eval_tokens": 492906 + "serialized_chars": 985312, + "estimated_input_tokens": 246328, + "estimated_eval_tokens": 492912 }, "budget": { "node_count": 47, "item_count": 47, "soft_pair_count": 26, - "serialized_chars": 34949, - "estimated_input_tokens": 8738, - "estimated_eval_tokens": 17732 + "serialized_chars": 34957, + "estimated_input_tokens": 8740, + "estimated_eval_tokens": 17736 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is mostly heterogeneous: tokenizer, model-loading, quantization, memory, and training-state issues are all mixed together. The only plausible duplicate-like relation is the video-input regression pair around 43329 and 44479; the rest look like distinct bugs.", - "confidence": 0.77, - "canonical_issue_reason": "No single canonical issue cleanly represents the whole set. If anchoring to the only credible duplicate subcluster, issue 43329 is the best root-cause report because it names the concrete failing code path in `_get_num_multimodal_tokens` that could explain the broader video regression reported in 44479.", + "summary": "This cluster is noisy and spans many unrelated bugs/features across loading, tokenization, multimodal/video, caching, quantization, and packaging. None of the soft pairs look like the same underlying issue, so no duplicate merges should be accepted.", + "confidence": 0.95, + "canonical_issue_reason": "No clear canonical issue: the items cover unrelated code paths and model families, and the soft pairs do not share a concrete bug mechanism.", "canonical_pr_reason": null, - "best_issue_reason": "Issue 43329 is the strongest representative because it describes a specific code-level defect, while the nearby 44479 report is the broader user-facing regression/symptom.", + "best_issue_reason": "No single issue is a strong representative for this cluster; it is better treated as a heterogeneous set of unrelated reports.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:43329", "right": "issue:44479", - "accept": true, - "reason": "Both point at the same video-input multimodal token accounting path; 43329 gives the concrete undefined-variable bug that plausibly causes the broader video regression in 44479." + "accept": false, + "reason": "Both are video-related regressions, but they hit different models and appear to stem from different implementation paths." }, { "left": "issue:42915", "right": "issue:43742", "accept": false, - "reason": "Different failures: FP8 config handling for Qwen3MoE vs a key error while loading MobileLLM-125M." + "reason": "Different failures: Qwen3Moe fine-grained FP8 handling vs MobileLLM loading key errors; no shared concrete bug." }, { "left": "issue:43257", "right": "issue:43931", "accept": false, - "reason": "Both are loading issues, but they involve different models and different failure modes (weight conversion vs shape mismatch)." + "reason": "Both involve Qwen-family models, but one is MOE weight conversion with accelerate/deepspeed and the other is a VL shape-mismatch load error." }, { "left": "issue:44291", "right": "issue:45042", "accept": false, - "reason": "Unrelated subsystems: `init_empty_weights` argument handling vs PIL image processors requiring torchvision." + "reason": "Completely different areas: init_empty_weights argument handling vs PIL/torchvision backend requirements." }, { - "left": "issue:44912", - "right": "issue:47145", + "left": "issue:34567", + "right": "issue:40990", "accept": false, - "reason": "Both involve quantization, but one is MXFP4 falling back to bf16 and the other is FP8 frozen checkpoints missing `weight_scale`; not the same bug." + "reason": "Trainer token accounting and high perplexity on gpt-oss are unrelated problems." }, { - "left": "issue:34567", - "right": "issue:40990", + "left": "issue:44912", + "right": "issue:47145", "accept": false, - "reason": "Training-state tracking and perplexity evaluation are unrelated issues." + "reason": "Both are quantization-related, but one is MXFP4 fallback behavior and the other is missing FP8 weight_scale application; different bugs." }, { "left": "issue:42915", "right": "issue:44821", "accept": false, - "reason": "Different areas entirely: FP8 model loading vs URL-based AutoImageProcessor loading." + "reason": "Different subsystems and symptoms: Qwen3Moe loading/FP8 vs AutoImageProcessor URL loading." }, { "left": "issue:44387", "right": "issue:44617", "accept": false, - "reason": "Both mention OOM, but the causes are different: int4 quantization memory growth vs a SAM video model running out of CUDA memory." + "reason": "Both mention OOM, but the root causes are different models and different execution paths." }, { "left": "issue:29159", "right": "issue:34567", "accept": false, - "reason": "Tokenizer inconsistency is unrelated to trainer token-count tracking." + "reason": "Tokenizer consistency issues are unrelated to TrainerState token counters." }, { "left": "issue:45459", "right": "issue:45803", "accept": false, - "reason": "Both involve exception handling, but they affect different code paths and different user-visible failures." + "reason": "Both involve error handling, but one is tokenizer protobuf handling and the other is Fuyu tensor conversion swallowing exceptions." }, { "left": "issue:43650", "right": "issue:43906", "accept": false, - "reason": "A placeholder issue title is not the same underlying bug as an isolated reproduction of another issue." + "reason": "No meaningful overlap; one is an empty/garbled report and the other is a reproduction of a specific unrelated issue." }, { "left": "issue:46421", "right": "issue:46424", "accept": false, - "reason": "Both are cache-related, but one is about lazy init causing recompilation and the other about `max_cache_length` only affecting Quantized Cache." + "reason": "Both touch cache behavior, but one is lazy-init recompilation and the other is max_cache_length semantics; not the same bug." }, { "left": "issue:43525", "right": "issue:46291", "accept": false, - "reason": "Llama4 config attribute loading and pipelines import with kernels v0.15 are unrelated." + "reason": "Llama4Config pad_token_id attribute error is unrelated to kernels version requirements in pipelines import." }, { "left": "issue:28282", "right": "issue:29870", "accept": false, - "reason": "PyTorch import missing vs a Bart `generate()` UnboundLocalError are different problems." + "reason": "ImportError for missing PyTorch and Bart generate UnboundLocalError are separate failures." }, { - "left": "issue:43749", - "right": "issue:44756", + "left": "issue:44987", + "right": "issue:45538", "accept": false, - "reason": "Both concern loading/memory, but one is FSDP RAM-efficient loading and the other is mmap on Strix Halo; not the same bug." + "reason": "Different tokenizer/load regressions: one on physical-intelligence/fast loading, the other on CLIPTokenizer model_max_length." }, { - "left": "issue:44987", - "right": "issue:45538", + "left": "issue:43749", + "right": "issue:44756", "accept": false, - "reason": "A model-loading regression for `physical-intelligence/fast` is not the same as CLIPTokenizer's max length constant issue." + "reason": "FSDP CPU RAM efficient loading and disabling mmap on Strix Halo are different memory-related issues with different causes." }, { "left": "issue:43425", "right": "issue:46291", "accept": false, - "reason": "Torch version compatibility and kernels package import requirements are separate dependency issues." + "reason": "Torch 2.10 incompatibility and kernels v0.15 import requirements are distinct dependency problems." }, { "left": "issue:28282", "right": "issue:34689", "accept": false, - "reason": "Both are loading/import problems, but they affect different models and different root causes." + "reason": "Missing PyTorch import error and Llama 3.2 Vision loading breakage are not the same code-path issue." }, { "left": "issue:43540", "right": "issue:46701", "accept": false, - "reason": "Different models and different symptoms: Qwen3OmniMoe video processing vs DiffusionGemma pipeline failure." + "reason": "Different multimodal bugs in different model families and pipelines." }, { "left": "issue:43454", "right": "issue:43577", "accept": false, - "reason": "Both are model-loading bugs, but one is weight tying for AyaVision and the other is dtype propagation for Blip2; not the same change." + "reason": "Weight tying causing garbage generation and dtype remaining float32 are different model-initialization bugs." }, { "left": "issue:44568", "right": "issue:45356", "accept": false, - "reason": "Both are tokenizer regressions, but they concern different tokenizers and different underlying issues." + "reason": "Tokenizer regression in add_special_tokens and Kimi codec-handling regression are unrelated." }, { "left": "issue:33357", "right": "issue:34567", "accept": false, - "reason": "A MacOS bus error in CLIP model loading is unrelated to trainer token accounting." + "reason": "A MacOS bus error in CLIP and a TrainerState counter update issue share no concrete mechanism." }, { - "left": "issue:39379", - "right": "issue:44554", + "left": "issue:42175", + "right": "issue:43824", "accept": false, - "reason": "Different model families and different correctness bugs: mllama masking vs MPS attention shape handling." + "reason": "TensorFlow extra/backend packaging and Qwen2_5_VL import failure are unrelated package/import issues." }, { - "left": "issue:42175", - "right": "issue:43824", + "left": "issue:39379", + "right": "issue:44554", "accept": false, - "reason": "TensorFlow backend packaging and a specific Qwen2.5-VL import error are unrelated." + "reason": "mllama multimodal token masking and MPS attention correctness are different bugs in different areas." }, { "left": "issue:45137", "right": "issue:45405", "accept": false, - "reason": "DeepSpeed ZeRO3 deque underflow is unrelated to a minimum PEFT version bump." + "reason": "DeepSpeed ZeRO3 deque underflow and an unreleased PEFT version bump are unrelated." }, { "left": "issue:43697", "right": "issue:45357", "accept": false, - "reason": "RTDetrV2 output drift and Qwen3.5 visual encoder key saving are different model-specific regressions." + "reason": "RTDetrV2 output drift and Qwen3.5 save_pretrained key mismatch are different regressions." } ] }, - "evaluator_result": { - "accept": true, - "feedback": "The summary is grounded in the packet: it treats the set as mostly heterogeneous, anchors the only plausible duplicate-like subcluster at 43329/44479, and keeps the other pairwise verdicts conservative. I don\u2019t see evidence of overclaiming beyond what the issue titles/supporting text justify." - }, - "evaluator_used": true, + "evaluator_result": null, + "evaluator_used": false, "retried": false, - "accepted_nontrivial_soft_edge": true, + "accepted_nontrivial_soft_edge": false, "error_kind": null, "error_message": null }, @@ -7162,8 +7133,8 @@ "review_unit_count": 63, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-516", "nodes": [ @@ -7222,8 +7193,8 @@ "issue:28282|issue:29127", "issue:43742|issue:44291", "issue:44936|issue:46821", - "issue:42915|issue:45538", "issue:44479|issue:46693", + "issue:42915|issue:45538", "issue:45538|issue:46869", "issue:44062|issue:44991", "issue:24643|issue:29159", @@ -7232,8 +7203,8 @@ "issue:42915|issue:43749", "issue:43577|issue:46512", "issue:41720|issue:43540", - "issue:44849|issue:45701", "issue:42175|issue:44488", + "issue:44849|issue:45701", "issue:43540|issue:44560", "issue:43540|issue:44479", "issue:44291|issue:44821", @@ -7242,222 +7213,219 @@ "issue:38175|issue:44898", "issue:34567|issue:36331", "issue:44792|issue:44964", + "issue:45042|issue:45081", "issue:44062|issue:45081", - "issue:44568|issue:45488", - "issue:45042|issue:45081" + "issue:44568|issue:45488" ], - "prepared_review_unit_hash": "9edaf608ce849272aca537aae80218368fdcb9d2020478af052353a953d972a5", + "prepared_review_unit_hash": "bfdb52341eee554ffb5949d1227dbae8d2160b0cb7316280f3c7a51225e29868", "component_budget": { "node_count": 516, "item_count": 516, "soft_pair_count": 1900, - "serialized_chars": 985297, - "estimated_input_tokens": 246325, - "estimated_eval_tokens": 492906 + "serialized_chars": 985312, + "estimated_input_tokens": 246328, + "estimated_eval_tokens": 492912 }, "budget": { "node_count": 47, "item_count": 47, "soft_pair_count": 29, - "serialized_chars": 35860, - "estimated_input_tokens": 8965, - "estimated_eval_tokens": 18186 + "serialized_chars": 35864, + "estimated_input_tokens": 8966, + "estimated_eval_tokens": 18188 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "Mostly a heterogeneous set of unrelated issues, with one likely duplicate pair in the Qwen2.5-VL/Qwen3 video-regression area. I would keep the broader video regression report as the anchor.", - "confidence": 0.77, - "canonical_issue_reason": "issue:44479 is the broadest and most central report among the only likely duplicate pair; it covers the wider video-input regression across multiple Qwen VL variants and can subsume the more specific qwen2.5-vl report.", + "summary": "These issues are mostly a grab bag of unrelated regressions across tokenization, multimodal/video, training, loading, and model-specific bugs. The soft edges are mostly superficial subsystem overlap rather than the same underlying defect, so none should be merged.", + "confidence": 0.89, + "canonical_issue_reason": "issue:45701 is the broadest tokenizer-regression report in the set and is the best representative of the recurring tokenization-behavior theme.", "canonical_pr_reason": null, - "best_issue_reason": "issue:44479 best represents the cluster\u2019s only strong duplicate relationship and is the most general issue description in that area.", + "best_issue_reason": "issue:45701 has the widest scope and best matches the cluster\u2019s repeated tokenizer-related signals, with multiple related reports pointing at version-dependent tokenization changes.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:44857", "right": "issue:46832", "accept": false, - "reason": "Different models and failures: LwDetr AMP crash vs RT-DETR feature-level mismatch." + "reason": "Both are DETR-family bugs, but one is an AMP/float16 image-loss crash and the other is a forward-path feature-level mismatch; different code paths and fixes." }, { "left": "issue:43404", "right": "issue:45127", "accept": false, - "reason": "Both mention weight tying, but they concern different models and different failure modes." + "reason": "Both mention tied weights, but one is a Mistral3 lm_head tying bug and the other is LoRA merge collapse with extended vocab; not the same defect." }, { "left": "issue:45081", "right": "issue:47020", "accept": false, - "reason": "Unrelated tokenizer bugs affecting different tokenizer implementations and code paths." + "reason": "Both are tokenizer failures, but they affect different tokenizer classes and different failure modes; no clear shared underlying bug." }, { "left": "issue:28282", "right": "issue:29127", "accept": false, - "reason": "ImportError about missing PyTorch is unrelated to LayoutLMv3 box/clarity handling." + "reason": "One is a missing-PyTorch import error, the other is a LayoutLMv3 validation/clarity issue; unrelated." }, { "left": "issue:43742", "right": "issue:44291", "accept": false, - "reason": "KeyError loading MobileLLM is not the same as the init_empty_weights unexpected-argument regression." + "reason": "Both are load-time errors, but one is a specific model key error and the other is a new init_empty_weights argument incompatibility; different causes." }, { "left": "issue:44936", "right": "issue:46821", "accept": false, - "reason": "Trainer lifecycle bug vs TimesFM window_size AttributeError; different subsystems." + "reason": "Trainer evaluate/train flow bug versus a TimesFM window_size AttributeError; unrelated code paths." }, { - "left": "issue:42915", - "right": "issue:45538", + "left": "issue:44479", + "right": "issue:46693", "accept": false, - "reason": "Qwen3Moe FP8 loading and CLIPTokenizer max length are unrelated." + "reason": "Both involve Qwen/FA2/video-adjacent regressions, but one is a video-input regression and the other is a long-context performance regression; not the same bug." }, { - "left": "issue:44479", - "right": "issue:46693", + "left": "issue:42915", + "right": "issue:45538", "accept": false, - "reason": "Video-input regression and FA2 long-context performance regression are different problems." + "reason": "FineGrainedFP8Config failure and CLIPTokenizer model_max_length are unrelated." }, { "left": "issue:45538", "right": "issue:46869", "accept": false, - "reason": "Tokenizer max-length bug is unrelated to YOLO auto device-map failures." + "reason": "Tokenizer max-length bug versus YOLO auto device-mapping failure; no overlap beyond being model-related." }, { "left": "issue:44062", "right": "issue:44991", "accept": false, - "reason": "AddedToken keyword collision is unrelated to loading a specific tokenizer model." + "reason": "Both are tokenizer loading issues, but one is an AddedToken keyword conflict and the other is a specific tokenizer load failure for est-roberta; not enough evidence they are the same bug." }, { "left": "issue:24643", "right": "issue:29159", "accept": false, - "reason": "DeepSpeed weight-dimension error and tokenizer slow/fast inconsistency are different issues." + "reason": "DeepSpeed weight shape error and slow/fast tokenizer inconsistency are unrelated." }, { "left": "issue:43452", "right": "issue:43582", "accept": false, - "reason": "gguf loading breakage and AppleSilicon allocator TypeError do not share a concrete code path." + "reason": "GGUF/loader breakage versus an Apple Silicon allocator TypeError; different subsystems and symptoms." }, { "left": "issue:27957", "right": "issue:28282", "accept": false, - "reason": "Flash Attention 2 support for XLMRoberta is unrelated to missing-PyTorch import errors." + "reason": "Flash Attention 2 with XLM-Roberta is unrelated to a missing-PyTorch import error." }, { "left": "issue:42915", "right": "issue:43749", "accept": false, - "reason": "FP8 Qwen3Moe failure and FSDP CPU RAM-efficient loading are separate bugs." + "reason": "Qwen3Moe FP8 config failure and FSDP CPU RAM efficient loading are different training/loading paths." }, { "left": "issue:43577", "right": "issue:46512", "accept": false, - "reason": "Both are dtype-related, but one is model loading behavior and the other is config staleness; not the same bug." + "reason": "Both are dtype-related, but one is incorrect model/qformer parameter dtype after loading and the other is stale config.dtype after from_config; not the same concrete bug." }, { "left": "issue:41720", "right": "issue:43540", "accept": false, - "reason": "Auto device-mapping CUDA assert and video-input processing failure are different issues." + "reason": "Auto device-map CUDA assert on Qwen3 versus video-input ValueError in Qwen3OmniMoe; unrelated failures." }, { - "left": "issue:44849", - "right": "issue:45701", + "left": "issue:42175", + "right": "issue:44488", "accept": false, - "reason": "Qwen3.5 hidden-state bug is not the same as version-dependent tokenization changes." + "reason": "Backend packaging issue versus a model-loading failure; no common underlying defect." }, { - "left": "issue:42175", - "right": "issue:44488", + "left": "issue:44849", + "right": "issue:45701", "accept": false, - "reason": "Packaging/backend dependency issue and model loading failure are unrelated." + "reason": "Qwen3.5 hidden-states bug and a broad tokenization-change report are different issues." }, { "left": "issue:43540", "right": "issue:44560", "accept": false, - "reason": "Both involve video inputs, but they are different model families and distinct failure symptoms." + "reason": "Both are video-input bugs, but they target different Qwen model families and different failure points; not clearly mergeable into one fix." }, { "left": "issue:43540", "right": "issue:44479", "accept": false, - "reason": "Same broad area, but different model families and not clearly the same concrete regression." + "reason": "Same broad video area, but one is a Qwen3OmniMoe ValueError and the other is a wider v5.3.0 regression across several VL models; insufficient evidence of one root cause." }, { "left": "issue:44291", "right": "issue:44821", "accept": false, - "reason": "init_empty_weights argument handling and AutoImageProcessor-from-URL loading are unrelated." + "reason": "init_empty_weights argument handling versus loading AutoImageProcessor from URL; unrelated." }, { "left": "issue:44987", "right": "issue:45907", "accept": false, - "reason": "Model loading regression and repo_files revision forwarding are different concerns." + "reason": "Model loading failure on one repo versus a hub API revision-forwarding bug; different surfaces and fixes." }, { "left": "issue:44479", "right": "issue:45381", - "accept": true, - "reason": "Both report the same Qwen2.5-VL video-input regression, with 45381 appearing to be the more specific symptom of the broader 44479 bug." + "accept": false, + "reason": "Both mention video in Qwen VL models, but one is a broader regression and the other is a specific vision_position_ids bug; not enough to treat as duplicate." }, { "left": "issue:38175", "right": "issue:44898", "accept": false, - "reason": "Zero probabilities in SigLIP2 and Perceiver non-default-resolution failure are unrelated vision-model bugs." + "reason": "Unexpected zero probabilities in SigLIP2 and Perceiver non-default resolution failure are different model behaviors." }, { "left": "issue:34567", "right": "issue:36331", "accept": false, - "reason": "TrainerState token counting and CustomTrainer compute_loss signature breakage are different trainer issues." + "reason": "TrainerState token-count tracking and a custom compute_loss signature break are separate trainer API issues." }, { "left": "issue:44792", "right": "issue:44964", "accept": false, - "reason": "Janus image-generation test failure and Phi-4 multimodal loading failure are separate model-specific problems." + "reason": "Both are multimodal model issues, but one is a janus generate-images test failure and the other is a Phi-4-multimodal load failure; different concrete problems." }, { - "left": "issue:44062", + "left": "issue:45042", "right": "issue:45081", "accept": false, - "reason": "Tokenizer AddedToken collision and Mistral regex patch crash are distinct tokenizer bugs." + "reason": "Image processor torchvision dependency regression versus a Mistral regex patch crash; unrelated." }, { - "left": "issue:44568", - "right": "issue:45488", + "left": "issue:44062", + "right": "issue:45081", "accept": false, - "reason": "Different tokenizer families and different behaviors; not the same underlying change." + "reason": "AddedToken special-argument conflict and Mistral regex patch crash are distinct tokenizer bugs." }, { - "left": "issue:45042", - "right": "issue:45081", + "left": "issue:44568", + "right": "issue:45488", "accept": false, - "reason": "Image-processor torchvision dependency issue is unrelated to Mistral tokenizer regex patching." + "reason": "Missing BOS/EOS insertion and LlamaTokenizer pre-tokenizer override are both tokenizer regressions, but they affect different code paths and model families." } ] }, - "evaluator_result": { - "accept": true, - "feedback": "The cluster summary is grounded in the packet and stays conservative: it identifies one clearly supported duplicate pair (44479/45381) and treats the rest as mostly unrelated. The anchor/canonical choice of 44479 is reasonable because it is the broader issue report. No soft-edge verdict looks overstated." - }, - "evaluator_used": true, + "evaluator_result": null, + "evaluator_used": false, "retried": false, - "accepted_nontrivial_soft_edge": true, + "accepted_nontrivial_soft_edge": false, "error_kind": null, "error_message": null }, @@ -7469,8 +7437,8 @@ "review_unit_count": 63, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-516", "nodes": [ @@ -7533,8 +7501,8 @@ "issue:45405|issue:45600", "issue:44737|issue:46463", "issue:43716|issue:46701", - "issue:43906|issue:46693", "issue:45823|issue:46463", + "issue:43906|issue:46693", "issue:43577|issue:45072", "issue:44568|issue:46491", "issue:24643|issue:29870", @@ -7544,211 +7512,211 @@ "issue:43540|issue:46693", "issue:43906|issue:46468", "issue:28282|issue:32090", - "issue:43697|issue:46829", "issue:44913|issue:46121", - "issue:45663|issue:46846", + "issue:43697|issue:46829", "issue:44737|issue:45588", + "issue:45663|issue:46846", "issue:43526|issue:45479", "issue:46463|issue:46899", "issue:43697|issue:45216", "issue:45357|issue:45920" ], - "prepared_review_unit_hash": "2972f1fe7d0151b25f433560baf1d28c9d70cb8a5a3a1f7f0f7c3677d043eace", + "prepared_review_unit_hash": "88d88e802361abe93a97707000ae73f16c275f6c3c03f55e4fbf378c9ff58fb5", "component_budget": { "node_count": 516, "item_count": 516, "soft_pair_count": 1900, - "serialized_chars": 985297, - "estimated_input_tokens": 246325, - "estimated_eval_tokens": 492906 + "serialized_chars": 985312, + "estimated_input_tokens": 246328, + "estimated_eval_tokens": 492912 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 28, - "serialized_chars": 36585, - "estimated_input_tokens": 9147, - "estimated_eval_tokens": 18550 + "serialized_chars": 36577, + "estimated_input_tokens": 9145, + "estimated_eval_tokens": 18546 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is a grab-bag of unrelated bug reports across many models, tokenizers, quantization paths, and generation/training code paths. The soft pairs do not look like duplicate reports of the same underlying issue.", - "confidence": 0.98, - "canonical_issue_reason": null, + "summary": "These items are largely unrelated model/runtime regressions rather than one duplicate cluster. None of the soft pairs look like the same concrete bug or change closely enough to merge.", + "confidence": 0.96, + "canonical_issue_reason": "No single canonical duplicate stands out because the items span many different subsystems and failure modes. If a representative issue is needed, issue 45216 is the clearest regression-style report with a concrete broken save_pretrained behavior and version context.", "canonical_pr_reason": null, - "best_issue_reason": "No single issue is a good canonical representative because the items span many distinct subsystems and root causes (model loading, dtype mismatches, tokenizer behavior, generation, config handling, and performance regressions).", + "best_issue_reason": "Issue 45216 is the strongest representative triage target: it is a specific, reproducible regression with a clear user impact and narrower scope than the other reports.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:43257", "right": "issue:43756", "accept": false, - "reason": "Different bugs: Qwen3 MoE loading with accelerate/deepspeed vs Smollm3 RoPE layer dropping." + "reason": "Both mention model-specific loading/architecture bugs, but one is a Qwen3 MoE conversion issue and the other is a Smollm3 RoPE-layer bug; different code paths and symptoms." }, { "left": "issue:43742", "right": "issue:44589", "accept": false, - "reason": "Unrelated failures: MobileLLM config/key loading error vs Float8 storage lookup error." + "reason": "These are unrelated loading failures: MobileLLM key lookup versus Float8 storage lookup. Same general area, not the same bug." }, { "left": "issue:43582", "right": "issue:46821", "accept": false, - "reason": "Different code paths and models: Apple Silicon warmup TypeError vs TimesFM `window_size` attribute error." + "reason": "Apple Silicon caching allocator TypeError and TimesFM window_size AttributeError are different APIs, models, and failure modes." }, { "left": "issue:43531", "right": "issue:44821", "accept": false, - "reason": "Qwen3-MoE sliding window handling is unrelated to AutoImageProcessor URL loading." + "reason": "Qwen3-MoE sliding_window behavior and AutoImageProcessor URL loading are unrelated subsystems." }, { "left": "issue:43756", "right": "issue:46399", "accept": false, - "reason": "Smollm3 RoPE-layer issue and Qwen3.5 kernel-registration crash are distinct problems." + "reason": "Both are Qwen-family issues, but one is about missing RoPE layers in Smollm3 and the other is a kernel registration decorator problem in Qwen3.5; not the same bug." }, { "left": "issue:43756", "right": "issue:45325", "accept": false, - "reason": "Different multimodal/model-specific bugs: Smollm3 RoPE layers vs Qwen2.5-VL rope index scaling." + "reason": "Different models and different rotary-position logic: Smollm3 RoPE layer coverage versus Qwen2.5-VL temporal position scaling." }, { "left": "issue:45405", "right": "issue:45600", "accept": false, - "reason": "PEFT version pinning issue is unrelated to stale auto_mappings references to removed configs." + "reason": "One is a dependency version bump problem, the other is stale auto_mappings references breaking CI; unrelated causes." }, { "left": "issue:44737", "right": "issue:46463", "accept": false, - "reason": "XLNet CPU tensor creation bug and T5 decoder-input validation error do not share a concrete root cause." + "reason": "XLNet CPU device placement bug and T5 decoder input error messaging are unrelated." }, { "left": "issue:43716", "right": "issue:46701", "accept": false, - "reason": "Different failures: Mistral-3 dtype mismatch vs DiffusionGemma image-text pipeline broken." + "reason": "Both are multimodal, but one is a dtype mismatch in Mistral-3 preprocessing and the other is a broken DiffusionGemma image-text-to-text pipeline; different bugs." }, { - "left": "issue:43906", - "right": "issue:46693", + "left": "issue:45823", + "right": "issue:46463", "accept": false, - "reason": "One is a reproduction of an older issue; the other is a FlashAttention performance regression." + "reason": "Gemma4 device_map forward mismatch and T5 decoder validation messaging are unrelated." }, { - "left": "issue:45823", - "right": "issue:46463", + "left": "issue:43906", + "right": "issue:46693", "accept": false, - "reason": "Gemma4 device-map/PLE mismatch is unrelated to T5 decoder validation messaging." + "reason": "An isolated reproduction of an older issue and a FA2 long-context performance regression do not describe the same failure." }, { "left": "issue:43577", "right": "issue:45072", "accept": false, - "reason": "Both mention dtype, but they affect different models and different mismatch mechanisms." + "reason": "Both are dtype-related, but they affect different model families and different code paths; too broad to be one bug." }, { "left": "issue:44568", "right": "issue:46491", "accept": false, - "reason": "Tokenizer round-trip spacing bug in CodeLlama is unrelated to missing BOS/EOS insertion in mDeBERTa." + "reason": "Tokenizer special-token insertion regression and CodeLlama leading-space round-trip regression are different tokenizer behaviors." }, { "left": "issue:24643", "right": "issue:29870", "accept": false, - "reason": "DeepSpeed weight-shape RuntimeError and Bart generate UnboundLocalError are distinct bugs." + "reason": "DeepSpeed training weight-dimension RuntimeError and Bart generate UnboundLocalError are unrelated." }, { "left": "issue:45672", "right": "issue:45674", "accept": false, - "reason": "Both are quantization-related, but one is a Gemma4 uint8 finfo crash in audio/vision modules and the other is a BitsAndBytes skip-modules exclusion bug." + "reason": "Both involve quantization, but one is a uint8 torch.finfo crash in Gemma4 audio/vision embedders and the other is a BitsAndBytesConfig exclusion bug; different root causes." }, { "left": "issue:44625", "right": "issue:44877", "accept": false, - "reason": "Qwen3.5 `num_labels` propagation and strict config rejection for granite_speech are different config-loading issues." + "reason": "Both concern config handling, but one is num_labels propagation and the other is strict config loading for granite_speech." }, { "left": "issue:43452", "right": "issue:44488", "accept": false, - "reason": "Both concern model loading, but the gguf_file regression and the sleng-bert loading failure are not the same underlying bug." + "reason": "A gguf_file from_pretrained regression and a specific model loading failure are not the same concrete defect." }, { "left": "issue:43540", "right": "issue:46693", "accept": false, - "reason": "Qwen3OmniMoe video-input ValueError is unrelated to a long-context FlashAttention performance regression." + "reason": "Qwen3OmniMoe video-input ValueError and FA2 long-context performance regression are unrelated." }, { "left": "issue:43906", "right": "issue:46468", "accept": false, - "reason": "A repro of issue 38071 is not the same as the broken official Nemotron example." + "reason": "An older isolated reproduction and a broken Nemotron example are different reports with no clear shared code path." }, { "left": "issue:28282", "right": "issue:32090", "accept": false, - "reason": "Missing PyTorch import and `_gpu_broadcast_one` NoneType error are unrelated." - }, - { - "left": "issue:43697", - "right": "issue:46829", - "accept": false, - "reason": "RTDetrV2 output drift in v5 and VideoPrism output field mismatch are different issues." + "reason": "PyTorch import missing and a _gpu_broadcast_one NoneType TypeError are unrelated environment/runtime issues." }, { "left": "issue:44913", "right": "issue:46121", "accept": false, - "reason": "GPTNeoX rotary_pct reload regression is not the same as `convert_rope_params_to_dict` TypeError on JSON-loaded lists." + "reason": "GPTNeoX rotary_pct reload bug and rope-param JSON list TypeError are different config serialization issues." }, { - "left": "issue:45663", - "right": "issue:46846", + "left": "issue:43697", + "right": "issue:46829", "accept": false, - "reason": "Gemma4 FSDP2 shared_kv_states bug and Qwen3.5 linear_attn TP-plan omission are different model-specific problems." + "reason": "RTDetrV2 output drift and VideoPrism hidden_states assignment are different model-output bugs." }, { "left": "issue:44737", "right": "issue:45588", "accept": false, - "reason": "XLNet CPU arange bug and flash_attention `s_aux=None` crash are unrelated." + "reason": "CPU arange device bug in XLNet and flash_attention s_aux=None crash are unrelated." + }, + { + "left": "issue:45663", + "right": "issue:46846", + "accept": false, + "reason": "Gemma4 FSDP2 shared_kv_states issue and Qwen3.5 TP plan missing linear_attn entries are different parallelism bugs." }, { "left": "issue:43526", "right": "issue:45479", "accept": false, - "reason": "BeitImageProcessorFast label reduction bug and zero-loss sequence-classification bug are not the same defect." + "reason": "BeitImageProcessorFast label reduction and sequence-classification zero-loss behavior are different problems, even if both mention labels." }, { "left": "issue:46463", "right": "issue:46899", "accept": false, - "reason": "T5 decoder-input validation messaging and Gemma4 4-bit multimodal dtype casting are unrelated." + "reason": "T5 decoder validation messaging and Gemma4 4-bit multimodal dtype casting are unrelated." }, { "left": "issue:43697", "right": "issue:45216", "accept": false, - "reason": "Different regressions: RTDetrV2 output changes vs Qwen3.5 save_pretrained checkpoint corruption." + "reason": "RTDetrV2 inference output differences and Qwen3.5 checkpoint save_pretrained regression affect different models and code paths." }, { "left": "issue:45357", "right": "issue:45920", "accept": false, - "reason": "Qwen3.5 visual encoder key saving bug is unrelated to AutoTokenizer wrong token IDs across multiple models." + "reason": "Qwen3.5 save_pretrained visual-encoder key bug and tokenizer token-ID regression are different components and symptoms." } ] }, @@ -7767,8 +7735,8 @@ "review_unit_count": 63, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-516", "nodes": [ @@ -7822,8 +7790,8 @@ ], "soft_pairs": [ "issue:41762|issue:44936", - "issue:43720|issue:44898", "issue:44466|issue:45005", + "issue:43720|issue:44898", "issue:45200|issue:46463", "issue:43643|issue:45375", "issue:44493|issue:46050", @@ -7842,203 +7810,203 @@ "issue:29159|issue:33357", "issue:45542|issue:46178", "issue:46832|issue:46932", - "issue:43295|issue:45356", "issue:43688|issue:45704", + "issue:43295|issue:45356", "issue:43688|issue:45701", "issue:43653|issue:44568", "issue:43646|issue:43749", "issue:43756|issue:46402" ], - "prepared_review_unit_hash": "21c51f269ce50c3cad8d133df6087f66e4af58a90f6cc31b70474e80b280e225", + "prepared_review_unit_hash": "e3d966851070cb2149b49b7bd750dc928494f2a01f2b74462334e0f7609e6bc5", "component_budget": { "node_count": 516, "item_count": 516, "soft_pair_count": 1900, - "serialized_chars": 985297, - "estimated_input_tokens": 246325, - "estimated_eval_tokens": 492906 + "serialized_chars": 985312, + "estimated_input_tokens": 246328, + "estimated_eval_tokens": 492912 }, "budget": { "node_count": 47, "item_count": 47, "soft_pair_count": 27, - "serialized_chars": 35501, - "estimated_input_tokens": 8876, - "estimated_eval_tokens": 18008 + "serialized_chars": 35500, + "estimated_input_tokens": 8875, + "estimated_eval_tokens": 18006 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This is a loose cluster of mostly unrelated Transformers regressions, with a heavy tilt toward tokenizer/config/loading bugs. There is no single underlying bug spanning the whole set, so the cluster is best represented by one broad v5 regression report rather than any narrow model-specific issue. All soft edges are too weak or too generic to merge.", - "confidence": 0.36, - "canonical_issue_reason": "issue:43646 is the broadest, most central regression report in the set: it captures a v5-era break in custom model initialization and can act as the cluster anchor for the many downstream initialization/loading complaints.", + "summary": "This cluster is highly heterogeneous: most items are distinct regressions or model-specific bugs across tokenizers, loading, config, and vision/audio models. The soft pairs are mostly superficial text similarity rather than the same underlying fix/bug.", + "confidence": 0.34, + "canonical_issue_reason": "Issue #43646 is the best umbrella choice because it is the broadest, most generic regression report in the set (\u201cTransformers 5.0.0 breaks custom model initialization\u201d) and is closest in scope to several loading/config-related regressions. That said, the cluster as a whole does not look like a true duplicate set.", "canonical_pr_reason": null, - "best_issue_reason": "issue:43646 is the best single representative because it is general, version-scoped, and closer to the cluster-wide theme of v5 regressions than the more model-specific tokenization or output-shape bugs.", + "best_issue_reason": "#43646 is the best representative issue: it has the broadest scope and can plausibly stand in for the general v5/custom-model-regression theme better than the narrower, model-specific reports.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:41762", "right": "issue:44936", "accept": false, - "reason": "Different failures: Gemma3 ZeRO-3 loading IndexError vs trainer lifecycle evaluate/train issue; no shared code path." + "reason": "Different failures: Gemma3 ZeRO-3 loading IndexError vs trainer.evaluate() failing after train. Same ML stack, not the same bug." }, { - "left": "issue:43720", - "right": "issue:44898", + "left": "issue:44466", + "right": "issue:45005", "accept": false, - "reason": "Unrelated subsystems: BitNet packed-weight loading vs Perceiver image-resolution handling." + "reason": "Both mention tied weights, but one is inconsistent serialization by device and the other is translation-model weight handling in v5. Not the same concrete code path." }, { - "left": "issue:44466", - "right": "issue:45005", + "left": "issue:43720", + "right": "issue:44898", "accept": false, - "reason": "Both mention tied weights, but one is device-dependent serialization of lm_head.weight and the other is a broader translation-model symptom; not clearly the same concrete bug." + "reason": "BitNet accelerated loading/unpacking bug vs Perceiver non-default image-size failure. Unrelated model paths." }, { "left": "issue:45200", "right": "issue:46463", "accept": false, - "reason": "Different models and logic: Gemma 4 token_type defaults vs T5 decoder-input validation message." + "reason": "Gemma4 mm_token_type_ids defaulting issue vs T5 decoder-input validation error message. Different models and different problems." }, { "left": "issue:43643", "right": "issue:45375", "accept": false, - "reason": "Both involve config fields, but one is AutoConfig/trust_remote_code missing fields and the other is a specific Qwen3_5MoeVisionConfig field dropped by strict parsing; not the same bug." + "reason": "Both involve missing config fields, but one is trust_remote_code / AutoConfig return shaping and the other is a Qwen vision config field dropped by @strict. Not the same bug." }, { "left": "issue:44493", "right": "issue:46050", "accept": false, - "reason": "Unexpected position-id keys and sinq quantization save/load breakage are different serialization problems." + "reason": "Unexpected position-id keys during loading vs sinq quantized save/load breakage. Distinct load/serialization issues." }, { "left": "issue:44361", "right": "issue:44442", "accept": false, - "reason": "Both are tokenizer loading issues, but they affect different tokenizer classes and error modes." + "reason": "Both are tokenizer loading failures, but for different tokenizers and different failure modes (AttributeError on tasks vs AutoTokenizer failing to load a specific tokenizer)." }, { "left": "issue:38175", "right": "issue:43295", "accept": false, - "reason": "Both are multimodal/model regressions, but the symptoms and affected APIs differ substantially." + "reason": "Both touch processor/tokenizer behavior, but one is zero probabilities on SigLIP2 inference and the other is regression in processor.tokenizer access / image passing. Not the same issue." }, { "left": "issue:43688", "right": "issue:43749", "accept": false, - "reason": "Aux-loss normalization and FSDP CPU RAM efficient loading are unrelated." + "reason": "Aux-loss normalization bug vs FSDP CPU RAM efficient loading regression. No shared code path." }, { "left": "issue:43653", "right": "issue:44361", "accept": false, - "reason": "Both are tokenizer bugs, but one is special-token registration/empty decode and the other is an AttributeError on tasks; no concrete shared failure." + "reason": "Special-token registration bug in BigBirdTokenizer vs MLukeTokenizer AttributeError. Tokenizer-related but not the same bug." }, { "left": "issue:43452", "right": "issue:44843", "accept": false, - "reason": "Both touch AutoTokenizer.from_pretrained, but one is gguf_file support and the other is an offline-mode model_info() call; different root causes." + "reason": "Both involve from_pretrained/load paths, but one is gguf_file support breaking model/tokenizer loading and the other is an offline-mode regression from an unconditional model_info() call." }, { "left": "issue:43531", "right": "issue:43742", "accept": false, - "reason": "Sliding-window MoE behavior and a MobileLLM key error are distinct loading/model-shape issues." + "reason": "Sliding-window handling in Qwen3-MoE vs key error when loading MobileLLM-125M. Unrelated model issues." }, { "left": "issue:43994", "right": "issue:44898", "accept": false, - "reason": "Both are vision-model inference regressions, but the models and failure mechanisms do not match." + "reason": "Both are vision-model inference issues, but one is nonsensical SigLIP2 outputs and the other is Perceiver non-default resolution failure. Different bugs." }, { "left": "issue:43819", "right": "issue:44811", "accept": false, - "reason": "DAC latent conversion mismatch and Whisper batch_decode skip_special_tokens are unrelated code paths." + "reason": "DAC latent/STE mismatch vs Whisper batch_decode skip_special_tokens regression. Different subsystems and failure modes." }, { "left": "issue:43761", "right": "issue:46829", "accept": false, - "reason": "Both involve hidden_states/output fields, but different model families and opposite symptoms; too generic to be one bug." + "reason": "Both mention hidden_states, but one returns None when requested and the other returns last_hidden_state in the hidden_states slot. Different model-specific output bugs." }, { "left": "issue:45372", "right": "issue:46170", "accept": false, - "reason": "Gemma processor import failure and Windows/ROCm torch.distributed dependency errors are unrelated." + "reason": "Gemma4 processor import breakage due to mistral_common API vs Windows ROCm torch.distributed import/type issue. No common underlying change." }, { "left": "issue:44857", "right": "issue:47000", "accept": false, - "reason": "Both are detection losses, but one is AMP/CUDA crash and the other is an infeasible cost-matrix error." + "reason": "Both are detection/loss crashes, but one is float16 AMP/CUDA failure and the other is an infeasible cost-matrix error in RTDetrLoss. Not the same bug." }, { "left": "issue:43525", "right": "issue:46701", "accept": false, - "reason": "Llama4 config missing pad_token_id is unrelated to the DiffusionGemma image-text pipeline failure." + "reason": "pad_token_id attribute error in Llama4Config vs DiffusionGemma image-text-to-text pipeline failure. Different models and code paths." }, { "left": "issue:29159", "right": "issue:33357", "accept": false, - "reason": "Tokenizer consistency issue and CLIP Mac bus error are unrelated." + "reason": "Tokenizer slow/fast inconsistency vs MacOS bus error with CLIP community model. Same broad area, but entirely different bugs." }, { "left": "issue:45542", "right": "issue:46178", "accept": false, - "reason": "Both concern backend availability, but the dependency stacks and failures differ (tensorflow vs tensorflow_text)." + "reason": "TensorBoard-only backend misdetection vs tensorflow_text missing from BACKENDS_MAPPING. Both backend-related, but not the same defect." }, { "left": "issue:46832", "right": "issue:46932", "accept": false, - "reason": "RT-DETR feature-level TypeError and Gemma4 quantized-embedder dtype casting are unrelated." + "reason": "RTDetr forward shape mismatch vs Gemma4 quantized vision/audio dtype casting. Unrelated implementation issues." }, { - "left": "issue:43295", - "right": "issue:45356", + "left": "issue:43688", + "right": "issue:45704", "accept": false, - "reason": "Both are tokenizer regressions, but they involve different models and different causes (processor/tokenizer regression vs codec handling/mistral regex warning)." + "reason": "Auxiliary-loss normalization bug vs T5 apex.FusedRMSNorm memory leak. Different models and fix targets." }, { - "left": "issue:43688", - "right": "issue:45704", + "left": "issue:43295", + "right": "issue:45356", "accept": false, - "reason": "Aux-loss normalization and T5 apex FusedRMSNorm memory leak are unrelated." + "reason": "Both are tokenizer regressions, but one is processor/tokenizer API breakage in v4.57.5 and the other is Kimi-K2.5 codec/regex behavior in 5.4.0. Not the same underlying bug." }, { "left": "issue:43688", "right": "issue:45701", "accept": false, - "reason": "Aux-loss normalization and tokenization-version changes are different bug classes." + "reason": "Normalization of auxiliary loss vs version-dependent tokenization changes. Different problem domains." }, { "left": "issue:43653", "right": "issue:44568", "accept": false, - "reason": "Special-token registration in BigBirdTokenizer and BOS/EOS omission in mdeberta-v3 are different tokenizer bugs." + "reason": "BigBird mask token registration/decode issue vs mdeberta add_special_tokens not adding BOS/EOS. Both are special-token related, but not the same tokenizer bug." }, { "left": "issue:43646", "right": "issue:43749", "accept": false, - "reason": "Custom model initialization regression and FSDP CPU RAM efficient loading failure are different load paths." + "reason": "Generic custom model initialization regression vs FSDP CPU RAM efficient loading regression. No shared concrete failure." }, { "left": "issue:43756", "right": "issue:46402", "accept": false, - "reason": "Smollm3 RoPE-layer omission and Sam3 text-encoder weight loading are unrelated model-specific issues." + "reason": "Smollm3 RoPE layer misconfiguration vs Sam3Model text encoder weights not loaded. Different model internals and symptoms." } ] }, @@ -8057,8 +8025,8 @@ "review_unit_count": 63, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-516", "nodes": [ @@ -8118,8 +8086,8 @@ "issue:43452|issue:43577", "issue:44843|issue:44991", "issue:44479|issue:44625", - "issue:43761|issue:47013", "issue:33666|issue:36010", + "issue:43761|issue:47013", "issue:44484|issue:44704", "issue:32090|issue:33666", "issue:44466|issue:46050", @@ -8130,9 +8098,9 @@ "issue:44734|issue:46612", "issue:43504|issue:43550", "issue:33666|issue:36331", - "issue:43504|issue:43720", "issue:43262|issue:43295", "issue:43278|issue:43688", + "issue:43504|issue:43720", "issue:43782|issue:46693", "issue:45491|issue:46002", "issue:43720|issue:43927", @@ -8142,214 +8110,214 @@ "issue:43504|issue:44610", "issue:44514|issue:45290" ], - "prepared_review_unit_hash": "943fba79f3a450fcf07c16bfb9a90fcb41757ba6302ee0b96aa220f3debd2c6c", + "prepared_review_unit_hash": "276a1b7586b89b383b236333d8ab9084e9086b279fc759b28fe7ee3216a9d59e", "component_budget": { "node_count": 516, "item_count": 516, "soft_pair_count": 1900, - "serialized_chars": 985297, - "estimated_input_tokens": 246325, - "estimated_eval_tokens": 492906 + "serialized_chars": 985312, + "estimated_input_tokens": 246328, + "estimated_eval_tokens": 492912 }, "budget": { "node_count": 47, "item_count": 47, "soft_pair_count": 30, - "serialized_chars": 36441, - "estimated_input_tokens": 9111, - "estimated_eval_tokens": 18478 + "serialized_chars": 36445, + "estimated_input_tokens": 9112, + "estimated_eval_tokens": 18480 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "The cluster is a loose collection of mostly unrelated Transformers bug reports across tokenization, generation, model loading, processors, and distributed training. None of the soft-similarity pairs looks like the same underlying bug/change, so I would not merge any of them as duplicates.", - "confidence": 0.96, - "canonical_issue_reason": "issue:46693 is the strongest standalone report here: it is open, highly discussed, and framed as a concrete regression with clear impact and reproduction context.", + "summary": "This cluster is highly heterogeneous: the apparent similarities are mostly broad subsystem overlaps (generation, loading, tokenization, processors, dtype), not the same underlying bug or change. I would not merge any of the soft pairs as duplicates.", + "confidence": 0.91, + "canonical_issue_reason": "No single canonical issue stands out, because these reports span unrelated failures across training, tokenizer behavior, model loading, generation, and multimodal processing.", "canonical_pr_reason": null, - "best_issue_reason": "issue:46693 is the most actionable and representative issue in the set, but it is not a duplicate of the others.", + "best_issue_reason": "No clear best representative exists for the whole cluster; the soft-similarity links are spurious and do not form one coherent duplicate set.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:44464", "right": "issue:44743", "accept": false, - "reason": "Both are generation correctness bugs, but one is about compiled forward chunking and the other about Qwen3.5 recurrent-state reset; different code paths and models." + "reason": "Both involve generation/caching, but one is about compiled forward chunked generation and the other about recurrent state reset in xLSTM; different bug and code path." }, { "left": "issue:43653", "right": "issue:43927", "accept": false, - "reason": "Tokenizer special-token registration vs config custom token IDs after save/load are different failure modes." + "reason": "Tokenizer special-token registration causing empty decode is unrelated to DiaConfig losing custom token IDs after save/load." }, { "left": "issue:44821", "right": "issue:46821", "accept": false, - "reason": "AutoImageProcessor URL loading and TimesFM window_size AttributeError are unrelated subsystems." + "reason": "AutoImageProcessor URL loading and TimesFM window_size AttributeError are unrelated loader/config bugs." }, { "left": "issue:42898", "right": "issue:46491", "accept": false, - "reason": "Both involve tokenizer behavior, but one is a global cleanup-space change and the other is a CodeLlama-specific leading-space round-trip regression." + "reason": "Global clean_up_tokenization_spaces behavior change is not the same as CodeLlama\u2019s leading-space round-trip regression." }, { "left": "issue:43452", "right": "issue:43577", "accept": false, - "reason": "Model/tokenizer loading with gguf_file is unrelated to Blip2 dtype propagation." + "reason": "gguf_file loading failures and BLIP2 dtype propagation are separate model-loading issues." }, { "left": "issue:44843", "right": "issue:44991", "accept": false, - "reason": "Both are tokenizer load regressions, but the offline model_info call bug and the est-roberta tokenizer failure have different root causes." + "reason": "Offline-mode failure in _patch_mistral_regex is a different cause than EMBEDDIA/est-roberta tokenizer loading breakage." }, { "left": "issue:44479", "right": "issue:44625", "accept": false, - "reason": "Video-input regression in Qwen VL models vs num_labels propagation in Qwen3.5 are different bugs." + "reason": "A video-input regression for Qwen VL models is unrelated to num_labels propagation in Qwen3.5." }, { - "left": "issue:43761", - "right": "issue:47013", + "left": "issue:33666", + "right": "issue:36010", "accept": false, - "reason": "CLIPVision hidden_states handling and xLSTM train-mode return unpacking are unrelated code paths." + "reason": "Qwen2-VL multi-GPU training and GenerationMixin import failure are unrelated problems." }, { - "left": "issue:33666", - "right": "issue:36010", + "left": "issue:43761", + "right": "issue:47013", "accept": false, - "reason": "Multi-GPU training discussion is unrelated to the GenerationMixin import error." + "reason": "CLIPVision hidden_states output and xLSTM state unpacking are different model-specific failures." }, { "left": "issue:44484", "right": "issue:44704", "accept": false, - "reason": "save_pretrained shard size behavior and AutoProcessor cached_file kwargs forwarding are different issues." + "reason": "A question about default max_shard_size is not the same as missing kwargs forwarding to cached_file." }, { "left": "issue:32090", "right": "issue:33666", "accept": false, - "reason": "The Trainer _gpu_broadcast_one NoneType error and Qwen2-VL multi-GPU training are only broadly related to distributed training, not the same bug." + "reason": "Trainer _gpu_broadcast_one NoneType error and Qwen2-VL multi-GPU training are not the same bug." }, { "left": "issue:44466", "right": "issue:46050", "accept": false, - "reason": "Serialization differences for lm_head.weight and sinq quantization save/load failures are distinct problems." + "reason": "Device-dependent lm_head serialization mismatch is different from quantized sinq save/load breakage." }, { "left": "issue:43688", "right": "issue:45440", "accept": false, - "reason": "Both touch MoE models, but auxiliary-loss normalization and DeepSeekV3MoE divergence are separate defects." + "reason": "Auxiliary loss normalization in OLMoE/GPT Oss is not the same as DeepSeekV3MoE diverging from the remote implementation." }, { "left": "issue:41720", "right": "issue:44464", "accept": false, - "reason": "Auto device mapping cuda assert and compiled-forward chunked generation inconsistency are unrelated." + "reason": "cudaErrorAssert on auto device mapping is unrelated to chunked generation inconsistency under compiled forward." }, { "left": "issue:44977", "right": "issue:46693", "accept": false, - "reason": "Qwen3.5 flash-attention correctness versus FA2 long-context performance regression are different symptoms and likely different fixes." + "reason": "Qwen3.5 flash-attention generation failure and FA2 performance regression are different symptoms and likely different causes." }, { "left": "issue:44464", "right": "issue:44977", "accept": false, - "reason": "Compiled-forward generation inconsistency and flash-attention regression are not the same underlying bug." + "reason": "Both mention generation, but one is compiled-forward chunked output mismatch and the other is Qwen3.5 flash-attention failure." }, { "left": "issue:44734", "right": "issue:46612", "accept": false, - "reason": "KV-cache continuation indexing in serve and beam-search cache reorder skipping in legacy models are different generation paths." + "reason": "Wrong tensor indexing in serve/KV continuation is unrelated to beam-search cache reorder being skipped for legacy models." }, { "left": "issue:43504", "right": "issue:43550", "accept": false, - "reason": "Legacy-field model loading and Bamba torch.compile SDPA failure are unrelated." + "reason": "Legacy field loading for Beit and torch.compile+SDPA failure in Bamba are separate issues." }, { "left": "issue:33666", "right": "issue:36331", "accept": false, - "reason": "General multi-GPU training and a compute_loss signature regression are not duplicates." - }, - { - "left": "issue:43504", - "right": "issue:43720", - "accept": false, - "reason": "Beit preset loading and BitNet packed-weight unpacking during accelerate loading are different load-path bugs." + "reason": "Qwen2-VL multi-GPU training is not the same as CustomTrainer.compute_loss signature breakage." }, { "left": "issue:43262", "right": "issue:43295", "accept": false, - "reason": "Audio processor sampling-rate defaults and processor.tokenizer/image handling regressions are separate processor issues." + "reason": "Audio processor sampling-rate defaulting and processor.tokenizer/image passing regression are different processor bugs." }, { "left": "issue:43278", "right": "issue:43688", "accept": false, - "reason": "Embedding dtype drift during eval and MoE auxiliary-loss normalization are unrelated." + "reason": "Embedding dtype drift in evaluate is unrelated to auxiliary loss normalization." + }, + { + "left": "issue:43504", + "right": "issue:43720", + "accept": false, + "reason": "Beit legacy-field loading and BitNet packed-weight unpacking are unrelated loading failures." }, { "left": "issue:43782", "right": "issue:46693", "accept": false, - "reason": "Qwen3VL weight_only load error and FA2 performance regression do not share a concrete code path." + "reason": "weight_only load error and FA2 long-context performance regression are not the same underlying issue." }, { "left": "issue:45491", "right": "issue:46002", "accept": false, - "reason": "Gemma3 mixed-length sliding-window NaNs and classification-head NaNs on init/checkout are different bugs." + "reason": "Gemma3 mixed-length NaNs on GPU and classification-head NaNs after checkout/init are distinct NaN bugs." }, { "left": "issue:43720", "right": "issue:43927", "accept": false, - "reason": "BitNet packed-weight loading and DiaConfig custom token ID persistence are unrelated." + "reason": "Packed-weight handling during accelerate loading is unrelated to DiaConfig custom token ID loss." }, { "left": "issue:43577", "right": "issue:44554", "accept": false, - "reason": "Blip2 dtype propagation and MPS attention correctness are separate issues." + "reason": "BLIP2 dtype propagation and the MPS attention head-dim correctness issue are separate code paths." }, { "left": "issue:43611", "right": "issue:46846", "accept": false, - "reason": "base_model_prefix load breakage and Qwen3.5 TP-plan missing entries are unrelated regression sources." + "reason": "base_model_prefix loading regression and missing linear_attn TP plan entries are unrelated v5 issues." }, { "left": "issue:43606", "right": "issue:43927", "accept": false, - "reason": "CPU offload device mismatch and DiaConfig token ID loss have no common underlying bug." + "reason": "CPU offload device mismatch for bark-small is unrelated to DiaConfig token ID persistence." }, { "left": "issue:43504", "right": "issue:44610", "accept": false, - "reason": "Beit legacy-field loading and OmDet-Turbo processor/model image-size mismatch are different problems." + "reason": "Beit legacy-field loading and OmDet-Turbo processor/model size mismatch are different bugs." }, { "left": "issue:44514", "right": "issue:45290", "accept": false, - "reason": "Both are apply_chat_template crashes, but one is a batched padding=False bug and the other is an assistant-tool-call/no-content case; too different to treat as the same fix." + "reason": "Batched apply_chat_template padding=False crash and assistant tool-call/no-content crash are separate edge cases." } ] }, @@ -8368,8 +8336,8 @@ "review_unit_count": 63, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-516", "nodes": [ @@ -8424,14 +8392,14 @@ ], "soft_pairs": [ "issue:43525|issue:43572", - "issue:43643|issue:44561", "issue:43720|issue:44361", + "issue:43643|issue:44561", "issue:44625|issue:45584", "issue:44964|issue:45405", "issue:43493|issue:43825", "issue:44977|issue:46209", - "issue:44554|issue:46365", "issue:28218|issue:33357", + "issue:44554|issue:46365", "issue:43452|issue:44451", "issue:45823|issue:46050", "issue:39692|issue:43295", @@ -8454,20 +8422,20 @@ "issue:46821|issue:46832", "issue:44589|issue:45520" ], - "prepared_review_unit_hash": "4dab07bc4e5194a789f3c2cffcb6846500d412557631dc9d9eb466611f2b3997", + "prepared_review_unit_hash": "52c5fc893a1962f74efbcbb8eef3e1415c7a5579a81a3c175f5dffd38e3fb50b", "component_budget": { "node_count": 516, "item_count": 516, "soft_pair_count": 1900, - "serialized_chars": 985297, - "estimated_input_tokens": 246325, - "estimated_eval_tokens": 492906 + "serialized_chars": 985312, + "estimated_input_tokens": 246328, + "estimated_eval_tokens": 492912 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 30, - "serialized_chars": 36730, + "serialized_chars": 36732, "estimated_input_tokens": 9183, "estimated_eval_tokens": 18622 }, @@ -8476,192 +8444,186 @@ "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "The candidate pairs are mostly loose thematic similarities rather than true duplicates; the cluster is heterogeneous and does not collapse to one underlying bug or change.", - "confidence": 0.9, - "canonical_issue_reason": "No strong canonical issue exists here: the items span unrelated bugs across tokenizers, configs, training, model loading, and docs. I would not designate a single issue as the cluster's duplicate target.", + "summary": "This cluster is mostly heterogeneous: it mixes tokenizer regressions, config/loading breakages, model-specific inference bugs, and unrelated runtime/CI issues. I don\u2019t see any soft pair that is clearly the same underlying bug/change, so none should be merged as duplicates.", + "confidence": 0.74, + "canonical_issue_reason": "issue:45812 is the best representative of the cluster\u2019s main recurring theme: a broad tokenizer regression in v5 with concrete, user-visible wrong outputs and multiple inbound references. It is also more general and impactful than the narrower model-specific tokenizer reports.", "canonical_pr_reason": null, - "best_issue_reason": "No issue is a good global representative because the set is not one coherent problem. If forced, the most concrete bug reports are still too different to serve as a safe canonical target.", + "best_issue_reason": "issue:45812 is the strongest standalone issue in the set: it describes a broad silent regression affecting all Granite models, has clear reproduction impact, and is closer to the cluster\u2019s tokenizer-regression center than the more model-specific or unrelated items.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:43525", "right": "issue:43572", "accept": false, - "reason": "Both are config attribute regressions after v5, but they affect different models and different missing fields (`pad_token_id` vs `pad_token_idx`)." + "reason": "Both are missing-config-field reports after v5, but they involve different models and different fields (`pad_token_id` vs `pad_token_idx`), so they are not the same bug." }, { - "left": "issue:43643", - "right": "issue:44561", + "left": "issue:43720", + "right": "issue:44361", "accept": false, - "reason": "Both mention `trust_remote_code`, but the failures are different: missing fields in `AutoConfig` output vs removal of `is_torch_fx_available` breaking custom models." + "reason": "One is a BitNet packed-weight loading bug; the other is a tokenizer AttributeError on tasks. Different code paths and symptoms." }, { - "left": "issue:43720", - "right": "issue:44361", + "left": "issue:43643", + "right": "issue:44561", "accept": false, - "reason": "Completely different code paths: BitNet weight loading vs MLukeTokenizer task-time AttributeError." + "reason": "Both mention `trust_remote_code`, but the underlying failures differ: missing returned config fields vs removal of `is_torch_fx_available` breaking remote-code models." }, { "left": "issue:44625", "right": "issue:45584", "accept": false, - "reason": "Unrelated symptoms and subsystems: Qwen3.5 label propagation vs Whisper empty transcription after token alignment." + "reason": "These are unrelated model-specific bugs: Qwen3.5 `num_labels` propagation vs Whisper empty transcription generation after special-token alignment." }, { "left": "issue:44964", "right": "issue:45405", "accept": false, - "reason": "Model loading failure for Phi-4 multimodal is unrelated to a PEFT version bump / packaging issue." + "reason": "A model load failure for Phi-4 multimodal is not the same as an incorrect PEFT minimum-version bump." }, { "left": "issue:43493", "right": "issue:43825", "accept": false, - "reason": "SigLIP2 implementation discrepancy is unrelated to the pipeline translation error-message regression." + "reason": "SigLIP2 implementation mismatch is a model correctness bug; pipeline translation messaging is an API/error-message issue." }, { "left": "issue:44977", "right": "issue:46209", "accept": false, - "reason": "Different inference failures in different models and hardware paths; no shared underlying bug." + "reason": "Both are inference problems, but one is Qwen3.5 flash-attention behavior and the other is FP8/B200 hardware support; different causes." }, { - "left": "issue:44554", - "right": "issue:46365", + "left": "issue:28218", + "right": "issue:33357", "accept": false, - "reason": "MPS attention correctness issue and Trainer import conflict are unrelated." + "reason": "Tokenizer spacing after added tokens and a MacOS bus error in CLIP are unrelated bugs." }, { - "left": "issue:28218", - "right": "issue:33357", + "left": "issue:44554", + "right": "issue:46365", "accept": false, - "reason": "Tokenizer spacing bug and MacOS bus error on CLIP are unrelated." + "reason": "MPS attention correctness on one side and Trainer import interference from `datasets` on the other are completely different failures." }, { "left": "issue:43452", "right": "issue:44451", "accept": false, - "reason": "Both involve loading models, but one is a `gguf_file` API regression and the other is a specific repo load failure; not the same bug." + "reason": "Both are loading-related, but one is a `gguf_file` regression across AutoTokenizer/AutoModel; the other is a specific model load failure for ScandiBERT." }, { "left": "issue:45823", "right": "issue:46050", "accept": false, - "reason": "Device mismatch during forward and post-save quantization breakage are different failures." + "reason": "Device-map PLE mismatch and quantized sinq save/load breakage involve different subsystems and failure modes." }, { "left": "issue:39692", "right": "issue:43295", "accept": false, - "reason": "Both touch multimodal processor/tokenizer usage, but one is a doc example error list and the other is a processor API regression." + "reason": "Documentation example errors are not the same as a runtime regression accessing `processor.tokenizer` and passing images to tokenizer." }, { "left": "issue:42796", "right": "issue:44977", "accept": false, - "reason": "Different tokenizer/model behavior problems with no concrete shared code-path issue." + "reason": "A tokenizer BPE-marker bug and a flash-attention generation bug are unrelated." }, { "left": "issue:43994", "right": "issue:46192", "accept": false, - "reason": "SigLIP2 nonsensical outputs and ignored `return_tensors` kwargs are unrelated." + "reason": "Wrong SigLIP2 outputs from model/pipeline are unrelated to `text_kwargs` overriding `return_tensors`." }, { "left": "issue:43493", "right": "issue:43844", "accept": false, - "reason": "Implementation discrepancy vs training gradient explosion are unrelated." + "reason": "Model implementation discrepancy vs DeepSpeed gradient blow-up are different problems with different code paths." }, { "left": "issue:43278", "right": "issue:43844", "accept": false, - "reason": "Different training/eval dtype behavior and a ZeRO-3 gradient issue are not the same bug." + "reason": "Embedding dtype drift in evaluate is not the same as abnormal gradient growth under ZeRO-3." }, { "left": "issue:43278", "right": "issue:43701", "accept": false, - "reason": "Embedding dtype regression and resume checkpoint key mismatch are unrelated." + "reason": "Different issues: dtype change in evaluation vs checkpoint resume key mismatch." }, { "left": "issue:43646", "right": "issue:44466", "accept": false, - "reason": "Both are v5 regressions, but initialization breakage and device-dependent serialization are different concrete problems." + "reason": "Custom model initialization breakage and inconsistent `lm_head.weight` serialization are separate v5 regressions." }, { "left": "issue:46209", "right": "issue:46710", "accept": false, - "reason": "Both are model inference regressions, but they affect different models and failure modes." + "reason": "FP8/B200 inference support and accuracy regression after version upgrade are not the same bug." }, { "left": "issue:44568", "right": "issue:46489", "accept": false, - "reason": "Both are tokenizer bugs in v5+, but they concern different models and different mechanisms; not one same underlying defect." + "reason": "Both are tokenizer regressions, but one is missing BOS/EOS insertion for mdeberta-v3; the other is DeepSeek-Coder tokenization output corruption with a different fix gap." }, { "left": "issue:33357", "right": "issue:33666", "accept": false, - "reason": "CLIP Mac bus error and Qwen2-VL multi-GPU training are unrelated." + "reason": "A MacOS bus error with a CLIP model and Qwen2-VL multi-GPU training are unrelated." }, { "left": "issue:43927", "right": "issue:44361", "accept": false, - "reason": "DiaConfig save/load metadata loss and MLukeTokenizer AttributeError are unrelated." + "reason": "DiaConfig save/load losing token IDs is a config serialization bug; MLukeTokenizer AttributeError on tasks is a tokenizer/runtime bug." }, { "left": "issue:43575", "right": "issue:45405", "accept": false, - "reason": "OOM during tensor-parallel loading is unrelated to an unreleased PEFT version requirement." + "reason": "OOM during tensor-parallel model loading is unrelated to a PEFT version pin bump." }, { "left": "issue:44792", "right": "issue:45405", "accept": false, - "reason": "Janus image generation test failure is unrelated to the PEFT version bump issue." + "reason": "A janus image-generation test failure is not the same as a dependency version-release problem." }, { "left": "issue:44849", "right": "issue:46209", "accept": false, - "reason": "Qwen3.5 hidden-state bug and FP8 inference failure are different issues." + "reason": "Qwen3.5 hidden-states behavior and FP8/B200 inference are different issues." }, { "left": "issue:44568", "right": "issue:45812", "accept": false, - "reason": "Different tokenizer regressions affecting different models; too broad to merge." + "reason": "Both concern tokenizer behavior, but one is about `add_special_tokens` missing BOS/EOS on a specific tokenizer, while the other is a broader wrong-token-IDs regression for Granite models; not the same concrete bug." }, { "left": "issue:43572", "right": "issue:44291", "accept": false, - "reason": "Config field rename/missing attribute and `init_empty_weights` unexpected argument are unrelated." + "reason": "Missing config fields after v5 and an unexpected `_is_hf_initialized` argument in `init_empty_weights` are different API breakages." }, { "left": "issue:44488", "right": "issue:44843", "accept": false, - "reason": "Model loading failure for a specific repo and offline-mode tokenizer patching are unrelated." + "reason": "A specific model load failure and an offline-mode failure caused by an unconditional hub call are distinct loading bugs." }, { "left": "issue:46821", "right": "issue:46832", "accept": false, - "reason": "TimesFM `window_size` attribute error and RT-DETR feature-level mismatch are unrelated." - }, - { - "left": "issue:44589", - "right": "issue:45520", - "accept": false, - "reason": "Different import/runtime failures in different modules; no shared bug." + "reason": "TimesFM `window_size` AttributeError and RT-DETR `num_feature_levels` forward TypeError are different model-specific errors." } ] }, @@ -8754,198 +8716,204 @@ "issue:29159|issue:32090", "issue:44869|issue:46752", "issue:43937|issue:46701", + "issue:42490|issue:43696", "issue:45200|issue:45229", "issue:45229|issue:45823", - "issue:42490|issue:43696", - "issue:45588|issue:46050", "issue:45084|issue:45520", - "issue:29942|issue:30333", - "issue:28218|issue:34567" + "issue:45588|issue:46050", + "issue:28218|issue:34567", + "issue:29942|issue:30333" ], - "prepared_review_unit_hash": "b032d69a922faa4582f52b105b397c038e2af8fe5d6a5a2432a3288e5015fb8f", + "prepared_review_unit_hash": "1a404bc0e15d79c32622839f46613837a188fe637e77bd2f891945aeb4b72977", "component_budget": { "node_count": 516, "item_count": 516, "soft_pair_count": 1900, - "serialized_chars": 985297, - "estimated_input_tokens": 246325, - "estimated_eval_tokens": 492906 + "serialized_chars": 985312, + "estimated_input_tokens": 246328, + "estimated_eval_tokens": 492912 }, "budget": { "node_count": 47, "item_count": 47, "soft_pair_count": 27, - "serialized_chars": 35292, - "estimated_input_tokens": 8823, - "estimated_eval_tokens": 17902 + "serialized_chars": 35295, + "estimated_input_tokens": 8824, + "estimated_eval_tokens": 17904 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is highly heterogeneous: the paired items share only broad model-family or subsystem keywords, not the same underlying bug or change. No soft edges are accepted.", - "confidence": 0.96, - "canonical_issue_reason": null, + "summary": "This is a heterogeneous mix of tokenizer, model-loading, training, offload, quantization, and CI issues; the soft pairs are only superficially similar and do not describe the same concrete bug or change.", + "confidence": 0.91, + "canonical_issue_reason": "issue:43873 is the broadest, most central runtime bug in the set and has the strongest discussion/inbound signal; it is the best anchor even though the overall cluster is not a true duplicate set.", "canonical_pr_reason": null, - "best_issue_reason": "issue:43873 is the strongest standalone issue in the set by discussion/references and has a broad, well-formed bug report, but the overall cluster is too mixed for it to act as a true canonical duplicate anchor.", + "best_issue_reason": "issue:43873 is the most representative issue to anchor triage because it is broadly phrased, open, and well-discussed, but the surrounding issues are mostly unrelated one-off failures.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:43334", "right": "issue:45759", "accept": false, - "reason": "Both involve Qwen multimodal loading, but one is a missing pad_token_id on Qwen3VLTextConfig and the other is AutoModelForCausalLM.from_config not unwrapping text_config; different code paths." + "reason": "Both involve Qwen multimodal loading, but one is a missing pad_token_id attribute in dev transformers while the other is about AutoModelForCausalLM not unwrapping text_config; different failure modes and fixes." }, { "left": "issue:43824", "right": "issue:44589", "accept": false, - "reason": "Importing Qwen2.5_VLForConditionalGeneration and a Float8 storage-object lookup failure are unrelated bugs." + "reason": "Both are import/runtime errors, but one is a missing Qwen2.5-VL symbol and the other is a storage-object lookup for Float8_e4m3fn; unrelated code paths." }, { "left": "issue:43504", "right": "issue:43606", "accept": false, - "reason": "BEiT pretrained preset loading with a legacy field and bark-small CPU offload device mismatch are different failures." + "reason": "One is a BEiT legacy-field loading problem and the other is a Bark CPU-offload device mismatch; different models and different bugs." }, { "left": "issue:44849", "right": "issue:45357", "accept": false, - "reason": "Both are Qwen3.5 regressions, but one concerns output_hidden_states and the other save_pretrained visual encoder keys." + "reason": "Both mention Qwen3.5, but one is output_hidden_states behavior and the other is incorrect visual encoder keys on save_pretrained; not the same underlying issue." }, { "left": "issue:43334", "right": "issue:43572", "accept": false, - "reason": "Different models and different missing config fields; no shared underlying bug." + "reason": "Both are config-attribute problems after version changes, but they affect different models and different missing fields (pad_token_id vs pad_token_idx)." }, { "left": "issue:45245", "right": "issue:46710", "accept": false, - "reason": "Category-count overflow during training is unrelated to an accuracy regression after upgrading Transformers." + "reason": "These are both regression-style reports, but one is a category-count runtime limit and the other is an accuracy regression after upgrading Transformers; not the same bug." }, { "left": "issue:43257", "right": "issue:43299", "accept": false, - "reason": "Both mention Qwen MOE models, but one is an accelerate+deepspeed weight conversion issue and the other is a dev-version loading breakage; not the same fix." + "reason": "Both concern Qwen3 MOE/Qwen3VL loading, but one is accelerate+deepspeed conversion and the other is a dev-version loading breakage for a different model family; too distinct to merge." }, { "left": "issue:44493", "right": "issue:46285", "accept": false, - "reason": "Unexpected position-id keys and CLIP text-model structure drift are different model implementation issues." + "reason": "One is about unexpected position-id keys across many models, while the other is a CLIP class structure change; broad architectural similarity only, not the same defect." }, { "left": "issue:43504", "right": "issue:43653", "accept": false, - "reason": "BEiT legacy-field loading and BigBirdTokenizer special-token registration are unrelated." + "reason": "One is BEiT legacy-field loading, the other is BigBirdTokenizer special-token registration and empty decode output; unrelated tokenizer/model bugs." }, { "left": "issue:43606", "right": "issue:44112", "accept": false, - "reason": "Both are CI/device-related, but one is a real bark-small offload mismatch and the other is a stale GraniteSpeech test." + "reason": "Both are CI/runtime mismatches, but one is CPU offload on a specific model and the other is a stale test/device-override issue in GraniteSpeech; not the same code path." }, { "left": "issue:45072", "right": "issue:46832", "accept": false, - "reason": "A bfloat16 dtype mismatch and an RT-DETR feature-level indexing error are distinct code-path problems." + "reason": "Both involve model forward execution, but one is dtype mismatch in inference and the other is RT-DETR feature-level handling; different subsystems and fixes." }, { "left": "issue:44849", "right": "issue:47145", "accept": false, - "reason": "Qwen3.5 hidden-state handling and FP8 weight_scale application are unrelated bugs." + "reason": "Qwen3.5 hidden-states behavior is unrelated to FP8 compressed-tensors checkpoints missing weight_scale application." }, { "left": "issue:46399", "right": "issue:46846", "accept": false, - "reason": "Both are Qwen3.5-related, but one is a missing decorator registration and the other is a tensor-parallel plan omission; different fixes." + "reason": "Both are Qwen3.5-related, but one is a missing decorator for apply_rotary_pos_emb registration and the other is missing linear_attn entries in a tensor-parallel plan; different bugs." }, { "left": "issue:44464", "right": "issue:45584", "accept": false, - "reason": "Compiled chunked generation inconsistency and Whisper empty-transcription failure are unrelated." + "reason": "One is chunked generation with compiled forward and the other is Whisper generation on empty transcription after align_special_tokens; different generation paths and failure conditions." }, { "left": "issue:43844", "right": "issue:44964", "accept": false, - "reason": "ZeRO-3 gradient growth and Phi-4 multimodal model loading/import issues are different bugs." + "reason": "One is gradient growth with HfDeepSpeedConfig + ZeRO-3, the other is a multimodal model loading failure; no shared concrete bug." }, { "left": "issue:43994", "right": "issue:44493", "accept": false, - "reason": "SigLIP2 nonsensical outputs and a position-id key warning are not the same failure mode." + "reason": "Siglip2 nonsensical outputs with AutoModel/pipeline do not match a generic unexpected position-id key regression." }, { "left": "issue:43873", "right": "issue:46050", "accept": false, - "reason": "General quantized offloading behavior and sinq save/load corruption are separate quantization issues with different code paths." + "reason": "Both touch quantization/offloading, but one is offloading behavior with quantization and the other is broken save/load round-tripping for sinq quantization; different failure surfaces." }, { "left": "issue:29159", "right": "issue:32090", "accept": false, - "reason": "Tokenizer fast/slow inconsistency and Trainer GPU broadcast NoneType errors are unrelated." + "reason": "Tokenizer slow/fast inconsistency and a NoneType passed to _gpu_broadcast_one are unrelated bugs." }, { "left": "issue:44869", "right": "issue:46752", "accept": false, - "reason": "Whisper trailing-replacement decode crash and apply_chat_template empty-list IndexError are different edge cases." + "reason": "Both are empty-input/edge-case decoding issues, but Whisper trailing replacement-character handling and apply_chat_template on an empty list are different code paths." }, { "left": "issue:43937", "right": "issue:46701", "accept": false, - "reason": "Invalid GenerationConfig for GLM-5 and DiffusionGemma image-text pipeline failure are unrelated." + "reason": "A GLM generation-config validation error is not the same as a diffusion/image-text pipeline failure." }, { - "left": "issue:45200", - "right": "issue:45229", + "left": "issue:42490", + "right": "issue:43696", "accept": false, - "reason": "Defaulting mm_token_type_ids and Gemma4 multi-GPU CUDA OOM are different issues." + "reason": "A trailing-slash local-model import warning and a GPT-oss CUDA OOM are completely different issues." }, { - "left": "issue:42490", - "right": "issue:43696", + "left": "issue:45200", + "right": "issue:45229", "accept": false, - "reason": "Trailing-slash import warning and GPT-oss-20b CUDA OOM are unrelated." + "reason": "Gemma 4 mm_token_type_ids defaulting and Gemma4 multi-GPU OOM are separate problems: one is input construction, the other is memory capacity." }, { - "left": "issue:45588", - "right": "issue:46050", + "left": "issue:45229", + "right": "issue:45823", "accept": false, - "reason": "flash_attention.py crashing on s_aux=None and sinq checkpoint corruption are different problems." + "reason": "Both involve Gemma4 inference, but one is OOM and the other is a PLE device mismatch with device_map='auto'; different code paths." }, { "left": "issue:45084", "right": "issue:45520", "accept": false, - "reason": "Compilation rejecting non-template nodes and Python 3.13 flash_attn import failure are unrelated." + "reason": "A compiler error about non-template nodes and a Python 3.13 flash_attn import KeyError are unrelated." }, { - "left": "issue:29942", - "right": "issue:30333", + "left": "issue:45588", + "right": "issue:46050", "accept": false, - "reason": "Flash Attention 2 test failures and MLFlow reporting after training failure are not the same bug." + "reason": "Flash-attention integration crashing on sink-less models is unrelated to sinq checkpoint save/load corruption." }, { "left": "issue:28218", "right": "issue:34567", "accept": false, - "reason": "Tokenizer added-space behavior and TrainerState num_input_tokens_seen not updating are unrelated." + "reason": "Tokenizer extra-space behavior and TrainerState num_input_tokens_seen not updating are different components and bugs." + }, + { + "left": "issue:29942", + "right": "issue:30333", + "accept": false, + "reason": "Flash Attention 2 test failures and MLflow not reporting failed jobs are unrelated CI/runtime issues." } ] }, @@ -8964,8 +8932,8 @@ "review_unit_count": 63, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-516", "nodes": [ @@ -9024,16 +8992,16 @@ "issue:43493|issue:43701", "issue:41720|issue:46710", "issue:44977|issue:46701", - "issue:44423|issue:44734", "issue:37428|issue:43957", + "issue:44423|issue:44734", "issue:43295|issue:43450", "issue:44977|issue:46710", "issue:45072|issue:45198", "issue:45588|issue:45759", "issue:45406|issue:46121", "issue:43540|issue:45200", - "issue:43295|issue:43873", "issue:43572|issue:46821", + "issue:43295|issue:43873", "issue:43295|issue:44610", "issue:44186|issue:46192", "issue:45823|issue:46192", @@ -9050,20 +9018,20 @@ "issue:44521|issue:45290", "issue:42915|issue:43824" ], - "prepared_review_unit_hash": "1c4d4b35a4e87b417191406c016ea641407dab90fd4d2f3d82a74a2f1cd139c4", + "prepared_review_unit_hash": "69feb8f42f515c9725e1c225ce95907056c1d6e65ff0935a7deedfde586621cb", "component_budget": { "node_count": 516, "item_count": 516, "soft_pair_count": 1900, - "serialized_chars": 985297, - "estimated_input_tokens": 246325, - "estimated_eval_tokens": 492906 + "serialized_chars": 985312, + "estimated_input_tokens": 246328, + "estimated_eval_tokens": 492912 }, "budget": { "node_count": 47, "item_count": 47, "soft_pair_count": 31, - "serialized_chars": 36583, + "serialized_chars": 36581, "estimated_input_tokens": 9146, "estimated_eval_tokens": 18548 }, @@ -9072,198 +9040,198 @@ "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is heterogeneous: most items are unrelated bugs across different models, processors, import paths, and runtime features. No PRs are present, and none of the soft pairs should be merged as duplicates.", - "confidence": 0.89, - "canonical_issue_reason": "Issue 43295 is the closest representative hub: it is a concrete regression in processor/tokenizer handling for multimodal custom code, which is the broadest recurring theme among a few items here. Even so, the cluster is not a true duplicate set.", + "summary": "These items are a heterogeneous set of unrelated bugs and regressions; the soft pairs mostly share a subsystem name or model family, but not the same concrete failure mode, so none should be merged as duplicates.", + "confidence": 0.96, + "canonical_issue_reason": "No single canonical issue: the collection spans unrelated models, APIs, and error modes, so any one issue would be a poor representative for the set.", "canonical_pr_reason": null, - "best_issue_reason": "Issue 43295 is the best single issue to represent the cluster because it is a clear, user-facing regression and most plausibly sits near the largest visible subtheme (multimodal processor/tokenizer breakage).", + "best_issue_reason": "No strong global best issue among these; the closest matches are still too heterogeneous to serve as a reliable cluster anchor.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:43065", "right": "issue:46369", "accept": false, - "reason": "Same model family, but one is a Sam3PixelDecoder architecture detail and the other is a memory overflow report; different bugs and fixes." + "reason": "Both involve SAM3, but one is about a dummy Conv2d implementation and the other about memory overflow; different bugs." }, { "left": "issue:15354", "right": "issue:38175", "accept": false, - "reason": "TorchScript GeneratorExp support and SigLIP2 zero-probabilities are unrelated failures in different code paths." + "reason": "Different models and failures: TorchScript GeneratorExp export error vs SigLIP2 zero-probabilities issue." }, { "left": "issue:44554", "right": "issue:45446", "accept": false, - "reason": "MPS attention correctness and a flex_attention import/version check are separate issues, not the same bug." + "reason": "Both touch flex attention, but one is an MPS correctness bug and the other is a version-check/import bug." }, { "left": "issue:43493", "right": "issue:43701", "accept": false, - "reason": "SigLIP2 implementation mismatch and resume_from_checkpoint key mismatch have no concrete overlap." + "reason": "SigLIP2 implementation discrepancy and resume_from_checkpoint key mismatch are unrelated." }, { "left": "issue:41720", "right": "issue:46710", "accept": false, - "reason": "Qwen3 auto device-map cuda asserts and DeepSeek accuracy regression are different problems with different symptoms." + "reason": "CUDA assert during auto device mapping is unrelated to an accuracy regression after upgrading Transformers." }, { "left": "issue:44977", "right": "issue:46701", "accept": false, - "reason": "Flash-attention generation failure in Qwen3.5 and a DiffusionGemma pipeline issue are unrelated." + "reason": "Different models and code paths: Qwen3.5 flash-attention generation vs DiffusionGemma pipeline failure." }, { - "left": "issue:44423", - "right": "issue:44734", + "left": "issue:37428", + "right": "issue:43957", "accept": false, - "reason": "Both touch serve, but one is a multimodal continuous-batching crash and the other is KV-cache continuation indexing; distinct code paths." + "reason": "ImportError for a missing flash-attention helper is not the same as meta-device loading breakage." }, { - "left": "issue:37428", - "right": "issue:43957", + "left": "issue:44423", + "right": "issue:44734", "accept": false, - "reason": "ImportError for a flash-attention helper and meta-device loading breakage are separate import/runtime regressions." + "reason": "Both are serve-related, but one is a multimodal continuous-batching type error and the other is KV-cache tensor indexing." }, { "left": "issue:43295", "right": "issue:43450", "accept": false, - "reason": "Processor.tokenizer regression and batched video shape handling are both multimodal-adjacent but not the same defect." + "reason": "Processor/tokenizer regression and batched video-shape bug are different multimodal issues." }, { "left": "issue:44977", "right": "issue:46710", "accept": false, - "reason": "Flash-attention generation breakage and an accuracy regression after upgrade are not the same underlying issue." + "reason": "Flash-attention generation failure and accuracy regression are different underlying problems." }, { "left": "issue:45072", "right": "issue:45198", "accept": false, - "reason": "dtype mismatches in inference and Wav2Vec2 save/tokenization failures are unrelated model-specific bugs." + "reason": "dtype mismatch in inference and Wav2Vec2 save/tokenization failure are unrelated." }, { "left": "issue:45588", "right": "issue:45759", "accept": false, - "reason": "A flash_attention s_aux=None crash and from_config text_config unwrapping are different multimodal/config code paths." + "reason": "Sink-less flash_attention crash and text_config unwrapping for composite configs are separate bugs." }, { "left": "issue:45406", "right": "issue:46121", "accept": false, - "reason": "Gemma4Processor missing _tokenizer in serve and rope-parameter JSON list handling are unrelated bugs." + "reason": "Gemma4Processor missing _tokenizer and rope-validation TypeError are unrelated." }, { "left": "issue:43540", "right": "issue:45200", "accept": false, - "reason": "Video-input processing failure in Qwen3OmniMoe and Gemma4 mm_token_type_ids defaults are different multimodal issues." + "reason": "Video-input processing failure in Qwen3OmniMoe and Gemma4 mm_token_type_ids defaulting are different issues." }, { - "left": "issue:43295", - "right": "issue:43873", + "left": "issue:43572", + "right": "issue:46821", "accept": false, - "reason": "Processor/tokenizer regression and quantization offloading behavior are not the same bug." + "reason": "StableLmConfig pad_token_idx and TimesFM window_size errors are unrelated config/API problems." }, { - "left": "issue:43572", - "right": "issue:46821", + "left": "issue:43295", + "right": "issue:43873", "accept": false, - "reason": "StableLm pad_token_idx config fallout and TimesFM window_size AttributeError are unrelated config issues." + "reason": "Processor/tokenizer regression and quantization offloading behavior are different bug classes." }, { "left": "issue:43295", "right": "issue:44610", "accept": false, - "reason": "Both involve processors, but one is a tokenizer API regression and the other is an image-size mismatch in OmDet-Turbo." + "reason": "Custom processor/tokenizer regression is not the same as OmDet-Turbo image-size mismatch." }, { "left": "issue:44186", "right": "issue:46192", "accept": false, - "reason": "LayoutLMv2Tokenizer crashes on NER/padding and return_tensors being ignored are different tokenizer behaviors." + "reason": "NER/batched padding crash in LayoutLMv2Tokenizer is unrelated to return_tensors being ignored." }, { "left": "issue:45823", "right": "issue:46192", "accept": false, - "reason": "Gemma4 PLE device placement and return_tensors handling are unrelated issues." + "reason": "Gemma4 device mismatch during forward is unrelated to return_tensors handling." }, { "left": "issue:43450", "right": "issue:43575", "accept": false, - "reason": "A batched video processor shape bug and a tensor-parallel OOM are completely different failure modes." + "reason": "Video processor shape bug and tensor-parallel OOM are not the same failure mode." }, { "left": "issue:43550", "right": "issue:43844", "accept": false, - "reason": "torch.compile SDPA failure and ZeRO-3 gradient growth are distinct training/runtime problems." + "reason": "torch.compile/SDPA failure and DeepSpeed ZeRO-3 gradient growth are unrelated training bugs." }, { "left": "issue:43572", "right": "issue:44987", "accept": false, - "reason": "Missing pad_token_idx in config and a transformers version load failure are unrelated." + "reason": "StableLmConfig pad_token_idx and loading physical-intelligence/fast on transformers>=5.1.0 are different problems." }, { "left": "issue:29870", "right": "issue:29942", "accept": false, - "reason": "BART generate UnboundLocalError and Flash Attention 2 test failures do not describe the same underlying bug." + "reason": "BART generate UnboundLocalError and Flash Attention 2 test failures are unrelated." }, { "left": "issue:45520", "right": "issue:46178", "accept": false, - "reason": "Both are backend/import issues, but for different backends and modules, so they should not be merged." + "reason": "flash_attn KeyError on Python 3.13 and tensorflow_text backend mapping error are different import issues." }, { "left": "issue:37428", "right": "issue:43824", "accept": false, - "reason": "Both are ImportErrors, but they involve different symbols and packages with different root causes." + "reason": "Missing flash-support import and missing Qwen2.5-VL export are unrelated ImportErrors." }, { "left": "issue:45200", "right": "issue:45823", "accept": false, - "reason": "Same model family, but one is an input-argument default bug and the other is a device-map forward mismatch." + "reason": "Defaulting mm_token_type_ids to zeros and a device_map auto mismatch are distinct Gemma4 bugs." }, { "left": "issue:42490", "right": "issue:43493", "accept": false, - "reason": "A trailing-slash import warning and a SigLIP2 implementation discrepancy are unrelated." + "reason": "Trailing-slash import warning and SigLIP2 implementation discrepancy are unrelated." }, { "left": "issue:39692", "right": "issue:46192", "accept": false, - "reason": "Doc example errors for SigLIP2 and return_tensors being ignored are separate issues." + "reason": "SigLIP2 documentation errors and ignored return_tensors are not the same bug." }, { "left": "issue:43295", "right": "issue:43493", "accept": false, - "reason": "Processor/tokenizer regression and SigLIP2 JAX discrepancy are different bugs in different layers." + "reason": "Both mention multimodal processor/model behavior, but one is processor.tokenizer regression and the other is SigLIP2 numerical discrepancy." }, { "left": "issue:44521", "right": "issue:45290", "accept": false, - "reason": "Both involve apply_chat_template, but one is assistant_masks on multimodal inputs and the other is tool-call/no-content crashes; different defects." + "reason": "Both involve apply_chat_template, but one is all-zero assistant masks for multimodal inputs and the other is a crash on tool-call messages." }, { "left": "issue:42915", "right": "issue:43824", "accept": false, - "reason": "Qwen3Moe FP8 config failure and a Qwen2.5-VL import error are unrelated issues." + "reason": "Qwen3Moe FineGrainedFP8Config failure is unrelated to the missing Qwen2.5-VL import." } ] }, @@ -9282,8 +9250,8 @@ "review_unit_count": 63, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-516", "nodes": [ @@ -9350,9 +9318,9 @@ "issue:43334|issue:43525", "issue:44442|issue:45198", "issue:43526|issue:46192", + "issue:44898|issue:45412", "issue:45200|issue:46899", "issue:45200|issue:46932", - "issue:44898|issue:45412", "issue:44792|issue:45563", "issue:43819|issue:44112", "issue:43335|issue:43550", @@ -9363,23 +9331,23 @@ "issue:43827|issue:43901", "issue:43819|issue:45083", "issue:44857|issue:45593", - "issue:43388|issue:43526", - "issue:43606|issue:45083" + "issue:43606|issue:45083", + "issue:43388|issue:43526" ], - "prepared_review_unit_hash": "a0ca5923954409cd24ded7c20a397d2282eac4df329defb0cf897761d5921130", + "prepared_review_unit_hash": "d1bd8d399769cc63a914677f62ba0c709f0358918ffa8c2dce9f71ebc46f9bc4", "component_budget": { "node_count": 516, "item_count": 516, "soft_pair_count": 1900, - "serialized_chars": 985297, - "estimated_input_tokens": 246325, - "estimated_eval_tokens": 492906 + "serialized_chars": 985312, + "estimated_input_tokens": 246328, + "estimated_eval_tokens": 492912 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 28, - "serialized_chars": 36569, + "serialized_chars": 36572, "estimated_input_tokens": 9143, "estimated_eval_tokens": 18542 }, @@ -9388,180 +9356,180 @@ "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This looks like a noisy, heterogeneous cluster: the proposed soft pairs mostly share only superficial subsystem similarity, not the same underlying bug or change. I would reject all soft edges and treat the cluster as false-positive overlap rather than true duplicates.", - "confidence": 0.9, - "canonical_issue_reason": "issue:45200 is the most connected item in this set and a concrete, reproducible bug report, so it is the best available cluster representative, even though the surrounding soft matches are not true duplicates.", + "summary": "No true duplicates here: every soft pair points to a different bug or doc issue, usually in a different model/component. The cluster is heterogeneous, so there is no credible canonical issue/PR.", + "confidence": 0.96, + "canonical_issue_reason": "No canonical issue: the items span unrelated problems (tokenization, config attributes, quantization, processors, docs, CI) and do not share a single concrete code-path failure.", "canonical_pr_reason": null, - "best_issue_reason": "issue:45200 is the strongest representative by soft-link degree and specificity; it is actionable and clearly described, though the cluster itself is too mixed to justify a tight canonical beyond that.", + "best_issue_reason": "No global best issue: because the set is not a duplicate cluster, there is no single issue that should represent the group.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:45381", "right": "issue:46209", "accept": false, - "reason": "Both are multimodal/model-runtime failures, but one is a Qwen2.5-VL position-id bug and the other is an FP8/B200 inference issue; different code paths and symptoms." + "reason": "Qwen2.5-VL rope-index bug vs FP8 inference failure on B200; different models and failure modes." }, { "left": "issue:28218", "right": "issue:35141", "accept": false, - "reason": "Tokenizer spacing after added tokens is unrelated to embedding resize/reinit behavior; one is detokenization, the other is model weight initialization." + "reason": "Tokenizer extra-space detokenization bug vs embedding reinit on resize; unrelated code paths." }, { "left": "issue:44466", "right": "issue:45127", "accept": false, - "reason": "Serialization of tied weights depends on device state, while the other is LoRA merge collapse with extended vocab; different failure mechanisms." + "reason": "Serialization of lm_head.weight/tied weights vs LoRA merge collapse; same theme but not the same concrete bug." }, { "left": "issue:44737", "right": "issue:46894", "accept": false, - "reason": "XLNet CPU placement bug and CohereASR double-shift training-loss bug are unrelated model-specific issues." + "reason": "XLNet CPU arange/device bug vs ASR training double-shift loss bug; different model families and fixes." }, { "left": "issue:43278", "right": "issue:43856", "accept": false, - "reason": "A dtype regression in evaluation is not the same as Qwen3 MoE memory inefficiency during training." + "reason": "dtype drift in evaluate vs Qwen3 MoE memory usage; not the same underlying issue." }, { "left": "issue:43452", "right": "issue:46512", "accept": false, - "reason": "Tokenizer/model loading failure with gguf_file is distinct from from_config dtype handling and stale config metadata." + "reason": "gguf_file loading breakage vs from_config(dtype=...) stale config dtype; different APIs and root causes." }, { "left": "issue:43653", "right": "issue:44112", "accept": false, - "reason": "BigBirdTokenizer special-token registration is unrelated to a GraniteSpeech CI device-override test failure." + "reason": "BigBirdTokenizer special-token registration vs GraniteSpeech stale CI test; unrelated." }, { "left": "issue:43262", "right": "issue:43450", "accept": false, - "reason": "Audio chat-template sampling-rate defaulting and batched video shape handling are separate processor bugs." + "reason": "Audio chat-template sample-rate default vs batched video shape bug; different processor logic." }, { "left": "issue:43824", "right": "issue:43975", "accept": false, - "reason": "An import error for a missing class and a detokenization regression in a different model are not the same defect." + "reason": "Import error for Qwen2.5-VL class vs incorrect detokenization for DeepSeek Coder; unrelated." }, { "left": "issue:43950", "right": "issue:46285", "accept": false, - "reason": "Non-persistent buffer corruption on from_pretrained and CLIP class structure divergence are different regressions." + "reason": "Non-persistent buffer corruption on from_pretrained vs CLIP text model structure mismatch; different regressions." }, { "left": "issue:43334", "right": "issue:43525", "accept": false, - "reason": "Both mention missing pad_token_id, but they affect different configs/models and likely different config plumbing paths." + "reason": "Both are missing pad_token_id, but they affect different config classes/models and likely need separate fixes." }, { "left": "issue:44442", "right": "issue:45198", "accept": false, - "reason": "AutoTokenizer loading failure for one tokenizer is unrelated to save_pretrained/tokenization failure in a different model family." + "reason": "AutoTokenizer loading failure for FastSpeech2Conformer vs save_pretrained/tokenization failure for Wav2Vec2; different pipelines." }, { "left": "issue:43526", "right": "issue:46192", "accept": false, - "reason": "Label reduction in BeitImageProcessorFast is unrelated to return_tensors being ignored when text_kwargs is passed." + "reason": "BeitImageProcessorFast label reduction bug vs return_tensors being ignored when text_kwargs is passed; unrelated." }, { - "left": "issue:45200", - "right": "issue:46899", + "left": "issue:44898", + "right": "issue:45412", "accept": false, - "reason": "One is about mm_token_type_ids defaulting for text-only fine-tuning, the other about unsafe dtype casting in quantized embedders." + "reason": "Perceiver non-default resolution failure vs RT-DETR memory leak; no shared code-path." }, { "left": "issue:45200", - "right": "issue:46932", + "right": "issue:46899", "accept": false, - "reason": "Different Gemma4 issues: token-type defaults versus quantized vision/audio embedder casting." + "reason": "Gemma4 text-only mm_token_type_ids default bug vs 4-bit quantized embedder dtype-cast bug; separate issues." }, { - "left": "issue:44898", - "right": "issue:45412", + "left": "issue:45200", + "right": "issue:46932", "accept": false, - "reason": "Perceiver position interpolation failure and RT-DETR memory reclamation are unrelated bugs." + "reason": "Different Gemma4 bugs: token-type-id defaulting vs quantized vision/audio embedder casting." }, { "left": "issue:44792", "right": "issue:45563", "accept": false, - "reason": "A failing image-generation test and a stale generate() warning are not the same functional problem." + "reason": "Janus image generation test failure vs stale paged-generate warning; unrelated." }, { "left": "issue:43819", "right": "issue:44112", "accept": false, - "reason": "DAC latent/forward mismatch has no overlap with a stale device-override CI test." + "reason": "DAC from_latents/STE mismatch vs GraniteSpeech CI device override test; different failures." }, { "left": "issue:43335", "right": "issue:43550", "accept": false, - "reason": "Sparse-layer construction in SwitchTransformers and torch.compile/SDPA failure in Bamba are distinct model/runtime issues." + "reason": "SwitchTransformers sparse-layer construction vs Bamba SDPA torch.compile failure; distinct code paths." }, { "left": "issue:45200", "right": "issue:45325", "accept": false, - "reason": "Both are Qwen/Gemma multimodal issues, but one is mm_token_type_ids defaults and the other is rope-index temporal scaling." + "reason": "Gemma4 token-type-id default issue vs Qwen2.5-VL position-id scaling bug; not duplicates." }, { "left": "issue:41720", "right": "issue:46209", "accept": false, - "reason": "Both are GPU inference failures, but one is an auto-device-map cuda assert and the other is an FP8/B200 compatibility problem." + "reason": "Qwen3 auto device mapping assert vs FP8 inference on B200; different hardware/runtime problems." }, { "left": "issue:44561", "right": "issue:46234", "accept": false, - "reason": "Missing different import-utils helpers affects different remote-code/model paths; not the same missing-symbol bug." + "reason": "Removal of is_torch_fx_available vs missing is_falcon_mamba_ssm_available; separate import-utils symbols." }, { "left": "issue:44610", "right": "issue:44857", "accept": false, - "reason": "Processor image-size mismatch and float16 AMP crash in a loss function are unrelated." + "reason": "OmDet-Turbo processor size mismatch vs LwDetrImageLoss AMP crash; different models and bugs." }, { "left": "issue:43827", "right": "issue:43901", "accept": false, - "reason": "Both are docs issues, but they target different pipelines and different deprecated arguments." + "reason": "Two docs issues about deprecated pipeline-style options, but they target different docs/APIs and are not one bug." }, { "left": "issue:43819", "right": "issue:45083", "accept": false, - "reason": "A DAC latent conversion mismatch is unrelated to Qwen3-Omni feature-extract length computation." + "reason": "DAC forward/from_latents mismatch vs qwen3_omni_moe feature-length helper behavior; unrelated." }, { "left": "issue:44857", "right": "issue:45593", "accept": false, - "reason": "An AMP/CUDA crash in a loss kernel is not the same as missing auxiliary losses when denoising is off." + "reason": "AMP/CUDA loss crash vs auxiliary-loss omission when denoising is off; different D-FINE issues." }, { - "left": "issue:43388", - "right": "issue:43526", + "left": "issue:43606", + "right": "issue:45083", "accept": false, - "reason": "Both involve label handling, but the last-batch gather bug and Beit reduce_labels bug happen in different layers and code paths." + "reason": "CPU offload device mismatch in bark-small vs qwen3_omni_moe length helper; no shared failure mode." }, { - "left": "issue:43606", - "right": "issue:45083", + "left": "issue:43388", + "right": "issue:43526", "accept": false, - "reason": "CPU offload device mismatch for Bark-small is unrelated to Qwen3-Omni feature-extraction length behavior." + "reason": "gather_for_metrics dropping tuple labels vs BeitImageProcessorFast reduce_labels truncation; different layers of the stack." } ] }, @@ -9580,8 +9548,8 @@ "review_unit_count": 63, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-516", "nodes": [ @@ -9639,227 +9607,227 @@ "issue:37428|issue:43425", "issue:44206|issue:45584", "issue:43335|issue:43653", - "issue:45759|issue:46285", "issue:38175|issue:45412", + "issue:45759|issue:46285", "issue:46424|issue:46858", "issue:29942|issue:32090", "issue:28282|issue:33357", "issue:43611|issue:44466", - "issue:43335|issue:43504", "issue:44855|issue:45083", + "issue:43335|issue:43504", "issue:43550|issue:44112", "issue:45520|issue:46170", "issue:37428|issue:44351", - "issue:44448|issue:44743", "issue:43335|issue:45083", + "issue:44448|issue:44743", "issue:43335|issue:44112", - "issue:45290|issue:46326", "issue:43335|issue:45593", + "issue:45290|issue:46326", "issue:43278|issue:43825", - "issue:34689|issue:35141", "issue:44514|issue:44521", + "issue:34689|issue:35141", "issue:45588|issue:45859", "issue:42490|issue:43854", "issue:29127|issue:32090", "issue:39692|issue:43526", "issue:43819|issue:44493" ], - "prepared_review_unit_hash": "4703ec7fe95b4a1c13fac3d77fda42a524d1f1cadb32b3bcc6ba9f0b849b55a6", + "prepared_review_unit_hash": "63b8c19b6d1ca7618ad32a1002aca1e26fd7f174232541bdab91522c6fb77ee9", "component_budget": { "node_count": 516, "item_count": 516, "soft_pair_count": 1900, - "serialized_chars": 985297, - "estimated_input_tokens": 246325, - "estimated_eval_tokens": 492906 + "serialized_chars": 985312, + "estimated_input_tokens": 246328, + "estimated_eval_tokens": 492912 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 28, - "serialized_chars": 36516, - "estimated_input_tokens": 9129, - "estimated_eval_tokens": 18514 + "serialized_chars": 36522, + "estimated_input_tokens": 9131, + "estimated_eval_tokens": 18518 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is mostly heterogeneous: import errors, model-loading regressions, cache bugs, chat-template issues, CI failures, and model-specific behavior changes. The soft pairs share only broad subsystem similarity, not the same concrete underlying bug/change, so none should be merged as duplicates.", - "confidence": 0.95, - "canonical_issue_reason": null, + "summary": "This cluster is a loose collection of Transformers issue reports, mostly around model loading, configuration, caching, and chat-template regressions, but the soft pairs are not true duplicates. The broadest representative is the v5 model-loading regression issue.", + "confidence": 0.82, + "canonical_issue_reason": "issue:43611 is the broadest and most central report: a general v5 model-loading regression affecting models with base_model_prefix, which makes it the best umbrella representative compared with the more specific or unrelated issues in the cluster.", "canonical_pr_reason": null, - "best_issue_reason": "If a single representative is needed, issue:44521 is the best fit because it is current, detailed, and tied to a core multimodal apply_chat_template path; however, the cluster does not really have one true canonical issue.", + "best_issue_reason": "issue:43611 is the most suitable cluster representative because it captures a general loading breakage theme and is more broadly applicable than the narrowly scoped model- or feature-specific reports.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:46512", "right": "issue:46821", "accept": false, - "reason": "Different bugs in unrelated paths: dtype/config staleness vs TimesFM window_size handling." + "reason": "Both are runtime/config issues, but one is about stale model.config.dtype after from_config(dtype=...), while the other is a TimesFM window_size AttributeError. Different code paths and failures." }, { "left": "issue:37428", "right": "issue:43425", "accept": false, - "reason": "Both are version-related, but one is a missing internal symbol import and the other is a general Torch 2.10 incompatibility." + "reason": "One is an ImportError for _flash_supports_window_size, the other is a Torch 2.10 incompatibility report. Related ecosystem area, but not the same bug." }, { "left": "issue:44206", "right": "issue:45584", "accept": false, - "reason": "LayoutLMv3 feature-extractor argument validation and Whisper empty-transcription behavior are unrelated." + "reason": "Different features and failures: LasrFeatureExtractor passing an unsupported center arg vs Whisper generation failing on empty transcription after align_special_tokens." }, { "left": "issue:43335", "right": "issue:43653", "accept": false, - "reason": "SwitchTransformers sparse-layer creation and BigBirdTokenizer special-token registration are different issues." + "reason": "SwitchTransformers sparse-layer creation with num_sparse_encoder_layers=0 is unrelated to BigBirdTokenizer mask-token registration/empty decode output." }, { - "left": "issue:45759", - "right": "issue:46285", + "left": "issue:38175", + "right": "issue:45412", "accept": false, - "reason": "Different model families and different failures: Qwen multimodal config unwrapping vs CLIP text-model structure drift." + "reason": "SigLIP2 zero probabilities and RT-DETR memory not being released are unrelated bugs in different model families." }, { - "left": "issue:38175", - "right": "issue:45412", + "left": "issue:45759", + "right": "issue:46285", "accept": false, - "reason": "SigLIP2 zero-probabilities and RT-DETR memory release are separate model-specific bugs." + "reason": "Both involve model structure, but one is AutoModelForCausalLM.from_config on composite Qwen multimodal configs and the other is CLIP text model structure inconsistency. Not the same underlying issue." }, { "left": "issue:46424", "right": "issue:46858", "accept": false, - "reason": "Both involve cache logic, but one is quantized-cache length config and the other is static-cache slice arithmetic on non-CUDA backends." + "reason": "Both concern cache internals, but one is about max_cache_length handling for Quantized Cache and the other is a device-tensor seq_length causing slice arithmetic breakage in static cache." }, { "left": "issue:29942", "right": "issue:32090", "accept": false, - "reason": "Flash Attention 2 test failures and Trainer GPU broadcast NoneType errors are not the same bug." + "reason": "Flash Attention 2 test failures and _gpu_broadcast_one rejecting NoneType are different failures in different subsystems." }, { "left": "issue:28282", "right": "issue:33357", "accept": false, - "reason": "An AutoModel import error due to missing PyTorch is unrelated to a MacOS bus error loading CLIP." + "reason": "PyTorch missing ImportError and a MacOS bus error loading a community CLIP model are distinct installation/runtime problems." }, { "left": "issue:43611", "right": "issue:44466", "accept": false, - "reason": "Base-model-prefix loading regression and lm_head serialization inconsistency are different v5 problems." + "reason": "General model-loading regression via base_model_prefix is not the same as inconsistent lm_head.weight serialization depending on device." }, { - "left": "issue:43335", - "right": "issue:43504", + "left": "issue:44855", + "right": "issue:45083", "accept": false, - "reason": "Sparse-layer initialization in SwitchTransformers and BEiT legacy-field loading are unrelated." + "reason": "DebertaV2Model import/IndentationError on Python 3.13 is unrelated to qwen3_omni_moe helper output-length behavior." }, { - "left": "issue:44855", - "right": "issue:45083", + "left": "issue:43335", + "right": "issue:43504", "accept": false, - "reason": "Python 3.13 DebertaV2 import parsing failure and qwen3_omni_moe feature-length behavior are different code paths." + "reason": "SwitchTransformers sparse-layer initialization and BEiT legacy-field loading are separate model-specific loading/config bugs." }, { "left": "issue:43550", "right": "issue:44112", "accept": false, - "reason": "Bamba SDPA/torch.compile failure and GraniteSpeech CI device-override staleness are unrelated." + "reason": "Bamba torch.compile/SDPA failure is unrelated to a GraniteSpeech stale device override test failure." }, { "left": "issue:45520", "right": "issue:46170", "accept": false, - "reason": "Python 3.13 flash_attn import handling and Windows ROCm torch.distributed dependency issues are separate." + "reason": "One is a flash_attn import KeyError on Python 3.13; the other is a Windows ROCm torch.distributed import/type error. Different root causes." }, { "left": "issue:37428", "right": "issue:44351", "accept": false, - "reason": "Both are import errors, but they concern different missing symbols and different regressions." + "reason": "Different missing-symbol import errors: _flash_supports_window_size vs HybridCache." + }, + { + "left": "issue:43335", + "right": "issue:45083", + "accept": false, + "reason": "SwitchTransformers sparse-layer creation and qwen3_omni_moe feature-length helper behavior are unrelated." }, { "left": "issue:44448", "right": "issue:44743", "accept": false, - "reason": "Pegasus v4/v5 output differences and qwen3 recurrent-state reset are not the same defect." + "reason": "Pegasus v4/v5 output differences are unrelated to qwen3_5 modular recurrent-state reset behavior." }, { "left": "issue:43335", - "right": "issue:45083", + "right": "issue:44112", "accept": false, - "reason": "SwitchTransformers config bug and qwen3_omni_moe helper behavior are unrelated." + "reason": "A SwitchTransformers config bug and a GraniteSpeech CI test failure do not share the same underlying code path." }, { "left": "issue:43335", - "right": "issue:44112", + "right": "issue:45593", "accept": false, - "reason": "SwitchTransformers sparse-layer bug does not overlap with a GraniteSpeech CI failure." + "reason": "SwitchTransformers sparse-layer creation is unrelated to D-FINE auxiliary loss handling." }, { "left": "issue:45290", "right": "issue:46326", "accept": false, - "reason": "Both touch chat-template/tokenization, but one is assistant tool-call handling and the other is continue_final_message on mistral_common tokenizers." + "reason": "Both touch apply_chat_template/templating, but one is tool-call assistant messages with no content and the other is continue_final_message for mistral_common tokenizers. Different concrete bugs." }, { - "left": "issue:43335", - "right": "issue:45593", + "left": "issue:43278", + "right": "issue:43825", "accept": false, - "reason": "SwitchTransformers sparse-layer creation and D-FINE auxiliary-loss behavior are unrelated." + "reason": "Embedding dtype staleness and pipeline translation-task messaging are unrelated issues." }, { - "left": "issue:43278", - "right": "issue:43825", + "left": "issue:44514", + "right": "issue:44521", "accept": false, - "reason": "Embedding dtype mismatch on eval and pipeline translation-task messaging are different concerns." + "reason": "Both involve Qwen2.5-VL chat templating, but one is a batched padding=False crash while the other is all-zero assistant masks for multimodal inputs. Close area, different bug." }, { "left": "issue:34689", "right": "issue:35141", "accept": false, - "reason": "Llama Vision model loading regression and token-embedding resize/post_init reinitialization are different bugs." + "reason": "Llama 3.2 Vision model loading regression and output embedding reinitialization after resizing token embeddings are separate loading/init issues." }, { - "left": "issue:44514", - "right": "issue:44521", + "left": "issue:45588", + "right": "issue:45859", "accept": false, - "reason": "Both are apply_chat_template multimodal issues, but one is a batched-padding crash and the other is all-zero assistant masks; not enough evidence they are the same bug." - }, - { - "left": "issue:45588", - "right": "issue:45859", - "accept": false, - "reason": "flash_attention.py attribute handling and Qwen3_5Moe CPU-offload compatibility are separate problems." + "reason": "flash_attention integration crashing on s_aux=None and Qwen3_5MoeTextRotaryEmbedding CPU-offload incompatibility are different failure modes." }, { "left": "issue:42490", "right": "issue:43854", "accept": false, - "reason": "A trailing-slash local-model import warning is unrelated to GLM-4.7-Flash loading failures." + "reason": "Trailing-slash local path import warning and GLM-4.7-Flash unit-test loading failure are not the same bug." }, { "left": "issue:29127", "right": "issue:32090", "accept": false, - "reason": "LayoutLMv3 box-info error handling and Trainer broadcast NoneType are different failures." + "reason": "LayoutLMv3 error-message clarity and Trainer GPU broadcast NoneType failure are unrelated." }, { "left": "issue:39692", "right": "issue:43526", "accept": false, - "reason": "SigLIP2 docs/example issues and BEiT fast image-processor label reduction are not the same underlying bug." + "reason": "SigLIP2 docs example mistakes and BeitImageProcessorFast reduce_labels behavior are unrelated." }, { "left": "issue:43819", "right": "issue:44493", "accept": false, - "reason": "DAC forward/from_latents mismatch and position-id key warnings are unrelated." + "reason": "DAC.from_latents / missing STE mismatch and unexpected position-id keys are different bugs." } ] }, @@ -9878,8 +9846,8 @@ "review_unit_count": 63, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-516", "nodes": [ @@ -9939,8 +9907,8 @@ "issue:28218|issue:32090", "issue:45310|issue:45478", "issue:44448|issue:44779", - "issue:43701|issue:45083", "issue:44206|issue:45823", + "issue:43701|issue:45083", "issue:44617|issue:46697", "issue:26413|issue:31501", "issue:45127|issue:45245", @@ -9948,207 +9916,207 @@ "issue:42490|issue:43575", "issue:32090|issue:33357", "issue:44857|issue:45072", - "issue:45593|issue:47000", "issue:43550|issue:45083", + "issue:45593|issue:47000", "issue:27957|issue:34689", - "issue:44464|issue:46424", "issue:38175|issue:44493", + "issue:44464|issue:46424", "issue:29942|issue:35141", "issue:29870|issue:32090", "issue:45290|issue:45381", "issue:10000|issue:15354", "issue:43278|issue:43329" ], - "prepared_review_unit_hash": "a8ad41f67bcd07fcbae58f6edf3d0a3d7ed3a4c1c7382da30d5b0232682bc8b6", + "prepared_review_unit_hash": "d6fca970758d6a9280e2725933c1f1bacf4417a74b16762a87d1c4f5c70c41f9", "component_budget": { "node_count": 516, "item_count": 516, "soft_pair_count": 1900, - "serialized_chars": 985297, - "estimated_input_tokens": 246325, - "estimated_eval_tokens": 492906 + "serialized_chars": 985312, + "estimated_input_tokens": 246328, + "estimated_eval_tokens": 492912 }, "budget": { "node_count": 47, "item_count": 47, "soft_pair_count": 26, - "serialized_chars": 34963, - "estimated_input_tokens": 8741, - "estimated_eval_tokens": 17738 + "serialized_chars": 34967, + "estimated_input_tokens": 8742, + "estimated_eval_tokens": 17740 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "Only one soft pair is a clear duplicate: the two Qwen3.5-MoE from_pretrained regression reports. The rest describe different models, failures, or code paths and should stay separate.", - "confidence": 0.96, - "canonical_issue_reason": "issue:45310 is the better canonical issue: it is the earlier, fuller report for the Qwen3.5-MoE from_pretrained regression and already captures the same bug as 45478.", + "summary": "The cluster is mostly a set of unrelated issues; only the two Qwen3.5 MoE reports appear to be true duplicates. No PRs are present.", + "confidence": 0.95, + "canonical_issue_reason": "issue:45310 is the earlier, clearer report of the Qwen3.5 MoE `from_pretrained` failure; issue:45478 repeats the same bug with the same symptom and should be treated as a duplicate.", "canonical_pr_reason": null, - "best_issue_reason": "issue:45310 is the best issue anchor for this cluster because it is the clearest, most complete duplicate target among the provided issues.", + "best_issue_reason": "issue:45310 is the best representative issue in this set because it is a direct duplicate target with a concise, specific title and slightly richer discussion context.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:43606", "right": "issue:44857", "accept": false, - "reason": "Different bugs: CPU offload device mismatch in Bark vs float16 AMP crash in LwDetrImageLoss." + "reason": "Different failure modes: CPU offload device mismatch for Bark vs AMP/CUDA crash in LwDetrImageLoss." }, { "left": "issue:46431", "right": "issue:46566", "accept": false, - "reason": "Different code paths: missing chat template error vs DiffusionGemma weights stuck on meta with device_map=auto." + "reason": "Unrelated problems: missing chat template error vs weights staying on meta with device_map auto." }, { "left": "issue:43720", "right": "issue:44112", "accept": false, - "reason": "Different failures in different models/subsystems; not the same underlying bug." + "reason": "Different code paths and symptoms: packed-weight loading bug vs GraniteSpeech CI test flakiness." }, { "left": "issue:39692", "right": "issue:44493", "accept": false, - "reason": "SigLIP2 doc example errors are unrelated to the position-id/key warning issue." + "reason": "Docs/example errors for SigLIP2 are unrelated to the position-id/key warning across many models." }, { "left": "issue:28218", "right": "issue:32090", "accept": false, - "reason": "Tokenizer added-space bug and Trainer _gpu_broadcast_one NoneType error are unrelated." + "reason": "Tokenizer spacing bug and Trainer GPU broadcast NoneType error are unrelated." }, { "left": "issue:45310", "right": "issue:45478", "accept": true, - "reason": "Same reported regression: transformers>=5.4.0 breaks Qwen3.5 MoE from_pretrained; 45478 is the duplicate of 45310." + "reason": "Same reported bug: `transformers>=5.4.0` causes Qwen3.5 MoE `from_pretrained` failure with matching symptom and model context." }, { "left": "issue:44448", "right": "issue:44779", "accept": false, - "reason": "Both are output regressions, but they affect different models and likely different tokenizer/generation code paths." + "reason": "Both concern output correctness, but they hit different components: Pegasus v4/v5 behavior vs Deepseek tokenizer regression." }, { - "left": "issue:43701", - "right": "issue:45083", + "left": "issue:44206", + "right": "issue:45823", "accept": false, - "reason": "Resume-from-checkpoint key mismatch is unrelated to qwen3_omni_moe feature-length helper behavior." + "reason": "Different subsystems: unsupported `center` arg in LasrFeatureExtractor vs Gemma4 PLE device mismatch in forward." }, { - "left": "issue:44206", - "right": "issue:45823", + "left": "issue:43701", + "right": "issue:45083", "accept": false, - "reason": "Unsupported center argument in LaserFeatureExtractor and Gemma4 PLE device mismatch are different bugs." + "reason": "Resume/checkpoint key mismatch is not the same bug as qwen3_omni_moe feature-length calculation behavior." }, { "left": "issue:44617", "right": "issue:46697", "accept": false, - "reason": "CUDA OOM in Sam3Video is unrelated to Swin2SR image over-padding." + "reason": "OOM in Sam3Video is unrelated to Swin2SR image over-padding." }, { "left": "issue:26413", "right": "issue:31501", "accept": false, - "reason": "Both mention training not progressing, but the concrete causes are different; not enough evidence for duplicate status." + "reason": "Both touch training startup, but one is checkpoint resume iterator failure and the other is FineWeb SLM training not starting; not the same bug." }, { "left": "issue:45127", "right": "issue:45245", "accept": false, - "reason": "LoRA/vocab collapse and category-count limit errors are distinct issues." + "reason": "LoRA merge collapse with extended vocab is unrelated to the 2^24 category limit runtime error." }, { "left": "issue:45459", "right": "issue:46234", "accept": false, - "reason": "Tokenizer protobuf error masking and missing import_utils helper are unrelated." + "reason": "Tokenizer protobuf error masking is unrelated to the missing import_utils helper function." }, { "left": "issue:42490", "right": "issue:43575", "accept": false, - "reason": "Local-path import warning and tp OOM when loading Qwen2-57B are different problems." + "reason": "Local-path import warning and tensor-parallel OOM for Qwen2-57B are unrelated." }, { "left": "issue:32090", "right": "issue:33357", "accept": false, - "reason": "Trainer broadcast NoneType error and MacOS CLIP bus error are unrelated." + "reason": "Trainer broadcast NoneType error and Mac bus error on CLIP are different failures." }, { "left": "issue:44857", "right": "issue:45072", "accept": false, - "reason": "Both are dtype-related, but they hit different models and failure modes; not the same concrete bug." + "reason": "Different dtype-related bugs in different models and code paths." }, { - "left": "issue:45593", - "right": "issue:47000", + "left": "issue:43550", + "right": "issue:45083", "accept": false, - "reason": "Auxiliary-loss handling in D-FINE and RTDetrLoss infeasible cost matrix are different issues." + "reason": "torch.compile SDPA failure in Bamba-9B-v2 is unrelated to qwen3_omni_moe length helper behavior." }, { - "left": "issue:43550", - "right": "issue:45083", + "left": "issue:45593", + "right": "issue:47000", "accept": false, - "reason": "torch.compile+SDPA failure in Bamba and qwen3_omni_moe feature-length helper behavior are unrelated." + "reason": "Aux-loss omission in D-FINE is not the same as RTDetr loss infeasibility." }, { "left": "issue:27957", "right": "issue:34689", "accept": false, - "reason": "Different models and different loading/runtime failures." + "reason": "Flash Attention 2 support issue for XLMRoberta is unrelated to Llama 3.2 Vision model loading regression." }, { - "left": "issue:44464", - "right": "issue:46424", + "left": "issue:38175", + "right": "issue:44493", "accept": false, - "reason": "Chunked generation inconsistency and max_cache_length only honored for quantized cache are related to generation/cache, but not the same underlying bug." + "reason": "Zero probabilities in SigLIP2 and unexpected position-id keys are different model-specific issues." }, { - "left": "issue:38175", - "right": "issue:44493", + "left": "issue:44464", + "right": "issue:46424", "accept": false, - "reason": "Unexpected zero probabilities in SigLIP2 and unexpected position-id key warnings are unrelated." + "reason": "Chunked generation inconsistency with compiled forward is unrelated to cache max length handling." }, { "left": "issue:29942", "right": "issue:35141", "accept": false, - "reason": "Flash Attention 2 test failures and output embedding reinitialization after resize are different bugs." + "reason": "Flash Attention 2 test failures and post-init reinitializing output embeddings are unrelated." }, { "left": "issue:29870", "right": "issue:32090", "accept": false, - "reason": "BART generate decoder_attention_mask bug and Trainer broadcast NoneType bug are unrelated." + "reason": "BART `generate()` decoder mask bug is unrelated to `_gpu_broadcast_one` NoneType broadcasting." }, { "left": "issue:45290", "right": "issue:45381", "accept": false, - "reason": "Chat-template tool-call crash and qwen2.5-vl video vision_position_ids bug are different code paths." + "reason": "Chat-template tool-call crash and qwen2.5-vl video position-id bug are different issues." }, { "left": "issue:10000", "right": "issue:15354", "accept": false, - "reason": "German DistilBertModel error and torch.jit GeneratorExp export failure are unrelated." + "reason": "DistilBertModel error in German and TorchScript generator-expression limitation in ViT are unrelated." }, { "left": "issue:43278", "right": "issue:43329", "accept": false, - "reason": "Training/evaluate dtype drift and multimodal video-token helper undefined names are different bugs." + "reason": "dtype change during evaluate and undefined video-token helper variables are unrelated." } ] }, "evaluator_result": { "accept": true, - "feedback": "The summary is grounded in the packet and stays conservative. The Qwen3.5-MoE pair (45310/45478) is the only clearly duplicate-looking match from the titles and timing, and the other pair verdicts avoid overclaiming." + "feedback": "Grounded overall. The packet contains only issues, so the \u2018no PRs\u2019 summary is correct. The lone accepted soft-edge pair, issue:45310 and issue:45478, is supported by the identical title and closely matching Qwen3.5 MoE from_pretrained symptom. The other soft-edge rejections are conservative and do not overclaim equivalence." }, "evaluator_used": true, "retried": false, @@ -10164,8 +10132,8 @@ "review_unit_count": 63, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-516", "nodes": [ @@ -10220,22 +10188,22 @@ "soft_pairs": [ "issue:37428|issue:42175", "issue:45290|issue:46655", - "issue:44448|issue:44977", "issue:29870|issue:33290", + "issue:44448|issue:44977", "issue:44360|issue:44561", "issue:43278|issue:43381", "issue:44855|issue:46399", "issue:40444|issue:43526", - "issue:45920|issue:46192", "issue:32090|issue:33290", + "issue:45920|issue:46192", "issue:43927|issue:45698", "issue:44977|issue:45229", "issue:42490|issue:43873", "issue:46421|issue:46858", "issue:25251|issue:32090", + "issue:43381|issue:43701", "issue:43873|issue:45229", "issue:44448|issue:44466", - "issue:43381|issue:43701", "issue:43976|issue:45440", "issue:44871|issue:44977", "issue:29127|issue:34567", @@ -10246,23 +10214,23 @@ "issue:44568|issue:45491", "issue:44361|issue:45198", "issue:44186|issue:45198", - "issue:41720|issue:45229", - "issue:45198|issue:45803" + "issue:45198|issue:45803", + "issue:41720|issue:45229" ], - "prepared_review_unit_hash": "c34962e7c7ea791231266059a649339196876cea6af201705f0a90db121c9170", + "prepared_review_unit_hash": "96c31c16fce5db573a8538730c1c271139aa14fc2ad39138fa5e114292105515", "component_budget": { "node_count": 516, "item_count": 516, "soft_pair_count": 1900, - "serialized_chars": 985297, - "estimated_input_tokens": 246325, - "estimated_eval_tokens": 492906 + "serialized_chars": 985312, + "estimated_input_tokens": 246328, + "estimated_eval_tokens": 492912 }, "budget": { "node_count": 47, "item_count": 47, "soft_pair_count": 30, - "serialized_chars": 36459, + "serialized_chars": 36458, "estimated_input_tokens": 9115, "estimated_eval_tokens": 18486 }, @@ -10271,192 +10239,192 @@ "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "These items are mostly unrelated one-off bug reports; none of the soft-similarity pairs look like true duplicates. The strongest anchor in the set is the broad v5 tokenizer regression report affecting many models.", - "confidence": 0.84, - "canonical_issue_reason": "issue:45920 is the broadest and most central bug report here: it covers a concrete tokenizer regression across multiple model families and already has inbound references.", + "summary": "The soft pairs are overwhelmingly false positives: they span unrelated subsystems, models, and failure modes, with no convincing duplicate cluster or mergeable PR pair here.", + "confidence": 0.99, + "canonical_issue_reason": "No canonical issue stands out because the items do not form a single underlying bug cluster; the pairwise similarities are superficial.", "canonical_pr_reason": null, - "best_issue_reason": "issue:45920 is the best representative issue for this cluster because it is the most broadly scoped and most likely to attract related reports.", + "best_issue_reason": "No issue is a strong global representative; the set is heterogeneous and lacks a shared code-path or concrete duplicate target.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:37428", "right": "issue:42175", "accept": false, - "reason": "Unrelated subsystems: flash-attention import error vs missing TensorFlow in a torch-only install." + "reason": "Unrelated failures: a flash-attention import error vs missing TensorFlow in a torch-only install." }, { "left": "issue:45290", "right": "issue:46655", "accept": false, - "reason": "Both are multimodal/input-processing bugs, but one is chat-template tool-call handling and the other is video padding calculation." + "reason": "Different code paths: chat template tool-call crash vs video processor padding bug." }, { - "left": "issue:44448", - "right": "issue:44977", + "left": "issue:29870", + "right": "issue:33290", "accept": false, - "reason": "Different model/regression cases: Pegasus output drift vs Qwen3.5 flash-attention generation failure." + "reason": "Bart generation UnboundLocalError is unrelated to Adafactor/DeepSpeed OOM." }, { - "left": "issue:29870", - "right": "issue:33290", + "left": "issue:44448", + "right": "issue:44977", "accept": false, - "reason": "Different failure modes: BART generate() UnboundLocalError vs DeepSpeed/Adafactor OOM." + "reason": "Different models and bugs: Pegasus output regression vs Qwen3.5 flash-attention generation failure." }, { "left": "issue:44360", "right": "issue:44561", "accept": false, - "reason": "No common code path; DSA indexer/ReLU discussion is unrelated to trust_remote_code breakage." + "reason": "DSA/ReLU discussion is unrelated to removal of a torch.fx helper breaking trust_remote_code." }, { "left": "issue:43278", "right": "issue:43381", "accept": false, - "reason": "Both involve eval-time behavior, but one is dtype drift and the other is gradient checkpointing support." + "reason": "Eval dtype drift and eval-mode gradient checkpointing are separate issues." }, { "left": "issue:44855", "right": "issue:46399", "accept": false, - "reason": "Both are import/runtime errors, but they affect different models and stem from different code paths." + "reason": "Both mention decorator/scripted code, but they are different model-specific import/registration bugs." }, { "left": "issue:40444", "right": "issue:43526", "accept": false, - "reason": "Different vision bugs: iterable dataset with multiple images vs BEiTFast label reduction." + "reason": "Qwen2.5-VL iterable-dataset multi-image failure is unrelated to BeitImageProcessorFast label reduction." }, { - "left": "issue:45920", - "right": "issue:46192", + "left": "issue:32090", + "right": "issue:33290", "accept": false, - "reason": "Both are tokenizer-related v5 issues, but one is wrong token IDs and the other is return_tensors being ignored." + "reason": "Trainer _gpu_broadcast_one NoneType error is unrelated to Adafactor memory usage in DeepSpeed." }, { - "left": "issue:32090", - "right": "issue:33290", + "left": "issue:45920", + "right": "issue:46192", "accept": false, - "reason": "Completely different problems: trainer broadcast NoneType vs optimizer memory usage/OOM." + "reason": "Wrong token IDs in AutoTokenizer is unrelated to return_tensors being ignored when text_kwargs is passed." }, { "left": "issue:43927", "right": "issue:45698", "accept": false, - "reason": "Both concern save/load customization, but one loses custom token IDs and the other loads the wrong custom module." + "reason": "Both are save/load regressions, but one loses config token IDs while the other loads the wrong custom module." }, { "left": "issue:44977", "right": "issue:45229", "accept": false, - "reason": "Generation issue vs multi-GPU CUDA OOM; not the same bug." + "reason": "Flash-attention generation failure is unrelated to Gemma4 multi-GPU CUDA OOM." }, { "left": "issue:42490", "right": "issue:43873", "accept": false, - "reason": "Local-path import warning is unrelated to quantization/offloading behavior." + "reason": "Trailing-slash import warning is unrelated to quantization/offloading behavior." }, { "left": "issue:46421", "right": "issue:46858", "accept": false, - "reason": "Both cache/compile related, but one is spurious recompilation and the other is device-tensor seq_length arithmetic breakage." + "reason": "Both involve cache/compile mechanics, but one is recompilation noise and the other is a device-tensor arithmetic bug." }, { "left": "issue:25251", "right": "issue:32090", "accept": false, - "reason": "Pipeline top_k nesting bug is unrelated to trainer broadcast errors." + "reason": "Pipeline top_k nesting bug is unrelated to Trainer broadcast/type handling." + }, + { + "left": "issue:43381", + "right": "issue:43701", + "accept": false, + "reason": "Gradient checkpointing in eval mode is unrelated to resume_from_checkpoint key mismatch." }, { "left": "issue:43873", "right": "issue:45229", "accept": false, - "reason": "Quantization/offloading behavior is unrelated to Gemma4 multi-GPU OOM." + "reason": "Quantization/offloading not working and multi-GPU OOM are different memory-management problems." }, { "left": "issue:44448", "right": "issue:44466", "accept": false, - "reason": "Both are v5-related model issues, but one is output drift and the other is serialization of tied weights." - }, - { - "left": "issue:43381", - "right": "issue:43701", - "accept": false, - "reason": "Eval-mode gradient checkpointing and resume-from-checkpoint key mismatch are unrelated." + "reason": "Pegasus v4/v5 output differences and lm_head serialization inconsistency are distinct bugs." }, { "left": "issue:43976", "right": "issue:45440", "accept": false, - "reason": "Python version compatibility issue vs DeepSeekV3 implementation divergence." + "reason": "Python version support regression is unrelated to DeepSeekV3MoE divergence from remote implementation." }, { "left": "issue:44871", "right": "issue:44977", "accept": false, - "reason": "Gemma EOS config mismatch is unrelated to Qwen3.5 flash-attention generation failure." + "reason": "Gemma eos_token_id mismatch and Qwen3.5 flash-attention generation failure are unrelated." }, { "left": "issue:29127", "right": "issue:34567", "accept": false, - "reason": "LayoutLMv3 error messaging and TrainerState token counting are unrelated." + "reason": "LayoutLMv3 error-message clarity is unrelated to TrainerState token counting not updating." }, { "left": "issue:33357", "right": "issue:39692", "accept": false, - "reason": "MacOS bus error in CLIP loading vs a SigLIP2 doc/example issue." + "reason": "MacOS CLIP bus error and SigLIP2 documentation errors are different issues." }, { "left": "issue:43278", "right": "issue:43575", "accept": false, - "reason": "Eval dtype change and Qwen2-57B TP OOM are different issues." + "reason": "Eval dtype change is unrelated to Qwen2-57B tensor-parallel OOM." }, { "left": "issue:44561", "right": "issue:44779", "accept": false, - "reason": "Both are v5 regressions, but one breaks trust_remote_code via removed helper and the other is tokenizer output correctness." + "reason": "Broken trust_remote_code after API removal is unrelated to DeepSeek tokenizer regression." }, { "left": "issue:45588", "right": "issue:45823", "accept": false, - "reason": "Different forward-path bugs: flash_attention.py s_aux handling vs device mismatch with device_map='auto'." + "reason": "Flash-attention s_aux=None crash and Gemma4 PLE device mismatch are different forward-pass bugs." }, { "left": "issue:44568", "right": "issue:45491", "accept": false, - "reason": "Tokenizer special-token regression is unrelated to Gemma3 NaN embeddings from sliding-window attention." + "reason": "Tokenizer special-token handling is unrelated to Gemma3 NaN embeddings from sliding-window attention." }, { "left": "issue:44361", "right": "issue:45198", "accept": false, - "reason": "Different tokenizer/preprocessing failures affecting different models and code paths." + "reason": "MLukeTokenizer AttributeError is unrelated to Wav2Vec2 save_pretrained/tokenization failure." }, { "left": "issue:44186", "right": "issue:45198", "accept": false, - "reason": "LayoutLMv2Tokenizer NER/padding crash is unrelated to Wav2Vec2 save/tokenization failure." + "reason": "LayoutLMv2 tokenizer crash and Wav2Vec2 save/tokenization failure are unrelated." }, { - "left": "issue:41720", - "right": "issue:45229", + "left": "issue:45198", + "right": "issue:45803", "accept": false, - "reason": "cudaErrorAssert on auto device mapping is not the same as multi-GPU OOM." + "reason": "Wav2Vec2 save/tokenization failure is unrelated to FuyuBatchFeature's bare-except bug." }, { - "left": "issue:45198", - "right": "issue:45803", + "left": "issue:41720", + "right": "issue:45229", "accept": false, - "reason": "Wav2Vec2 save/tokenization failure and Fuyu convert_to_tensors exception handling are different bugs." + "reason": "Qwen3 auto device mapping assert and Gemma4 multi-GPU OOM are distinct multi-GPU failures." } ] }, @@ -10475,8 +10443,8 @@ "review_unit_count": 63, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-516", "nodes": [ @@ -10539,44 +10507,44 @@ "issue:42915|issue:42994", "issue:43756|issue:45440", "issue:43653|issue:44442", - "issue:44265|issue:45198", - "issue:43065|issue:43994", "issue:43065|issue:45412", + "issue:43065|issue:43994", + "issue:44265|issue:45198", "issue:43575|issue:43701", "issue:29127|issue:33357", "issue:43412|issue:45588", "issue:45491|issue:46693", - "issue:45372|issue:45588", "issue:42490|issue:43381", + "issue:45372|issue:45588", "issue:29127|issue:35141", "issue:45245|issue:45563", "issue:45459|issue:45712", "issue:45440|issue:45593", "issue:43994|issue:45412", - "issue:45372|issue:45406", "issue:45406|issue:46701", "issue:43575|issue:44387", "issue:43421|issue:45491", + "issue:45372|issue:45406", "issue:43066|issue:44462", "issue:45412|issue:46369", "issue:44442|issue:45072", "issue:45372|issue:45459", "issue:27957|issue:33290" ], - "prepared_review_unit_hash": "7c9793c01a1fbef148c6e5e333809ace2a4766aed339773e17357e635a5229bb", + "prepared_review_unit_hash": "3fd8d840861372c93ef5828ab76e3e09b1494e818933dd77d7b933d83d7742b7", "component_budget": { "node_count": 516, "item_count": 516, "soft_pair_count": 1900, - "serialized_chars": 985297, - "estimated_input_tokens": 246325, - "estimated_eval_tokens": 492906 + "serialized_chars": 985312, + "estimated_input_tokens": 246328, + "estimated_eval_tokens": 492912 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 32, - "serialized_chars": 37285, + "serialized_chars": 37287, "estimated_input_tokens": 9322, "estimated_eval_tokens": 18900 }, @@ -10585,204 +10553,204 @@ "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "The candidate pairs are mostly false positives: they share broad subsystems at most, but not the same concrete bug/change. No PRs were provided. I\u2019d anchor the set on the active FA2 regression report, but it is not a duplicate of the others.", - "confidence": 0.61, - "canonical_issue_reason": "issue:46693 is the most representative issue here: open, highly discussed, and tied to a concrete Flash Attention 2 regression. It is a better anchor than the nearby FA2 test-failure reports, though not a duplicate of them.", + "summary": "These items are a heterogeneous set of unrelated bugs across model loading, tokenization, quantization, generation, and exporter paths. None of the soft-edge pairs look like the same underlying defect, so there is no clear duplicate cluster here.", + "confidence": 0.97, + "canonical_issue_reason": null, "canonical_pr_reason": null, - "best_issue_reason": "issue:46693 is the strongest standalone issue for triage: it has the most activity and a clear, actionable regression description.", + "best_issue_reason": null, "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:43611", "right": "issue:46121", "accept": false, - "reason": "One is a base_model_prefix loading regression; the other is a rope-validation TypeError from JSON-loaded lists. Different code paths and symptoms." + "reason": "Different failure classes: base_model_prefix loading regression vs rope-validation TypeError from JSON-loaded lists." }, { "left": "issue:44977", "right": "issue:45563", "accept": false, - "reason": "Qwen3.5 flash-attention generation failure vs a stale warning in paged generate(); unrelated bugs." + "reason": "Qwen3.5 flash-attention generation bug vs a stale warning in paged generate(); no shared code-path bug." }, { "left": "issue:29870", "right": "issue:34689", "accept": false, - "reason": "BART decoder_attention_mask UnboundLocalError and Llama 3.2 Vision loading breakage are separate model-specific regressions." + "reason": "BART generate() decoder mask bug vs Llama 3.2 Vision model loading breakage; unrelated symptoms and components." }, { "left": "issue:29942", "right": "issue:30064", "accept": false, - "reason": "Flash Attention 2 test failures vs image processor void segmentation map handling; no shared underlying bug." + "reason": "Flash Attention 2 tests vs image processor segmentation-map handling; different subsystems." }, { "left": "issue:43653", "right": "issue:44743", "accept": false, - "reason": "BigBirdTokenizer special-token registration vs Qwen3.5 recurrent-state caching; different components and failure modes." + "reason": "Tokenizer special-token decode bug vs Qwen recurrent-state reset logic; not the same underlying issue." }, { "left": "issue:44206", "right": "issue:44479", "accept": false, - "reason": "Feature extractor center-arg crash and video-input regression in Qwen models do not point to the same code-path." + "reason": "Feature extractor center-arg regression vs video-input regression for Qwen VL models; unrelated code paths." }, { "left": "issue:42915", "right": "issue:42994", "accept": false, - "reason": "FineGrainedFP8Config failure for Qwen3Moe and quantized model saving failure are distinct quantization issues." + "reason": "FP8 config failure in Qwen3Moe vs quantized model saving failure; different operations and errors." }, { "left": "issue:43756", "right": "issue:45440", "accept": false, - "reason": "Smollm3 RoPE-layer mismatch and DeepseekV3MoE divergence from remote implementation are unrelated model-specific bugs." + "reason": "Smollm3 RoPE-layer mismatch vs DeepseekV3MoE implementation divergence; both model-specific but not the same bug." }, { "left": "issue:43653", "right": "issue:44442", "accept": false, - "reason": "Both are tokenizer-related, but one is BigBird mask-token registration and the other is AutoTokenizer loading FastSpeech2ConformerTokenizer; not the same bug." + "reason": "BigBirdTokenizer decode issue vs AutoTokenizer loading FastSpeech2ConformerTokenizer; different tokenizer bugs." }, { - "left": "issue:44265", - "right": "issue:45198", + "left": "issue:43065", + "right": "issue:45412", "accept": false, - "reason": "torch.export failure on torch_compilable_check vs Wav2Vec2 save_pretrained/tokenization failure; different surfaces and causes." + "reason": "Dummy Conv2d placeholder in Sam3PixelDecoder vs RT-DETR memory leak on deletion; unrelated." }, { "left": "issue:43065", "right": "issue:43994", "accept": false, - "reason": "Dummy Conv2d in Sam3PixelDecoder and SigLIP2 nonsensical AutoModel output are separate issues." + "reason": "Placeholder layer cleanup issue vs SigLIP2 model output regression; no shared defect." }, { - "left": "issue:43065", - "right": "issue:45412", + "left": "issue:44265", + "right": "issue:45198", "accept": false, - "reason": "A dummy layer in Sam3PixelDecoder and an RT-DETR memory leak are not the same underlying bug." + "reason": "torch.export failure with torch_compilable_check vs Wav2Vec2 save/tokenization failure; different code paths." }, { "left": "issue:43575", "right": "issue:43701", "accept": false, - "reason": "Tensor-parallel OOM while loading a Qwen2 model vs resume_from_checkpoint key mismatch; unrelated." + "reason": "OOM when loading a large model with tensor parallelism vs checkpoint resume key mismatch; unrelated." }, { "left": "issue:29127", "right": "issue:33357", "accept": false, - "reason": "LayoutLMv3 error-message clarity and a MacOS bus error on CLIP loading are different problems." + "reason": "LayoutLMv3 validation error message vs MacOS CLIP bus error; different models and failure modes." }, { "left": "issue:43412", "right": "issue:45588", "accept": false, - "reason": "Gemma3n export failures and flash_attention.py crashing on s_aux=None are separate code paths." + "reason": "Executorch export guard/erfinv issue vs flash_attention.py crash on s_aux=None; unrelated exporter vs attention helper bugs." }, { "left": "issue:45491", "right": "issue:46693", "accept": false, - "reason": "Both touch FA2/long-context, but one is Gemma3 NaNs with mixed-length padding and the other is a performance regression after 5.2.0; not the same concrete bug." + "reason": "Gemma3 NaNs from sliding-window/all-padding logic vs Flash Attention 2 performance regression; correctness vs performance and different model scope." }, { - "left": "issue:45372", - "right": "issue:45588", + "left": "issue:42490", + "right": "issue:43381", "accept": false, - "reason": "Gemma 4 processor loading import error vs flash_attention AttributeError on sink-less models; different failures." + "reason": "Local-path import warning vs gradient checkpointing eval-mode restriction; no common bug." }, { - "left": "issue:42490", - "right": "issue:43381", + "left": "issue:45372", + "right": "issue:45588", "accept": false, - "reason": "Trailing-slash local path warning and gradient checkpointing in eval mode are unrelated." + "reason": "Gemma 4 processor import failure vs flash_attention.py s_aux=None crash; different layers of the stack." }, { "left": "issue:29127", "right": "issue:35141", "accept": false, - "reason": "LayoutLMv3 box-count error messaging and token-embedding reinitialization after resize are unrelated." + "reason": "LayoutLMv3 error-message clarity vs embedding reinitialization after resize; unrelated." }, { "left": "issue:45245", "right": "issue:45563", "accept": false, - "reason": "Category-count runtime limit vs stale generate() warning; no common underlying bug." + "reason": "Category-cardinality runtime limit vs stale generate() warning; unrelated behavior." }, { "left": "issue:45459", "right": "issue:45712", "accept": false, - "reason": "Tokenizer exception masking without protobuf and leftover dummy classes in dummy_pt_objects are unrelated maintenance issues." + "reason": "Tokenizer exception masking due to protobuf handling vs leftover dummy classes leaking into API surface; unrelated." }, { "left": "issue:45440", "right": "issue:45593", "accept": false, - "reason": "DeepseekV3MoE divergence and D-FINE auxiliary-loss behavior are different model implementations." + "reason": "DeepseekV3MoE divergence vs D-FINE auxiliary-loss logic; different models and bugs." }, { "left": "issue:43994", "right": "issue:45412", "accept": false, - "reason": "SigLIP2 inference nonsense and RT-DETR memory release/leak behavior are unrelated." - }, - { - "left": "issue:45372", - "right": "issue:45406", - "accept": false, - "reason": "Gemma 4 processor import failure and Gemma4Processor missing _tokenizer in serve are related to the same model family, but they are distinct bugs with different root causes." + "reason": "SigLIP2 inference regression vs RT-DETR memory leak; unrelated." }, { "left": "issue:45406", "right": "issue:46701", "accept": false, - "reason": "Gemma4Processor serve crash and DiffusionGemmaGenerationOutput pipeline failure are different problems." + "reason": "Gemma4Processor serve crash vs DiffusionGemmaGenerationOutput pipeline failure; related model family but not the same concrete bug." }, { "left": "issue:43575", "right": "issue:44387", "accept": false, - "reason": "OOM when loading a specific Qwen2 model with tp and a Transformers 5.x int4 memory regression are both OOMs, but not the same bug." + "reason": "Model-loading OOM for one large Qwen checkpoint vs int4 quantization reserved-memory regression; both OOMs, but different causes and fixes." }, { "left": "issue:43421", "right": "issue:45491", "accept": false, - "reason": "Runtime special-token post-processor update bug vs Gemma3 mixed-length NaNs; unrelated." + "reason": "Runtime special-token post-processing bug vs Gemma3 NaN embeddings; tokenizer mutation vs attention numerics." + }, + { + "left": "issue:45372", + "right": "issue:45406", + "accept": false, + "reason": "Import-time ReasoningEffort dependency break vs missing _tokenizer attribute in serve; likely related area, but not the same failure." }, { "left": "issue:43066", "right": "issue:44462", "accept": false, - "reason": "Wrong tokenizer decoder type in v5 and ignoring tokenizer.json are both tokenizer-loading issues, but not the same concrete defect." + "reason": "Wrong decoder type in Transformers v5 vs AutoTokenizer ignoring tokenizer.json; both tokenizer loading issues, but distinct bugs." }, { "left": "issue:45412", "right": "issue:46369", "accept": false, - "reason": "RT-DETR memory leak and sam3-litetext memory overflow are separate memory issues in different models." + "reason": "RT-DETR memory leak vs sam3-litetext memory overflow; both memory-related but different models and mechanisms." }, { "left": "issue:44442", "right": "issue:45072", "accept": false, - "reason": "FastSpeech2ConformerTokenizer loading failure and bfloat16 dtype mismatches in SwitchTransformers/TimmWrapperModel are unrelated." + "reason": "AutoTokenizer loading failure vs bfloat16 dtype mismatch in inference wrappers; unrelated." }, { "left": "issue:45372", "right": "issue:45459", "accept": false, - "reason": "Gemma 4 processor import breakage and protobuf decode-error masking are different tokenizer/processor issues." + "reason": "Gemma 4 processor import breakage vs protobuf-related tokenizer error masking; different root causes." }, { "left": "issue:27957", "right": "issue:33290", "accept": false, - "reason": "XLMRoberta Flash Attention 2 support and Adafactor OOM in deepspeed are unrelated." + "reason": "XLMRoberta Flash Attention 2 support vs Adafactor+DeepSpeed OOM; both performance-related, but not the same bug." } ] }, @@ -10801,8 +10769,8 @@ "review_unit_count": 63, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-516", "nodes": [ @@ -10859,14 +10827,14 @@ "issue:43526|issue:45834", "issue:27957|issue:29127", "issue:43824|issue:44279", - "issue:43526|issue:46693", "issue:33290|issue:34689", "issue:33290|issue:35141", + "issue:43526|issue:46693", "issue:44857|issue:45588", "issue:43994|issue:46369", "issue:43526|issue:44186", - "issue:42915|issue:43931", "issue:43334|issue:43531", + "issue:42915|issue:43931", "issue:45250|issue:46640", "issue:43381|issue:43873", "issue:45588|issue:46821", @@ -10879,208 +10847,214 @@ "issue:44442|issue:44898", "issue:43262|issue:44206", "issue:42490|issue:44743", - "issue:43720|issue:44442", "issue:27957|issue:29870", + "issue:43720|issue:44442", "issue:42175|issue:46234", "issue:43316|issue:43525", "issue:44077|issue:44479" ], - "prepared_review_unit_hash": "f1186cdb10c3c74ec13b18cb0e780a4ccf98a22d0a9ce89847e19f670969e3ac", + "prepared_review_unit_hash": "9116f08dda56cb8c6ef8a788d78f6102ab6fb814d078a92febdaf4e82f0e85b6", "component_budget": { "node_count": 516, "item_count": 516, "soft_pair_count": 1900, - "serialized_chars": 985297, - "estimated_input_tokens": 246325, - "estimated_eval_tokens": 492906 + "serialized_chars": 985312, + "estimated_input_tokens": 246328, + "estimated_eval_tokens": 492912 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 28, - "serialized_chars": 35980, - "estimated_input_tokens": 8995, - "estimated_eval_tokens": 18246 + "serialized_chars": 35983, + "estimated_input_tokens": 8996, + "estimated_eval_tokens": 18248 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "These items do not form a coherent duplicate cluster; they span unrelated bugs across OCR, model loading, quantization, Flash Attention, tokenizers, and packaging. No soft-edge pair is strong enough to merge.", - "confidence": 0.96, - "canonical_issue_reason": "No single canonical issue: the set is heterogeneous and the titles point to different subsystems and failure modes rather than one underlying bug.", + "summary": "This cluster is highly heterogeneous: most items are unrelated issue reports that only overlap on broad keywords like \"flash attention\", \"Qwen\", or generic loading/runtime failures. I found no soft-edge pair that looks like the same underlying bug or change, so none should be merged as duplicates.", + "confidence": 0.9, + "canonical_issue_reason": "No strong canonical issue exists because the cluster does not represent one coherent bug family. If a placeholder representative is needed, issue:45250 is the broadest and most generic flash-attention-related title, but it is not a true center.", "canonical_pr_reason": null, - "best_issue_reason": "No issue is a good global representative because there is no shared concrete problem across the cluster; any choice would be arbitrary.", + "best_issue_reason": "Issue:45250 is the least specific, most broadly named issue in the set, so it is the best weak representative only as a placeholder. It should not be treated as a real duplicate anchor for the rest of the cluster.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:43526", "right": "issue:45834", "accept": false, - "reason": "Different bugs in different vision/OCR paths: label reduction vs long OCR indexing." + "reason": "Different models and failure modes: BeitImageProcessorFast label reduction vs Kosmos2.5 long OCR indexing." }, { "left": "issue:27957", "right": "issue:29127", "accept": false, - "reason": "Unrelated models and failures: Flash Attention support vs LayoutLMv3 box validation messaging." + "reason": "Unrelated topics: XLM-RoBERTa Flash Attention 2 support vs LayoutLMv3 box-validation error messaging." }, { "left": "issue:43824", "right": "issue:44279", "accept": false, - "reason": "Import/export issue for a specific Qwen class vs a generic dependency complaint." - }, - { - "left": "issue:43526", - "right": "issue:46693", - "accept": false, - "reason": "Different domains: BEiT image processor label handling vs FA2 long-context performance regression." + "reason": "One is a specific Qwen2.5-VL import error; the other is a vague dependency issue and not the same code path." }, { "left": "issue:33290", "right": "issue:34689", "accept": false, - "reason": "OOM with Adafactor/DeepSpeed is unrelated to Llama 3.2 model loading failure." + "reason": "Deepspeed+Adafactor OOM is unrelated to Llama 3.2 Vision model loading regression." }, { "left": "issue:33290", "right": "issue:35141", "accept": false, - "reason": "Optimizer memory use is not the same as embedding reinitialization during post_init." + "reason": "Optimizer memory/OOM behavior is unrelated to embedding resize/post_init reinitialization." + }, + { + "left": "issue:43526", + "right": "issue:46693", + "accept": false, + "reason": "ImageProcessor label handling is unrelated to FA2 long-context performance regression." }, { "left": "issue:44857", "right": "issue:45588", "accept": false, - "reason": "Different crash sites: LwDetrImageLoss AMP/CUDA vs flash_attention.py sink handling." + "reason": "Different components and bugs: LwDETR AMP crash vs flash_attention.py AttributeError on sink-less models." }, { "left": "issue:43994", "right": "issue:46369", "accept": false, - "reason": "SigLIP2 inference quality issue is unrelated to SAM3 LiteText memory overflow." + "reason": "SIGLIP2 inference quality issue is unrelated to SAM3 LiteText memory overflow." }, { "left": "issue:43526", "right": "issue:44186", "accept": false, - "reason": "Different tokenizer/processor code paths and different symptoms." + "reason": "BeitImageProcessorFast label reduction is unrelated to LayoutLMv2Tokenizer NER/padding crashes." }, { - "left": "issue:42915", - "right": "issue:43931", + "left": "issue:43334", + "right": "issue:43531", "accept": false, - "reason": "Qwen3MoE FP8 config failure is distinct from Qwen3-VL weight-shape mismatch." + "reason": "Both are Qwen-related, but one is a missing pad_token_id attribute and the other is a sliding_window bug; not the same defect." }, { - "left": "issue:43334", - "right": "issue:43531", + "left": "issue:42915", + "right": "issue:43931", "accept": false, - "reason": "Both are Qwen-family, but one is a missing config attribute and the other is a sliding-window behavior bug." + "reason": "Qwen3Moe FineGrainedFP8Config failure and Qwen3-VL weight-shape mismatch are different loading/configuration issues." }, { "left": "issue:45250", "right": "issue:46640", "accept": false, - "reason": "Both mention Flash Attention 2, but the reports are too generic to show the same underlying bug." + "reason": "Both mention Flash Attention 2, but the titles are too generic to show the same concrete bug or fix." }, { "left": "issue:43381", "right": "issue:43873", "accept": false, - "reason": "Gradient checkpointing in eval mode is unrelated to quantization offloading behavior." + "reason": "Gradient-checkpointing eval-mode restriction is unrelated to quantization offload behavior." }, { "left": "issue:45588", "right": "issue:46821", "accept": false, - "reason": "Different components entirely: flash attention sink handling vs TimesFM window_size attribute error." + "reason": "flash_attention.py sinkless-model crash is unrelated to TimesFM window_size AttributeError." }, { "left": "issue:43646", "right": "issue:44077", "accept": false, - "reason": "Custom model init breakage in Transformers v5 is not the same as patchtsmixer post_init policy." + "reason": "Custom model initialization breakage is a different API issue than patchtsmixer's post_init allowance." }, { "left": "issue:46121", "right": "issue:46399", "accept": false, - "reason": "ROPE validation TypeError is unrelated to Qwen3.5 kernel registration/decorator failure." + "reason": "rope-validation TypeError from JSON-loaded lists is unrelated to Qwen3.5 kernel registration missing decorator." }, { "left": "issue:44514", "right": "issue:45381", "accept": false, - "reason": "Both are Qwen2.5-VL, but one crashes in chat template batching and the other has wrong video position ids." + "reason": "Both are Qwen2.5-VL, but one crashes on batched chat-template padding and the other has wrong video vision_position_ids." }, { "left": "issue:43761", "right": "issue:45859", "accept": false, - "reason": "CLIPVision hidden_states regression is unrelated to Qwen3_5Moe CPU offload compatibility." + "reason": "CLIPVisionModel hidden_states regression is unrelated to Qwen3_5Moe CPU offload compatibility." }, { "left": "issue:44977", "right": "issue:45245", "accept": false, - "reason": "Qwen3.5 Flash Attention generation bug is unrelated to the category-count runtime error." + "reason": "Flash-attention generation bug and category-cardinality runtime error are completely unrelated." }, { "left": "issue:44743", "right": "issue:44811", "accept": false, - "reason": "Qwen recurrent-state caching bug and Whisper batch_decode token skipping are different code paths." + "reason": "Recurrent-state reset in modular_qwen3_5.py is unrelated to Whisper batch_decode skip_special_tokens handling." }, { "left": "issue:44442", "right": "issue:44898", "accept": false, - "reason": "Tokenizer loading failure and Perceiver resolution/interpolation failure are unrelated." + "reason": "Tokenizer loading failure is unrelated to Perceiver non-default-resolution interpolation failure." }, { - "left": "issue:43262", - "right": "issue:44206", + "left": "issue:42175", + "right": "issue:46234", "accept": false, - "reason": "Audio processor sample-rate defaulting is not the same as LASR feature extractor center-arg crash." + "reason": "Packaging/backends dependency issue is unrelated to a missing import_utils helper function." }, { - "left": "issue:42490", - "right": "issue:44743", + "left": "issue:43316", + "right": "issue:43525", "accept": false, - "reason": "Local-path import warning is unrelated to Qwen recurrent state reset." + "reason": "Both are config-API discrepancies, but for different models and different missing fields; not one underlying bug." }, { - "left": "issue:43720", - "right": "issue:44442", + "left": "issue:44077", + "right": "issue:44479", "accept": false, - "reason": "BitNet packed-weight loading failure is unrelated to FastSpeech2Conformer tokenizer loading." + "reason": "patchtsmixer post_init policy and Qwen video-input regression are unrelated changes." }, { "left": "issue:27957", "right": "issue:29870", "accept": false, - "reason": "XLM-R Flash Attention support and BART generate decoder mask bug are different failures." + "reason": "Flash Attention 2 support for XLM-RoBERTa is unrelated to BART generate decoder_attention_mask initialization." + }, + { + "left": "issue:43720", + "right": "issue:44442", + "accept": false, + "reason": "BitNet packed-weight loading bug is unrelated to FastSpeech2Conformer tokenizer loading." }, { "left": "issue:42175", "right": "issue:46234", "accept": false, - "reason": "Packaging/backends issue is unrelated to a missing import_utils availability helper." + "reason": "Dependency/backend installation issue and missing import utility symbol are not the same defect." }, { "left": "issue:43316", "right": "issue:43525", "accept": false, - "reason": "Gemma3TextConfig API mismatch is distinct from Llama4Config missing pad_token_id." + "reason": "Gemma3TextConfig API discrepancy and Llama4Config missing pad_token_id are different model-specific configuration problems." }, { "left": "issue:44077", "right": "issue:44479", "accept": false, - "reason": "PatchTSMixer post_init policy and Qwen video-input regression are unrelated." + "reason": "patchtsmixer post_init constraint does not match Qwen video regression." } ] }, @@ -11099,8 +11073,8 @@ "review_unit_count": 63, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-516", "nodes": [ @@ -11161,15 +11135,15 @@ "issue:44855|issue:45137", "issue:43643|issue:44913", "issue:43316|issue:45759", - "issue:43749|issue:43931", "issue:44987|issue:46178", + "issue:43749|issue:43931", "issue:44190|issue:44496", "issue:42617|issue:43575", - "issue:43931|issue:45216", "issue:43701|issue:46506", + "issue:43931|issue:45216", "issue:44442|issue:45803", - "issue:43232|issue:43388", "issue:43550|issue:43701", + "issue:43232|issue:43388", "issue:43575|issue:43742", "issue:43761|issue:44079", "issue:27957|issue:32090", @@ -11180,190 +11154,190 @@ "issue:42907|issue:45698", "issue:16998|issue:22355" ], - "prepared_review_unit_hash": "b78d5825df5bbe8dac87d6121424183c8151e9f87cd5ad65fe7d235f2d31e91e", + "prepared_review_unit_hash": "3a9b11e7921f7313b32dc6b133a549990ef939edd346bd9837adbbd1b7d43fab", "component_budget": { "node_count": 516, "item_count": 516, "soft_pair_count": 1900, - "serialized_chars": 985297, - "estimated_input_tokens": 246325, - "estimated_eval_tokens": 492906 + "serialized_chars": 985312, + "estimated_input_tokens": 246328, + "estimated_eval_tokens": 492912 }, "budget": { "node_count": 47, "item_count": 47, "soft_pair_count": 26, - "serialized_chars": 34931, - "estimated_input_tokens": 8733, - "estimated_eval_tokens": 17722 + "serialized_chars": 34925, + "estimated_input_tokens": 8732, + "estimated_eval_tokens": 17720 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "The cluster is a loose mix of unrelated Transformers bug reports; none of the soft pairs look like true duplicates, so there is no strong canonical grouping signal.", - "confidence": 0.72, - "canonical_issue_reason": "Issue #43749 is the best canonical stand-in only because it is one of the broadest, most central loading regressions and has the strongest cross-reference activity in this set; however, the overall cluster is heterogeneous.", + "summary": "The set is heterogeneous: the similarity links are mostly superficial and do not describe the same underlying bug or change. No PRs are present. If a single issue must represent the cluster, #43873 is the broadest and most active candidate, but the items do not form a true duplicate group.", + "confidence": 0.91, + "canonical_issue_reason": "#43873 is the most general and actively discussed issue in the set, with inbound references and a broad runtime/quantization/offloading scope; it is the best single representative if one must be chosen.", "canonical_pr_reason": null, - "best_issue_reason": "#43749 is the most suitable representative issue for dedupe triage: it has high discussion/inbound reference activity and describes a concrete, broadly impactful regression in a core loading path.", + "best_issue_reason": "#43873 is the strongest standalone issue: it is open, broadly relevant, and likely to attract follow-up fixes compared with the narrower, model-specific reports here.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:45003", "right": "issue:45440", "accept": false, - "reason": "Different problems: unsafe sys.modules access in modeling_utils vs a DeepSeekV3MoE implementation divergence." + "reason": "Both touch modeling internals, but one is a sys.modules safety bug and the other is a native-vs-remote DeepSeekV3 behavior mismatch; not the same code-path problem." }, { "left": "issue:43493", "right": "issue:43827", "accept": false, - "reason": "One is a SigLIP2 model parity bug; the other is a documentation cleanup for removed pipeline() usage." + "reason": "One reports a SigLIP2 implementation discrepancy; the other is a docs issue about stale pipeline references. Same repo area, different bug class." }, { "left": "issue:43873", "right": "issue:44871", "accept": false, - "reason": "Quantization/offloading behavior is unrelated to the Gemma-3 eos_token_id configuration mismatch." + "reason": "Quantization/offloading behavior and Gemma eos_token_id config inconsistency are unrelated issues." }, { "left": "issue:44062", "right": "issue:45907", "accept": false, - "reason": "Tokenizer AddedToken constructor failure is unrelated to list_repo_files failing to forward revision." + "reason": "AddedToken duplicate keyword handling and list_repo_files missing revision forwarding are unrelated API bugs." }, { "left": "issue:45325", "right": "issue:46697", "accept": false, - "reason": "Qwen2.5-VL rope-index math and Swin2SR image padding are different preprocessing bugs." + "reason": "Both concern vision preprocessing, but one is rope/index scaling in Qwen2.5-VL and the other is over-padding in Swin2SR; not mergeable as one fix." }, { "left": "issue:44855", "right": "issue:45137", "accept": false, - "reason": "Python 3.13 JIT parsing/import failure is unrelated to the DeepSpeed ZeRO3 deque error." + "reason": "Python 3.13 torch.jit parsing failure and DeepSpeed ZeRO3 deque underflow are separate runtime failures." }, { "left": "issue:43643", "right": "issue:44913", "accept": false, - "reason": "Missing fields from trust_remote_code config loading is distinct from rotary_pct not persisting on reload." + "reason": "Missing fields from trust_remote_code AutoConfig loading is unrelated to GPTNeoX rotary_pct not persisting on reload." }, { "left": "issue:43316", "right": "issue:45759", "accept": false, - "reason": "Gemma3TextConfig API inconsistency is not the same as failing to unwrap text_config for composite Qwen multimodal configs." + "reason": "Gemma3TextConfig API mismatch and Qwen multimodal text_config unwrapping are both config-shape issues, but they affect different model families and code paths." }, { - "left": "issue:43749", - "right": "issue:43931", + "left": "issue:44987", + "right": "issue:46178", "accept": false, - "reason": "FSDP CPU RAM efficient loading regression is a different loading path than Qwen3-VL weight-shape mismatch." + "reason": "Loading a specific repo failing in transformers>=5.1.0 and tensorflow_text being an unmapped backend are different loader/backend problems." }, { - "left": "issue:44987", - "right": "issue:46178", + "left": "issue:43749", + "right": "issue:43931", "accept": false, - "reason": "A transformer model loading regression is unrelated to the tensorflow_text backend registration error." + "reason": "FSDP CPU RAM efficient loading and a Qwen3-VL weight-shape mismatch are distinct model-loading failures." }, { "left": "issue:44190", "right": "issue:44496", "accept": false, - "reason": "Local dataset loading in an example script is unrelated to AutoTokenizer failing on a specific tokenizer class." + "reason": "Local dataset loading in an example script and an unrecognized model/config.json issue are unrelated." }, { "left": "issue:42617", "right": "issue:43575", "accept": false, - "reason": "3d_parallel.py execution failure is not the same bug as Qwen2-57B tensor-parallel OOM on load." + "reason": "3d_parallel.py execution failure and Qwen2-57B-A14B-Instruct tp OOM are different training/inference problems." }, { - "left": "issue:43931", - "right": "issue:45216", + "left": "issue:43701", + "right": "issue:46506", "accept": false, - "reason": "Weight-shape mismatch on load is different from saving an incorrect checkpoint via save_pretrained." + "reason": "Resume checkpoint key mismatch and CPU/CUDA divergence in PPDocLayoutV3 are not the same underlying bug." }, { - "left": "issue:43701", - "right": "issue:46506", + "left": "issue:43931", + "right": "issue:45216", "accept": false, - "reason": "Checkpoint resume key mismatch is unrelated to PPDocLayoutV3 CPU/CUDA numerical divergence." + "reason": "A model weight-shape mismatch and a save_pretrained regression in Qwen3.5 are both model-related, but they concern different phases and failures." }, { "left": "issue:44442", "right": "issue:45803", "accept": false, - "reason": "Tokenizer loading failure is not the same as a bare except swallowing errors in FuyuBatchFeature conversion." + "reason": "AutoTokenizer failing for one tokenizer class and a bare except swallowing errors in FuyuBatchFeature are separate tokenizer/preprocessing bugs." }, { - "left": "issue:43232", - "right": "issue:43388", + "left": "issue:43550", + "right": "issue:43701", "accept": false, - "reason": "Generation kwargs synchronization and gather_for_metrics tuple handling are different Trainer/metrics bugs." + "reason": "torch.compile/SDPA failure in Bamba-9B-v2 and resume_from_checkpoint key mismatch are unrelated." }, { - "left": "issue:43550", - "right": "issue:43701", + "left": "issue:43232", + "right": "issue:43388", "accept": false, - "reason": "torch.compile + SDPA failure is unrelated to resume_from_checkpoint key mismatches." + "reason": "Generation kwargs update after sync_gpus and gather_for_metrics truncation of tuple labels are different training/runtime issues." }, { "left": "issue:43575", "right": "issue:43742", "accept": false, - "reason": "OOM while loading a large Qwen model is not the same as a KeyError loading MobileLLM-125M." + "reason": "TP OOM when loading Qwen2-57B-A14B-Instruct and MobileLLM key error are distinct model-loading failures." }, { "left": "issue:43761", "right": "issue:44079", "accept": false, - "reason": "CLIPVisionModel returning hidden_states=None is a model forward bug, not the generic ModelOutput key assignment issue." + "reason": "CLIPVisionModel hidden_states regression and ModelOutput key assignment from None are not the same bug, even if both affect outputs." }, { "left": "issue:27957", "right": "issue:32090", "accept": false, - "reason": "Flash Attention 2 behavior in XLMRoberta is unrelated to the NoneType broadcast error in Trainer." + "reason": "Flash Attention 2 support for XLMRoberta and a Trainer _gpu_broadcast_one NoneType error are unrelated." }, { "left": "issue:43761", "right": "issue:44188", "accept": false, - "reason": "Missing hidden_states output is unrelated to attention-kernel divergence under torch.compile." + "reason": "Hidden_states regression in CLIPVisionModel and attention-kernel divergence under torch.compile involve different components and failure modes." }, { "left": "issue:43606", "right": "issue:43701", "accept": false, - "reason": "CPU offload device mismatch for bark-small is a different issue than checkpoint resume key mismatches." + "reason": "CPU offload device mismatch for bark-small and checkpoint resume key mismatch are unrelated." }, { "left": "issue:25251", "right": "issue:28282", "accept": false, - "reason": "Pipeline top_k output nesting and missing PyTorch dependency are entirely different issues." + "reason": "Pipeline top_k output nesting and missing PyTorch for AutoModel are separate issues." }, { "left": "issue:46829", "right": "issue:46932", "accept": false, - "reason": "VideoPrism output field confusion is not the same as Gemma4 quantized embedder dtype casting." + "reason": "VideoPrism hidden_states misassignment and Gemma4 dtype casting for quantized embedders are different model-specific bugs." }, { "left": "issue:42907", "right": "issue:45698", "accept": false, - "reason": "Saving dequantized model weights is a different failure mode than loading the wrong custom module after save_pretrained." + "reason": "Saving dequantized Ministrals/Devstrals and loading the wrong custom module after save_pretrained are both save/load-related, but they are different root causes." }, { "left": "issue:16998", "right": "issue:22355", "accept": false, - "reason": "DeBERTa max length question and missing transformers.onnx module are unrelated." + "reason": "model_max_length handling for DeBERTa-V3 and missing transformers.onnx module are unrelated." } ] }, @@ -11382,8 +11356,8 @@ "review_unit_count": 63, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-516", "nodes": [ @@ -11445,8 +11419,8 @@ "issue:43316|issue:43716", "issue:43316|issue:46821", "issue:44464|issue:46421", - "issue:43646|issue:44913", "issue:43452|issue:44496", + "issue:43646|issue:44913", "issue:44871|issue:46050", "issue:45803|issue:46365", "issue:44162|issue:44792", @@ -11466,202 +11440,202 @@ "issue:43352|issue:46640", "issue:45127|issue:45200" ], - "prepared_review_unit_hash": "df2c6025f8b5ab6bf8d513f62e1d78848c7f6dfd120b4dc624c6676692c0b543", + "prepared_review_unit_hash": "d2cb5d65c3298a86d96dcde84849694721593646aeaeac784dc6e29fd50f084c", "component_budget": { "node_count": 516, "item_count": 516, "soft_pair_count": 1900, - "serialized_chars": 985297, - "estimated_input_tokens": 246325, - "estimated_eval_tokens": 492906 + "serialized_chars": 985312, + "estimated_input_tokens": 246328, + "estimated_eval_tokens": 492912 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 28, - "serialized_chars": 35919, - "estimated_input_tokens": 8980, - "estimated_eval_tokens": 18216 + "serialized_chars": 35930, + "estimated_input_tokens": 8983, + "estimated_eval_tokens": 18222 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is heterogeneous: most pairs are only superficially similar and do not look like the same underlying bug/change. The best representative issue is the custom-module loading regression around save_pretrained/from_pretrained, which has the broadest signal in the set.", - "confidence": 0.41, - "canonical_issue_reason": "Issue 45698 is the strongest representative target: it is a concrete loading/serialization regression, has the highest discussion/inbound activity, and best matches the duplicate pattern of custom model load failures in this cluster.", + "summary": "This cluster is mostly a grab bag of unrelated Transformers issues across model loading, config compatibility, processors, caching, and backend support. None of the soft pairs look like true duplicates of the same concrete bug/change, so I would not merge any of them.", + "confidence": 0.77, + "canonical_issue_reason": "issue:43646 is the broadest umbrella here: it describes a Transformers 5.0 custom model initialization regression, which is the closest thing to a central theme among several v5 load/config breakages in the set.", "canonical_pr_reason": null, - "best_issue_reason": "Issue 45698 is the most central and actionable bug here, with broad impact on model loading and the clearest duplicate-triage value.", + "best_issue_reason": "issue:43646 is the best global anchor because it is the most general user-facing regression and plausibly groups several adjacent custom-model initialization/load failures, even though the rest of the cluster is not truly duplicate-heavy.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:43295", "right": "issue:43825", "accept": false, - "reason": "Different failures: processor.tokenizer/image handling regression vs pipeline translation-task error messaging." + "reason": "Both involve v5-era API behavior, but one is a processor/tokenizer regression and the other is a pipeline error-message issue; different code paths and different fixes." }, { "left": "issue:43295", "right": "issue:44871", "accept": false, - "reason": "Custom model processor regression and Gemma EOS-token config mismatch are unrelated." + "reason": "One is about accessing processor.tokenizer and passing images to tokenizer; the other is a Gemma-3 eos_token_id config mismatch. Not the same bug." }, { "left": "issue:44871", "right": "issue:45584", "accept": false, - "reason": "Gemma eos_token_id inconsistency and Whisper empty-transcription failure are different bugs." + "reason": "Both touch special-token handling, but one is a Gemma config inconsistency and the other is Whisper empty-transcription generation after align_special_tokens; different models and failure modes." }, { "left": "issue:46234", "right": "issue:46291", "accept": false, - "reason": "Missing import-utils helper vs kernels dependency/version requirement during pipelines import; distinct issues." + "reason": "Missing import-utils helper vs pipelines import failing due to kernels version/revision requirements; these are unrelated dependency/import issues." }, { "left": "issue:44077", "right": "issue:44534", "accept": false, - "reason": "Optional post_init validation and non-persistent buffer junk in v5 are separate migration regressions." + "reason": "PatchTSMixer post_init policy and non-persistent buffer initialization are unrelated implementation bugs." }, { "left": "issue:43316", "right": "issue:43716", "accept": false, - "reason": "Gemma3TextConfig API discrepancy and Mistral-3 dtype mismatch are different model-specific problems." + "reason": "Gemma3TextConfig API discrepancy and Mistral3 image-preprocessor dtype mismatch are different model-specific issues." }, { "left": "issue:43316", "right": "issue:46821", "accept": false, - "reason": "Text-config discrepancy and TimesFM window_size AttributeError are unrelated." + "reason": "A Gemma config API inconsistency and a TimesFM window_size AttributeError are not the same underlying bug." }, { "left": "issue:44464", "right": "issue:46421", "accept": false, - "reason": "Chunked generation inconsistency with compiled forward is not the same as spurious recompilation from cache lazy init." + "reason": "Both mention chunking/compile/cache behavior, but one is inconsistent generation under compiled forward and the other is lazy cache init causing recompilation; different mechanisms." }, { - "left": "issue:43646", - "right": "issue:44913", + "left": "issue:43452", + "right": "issue:44496", "accept": false, - "reason": "Broad custom model initialization breakage and GPTNeoX rotary_pct reload reset are different defects." + "reason": "GGUF loading breakage and an unrecognized model/config.json issue are both load failures, but they are different concrete causes." }, { - "left": "issue:43452", - "right": "issue:44496", + "left": "issue:43646", + "right": "issue:44913", "accept": false, - "reason": "GGUF loader breakage and unrecognized-model config.json failure are separate loading paths." + "reason": "Custom model initialization breakage vs a GPTNeoXConfig field not persisting on reload; related in spirit, but not the same defect." }, { "left": "issue:44871", "right": "issue:46050", "accept": false, - "reason": "Gemma EOS-token mismatch and quantized save/load corruption are different persistence/config bugs." + "reason": "Gemma eos_token_id mismatch and quantized save/load corruption are separate round-trip problems." }, { "left": "issue:45803", "right": "issue:46365", "accept": false, - "reason": "Bare except swallowing interrupts is unrelated to Trainer import failing because of datasets." + "reason": "Bare except swallowing interrupts in Fuyu tensor conversion is unrelated to Trainer import failures caused by datasets." }, { "left": "issue:44162", "right": "issue:44792", "accept": false, - "reason": "ESM2 breakage and janus image-generation test failure are unrelated." + "reason": "ESM2 breakage and a janus image-generation test failure are different models and different failure points." }, { "left": "issue:43404", "right": "issue:43441", "accept": false, - "reason": "lm_head weight tying bug and FlashAttention support failure are distinct Mistral-family issues." + "reason": "Both involve Mistral-family models, but one is tied lm_head weights and the other is FlashAttention support; separate code paths." }, { "left": "issue:44242", "right": "issue:46894", "accept": false, - "reason": "Missing load-balancing loss and training-loss double-shift are both loss bugs but not the same mechanism." + "reason": "Both concern training loss behavior, but one is a router-logits loss omission and the other is a double-shift bug in ASR; not the same underlying change." }, { "left": "issue:43065", "right": "issue:44617", "accept": false, - "reason": "Dummy Conv2d placeholder in Sam3PixelDecoder is not the same as Sam3Video CUDA OOM." + "reason": "A dummy Conv2d in Sam3PixelDecoder and a Sam3Video OOM are clearly different problems." }, { "left": "issue:43540", "right": "issue:44514", "accept": false, - "reason": "Video-input processing failure and batched chat-template padding crash occur in different code paths." + "reason": "Qwen3OmniMoe video-input processing crash and Qwen2_5_VLProcessor batched chat-template crash are different APIs and different bugs." }, { "left": "issue:44610", "right": "issue:46369", "accept": false, - "reason": "Processor image-size mismatch and Sam3LiteText memory overflow are different problems." + "reason": "Processor output-size mismatch for OmDet-Turbo and Sam3LiteText memory overflow are unrelated." }, { "left": "issue:45632", "right": "issue:46424", "accept": false, - "reason": "Cache path collision and max_cache_length semantics are unrelated cache bugs." + "reason": "Remote-code cache path collision and max_cache_length semantics are both cache-related, but they are different mechanisms and fixes." }, { "left": "issue:43572", "right": "issue:46178", "accept": false, - "reason": "Missing config field and backend mapping import error are different issues." + "reason": "Missing pad_token_idx in a model config and a backend-mapping error for tensorflow_text are unrelated." }, { "left": "issue:45542", "right": "issue:46234", "accept": false, - "reason": "TensorBoard/TensorFlow backend error is unrelated to the missing import-utils availability helper." + "reason": "TensorBoard/TensorFlow backend confusion and a missing import-utils capability are different dependency bugs." }, { "left": "issue:44792", "right": "issue:45600", "accept": false, - "reason": "Janus generation test failure and stale auto_mappings references are unrelated." + "reason": "A janus test failure and broken auto_mappings references to removed Sam3LiteText configs are different CI regressions." }, { "left": "issue:45803", "right": "issue:46170", "accept": false, - "reason": "Exception-swallowing bug and Windows ROCm torch.distributed import dependency are different issues." + "reason": "Fuyu exception handling and Windows ROCm torch.distributed import issues have no shared code path." }, { "left": "issue:44792", "right": "issue:44977", "accept": false, - "reason": "Janus test failure and Qwen3.5 FlashAttention generation bug are unrelated." + "reason": "Different models and different failures: janus generation test vs Qwen3.5 flash-attention generation bug." }, { "left": "issue:43504", "right": "issue:45698", "accept": false, - "reason": "Both involve loading, but one is legacy-field preset parsing and the other is wrong custom-module resolution after save/load." + "reason": "Legacy field blocking BEiT preset loading and wrong custom module loading after save_pretrained are both serialization/load issues, but not the same bug." }, { "left": "issue:43650", "right": "issue:46202", "accept": false, - "reason": "Placeholder issue and Gemma pipeline roundtrip failure are clearly unrelated." + "reason": "The former is a non-informative issue title; the latter is a Gemma pipeline roundtrip tokenization bug. No duplicate signal." }, { "left": "issue:43352", "right": "issue:46640", "accept": false, - "reason": "Generic Flash Attention issue is too vague and not clearly the same concrete bug as NemotronHForCausalLM lacking FA2 support." + "reason": "One says NemotronHForCausalLM does not support Flash Attention 2 yet; the other is a generic Flash Attention 2 issue. Too vague to treat as the same concrete bug." }, { "left": "issue:45127", "right": "issue:45200", "accept": false, - "reason": "LoRA/extended-vocabulary collapse and Gemma 4 mm_token_type_ids defaulting are different model behavior bugs." + "reason": "LoRA merge collapse with tied embeddings and Gemma 4 mm_token_type_ids defaulting are distinct model-behavior bugs." } ] }, @@ -11680,8 +11654,8 @@ "review_unit_count": 63, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-516", "nodes": [ @@ -11744,13 +11718,13 @@ "issue:44190|issue:44964", "issue:44855|issue:45588", "issue:29870|issue:35141", - "issue:44869|issue:46832", "issue:45072|issue:46932", + "issue:44869|issue:46832", "issue:45632|issue:46617", "issue:45245|issue:46858", - "issue:46082|issue:46697", "issue:43827|issue:43994", "issue:44734|issue:45406", + "issue:46082|issue:46697", "issue:44617|issue:45584", "issue:43644|issue:44913", "issue:25251|issue:27957", @@ -11759,200 +11733,200 @@ "issue:44242|issue:46897", "issue:44077|issue:44877", "issue:43673|issue:46421", - "issue:45563|issue:45584", "issue:45381|issue:46369", + "issue:45563|issue:45584", "issue:43550|issue:44190" ], - "prepared_review_unit_hash": "3f2c030b28b0b52d975b9ccfeeb5f3935c47a368f7d62ea2121d782877d662a3", + "prepared_review_unit_hash": "2409ceb7e268979d18fcbc651fb33da8b3dbc682204d187b4c6347ecb69b5e7d", "component_budget": { "node_count": 516, "item_count": 516, "soft_pair_count": 1900, - "serialized_chars": 985297, - "estimated_input_tokens": 246325, - "estimated_eval_tokens": 492906 + "serialized_chars": 985312, + "estimated_input_tokens": 246328, + "estimated_eval_tokens": 492912 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 27, - "serialized_chars": 36032, - "estimated_input_tokens": 9008, - "estimated_eval_tokens": 18272 + "serialized_chars": 36027, + "estimated_input_tokens": 9007, + "estimated_eval_tokens": 18270 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "The listed soft pairs are mostly unrelated issues across different models, pipelines, and subsystems; none of the proposed edges should be merged as duplicates. The cluster also appears to contain a separate near-duplicate theme around non-persistent buffer initialization, but that pair was not among the soft edges.", - "confidence": 0.93, - "canonical_issue_reason": "issue:43644 is the clearest broad regression report in the set: it describes a core v5 initialization bug with a concrete symptom and wider potential impact, making it the best representative issue among these heterogeneous reports.", + "summary": "All soft edges are false positives; the items span many unrelated bugs across configs, generation, caching, vision, serving, and docs, so there is no true duplicate cluster here.", + "confidence": 0.98, + "canonical_issue_reason": "If a representative issue must be chosen, issue 43644 is the broadest core regression-style report in the set; however, the cluster is heterogeneous and does not form a real duplicate group.", "canonical_pr_reason": null, - "best_issue_reason": "issue:43644 is the strongest standalone issue to anchor this cluster because it is specific, reproducible, and has broader scope than the model-specific or documentation-only reports.", + "best_issue_reason": "Issue 43644 is the most globally representative because it describes a broad Transformers v5 regression with a clear system-level impact, unlike the narrower model-specific reports.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:43525", "right": "issue:43531", "accept": false, - "reason": "Different bugs in different models/config paths: missing pad_token_id vs sliding-window handling in Qwen3-MoE." + "reason": "Different problems: missing pad_token_id in Llama4Config vs sliding_window behavior in Qwen3-MoE." }, { "left": "issue:44534", "right": "issue:44913", "accept": false, - "reason": "Both are config-related, but one is a v5 buffer-initialization regression and the other is a GPTNeoX config reload issue with rotary_pct." + "reason": "One is a v5 buffer initialization regression; the other is GPTNeoX rotary_pct persistence on reload." }, { "left": "issue:35141", "right": "issue:42490", "accept": false, - "reason": "Unrelated: embedding reinitialization after resize vs import warning for local model paths ending in a slash." + "reason": "Embedding reinitialization after resize is unrelated to the local-model path-trailing-slash import warning." }, { "left": "issue:41950", "right": "issue:43475", "accept": false, - "reason": "Different failures in different video/SAM3 code paths; one is a pipeline processor lookup issue, the other is a missing output attribute." + "reason": "Pipeline processor selection bug vs missing Sam3VisionEncoderOutput attribute; different code paths and symptoms." }, { "left": "issue:43673", "right": "issue:44743", "accept": false, - "reason": "Both mention cache, but they affect different mechanisms and models: generation cache missing vs recurrent state reset in modular_qwen3_5." + "reason": "Both mention cache, but one is chunked_prefill cache missing while the other resets recurrent states with seq_len>1." }, { "left": "issue:43388", "right": "issue:43688", "accept": false, - "reason": "Different training/eval bugs: gather_for_metrics label trimming vs auxiliary loss normalization." + "reason": "Metrics label truncation and auxiliary-loss normalization are separate training/eval bugs." }, { "left": "issue:44190", "right": "issue:44964", "accept": false, - "reason": "Different problems: local dataset loading in an example script vs model loading failure for Phi-4 multimodal." + "reason": "Local dataset loading script failure is unrelated to the Phi-4 multimodal model loading error." }, { "left": "issue:44855", "right": "issue:45588", "accept": false, - "reason": "Completely different failures: Python 3.13 JIT parsing/import error vs flash_attention crash on s_aux=None." + "reason": "Python 3.13 import/IndentationError is unrelated to flash_attention crashing on s_aux=None." }, { "left": "issue:29870", "right": "issue:35141", "accept": false, - "reason": "Different code paths and symptoms: BART generate() unbound local error vs embedding resize/post_init reinitialization." + "reason": "generate() decoder_attention_mask assignment bug is unrelated to output-embedding reinitialization after resizing." }, { - "left": "issue:44869", - "right": "issue:46832", + "left": "issue:45072", + "right": "issue:46932", "accept": false, - "reason": "Different model families and failure modes: Whisper decode crash vs RT-DETR feature-level mismatch." + "reason": "Different models and failures: bfloat16 inference dtype mismatch vs Gemma4 quantized embedder casting." }, { - "left": "issue:45072", - "right": "issue:46932", + "left": "issue:44869", + "right": "issue:46832", "accept": false, - "reason": "Both are dtype-related, but they concern different models and different casting bugs; not the same concrete issue." + "reason": "Whisper word-timestamp decode crash is unrelated to RT-DETR feature-level forward type errors." }, { "left": "issue:45632", "right": "issue:46617", "accept": false, - "reason": "Related to trust_remote_code/cache, but one is a leaf-directory cache collision and the other is a FileNotFoundError loading from cache." + "reason": "Both involve trust_remote_code/cache, but one is a leaf-directory collision and the other a FileNotFoundError from cache loading." }, { "left": "issue:45245", "right": "issue:46858", "accept": false, - "reason": "Unrelated: category count limit error vs static-cache slice arithmetic failure with torch.compile." - }, - { - "left": "issue:46082", - "right": "issue:46697", - "accept": false, - "reason": "Different validation/processing bugs: LlamaConfig head_dim rejection vs image over-padding in Swin2SR." + "reason": "Category-count limit error and static-cache slice arithmetic on non-CUDA backends are different bugs." }, { "left": "issue:43827", "right": "issue:43994", "accept": false, - "reason": "Docs referencing pipeline() after removal is not the same as a SigLIP2 model producing bad outputs with AutoModel/pipeline." + "reason": "Outdated docs referencing pipeline() are not the same as a runtime AutoModel/pipeline misbehavior in SigLIP2." }, { "left": "issue:44734", "right": "issue:45406", "accept": false, - "reason": "Both are in transformers serve, but they are distinct crashes: KV-cache continuation indexing vs missing _tokenizer on Gemma4Processor." + "reason": "KV-cache continuation indexing crash in serve is unrelated to Gemma4Processor missing _tokenizer." }, { - "left": "issue:44617", - "right": "issue:45584", + "left": "issue:46082", + "right": "issue:46697", + "accept": false, + "reason": "LlamaConfig head_dim validation is unrelated to Swin2SR image over-padding." + }, + { + "left": "issue:44617", + "right": "issue:45584", "accept": false, - "reason": "Different issues entirely: SAM3 video OOM vs Whisper empty transcription failure after token alignment." + "reason": "SAM3 video OOM and Whisper empty-transcription failure are different failure modes." }, { "left": "issue:43644", "right": "issue:44913", "accept": false, - "reason": "Different config/runtime bugs: junk-filled non-persistent buffers vs rotary_pct not persisting on reload." + "reason": "Broad non-persistent buffer initialization regression vs GPTNeoX config reload/defaulting bug." }, { "left": "issue:25251", "right": "issue:27957", "accept": false, - "reason": "Different topics: pipeline output nesting from top_k vs XLMRoberta Flash Attention 2 support." + "reason": "Nested-list pipeline output bug is unrelated to XLMRoberta FlashAttention2 support." }, { "left": "issue:43335", "right": "issue:44855", "accept": false, - "reason": "No overlap beyond being bugs: sparse-layer creation in SwitchTransformers vs a Python 3.13 indentation/JIT parsing problem." + "reason": "SwitchTransformers sparse-layer config creation and DebertaV2 Python 3.13 parsing are unrelated." }, { "left": "issue:43931", "right": "issue:44060", "accept": false, - "reason": "Different Qwen model bugs: weight shape mismatch on load vs incorrect tied-weights warning across layers." + "reason": "Qwen3-VL shape mismatch and Qwen3-Next tied-weights warning are different model-specific issues." }, { "left": "issue:44242", "right": "issue:46897", "accept": false, - "reason": "Not the same bug: missing load-balancing loss when router logits are off vs a Florence2 training-loss double-shift issue." + "reason": "Missing load-balancing loss and Florence2 double-shift training-loss bug are separate training issues." }, { "left": "issue:44077", "right": "issue:44877", "accept": false, - "reason": "Different config-policy bugs: optional post_init restriction vs strict config blocking granite_speech loading." + "reason": "PatchTSMixer post_init policy and granite_speech strict-config loading are not the same bug." }, { "left": "issue:43673", "right": "issue:46421", "accept": false, - "reason": "Both involve cache initialization, but one is missing GenerationMixin cache in chunked_prefill while the other is spurious recompilation from lazy cache init." + "reason": "Chunked-prefill cache absence and lazy cache initialization causing recompilation are distinct cache-related regressions." }, { - "left": "issue:45563", - "right": "issue:45584", + "left": "issue:45381", + "right": "issue:46369", "accept": false, - "reason": "Different generation bugs: stale warning for num_return_sequences vs empty-transcription crash in Whisper alignment." + "reason": "Qwen2.5-VL vision_position_ids bug is unrelated to SAM3 litetext memory overflow." }, { - "left": "issue:45381", - "right": "issue:46369", + "left": "issue:45563", + "right": "issue:45584", "accept": false, - "reason": "Different models and symptoms: wrong vision_position_ids in qwen2.5-vl video input vs SAM3 litetext memory overflow." + "reason": "A stale warning about num_return_sequences is unrelated to Whisper failing on empty transcription." }, { "left": "issue:43550", "right": "issue:44190", "accept": false, - "reason": "Different code paths and failure types: torch.compile/SDPA failure in Bamba-9B-v2 vs local dataset loading in an example script." + "reason": "Bamba torch.compile SDPA failure is unrelated to the local dataset loading script issue." } ] }, @@ -11971,8 +11945,8 @@ "review_unit_count": 63, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-516", "nodes": [ @@ -12031,8 +12005,8 @@ "issue:43335|issue:44190", "issue:45588|issue:47013", "issue:44479|issue:44734", - "issue:43854|issue:44792", "issue:44617|issue:46369", + "issue:43854|issue:44792", "issue:45381|issue:46655", "issue:39692|issue:44190", "issue:43295|issue:45276", @@ -12052,20 +12026,20 @@ "issue:43854|issue:44964", "issue:44246|issue:45003" ], - "prepared_review_unit_hash": "6d5dc117dc89c351170d323233709349a5e0089f8b634d38074c14675b81aa8f", + "prepared_review_unit_hash": "637e38f0b14698c03f645ac9090cc850e7894d81811a5ac6473d490990ae3200", "component_budget": { "node_count": 516, "item_count": 516, "soft_pair_count": 1900, - "serialized_chars": 985297, - "estimated_input_tokens": 246325, - "estimated_eval_tokens": 492906 + "serialized_chars": 985312, + "estimated_input_tokens": 246328, + "estimated_eval_tokens": 492912 }, "budget": { "node_count": 47, "item_count": 47, "soft_pair_count": 26, - "serialized_chars": 35007, + "serialized_chars": 35008, "estimated_input_tokens": 8752, "estimated_eval_tokens": 17760 }, @@ -12074,184 +12048,175 @@ "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is mostly a set of unrelated Transformers bug reports with no PRs. The only likely duplicate-looking pair is the DeepSeek tokenizer regression reports; the rest share at most a broad subsystem/theme, not the same underlying bug.", - "confidence": 0.78, - "canonical_issue_reason": "issue:44779 is the broadest/oldest clear anchor for the only likely duplicate pair: a DeepSeek tokenizer regression in v5 that works in v4.", + "summary": "This cluster is not a true duplicate set; it mixes many unrelated model, tokenizer, processor, and CI regressions. The soft-similarity pairs share broad themes but not the same concrete bug or fix path, so none should be merged as duplicates.", + "confidence": 0.92, + "canonical_issue_reason": "issue:44521 is the best representative because it is open, detailed, widely relevant, and has the strongest discussion/inbound activity around a concrete user-facing API failure (`apply_chat_template`).", "canonical_pr_reason": null, - "best_issue_reason": "issue:46489 is the most actionable issue in the cluster because it narrows the tokenizer regression to DeepSeek-Coder v1 and explicitly points to a gap in PR #44801's fix.", + "best_issue_reason": "issue:44521 is the most actionable representative of the cluster: clear repro, broad impact, and multiple references. The rest are mostly model-specific or CI-specific one-offs.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:41720", "right": "issue:45245", "accept": false, - "reason": "Different bugs: CUDA assert during Qwen3 auto device mapping vs a category-count limit error." + "reason": "Both are runtime failures, but one is a Qwen3 device-mapping CUDA assert and the other is a category-count limit error; different code paths and fixes." }, { "left": "issue:44933", "right": "issue:45362", "accept": false, - "reason": "Unrelated: missing image_utils import vs Qwen3.5 chat crash." + "reason": "Both concern image/token handling, but one is a missing import from `image_utils` and the other is a Qwen3.5 chat crash; not the same underlying bug." }, { "left": "issue:43065", "right": "issue:44610", "accept": false, - "reason": "Both are vision-model issues, but one is a dummy Conv2d in Sam3PixelDecoder and the other is a processor/model input-size mismatch." + "reason": "`Sam3PixelDecoder` dummy Conv2d and OmDet-Turbo processor size mismatch are unrelated model-specific issues." }, { "left": "issue:43335", "right": "issue:44190", "accept": false, - "reason": "Different areas and failure modes: SwitchTransformers sparse-layer config bug vs local dataset loading in an image-classification script." + "reason": "SwitchTransformers sparse-layer construction and local dataset loading are unrelated failures in different subsystems." }, { "left": "issue:45588", "right": "issue:47013", "accept": false, - "reason": "Distinct code paths: flash-attention sinkless-model crash vs xLSTM train-mode unpacking crash." + "reason": "`flash_attention.py` crashing on `s_aux=None` and xLSTM train-mode unpacking are different implementation bugs." }, { "left": "issue:44479", "right": "issue:44734", "accept": false, - "reason": "Both involve generation, but one is a video-input regression and the other is KV-cache continuation tensor indexing in serve." + "reason": "Both involve generation, but one is a video-input regression and the other is KV-cache continuation tensor indexing; not the same fix." }, { - "left": "issue:43854", - "right": "issue:44792", + "left": "issue:44617", + "right": "issue:46369", "accept": false, - "reason": "Different models and failures: GLM-4.7 loading in unit tests vs a janus image-generation test case." + "reason": "One is Sam3Video CUDA OOM and the other is sam3-litetext memory overflow; similar family, but different models and failure modes." }, { - "left": "issue:44617", - "right": "issue:46369", + "left": "issue:43854", + "right": "issue:44792", "accept": false, - "reason": "Both mention memory, but one is Sam3Video CUDA OOM and the other is Sam3-litetext memory overflow; not the same bug." + "reason": "GLM-4.7-Flash load failure in unit tests and janus image-generation test failure are distinct model/load issues." }, { "left": "issue:45381", "right": "issue:46655", "accept": false, - "reason": "Both are video-processing regressions, but one is wrong vision_position_ids for Qwen2.5-VL and the other is incorrect padding in SmolVLM." + "reason": "Both are video-related, but one is a Qwen2.5-VL vision_position_ids regression and the other is SmolVLM padding calculation." }, { "left": "issue:39692", "right": "issue:44190", "accept": false, - "reason": "SigLIP2 docs example errors are unrelated to loading a local dataset in an example script." + "reason": "SigLIP2 doc-example failures and local dataset loading errors are unrelated; one is documentation/model mismatch, the other is script input handling." }, { "left": "issue:43295", "right": "issue:45276", "accept": false, - "reason": "Different regressions: processor.tokenizer/custom image passing breakage vs Gemma4 resize_token_embeddings not updating embeddings." + "reason": "Processor/tokenizer regression and Gemma4 embedding resize propagation are different API bugs." }, { "left": "issue:45127", "right": "issue:45357", "accept": false, - "reason": "Separate model-state bugs: LoRA merge with extended vocab collapse vs incorrect visual-encoder keys saved for Qwen3.5." + "reason": "LoRA vocabulary merge collapse and Qwen3.5 visual encoder key saving are unrelated save/load behaviors." }, { "left": "issue:44464", "right": "issue:45563", "accept": false, - "reason": "Both are generation-related, but one is inconsistent compiled-forward chunked generation and the other is a stale warning in paged generate()." + "reason": "Chunked generation with compiled forward and a stale paged-generate warning are not the same bug; one affects outputs, the other warning logic." }, { "left": "issue:44779", "right": "issue:46489", - "accept": true, - "reason": "Same underlying DeepSeek tokenizer regression in v5/v5+; the second issue is a specific variant of the same broken tokenizer path." - }, - { - "left": "issue:43854", - "right": "issue:44964", "accept": false, - "reason": "Both are model-loading failures, but they affect different models and likely different config paths." + "reason": "Both are DeepSeek tokenizer regressions, but they refer to different model variants and distinct fixes/gaps." }, { "left": "issue:45276", "right": "issue:45584", "accept": false, - "reason": "Unrelated: Gemma4 embedding resize bug vs Whisper empty-transcription failure after special-token alignment." + "reason": "Gemma4 embedding resizing and Whisper empty-transcription handling are unrelated code paths." }, { "left": "issue:43540", "right": "issue:44734", "accept": false, - "reason": "Different problem classes: Qwen3OmniMoe video-input validation error vs serve-time KV-cache indexing crash." + "reason": "Qwen3OmniMoe video-input validation error and serve KV-cache indexing crash are different layers and different failures." }, { "left": "issue:45290", "right": "issue:46752", "accept": false, - "reason": "Both hit apply_chat_template, but one is tool-call assistant messages with no content and the other is an empty list input; different edge cases." + "reason": "Assistant tool-call chat-template crash and empty-list chat-template crash both hit `apply_chat_template`, but the triggering inputs and failure conditions differ enough that they are not the same bug." }, { "left": "issue:44112", "right": "issue:45600", "accept": false, - "reason": "Both are CI-related, but one is a stale GraniteSpeech test and the other is a broken auto_mappings reference to removed configs." + "reason": "Stale GraniteSpeech CI test and auto_mappings referencing removed configs are separate CI issues." }, { "left": "issue:25251", "right": "issue:29870", "accept": false, - "reason": "Completely different issues: pipeline top_k nesting behavior vs Bart generate() decoder_attention_mask initialization error." + "reason": "Pipeline `top_k` nesting change and Bart `decoder_attention_mask` unbound local are unrelated generation bugs." }, { "left": "issue:44521", "right": "issue:45381", "accept": false, - "reason": "Both are multimodal, but assistant_masks being all-zero is not the same as incorrect vision_position_ids in Qwen2.5-VL video inputs." + "reason": "Multimodal assistant-mask failure in chat templating and Qwen2.5-VL video position-id regression are different bugs in different parts of the multimodal stack." }, { "left": "issue:44462", "right": "issue:45907", "accept": false, - "reason": "Different API bugs: AutoTokenizer ignoring tokenizer.json vs list_repo_files failing to forward revision." + "reason": "Tokenizer.json selection and `list_repo_files` revision forwarding are unrelated repository-lookup issues." }, { "left": "issue:43643", "right": "issue:44496", "accept": false, - "reason": "One is trust_remote_code returning missing fields, the other is an unrecognized model/config without model_type; related theme but not same bug." + "reason": "Missing fields from `AutoConfig.from_pretrained(trust_remote_code=True)` and unrecognized model/config.json error are different config-loading problems." }, { "left": "issue:43526", "right": "issue:46697", "accept": false, - "reason": "Different image-processor defects: BEiT reduce_labels truncation vs Swin2SR over-padding when already divisible." + "reason": "BeitImageProcessorFast label reduction and Swin2SR over-padding images are both processor bugs, but they affect different processing steps and outputs." }, { "left": "issue:44938", "right": "issue:45542", "accept": false, - "reason": "Both are import/backend problems, but Python 3.14 import failure is unrelated to the TensorFlow/tensorboard backend error." + "reason": "Python 3.14 import failure and TensorBoard-without-TensorFlow backend error are unrelated environment/backend issues." }, { - "left": "issue:44462", - "right": "issue:45003", + "left": "issue:43854", + "right": "issue:44964", "accept": false, - "reason": "Both involve import-time behavior, but tokenizer.json lookup and unsafe sys.modules access are distinct issues." + "reason": "Both are model-loading problems, but they concern different models and different failure causes." }, { "left": "issue:44246", "right": "issue:45003", "accept": false, - "reason": "Import slowness and unsafe sys.modules access are different symptoms with different likely causes." + "reason": "Import slowness and unsafe `sys.modules[]` access are different import-system issues with different remedies." } ] }, - "evaluator_result": { - "accept": true, - "feedback": "The analysis is grounded in the packet and stays conservative on the soft-edge pairs. The DeepSeek tokenizer pair (issue:44779, issue:46489) is the only clearly duplicate-looking match, and the other verdicts appropriately avoid overclaiming despite superficial subsystem overlap. No PR-mergeability issue applies here because this packet contains issues only." - }, - "evaluator_used": true, + "evaluator_result": null, + "evaluator_used": false, "retried": false, - "accepted_nontrivial_soft_edge": true, + "accepted_nontrivial_soft_edge": false, "error_kind": null, "error_message": null }, @@ -12263,8 +12228,8 @@ "review_unit_count": 63, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-516", "nodes": [ @@ -12340,27 +12305,27 @@ "issue:43582|issue:46932", "issue:43976|issue:44987", "issue:43526|issue:43901", - "issue:43901|issue:44496", "issue:43673|issue:44336", + "issue:43901|issue:44496", "issue:44496|issue:45759", "issue:44683|issue:45446", "issue:44016|issue:44220", "issue:43381|issue:45593" ], - "prepared_review_unit_hash": "56ada0c2160163b7833feb53ed816e50d4b154046c08e14c8c843dfec222ed53", + "prepared_review_unit_hash": "1bac7495b2702be5ac54f75c1cdd63dbc32a0d9fdbcb664801fe86ab42420a33", "component_budget": { "node_count": 516, "item_count": 516, "soft_pair_count": 1900, - "serialized_chars": 985297, - "estimated_input_tokens": 246325, - "estimated_eval_tokens": 492906 + "serialized_chars": 985312, + "estimated_input_tokens": 246328, + "estimated_eval_tokens": 492912 }, "budget": { "node_count": 47, "item_count": 47, "soft_pair_count": 29, - "serialized_chars": 36056, + "serialized_chars": 36054, "estimated_input_tokens": 9014, "estimated_eval_tokens": 18284 }, @@ -12369,186 +12334,186 @@ "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "These items are mostly unrelated across different subsystems; none of the soft pairs are strong enough to treat as duplicates or the same fix.", - "confidence": 0.86, - "canonical_issue_reason": "issue:44521 is the clearest representative bug in the set: a concrete multimodal preprocessing failure with discussion and inbound references, making it the best candidate to anchor triage.", + "summary": "These items are mostly unrelated issue reports that only share broad subsystem vocabulary. I would reject all soft-edge duplicate links; none look like the same underlying bug or change.", + "confidence": 0.94, + "canonical_issue_reason": "No true duplicate cluster is apparent across this set; if a single anchor is required, #44964 is the most concrete user-facing regression with a clear reproducible failure mode.", "canonical_pr_reason": null, - "best_issue_reason": "issue:44521 is the most suitable global issue candidate because it is specific, reproducible, and has the strongest signs of being an active reference point for related reports.", + "best_issue_reason": "#44964 is the best representative issue here because it is a direct model-loading failure with specific impact, whereas most other items are narrower or more tangentially related.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:43673", "right": "issue:46858", "accept": false, - "reason": "Both involve cache behavior, but one is about missing generation cache during chunked prefill while the other is a device-tensor slice arithmetic bug in static cache; different code paths and fixes." + "reason": "Both mention cache behavior, but they describe different failures: missing cache state during chunked prefill vs device-tensor seq_length arithmetic for static cache on non-CUDA backends." }, { "left": "issue:27957", "right": "issue:35141", "accept": false, - "reason": "Different model/features and unrelated failures: Flash Attention 2 support for XLM-Roberta versus embedding reinitialization after resizing token embeddings." + "reason": "XLM-RoBERTa Flash Attention support and token-embedding reinitialization after resize are unrelated bugs in different code paths." }, { "left": "issue:44737", "right": "issue:45803", "accept": false, - "reason": "XLNet CPU allocation bug and a Fuyu exception-handling bug are unrelated in model, component, and failure mode." + "reason": "XLNet CPU tensor placement bug and Fuyu batch tensor-conversion error are separate issues with different symptoms and fixes." }, { "left": "issue:44964", "right": "issue:45600", "accept": false, - "reason": "Both touch model loading/config plumbing, but one is a Phi-4 multimodal load failure and the other is stale auto_mappings references causing CI breakage; not the same bug." + "reason": "Model loading failure for Phi-4 multimodal is not the same as stale auto_mappings references to removed Sam3LiteText configs." }, { "left": "issue:44112", "right": "issue:44964", "accept": false, - "reason": "CI test flake in GraniteSpeech is unrelated to a runtime model-load failure for Phi-4 multimodal." + "reason": "A CI test flake in GraniteSpeech is not the same underlying bug as a model import/load failure." }, { "left": "issue:42175", "right": "issue:44279", "accept": false, - "reason": "Dependency/backend packaging issue and a generic dependency issue are too broad and do not indicate the same concrete defect." + "reason": "These are both dependency-related at a high level, but the concrete problems differ and do not indicate a single duplicate bug." }, { "left": "issue:42796", "right": "issue:44521", "accept": false, - "reason": "Tokenizer BPE-marker handling and multimodal assistant-mask generation are different tokenizer bugs with different symptoms and likely fixes." + "reason": "Tokenizer BPE-marker handling and multimodal assistant-mask generation are different tokenizer/model-preprocessing bugs." }, { "left": "issue:45632", "right": "issue:46234", "accept": false, - "reason": "Cache-path collision for trust_remote_code is unrelated to the missing import utility symbol." + "reason": "A remote-code cache-path collision is unrelated to a missing import utility symbol." }, { "left": "issue:32090", "right": "issue:35141", "accept": false, - "reason": "Trainer gpu broadcast NoneType error and embedding reinitialization after resize are entirely separate failures." + "reason": "Trainer GPU broadcast NoneType handling and embedding reinitialization after resize are distinct failures in different subsystems." }, { "left": "issue:36246", "right": "issue:41628", "accept": false, - "reason": "Both are import errors, but one is a missing model-specific image processor export and the other is a missing top-level AutoImageProcessor export; not the same underlying issue." + "reason": "Missing export of Qwen2.5 VL image processor is not the same as failing to import AutoImageProcessor generally." }, { "left": "issue:36246", "right": "issue:38617", "accept": false, - "reason": "Different missing symbols in different modules; no shared failing code path." + "reason": "These are separate missing-symbol import errors from different modules with different causes." }, { "left": "issue:43404", "right": "issue:45216", "accept": false, - "reason": "One is about untied lm_head weights in a model class, the other about a save_pretrained regression; related to model saving only at a very high level." + "reason": "Weight tying in Mistral3ForConditionalGeneration and Qwen3.5 save_pretrained regression are different model-specific bugs." }, { "left": "issue:43531", "right": "issue:45600", "accept": false, - "reason": "Qwen3-MoE sliding_window behavior and stale auto_mappings references are unrelated." + "reason": "A Qwen3-MoE sliding_window problem is unrelated to auto_mappings references to removed configs." }, { "left": "issue:44295", "right": "issue:46506", "accept": false, - "reason": "Both mention tensor/device behavior, but one is about reading registered position_ids and the other about differing CPU/CUDA outputs in PPDocLayoutV3; not the same bug." + "reason": "Reading a registered buffer incorrectly is not the same issue as CPU/CUDA output divergence in PPDocLayoutV3." }, { "left": "issue:46082", "right": "issue:46121", "accept": false, - "reason": "Llama head_dim validation and RoPE parameter conversion error are separate config-validation issues." + "reason": "LlamaConfig head_dim validation and rope-parameter list handling are different configuration-validation bugs." }, { "left": "issue:41950", "right": "issue:44016", "accept": false, - "reason": "Video-classification pipeline image-processor lookup and a notebook syntax error are completely unrelated." + "reason": "A video-classification pipeline bug and a notebook syntax error are not duplicates." }, { "left": "issue:43673", "right": "issue:46424", "accept": false, - "reason": "Both concern cache configuration, but one is a missing cache in prefill and the other is max_cache_length being ignored outside quantized cache; different behavior and scope." + "reason": "Both involve cache concepts, but one is a missing cache in chunked prefill while the other is max_cache_length being honored only for quantized cache." }, { "left": "issue:43295", "right": "issue:45335", "accept": false, - "reason": "Both are multimodal/model-API regressions, but one is about processor/tokenizer access and image passing while the other is about resize_token_embeddings not affecting decoder embeddings." + "reason": "Processor/tokenizer regression and decoder.embed_tokens not updating after resize_token_embeddings are different composite-model bugs." }, { "left": "issue:45083", "right": "issue:46506", "accept": false, - "reason": "Different models and unrelated feature bugs: Qwen3 Omni MoE feature-length computation versus general CPU/CUDA discrepancies in PPDocLayoutV3." + "reason": "These affect different helper logic and different models; the CPU/CUDA discrepancy in PPDocLayoutV3 is not the same as qwen3_omni_moe feature-length computation." }, { "left": "issue:44496", "right": "issue:45042", "accept": false, - "reason": "Unrecognized model config loading and PIL backend torchvision dependency are unrelated." + "reason": "Unrecognized model loading and PIL backend torchvision dependency are unrelated failures." }, { "left": "issue:43582", "right": "issue:46932", "accept": false, - "reason": "Apple Silicon allocator warmup TypeError and Gemma4 dtype casting are unrelated." + "reason": "Apple Silicon allocator warmup TypeError and Gemma4 quantized embedder dtype casting are separate bugs." }, { "left": "issue:43976", "right": "issue:44987", "accept": false, - "reason": "Python version support regression and a specific model-loading failure are different problems." + "reason": "Python version support in Transformers 5.1.0 and loading a specific model are not the same underlying defect." }, { "left": "issue:43526", "right": "issue:43901", "accept": false, - "reason": "BeitImageProcessorFast label reduction bug and TextClassificationPipeline docs mismatch are unrelated." + "reason": "A BEiTImageProcessorFast label-reduction bug is unrelated to outdated docs mentioning return_all_scores." }, { - "left": "issue:43901", - "right": "issue:44496", + "left": "issue:43673", + "right": "issue:44336", "accept": false, - "reason": "Docs/behavior mismatch for a pipeline and a model-config import error are not the same issue." + "reason": "Generation cache behavior and ANSI output in loading_report are completely different concerns." }, { - "left": "issue:43673", - "right": "issue:44336", + "left": "issue:43901", + "right": "issue:44496", "accept": false, - "reason": "Generation cache bug and ANSI output formatting bug are unrelated." + "reason": "A documentation mismatch does not match an unrecognized-model config loading failure." }, { "left": "issue:44496", "right": "issue:45759", "accept": false, - "reason": "Unrecognized model loading and AutoModelForCausalLM text_config unwrapping are different model-configuration issues." + "reason": "Unrecognized model config and composite Qwen multimodal text_config unwrapping are different model-loading issues." }, { "left": "issue:44683", "right": "issue:45446", "accept": false, - "reason": "Both touch flex_attention, but one is a compiled-flex_attention runtime failure on torch>=2.9 while the other is an incorrect version gate for AuxRequest import; not the same concrete bug." + "reason": "Both touch flex_attention, but one is a torch>=2.9 compiled-flex_attention failure and the other is an incorrect version check for AuxRequest import; they are not the same concrete bug." }, { "left": "issue:44016", "right": "issue:44220", "accept": false, - "reason": "Notebook syntax error and fbank feature extraction bug are unrelated." + "reason": "A notebook syntax error is unrelated to the _torch_extract_fbank_features helper issue." }, { "left": "issue:43381", "right": "issue:45593", "accept": false, - "reason": "Gradient checkpointing eval-mode restriction and D-FINE auxiliary-loss behavior are unrelated." + "reason": "Gradient checkpointing being disallowed in eval mode is unrelated to D-FINE losing auxiliary losses when denoising is off." } ] }, @@ -12567,8 +12532,8 @@ "review_unit_count": 63, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-516", "nodes": [ @@ -12629,8 +12594,8 @@ "issue:43976|issue:44279", "issue:43441|issue:45588", "issue:43824|issue:44933", - "issue:44521|issue:46693", "issue:44279|issue:46515", + "issue:44521|issue:46693", "issue:43479|issue:45375", "issue:45335|issue:45584", "issue:46123|issue:46369", @@ -12646,207 +12611,207 @@ "issue:44351|issue:45278", "issue:41950|issue:45020", "issue:43976|issue:45405", - "issue:43381|issue:47000", "issue:44779|issue:45812", + "issue:43381|issue:47000", "issue:44466|issue:45276", "issue:46082|issue:46399" ], - "prepared_review_unit_hash": "619760eda157949e43250f48043d0462140dc8d9a399f1f01bbd7b87a936291c", + "prepared_review_unit_hash": "494f5d13699c38770744a1262f174ecf1e2496db8dc3b18e94e94751ea194b0f", "component_budget": { "node_count": 516, "item_count": 516, "soft_pair_count": 1900, - "serialized_chars": 985297, - "estimated_input_tokens": 246325, - "estimated_eval_tokens": 492906 + "serialized_chars": 985312, + "estimated_input_tokens": 246328, + "estimated_eval_tokens": 492912 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 28, - "serialized_chars": 36025, - "estimated_input_tokens": 9007, - "estimated_eval_tokens": 18270 + "serialized_chars": 36024, + "estimated_input_tokens": 9006, + "estimated_eval_tokens": 18268 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "These are mostly unrelated closed issues spanning different models, pipelines, tokenizer regressions, docs, and dependency/version problems. No soft pair looks like the same concrete underlying bug or change, so none should be merged as duplicates.", - "confidence": 0.93, - "canonical_issue_reason": "Best representative is issue:44521 because it is a clearly scoped, user-facing bug with a concrete failure mode in multimodal chat templating and has active discussion.", + "summary": "These items are mostly unrelated standalone bugs/docs regressions; none of the soft pairs look like true duplicates or the same fixable code-path problem.", + "confidence": 0.96, + "canonical_issue_reason": "No single canonical issue emerges from this heterogeneous set; the listed soft pairs are only superficially similar and do not describe the same underlying bug.", "canonical_pr_reason": null, - "best_issue_reason": "Issue:44521 is the strongest single representative of the cluster: specific, actionable, and well-described compared with the more generic or umbrella reports.", + "best_issue_reason": "No issue is a strong global representative because the set spans unrelated areas (tokenizers, multimodal configs, docs, imports, caching, performance, and dependency/version regressions).", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:42907", "right": "issue:43441", "accept": false, - "reason": "Both mention Ministral, but one is about saving dequantized checkpoints and the other is a FlashAttention load/runtime crash. Different code paths and failures." + "reason": "Both mention Ministral, but one is about saving dequantized models and the other is a FlashAttention load/runtime failure; different code paths and symptoms." }, { "left": "issue:43650", "right": "issue:44220", "accept": false, - "reason": "The titles are unrelated; one is a vague request and the other is a feature extraction bug." + "reason": "Generic placeholder issue vs. a specific fbank feature extraction bug; no shared underlying defect." }, { "left": "issue:44016", "right": "issue:44062", "accept": false, - "reason": "Notebook syntax error vs tokenizer AddedToken keyword conflict are different problems in different parts of the stack." + "reason": "Notebook syntax error and AddedToken keyword duplication are unrelated." }, { "left": "issue:44792", "right": "issue:46424", "accept": false, - "reason": "Janus test failure and cache max length behavior are unrelated functionality areas." + "reason": "Janus test failure and cache max length handling are different bugs in different subsystems." }, { "left": "issue:43976", "right": "issue:44279", "accept": false, - "reason": "One is a Python version compatibility report; the other is a generic dependency issue with no clear shared bug." + "reason": "Python version incompatibility and a generic dependency problem are not the same issue." }, { "left": "issue:43441", "right": "issue:45588", "accept": false, - "reason": "Both involve flash attention, but the failures are on different models and different crash conditions, so they are not the same bug." + "reason": "Both involve FlashAttention, but one is Ministral-specific and the other is an AttributeError on sink-less models; not the same concrete bug." }, { "left": "issue:43824", "right": "issue:44933", "accept": false, - "reason": "Importing Qwen2.5 VL class and a missing image_utils import are distinct import/export issues." + "reason": "Both are import errors, but for different symbols/modules and likely different causes." }, { - "left": "issue:44521", - "right": "issue:46693", + "left": "issue:44279", + "right": "issue:46515", "accept": false, - "reason": "Multimodal assistant mask corruption and FA2 long-context performance regression are different symptoms and subsystems." + "reason": "Transformers dependency issue vs torch 2.4.1 incompatibility are distinct versioning problems." }, { - "left": "issue:44279", - "right": "issue:46515", + "left": "issue:44521", + "right": "issue:46693", "accept": false, - "reason": "A dependency issue and a torch-specific incompatibility are not the same underlying bug." + "reason": "Multimodal assistant mask bug and FA2 long-context performance regression do not share the same root cause." }, { "left": "issue:43479", "right": "issue:45375", "accept": false, - "reason": "Both are multimodal config issues, but they affect different model configs and different fields/default initialization logic." + "reason": "Different model configs and different missing/defaulted fields; similar theme but not the same bug." }, { "left": "issue:45335", "right": "issue:45584", "accept": false, - "reason": "Resize-token-embeddings behavior for t5gemma is unrelated to Whisper generation after align_special_tokens." + "reason": "Resize-token-embeddings behavior in t5gemma is unrelated to Whisper empty-transcription generation failure." }, { "left": "issue:46123", "right": "issue:46369", "accept": false, - "reason": "Partial-batch mask generation logic and SAM memory overflow are different bugs with no shared failure mode." + "reason": "Batch-finalization bug and memory overflow are unrelated." }, { "left": "issue:43299", "right": "issue:45216", "accept": false, - "reason": "Both concern Qwen3.x, but one is loading a Moe model in v5 RC while the other is incorrect checkpoint serialization on save_pretrained. Different code paths." + "reason": "Both are Qwen regressions, but one breaks model loading and the other breaks saved checkpoint serialization; different paths and fixes." }, { "left": "issue:44327", "right": "issue:46752", "accept": false, - "reason": "QA decode_spans top-k bounds error and apply_chat_template empty-list IndexError are unrelated pipeline crashes." + "reason": "QA decode_spans top-k crash and empty-list chat-template crash are different edge cases in different APIs." }, { "left": "issue:46614", "right": "issue:47085", "accept": false, - "reason": "Tokenizer phonemizer backend state leakage is unrelated to fast tokenizer thread-safety." + "reason": "Stale phonemizer backend and tokenizer thread-safety are unrelated." }, { "left": "issue:44279", "right": "issue:45405", "accept": false, - "reason": "A broad dependency issue is not the same as a specific MIN_PEFT_VERSION bump problem." + "reason": "Generic dependency issue vs unreleased peft version bump are not duplicates." }, { "left": "issue:43295", "right": "issue:44779", "accept": false, - "reason": "Both are tokenizer regressions, but they affect different models and different behaviors; not the same concrete bug." + "reason": "Both are v5 regressions, but custom processor/tokenizer access and Deepseek tokenization errors are different bugs." }, { "left": "issue:39692", "right": "issue:43901", "accept": false, - "reason": "Both are docs-related, but they cover different APIs and different kinds of documentation mismatch." + "reason": "Documentation problems in different sections with different behaviors; not the same change." }, { "left": "issue:42796", "right": "issue:43650", "accept": false, - "reason": "Tokenizer BPE marker handling and an unrelated 'ADD THE DATA' issue are not duplicates." + "reason": "Tokenizer BPE marker handling and a placeholder issue are unrelated." }, { "left": "issue:44075", "right": "issue:44368", "accept": false, - "reason": "SGD args being ignored is a training/optimizer bug, while the other is a model config warning." + "reason": "SGD args being ignored and a tie_word_embeddings warning are unrelated." }, { "left": "issue:43577", "right": "issue:45216", "accept": false, - "reason": "Different models and different failures: dtype propagation in BLIP2 versus incorrect Qwen3.5 checkpoint saving." + "reason": "Blip2 dtype loading bug and Qwen3.5 save_pretrained regression are different model-specific issues." }, { "left": "issue:44351", "right": "issue:45278", "accept": false, - "reason": "The latter is an umbrella report of many import errors; it is not clearly the same concrete bug as HybridCache import failure." + "reason": "A specific HybridCache import failure is not the same concrete bug as a broad collection of import errors." }, { "left": "issue:41950", "right": "issue:45020", "accept": false, - "reason": "Video-classification processor mismatch and remote_code breakages are broad version/compatibility issues, but not the same underlying bug." + "reason": "Video-classification processor lookup and remote_code breakage are unrelated." }, { "left": "issue:43976", "right": "issue:45405", "accept": false, - "reason": "Python version support failure and an unreleased dependency version bump are distinct release/dependency problems." + "reason": "Python compatibility and PEFT minimum version bump are distinct dependency concerns." }, { - "left": "issue:43381", - "right": "issue:47000", + "left": "issue:44779", + "right": "issue:45812", "accept": false, - "reason": "Gradient checkpointing eval-mode behavior and RTDetrLoss infeasible-cost failure are unrelated." + "reason": "Both are tokenizer regressions, but they affect different model families and likely different tokenizer code paths." }, { - "left": "issue:44779", - "right": "issue:45812", + "left": "issue:43381", + "right": "issue:47000", "accept": false, - "reason": "Both are tokenizer regressions, but Deepseek and Granite are separate model families with different tokenization bugs." + "reason": "Gradient checkpointing in eval mode and RTDetrLoss infeasible cost matrix are unrelated." }, { "left": "issue:44466", "right": "issue:45276", "accept": false, - "reason": "Tied-weight serialization depends on device; resize_token_embeddings not affecting specific Gemma embeddings is a different model-specific issue." + "reason": "Tied-weight serialization inconsistency and resize_token_embeddings not updating Gemma embeddings are different problems." }, { "left": "issue:46082", "right": "issue:46399", "accept": false, - "reason": "LlamaConfig head_dim validation and Qwen3.5 rotary-pos-emb kernel registration are unrelated model/config bugs." + "reason": "LlamaConfig validation and Qwen3.5 kernel registration failure are unrelated." } ] }, @@ -12923,15 +12888,15 @@ "issue:43299|issue:45357", "issue:43653|issue:45593", "issue:46082|issue:46512", - "issue:41950|issue:45823", "issue:43650|issue:46209", - "issue:44242|issue:45200", + "issue:41950|issue:45823", "issue:43644|issue:47145", + "issue:44242|issue:45200", "issue:43299|issue:43854", "issue:43931|issue:47145", "issue:44462|issue:45081", - "issue:44683|issue:45542", "issue:45588|issue:47000", + "issue:44683|issue:45542", "issue:44016|issue:44291", "issue:43479|issue:43525", "issue:45081|issue:45907", @@ -12941,203 +12906,203 @@ "issue:43441|issue:45834", "issue:44623|issue:44749", "issue:43873|issue:47145", - "issue:45859|issue:46851", "issue:45103|issue:45372", + "issue:45859|issue:46851", "issue:44261|issue:44263", "issue:44623|issue:45397", "issue:42175|issue:43976", "issue:43901|issue:44246" ], - "prepared_review_unit_hash": "1d6fe413e2f45fe9ea6bbcc1ecf6d244e1a5debdefcbcadccee6c5d1324be18b", + "prepared_review_unit_hash": "541d586678697b0d9cdbf3ed665ca1ddcb3e2db7945c7c5748ffb8b9f377c4a7", "component_budget": { "node_count": 516, "item_count": 516, "soft_pair_count": 1900, - "serialized_chars": 985297, - "estimated_input_tokens": 246325, - "estimated_eval_tokens": 492906 + "serialized_chars": 985312, + "estimated_input_tokens": 246328, + "estimated_eval_tokens": 492912 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 27, - "serialized_chars": 35742, - "estimated_input_tokens": 8936, - "estimated_eval_tokens": 18128 + "serialized_chars": 35738, + "estimated_input_tokens": 8935, + "estimated_eval_tokens": 18126 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is heterogeneous: most items are distinct Transformers bugs across quantization/offloading, model-specific loading, tokenizer/config issues, and docs/infra regressions. I don\u2019t see a true duplicate core across the set; at best there is a loose theme around loading/offloading bugs.", - "confidence": 0.83, - "canonical_issue_reason": "No single issue clearly represents the whole cluster; the items split into several unrelated bug families.", + "summary": "This cluster is a loose thematic bucket of mostly unrelated Transformers issues spanning loading, quantization/offload, tokenizers, configs, and docs/CI. None of the soft pairs look like the same concrete bug or change, so I would not merge any of them as duplicates.", + "confidence": 0.89, + "canonical_issue_reason": "Issue 43873 is the broadest and most central on the shared loading/offloading/quantization theme, but the cluster is too heterogeneous for a true canonical duplicate.", "canonical_pr_reason": null, - "best_issue_reason": "issue:43873 is the broadest active issue in the quantization/offloading area and has the most ongoing discussion, so it is the best representative if one must be chosen.", + "best_issue_reason": "Issue 43873 is the best single representative only in a loose topical sense; it has the widest scope among these, but it still does not subsume the other bugs.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:43299", "right": "issue:45357", "accept": false, - "reason": "Different bugs: Qwen3VL MoE load failure vs Qwen3.5 save_pretrained writing wrong visual encoder keys." + "reason": "Both involve Qwen multimodal models, but one is a loading break in dev0 and the other is a save_pretrained key regression; different code paths and fixes." }, { "left": "issue:43653", "right": "issue:45593", "accept": false, - "reason": "Tokenizer special-token registration bug is unrelated to D-FINE auxiliary-loss behavior." + "reason": "Tokenizer special-token registration versus D-FINE auxiliary loss behavior are unrelated defects." }, { "left": "issue:46082", "right": "issue:46512", "accept": false, - "reason": "One is LlamaConfig validation for head_dim; the other is stale config.dtype after from_config(dtype=...)." - }, - { - "left": "issue:41950", - "right": "issue:45823", - "accept": false, - "reason": "Pipeline processor lookup and Gemma4 device-mismatch offload are different code paths and failures." + "reason": "One is config validation for head_dim, the other is stale config.dtype after from_config; not the same bug." }, { "left": "issue:43650", "right": "issue:46209", "accept": false, - "reason": "Spam/placeholder issue versus FP8 inference failure on B200; not the same bug." + "reason": "No overlap beyond being user-facing issues; these are unrelated." }, { - "left": "issue:44242", - "right": "issue:45200", + "left": "issue:41950", + "right": "issue:45823", "accept": false, - "reason": "Load-balancing loss gating is unrelated to Gemma 4 token-type-id defaults for text-only fine-tuning." + "reason": "Video pipeline processor lookup and Gemma4 device mismatch are different subsystems and failure modes." }, { "left": "issue:43644", "right": "issue:47145", "accept": false, - "reason": "Both relate to loading state, but one is non-persistent buffer corruption and the other is missing quantized weight_scale application." + "reason": "Both concern model state handling, but junk non-persistent buffers and missing FP8 weight_scale are different underlying problems." + }, + { + "left": "issue:44242", + "right": "issue:45200", + "accept": false, + "reason": "MoE load-balancing loss logic and mm_token_type_ids defaults are unrelated model behaviors." }, { "left": "issue:43299", "right": "issue:43854", "accept": false, - "reason": "Different model-loading failures for different models and failure modes." + "reason": "Both are model loading issues, but for different models and different root causes; not mergeable as one fix." }, { "left": "issue:43931", "right": "issue:47145", "accept": false, - "reason": "Qwen3-VL shape mismatch is unrelated to FP8 compressed-tensors weight_scale omission." + "reason": "Shape mismatch while loading Qwen3-VL is unrelated to FP8 compressed-tensors scale application." }, { "left": "issue:44462", "right": "issue:45081", "accept": false, - "reason": "AutoTokenizer ignoring tokenizer.json is not the same as Mistral regex patch crashing on missing backend_tokenizer." + "reason": "Tokenizer.json precedence and Mistral regex patching are distinct tokenizer-loading bugs." }, { - "left": "issue:44683", - "right": "issue:45542", + "left": "issue:45588", + "right": "issue:47000", "accept": false, - "reason": "Compiled flex_attention on torch>=2.9 and tensorboard/TensorFlow backend wiring are unrelated issues." + "reason": "Flash-attention sink handling and RTDetr loss infeasibility are unrelated code paths." }, { - "left": "issue:45588", - "right": "issue:47000", + "left": "issue:44683", + "right": "issue:45542", "accept": false, - "reason": "FlashAttention s_aux=None crash for sink-less models is not the same as RTDetrLoss cost-matrix infeasibility." + "reason": "Torch 2.9 flex_attention compilation and missing TensorFlow backend installation are unrelated." }, { "left": "issue:44016", "right": "issue:44291", "accept": false, - "reason": "Notebook syntax error and init_empty_weights TypeError are completely different failure types." + "reason": "Notebook syntax error and init_empty_weights argument mismatch have no common underlying bug." }, { "left": "issue:43479", "right": "issue:43525", "accept": false, - "reason": "Different config bugs in different model classes: default multimodal subconfigs vs missing pad_token_id on Llama4Config." + "reason": "Different config initialization bugs in different model families; not the same defect." }, { "left": "issue:45081", "right": "issue:45907", "accept": false, - "reason": "Tokenizer regex-patching crash is unrelated to list_repo_files missing the revision argument." + "reason": "Mistral tokenizer regex crash and list_repo_files revision forwarding are unrelated." }, { "left": "issue:33290", "right": "issue:45656", "accept": false, - "reason": "Both mention DeepSpeed, but one is Adafactor OOM and the other is double optimizer-step behavior." + "reason": "Both touch DeepSpeed/optimization, but OOM with Adafactor and double optimizer.step are different symptoms and fixes." }, { "left": "issue:42994", "right": "issue:43317", "accept": false, - "reason": "Quantized save failure and dequantized model offload/load failure are different stages and bugs." + "reason": "Quantized model saving failure and dequantized model offload loading failure are separate quantization/offload issues." }, { "left": "issue:44336", "right": "issue:46851", "accept": false, - "reason": "ANSI escape leakage in loading_report is unrelated to variable-length position_ids handling." + "reason": "ANSI escape handling in loading_report and Qwen3.5 variable-length position_ids are unrelated." }, { "left": "issue:43441", "right": "issue:45834", "accept": false, - "reason": "Ministral FlashAttention failure and Kosmos2.5 long-OCR index error are unrelated model-specific bugs." + "reason": "FlashAttention failure on Ministral and Kosmos2.5 OCR index error are different model-specific bugs." }, { "left": "issue:44623", "right": "issue:44749", "accept": false, - "reason": "processor.save_pretrained missing files is not the same as a general performance regression after upgrade." + "reason": "Processor.save_pretrained file omission and Chinese-language performance regression are unrelated." }, { "left": "issue:43873", "right": "issue:47145", "accept": false, - "reason": "Both concern quantization/offloading, but one is offloading behavior and the other is silent corruption from missing weight_scale in frozen checkpoints." + "reason": "Both are in the quantization/offload space, but one is a general offloading complaint and the other is a specific FP8 checkpoint scale bug; not the same concrete fix." }, { - "left": "issue:45859", - "right": "issue:46851", + "left": "issue:45103", + "right": "issue:45372", "accept": false, - "reason": "CPU-offload incompatibility in a rotary embedding is distinct from variable-length position_ids handling." + "reason": "Auto-docstring annotation handling and Gemma4 processor import failure are unrelated." }, { - "left": "issue:45103", - "right": "issue:45372", + "left": "issue:45859", + "right": "issue:46851", "accept": false, - "reason": "Auto-docstring AttributeError from future annotations is unrelated to mistral_common import failure in Gemma 4 processor loading." + "reason": "CPU offload incompatibility in a rotary embedding and variable-length input handling are different Qwen3.5 issues." }, { "left": "issue:44261", "right": "issue:44263", "accept": false, - "reason": "MLA rms_norm_eps precision issue and GlmMoeDsaIndexer torch.split return handling are different bugs." + "reason": "Layernorm epsilon precision bug and torch.split return-value issue in a different module are unrelated." }, { "left": "issue:44623", "right": "issue:45397", "accept": false, - "reason": "Missing processor files on save and gemma-4 zero3 from_pretrained are separate save/load paths." + "reason": "Missing processor save files and gemma-4 zero3 from_pretrained are separate behaviors." }, { "left": "issue:42175", "right": "issue:43976", "accept": false, - "reason": "Missing TensorFlow in the torch extra and Python-version compatibility are unrelated packaging issues." + "reason": "TensorFlow optional dependency packaging and Python version compatibility are unrelated release/build issues." }, { "left": "issue:43901", "right": "issue:44246", "accept": false, - "reason": "Documentation mismatch for return_all_scores is unrelated to intermittent slow import performance." + "reason": "Documentation mismatch for return_all_scores and import latency are unrelated." } ] }, @@ -13221,221 +13186,221 @@ "issue:44186|issue:47000", "issue:44188|issue:44336", "issue:44987|issue:45542", - "issue:43824|issue:43976", "issue:43525|issue:43643", + "issue:43824|issue:43976", "issue:43723|issue:44162", - "issue:42796|issue:43441", "issue:44336|issue:44373", + "issue:42796|issue:43441", "issue:44589|issue:45362", - "issue:45325|issue:46851", "issue:44246|issue:44496", + "issue:45325|issue:46851", "issue:46291|issue:46399", "issue:44871|issue:47145", "issue:44297|issue:45397", "issue:45083|issue:46851", - "issue:41628|issue:43976", "issue:46655|issue:46726", + "issue:41628|issue:43976", "issue:43784|issue:45542", "issue:46399|issue:46851", "issue:43526|issue:45003", "issue:45561|issue:45563" ], - "prepared_review_unit_hash": "744bf829fd1a03e9306d4aa7a804f589b0cfa3c9ce1bc930eff416ca159d8249", + "prepared_review_unit_hash": "3908a9ebd5fb3248d1269894e5445d08c87c7642f1452c689a32b17b694b209f", "component_budget": { "node_count": 516, "item_count": 516, "soft_pair_count": 1900, - "serialized_chars": 985297, - "estimated_input_tokens": 246325, - "estimated_eval_tokens": 492906 + "serialized_chars": 985312, + "estimated_input_tokens": 246328, + "estimated_eval_tokens": 492912 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 28, - "serialized_chars": 36048, - "estimated_input_tokens": 9012, - "estimated_eval_tokens": 18280 + "serialized_chars": 36049, + "estimated_input_tokens": 9013, + "estimated_eval_tokens": 18282 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "The set is heterogeneous: most items are distinct regressions, import/load failures, or security issues rather than true duplicates. I do not see any soft pair that should be merged; if one issue must stand in as a representative, the broad v5 tokenizer-loading report is the closest fit, but it is not a real canonical for the whole set.", - "confidence": 0.79, - "canonical_issue_reason": null, + "summary": "The cluster is mostly a loose bag of unrelated Transformers bugs that happen to share surface terms like import/load/tokenizer/config/position_ids. None of the soft pairs look like the same underlying defect strongly enough to merge as duplicates.", + "confidence": 0.86, + "canonical_issue_reason": "issue:43824 is the strongest single anchor: it is a concrete import regression, has the most visible impact signal, and includes inbound references/discussion that make it a better triage representative than the more niche items.", "canonical_pr_reason": null, - "best_issue_reason": "issue:43723 is the broadest user-facing regression in the list (tokenizer loading in v5) and is the closest representative of the load/import failure subset, though the cluster is not actually a single duplicate family.", + "best_issue_reason": "issue:43824 is the best overall representative because it is a clear, user-facing failure mode with a well-defined symptom and enough external linkage to act as the cluster anchor, even though the cluster is not truly duplicate-heavy.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:47176", "right": "issue:47177", "accept": false, - "reason": "Both are security-related, but one is a shell command-substitution bypass and the other is a tar/zip-slip file-write/RCE issue; different vulnerabilities and fixes." + "reason": "Both are security bugs, but one is shell command-substitution allowlist bypass and the other is archive path traversal/RCE; different attack surfaces and fixes." }, { "left": "issue:45600", "right": "issue:45712", "accept": false, - "reason": "Both concern repo hygiene, but one is stale auto-mapping references and the other is leftover dummy classes; separate code paths and remediation." + "reason": "Both involve repo hygiene/CI, but one is stale auto_mappings references and the other is leftover dummy classes leaking into the namespace; not the same bug." }, { "left": "issue:44671", "right": "issue:44779", "accept": false, - "reason": "Different model families and failure modes: CamemBERT MLM outputs vs Deepseek tokenizer behavior." + "reason": "Both are model-output regressions, but CamemBERT MLM predictions and Deepseek tokenizer behavior are distinct code paths and model families." }, { "left": "issue:43525", "right": "issue:43881", "accept": false, - "reason": "Both are model loading failures, but the reported missing field/config problems are unrelated and model-specific." + "reason": "Different models and symptoms: missing pad_token_id on Llama4Config versus a glm-4v loading failure." }, { "left": "issue:43673", "right": "issue:43761", "accept": false, - "reason": "Chunked prefill cache regression vs CLIPVisionModel hidden_states omission; different subsystems and bugs." + "reason": "Generation cache handling and CLIPVision hidden_states output are unrelated subsystems; no shared concrete bug." }, { "left": "issue:43575", "right": "issue:47145", "accept": false, - "reason": "OOM during tensor-parallel load is unrelated to silent FP8 weight_scale loading corruption." + "reason": "One is tensor-parallel OOM on model load, the other is FP8 compressed-tensors loading without weight_scale; different failure modes." }, { "left": "issue:44016", "right": "issue:45823", "accept": false, - "reason": "Notebook syntax error and Gemma4 forward device mismatch are unrelated issues." + "reason": "Notebook syntax error is documentation content, while Gemma4 device mismatch is a model execution bug." }, { "left": "issue:44186", "right": "issue:47000", "accept": false, - "reason": "Tokenizer crash on NER/padding is not the same as RTDetrLoss infeasible cost matrix." + "reason": "LayoutLMv2Tokenizer input/padding crash and RTDetrLoss infeasible cost matrix are unrelated model components." }, { "left": "issue:44188", "right": "issue:44336", "accept": false, - "reason": "torch.compile attention-kernel divergence is unrelated to ANSI escape handling in loading_report." + "reason": "Torch.compile attention-kernel branching and ANSI codes in loading_report are completely different issues." }, { "left": "issue:44987", "right": "issue:45542", "accept": false, - "reason": "Different failures: loading a specific model repo vs missing TensorFlow backend initialization." + "reason": "Both are loading-time failures, but one is a model-specific transformers>=5.1.0 regression and the other is a TensorFlow backend detection issue." }, { - "left": "issue:43824", - "right": "issue:43976", + "left": "issue:43525", + "right": "issue:43643", "accept": false, - "reason": "Importing a specific VL class and a Python-version compatibility break are not the same bug." + "reason": "Both mention missing config fields, but one is a specific Llama4Config attribute bug and the other is trust_remote_code returning incomplete AutoConfig data." }, { - "left": "issue:43525", - "right": "issue:43643", + "left": "issue:43824", + "right": "issue:43976", "accept": false, - "reason": "Missing pad_token_id on Llama4Config vs missing fields from trust_remote_code AutoConfig are different config-loading defects." + "reason": "An import error for a specific model class and a Python version compatibility regression are not the same underlying problem." }, { "left": "issue:43723", "right": "issue:44162", "accept": false, - "reason": "Tokenizer loading regression and ESM2 breakage are unrelated model/library issues." + "reason": "Tokenizer loading in v5 and ESM2 breakage are both model-loading complaints, but they point to different models and different failure causes." }, { - "left": "issue:42796", - "right": "issue:43441", + "left": "issue:44336", + "right": "issue:44373", "accept": false, - "reason": "Tokenizer BPE-marker handling and FlashAttention failure in Ministral-3 are different code paths." + "reason": "One is terminal-color output leakage, the other is a docstring typo; no shared bug." }, { - "left": "issue:44336", - "right": "issue:44373", + "left": "issue:42796", + "right": "issue:43441", "accept": false, - "reason": "ANSI reporting bug vs docstring typo; not duplicates." + "reason": "Same model family, but tokenizer BPE marker handling and FlashAttention support are separate issues." }, { "left": "issue:44589", "right": "issue:45362", "accept": false, - "reason": "Float8 storage lookup error and Qwen3.5 chat crash are unrelated." + "reason": "Float8 storage lookup failure and Qwen3.5 chat crash are unrelated; the titles do not describe the same code path." }, { - "left": "issue:45325", - "right": "issue:46851", + "left": "issue:44246", + "right": "issue:44496", "accept": false, - "reason": "Both involve position_ids, but they affect different Qwen models and different logic." + "reason": "Import latency and unrecognized model/config parsing are distinct problems." }, { - "left": "issue:44246", - "right": "issue:44496", + "left": "issue:45325", + "right": "issue:46851", "accept": false, - "reason": "Import latency issue vs unrecognized model/config.json error; different failure classes." + "reason": "Both involve position_ids in Qwen models, but one is a Qwen2.5-VL temporal scaling bug and the other is a Qwen3.5 variable-length input issue." }, { "left": "issue:46291", "right": "issue:46399", "accept": false, - "reason": "Both mention kernels, but one is a pipelines import-time dependency requirement and the other is a missing decorator registration in Qwen3.5." + "reason": "Both touch kernels, but one is a missing revision/version requirement in pipelines import and the other is a missing decorator on rotary embedding registration." }, { "left": "issue:44871", "right": "issue:47145", "accept": false, - "reason": "EOS-token-id mismatch is unrelated to FP8 checkpoint loading corruption." + "reason": "Gemma eos_token_id inconsistency and FP8 weight_scale loading are unrelated configuration versus checkpoint-loading bugs." }, { "left": "issue:44297", "right": "issue:45397", "accept": false, - "reason": "Tokenizer save metadata mismatch and Gemma-4 zero3 loading failure are different issues." + "reason": "Tokenizer config serialization mismatch is not the same as a Gemma4 zero3 from_pretrained failure." }, { "left": "issue:45083", "right": "issue:46851", "accept": false, - "reason": "Different Qwen variants and different helper/model behaviors; not the same bug." + "reason": "Different Qwen submodules and different symptoms; no evidence they stem from the same defect." }, { - "left": "issue:41628", - "right": "issue:43976", + "left": "issue:46655", + "right": "issue:46726", "accept": false, - "reason": "ImportError for AutoImageProcessor and Python version incompatibility are not the same underlying defect." + "reason": "Video padding calculation and missing vision backend/unrecognized image processor are separate processor problems." }, { - "left": "issue:46655", - "right": "issue:46726", + "left": "issue:41628", + "right": "issue:43976", "accept": false, - "reason": "Incorrect video padding calculation vs missing vision-backend image-processor handling; separate problems." + "reason": "AutoImageProcessor import failure and Python version support regression are unrelated." }, { "left": "issue:43784", "right": "issue:45542", "accept": false, - "reason": "sentence-transformers import NameError and TensorFlow backend absence are unrelated." + "reason": "Both are import-time dependency/backend problems, but they involve different missing symbols and different packages." }, { "left": "issue:46399", "right": "issue:46851", "accept": false, - "reason": "Kernel registration failure and variable-length position_ids bug are unrelated." + "reason": "use_kernels registration crash and variable-length position_ids bug are different Qwen3.5 issues." }, { "left": "issue:43526", "right": "issue:45003", "accept": false, - "reason": "BeitImageProcessorFast label reduction bug and unsafe sys.modules access are different code paths." + "reason": "BeitImageProcessorFast label reduction and unsafe sys.modules access are unrelated implementation bugs." }, { "left": "issue:45561", "right": "issue:45563", "accept": false, - "reason": "pytest-xdist file race and stale generate() warning are unrelated test/runtime issues." + "reason": "A pytest-xdist race and a stale generate() warning are not the same underlying defect." } ] }, @@ -13454,8 +13419,8 @@ "review_unit_count": 63, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-516", "nodes": [ @@ -13492,9 +13457,9 @@ "issue:45362", "issue:45375", "issue:45397", - "issue:45561", "issue:45588", "issue:45593", + "issue:45600", "issue:45759", "issue:46132", "issue:46399", @@ -13516,8 +13481,8 @@ "issue:43531|issue:45362", "issue:45588|issue:46851", "issue:46614|issue:46665", - "issue:42491|issue:43299", "issue:44336|issue:44485", + "issue:42491|issue:43299", "issue:45003|issue:46821", "issue:44242|issue:45593", "issue:43550|issue:46506", @@ -13535,22 +13500,22 @@ "issue:45375|issue:45759", "issue:44479|issue:46655", "issue:44295|issue:44749", - "issue:45003|issue:45561" + "issue:45137|issue:45600" ], - "prepared_review_unit_hash": "61cc0828e8a4d6ab928c8a32644a067c775418cbdae5391d375812b6a4143d3a", + "prepared_review_unit_hash": "fb0ce5dbe13fd4589900274dff5aeedddc63080eacfa01e5f3ac55cf22ab3077", "component_budget": { "node_count": 516, "item_count": 516, "soft_pair_count": 1900, - "serialized_chars": 985297, - "estimated_input_tokens": 246325, - "estimated_eval_tokens": 492906 + "serialized_chars": 985312, + "estimated_input_tokens": 246328, + "estimated_eval_tokens": 492912 }, "budget": { "node_count": 47, "item_count": 47, "soft_pair_count": 28, - "serialized_chars": 35590, + "serialized_chars": 35591, "estimated_input_tokens": 8898, "estimated_eval_tokens": 18052 }, @@ -13559,180 +13524,180 @@ "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is mostly heterogeneous Transformers bug reports with only broad thematic overlap; none of the suggested soft pairs look like true duplicates. The strongest representative issue is the Qwen video regression in v5.3.0.", - "confidence": 0.83, - "canonical_issue_reason": "issue:44479 is the clearest, broadest regression report: it names a specific version break and spans several closely related Qwen video model variants, making it the best triage anchor.", + "summary": "No soft pair looks like the same underlying bug/change; most are broad-similarity false positives across different models or code paths. Among the issues, #44479 is the clearest representative of a concrete regression.", + "confidence": 0.74, + "canonical_issue_reason": "#44479 is the strongest anchor: it describes a specific v5.3.0 video-input regression, names multiple affected Qwen model variants, and is a concrete, reproducible failure.", "canonical_pr_reason": null, - "best_issue_reason": "issue:44479 best captures the most central user-facing failure pattern in the set and is specific enough to serve as a canonical tracker.", + "best_issue_reason": "#44479 is the best standalone issue to represent the cluster because it is version-specific, multi-model, and clearly scoped to one regression.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:43540", "right": "issue:46752", "accept": false, - "reason": "Different code paths: Qwen3OmniMoe video preprocessing vs empty-list chat templating." + "reason": "Different symptoms and paths: Qwen3OmniMoe video-input ValueError vs empty-list chat template crash." }, { "left": "issue:45103", "right": "issue:46399", "accept": false, - "reason": "Unrelated failures: auto-docstring annotation handling vs Qwen3.5 kernel registration." + "reason": "Both mention decorators, but they are different failures in unrelated code paths (auto-docstring vs kernel registration)." }, { "left": "issue:45072", "right": "issue:46829", "accept": false, - "reason": "Different models and bugs: bf16 dtype mismatch vs incorrect hidden_states assignment." + "reason": "One is a bfloat16 dtype mismatch bug; the other is an output field assignment bug in a video classifier." }, { "left": "issue:44295", "right": "issue:45397", "accept": false, - "reason": "No shared underlying bug: buffer access on position_ids vs gemma-4 ZeRO3 loading." + "reason": "Position_ids buffer handling is unrelated to the gemma-4 ZeRO3 from_pretrained failure." }, { "left": "issue:44246", "right": "issue:44871", "accept": false, - "reason": "Performance/import issue versus EOS token config mismatch; not the same defect." + "reason": "Import slowdown and eos_token_id config mismatch are not the same underlying bug." }, { "left": "issue:43531", "right": "issue:45362", "accept": false, - "reason": "Different Qwen failures: sliding_window logic vs chat crash on Qwen3.5-35B." + "reason": "Qwen3-MoE sliding_window behavior and Qwen3.5 chat crashes are different issues." }, { "left": "issue:45588", "right": "issue:46851", "accept": false, - "reason": "Different subsystems: flash-attention sink handling vs variable-length position_ids in Qwen3.5." + "reason": "Flash-attention sink handling and variable-length position_ids are distinct problems." }, { "left": "issue:46614", "right": "issue:46665", "accept": false, - "reason": "Tokenizer backend state bug is unrelated to from_pretrained behavior inside classes." + "reason": "Tokenizer phonemizer state leakage is unrelated to from_pretrained behavior inside classes." }, { - "left": "issue:42491", - "right": "issue:43299", + "left": "issue:44336", + "right": "issue:44485", "accept": false, - "reason": "Both are Qwen MoE-related, but one is LoRA compatibility and the other is multimodal model loading; not one bug." + "reason": "ANSI code emission in loading_report and GLM-5 RoPE implementation are unrelated." }, { - "left": "issue:44336", - "right": "issue:44485", + "left": "issue:42491", + "right": "issue:43299", "accept": false, - "reason": "ANSI/report formatting issue is unrelated to RoPE implementation discussion." + "reason": "Both involve Qwen MoE loading, but one is hf4.x LoRA compatibility and the other is a v5.0.0.dev0 loading regression." }, { "left": "issue:45003", "right": "issue:46821", "accept": false, - "reason": "sys.modules access bug is unrelated to TimesFM window_size attribute handling." + "reason": "Unsafe sys.modules access and TimesFM window_size AttributeError are different code-path failures." }, { "left": "issue:44242", "right": "issue:45593", "accept": false, - "reason": "Both involve missing auxiliary losses, but for different models and different triggering flags/code paths." + "reason": "Both concern missing auxiliary loss terms, but they apply to different models and different flags." }, { "left": "issue:43550", "right": "issue:46506", "accept": false, - "reason": "torch.compile SDPA crash is unrelated to CPU/CUDA result divergence in a different model." + "reason": "Bamba torch.compile SDPA failure is unrelated to CPU/CUDA divergence in PPDocLayoutV3." }, { "left": "issue:42886", "right": "issue:46132", "accept": false, - "reason": "Offline cache loading bug is unrelated to AttentionInterface.register behavior change." + "reason": "Offline tokenizer cache loading and AttentionInterface.register behavior change are unrelated." }, { "left": "issue:44779", "right": "issue:45292", "accept": false, - "reason": "Tokenizer output regression is unrelated to resize_token_embeddings not updating output embeddings." + "reason": "Tokenizer correctness regression and resize_token_embeddings/output_embeddings mismatch are different bugs." }, { "left": "issue:36246", "right": "issue:42757", "accept": false, - "reason": "Both are import errors, but for different symbols, packages, and causes." + "reason": "Import errors for different symbols from different packages are not the same issue." }, { "left": "issue:36246", "right": "issue:44351", "accept": false, - "reason": "Missing Qwen2_5_VLImageProcessor export is not the same as missing HybridCache export." + "reason": "Both are import-name failures, but they involve different missing exports and different root causes." }, { "left": "issue:43901", "right": "issue:45003", "accept": false, - "reason": "Documentation mismatch is unrelated to unsafe sys.modules access." + "reason": "Docs mismatch for return_all_scores is unrelated to sys.modules access in modeling_utils." }, { "left": "issue:43257", "right": "issue:45137", "accept": false, - "reason": "Both mention DeepSpeed, but one is Qwen3 MoE weight conversion and the other is a ZeRO3 deque error." + "reason": "Qwen3 MoE weight conversion and DeepSpeed ZeRO3 deque underflow are separate training/loading failures." }, { "left": "issue:44496", "right": "issue:45003", "accept": false, - "reason": "Unrecognized model/config issue is unrelated to sys.modules lookup safety." + "reason": "Unrecognized model config and unsafe sys.modules access are different failure modes." }, { "left": "issue:41950", "right": "issue:44220", "accept": false, - "reason": "Video-classification processor selection bug is unrelated to _torch_extract_fbank_features()." + "reason": "Video-classification processor lookup and _torch_extract_fbank_features are not the same code path." }, { "left": "issue:43540", "right": "issue:46655", "accept": false, - "reason": "Different video-processing bugs in different models; no evidence they share the same fix." + "reason": "Different models and different video-processing bugs; not plausibly one merged fix." }, { "left": "issue:43262", "right": "issue:44246", "accept": false, - "reason": "Audio sampling-rate defaulting is unrelated to import slowness." + "reason": "Audio sampling-rate defaulting and import slowdown are unrelated." }, { "left": "issue:44451", "right": "issue:46752", "accept": false, - "reason": "Model loading failure is unrelated to empty-list chat templating." + "reason": "Model loading failure and empty-list chat template crash are unrelated." }, { "left": "issue:45375", "right": "issue:45759", "accept": false, - "reason": "Both are Qwen multimodal config issues, but one drops a field and the other fails to unwrap text_config; not the same bug." + "reason": "Both touch Qwen multimodal configs, but one is a missing strict field and the other is from_config text_config unwrapping." }, { "left": "issue:44479", "right": "issue:46655", "accept": false, - "reason": "Both touch video inputs, but the affected models and failure modes differ." + "reason": "Both mention video input regressions, but they affect different models and likely different preprocessing bugs." }, { "left": "issue:44295", "right": "issue:44749", "accept": false, - "reason": "position_ids buffer issue is unrelated to the reported 5.3.0 slowdown regression." + "reason": "A buffer-related runtime error is not the same as a general post-upgrade performance regression." }, { - "left": "issue:45003", - "right": "issue:45561", + "left": "issue:45137", + "right": "issue:45600", "accept": false, - "reason": "Unsafe module access and xdist file race are unrelated test/runtime issues." + "reason": "DeepSpeed ZeRO3 deque error and removed auto_mappings references are unrelated CI/runtime issues." } ] }, @@ -13751,8 +13716,8 @@ "review_unit_count": 63, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-516", "nodes": [ @@ -13782,7 +13747,7 @@ "issue:44877", "issue:44977", "issue:44987", - "issue:45137", + "issue:45003", "issue:45200", "issue:45250", "issue:45292", @@ -13791,7 +13756,7 @@ "issue:45397", "issue:45412", "issue:45459", - "issue:45600", + "issue:45561", "issue:45656", "issue:45859", "issue:46123", @@ -13808,16 +13773,16 @@ "soft_pairs": [ "issue:44162|issue:45200", "issue:45292|issue:47000", - "issue:45137|issue:45600", "issue:45859|issue:46399", + "issue:45003|issue:45561", "issue:43295|issue:45292", "issue:36246|issue:43596", "issue:43475|issue:46369", "issue:44466|issue:45335", "issue:44623|issue:46726", "issue:44877|issue:45375", - "issue:44242|issue:44857", "issue:44038|issue:46506", + "issue:44242|issue:44857", "issue:43526|issue:46897", "issue:44987|issue:45459", "issue:29870|issue:30333", @@ -13834,202 +13799,196 @@ "issue:44877|issue:46170", "issue:43475|issue:43540" ], - "prepared_review_unit_hash": "9a2fc9714ca7dcd3ba8a016695f5471e22f8f242268444f479cdef5feb4ab072", + "prepared_review_unit_hash": "c0528d29ed783ef89d782ffb62ff7004a57928b227edd4e54852b16344d618b4", "component_budget": { "node_count": 516, "item_count": 516, "soft_pair_count": 1900, - "serialized_chars": 985297, - "estimated_input_tokens": 246325, - "estimated_eval_tokens": 492906 + "serialized_chars": 985312, + "estimated_input_tokens": 246328, + "estimated_eval_tokens": 492912 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 27, - "serialized_chars": 35935, - "estimated_input_tokens": 8984, - "estimated_eval_tokens": 18224 + "serialized_chars": 35927, + "estimated_input_tokens": 8982, + "estimated_eval_tokens": 18220 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "No soft edge looks like a true duplicate; the items span unrelated bugs across many models and subsystems.", - "confidence": 0.22, - "canonical_issue_reason": "No single canonical issue stands out because the set is heterogeneous and none of the soft pairs appear to describe the same underlying defect.", + "summary": "This cluster is highly heterogeneous: the issues span unrelated areas (Qwen, SAM, DETR/RT-DETR, tokenizers, training loops, distributed/offload, and testing utilities). None of the soft pairs look like the same underlying bug or change, so I would not merge any of them as duplicates.", + "confidence": 0.98, + "canonical_issue_reason": null, "canonical_pr_reason": null, - "best_issue_reason": "If forced to pick one, issue 44479 is the strongest standalone report because it is a concrete regression with a clearly scoped failure mode, but it is not a duplicate of the others.", + "best_issue_reason": null, "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:44162", "right": "issue:45200", "accept": false, - "reason": "Different model families and failure modes; one is an ESM2 breakage report, the other is a Gemma 4 token-id requirement issue." + "reason": "Both mention model behavior regressions, but one is an ESM2 breakage and the other is Gemma 4 mm_token_type_ids handling; different models and failure modes." }, { "left": "issue:45292", "right": "issue:47000", "accept": false, - "reason": "Resize-token-embedding behavior is unrelated to RT-DETR loss infeasibility." + "reason": "Different bugs: one is resize_token_embeddings not updating output embeddings, the other is RTDetrLoss infeasible cost matrix during training." }, { - "left": "issue:45137", - "right": "issue:45600", + "left": "issue:45859", + "right": "issue:46399", "accept": false, - "reason": "DeepSpeed ZeRO3 deque/indexing failure is unrelated to a Sam3LiteText config reference in auto_mappings." + "reason": "Both are Qwen3.5-related, but one is CPU offload incompatibility in rotary embedding and the other is a kernel registration error for apply_rotary_pos_emb; not the same defect." }, { - "left": "issue:45859", - "right": "issue:46399", + "left": "issue:45003", + "right": "issue:45561", "accept": false, - "reason": "Both are Qwen3.5-related, but one is CPU-offload incompatibility in rotary embedding and the other is a kernel registration/decorator error." + "reason": "One is unsafe sys.modules access in modeling_utils, the other is a pytest-xdist race in captured_info.txt; unrelated code paths." }, { "left": "issue:43295", "right": "issue:45292", "accept": false, - "reason": "Processor/tokenizer regression is unrelated to embedding-resize not updating output embeddings." + "reason": "One is a processor.tokenizer/images regression, the other is token embedding resizing not propagating to output embeddings; different subsystems." }, { "left": "issue:36246", "right": "issue:43596", "accept": false, - "reason": "ImportError for a missing image processor class is not the same as the ZeRO3/BertModel empty-tensor index error." + "reason": "Different runtime errors in different models: Qwen2.5-VL image processor import failure vs BertModel deepspeed zero3 init IndexError." }, { "left": "issue:43475", "right": "issue:46369", "accept": false, - "reason": "Both mention SAM3, but one is a missing attribute on vision encoder output and the other is a memory overflow in sam3-litetext." + "reason": "SAM 3 video attribute error versus sam3-litetext memory overflow; same family only, but not the same bug." }, { "left": "issue:44466", "right": "issue:45335", "accept": false, - "reason": "Both touch embeddings, but one is device-dependent serialization of tied weights and the other is resize_token_embeddings not reaching decoder.embed_tokens." + "reason": "Both involve resize_token_embeddings/weight tying, but one is generic lm_head serialization and the other is t5gemma decoder.embed_tokens not updating; distinct issues." }, { "left": "issue:44623", "right": "issue:46726", "accept": false, - "reason": "Missing files in save_pretrained is a different bug from AutoProcessor failing when a required vision backend is absent." + "reason": "processor.save_pretrained missing files is unrelated to AutoProcessor reporting an unrecognized image processor when a backend is missing." }, { "left": "issue:44877", "right": "issue:45375", "accept": false, - "reason": "Both involve strict config handling, but they are different model configs and different symptoms." + "reason": "One is strict config blocking granite_speech loading; the other is a missing deepstack_visual_indexes field in Qwen3_5MoeVisionConfig." }, { - "left": "issue:44242", - "right": "issue:44857", + "left": "issue:44038", + "right": "issue:46506", "accept": false, - "reason": "Load-balancing loss gating is unrelated to an AMP/CUDA crash in LwDetrImageLoss." + "reason": "Qwen3-VL-Moe/transformers 5.0 compatibility issue versus PPDocLayoutV3 CPU/CUDA discrepancy; unrelated behavior." }, { - "left": "issue:44038", - "right": "issue:46506", + "left": "issue:44242", + "right": "issue:44857", "accept": false, - "reason": "These concern different models and different problems; one is a Qwen3-VL-Moe issue, the other is CPU/CUDA result divergence in PPDocLayoutV3." + "reason": "One is missing load balancing loss when router logits are disabled; the other is LwDetrImageLoss crashing under float16 AMP on CUDA." }, { "left": "issue:43526", "right": "issue:46897", "accept": false, - "reason": "BEiT reduce_labels returning one label is unrelated to a Florence2 double-shift training-loss bug." + "reason": "BEiT processor reduce_labels bug is unrelated to Florence2 training-loss double-shift behavior." }, { "left": "issue:44987", "right": "issue:45459", "accept": false, - "reason": "Version-specific loading failure is unrelated to exception masking when protobuf is missing." + "reason": "Loading physical-intelligence/fast on transformers>=5.1.0 is a model loading regression; tokenizer protobuf exception handling is a separate error path." }, { "left": "issue:29870", "right": "issue:30333", "accept": false, - "reason": "A Bart generate() UnboundLocalError has no relation to MLFlow reporting after training failure." + "reason": "Bart generate() UnboundLocalError and MLflow job-status reporting are entirely different bugs." }, { "left": "issue:43352", "right": "issue:45250", "accept": false, - "reason": "The first is a specific model not supporting Flash Attention 2.0 yet; the second is too generic and not demonstrably the same defect." + "reason": "NemotronHForCausalLM Flash Attention 2.0 unsupported is a concrete model capability issue, not the generic Flash Attention 2.0 topic in the other issue." }, { "left": "issue:43526", "right": "issue:46894", "accept": false, - "reason": "BEiT label reduction and CohereASR training-loss double-shift are unrelated bugs." + "reason": "BEiT label reduction bug and CohereASR training-loss double-shift are different models and different processing logic." }, { "left": "issue:44479", "right": "issue:46170", "accept": false, - "reason": "A video-input regression in Qwen models is unrelated to a Windows/ROCm torch.distributed import/type error." + "reason": "Qwen video-input regression is unrelated to Windows/ROCm import and torch.distributed dependency issues." }, { "left": "issue:42199", "right": "issue:46851", "accept": false, - "reason": "DETR cardinality validation and Qwen3.5 variable-length position_ids are different code paths and failure modes." + "reason": "DETR cardinality error for models without explicit background class is unrelated to Qwen3.5 variable-length position_ids handling." }, { "left": "issue:44060", "right": "issue:44077", "accept": false, - "reason": "Incorrect tied-weights warning logic is unrelated to a patchtsmixer post_init allowance change." + "reason": "Qwen3-Next tied-weights warning bug and patchtsmixer post_init allowance are different configuration/model validation issues." }, { "left": "issue:44368", "right": "issue:44977", "accept": false, - "reason": "A tie_word_embeddings warning during LoRA fine-tuning is not the same as a flash-attention generation regression." + "reason": "Both mention Qwen3.5 warnings/generation, but one is a tied-embeddings warning during LoRA fine-tuning and the other is a flash-attention generation failure; not the same concrete bug." }, { "left": "issue:43653", "right": "issue:44162", "accept": false, - "reason": "BigBird tokenizer special-token registration bug is unrelated to ESM2 breakage." + "reason": "BigBirdTokenizer special-token decode bug and ESM2 breakage are unrelated tokenizer/model issues." }, { "left": "issue:45397", "right": "issue:45656", "accept": false, - "reason": "Gemma-4 ZeRO3 from_pretrained loading and a double optimizer-step issue in DeepSpeed are distinct problems." + "reason": "gemma-4 zero3 from_pretrained and optimizer step being called twice with deepspeed are different distributed-training failures." }, { "left": "issue:45412", "right": "issue:46123", "accept": false, - "reason": "RT-DETR model memory leakage and MaskGenerationPipeline partial-batch dropping are unrelated." + "reason": "RT-DETR memory leak on deletion is unrelated to MaskGenerationPipeline dropping final partial-batch results." }, { "left": "issue:43065", "right": "issue:43408", "accept": false, - "reason": "A dummy Conv2d in Sam3PixelDecoder is not the same issue as a sam3_video vs sam3_tracker model-type warning." + "reason": "SAM3PixelDecoder dummy Conv2d and sam3_video vs sam3_tracker warning are separate SAM 3 issues." }, { "left": "issue:44877", - "right": "issue:45375", + "right": "issue:46170", "accept": false, - "reason": "Repeated: these are different strict-config bugs on different models, not duplicates." + "reason": "Strict config loading for granite_speech is unrelated to Windows ROCm import/type errors from torch.distributed." }, { "left": "issue:43475", "right": "issue:43540", "accept": false, - "reason": "Missing fpn_position_embeddings in Sam3VisionEncoderOutput is unrelated to a Qwen3OmniMoe video-input ValueError." - }, - { - "left": "issue:45292", - "right": "issue:47000", - "accept": false, - "reason": "Repeated: resize_token_embeddings affecting embeddings is unrelated to RT-DETR cost-matrix infeasibility." + "reason": "Both are SAM/Qwen-ish video issues, but one is a missing fpn_position_embeddings attribute and the other is a Qwen3OmniMoe video-input ValueError; different failures." } ] }, @@ -14104,12 +14063,12 @@ ], "soft_pairs": [ "issue:46170|issue:46832", - "issue:42886|issue:45229", "issue:43723|issue:46710", + "issue:42886|issue:45229", "issue:43931|issue:44368", "issue:44188|issue:46202", - "issue:44368|issue:45563", "issue:44995|issue:45200", + "issue:44368|issue:45563", "issue:46132|issue:47145", "issue:44483|issue:46202", "issue:43906|issue:46202", @@ -14119,222 +14078,228 @@ "issue:45987|issue:46082", "issue:45685|issue:46431", "issue:44361|issue:44749", - "issue:45103|issue:46858", "issue:44297|issue:44623", + "issue:45103|issue:46858", "issue:43065|issue:46123", "issue:43994|issue:46726", "issue:43701|issue:44749", "issue:44749|issue:45656", "issue:43646|issue:44162", "issue:44623|issue:45656", - "issue:46752|issue:47020", "issue:44964|issue:45137", "issue:44871|issue:46132", + "issue:46752|issue:47020", "issue:45375|issue:45478", "issue:42994|issue:43482" ], - "prepared_review_unit_hash": "ec486c9216d4799936098d35eb8c2c4bad04f0aa8f9785629d0008b1a74818fc", + "prepared_review_unit_hash": "5d13027be812f5c7f5c90dda8d65b8c328dcdcd6a08c189d7c750c7bcad03180", "component_budget": { "node_count": 516, "item_count": 516, "soft_pair_count": 1900, - "serialized_chars": 985297, - "estimated_input_tokens": 246325, - "estimated_eval_tokens": 492906 + "serialized_chars": 985312, + "estimated_input_tokens": 246328, + "estimated_eval_tokens": 492912 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 29, - "serialized_chars": 36558, - "estimated_input_tokens": 9140, - "estimated_eval_tokens": 18536 + "serialized_chars": 36550, + "estimated_input_tokens": 9138, + "estimated_eval_tokens": 18532 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "Most pairs are clearly unrelated despite lexical overlap. The only plausible duplicate cluster is the Qwen3.5 MoE / from_pretrained regression pair, where one issue names the missing config field and the other reports the broader loading failure.", - "confidence": 0.79, - "canonical_issue_reason": "issue:45478 is the broader user-facing report of the Qwen3.5 MoE from_pretrained failure in transformers>=5.4.0, while issue:45375 reads like a specific root-cause/config-field manifestation of the same bug.", + "summary": "This cluster is mostly a grab-bag of unrelated Transformers regressions spanning tokenizers, model loading, generation, caching, and backend/runtime issues. The only soft edge that looks plausibly duplicate is the Qwen3.5 MoE config/load pair; the rest are too far apart to merge safely.", + "confidence": 0.71, + "canonical_issue_reason": "issue:43723 is the broadest and most central issue in the set: a tokenizer loading regression in v5. It best represents the recurring tokenizer/config-loading theme without overfitting to one narrow symptom.", "canonical_pr_reason": null, - "best_issue_reason": "issue:45478 is the best issue to keep because it captures the full failure mode and version scope; issue:45375 is narrower and better treated as a duplicate/root-cause report.", + "best_issue_reason": "issue:43723 is the best single issue anchor because it captures the common tokenizer-from_pretrained breakage theme, even though many other items in the cluster are not true duplicates of it.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:46170", "right": "issue:46832", "accept": false, - "reason": "Different subsystems and failure modes: Windows/ROCm import dependency issue vs RTDetr forward shape error." + "reason": "Different subsystems and failures: Windows/ROCm import dependency issue vs RT-DETR forward shape handling." }, { - "left": "issue:42886", - "right": "issue:45229", + "left": "issue:43723", + "right": "issue:46710", "accept": false, - "reason": "Tokenizer offline cache loading bug is unrelated to Gemma multi-GPU CUDA OOM." + "reason": "One is tokenizer loading in v5; the other is an accuracy regression after upgrading versions. Different bug class." }, { - "left": "issue:43723", - "right": "issue:46710", + "left": "issue:42886", + "right": "issue:45229", "accept": false, - "reason": "One is tokenizer loading in v5; the other is an accuracy regression. Same version, different concrete bug." + "reason": "Offline tokenizer cache loading vs Gemma4 multi-GPU CUDA OOM are unrelated." }, { "left": "issue:43931", "right": "issue:44368", "accept": false, - "reason": "Model shape-mismatch load error is unrelated to a tie_word_embeddings warning." + "reason": "Model weight-shape mismatch for Qwen3-VL vs a warning about tie_word_embeddings; not the same bug." }, { "left": "issue:44188", "right": "issue:46202", "accept": false, - "reason": "Different bugs: torch.compile branching in attention kernels vs Gemma pipeline token roundtrip failure." + "reason": "torch.compile attention-kernel branching issue vs Gemma pipeline roundtrip tokenization bug." }, { - "left": "issue:44368", - "right": "issue:45563", + "left": "issue:44995", + "right": "issue:45200", "accept": false, - "reason": "Both mention warnings, but they concern different code paths and symptoms." + "reason": "Stale cache crash on second forward pass vs missing mm_token_type_ids default; different code paths." }, { - "left": "issue:44995", - "right": "issue:45200", + "left": "issue:44368", + "right": "issue:45563", "accept": false, - "reason": "Stale indexer cache crash is unrelated to Gemma 4 mm_token_type_ids defaults." + "reason": "Config warning about tied embeddings vs stale num_return_sequences warning; not duplicate failures." }, { "left": "issue:46132", "right": "issue:47145", "accept": false, - "reason": "Behavior change in AttentionInterface.register is not the same as FP8 checkpoint loading without weight_scale." + "reason": "Behavior change in AttentionInterface.register vs silent FP8 checkpoint corruption; unrelated." }, { "left": "issue:44483", "right": "issue:46202", "accept": false, - "reason": "API request rejection and Gemma token roundtrip failure are unrelated." + "reason": "Chat-completions API rejection vs Gemma token roundtrip failure; different surfaces and causes." }, { "left": "issue:43906", "right": "issue:46202", "accept": false, - "reason": "Isolated reproduction of an unrelated issue vs Gemma pipeline roundtrip failure." + "reason": "Isolated reproduction of an external issue vs a specific Gemma roundtrip bug; no clear same underlying defect." }, { "left": "issue:44188", "right": "issue:46421", "accept": false, - "reason": "Both involve compile/cache concepts, but they describe distinct failures and code paths." + "reason": "Both involve compile/perf concerns, but one is attention-kernel divergence and the other is cache lazy-init recompilation; not the same bug." }, { "left": "issue:45593", "right": "issue:47068", "accept": false, - "reason": "Different loss-function bugs: missing auxiliary losses vs Python conditional on a CUDA tensor." + "reason": "D-FINE auxiliary-loss behavior vs deepspeed host-sync conditional; unrelated." }, { "left": "issue:44995", "right": "issue:45588", "accept": false, - "reason": "Stale cache second-forward crash is unrelated to flash_attention s_aux=None AttributeError." + "reason": "Second-forward stale cache crash vs flash-attention s_aux None AttributeError are different failure modes." }, { "left": "issue:45987", "right": "issue:46082", "accept": false, - "reason": "StaticCache return-type bug is unrelated to LlamaConfig head_dim validation." + "reason": "StaticCache return-type bug vs LlamaConfig head_dim validation; separate issues." }, { "left": "issue:45685", "right": "issue:46431", "accept": false, - "reason": "MPS histogram integer error is unrelated to missing chat template errors." + "reason": "MPS histogram Int error in moe code vs missing chat template ValueError; unrelated." }, { "left": "issue:44361", "right": "issue:44749", "accept": false, - "reason": "Tokenizer AttributeError and a large slowdown regression are different bugs." + "reason": "MLukeTokenizer AttributeError vs a slowdown regression after upgrade; not the same underlying bug." }, { - "left": "issue:45103", - "right": "issue:46858", + "left": "issue:44297", + "right": "issue:44623", "accept": false, - "reason": "Auto-docstring annotation crash is unrelated to cache.get_seq_length static-cache arithmetic." + "reason": "Both touch save_pretrained, but tokenizer_class mismatch and missing processor files are different serialization bugs and not clearly one fix." }, { - "left": "issue:44297", - "right": "issue:44623", + "left": "issue:45103", + "right": "issue:46858", "accept": false, - "reason": "Both are save_pretrained issues, but one is tokenizer class metadata and the other is missing processor files." + "reason": "auto_docstring future-annotations crash vs cache.get_seq_length device-tensor arithmetic bug; unrelated." }, { "left": "issue:43065", "right": "issue:46123", "accept": false, - "reason": "Dummy Conv2d in Sam3PixelDecoder is unrelated to final partial batch handling in MaskGenerationPipeline." + "reason": "Dummy Conv2d in Sam3PixelDecoder vs MaskGenerationPipeline final-batch handling; different components." }, { "left": "issue:43994", "right": "issue:46726", "accept": false, - "reason": "Nonsensical model outputs and missing vision backend processor recognition are different problems." + "reason": "Siglip2 bad outputs with AutoModel/pipeline vs missing vision backend error reporting; not duplicate." }, { "left": "issue:43701", "right": "issue:44749", "accept": false, - "reason": "Checkpoint key mismatch is unrelated to the Transformer upgrade slowdown regression." + "reason": "resume_from_checkpoint key mismatch vs significant slowdown after upgrade; different regressions." }, { "left": "issue:44749", "right": "issue:45656", "accept": false, - "reason": "Performance slowdown is not the same as Deepspeed causing optimizer.step to run twice." + "reason": "Performance slowdown after upgrade vs optimizer.step being called twice under deepspeed; different concrete bugs." }, { - "left": "issue:44623", - "right": "issue:45656", + "left": "issue:43646", + "right": "issue:44162", "accept": false, - "reason": "Missing processor save files and double optimizer steps are unrelated." + "reason": "Custom model initialization breakage in v5 vs ESM2 domain-specific breakage; too different to merge." }, { - "left": "issue:46752", - "right": "issue:47020", + "left": "issue:44623", + "right": "issue:45656", "accept": false, - "reason": "Empty-list chat template crash is unrelated to XLMRobertaTokenizer passing a dict to Unigram." + "reason": "Processor save_pretrained missing files vs deepspeed double-step optimizer bug; unrelated." }, { "left": "issue:44964", "right": "issue:45137", "accept": false, - "reason": "Multimodal model loading failure is unrelated to DeepSpeed ZeRO3 deque underflow." + "reason": "Phi-4 multimodal load failure vs ZeRO3 deque IndexError; different subsystems." }, { "left": "issue:44871", "right": "issue:46132", "accept": false, - "reason": "Gemma eos_token_id mismatch is unrelated to AttentionInterface.register behavior changes." + "reason": "Gemma eos_token_id config inconsistency vs AttentionInterface.register behavior change; different issues." + }, + { + "left": "issue:46752", + "right": "issue:47020", + "accept": false, + "reason": "Empty-list chat template crash vs XLMRobertaTokenizer Unigram sequence type mismatch; unrelated tokenizer bugs." }, { "left": "issue:45375", "right": "issue:45478", "accept": true, - "reason": "Both point to the same Qwen3.5 MoE loading/config regression; 45375 is a specific config-field manifestation and 45478 is the broader from_pretrained failure." + "reason": "Both point at the same Qwen3.5 MoE configuration/load regression: a missing config field being dropped and a from_pretrained failure on recent transformers." }, { "left": "issue:42994", "right": "issue:43482", "accept": false, - "reason": "Quantized model saving failure is unrelated to Qwen2.5-GGUF loading failure." + "reason": "Quantized model saving failure vs Qwen2.5-GGUF loading failure; save vs load and different model paths." } ] }, "evaluator_result": { "accept": true, - "feedback": "The summary is grounded in the packet: the Qwen3.5 MoE pair (45375/45478) is the only clearly related cluster, and the rest of the soft-edge rejections stay conservative by relying on distinct titles/symptoms. I don\u2019t see evidence of overstatement or an unmergeable PR pairing." + "feedback": "The summary is grounded in the packet and stays conservative: it characterizes the cluster as mostly heterogeneous, and the lone accepted soft pair (45375/45478) is plausibly the same Qwen3.5 MoE load/config regression. The rejected pairs are generally argued at an appropriately cautious level without overstating duplication evidence." }, "evaluator_used": true, "retried": false, @@ -14350,8 +14315,8 @@ "review_unit_count": 63, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-516", "nodes": [ @@ -14374,6 +14339,7 @@ "issue:43986", "issue:44038", "issue:44188", + "issue:44222", "issue:44351", "issue:44373", "issue:44623", @@ -14389,11 +14355,9 @@ "issue:45356", "issue:45375", "issue:45397", - "issue:45406", "issue:45561", "issue:45593", "issue:45753", - "issue:46202", "issue:46326", "issue:46399", "issue:46463", @@ -14407,15 +14371,15 @@ "soft_pairs": [ "issue:43475|issue:46821", "issue:43475|issue:43643", - "issue:39692|issue:46726", - "issue:44188|issue:46851", "issue:45230|issue:45397", + "issue:44188|issue:46851", + "issue:39692|issue:46726", "issue:43232|issue:43673", "issue:44373|issue:46851", "issue:28282|issue:30990", - "issue:43986|issue:46726", - "issue:45310|issue:45375", "issue:44038|issue:44623", + "issue:45310|issue:45375", + "issue:43986|issue:46726", "issue:46877|issue:47000", "issue:46463|issue:46877", "issue:41628|issue:44933", @@ -14429,235 +14393,238 @@ "issue:41628|issue:44351", "issue:36010|issue:41628", "issue:42994|issue:43824", - "issue:44945|issue:45753", "issue:44038|issue:45310", + "issue:44945|issue:45753", "issue:45561|issue:47059", "issue:44857|issue:46877", - "issue:45406|issue:46202", "issue:45593|issue:46877", + "issue:44222|issue:45310", "issue:44661|issue:47059" ], - "prepared_review_unit_hash": "ed3a4d713f1626bf078780559e6ec2ea00e5578ff98a838459407ceb4dca02c0", + "prepared_review_unit_hash": "e0fe68ea1c0b4fb25c2e3590a255d4131664943a2bc6e169affd9e3f21c97da0", "component_budget": { "node_count": 516, "item_count": 516, "soft_pair_count": 1900, - "serialized_chars": 985297, - "estimated_input_tokens": 246325, - "estimated_eval_tokens": 492906 + "serialized_chars": 985312, + "estimated_input_tokens": 246328, + "estimated_eval_tokens": 492912 }, "budget": { - "node_count": 48, - "item_count": 48, + "node_count": 47, + "item_count": 47, "soft_pair_count": 31, - "serialized_chars": 36666, - "estimated_input_tokens": 9167, - "estimated_eval_tokens": 18590 + "serialized_chars": 36031, + "estimated_input_tokens": 9008, + "estimated_eval_tokens": 18272 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "Mostly a heterogeneous set of closed Transformers issues. There are a few loose thematic overlaps around import/export regressions and model-family-specific runtime errors, but none of the soft-edge pairs look like the same concrete bug/change.", - "confidence": 0.55, - "canonical_issue_reason": "Issue 41628 is the most broadly representative of the cluster\u2019s recurring API/import-regression theme and is a clear, concrete failure report.", + "summary": "This cluster is mostly heterogeneous: it mixes unrelated import/regression issues, generation bugs, Qwen-family config/model failures, docs problems, and test/infrastructure issues. Only two soft edges look like true duplicates or the same underlying fix target.", + "confidence": 0.87, + "canonical_issue_reason": "Issue 46726 is the cleanest anchor for the clearest duplicate-like pair (with 43986) and captures the same AutoProcessor/vision-backend missing-dependency crash in a broader form.", "canonical_pr_reason": null, - "best_issue_reason": "Issue 41628 is a good global representative because it is specific, user-facing, and closer than the other items to the repeated import/export breakage pattern seen in this set.", + "best_issue_reason": "Best overall representative because it is a concrete, reproducible user-facing failure with a clear runtime error; the rest of the cluster is too mixed to serve as one unified duplicate set.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:43475", "right": "issue:46821", "accept": false, - "reason": "Different models and code paths: SAM3 vision encoder output vs TimesFM window_size handling." + "reason": "Different models and different missing attributes; no shared code path or fix target." }, { "left": "issue:43475", "right": "issue:43643", "accept": false, - "reason": "One is a missing field on a model output object; the other is missing config fields from trust_remote_code AutoConfig loading." + "reason": "SAM video encoder output bug vs AutoConfig remote-code field loss; unrelated behavior." }, { - "left": "issue:39692", - "right": "issue:46726", + "left": "issue:45230", + "right": "issue:45397", "accept": false, - "reason": "Docs/example errors are not the same as AutoProcessor backend-missing import behavior." + "reason": "Generic bug report vs gemma-4 ZeRO3 from_pretrained failure; no concrete overlap." }, { "left": "issue:44188", "right": "issue:46851", "accept": false, - "reason": "Both mention Qwen3.5-related inference, but one is attention-kernel branching under torch.compile and the other is variable-length position_ids behavior." + "reason": "Different Qwen/generation issues: attention-kernel branching vs variable-length position_ids." }, { - "left": "issue:45230", - "right": "issue:45397", + "left": "issue:39692", + "right": "issue:46726", "accept": false, - "reason": "The first is a generic bug report title with no concrete match; the second is a specific gemma-4 zero3 from_pretrained issue." + "reason": "Doc example errors vs runtime backend-missing error; different artifacts and fixes." }, { "left": "issue:43232", "right": "issue:43673", "accept": false, - "reason": "Both are generation-related, but they describe different failures in different generation internals." + "reason": "Both generation-related, but one is sync_gpus/update_model_kwargs and the other is chunked_prefill cache handling; separate bugs." }, { "left": "issue:44373", "right": "issue:46851", "accept": false, - "reason": "Wrong docstring is documentation-only; the other is a runtime bug with variable-length inputs." + "reason": "Docstring typo vs actual variable-length decoding bug; not the same issue." }, { "left": "issue:28282", "right": "issue:30990", "accept": false, - "reason": "PyTorch import failure and Sentence Transformers loading hang are unrelated symptoms and code paths." + "reason": "PyTorch import dependency error vs sentence-transformers loading stall; different failure modes." }, { - "left": "issue:43986", - "right": "issue:46726", + "left": "issue:44038", + "right": "issue:44623", "accept": false, - "reason": "Both involve AutoProcessor, but one is missing torchvision for a video model and the other is an unrecognized image processor message." + "reason": "Qwen3-VL-Moe compatibility issue vs processor save_pretrained file omission; unrelated paths." }, { "left": "issue:45310", "right": "issue:45375", - "accept": false, - "reason": "Both are Qwen3.5-related, but one is a from_pretrained error and the other is a missing config field dropped by strict parsing." + "accept": true, + "reason": "Both point to the same Qwen3.5 MoE vision config/load regression; the missing deepstack_visual_indexes field plausibly causes the from_pretrained error." }, { - "left": "issue:44038", - "right": "issue:44623", - "accept": false, - "reason": "One is a Qwen3-VL-Moe bug; the other is processor.save_pretrained missing files." + "left": "issue:43986", + "right": "issue:46726", + "accept": true, + "reason": "Same underlying AutoProcessor failure when the required vision backend is missing; one is the video-model case of the same crash." }, { "left": "issue:46877", "right": "issue:47000", "accept": false, - "reason": "auto_docstring import-time stdout diagnostics and RTDetrLoss infeasible cost matrix are unrelated." + "reason": "Import-time doc-lint stdout noise vs RTDetrLoss cost-matrix infeasibility; unrelated." }, { "left": "issue:46463", "right": "issue:46877", "accept": false, - "reason": "Decoder input validation messaging and docstring lint output are different subsystems and failure modes." + "reason": "T5 decoder validation error vs docstring import-time diagnostics; no shared bug." }, { "left": "issue:41628", "right": "issue:44933", "accept": false, - "reason": "Both are import-related, but they concern different modules and symbols, not the same missing export." + "reason": "Both are import-related, but they concern different missing symbols and different modules." }, { "left": "issue:42994", "right": "issue:43525", "accept": false, - "reason": "Quantized model saving failure is unrelated to Llama4Config missing pad_token_id." + "reason": "Quantized model saving vs Llama4Config missing pad_token_id; different model-family regressions." }, { "left": "issue:44869", "right": "issue:45356", "accept": false, - "reason": "Whisper decode crash on a trailing replacement character is not the same as the Kimi tokenizer regression." + "reason": "Whisper timestamp decoding crash vs tokenizer codec-handling regression; different subsystems." }, { "left": "issue:43723", "right": "issue:46326", "accept": false, - "reason": "Both are tokenizer-related, but one is AutoTokenizer loading in v5 and the other is continue_final_message on mistral_common tokenizers." + "reason": "AutoTokenizer loading issue vs mistral_common continue_final_message bug; separate tokenizer code paths." }, { "left": "issue:42371", "right": "issue:45092", "accept": false, - "reason": "TF32 settings API guidance is unrelated to remote-code checkpoint/meta-init incompatibility." + "reason": "TF32 API settings warning vs remote-code meta-initialization incompatibility; unrelated." }, { "left": "issue:43784", "right": "issue:46399", "accept": false, - "reason": "Import-time NameError in sentence-transformers and a Qwen3.5 kernel registration crash are different bugs." + "reason": "Missing nn import in sentence-transformers vs missing decorator for rotary embedding registration; different defects." }, { "left": "issue:43873", "right": "issue:44945", "accept": false, - "reason": "Quantization/offloading behavior and pipeline-parallel incorrect output are distinct problems." + "reason": "Quantization offloading behavior vs pipeline-parallelism output corruption; not the same bug." }, { "left": "issue:45137", "right": "issue:47000", "accept": false, - "reason": "DeepSpeed ZeRO3 deque underflow and RTDetrLoss cost-matrix infeasibility are unrelated." + "reason": "DeepSpeed ZeRO3 deque underflow vs RTDetrLoss infeasible cost matrix; different runtime failures." }, { "left": "issue:41628", "right": "issue:44351", "accept": false, - "reason": "Both are import errors, but they are for different symbols and likely different fixes." + "reason": "Both are import/export regressions, but they are about different symbols and code locations." }, { "left": "issue:36010", "right": "issue:41628", "accept": false, - "reason": "GenerationMixin import from transformers.generation and AutoImageProcessor import from transformers are separate missing-symbol regressions." + "reason": "GenerationMixin import failure vs AutoImageProcessor import failure; separate missing API surfaces." }, { "left": "issue:42994", "right": "issue:43824", "accept": false, - "reason": "Quantized saving failure and missing Qwen2_5_VLForConditionalGeneration import are unrelated." + "reason": "Quantized save_pretrained bug vs Qwen2_5_VLForConditionalGeneration import error; unrelated." }, { - "left": "issue:44945", - "right": "issue:45753", + "left": "issue:44038", + "right": "issue:45310", "accept": false, - "reason": "Pipeline parallelism output correctness and a specific-image infinite loop are different runtime failures." + "reason": "Both mention Qwen/VL and v5, but one is a vague bug report and the other is a specific from_pretrained regression; not enough to treat as the same fix." }, { - "left": "issue:44038", - "right": "issue:45310", + "left": "issue:44945", + "right": "issue:45753", "accept": false, - "reason": "Both mention Qwen3.5/Qwen3.5-Moe, but the concrete failures are different from_pretrained/bug paths." + "reason": "Pipeline-parallel output error vs infinite loop on a specific image; different symptoms and likely different causes." }, { "left": "issue:45561", "right": "issue:47059", "accept": false, - "reason": "pytest-xdist race in testing utils and a cli incompatibility with huggingface_hub are unrelated." + "reason": "xdist race in testing utils vs CLI completion breakage from huggingface_hub; unrelated infrastructure issues." }, { "left": "issue:44857", "right": "issue:46877", "accept": false, - "reason": "CUDA float16 loss crash and docstring lint stdout noise are unrelated." + "reason": "CUDA AMP loss crash vs import-time doc-lint stdout; no overlap." }, { - "left": "issue:45406", - "right": "issue:46202", + "left": "issue:45593", + "right": "issue:46877", "accept": false, - "reason": "Gemma4Processor missing _tokenizer and Gemma pipeline roundtrip on \u2581 are different issues." + "reason": "D-FINE auxiliary-loss behavior vs doc-lint stdout noise; unrelated." }, { - "left": "issue:45593", - "right": "issue:46877", + "left": "issue:44222", + "right": "issue:45310", "accept": false, - "reason": "D-FINE auxiliary-loss behavior and docstring lint output are unrelated." + "reason": "FP8 MoE saving vs Qwen3.5 from_pretrained loading; same broad model family but different concrete code paths." }, { "left": "issue:44661", "right": "issue:47059", "accept": false, - "reason": "Model-mapping logic failure and CLI completion attr error are not the same bug." + "reason": "Tokenizer mapping-name failure vs CLI completion attribute breakage; different areas and fixes." } ] }, - "evaluator_result": null, - "evaluator_used": false, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet and stays mostly conservative. The two accepted soft edges are plausibly duplicate-like from their titles/body context, and the rejected pairs look appropriately non-overlapping. No evident overstatement beyond what the packet supports." + }, + "evaluator_used": true, "retried": false, - "accepted_nontrivial_soft_edge": false, + "accepted_nontrivial_soft_edge": true, "error_kind": null, "error_message": null }, @@ -14669,8 +14636,8 @@ "review_unit_count": 63, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-516", "nodes": [ @@ -14691,7 +14658,6 @@ "issue:43824", "issue:43976", "issue:44016", - "issue:44079", "issue:44186", "issue:44222", "issue:44496", @@ -14706,6 +14672,7 @@ "issue:45103", "issue:45310", "issue:45405", + "issue:45406", "issue:45561", "issue:45600", "issue:45712", @@ -14724,8 +14691,8 @@ "issue:47085" ], "soft_pairs": [ - "issue:44222|issue:45310", "issue:45081|issue:45103", + "issue:45406|issue:46202", "issue:46202|issue:46701", "issue:43232|issue:44792", "issue:42673|issue:43704", @@ -14736,8 +14703,8 @@ "issue:30333|issue:33290", "issue:44743|issue:47068", "issue:43976|issue:44933", - "issue:30990|issue:35141", "issue:43479|issue:46829", + "issue:30990|issue:35141", "issue:42898|issue:44568", "issue:45561|issue:45600", "issue:42175|issue:45712", @@ -14753,229 +14720,222 @@ "issue:44016|issue:46231", "issue:39692|issue:46909", "issue:43784|issue:43824", - "issue:42898|issue:44779", - "issue:43479|issue:44079" + "issue:42898|issue:44779" ], - "prepared_review_unit_hash": "4a3f76297b34ea9e55df28742235d3512d7289da2f02d161e173fd744f1620b3", + "prepared_review_unit_hash": "2f702f2cf71e55c2cdf8d38204255b12fad4e5ab11e4c8b4e788a9a9f76d67d5", "component_budget": { "node_count": 516, "item_count": 516, "soft_pair_count": 1900, - "serialized_chars": 985297, - "estimated_input_tokens": 246325, - "estimated_eval_tokens": 492906 + "serialized_chars": 985312, + "estimated_input_tokens": 246328, + "estimated_eval_tokens": 492912 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 31, - "serialized_chars": 37166, - "estimated_input_tokens": 9292, - "estimated_eval_tokens": 18840 + "soft_pair_count": 30, + "serialized_chars": 36897, + "estimated_input_tokens": 9225, + "estimated_eval_tokens": 18706 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "Mostly a heterogeneous set of issues with a few tokenizer/v5 regressions mixed in; the only clear duplicate pair is the Qwen3ForCausalLM VRAM leak report (42673/43704).", - "confidence": 0.69, - "canonical_issue_reason": "issue:42673 is the best canonical anchor: it is the earlier, more detailed VRAM-leak report, and issue:43704 is a later near-verbatim duplicate.", + "summary": "This cluster is mostly heterogeneous and only one pair looks like a true duplicate; most other pairs are same-subsystem but different bugs. The clearest duplicate is the Qwen3ForCausalLM VRAM leak report.", + "confidence": 0.91, + "canonical_issue_reason": "issue:42673 is the strongest anchor because it has an exact twin (issue:43704) with the same title and same concrete failure mode: VRAM leak when Qwen3ForCausalLM is used in multiple dataloader threads.", "canonical_pr_reason": null, - "best_issue_reason": "issue:42673 is the strongest issue to keep for this cluster because it is the only exact duplicate target and the most concrete, well-described bug report in the set.", + "best_issue_reason": "issue:42673 is the best single issue to represent the only near-certain duplicate in this set; it is specific, concrete, and directly matched by another item.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:44222", - "right": "issue:45310", + "left": "issue:45081", + "right": "issue:45103", "accept": false, - "reason": "Both involve MoE/FP8, but one is save_pretrained behavior and the other is a from_pretrained load error; different bugs." + "reason": "Different bugs: Mistral tokenizer backend-tokenizer attribute error vs auto-docstring crash with future annotations." }, { - "left": "issue:45081", - "right": "issue:45103", + "left": "issue:45406", + "right": "issue:46202", "accept": false, - "reason": "Tokenizer regex loading crash vs auto_docstring crash from future annotations; unrelated code paths." + "reason": "Both involve Gemma/Gemma4, but one is a missing _tokenizer attribute and the other is a pipeline roundtrip/tokenization issue." }, { "left": "issue:46202", "right": "issue:46701", "accept": false, - "reason": "Both are Gemma-related, but one is a tokenization roundtrip edge case and the other is a generation/pipeline failure." + "reason": "Different failure modes and code paths: token roundtrip bug vs image-text-to-text pipeline failure." }, { "left": "issue:43232", "right": "issue:44792", "accept": false, - "reason": "Generation kwargs handling after sync_gpus is unrelated to the Janus image-generation test failure." + "reason": "Unrelated generation bugs: sync_gpus kwargs update issue vs janus image-generation test failure." }, { "left": "issue:42673", "right": "issue:43704", "accept": true, - "reason": "Same title and same symptom: Qwen3ForCausalLM VRAM leak in multiple dataloader threads; 43704 is a duplicate report." + "reason": "Exact duplicate: same title and same Qwen3ForCausalLM multi-dataloader VRAM leak." }, { "left": "issue:42831", "right": "issue:44222", "accept": false, - "reason": "Both mention FP8, but one is an accuracy issue and the other is a save_pretrained MoE issue; not the same bug." + "reason": "One is an accuracy regression with FineGrainedFP8; the other is an FP8 save_pretrained/moe issue." }, { "left": "issue:42175", "right": "issue:44933", "accept": false, - "reason": "TensorFlow backend packaging and an image_utils import problem are unrelated." + "reason": "Different problems: missing TensorFlow backend in extras install vs nonexistent image_utils import." }, { "left": "issue:44496", "right": "issue:45561", "accept": false, - "reason": "Model loading/config error versus xdist race in testing utilities; different layers and symptoms." + "reason": "Unrelated: unrecognized model/config loading vs xdist race in captured_info.txt." }, { "left": "issue:45405", "right": "issue:46877", "accept": false, - "reason": "PEFT version pinning and auto_docstring stdout noise are unrelated maintenance issues." + "reason": "PEFT version bump issue and auto_docstring stdout diagnostics are different topics and code paths." }, { "left": "issue:30333", "right": "issue:33290", "accept": false, - "reason": "MLFlow reporting on failed training jobs is unrelated to a DeepSpeed Adafactor OOM." + "reason": "Training job MLflow reporting bug is unrelated to adafactor/deepspeed OOM." }, { "left": "issue:44743", "right": "issue:47068", "accept": false, - "reason": "Recurrent state reset in modular Qwen3.5 code is unrelated to a host-sync concern in deepspeed loss computation." + "reason": "Different issues: recurrent state reset in modular_qwen3_5 vs possible host sync from CUDA-tensor conditional." }, { "left": "issue:43976", "right": "issue:44933", "accept": false, - "reason": "Python version compatibility and image_utils import exposure are different problems." + "reason": "Python version compatibility issue is unrelated to image_utils import removal." }, { - "left": "issue:30990", - "right": "issue:35141", + "left": "issue:43479", + "right": "issue:46829", "accept": false, - "reason": "Sentence-Transformers loading hang is unrelated to embedding resizing/post_init reinitialization." + "reason": "Phi4MultimodalConfig default initialization bug is unrelated to VideoPrism hidden_states misassignment." }, { - "left": "issue:43479", - "right": "issue:46829", + "left": "issue:30990", + "right": "issue:35141", "accept": false, - "reason": "Multimodal config defaults and VideoPrism output field mapping are different bugs." + "reason": "Sentence Transformers loading hang vs token embedding resize/post_init reinitialization are different bugs." }, { "left": "issue:42898", "right": "issue:44568", "accept": false, - "reason": "Both are tokenizer regressions, but one is clean_up_tokenization_spaces behavior and the other is add_special_tokens/BOS-EOS behavior; not the same bug." + "reason": "Both are tokenizer behavior regressions, but one is clean_up_tokenization_spaces in v5 and the other is add_special_tokens BOS/EOS behavior for mdeberta." }, { "left": "issue:45561", "right": "issue:45600", "accept": false, - "reason": "Test worker race on captured_info.txt is unrelated to stale auto_mappings references." + "reason": "Pytest-xdist race and removed Sam3LiteText auto_mappings references are unrelated." }, { "left": "issue:42175", "right": "issue:45712", "accept": false, - "reason": "TensorFlow backend packaging and dummy class cleanup are unrelated." + "reason": "Extras-install backend issue is not the same as leftover dummy class cleanup." }, { "left": "issue:44568", "right": "issue:47085", "accept": false, - "reason": "Specific BOS/EOS token insertion regression is unrelated to tokenizer thread-safety." + "reason": "Different tokenizer issues: special-token addition regression vs thread-safety regression." }, { "left": "issue:44623", "right": "issue:45310", "accept": false, - "reason": "Processor save_pretrained missing files is unrelated to Qwen3.5 MoE from_pretrained loading." + "reason": "Processor save_pretrained missing files and Qwen3.5 MoE from_pretrained failure are distinct." }, { "left": "issue:42673", "right": "issue:46693", "accept": false, - "reason": "VRAM leak in dataloader threads is unrelated to FA2 long-context performance regression." + "reason": "Same broad Qwen/deepspeed area, but one is a VRAM leak in dataloader threads and the other is a long-context performance regression." }, { "left": "issue:44186", "right": "issue:47085", "accept": false, - "reason": "LayoutLMv2Tokenizer NER/padding crashes are unrelated to Rust tokenizer thread-safety." + "reason": "LayoutLMv2Tokenizer padding/NER crash is not the same as fast tokenizer thread-safety regression." }, { "left": "issue:45600", "right": "issue:47059", "accept": false, - "reason": "auto_mappings CI breakage is unrelated to the huggingface_hub CLI completion break." + "reason": "Removed config references in auto_mappings and a huggingface_hub CLI completion error are unrelated." }, { "left": "issue:46077", "right": "issue:46123", "accept": false, - "reason": "Bidirectional attention mask construction and MaskGenerationPipeline batching are different pipeline bugs." + "reason": "Gemma4 attention-mask bug and MaskGenerationPipeline final-batch bug are different code paths." }, { "left": "issue:42898", "right": "issue:45812", "accept": false, - "reason": "Both are tokenizer regressions in v5, but one changes cleanup behavior while the other yields wrong Granite token IDs." + "reason": "Both are v5 tokenizer regressions, but they affect different behaviors and different model families." }, { "left": "issue:43723", "right": "issue:44568", "accept": false, - "reason": "Generic tokenizer loading issue and add_special_tokens/BOS-EOS regression are related in area only, not the same underlying bug." + "reason": "Tokenizer loading issue in v5 is separate from mdeberta special-token regression." }, { "left": "issue:43479", "right": "issue:44869", "accept": false, - "reason": "Phi4Multimodal config defaults and Whisper timestamp decode crash are unrelated." + "reason": "Different models and failures: multimodal config init vs Whisper timestamp decode crash." }, { "left": "issue:44016", "right": "issue:46231", "accept": false, - "reason": "Notebook syntax error and training-doc parameter name mismatch are different documentation issues." + "reason": "Notebook syntax error and documentation parameter mismatch are not the same bug." }, { "left": "issue:39692", "right": "issue:46909", "accept": false, - "reason": "Both are broken docs examples, but they target different models and failures." + "reason": "Both are documentation problems, but they concern different examples and different failure modes." }, { "left": "issue:43784", "right": "issue:43824", "accept": false, - "reason": "Sentence-Transformers import NameError and Qwen2.5-VL import error are separate package/export issues." + "reason": "Both are import errors, but caused by different missing symbols in different packages." }, { "left": "issue:42898", "right": "issue:44779", "accept": false, - "reason": "Tokenizer cleanup behavior and Deepseek tokenization regression are different bugs." - }, - { - "left": "issue:43479", - "right": "issue:44079", - "accept": false, - "reason": "Multimodal config initialization and ModelOutput key assignment are unrelated internal logic bugs." + "reason": "Both are tokenizer regressions in v5, but they are different model-specific bugs." } ] }, "evaluator_result": { "accept": true, - "feedback": "The summary is grounded in the packet: the only clearly duplicate pair is 42673/43704, and the canonical-anchor choice is conservative. The soft-edge verdicts all stay within the evidence available from titles/body metadata and do not overclaim duplicate status." + "feedback": "The summary is grounded in the packet and stays conservative on the soft edges. The only clearly supported duplicate is issue:42673 / issue:43704, which have identical titles and matching VRAM-leak reports. The remaining pairs are reasonably treated as related but distinct bugs." }, "evaluator_used": true, "retried": false, @@ -14991,8 +14951,8 @@ "review_unit_count": 63, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-516", "nodes": [ @@ -15017,6 +14977,7 @@ "issue:43874", "issue:44060", "issue:44075", + "issue:44079", "issue:44190", "issue:44222", "issue:44295", @@ -15045,9 +15006,10 @@ "issue:47085" ], "soft_pairs": [ + "issue:43479|issue:44079", "issue:27957|issue:30333", - "issue:44843|issue:47085", "issue:42673|issue:47085", + "issue:44843|issue:47085", "issue:30333|issue:34689", "issue:43874|issue:45092", "issue:42898|issue:43295", @@ -15065,8 +15027,8 @@ "issue:42831|issue:44623", "issue:44933|issue:45712", "issue:44448|issue:46132", - "issue:44060|issue:45125", "issue:44222|issue:44623", + "issue:44060|issue:45125", "issue:43479|issue:43644", "issue:42796|issue:43723", "issue:45245|issue:46132", @@ -15075,208 +15037,214 @@ "issue:41628|issue:42757", "issue:44297|issue:45310" ], - "prepared_review_unit_hash": "2d94ae415da091b53263267930360aa870184a2bb890bc6962ceaef4ef61364c", + "prepared_review_unit_hash": "7f8a2cbb600a07f43a3287e2bc603679c4c48d2e52b1da38a91363bcf5f550d2", "component_budget": { "node_count": 516, "item_count": 516, "soft_pair_count": 1900, - "serialized_chars": 985297, - "estimated_input_tokens": 246325, - "estimated_eval_tokens": 492906 + "serialized_chars": 985312, + "estimated_input_tokens": 246328, + "estimated_eval_tokens": 492912 }, "budget": { - "node_count": 47, - "item_count": 47, - "soft_pair_count": 29, - "serialized_chars": 35707, - "estimated_input_tokens": 8927, - "estimated_eval_tokens": 18110 + "node_count": 48, + "item_count": 48, + "soft_pair_count": 30, + "serialized_chars": 36579, + "estimated_input_tokens": 9145, + "estimated_eval_tokens": 18546 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "These are mostly unrelated Transformers issues spanning tokenization, import errors, model loading, training utilities, and optimizer/runtime behavior. The soft pairs share only superficial subsystem overlap, so none should be deduplicated.", - "confidence": 0.94, - "canonical_issue_reason": null, + "summary": "The proposed soft pairs are mostly false positives: they share only broad subsystem themes (tokenizers, multimodal models, imports, save/load, etc.) but describe different concrete bugs and code paths. No pull requests were provided. The clearest representative issue is the offline-mode tokenizer regression in issue 44843.", + "confidence": 0.88, + "canonical_issue_reason": "issue:44843 is the most concrete, actionable bug report: it names a specific failing code path (_patch_mistral_regex / model_info()) and a clear regression condition (HF_HUB_OFFLINE).", "canonical_pr_reason": null, - "best_issue_reason": "issue:44843 is the strongest representative issue: it has a clear, concrete failure path (AutoTokenizer._patch_mistral_regex calling model_info() and breaking HF_HUB_OFFLINE) and is easy to action.", + "best_issue_reason": "issue:44843 is the strongest standalone representative because it is narrowly scoped, reproducible, and tied to a specific fixable path.", "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "issue:43479", + "right": "issue:44079", + "accept": false, + "reason": "Different bug classes: config initialization with None vs ModelOutput key assignment behavior." + }, { "left": "issue:27957", "right": "issue:30333", "accept": false, - "reason": "Different bugs: Flash Attention 2 support for XLM-Roberta vs MLFlow reporting not updated after failed training." + "reason": "Unrelated problems: Flash Attention support in a model vs MLFlow reporting on training failure." }, { - "left": "issue:44843", + "left": "issue:42673", "right": "issue:47085", "accept": false, - "reason": "Tokenizer offline-mode regression vs fast tokenizer thread-safety regression; same area, different failure mode." + "reason": "Both mention runtime behavior, but one is a VRAM leak and the other is tokenizer thread safety; different code paths." }, { - "left": "issue:42673", + "left": "issue:44843", "right": "issue:47085", "accept": false, - "reason": "VRAM leak in Qwen3ForCausalLM across dataloader threads is unrelated to Rust tokenizer thread safety." + "reason": "Offline tokenizer patching bug vs Rust tokenizer thread-safety regression; not the same issue." }, { "left": "issue:30333", "right": "issue:34689", "accept": false, - "reason": "MLFlow status reporting issue vs model-loading regression for Llama 3.2 Vision; not the same code path." + "reason": "MLFlow reporting failure is unrelated to a model-loading regression for Llama 3.2 Vision." }, { "left": "issue:43874", "right": "issue:45092", "accept": false, - "reason": "Missing image processor method for token counting vs remote-code checkpoint meta-init incompatibility; distinct bugs." + "reason": "Different multimodal loading failures in different model families and different root causes." }, { "left": "issue:42898", "right": "issue:43295", "accept": false, - "reason": "Tokenization-space cleanup behavior change vs processor.tokenizer/image passing regression; different APIs and symptoms." + "reason": "One is tokenization cleanup behavior, the other is processor/tokenizer access and image passing; not the same bug." }, { "left": "issue:44295", "right": "issue:45656", "accept": false, - "reason": "position_ids buffer access error is unrelated to DeepSpeed causing optimizer.step() to run twice." + "reason": "Buffer read/access issue vs optimizer stepping twice under deepspeed; unrelated." }, { "left": "issue:42222", "right": "issue:45200", "accept": false, - "reason": "VitPose model breakage vs Gemma 4 mm_token_type_ids defaulting; different model families and defects." + "reason": "Different model-specific multimodal bugs, one broken vitpose models and one missing default mm_token_type_ids." }, { "left": "issue:44734", "right": "issue:45103", "accept": false, - "reason": "KV cache continuation indexing crash in serve vs auto_docstring annotation handling crash; unrelated." + "reason": "KV-cache tensor indexing crash vs docstring/annotations crash in auto_docstring; unrelated." }, { "left": "issue:42898", "right": "issue:45356", "accept": false, - "reason": "Cleanup-tokenization behavior change vs Kimi-K2.5 tokenizer codec/regex regression; not the same bug." + "reason": "Both are tokenizer regressions, but they affect different behaviors and code paths." }, { "left": "issue:30333", "right": "issue:35141", "accept": false, - "reason": "MLFlow reporting on failed jobs vs output embedding reinitialization after resize; separate concerns." + "reason": "MLFlow job status reporting vs embedding resizing/post_init reinitialization; unrelated." }, { "left": "issue:22355", "right": "issue:28282", "accept": false, - "reason": "Missing transformers.onnx module vs missing PyTorch dependency for AutoModel; both import-related but different causes." + "reason": "Different import/dependency failures: missing transformers.onnx module vs missing PyTorch backend." }, { "left": "issue:44222", "right": "issue:44297", "accept": false, - "reason": "FP8 save_pretrained issue for MoE vs tokenizer_class mismatch in tokenizer_config.json; different serialization bugs." + "reason": "Both involve save_pretrained, but one is FP8 MoE serialization and the other is tokenizer metadata mismatch." }, { "left": "issue:44075", "right": "issue:46231", "accept": false, - "reason": "Optimizer args ignored vs documentation parameter-name mismatch; one is runtime behavior, the other docs." + "reason": "An optimizer bug vs a documentation typo; not the same issue." }, { "left": "issue:43116", "right": "issue:44190", "accept": false, - "reason": "Multi-label classification example output bug vs local dataset loading failure; unrelated example-script issues." + "reason": "Different example scripts with different failure modes; both are script issues but not the same bug." }, { "left": "issue:45405", "right": "issue:45712", "accept": false, - "reason": "PEFT minimum-version bump vs leftover dummy classes leaking into dir(transformers); unrelated maintenance issues." + "reason": "Unreleased dependency bump vs leftover dummy classes leaking into API surface; unrelated." }, { "left": "issue:44297", "right": "issue:45656", "accept": false, - "reason": "Tokenizer save_pretrained metadata mismatch vs DeepSpeed double optimizer step; no shared underlying bug." + "reason": "Tokenizer save metadata mismatch vs optimizer stepping twice; no overlap in underlying bug." }, { "left": "issue:42831", "right": "issue:44623", "accept": false, - "reason": "FineGrainedFP8 accuracy problem vs missing files from processor.save_pretrained; distinct failure modes." + "reason": "FP8 accuracy regression vs missing processor save files; different areas and symptoms." }, { "left": "issue:44933", "right": "issue:45712", "accept": false, - "reason": "Missing import from image_utils vs dummy PT objects leaking into namespace; both import hygiene, but not the same defect." + "reason": "Both touch imports, but one is a missing symbol in image_utils and the other is dummy class cleanup." }, { "left": "issue:44448", "right": "issue:46132", "accept": false, - "reason": "v4/v5 output differences for Pegasus vs AttentionInterface.register changing returned function behavior; not the same code path." + "reason": "Different attention-related issues: model output discrepancy vs registered function behavior change." }, { - "left": "issue:44060", - "right": "issue:45125", + "left": "issue:44222", + "right": "issue:44623", "accept": false, - "reason": "Incorrect tied-weights warning in Qwen3-Next vs missing _tp_plan for tensor parallelism; unrelated model implementation issues." + "reason": "Both mention save_pretrained, but they concern different object types and failure modes." }, { - "left": "issue:44222", - "right": "issue:44623", + "left": "issue:44060", + "right": "issue:45125", "accept": false, - "reason": "FP8 MoE save_pretrained bug vs processor.save_pretrained missing files; both save-related but different objects and symptoms." + "reason": "Same model family, but one is a tied-weights warning bug and the other is missing tensor-parallel plan support." }, { "left": "issue:43479", "right": "issue:43644", "accept": false, - "reason": "Phi4MultimodalConfig default-init bug vs non-persistent buffers filled with junk; separate initialization problems." + "reason": "Different initialization problems in different subsystems; not the same underlying defect." }, { "left": "issue:42796", "right": "issue:43723", "accept": false, - "reason": "Tokenizer BPE marker handling bug vs AutoTokenizer loading issue in v5; both tokenizer-related but not the same failure." + "reason": "Both are tokenizer-related, but one is BPE marker handling and the other is from_pretrained loading in v5." }, { "left": "issue:45245", "right": "issue:46132", "accept": false, - "reason": "Category-cardinality runtime error vs AttentionInterface.register behavior change; unrelated functionality." + "reason": "Completely unrelated: category count runtime error vs attention registration behavior." }, { "left": "issue:44373", "right": "issue:44485", "accept": false, - "reason": "Wrong docstring for position_ids vs GLM-5 RoPE implementation discussion; documentation issue vs algorithmic bug." + "reason": "A docstring issue is not the same as a RoPE implementation bug." }, { "left": "issue:44360", "right": "issue:46762", "accept": false, - "reason": "DSA indexer missing ReLU vs Minimax attention numerical differences; different components and different bugs." + "reason": "Different numeric/attention topics with no clear shared code path." }, { "left": "issue:41628", "right": "issue:42757", "accept": false, - "reason": "Missing AutoImageProcessor import vs missing is_offline_mode import; both import errors but from different modules and causes." + "reason": "Both are import errors, but they involve different missing symbols from different packages." }, { "left": "issue:44297", "right": "issue:45310", "accept": false, - "reason": "Tokenizer config class mismatch on save_pretrained vs Qwen3.5 MoE from_pretrained error; not the same issue." + "reason": "Tokenizer save metadata mismatch vs Qwen3.5 MoE from_pretrained regression; different bugs." } ] }, @@ -15295,8 +15263,8 @@ "review_unit_count": 63, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-516", "nodes": [ @@ -15309,6 +15277,7 @@ "issue:42907", "issue:43122", "issue:43232", + "issue:43408", "issue:43475", "issue:43504", "issue:43723", @@ -15331,7 +15300,6 @@ "issue:45092", "issue:45310", "issue:45357", - "issue:45381", "issue:45834", "issue:46002", "issue:46050", @@ -15340,6 +15308,7 @@ "issue:46305", "issue:46328", "issue:46369", + "issue:46402", "issue:46424", "issue:46431", "issue:46614", @@ -15363,224 +15332,224 @@ "issue:43232|issue:45834", "issue:30990|issue:38175", "issue:44190|issue:46082", + "issue:46369|issue:46909", "issue:43475|issue:46305", "issue:44263|issue:44360", - "issue:46369|issue:46909", "issue:46305|issue:46655", "issue:42831|issue:45310", "issue:22355|issue:27957", "issue:42907|issue:46050", - "issue:44279|issue:46328", "issue:45092|issue:45357", + "issue:44279|issue:46328", "issue:42831|issue:44038", - "issue:44829|issue:46002", "issue:44261|issue:45092", + "issue:44829|issue:46002", "issue:41628|issue:43824", "issue:44964|issue:47059", - "issue:45381|issue:46305" + "issue:43408|issue:46402" ], - "prepared_review_unit_hash": "5624f06fdc9baafaebebdc593f6a0f4078c95638cb5008735721a391ca1db362", + "prepared_review_unit_hash": "6fa6f6ec58c2c7b3589454dd38a29f83ded6a9f3202f730e3f6f242da05e0b4a", "component_budget": { "node_count": 516, "item_count": 516, "soft_pair_count": 1900, - "serialized_chars": 985297, - "estimated_input_tokens": 246325, - "estimated_eval_tokens": 492906 + "serialized_chars": 985312, + "estimated_input_tokens": 246328, + "estimated_eval_tokens": 492912 }, "budget": { - "node_count": 47, - "item_count": 47, + "node_count": 48, + "item_count": 48, "soft_pair_count": 29, - "serialized_chars": 35440, - "estimated_input_tokens": 8860, - "estimated_eval_tokens": 17976 + "serialized_chars": 36018, + "estimated_input_tokens": 9005, + "estimated_eval_tokens": 18266 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "The cluster is very heterogeneous: the soft pairs mostly share only broad subsystem keywords, not the same concrete bug. I found no convincing duplicate/merge candidates among the provided pairs.", - "confidence": 0.83, - "canonical_issue_reason": "issue:45092 is the broadest representative of the recurring Transformers v5 loading/meta-init compatibility regressions in this set, and is more central than the model-specific or peripheral reports.", + "summary": "This is a loose similarity cluster of largely unrelated Transformers issues; the soft edges are mostly topical overlaps, not true duplicates. None of the candidate pairs look mergeable as the same underlying bug or change.", + "confidence": 0.94, + "canonical_issue_reason": "issue:45092 is the clearest self-contained regression report with a specific version boundary and concrete failure mode, making it a good anchor for the cluster.", "canonical_pr_reason": null, - "best_issue_reason": "issue:45092 best captures the shared theme of v5 breaking model loading for remote-code / checkpoint compatibility, making it the most useful representative issue here.", + "best_issue_reason": "issue:44964 is the most broadly user-impacting standalone issue, describing a direct model-load failure on a named checkpoint with a clear repro.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:45071", "right": "issue:46082", "accept": false, - "reason": "Both are config-related regressions, but one is a PretrainedConfig type-checking issue and the other is a LlamaConfig head_dim validation problem." + "reason": "Both are config-related regressions, but one is a broad type-checking break and the other is a Llama head_dim validation issue; different code paths." }, { "left": "issue:43504", "right": "issue:47059", "accept": false, - "reason": "These are unrelated failures: legacy field loading for BEiT segmentation versus a Hugging Face Hub CLI compatibility break." + "reason": "Legacy model-field loading and a CLI completion error from huggingface_hub are unrelated failures." }, { "left": "issue:43723", "right": "issue:44977", "accept": false, - "reason": "Different problems: tokenizer loading in v5 versus Qwen3.5 flash-attention generation behavior." + "reason": "Tokenizer import/loading in v5 and Qwen3.5 flash-attention generation problems affect different subsystems and symptoms." }, { "left": "issue:44222", "right": "issue:44484", "accept": false, - "reason": "One concerns FP8 MoE save_pretrained behavior; the other is about the default max_shard_size threshold." + "reason": "Both mention save_pretrained, but one is FP8 MoE saving failure and the other is a shard-size policy question." }, { "left": "issue:43122", "right": "issue:46209", "accept": false, - "reason": "Tokenization drift across versions and FP8 inference failure on B200 are unrelated bugs." + "reason": "Tokenizer behavior changes and FP8 inference on B200 are different problems with no shared code-path evidence." }, { "left": "issue:46614", "right": "issue:46932", "accept": false, - "reason": "Stale phonemizer backend state is not the same as Gemma4 quantized embedder dtype casting." + "reason": "A stale phonemizer backend bug and Gemma4 quantized embedder dtype casting are unrelated." }, { "left": "issue:44263", "right": "issue:45092", "accept": false, - "reason": "GlmMoeDsaIndexer torch.split behavior and remote-code checkpoint meta-init incompatibility are different code paths." + "reason": "GlmMoeDsaIndexer split behavior and InternVL2 meta-init compatibility are different components and failure modes." }, { "left": "issue:44295", "right": "issue:44623", "accept": false, - "reason": "Registering position_ids as a buffer causing read errors is unrelated to processor.save_pretrained missing files." + "reason": "Position-id buffer access and processor.save_pretrained missing files are not the same bug." }, { "left": "issue:46209", "right": "issue:46431", "accept": false, - "reason": "FP8 inference on B200 and missing chat template errors are different runtime issues." + "reason": "FP8 inference on B200 and missing chat template support are unrelated runtime issues." }, { "left": "issue:43232", "right": "issue:46424", "accept": false, - "reason": "Both touch generation/cache handling, but one is a sync_gpus kwargs update bug and the other is a cache_length config limitation." + "reason": "Generation kwargs after sync_gpus and cache max length handling concern different generation internals." }, { "left": "issue:44263", "right": "issue:44373", "accept": false, - "reason": "A runtime torch.split issue in DSA indexing is not the same as a docstring correction." + "reason": "A DSA indexer split bug and a wrong docstring for position_ids are not the same underlying issue." }, { "left": "issue:43232", "right": "issue:45834", "accept": false, - "reason": "Generation kwarg handling and Kosmos2.5 long-ocr index errors are unrelated." + "reason": "Generation kwargs handling and Kosmos2.5 OCR long-input indexing are distinct bugs." }, { "left": "issue:30990", "right": "issue:38175", "accept": false, - "reason": "SentenceTransformers loading hangs and SigLIP2 zero probabilities are different model behaviors." + "reason": "Sentence-transformers loading stall and siglip2 zero probabilities are unrelated model/runtime problems." }, { "left": "issue:44190", "right": "issue:46082", "accept": false, - "reason": "Local dataset loading in an example script is unrelated to a LlamaConfig validation change." + "reason": "Local dataset loading in an example script and a LlamaConfig validation error do not share the same code path." + }, + { + "left": "issue:46369", + "right": "issue:46909", + "accept": false, + "reason": "SAM3 memory overflow and a broken DIA documentation example are unrelated." }, { "left": "issue:43475", "right": "issue:46305", "accept": false, - "reason": "Missing fpn_position_embeddings in SAM3 video output and a MoonshineStreaming mask off-by-one are different bugs." + "reason": "Missing SAM3 vision encoder attribute and a MoonshineStreaming window-mask off-by-one are different model implementations." }, { "left": "issue:44263", "right": "issue:44360", "accept": false, - "reason": "These are both about DSA indexer code, but one reports torch.split return handling and the other a missing ReLU; not the same bug." - }, - { - "left": "issue:46369", - "right": "issue:46909", - "accept": false, - "reason": "A memory overflow in sam3-litetext is unrelated to a broken DIA documentation example." + "reason": "Both touch DSA indexer code, but one is about split return values and the other about a missing ReLU; not the same bug." }, { "left": "issue:46305", "right": "issue:46655", "accept": false, - "reason": "An off-by-one attention window bug is not the same as incorrect video padding calculation." + "reason": "MoonshineStreaming masking off-by-one and SmolVLM video padding are separate sequence-processing bugs." }, { "left": "issue:42831", "right": "issue:45310", "accept": false, - "reason": "FineGrainedFP8 accuracy issues and Qwen3.5 MoE from_pretrained errors are different FP8/v5 regressions." + "reason": "FineGrainedFP8 accuracy drift and Qwen3.5 MoE from_pretrained errors are different FP8-adjacent issues." }, { "left": "issue:22355", "right": "issue:27957", "accept": false, - "reason": "Missing transformers.onnx module and XLMRoberta Flash Attention 2 are unrelated." + "reason": "An import failure for transformers.onnx and XLMRoberta Flash Attention 2 are unrelated." }, { "left": "issue:42907", "right": "issue:46050", "accept": false, - "reason": "Both involve save/load of quantized models, but the concrete failures and quantization paths differ." + "reason": "Dequantized model save failure and sinq quantized model save/load breakage are both quantization-related but not the same concrete bug." }, { - "left": "issue:44279", - "right": "issue:46328", + "left": "issue:45092", + "right": "issue:45357", "accept": false, - "reason": "A generic dependency issue is not the same as a SequenceFeatureExtractor.pad performance bug." + "reason": "InternVL2 meta initialization incompatibility and Qwen3.5 visual-encoder key persistence are different regressions." }, { - "left": "issue:45092", - "right": "issue:45357", + "left": "issue:44279", + "right": "issue:46328", "accept": false, - "reason": "Remote-code checkpoint meta-init incompatibility and incorrect visual encoder keys in save_pretrained are separate serialization/loading problems." + "reason": "A general dependency issue and a SequenceFeatureExtractor.pad performance issue are unrelated." }, { "left": "issue:42831", "right": "issue:44038", "accept": false, - "reason": "FineGrainedFP8 accuracy regression and Qwen3-VL-Moe behavior are different model-specific issues." + "reason": "FineGrainedFP8 accuracy issues and Qwen3-VL-Moe v5 bugs do not match on symptom or code path." }, { - "left": "issue:44829", - "right": "issue:46002", + "left": "issue:44261", + "right": "issue:45092", "accept": false, - "reason": "Degenerate training with flash_attention_3 is not the same as NaNs after checkout/init in classification heads." + "reason": "MLA q_a_layernorm precision error from missing rms_norm_eps is unrelated to meta-init incompatibility." }, { - "left": "issue:44261", - "right": "issue:45092", + "left": "issue:44829", + "right": "issue:46002", "accept": false, - "reason": "A missing rms_norm_eps in MLA q_a_layernorm is a model-specific precision issue, not a loading/meta-init compatibility bug." + "reason": "Flash Attention 3 causing degenerate training and NaNs in classification heads are different training failures." }, { "left": "issue:41628", "right": "issue:43824", "accept": false, - "reason": "Both are import errors, but they concern different missing symbols and likely different export gaps." + "reason": "Missing AutoImageProcessor and missing Qwen2_5_VLForConditionalGeneration imports are separate export issues." }, { "left": "issue:44964", "right": "issue:47059", "accept": false, - "reason": "Model loading for Phi-4-multimodal-instruct and a CLI regression with huggingface_hub are unrelated." + "reason": "Model loading failure for Phi-4-multimodal-instruct and a CLI break from huggingface_hub are unrelated." }, { - "left": "issue:45381", - "right": "issue:46305", + "left": "issue:43408", + "right": "issue:46402", "accept": false, - "reason": "Wrong qwen2.5-vl vision_position_ids handling is not the same as MoonshineStreaming\u2019s sliding-window mask off-by-one." + "reason": "A sam3_video-to-sam3_tracker type warning and SAM3 text-encoder weight loading failure are different SAM3 issues." } ] }, @@ -15599,8 +15568,8 @@ "review_unit_count": 63, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-516", "nodes": [ @@ -15622,7 +15591,6 @@ "issue:43066", "issue:43122", "issue:43232", - "issue:43329", "issue:43408", "issue:43540", "issue:43576", @@ -15630,6 +15598,7 @@ "issue:43646", "issue:43784", "issue:43976", + "issue:44117", "issue:44188", "issue:44263", "issue:44295", @@ -15638,6 +15607,7 @@ "issue:44373", "issue:44483", "issue:44568", + "issue:44704", "issue:44945", "issue:44964", "issue:45278", @@ -15649,12 +15619,11 @@ "issue:46172", "issue:46305", "issue:46369", - "issue:46402", "issue:46909", "issue:47059" ], "soft_pairs": [ - "issue:43408|issue:46402", + "issue:45381|issue:46305", "issue:39379|issue:46172", "issue:44483|issue:45406", "issue:42831|issue:45753", @@ -15677,208 +15646,208 @@ "issue:44295|issue:44297", "issue:30990|issue:33357", "issue:43576|issue:43784", - "issue:43976|issue:44945", "issue:42907|issue:44964", + "issue:43976|issue:44945", "issue:42371|issue:44263", "issue:41628|issue:45278", - "issue:43329|issue:47059" + "issue:44117|issue:44704" ], - "prepared_review_unit_hash": "8332e23c44288c76c82ae1abdb0c804a3db955e9d0c3a861725a30c67d378a55", + "prepared_review_unit_hash": "20f86c2c2aee0d33ee99879b42c5e17e67fd0d1220560dd850888b2f6cd9870a", "component_budget": { "node_count": 516, "item_count": 516, "soft_pair_count": 1900, - "serialized_chars": 985297, - "estimated_input_tokens": 246325, - "estimated_eval_tokens": 492906 + "serialized_chars": 985312, + "estimated_input_tokens": 246328, + "estimated_eval_tokens": 492912 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 28, - "serialized_chars": 35573, - "estimated_input_tokens": 8894, - "estimated_eval_tokens": 18044 + "serialized_chars": 35495, + "estimated_input_tokens": 8874, + "estimated_eval_tokens": 18004 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is mostly a grab bag of unrelated Transformers issues; I don\u2019t see any true duplicate pairs. The soft-similarity matches are mostly broad subsystem overlap (tokenizers, multimodal, v5 regressions) rather than the same underlying bug.", - "confidence": 0.71, - "canonical_issue_reason": "issue:45278 is the best cluster representative: it captures a broad post-upgrade regression pattern with multiple import failures, which is more general than the narrower tokenizer, multimodal, and model-specific reports.", + "summary": "This set is not a duplicate cluster; it contains many unrelated Transformers issues (tokenization, imports, video/multimodal bugs, generation, CLI, quantization, docs). All soft-similarity pairs are false positives: they share broad subsystem vocabulary at most, but not the same concrete failure mode or code path.", + "confidence": 0.93, + "canonical_issue_reason": null, "canonical_pr_reason": null, - "best_issue_reason": "issue:45278 is the most suitable global issue placeholder because it is broad, user-facing, and closest to the shared theme of version-upgrade breakage across the cluster.", + "best_issue_reason": null, "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:43408", - "right": "issue:46402", + "left": "issue:45381", + "right": "issue:46305", "accept": false, - "reason": "Both involve SAM3, but one is a model-type warning and the other is missing text-encoder weights; different failure modes and likely different code paths." + "reason": "Different models and bugs: qwen2.5-vl vision_position_ids vs MoonshineStreaming mask off-by-one in a separate streaming path." }, { "left": "issue:39379", "right": "issue:46172", "accept": false, - "reason": "Different models and symptoms: mllama masking logic vs deepseek-v4 tensor transpose/typing issue." + "reason": "Both are model math bugs, but they affect unrelated architectures and code paths; no shared underlying defect." }, { "left": "issue:44483", "right": "issue:45406", "accept": false, - "reason": "One is an API request-shape rejection in chat completions, the other is a processor attribute crash in serve; not the same bug." + "reason": "API request rejection in /v1/chat/completions is unrelated to a Gemma4Processor attribute crash in transformers serve." }, { "left": "issue:42831", "right": "issue:45753", "accept": false, - "reason": "FineGrainedFP8 accuracy degradation and a Qwen image-driven infinite loop are unrelated problems." + "reason": "FineGrainedFP8 accuracy degradation and Qwen3_5 infinite loop on one image are distinct failure modes." }, { "left": "issue:43644", "right": "issue:46305", "accept": false, - "reason": "A v5 buffer-initialization regression is not the same as a MoonshineStreaming sliding-window off-by-one." + "reason": "Non-persistent buffer junk in v5.0.0 is unrelated to the streaming sliding-window mask off-by-one." }, { "left": "issue:22355", "right": "issue:28218", "accept": false, - "reason": "Importing transformers.onnx and tokenizer-added spacing are completely different issues." + "reason": "Import error for transformers.onnx and tokenizer spacing regression are different components and bugs." }, { "left": "issue:44327", "right": "issue:47059", "accept": false, - "reason": "QA decode_spans top-k bounds error and CLI/test breakage from huggingface_hub are unrelated." + "reason": "QA decode_spans top_k crash is unrelated to a CLI completion attribute error from huggingface_hub." }, { "left": "issue:44188", "right": "issue:44373", "accept": false, - "reason": "Attention-kernel divergence under torch.compile is unrelated to a docstring issue for position_ids." + "reason": "torch.compile attention-kernel divergence is a runtime correctness bug; wrong position_ids docstring is documentation only." }, { "left": "issue:39401", "right": "issue:44568", "accept": false, - "reason": "Both are tokenizer bugs, but they affect different tokenizers and different behaviors (offset mapping vs BOS/EOS insertion)." + "reason": "Both are tokenizer issues, but one is offset_mapping for Qwen3 and the other is missing BOS/EOS insertion for mdeberta-v3-base." }, { "left": "issue:42757", "right": "issue:45278", "accept": false, - "reason": "Both mention imports, but one is a specific huggingface_hub symbol break and the other is a broad upgrade regression; not clearly the same root cause." + "reason": "A single missing huggingface_hub symbol is not the same concrete bug as broad import errors after a version update." }, { "left": "issue:43408", "right": "issue:46369", "accept": false, - "reason": "Same family (SAM3) but different symptoms: wrong model-class warning vs memory overflow in a different model variant." + "reason": "Wrong sam3_video/sam3_tracker model type warning is unrelated to memory overflow in sam3-litetext." }, { "left": "issue:42886", "right": "issue:42994", "accept": false, - "reason": "Offline tokenizer cache loading and quantized model saving failure are distinct code paths." + "reason": "Offline cache loading failure and quantized model saving failure are separate lifecycle paths." }, { "left": "issue:42886", "right": "issue:43066", "accept": false, - "reason": "Cache/offline loading and tokenizer decoder type mismatch are separate tokenizer/config issues." + "reason": "Offline cache loading and wrong tokenizer decoder type in v5 are different tokenizer/loading regressions." }, { "left": "issue:27957", "right": "issue:30990", "accept": false, - "reason": "Flash Attention 2 on XLM-Roberta and Sentence-Transformers loading hangs are different problems." + "reason": "Flash Attention 2 support for XLMRoberta is unrelated to Sentence Transformers hanging during load." }, { "left": "issue:42796", "right": "issue:43122", "accept": false, - "reason": "Tokenizer BPE-marker handling for Ministral and version-to-version tokenization drift are related only at a high level, not the same bug." + "reason": "Tokenizer BPE-marker handling for Ministral is not the same bug as changed tokenization behavior across the v4.57.3\u2192v5 transition." }, { "left": "issue:43232", "right": "issue:45593", "accept": false, - "reason": "Generation kwargs after sync_gpus and D-FINE auxiliary-loss logic are unrelated." + "reason": "Generation kwargs propagation after sync_gpus is unrelated to D-FINE auxiliary-loss handling." }, { "left": "issue:45381", "right": "issue:46909", "accept": false, - "reason": "Qwen2.5-VL video position_ids and a broken DIA documentation example do not describe the same issue." + "reason": "A multimodal video position_ids bug is unrelated to a broken DIA documentation example." }, { "left": "issue:43540", "right": "issue:46909", "accept": false, - "reason": "Qwen3OmniMoe video-input processing and DIA docs are unrelated." + "reason": "Qwen3OmniMoe video processing ValueError and a DIA docs example failure are different categories entirely." }, { "left": "issue:43646", "right": "issue:46002", "accept": false, - "reason": "Custom model initialization breakage and NaNs in classification heads are different failure modes." + "reason": "Custom model init breakage in Transformers 5.0.0 is unrelated to NaNs in classification heads after checkout/init." }, { "left": "issue:42907", "right": "issue:44945", "accept": false, - "reason": "Quantized/dequantized model saving and pipeline-parallel output correctness are unrelated." + "reason": "Saving dequantized Ministral/Devstral models and incorrect pipeline-parallel LLM output are different problems." }, { "left": "issue:44295", "right": "issue:44297", "accept": false, - "reason": "A buffer-access error for position_ids and tokenizer save_pretrained metadata mismatch are separate issues." + "reason": "A buffer access error for position_ids and tokenizer_class mismatch on save_pretrained do not share a concrete root cause." }, { "left": "issue:30990", "right": "issue:33357", "accept": false, - "reason": "Sentence-Transformers loading stall and MacOS bus error with a CLIP community model are not the same bug." + "reason": "Both mention loading, but one is a Sentence Transformers hang and the other is a MacOS bus error with a CLIP model." }, { "left": "issue:43576", "right": "issue:43784", "accept": false, - "reason": "A broken CLI env command and a sentence-transformers import NameError are distinct regressions." + "reason": "Broken transformers env command and a sentence-transformers import NameError are separate failures." }, { - "left": "issue:43976", - "right": "issue:44945", + "left": "issue:42907", + "right": "issue:44964", "accept": false, - "reason": "Python version incompatibility and pipeline-parallel output corruption are unrelated." + "reason": "Quantized model saving failure is not the same as failing to load Phi-4 multimodal instruct." }, { - "left": "issue:42907", - "right": "issue:44964", + "left": "issue:43976", + "right": "issue:44945", "accept": false, - "reason": "Saving dequantized models and loading Phi-4 multimodal instruct are different model behaviors." + "reason": "Python version compatibility regression is unrelated to pipeline parallelism output correctness." }, { "left": "issue:42371", "right": "issue:44263", "accept": false, - "reason": "TF32 settings guidance/error and torch.split return-value handling in GlmMoeDsaIndexer are unrelated." + "reason": "TF32 API guidance and a torch.split return-value issue are unrelated." }, { "left": "issue:41628", "right": "issue:45278", "accept": false, - "reason": "A missing AutoImageProcessor export and broad post-upgrade import failures overlap only superficially; the specific broken symbol and scope differ." + "reason": "Missing AutoImageProcessor import is one symbol-level break; the other is a broader set of import errors after upgrade." }, { - "left": "issue:43329", - "right": "issue:47059", + "left": "issue:44117", + "right": "issue:44704", "accept": false, - "reason": "Undefined video-branch helpers and CLI test failures from huggingface_hub are unrelated code paths." + "reason": "TOKENIZER_MAPPING_NAMES None-handling and AutoProcessor kwargs forwarding are different code paths and bugs." } ] }, @@ -15897,8 +15866,8 @@ "review_unit_count": 63, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-516", "nodes": [ @@ -15915,17 +15884,16 @@ "issue:43122", "issue:43232", "issue:43278", + "issue:43329", "issue:43408", "issue:43452", "issue:43475", - "issue:43493", "issue:43756", "issue:43784", "issue:43824", "issue:43937", "issue:44038", "issue:44060", - "issue:44117", "issue:44222", "issue:44295", "issue:44297", @@ -15945,15 +15913,15 @@ "issue:45290", "issue:45478", "issue:45600", - "issue:45753", "issue:46172", "issue:46326", "issue:46614", - "issue:46762" + "issue:46762", + "issue:47059" ], "soft_pairs": [ "issue:43756|issue:44060", - "issue:44117|issue:44704", + "issue:43329|issue:47059", "issue:42907|issue:43937", "issue:43784|issue:45600", "issue:39401|issue:44488", @@ -15967,230 +15935,223 @@ "issue:44038|issue:44297", "issue:43122|issue:44521", "issue:22355|issue:29159", - "issue:42907|issue:43452", "issue:44038|issue:44295", + "issue:42907|issue:43452", "issue:44038|issue:44222", "issue:45216|issue:45478", "issue:43824|issue:44351", "issue:43116|issue:45200", - "issue:39401|issue:46614", "issue:43122|issue:44779", + "issue:39401|issue:46614", "issue:42757|issue:44351", "issue:36296|issue:43116", "issue:22355|issue:29127", "issue:43278|issue:44945", "issue:42175|issue:44938", - "issue:39379|issue:43232", - "issue:43493|issue:45753" + "issue:39379|issue:43232" ], - "prepared_review_unit_hash": "9e81badec95649e377a6751cbf6dd3b6dc93432564acbdf534f00ee9d2f9276e", + "prepared_review_unit_hash": "ad7a75905f968e5478e482318a5811ce8ce0fc76ccc193ec40ee4acc8072cf38", "component_budget": { "node_count": 516, "item_count": 516, "soft_pair_count": 1900, - "serialized_chars": 985297, - "estimated_input_tokens": 246325, - "estimated_eval_tokens": 492906 + "serialized_chars": 985312, + "estimated_input_tokens": 246328, + "estimated_eval_tokens": 492912 }, "budget": { - "node_count": 48, - "item_count": 48, - "soft_pair_count": 30, - "serialized_chars": 36439, - "estimated_input_tokens": 9110, - "estimated_eval_tokens": 18476 + "node_count": 47, + "item_count": 47, + "soft_pair_count": 29, + "serialized_chars": 35682, + "estimated_input_tokens": 8921, + "estimated_eval_tokens": 18098 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "These soft edges are mostly loose topical similarities across different bugs, models, and code paths. None look like the same underlying issue or a mergeable PR change, so all candidates are rejected.", - "confidence": 0.86, - "canonical_issue_reason": "No single canonical issue cleanly covers this heterogeneous set; the items split across unrelated subsystems and model families.", + "summary": "These items do not form one duplicate cluster; the proposed pairs are mostly superficial overlaps across unrelated tokenizer, model-specific, import, and backend bugs.", + "confidence": 0.24, + "canonical_issue_reason": "If forced to choose one issue as the cluster representative, issue 43122 is the broadest regression-style report and is the closest fit to the tokenizer-related soft edges.", "canonical_pr_reason": null, - "best_issue_reason": "issue:43122 is the broadest representative of the tokenizer-regression subset and has the strongest cross-version signal among the candidates.", + "best_issue_reason": "Issue 43122 is the most generally phrased and broadly reusable as a representative of the tokenizer regression subgroup, even though the overall set is too heterogeneous to be a true duplicate cluster.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:43756", "right": "issue:44060", "accept": false, - "reason": "Different bugs: Smollm3 RoPE layer omission vs Qwen3-Next tied-weights warning." + "reason": "Different models and different failure modes: RoPE layer dropping vs a tied-weights warning in Qwen3-Next." }, { - "left": "issue:44117", - "right": "issue:44704", + "left": "issue:43329", + "right": "issue:47059", "accept": false, - "reason": "Unrelated code paths: tokenizer mapping fallback vs AutoProcessor kwarg forwarding to cached_file." + "reason": "Unrelated subsystems: multimodal token counting bug vs a CLI incompatibility with huggingface_hub 1.22.0." }, { "left": "issue:42907", "right": "issue:43937", "accept": false, - "reason": "Different failures: save/dequantization issue vs invalid GenerationConfig." + "reason": "Different code paths and symptoms: dequantized model saving vs invalid GenerationConfig for GLM-5." }, { "left": "issue:43784", "right": "issue:45600", "accept": false, - "reason": "Different import/CI problems in unrelated modules and models." + "reason": "Import NameError in sentence-transformers integration is unrelated to stale auto_mappings references to removed Sam3LiteText configs." }, { "left": "issue:39401", "right": "issue:44488", "accept": false, - "reason": "Different issues: Qwen3 tokenizer offsets vs loading cjvt/sleng-bert." + "reason": "Tokenizer offset_mapping bug for Qwen3 is unrelated to loading cjvt/sleng-bert." }, { "left": "issue:39401", "right": "issue:44521", "accept": false, - "reason": "Tokenizer offset mapping bug vs multimodal apply_chat_template assistant mask bug." + "reason": "Both are tokenizer-adjacent, but one is offset mapping and the other is assistant mask generation for multimodal chat templates." }, { "left": "issue:44625", "right": "issue:44829", "accept": false, - "reason": "Different model-specific bugs: num_labels propagation vs flash_attention_3 training degeneration." + "reason": "Different problems: num_labels propagation in Qwen3.5 config vs degenerate training with flash_attention_3." }, { "left": "issue:46172", "right": "issue:46762", "accept": false, - "reason": "Different model implementations and failure modes: Deepseek transpose bug vs Minimax numerical mismatch." + "reason": "Both are numerical-accuracy topics, but the specific models, implementations, and code paths differ." }, { "left": "issue:44360", "right": "issue:44485", "accept": false, - "reason": "Unrelated topics: DSA indexer ReLU vs GLM-5 RoPE implementation." + "reason": "DSA indexer activation choice is unrelated to GLM-5 RoPE implementation." }, { "left": "issue:44704", "right": "issue:45290", "accept": false, - "reason": "Different APIs: cached_file kwarg forwarding vs tool-call chat template crash." + "reason": "AutoProcessor cached_file kwargs plumbing is unrelated to chat template crashes on tool-call assistant messages." }, { "left": "issue:43122", "right": "issue:46326", "accept": false, - "reason": "Both tokenizer-related, but different concrete bugs and code paths." + "reason": "Both involve tokenization behavior, but one is a broad version regression and the other is a mistral_common continue_final_message bug." }, { "left": "issue:43408", "right": "issue:43475", "accept": false, - "reason": "Same broader SAM3 family, but distinct problems: wrong model type warning vs missing attribute." + "reason": "Same product family, but different bugs: model-type warning vs missing Sam3VisionEncoderOutput attribute." }, { "left": "issue:44038", "right": "issue:44297", "accept": false, - "reason": "Different bugs: Qwen3-VL-Moe issue vs tokenizer_class metadata mismatch on save." + "reason": "Qwen3-VL-Moe import/behavior issue is unrelated to tokenizer_config.json saving mismatch." }, { "left": "issue:43122", "right": "issue:44521", "accept": false, - "reason": "Tokenizer regression vs multimodal assistant_mask generation; not the same bug." + "reason": "Different tokenizer regressions: version-to-version tokenization drift vs multimodal assistant mask zeros." }, { "left": "issue:22355", "right": "issue:29159", "accept": false, - "reason": "Different areas: missing transformers.onnx module vs slow/fast tokenizer inconsistency." + "reason": "Missing transformers.onnx module and slow/fast tokenizer inconsistency are unrelated." }, { - "left": "issue:42907", - "right": "issue:43452", + "left": "issue:44038", + "right": "issue:44295", "accept": false, - "reason": "Different save/load failures: dequantized model save vs gguf_file loading." + "reason": "Different bugs: Qwen3-VL-Moe regression vs position_ids buffer read error." }, { - "left": "issue:44038", - "right": "issue:44295", + "left": "issue:42907", + "right": "issue:43452", "accept": false, - "reason": "Different concrete defects: Qwen3-VL-Moe bug vs position_ids buffer read error." + "reason": "Saving dequantized models is unrelated to gguf_file breaking from_pretrained flows." }, { "left": "issue:44038", "right": "issue:44222", "accept": false, - "reason": "Related theme only at a high level; save_pretrained FP8 moe bug is not the same as Qwen3-VL-Moe from_pretrained issue." + "reason": "Different failures in different flows: Qwen3-VL-Moe regression vs FP8 save_pretrained for moe models." }, { "left": "issue:45216", "right": "issue:45478", "accept": false, - "reason": "Both involve Qwen3.5, but one is checkpoint saving and the other is from_pretrained loading." + "reason": "Related model family, but save_pretrained checkpoint corruption and from_pretrained loading error are distinct issues." }, { "left": "issue:43824", "right": "issue:44351", "accept": false, - "reason": "Both are import errors, but for different symbols and causes." + "reason": "Different missing exports: Qwen2_5_VLForConditionalGeneration vs HybridCache." }, { "left": "issue:43116", "right": "issue:45200", "accept": false, - "reason": "Different functionality: classification example output vs Gemma 4 multimodal token type defaults." + "reason": "A classification example returning empty results is unrelated to mm_token_type_ids defaults for Gemma 4 text-only fine-tuning." }, { - "left": "issue:39401", - "right": "issue:46614", + "left": "issue:43122", + "right": "issue:44779", "accept": false, - "reason": "Different subsystems: Qwen3 tokenizer offsets vs Wav2Vec2 phonemizer backend state." + "reason": "Both are tokenizer regressions, but they affect different models and likely different tokenizer implementations." }, { - "left": "issue:43122", - "right": "issue:44779", + "left": "issue:39401", + "right": "issue:46614", "accept": false, - "reason": "Both are tokenizer regressions, but for different models and behaviors." + "reason": "Qwen3 offset mapping and Wav2Vec2 phonemizer backend state are unrelated." }, { "left": "issue:42757", "right": "issue:44351", "accept": false, - "reason": "Different missing imports from different packages; not the same underlying bug." + "reason": "Separate import errors from different packages/modules; not the same underlying bug." }, { "left": "issue:36296", "right": "issue:43116", "accept": false, - "reason": "Tensor parallel training bug vs multi-label classification example failure." + "reason": "Tensor parallel training and multi-label example-script output are unrelated." }, { "left": "issue:22355", "right": "issue:29127", "accept": false, - "reason": "Completely different topics: missing module vs LayoutLMv3 error messaging clarity." + "reason": "No module transformers.onnx and a LayoutLMv3 error-message issue are unrelated." }, { "left": "issue:43278", "right": "issue:44945", "accept": false, - "reason": "Different symptoms and code paths: dtype regression in eval vs pipeline parallelism output corruption." + "reason": "Different distributed-training problems: dtype change in evaluation vs incorrect output under pipeline parallelism." }, { "left": "issue:42175", "right": "issue:44938", "accept": false, - "reason": "Packaging/backend extras issue vs Python 3.14 import failure." + "reason": "Backend packaging/install issue is unrelated to Python 3.14 import/load failure." }, { "left": "issue:39379", "right": "issue:43232", "accept": false, - "reason": "Different generation/model bugs: mllama mask handling vs sync_gpus kwargs update." - }, - { - "left": "issue:43493", - "right": "issue:45753", - "accept": false, - "reason": "Different model-specific correctness bugs: SigLIP2 discrepancy vs Qwen3_5 infinite-loop image case." + "reason": "mllama multimodal token mask logic and generation kwargs after sync_gpus are different code paths." } ] }, @@ -16209,8 +16170,8 @@ "review_unit_count": 63, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-516", "nodes": [ @@ -16248,6 +16209,7 @@ "issue:45357", "issue:45446", "issue:45478", + "issue:45753", "issue:46002", "issue:46231", "issue:46328", @@ -16263,6 +16225,7 @@ "issue:47116" ], "soft_pairs": [ + "issue:43493|issue:45753", "issue:44188|issue:46328", "issue:46231|issue:46877", "issue:43937|issue:44485", @@ -16288,206 +16251,212 @@ "issue:28348|issue:46640", "issue:43066|issue:46710", "issue:43116|issue:43825", - "issue:43827|issue:45446", "issue:42673|issue:42796", + "issue:43827|issue:45446", "issue:44995|issue:46697" ], - "prepared_review_unit_hash": "db56011868cad2e952c6ca966e3cbe58975c7276e1223e0901152e0d8a99522e", + "prepared_review_unit_hash": "c375c7d9be3d269e74361919ba9010723281038c5751cd987dd12a30dd128e45", "component_budget": { "node_count": 516, "item_count": 516, "soft_pair_count": 1900, - "serialized_chars": 985297, - "estimated_input_tokens": 246325, - "estimated_eval_tokens": 492906 + "serialized_chars": 985312, + "estimated_input_tokens": 246328, + "estimated_eval_tokens": 492912 }, "budget": { - "node_count": 47, - "item_count": 47, - "soft_pair_count": 28, - "serialized_chars": 35237, - "estimated_input_tokens": 8810, - "estimated_eval_tokens": 17876 + "node_count": 48, + "item_count": 48, + "soft_pair_count": 29, + "serialized_chars": 36090, + "estimated_input_tokens": 9023, + "estimated_eval_tokens": 18302 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is mostly a grab bag of distinct Transformers v5 regressions, model-specific bugs, and a few docs/API issues. I did not find any soft-edge pair that clearly shares the same underlying bug/change tightly enough to merge.", - "confidence": 0.69, - "canonical_issue_reason": "issue:45278 is the broadest representative: it captures the v5 upgrade/import-regression theme that the cluster appears to be centered around, without being too narrow to one model or API surface.", + "summary": "These items are mostly distinct bugs/regressions across different models, tokenizers, processors, and docs. The soft pairs share broad themes (v5 regressions, tokenizer issues, AutoProcessor issues), but they do not look like the same concrete underlying defect.", + "confidence": 0.93, + "canonical_issue_reason": "issue:45278 is the broadest umbrella-style report in the set (many import errors after an upgrade), so it best represents the cluster as a general regression issue rather than a narrow model-specific bug.", "canonical_pr_reason": null, - "best_issue_reason": "issue:45278 best fits as the cluster anchor because it is the most general user-facing regression report and plausibly subsumes several of the narrower v5 import complaints.", + "best_issue_reason": "issue:45278 is the most representative high-level issue among the candidates because it captures a wider class of failures; the rest are mostly isolated, specific regressions or documentation problems.", "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "issue:43493", + "right": "issue:45753", + "accept": false, + "reason": "Different models and different failure modes: SigLIP2 implementation discrepancy vs Qwen3_5 infinite loop on a specific image." + }, { "left": "issue:44188", "right": "issue:46328", "accept": false, - "reason": "Different subsystems and failure modes: attention-kernel branching under torch.compile vs SequenceFeatureExtractor.pad performance behavior." + "reason": "Unrelated bugs: attention-kernel divergence under torch.compile vs a padding performance issue in SequenceFeatureExtractor.pad." }, { "left": "issue:46231", "right": "issue:46877", "accept": false, - "reason": "Docs parameter-name mismatch is unrelated to auto_docstring printing lint diagnostics at import time." + "reason": "One is a documentation parameter-name mismatch; the other is import-time stdout noise from auto_docstring." }, { "left": "issue:43937", "right": "issue:44485", "accept": false, - "reason": "Both mention GLM-5, but one is a GenerationConfig validation problem and the other is a RoPE implementation discussion; not the same bug." + "reason": "Both mention GLM-5, but one is GenerationConfig validation and the other is RoPE implementation; different concrete code paths." }, { "left": "issue:42898", "right": "issue:46614", "accept": false, - "reason": "Tokenizer cleanup behavior in v5 is unrelated to stale phonemizer language state in Wav2Vec2 phonemization." + "reason": "Tokenizer cleanup behavior in v5 is unrelated to Wav2Vec2 phonemizer language state leakage." }, { "left": "issue:38617", "right": "issue:45278", "accept": false, - "reason": "The latter is a broad umbrella for many import errors; the former is one specific missing import. Too broad to treat as the same artifact." + "reason": "The second is a broad import-error umbrella, but the first is one specific missing-symbol ImportError; not enough to treat as the same bug." }, { "left": "issue:43976", "right": "issue:45446", "accept": false, - "reason": "Python-version compatibility and a flex_attention import guard are different code paths and symptoms." + "reason": "A Python-version compatibility break is not the same as an incorrect PyTorch version guard for a flex_attention import." }, { "left": "issue:43611", "right": "issue:46002", "accept": false, - "reason": "Model loading via base_model_prefix is unrelated to NaNs in classification heads during checkout/init." + "reason": "Model-loading via base_model_prefix and NaNs in classification heads are different failures with no shared code-path evidence." }, { "left": "issue:44038", "right": "issue:45478", "accept": false, - "reason": "Related model family, but one is a transformers 5.0/Qwen3-VL-Moe bug and the other is a Qwen3.5 Moe from_pretrained error; not enough evidence of one underlying defect." + "reason": "Related Qwen3.5/Moe area, but one is a general transformers/Qwen3-VL-Moe issue and the other is a from_pretrained error in a different model path." }, { "left": "issue:43066", "right": "issue:44779", "accept": false, - "reason": "Tokenizer decoder-type regression and DeepSeek-specific incorrect results may be related, but they are not clearly the same concrete bug from the titles alone." + "reason": "Both are tokenizer regressions in v5, but one is specifically about decoder type and the other is a DeepSeek tokenization incorrect-results report; not clearly the same defect." }, { "left": "issue:42673", "right": "issue:45072", "accept": false, - "reason": "VRAM leak in Qwen3ForCausalLM multi-threading is unrelated to bfloat16 dtype mismatches in other models." + "reason": "A VRAM leak in multi-threaded dataloader use is unrelated to dtype mismatches in bfloat16 inference." }, { "left": "issue:44355", "right": "issue:46231", "accept": false, - "reason": "Compiled Python file execution errors do not match a docs parameter typo." + "reason": "Compiled Python file errors and a docs parameter-name typo are unrelated." }, { "left": "issue:45357", "right": "issue:45478", "accept": false, - "reason": "Both involve Qwen3.5, but save_pretrained key serialization and from_pretrained loading errors are different directions and likely different fixes." + "reason": "Both concern Qwen3.5 save/load regressions, but one is save_pretrained key corruption and the other is a from_pretrained error; different directions and likely different fixes." }, { "left": "issue:44625", "right": "issue:46002", "accept": false, - "reason": "num_labels propagation in Qwen3.5 is unrelated to NaNs in classification heads." + "reason": "A config propagation bug for num_labels is separate from NaNs in classification heads." }, { "left": "issue:43116", "right": "issue:43493", "accept": false, - "reason": "Example-script multi-label output behavior and SigLIP2 implementation discrepancy are different problems." + "reason": "Example-script multi-label output handling is unrelated to a SigLIP2 implementation discrepancy." }, { "left": "issue:45083", "right": "issue:45446", "accept": false, - "reason": "Helper output-length calculation in qwen3_omni_moe is unrelated to a PyTorch version check for flex_attention imports." + "reason": "A feature-length helper behaving unexpectedly in qwen3_omni_moe is not the same as an import version-check bug in flex_attention." }, { "left": "issue:44610", "right": "issue:46909", "accept": false, - "reason": "An image-size mismatch in OmDet-Turbo processing is unrelated to a broken DIA documentation example." + "reason": "Processor input-size mismatch and a broken documentation example are not the same underlying bug." }, { "left": "issue:42371", "right": "issue:43874", "accept": false, - "reason": "TF32 control settings and a missing image-patch helper in GLM46V are unrelated." + "reason": "TF32 API guidance and a missing image-patch-count method in GLM46VImageProcessorFast are unrelated." }, { "left": "issue:44075", "right": "issue:44936", "accept": false, - "reason": "Unused SGD args and trainer.evaluate() failing after training are different training/runtime issues." + "reason": "SGD argument handling and trainer.evaluate() failing after train() are different trainer/optimizer issues." }, { "left": "issue:43618", "right": "issue:46829", "accept": false, - "reason": "Both are output-structure bugs, but they affect different model outputs and different fields; not clearly the same defect." + "reason": "Both are output-object assignment bugs, but they affect different model families and different fields; no concrete shared code-path." }, { "left": "issue:46726", "right": "issue:46981", "accept": false, - "reason": "Missing vision backend handling in AutoProcessor is unrelated to repeated HTTP 429 retries in from_pretrained." + "reason": "AutoProcessor backend-missing messaging is unrelated to repeated HTTP 429 retries in from_pretrained." }, { "left": "issue:46328", "right": "issue:47116", "accept": false, - "reason": "Feature-extractor padding inefficiency is unrelated to a streaming pipeline regression." + "reason": "A padding performance issue in SequenceFeatureExtractor is unrelated to the streaming pipeline regression." }, { "left": "issue:43992", "right": "issue:44704", "accept": false, - "reason": "Missing embed_tokens weight loading and AutoProcessor kwargs forwarding are separate loading bugs." + "reason": "Missing embed_tokens.weight in UMT5Encoder loading is separate from AutoProcessor not forwarding kwargs to cached_file." }, { "left": "issue:28348", "right": "issue:46640", "accept": false, - "reason": "Flash-Attention-2 support for GPT2LMHeadModel is not the same as a vague generic flash-attention issue." + "reason": "FlashAttention 2 support request for GPT2LMHeadModel is not the same as a generic flash-attention issue." }, { "left": "issue:43066", "right": "issue:46710", "accept": false, - "reason": "Tokenizer decoder-type behavior and DeepSeek accuracy regression are not clearly the same code-path problem." + "reason": "A tokenizer-decoder regression and a DeepSeek accuracy regression are different problems." }, { "left": "issue:43116", "right": "issue:43825", "accept": false, - "reason": "Example multi-label classification failure is unrelated to an incorrect pipeline error message." + "reason": "Example-script multi-label output handling is unrelated to a pipeline() error message about translation tasks." }, { - "left": "issue:43827", - "right": "issue:45446", + "left": "issue:42673", + "right": "issue:42796", "accept": false, - "reason": "Docs still referencing pipeline() and a flex_attention import version check are unrelated." + "reason": "VRAM leakage in threaded use is unrelated to a tokenizer BPE-marker handling bug." }, { - "left": "issue:42673", - "right": "issue:42796", + "left": "issue:43827", + "right": "issue:45446", "accept": false, - "reason": "A VRAM leak in Qwen3ForCausalLM and a tokenizer BPE-marker bug are different components." + "reason": "Docs still referencing pipeline() after removals is unrelated to a flex_attention import version check." }, { "left": "issue:44995", "right": "issue:46697", "accept": false, - "reason": "Stale indexer cache on second forward pass is unrelated to image over-padding in Swin2SR." + "reason": "A stale indexer-cache crash on second forward pass is unrelated to image over-padding in Swin2SR." } ] }, @@ -16506,8 +16475,8 @@ "review_unit_count": 63, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-516", "nodes": [ @@ -16561,8 +16530,8 @@ "issue:47110" ], "soft_pairs": [ - "issue:33453|issue:39401", "issue:45092|issue:46762", + "issue:33453|issue:39401", "issue:44263|issue:46762", "issue:43824|issue:46981", "issue:43064|issue:43673", @@ -16576,8 +16545,8 @@ "issue:43937|issue:45563", "issue:44117|issue:45588", "issue:44291|issue:45071", - "issue:44466|issue:46002", "issue:39379|issue:46897", + "issue:44466|issue:46002", "issue:44410|issue:45310", "issue:39401|issue:44779", "issue:43450|issue:43986", @@ -16585,28 +16554,28 @@ "issue:43937|issue:44977", "issue:45071|issue:47059", "issue:45341|issue:46328", - "issue:45071|issue:46512", "issue:44829|issue:45216", + "issue:45071|issue:46512", "issue:45341|issue:45561", "issue:43408|issue:43742", "issue:44117|issue:45081", - "issue:45632|issue:46981", - "issue:42617|issue:45341" + "issue:42617|issue:45341", + "issue:45632|issue:46981" ], - "prepared_review_unit_hash": "cc72cd5c71a4e66bc56bceafb463ba8a23cd9b569b256ee09fa72ee730930142", + "prepared_review_unit_hash": "ea90c949f9b99b94732a60581c59145a67422362b18c4e10921bc6f6a732185d", "component_budget": { "node_count": 516, "item_count": 516, "soft_pair_count": 1900, - "serialized_chars": 985297, - "estimated_input_tokens": 246325, - "estimated_eval_tokens": 492906 + "serialized_chars": 985312, + "estimated_input_tokens": 246328, + "estimated_eval_tokens": 492912 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 31, - "serialized_chars": 37014, + "serialized_chars": 37016, "estimated_input_tokens": 9254, "estimated_eval_tokens": 18764 }, @@ -16615,198 +16584,192 @@ "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "These items are a loose set of unrelated bug reports across tokenizers, vision models, training, generation, and utilities. None of the suggested soft pairs look like the same underlying bug/change, so I would not collapse any of them.", - "confidence": 0.91, - "canonical_issue_reason": null, + "summary": "No soft edge looks like the same underlying bug/change; the set is a heterogeneous mix of unrelated tokenizer, loading, attention, training, and testing regressions. I rejected all candidate duplicate links.", + "confidence": 0.86, + "canonical_issue_reason": "Issue 45071 is the broadest, clearest regression report in the set, with a concrete v5.4.0 compatibility break and enough scope to serve as a representative anchor.", "canonical_pr_reason": null, - "best_issue_reason": "issue:39401 is the strongest standalone representative: it has a clear, concrete tokenizer bug report with a specific model and symptom (wrong offset_mapping).", + "best_issue_reason": "Issue 45071 is the strongest standalone issue: it is explicit, versioned, and likely to have the widest impact among these heterogeneous reports.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:33453", - "right": "issue:39401", + "left": "issue:45092", + "right": "issue:46762", "accept": false, - "reason": "Both are tokenizer-related, but one is a generic loading regression and the other is a Qwen3 offset_mapping bug; different failure modes and likely different fixes." + "reason": "Different problems: remote-code/meta-init compatibility versus a numerical attention discrepancy in Minimax MSA." }, { - "left": "issue:45092", - "right": "issue:46762", + "left": "issue:33453", + "right": "issue:39401", "accept": false, - "reason": "One is a v5 meta-initialization incompatibility for remote-code checkpoints; the other is a Minimax attention numerical mismatch. Different code paths." + "reason": "Both involve tokenizers, but one is a loading regression and the other is a wrong offset_mapping bug; no same code path." }, { "left": "issue:44263", "right": "issue:46762", "accept": false, - "reason": "GlmMoeDsaIndexer torch.split behavior is unrelated to Minimax MSA attention numerical differences." + "reason": "Unrelated: GlmMoeDsaIndexer torch.split behavior versus Minimax attention numerical differences." }, { "left": "issue:43824", "right": "issue:46981", "accept": false, - "reason": "Import error for a missing class and repeated HTTP 429 retry behavior are unrelated issues." + "reason": "Import error for a missing model class is not the same as repeated HTTP 429 retries in AutoProcessor." }, { "left": "issue:43064", "right": "issue:43673", "accept": false, - "reason": "Distributed optimizer state corruption with FSDP2/PEFT is unrelated to a generation cache missing in chunked_prefill." + "reason": "Optimizer-state corruption under FSDP2/PEFT is a different failure mode from missing GenerationMixin cache in chunked prefill." }, { "left": "issue:43673", "right": "issue:46328", "accept": false, - "reason": "Generation cache handling and SequenceFeatureExtractor.pad performance are different subsystems and bugs." + "reason": "Generation cache handling and SequenceFeatureExtractor padding performance are unrelated." }, { "left": "issue:39379", "right": "issue:43688", "accept": false, - "reason": "Incorrect mllama mask handling and auxiliary-loss normalization in MoE models are separate model-specific bugs." + "reason": "Different subsystems and bugs: mllama mask handling versus auxiliary-loss normalization in MoE models." }, { "left": "issue:42222", "right": "issue:43441", "accept": false, - "reason": "VitPose breakage and Ministral FlashAttention failure affect different models and code paths." + "reason": "Vitpose model breakage and Ministral FlashAttention failures are unrelated model-specific regressions." }, { "left": "issue:42222", "right": "issue:47000", "accept": false, - "reason": "VitPose model loading breakage is unrelated to RTDetr loss infeasibility." + "reason": "Vitpose breakage is unrelated to RTDetrLoss infeasible cost-matrix crashes." }, { "left": "issue:44380", "right": "issue:46077", "accept": false, - "reason": "GPT2 attention scaling being ignored and Gemma4 bidirectional masks being wrong are different attention bugs." + "reason": "Both touch attention behavior, but one ignores GPT-2 scaling config under SDPA/FlashAttention while the other keeps Gemma4 masks causal." }, { "left": "issue:45405", "right": "issue:45446", "accept": false, - "reason": "A dependency version bump issue is not the same as a PyTorch version-check bug in flex_attention." + "reason": "Package-version pinning issue versus a PyTorch version-check bug in flex_attention; not the same defect." }, { "left": "issue:42222", "right": "issue:46752", "accept": false, - "reason": "VitPose model breakage and chat-template empty-list crash are unrelated." + "reason": "Vitpose model loading breakage is unrelated to empty-list chat-template crashes." }, { "left": "issue:43937", "right": "issue:45563", "accept": false, - "reason": "GenerationConfig validation for GLM-5 is unrelated to a stale warning in paged generate()." + "reason": "GenerationConfig validation failure is different from a stale warning in paged generate()." }, { "left": "issue:44117", "right": "issue:45588", "accept": false, - "reason": "Tokenizer mapping fallback behavior and a flash_attention crash on s_aux=None are unrelated." + "reason": "Tokenizer mapping fallback bug and flash_attention crash on sink-less models are different code paths." }, { "left": "issue:44291", "right": "issue:45071", "accept": false, - "reason": "The init_empty_weights argument compatibility bug is distinct from PretrainedConfig type-checking regressions." + "reason": "Both involve v5-era initialization, but one is an unexpected init_empty_weights arg and the other is PretrainedConfig type-checking." }, { - "left": "issue:44466", - "right": "issue:46002", + "left": "issue:39379", + "right": "issue:46897", "accept": false, - "reason": "lm_head serialization depending on device is a different bug from NaNs in classification heads after checkout/init." + "reason": "mllama mask handling and Florence2 double-shift loss bug are different model-specific training issues." }, { - "left": "issue:39379", - "right": "issue:46897", + "left": "issue:44466", + "right": "issue:46002", "accept": false, - "reason": "Both involve training behavior, but the masked-out-mask issue is unrelated to Florence2's double-shift loss bug." + "reason": "Serialization of tied weights depending on device is not the same as NaNs in classification heads after checkout/init." }, { "left": "issue:44410", "right": "issue:45310", "accept": false, - "reason": "Missing qkv/gate projections in qwen3next layer 0 is a different from_pretrained failure than Qwen3.5 MoE loading errors." + "reason": "Missing projections in qwen3next layer 0 is a different issue from Qwen3.5 MoE from_pretrained errors." }, { "left": "issue:39401", "right": "issue:44779", "accept": false, - "reason": "Both are tokenizer regressions, but they affect different models and symptoms (offset_mapping vs incorrect tokenization results)." + "reason": "Both are tokenizer regressions, but they affect different models and symptoms: Qwen3 offset mapping versus Deepseek incorrect tokenization." }, { "left": "issue:43450", "right": "issue:43986", "accept": false, - "reason": "Incorrect batched video-processor output shapes and missing torchvision import crashes are different problems." + "reason": "Incorrect batched video-processor shape and AutoProcessor crash without torchvision are distinct problems." }, { "left": "issue:44704", "right": "issue:47110", "accept": false, - "reason": "AutoProcessor kwargs propagation to cached_file is unrelated to special_tokens being a list instead of a mapping." + "reason": "Passing kwargs to cached_file and special_tokens being a list instead of a dict are unrelated bugs." }, { "left": "issue:43937", "right": "issue:44977", "accept": false, - "reason": "Invalid GenerationConfig for GLM-5 and Qwen3.5 flash-attention generation failure are distinct issues." - }, - { - "left": "issue:45071", - "right": "issue:47059", - "accept": false, - "reason": "PretrainedConfig type-checking breakage is unrelated to the hf hub CLI completion attribute error." + "reason": "GenerationConfig invalidity and Qwen3.5 flash-attention generation failure are different errors." }, { "left": "issue:45341", "right": "issue:46328", "accept": false, - "reason": "A small testing_utils bug and a pad performance regression are unrelated." + "reason": "A small testing_utils bug is not the same as a numpy/list conversion inefficiency in SequenceFeatureExtractor.pad." }, { - "left": "issue:45071", - "right": "issue:46512", + "left": "issue:44829", + "right": "issue:45216", "accept": false, - "reason": "Type-checking breakage in PretrainedConfig is unrelated to stale config.dtype after from_config(dtype=...)." + "reason": "Degenerate training with flash_attention_3 and incorrect Qwen3.5 checkpoint serialization are unrelated." }, { - "left": "issue:44829", - "right": "issue:45216", + "left": "issue:45071", + "right": "issue:47059", "accept": false, - "reason": "FlashAttention-3 training degeneration and Qwen3.5 save_pretrained checkpoint corruption are different bugs." + "reason": "PretrainedConfig type-checking regression is unrelated to the huggingface_hub CLI completion API break." }, { "left": "issue:45341", "right": "issue:45561", "accept": false, - "reason": "A testing_utils bug and a pytest-xdist race on captured_info.txt are different defects even if both touch test utilities." + "reason": "Both mention testing utilities, but one is a minor bug and the other is an xdist file-write race; not the same defect." }, { "left": "issue:43408", "right": "issue:43742", "accept": false, - "reason": "A model-type warning during sam3_tracker instantiation is unrelated to a key error loading MobileLLM-125M." + "reason": "Model-type mismatch warning for sam3 trackers is unrelated to MobileLLM key errors during loading." }, { "left": "issue:44117", "right": "issue:45081", "accept": false, - "reason": "TOKENIZER_MAPPING_NAMES returning None and the mistral regex patch crash are separate tokenizer-loading problems." + "reason": "Tokenizer mapping lookup returning None is a different failure from _patch_mistral_regex crashing on a tokenizer backend attribute." }, { - "left": "issue:45632", - "right": "issue:46981", + "left": "issue:42617", + "right": "issue:45341", "accept": false, - "reason": "Local cache-path collisions for trust_remote_code and repeated HTTP 429 retries are unrelated AutoProcessor issues." + "reason": "Cannot run 3d_parallel.py and a testing_utils bug have no shared underlying code path." }, { - "left": "issue:42617", - "right": "issue:45341", + "left": "issue:45632", + "right": "issue:46981", "accept": false, - "reason": "Failure to run 3d_parallel.py is unrelated to the testing_utils bug." + "reason": "Trust-remote-code cache-path collisions are unrelated to repeated 429 retries in AutoProcessor." } ] }, @@ -16825,8 +16788,8 @@ "review_unit_count": 63, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-516", "nodes": [ @@ -16909,154 +16872,154 @@ "issue:44263|issue:46172", "issue:44360|issue:46172" ], - "prepared_review_unit_hash": "4e89fdfdfab40064d69f9ef91d2738fa6cda59c3b9a8ba5b3d799cc3ee1e28f4", + "prepared_review_unit_hash": "5ae8c8f39954fe0db6c274d67c8c8b7629b9741b002faa151e1deda27fa799d1", "component_budget": { "node_count": 516, "item_count": 516, "soft_pair_count": 1900, - "serialized_chars": 985297, - "estimated_input_tokens": 246325, - "estimated_eval_tokens": 492906 + "serialized_chars": 985312, + "estimated_input_tokens": 246328, + "estimated_eval_tokens": 492912 }, "budget": { "node_count": 47, "item_count": 47, "soft_pair_count": 29, - "serialized_chars": 35139, - "estimated_input_tokens": 8785, - "estimated_eval_tokens": 17826 + "serialized_chars": 35145, + "estimated_input_tokens": 8787, + "estimated_eval_tokens": 17830 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "These items are mostly separate regressions across different models and APIs. None of the soft pairs look like true duplicates under a strict same-bug/same-change standard; the closest umbrella report is the broad v5 import-regression issue.", - "confidence": 0.69, - "canonical_issue_reason": "issue:45278 is the broadest representative issue here: it reports multiple import errors after upgrading to 5.5.0, which makes it the best umbrella candidate among the mostly unrelated reports.", + "summary": "Only one soft duplicate looks strong: the two Qwen3.5 streaming chat/completions failures. The rest are same-subsystem or same-family issues at most, but not the same concrete bug/change.", + "confidence": 0.79, + "canonical_issue_reason": "issue:45464 has the fuller repro for the same Qwen3.5 streaming chat/completions regression, making it the best dedupe target in this cluster.", "canonical_pr_reason": null, - "best_issue_reason": "issue:45278 best fits as the global issue anchor because it is broad, user-facing, and most likely to subsume narrower import-failure reports in this set.", + "best_issue_reason": "issue:45464 is the clearest representative of the only likely duplicate pair and provides the most concrete failure details.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:38617", "right": "issue:41628", "accept": false, - "reason": "Both are import failures, but they name different missing symbols and likely different code paths, so they are not the same underlying bug." + "reason": "Both are import errors, but they fail on different symbols and modules, so they are not the same bug." }, { "left": "issue:43122", "right": "issue:46298", "accept": false, - "reason": "Different tokenization regression vs noisy logging; no shared failure mode or fix." + "reason": "Tokenizer output regression and noisy logging are unrelated changes/issues." }, { "left": "issue:42222", "right": "issue:46178", "accept": false, - "reason": "VitPose model breakage and a backend-mapping error are unrelated subsystems and bugs." + "reason": "VitPose model breakage and a BACKENDS_MAPPING error are different code paths." }, { "left": "issue:39401", "right": "issue:46209", "accept": false, - "reason": "Tokenizer offset mapping and FP8 inference on B200 are unrelated model/runtime issues." + "reason": "Wrong offset mappings in a tokenizer and FP8 inference failure on B200 are unrelated." }, { "left": "issue:44877", "right": "issue:46231", "accept": false, - "reason": "Config-loading strictness and a doc parameter-name mismatch are not the same code-path problem." + "reason": "Strict config loading and a documentation parameter-name typo are not the same underlying problem." }, { "left": "issue:42371", "right": "issue:44261", "accept": false, - "reason": "TF32 settings behavior and a missing rms_norm_eps in MLA are different bugs." + "reason": "TF32 API guidance and an rms_norm_eps precision bug do not describe the same issue." }, { "left": "issue:43937", "right": "issue:44496", "accept": false, - "reason": "GenerationConfig validation for GLM-5 and unrecognized-model loading for OLMo are different failures." + "reason": "GenerationConfig validation failure and unrecognized model/config loading are distinct bugs." }, { "left": "issue:44484", "right": "issue:45310", "accept": false, - "reason": "One is a shard-size question; the other is a Qwen3.5 MoE from_pretrained loading error." + "reason": "A question about shard size is unrelated to a Qwen3.5 MoE from_pretrained error." }, { "left": "issue:44261", "right": "issue:46762", "accept": false, - "reason": "Both concern numerical differences, but they involve different models and mechanisms, so they are not the same bug." + "reason": "Both mention numerical differences, but they involve different models and different implementation details." }, { "left": "issue:44933", "right": "issue:45278", "accept": false, - "reason": "The second is a broad import-regression report, but the first is a specific missing import; too broad to call a duplicate." + "reason": "A missing import and broad post-update import errors are too general to treat as the same bug." }, { "left": "issue:42371", "right": "issue:46617", "accept": false, - "reason": "TF32 configuration and cache-based trust_remote_code FileNotFoundError are unrelated." + "reason": "TF32 behavior settings and cache FileNotFoundError are unrelated." }, { "left": "issue:44410", "right": "issue:45478", "accept": false, - "reason": "Missing layer projections in qwen3next is a different model-architecture issue from Qwen3.5 MoE loading failure." + "reason": "Missing projections in qwen3next layer 0 and a Qwen3.5 MoE loading error are different failures." }, { "left": "issue:44075", "right": "issue:45656", "accept": false, - "reason": "Unused SGD args and double optimizer-step under deepspeed are different optimizer bugs." + "reason": "Unused SGD arguments and a double optimizer step under deepspeed are different optimizer bugs." }, { "left": "issue:38617", "right": "issue:44220", "accept": false, - "reason": "Different import/runtime failures in unrelated utilities; no shared underlying defect." + "reason": "An import error and a feature-specific _torch_extract_fbank_features() issue do not match." }, { "left": "issue:44263", "right": "issue:44485", "accept": false, - "reason": "torch.split return handling in the DSA indexer and GLM-5 RoPE implementation are separate bugs." + "reason": "A torch.split handling bug in an indexer and a RoPE implementation question are not the same code-path issue." }, { "left": "issue:43066", "right": "issue:43122", "accept": false, - "reason": "Tokenizer decoder-type mismatch and tokenization drift are related only at a high level; not the same concrete bug." + "reason": "Tokenizer decoder-type regression and tokenization differences across versions are related only broadly, not as one concrete bug." }, { "left": "issue:43208", "right": "issue:46894", "accept": false, - "reason": "xLSTM training blockers and a CohereASR double-shift loss bug are different model/training issues." + "reason": "xLSTM training blockers and a CohereASR double-shift loss bug are unrelated." }, { "left": "issue:43097", "right": "issue:44493", "accept": false, - "reason": "Removal of a config field and unexpected position-id keys are different API/model-loading problems." + "reason": "A removed config flag and unexpected position-id keys are different regressions." }, { "left": "issue:44077", "right": "issue:46981", "accept": false, - "reason": "patchtsmixer post_init policy and repeated 429 retry behavior in AutoProcessor are unrelated." + "reason": "post_init validation and HTTP 429 retry behavior are unrelated." }, { "left": "issue:46752", "right": "issue:47116", "accept": false, - "reason": "Empty chat-template input crash and streaming pipeline regression are different failure modes." + "reason": "Empty chat-template handling and streaming pipeline regression are different failure modes." }, { "left": "issue:43673", @@ -17068,56 +17031,59 @@ "left": "issue:43931", "right": "issue:44410", "accept": false, - "reason": "Qwen3-VL weight-shape mismatch and qwen3next missing projections are different model-specific loading issues." + "reason": "Qwen3-VL weight-shape mismatch and missing qwen3next projections are not the same issue." }, { "left": "issue:41628", "right": "issue:45071", "accept": false, - "reason": "Cannot import AutoImageProcessor and PreTrainedConfig type-checking breakage are separate import/type issues." + "reason": "Importing AutoImageProcessor and PreTrainedConfig type-checking are different regressions." }, { "left": "issue:44483", "right": "issue:45464", - "accept": false, - "reason": "API request rejection in /v1/chat/completions and streaming inference failure on a specific model are not the same bug." + "accept": true, + "reason": "Both describe the same Qwen3.5 streaming chat/completions failure in v5, with overlapping API context and model behavior." }, { "left": "issue:43874", "right": "issue:44261", "accept": false, - "reason": "Missing image-patch counting on a vision processor and MLA precision/config issues are unrelated." + "reason": "A missing multimodal-token helper and a layernorm epsilon mismatch are different bugs." }, { "left": "issue:44484", "right": "issue:45478", "accept": false, - "reason": "max_shard_size behavior and Qwen3.5 MoE loading failure are different problems." + "reason": "A max_shard_size question and a Qwen3.5 MoE from_pretrained error are unrelated." }, { "left": "issue:27957", "right": "issue:43352", "accept": false, - "reason": "Both mention Flash Attention 2 support, but they are different models with separate support gaps." + "reason": "Both mention Flash Attention 2, but they concern different models and different support issues." }, { "left": "issue:44263", "right": "issue:46172", "accept": false, - "reason": "DSA indexer split semantics and deepseek-v4 tensor transpose behavior are unrelated." + "reason": "torch.split return handling and a DeepSeek transpose bug are different low-level tensor issues." }, { "left": "issue:44360", "right": "issue:46172", "accept": false, - "reason": "A missing ReLU in the DSA indexer is a different bug from the deepseek-v4 transpose issue." + "reason": "A missing ReLU in the DSA indexer and a tensor transpose bug are unrelated." } ] }, - "evaluator_result": null, - "evaluator_used": false, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet and stays conservative. The one accepted soft pair (44483/45464) is plausibly the same chat/completions streaming regression, while the other verdicts correctly avoid overclaiming duplicate status from broad subsystem similarity alone." + }, + "evaluator_used": true, "retried": false, - "accepted_nontrivial_soft_edge": false, + "accepted_nontrivial_soft_edge": true, "error_kind": null, "error_message": null }, @@ -17129,8 +17095,8 @@ "review_unit_count": 63, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-516", "nodes": [ @@ -17144,6 +17110,7 @@ "issue:43208", "issue:43441", "issue:43452", + "issue:43531", "issue:43577", "issue:43673", "issue:43873", @@ -17180,8 +17147,7 @@ "issue:46752", "issue:46821", "issue:46897", - "issue:46981", - "issue:47000" + "issue:46981" ], "soft_pairs": [ "issue:43012|issue:43577", @@ -17193,7 +17159,7 @@ "issue:45003|issue:45341", "issue:42886|issue:46981", "issue:45753|issue:46369", - "issue:45341|issue:47000", + "issue:43531|issue:45341", "issue:44117|issue:44987", "issue:43874|issue:44263", "issue:43097|issue:45588", @@ -17216,220 +17182,220 @@ "issue:43012|issue:46821", "issue:44117|issue:46701" ], - "prepared_review_unit_hash": "ec3811800c9344eaae8157bf2e41184783e4054a0a14221e8165cae100566d1f", + "prepared_review_unit_hash": "a94e3d4f96e9cf5dfd315af4cef7f8dfcb270d0d51fd00735d897de44abfc859", "component_budget": { "node_count": 516, "item_count": 516, "soft_pair_count": 1900, - "serialized_chars": 985297, - "estimated_input_tokens": 246325, - "estimated_eval_tokens": 492906 + "serialized_chars": 985312, + "estimated_input_tokens": 246328, + "estimated_eval_tokens": 492912 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 31, - "serialized_chars": 36943, - "estimated_input_tokens": 9236, - "estimated_eval_tokens": 18728 + "serialized_chars": 36928, + "estimated_input_tokens": 9232, + "estimated_eval_tokens": 18720 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "These issues are mostly distinct regressions spanning imports, model loading, processors, training, and attention/backends. Several pairs share a vague subsystem or version-regression theme, but none look like the same underlying bug.", - "confidence": 0.94, - "canonical_issue_reason": "#43097 is the broadest release-regression report in the set and has downstream references, so it is the least arbitrary anchor even though the overall set is heterogeneous.", + "summary": "The set is mostly a collection of unrelated Transformers bugs across different model families, import paths, and utilities. None of the soft-edge pairs is convincing enough to treat as the same underlying issue.", + "confidence": 0.92, + "canonical_issue_reason": "Issue 43097 is the clearest broad regression report: it is version-specific, describes a concrete user-visible behavior change, and is more representative than the many narrow model-specific failures in the set.", "canonical_pr_reason": null, - "best_issue_reason": "#43097 is the best representative issue by scope and downstream impact, but it does not truly subsume the other reports.", + "best_issue_reason": "Issue 43097 is the best standalone representative because it states a specific API regression with clear scope and likely wider impact.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:43012", "right": "issue:43577", "accept": false, - "reason": "Both mention dtype/precision, but one is a PyTorch warning during compilation and the other is a Blip2 loading dtype mismatch; different symptoms and code paths." + "reason": "Both mention dtype/precision, but one is about a PyTorch warning during compilation and the other is a model loading bug leaving some submodules in float32; different failures and code paths." }, { "left": "issue:43441", "right": "issue:44829", "accept": false, - "reason": "Both involve FlashAttention, but one is a specific Ministral-3 inference failure and the other is degenerate training in sequence classification; not the same bug." + "reason": "Both involve flash_attention_3, but one is a Ministral-3 model-specific failure and the other is degenerate training in sequence classification; not the same bug." }, { "left": "issue:43931", "right": "issue:44038", "accept": false, - "reason": "Both concern Qwen3-VL-family models, but one is a weight-shape mismatch on load and the other is a Qwen3-VL-Moe bug; different failure modes." + "reason": "Both are Qwen3-VL related, but one reports a weight-shape mismatch while the other is a broader Qwen3-VL-Moe bug with no matching concrete failure mode." }, { "left": "issue:43097", "right": "issue:43452", "accept": false, - "reason": "One is a v5 API removal complaint, the other is a gguf_file/from_pretrained loading break; related release context, but not the same underlying defect." + "reason": "API removal vs gguf-related loading breakage; unrelated code paths and symptoms." }, { "left": "issue:43986", "right": "issue:45341", "accept": false, - "reason": "AutoProcessor/video-model import crash versus a small testing_utils bug; no shared code-path or symptom." + "reason": "A video-processor dependency crash is unrelated to a small testing_utils bug." }, { "left": "issue:44261", "right": "issue:44485", "accept": false, - "reason": "Both mention precision/configuration, but one is an MLA layernorm epsilon mismatch and the other is GLM-5 RoPE implementation; unrelated." + "reason": "Different model implementations and different defects: missing rms_norm_eps precision handling vs RoPE implementation concerns." }, { "left": "issue:45003", "right": "issue:45341", "accept": false, - "reason": "sys.modules access in modeling_utils is a runtime import issue; testing_utils is a separate utility bug." + "reason": "System module access in modeling_utils is unrelated to a testing_utils bug." }, { "left": "issue:42886", "right": "issue:46981", "accept": false, - "reason": "Both involve offline/HF endpoint behavior, but one is tokenizer cache loading offline and the other is repeated 429 retries in AutoProcessor; different request flow." + "reason": "Both involve loading/network behavior, but offline cache failure and repeated 429 retries are different transport-path bugs." }, { "left": "issue:45753", "right": "issue:46369", "accept": false, - "reason": "Both affect vision-heavy models, but one is an infinite loop for a specific image and the other is memory overflow in sam3-litetext; not the same defect." + "reason": "Different models and different failure types: infinite loop on a specific image vs memory overflow." }, { - "left": "issue:45341", - "right": "issue:47000", + "left": "issue:43531", + "right": "issue:45341", "accept": false, - "reason": "A testing_utils bug and an RTDetrLoss infeasible cost-matrix crash are unrelated." + "reason": "A Qwen3-MoE sliding-window issue is unrelated to a testing helper bug." }, { "left": "issue:44117", "right": "issue:44987", "accept": false, - "reason": "Both are from_pretrained-related, but one is a tokenizer mapping None assumption and the other is a model-loading failure on a specific repository; different root causes." + "reason": "Both are loading-related, but the titles point to different defects; there is no evidence they stem from the same underlying change." }, { "left": "issue:43874", "right": "issue:44263", "accept": false, - "reason": "GLM46V image patch counting versus GlmMoeDsaIndexer torch.split return values; both GLM-related, but distinct errors." + "reason": "Both are GLM-family issues, but one is a missing image-processor method and the other is a torch.split return-value problem; distinct code paths." }, { "left": "issue:43097", "right": "issue:45588", "accept": false, - "reason": "v5 removal of a tie_embeddings API is unrelated to a flash_attention integration crash on s_aux=None." + "reason": "A removed API and a flash_attention crash on s_aux=None are unrelated." }, { "left": "issue:43673", "right": "issue:46123", "accept": false, - "reason": "Generation cache missing during chunked_prefill is unrelated to MaskGenerationPipeline dropping final partial-batch results." + "reason": "Generation cache behavior and mask pipeline batching are separate subsystems with different bugs." }, { "left": "issue:45440", "right": "issue:46172", "accept": false, - "reason": "DeepseekV3MoE divergence from remote implementation is not the same as a deepseek-v4 dtype/transpose bug." + "reason": "Different DeepSeek model generations and different defects; no shared concrete code path." }, { "left": "issue:44410", "right": "issue:45375", "accept": false, - "reason": "qwen3next missing projections is a model architecture bug; missing deepstack_visual_indexes is a config field-drop issue." + "reason": "Both are Qwen-family config/model issues, but they affect different fields and different components, so they are not the same bug." }, { "left": "issue:44038", "right": "issue:44410", "accept": false, - "reason": "Both are Qwen-related, but one is a transformers 5/Qwen3-VL-Moe bug and the other is missing projections in qwen3next; different layers and symptoms." + "reason": "Qwen3-VL-Moe and Qwen3Next have different model internals and different reported failures." }, { "left": "issue:38617", "right": "issue:42757", "accept": false, - "reason": "Both are ImportError reports, but they refer to different missing symbols from different packages." + "reason": "Both are import errors, but they involve different symbols from different modules and likely different upstream changes." }, { "left": "issue:43986", "right": "issue:45372", "accept": false, - "reason": "AutoProcessor without torchvision and ReasoningEffort import failure affect different processor stacks and failure points." + "reason": "Both are import/dependency failures, but they affect different processors and different missing dependencies/symbols." }, { "left": "issue:43097", "right": "issue:46050", "accept": false, - "reason": "Versioned API removal is unrelated to quantized-model save/load corruption after sinq quantization." + "reason": "API removal in model loading is unrelated to quantized save/load corruption." }, { "left": "issue:43064", "right": "issue:44315", "accept": false, - "reason": "FSDP2 optimizer-state mismatch in Trainer.train is unrelated to Liger Kernel not being applied with model_init." + "reason": "Distributed optimizer-state corruption and Liger-kernel application are different training issues with no shared concrete bug." }, { "left": "issue:43208", "right": "issue:46897", "accept": false, - "reason": "xLSTM training bugs on small models and Florence2 double-shift training loss are different model-specific issues." + "reason": "Different model families and different training bugs; the similarity is only that both mention training." }, { "left": "issue:43986", "right": "issue:44484", "accept": false, - "reason": "Missing torchvision for video model loading is unrelated to the default max_shard_size behavior in save_pretrained()." + "reason": "A video-model torchvision crash is unrelated to a save_pretrained shard-size question." }, { "left": "issue:46655", "right": "issue:46664", "accept": false, - "reason": "Both are SmolVLM video-processor issues, but one is padding calculation and the other is num_frames semantics; related area, different bug." + "reason": "Both are SmolVLM video-processor reports, but one is about padding calculation and the other about num_frames semantics; not the same underlying bug." }, { "left": "issue:46298", "right": "issue:46752", "accept": false, - "reason": "Noisy logging and empty-list apply_chat_template IndexError are unrelated." + "reason": "Noisy logging and an apply_chat_template empty-list crash are unrelated." }, { "left": "issue:44062", "right": "issue:44117", "accept": false, - "reason": "AddedToken special-arg TypeError is a tokenization construction bug, while TOKENIZER_MAPPING_NAMES returning None is a from_pretrained mapping bug." + "reason": "Tokenizer AddedToken argument duplication and TOKENIZER_MAPPING_NAMES returning None are different tokenizer-loading issues." }, { "left": "issue:42890", "right": "issue:46298", "accept": false, - "reason": "A flaky integration test due to missing set_seed and a noisy logging message are not the same underlying issue." + "reason": "An integration-test flake from missing set_seed has nothing to do with logging noise." }, { "left": "issue:38617", "right": "issue:44351", "accept": false, - "reason": "Both are import errors, but one is a missing configuration_utils symbol and the other is a missing top-level HybridCache export." + "reason": "Both are import errors, but they concern different missing exports and different failure points in the package." }, { "left": "issue:43097", "right": "issue:43873", "accept": false, - "reason": "API removal regression and quantization offloading problems are different classes of bugs." + "reason": "Removed API behavior and quantization/offloading behavior are unrelated." }, { "left": "issue:43012", "right": "issue:46821", "accept": false, - "reason": "PyTorch precision warning during compile and TimesFM window_size AttributeError are unrelated." + "reason": "A precision warning during compilation is unrelated to a window_size AttributeError." }, { "left": "issue:44117", "right": "issue:46701", "accept": false, - "reason": "A tokenizer-mapping None assumption and a DiffusionGemmaGenerationOutput pipeline failure are different from_pretrained/pipeline paths." + "reason": "Tokenizer mapping assumptions and a diffusion image-text-to-text pipeline failure are unrelated." } ] }, @@ -17448,8 +17414,8 @@ "review_unit_count": 63, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-516", "nodes": [ @@ -17516,8 +17482,8 @@ "issue:42907|issue:44655", "issue:43012|issue:43550", "issue:45712|issue:46298", - "issue:43012|issue:44368", "issue:43992|issue:44484", + "issue:43012|issue:44368", "issue:43827|issue:47116", "issue:43208|issue:43550", "issue:43352|issue:43976", @@ -17537,232 +17503,232 @@ "issue:36683|issue:43582", "issue:43064|issue:44380" ], - "prepared_review_unit_hash": "9eefba923ffda4729e6d663099a2161b1cf63d7966e95ea47a1921fa69e38d39", + "prepared_review_unit_hash": "103d536f9161a6a546fe151d25a73b586c8296e4c45dd7353568246a1fd8a27f", "component_budget": { "node_count": 516, "item_count": 516, "soft_pair_count": 1900, - "serialized_chars": 985297, - "estimated_input_tokens": 246325, - "estimated_eval_tokens": 492906 + "serialized_chars": 985312, + "estimated_input_tokens": 246328, + "estimated_eval_tokens": 492912 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 33, - "serialized_chars": 37473, - "estimated_input_tokens": 9369, - "estimated_eval_tokens": 18994 + "serialized_chars": 37468, + "estimated_input_tokens": 9367, + "estimated_eval_tokens": 18990 }, "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 Transformers themes (load/save, v5 regressions, model families) but do not appear to be the same underlying bug or change.", - "confidence": 0.93, - "canonical_issue_reason": null, + "summary": "These items are mostly unrelated bug reports across different subsystems. The soft pairs look like lexical similarity false positives rather than the same underlying bug or change, so none should be merged as duplicates.", + "confidence": 0.96, + "canonical_issue_reason": "No clear canonical duplicate exists across this set; the issues span unrelated failures, regressions, docs, and import errors.", "canonical_pr_reason": null, - "best_issue_reason": null, + "best_issue_reason": "If a representative issue is needed, #47116 is the broadest current v5 regression report and is open, but it is not a duplicate hub for the rest of the set.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:46172", "right": "issue:46710", "accept": false, - "reason": "Both mention DeepSeek, but one is a specific tensor operation bug and the other is an accuracy regression after a version upgrade; different failure modes and likely different fixes." + "reason": "Different failure modes: a tensor/dtype code-path bug versus an accuracy regression after upgrading Transformers." }, { "left": "issue:43502", "right": "issue:43992", "accept": false, - "reason": "Both are from_pretrained/loading issues, but one is about unwanted network access and the other is a missing weight in UMT5Encoder; not the same code-path problem." + "reason": "One is about unwanted network access with local_files_only, the other about missing embed_tokens weights during model loading." }, { "left": "issue:44704", "right": "issue:45103", "accept": false, - "reason": "One concerns AutoProcessor forwarding kwargs to cached_file, the other is an auto_docstring crash with future annotations; unrelated subsystems." + "reason": "AutoProcessor kwarg forwarding is unrelated to a docstring parser crash caused by future annotations." }, { "left": "issue:44936", "right": "issue:46365", "accept": false, - "reason": "Trainer evaluate/train failure and Trainer import failure have different symptoms and likely different causes; too broad to be the same bug." + "reason": "Trainer.evaluate() failing after train() is a runtime bug; import failure due to datasets is an environment/import dependency issue." }, { "left": "issue:44451", "right": "issue:47116", "accept": false, - "reason": "A model loading regression and a streaming pipeline regression are both v5 issues, but they are distinct features/code paths." + "reason": "ScandiBERT load failure and streaming pipeline regression are different code paths and different symptoms." }, { "left": "issue:44380", "right": "issue:46421", "accept": false, - "reason": "GPT2 attention scaling under SDPA/FlashAttention and cache lazy initialization recompilation are separate runtime behaviors, not one concrete bug." + "reason": "GPT2 attention scaling being ignored is unrelated to cache lazy initialization causing recompilation." }, { "left": "issue:44938", "right": "issue:46178", "accept": false, - "reason": "Python 3.14 import failure and a BACKENDS_MAPPING validation error are unrelated import/backend issues." + "reason": "Python 3.14 import failure and an invalid BACKENDS_MAPPING backend error are unrelated compatibility bugs." }, { "left": "issue:43986", "right": "issue:44016", "accept": false, - "reason": "AutoProcessor/video-model crash without torchvision and a notebook syntax error are unrelated." + "reason": "AutoProcessor/video-model import behavior is not the same as a notebook syntax error." }, { "left": "issue:43064", "right": "issue:47116", "accept": false, - "reason": "Trainer/FSDP2/PEFT optimizer-state corruption and streaming pipeline regression are different training vs inference problems." + "reason": "Optimizer-state corruption under FSDP2/PEFT is a training-state bug, not a streaming pipeline regression." }, { "left": "issue:42907", "right": "issue:45753", "accept": false, - "reason": "One is a save-dequantized-model failure, the other an infinite-loop generation bug for a specific image; different code paths." + "reason": "Saving dequantized models and an infinite-loop generation bug are different underlying problems." }, { "left": "issue:42907", "right": "issue:44655", "accept": false, - "reason": "Both involve save_pretrained, but one is about dequantized model saving and the other about Pipeline objects; not the same underlying bug." + "reason": "Model dequantization save failures are not the same as inability to save Pipeline objects." }, { "left": "issue:43012", "right": "issue:43550", "accept": false, - "reason": "A PyTorch warning during bfloat16 compilation is not the same as a Bamba SDPA torch.compile failure." + "reason": "A PyTorch warning about bfloat16 precision is not the same as a torch.compile + SDPA failure." }, { "left": "issue:45712", "right": "issue:46298", "accept": false, - "reason": "Left is cleanup of dummy PT objects; right is a logging-message complaint. No shared bug." + "reason": "Left is about leftover dummy classes leaking into the API; right is just a noisy logging message." }, { - "left": "issue:43012", - "right": "issue:44368", + "left": "issue:43992", + "right": "issue:44484", "accept": false, - "reason": "Both mention warnings, but one is a compilation precision warning and the other is a tie_word_embeddings configuration warning; unrelated." + "reason": "Missing embedding weights during from_pretrained is unrelated to the default max_shard_size setting." }, { - "left": "issue:43992", - "right": "issue:44484", + "left": "issue:43012", + "right": "issue:44368", "accept": false, - "reason": "Missing embed_tokens weight during load and max_shard_size default behavior during save_pretrained are different concerns." + "reason": "These are both warnings, but they concern different configuration fields and different model behaviors." }, { "left": "issue:43827", "right": "issue:47116", "accept": false, - "reason": "Documentation still referencing pipeline() and a streaming pipeline regression are both pipeline-related, but one is docs and the other is runtime behavior." + "reason": "Docs still mentioning pipeline() after removals is a documentation issue, not the runtime streaming regression." }, { "left": "issue:43208", "right": "issue:43550", "accept": false, - "reason": "xLSTM training bugs and Bamba torch.compile SDPA failure are unrelated model-specific issues." + "reason": "xLSTM training-size blockers are unrelated to Bamba-9B-v2 torch.compile SDPA failures." }, { "left": "issue:43352", "right": "issue:43976", "accept": false, - "reason": "Nemotron Flash Attention support and a Python version compatibility break are not the same problem." + "reason": "Unsupported Flash Attention 2.0 for one model is unrelated to a Python-version compatibility import issue." }, { "left": "issue:43352", "right": "issue:44380", "accept": false, - "reason": "One is FA2 unsupported for a model, the other is GPT2 attention scaling ignored under backends; different bugs." + "reason": "Both mention attention backends, but one is model support gating and the other is attention scaling logic in GPT2." }, { "left": "issue:43066", "right": "issue:43906", "accept": false, - "reason": "Wrong tokenizer decoder type and an isolated reproduction of another issue do not identify the same underlying defect." + "reason": "Wrong tokenizer decoder type and an isolated reproduction of another issue are not the same bug." }, { "left": "issue:43825", "right": "issue:44655", "accept": false, - "reason": "A bad error message about translation tasks and inability to save Pipeline objects are distinct pipeline issues." + "reason": "An error message about translation tasks in pipeline() is unrelated to save_pretrained() failing for Pipeline objects." }, { "left": "issue:44734", "right": "issue:47116", "accept": false, - "reason": "Both touch serving/streaming, but one is KV-cache continuation tensor indexing in /v1/responses and the other is a broader streaming pipeline regression." + "reason": "KV-cache continuation tensor indexing in serve is a different server-path bug from a streaming pipeline regression." }, { "left": "issue:43097", "right": "issue:46298", "accept": false, - "reason": "Removal of tie_embeddings_and_encoder_decoder and a noisy logging message are unrelated." + "reason": "A removed config option without notice is unrelated to a noisy log message." }, { "left": "issue:45584", "right": "issue:46365", "accept": false, - "reason": "Whisper empty-transcription generation and Trainer import failure are unrelated." + "reason": "Whisper empty-transcription generation failure and Trainer import failure due to datasets are unrelated." }, { "left": "issue:44380", "right": "issue:46132", "accept": false, - "reason": "GPT2 backend-specific attention scaling and AttentionInterface.register behavior changes are different code paths." + "reason": "Ignored attention scaling and altered AttentionInterface.register behavior are different code paths and effects." }, { "left": "issue:44162", "right": "issue:46172", "accept": false, - "reason": "ESM2 breakage and a DeepSeek tensor-op bug are unrelated model-specific regressions." + "reason": "ESM2 breakage is not the same as a deepseek-v4 transpose/dtype bug." }, { "left": "issue:44077", "right": "issue:46365", "accept": false, - "reason": "patchtsmixer post_init validation and importing Trainer via datasets are unrelated." + "reason": "patchtsmixer post_init policy and Trainer import problems do not describe the same underlying issue." }, { "left": "issue:42890", "right": "issue:47059", "accept": false, - "reason": "Missing set_seed in SAM HQ tests and a huggingface_hub CLI attribute error are unrelated test/tooling issues." + "reason": "Seed-related test flakiness and a huggingface_hub CLI attribute error are unrelated." }, { "left": "issue:44222", "right": "issue:45478", "accept": false, - "reason": "Both mention MoE and FP8/Qwen, but one is save_pretrained and the other is from_pretrained; not clearly the same bug." + "reason": "FP8 save_pretrained problems for MoE and a Qwen3.5 MoE from_pretrained error are related in model family only, not clearly the same bug." }, { "left": "issue:42757", "right": "issue:43824", "accept": false, - "reason": "One is a huggingface_hub import breakage, the other is a missing Transformers class export; different packages and failures." + "reason": "A missing huggingface_hub symbol and a missing Transformers model class are separate import failures." }, { - "left": "issue:44380", - "right": "issue:45479", + "left": "issue:36683", + "right": "issue:43582", "accept": false, - "reason": "Attention scaling under backend dispatch and a zero-loss classification bug are unrelated." + "reason": "Gemma3Config lacking vocab_size is unrelated to an Apple Silicon TypeError in caching_allocator_warmup." }, { - "left": "issue:36683", - "right": "issue:43582", + "left": "issue:44380", + "right": "issue:45479", "accept": false, - "reason": "Gemma3Config missing vocab_size and an Apple Silicon TypeError in caching_allocator_warmup are unrelated." + "reason": "Attention scaling being ignored is unrelated to a degenerate zero-loss classification bug." }, { "left": "issue:43064", "right": "issue:44380", "accept": false, - "reason": "A distributed training optimizer-state bug and GPT2 backend attention scaling are different problems despite both involving training." + "reason": "FSDP2 optimizer-state corruption and GPT2 attention scaling logic are different bugs in different training/inference paths." } ] }, @@ -17781,8 +17747,8 @@ "review_unit_count": 63, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-516", "nodes": [ @@ -17853,8 +17819,8 @@ "issue:43352|issue:43937", "issue:44625|issue:46077", "issue:43611|issue:44655", - "issue:44355|issue:46877", "issue:36683|issue:43475", + "issue:44355|issue:46877", "issue:44655|issue:46050", "issue:43976|issue:44938", "issue:44938|issue:47059", @@ -17867,20 +17833,20 @@ "issue:29870|issue:36296", "issue:43064|issue:44492" ], - "prepared_review_unit_hash": "d471daff64fb11da89cc327718aea540dbd3d2a42726d34e09ee4148b7e0eb36", + "prepared_review_unit_hash": "07f1bde3de573f8dcc3a9c54ea2a5a3103b4888f6a3172b35e58812f50c4449a", "component_budget": { "node_count": 516, "item_count": 516, "soft_pair_count": 1900, - "serialized_chars": 985297, - "estimated_input_tokens": 246325, - "estimated_eval_tokens": 492906 + "serialized_chars": 985312, + "estimated_input_tokens": 246328, + "estimated_eval_tokens": 492912 }, "budget": { "node_count": 47, "item_count": 47, "soft_pair_count": 31, - "serialized_chars": 36108, + "serialized_chars": 36105, "estimated_input_tokens": 9027, "estimated_eval_tokens": 18310 }, @@ -17889,198 +17855,168 @@ "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "The cluster is mostly false-positive similarity: the issues share broad keywords like imports, v5 regressions, model families, or attention/chat/template terms, but they describe different underlying bugs. I found no true duplicate pair among the soft edges.", - "confidence": 0.66, - "canonical_issue_reason": "issue:43611 is the best representative issue in this set: it describes a clear, broad Transformers 5.0 regression with concrete user impact and a well-scoped core loading problem.", + "summary": "This cluster is a loose grab bag of Transformers bugs and regressions. A few mini-themes recur (missing config attributes, import path breakages, chat/template failures, save/load regressions), but none of the soft pairs look like the same underlying fixable bug or change.", + "confidence": 0.23, + "canonical_issue_reason": "issue:36683 is the best representative because it sits near the most similar subcluster of missing-attribute/config regressions (e.g. Llama/Gemma/Qwen-style attribute errors), even though the overall cluster is heterogeneous.", "canonical_pr_reason": null, - "best_issue_reason": "issue:43611 is the most globally useful issue to keep because it is broad, concrete, and likely to attract the right fixes for a core regression.", + "best_issue_reason": "issue:36683 is the strongest single issue choice for triage since it is concrete, recent, and more central than the other items to the recurring config/attribute-error theme.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:42175", "right": "issue:46365", "accept": false, - "reason": "Both are import/backend complaints, but one is about missing TensorFlow backend in a torch install and the other about Trainer import conflicts with datasets; different causes." + "reason": "Both mention Trainer/import confusion, but one is about optional TensorFlow backend packaging and the other about a datasets-related import conflict; different root causes and fixes." }, { "left": "issue:43012", "right": "issue:44683", "accept": false, - "reason": "One is a precision warning in bfloat16 compilation; the other is a torch>=2.9 flex_attention compile failure. Different code paths and symptoms." + "reason": "One is a PyTorch warning when compiling bfloat16 models, the other is a compiled flex_attention failure on torch>=2.9; different code paths and symptoms." }, { "left": "issue:44483", "right": "issue:44514", "accept": false, - "reason": "A /v1/chat/completions rejection is an API-level request validation issue, while apply_chat_template(batched,padding=False) is a tokenizer/template crash." + "reason": "Both involve chat/completions-style APIs, but one is an OpenAI-compatible endpoint rejecting requests and the other is a processor crash on batched padding=False; not the same bug." }, { "left": "issue:38617", "right": "issue:43502", "accept": false, - "reason": "One is an import failure for layer_type_validation; the other is unwanted network requests with local_files_only=True. Not the same bug." + "reason": "ImportError for a missing configuration utility versus unexpected API requests despite local_files_only; unrelated failure modes." }, { "left": "issue:43618", "right": "issue:44380", "accept": false, - "reason": "Both mention attention, but CLIP attentions missing and GPT2 attention scaling ignored in SDPA/FlashAttention are distinct regressions." + "reason": "CLIP attentions not assigned and GPT2 attention scaling ignored under SDPA/FlashAttention are distinct attention-related bugs in different models and paths." }, { "left": "issue:43756", "right": "issue:44485", "accept": false, - "reason": "Both mention RoPE, but they concern different models and problems: Smollm3 layer dropping vs GLM-5 RoPE implementation discussion." + "reason": "Smollm3 RoPE layer dropping and GLM-5 RoPE implementation are both about RoPE, but they describe different model-specific defects and are not clearly the same fix." }, { "left": "issue:45276", "right": "issue:46077", "accept": false, - "reason": "Both are Gemma4 issues, but one is token embedding resizing and the other is bidirectional attention mask construction; separate defects." + "reason": "Both are Gemma4-related, but one is embedding resize propagation and the other is bidirectional attention mask construction; separate bugs." }, { "left": "issue:43618", "right": "issue:43761", "accept": false, - "reason": "Both are CLIP regressions, but one drops attentions and the other drops hidden_states; different outputs and likely different fixes." + "reason": "Both concern CLIP outputs, but one is attentions missing and the other is hidden_states missing in a v5 regression; different output fields and likely different fixes." }, { "left": "issue:43208", "right": "issue:43526", "accept": false, - "reason": "xLSTM training bugs and BeitImageProcessorFast label reduction are unrelated subsystems and symptoms." + "reason": "xLSTM training bugs versus BeitImageProcessorFast reduce_labels returning one label; no shared underlying bug." }, { "left": "issue:36010", "right": "issue:42757", "accept": false, - "reason": "These are both import errors, but they involve different symbols from different packages/modules and different breakages." + "reason": "Two unrelated import errors from different packages/symbols (GenerationMixin vs is_offline_mode)." }, { "left": "issue:44038", "right": "issue:44230", "accept": false, - "reason": "These both concern Qwen3-VL/MoE/fp8, but one is a general bug report and the other is fp8 inference support; not the same concrete issue." + "reason": "Both touch Qwen3-VL/MoE support, but one is a generic transformer/Qwen3-VL bug report and the other is fp8 inference support; not the same concrete issue." }, { "left": "issue:42994", "right": "issue:44655", "accept": false, - "reason": "Both involve save_pretrained, but one is quantized model saving and the other is Pipeline object serialization; different object types and failure modes." + "reason": "Quantized model save/load corruption and pipeline save_pretrained failure are both persistence-related, but they affect different objects and code paths." }, { "left": "issue:43299", "right": "issue:43867", "accept": false, - "reason": "Both are loading failures, but they affect different model families and different root causes (Qwen3VL-Moe vs sorted state_dict loading)." + "reason": "Qwen3VL-Moe loading failure and state_dict-sorted model loading error are different loading bugs with different triggers." }, { "left": "issue:44483", "right": "issue:45290", "accept": false, - "reason": "Both touch chat handling, but one is server-side chat/completions rejection and the other is tokenizer chat template crashing on tool-call messages." + "reason": "Both are request/template-related, but one is an API endpoint validation issue and the other is tool-call chat templating on assistant messages; distinct bugs." }, { "left": "issue:44625", "right": "issue:46365", "accept": false, - "reason": "Qwen3.5 num_labels propagation and a Trainer import conflict are unrelated issues." + "reason": "One is config propagation for Qwen3.5 num_labels, the other is an import failure for Trainer caused by datasets; unrelated." }, { "left": "issue:43352", "right": "issue:43937", "accept": false, - "reason": "Flash Attention support for Nemotron and GLM-5 GenerationConfig validation are different model/config problems." + "reason": "Flash Attention 2 support missing for NemotronH vs invalid GenerationConfig for GLM-5 are different model-specific issues." }, { "left": "issue:44625", "right": "issue:46077", "accept": false, - "reason": "One is num_labels propagation in Qwen3.5, the other is Gemma4 bidirectional attention mask logic; no shared bug." + "reason": "Qwen3.5 num_labels propagation and Gemma4 bidirectional attention masks concern different models and different configuration bugs." }, { "left": "issue:43611", "right": "issue:44655", "accept": false, - "reason": "A base_model_prefix loading regression is unrelated to saving Pipeline objects." + "reason": "Base_model_prefix loading breakage and pipeline save_pretrained failure are separate serialization/loading problems." }, { - "left": "issue:44355", - "right": "issue:46877", + "left": "issue:36683", + "right": "issue:43475", "accept": false, - "reason": "Compiled Python file execution errors and auto_docstring import-time stdout diagnostics are different issues." + "reason": "Both are attribute errors, but Gemma3Config missing vocab_size and Sam3VisionEncoderOutput missing fpn_position_embeddings are unrelated model-specific fields." }, { - "left": "issue:36683", - "right": "issue:43475", + "left": "issue:44355", + "right": "issue:46877", "accept": false, - "reason": "Both are attribute-missing reports, but they affect different configs/outputs and different model families." + "reason": "Compiled Python file errors and auto_docstring printing diagnostics at import time are both import-time nuisances, but not the same bug." }, { "left": "issue:44655", "right": "issue:46050", "accept": false, - "reason": "Pipeline save_pretrained and sinq-quantized model save/load corruption are distinct serialization bugs." + "reason": "Saving Pipeline objects and sinq-quantized model save/load corruption are both persistence bugs, but they affect different APIs and failure modes." }, { "left": "issue:43976", "right": "issue:44938", "accept": false, - "reason": "Both mention Python version compatibility, but they describe different version ranges and failure modes; not a single duplicate bug." + "reason": "Python version compatibility for Transformers 5.1.0 and Python 3.14 load failures are related only superficially; one is a stated version support issue, the other a runtime load regression." }, { "left": "issue:44938", "right": "issue:47059", "accept": false, - "reason": "Python 3.14 loading failure and a huggingface_hub CLI attribute error are unrelated." + "reason": "Python 3.14 loading failure and CLI tests failing with huggingface_hub 1.22.0 are separate environment/package incompatibilities." }, { "left": "issue:36683", "right": "issue:44077", "accept": false, - "reason": "Gemma3Config missing vocab_size and patchtsmixer post_init validation are unrelated model/config issues." - }, - { - "left": "issue:43867", - "right": "issue:45216", - "accept": false, - "reason": "Sorted state_dict loading and Qwen3.5 save_pretrained checkpoint corruption are different load/save failures." - }, - { - "left": "issue:36683", - "right": "issue:47110", - "accept": false, - "reason": "Missing vocab_size on Gemma3Config is unrelated to special_tokens being a list instead of a dict." - }, - { - "left": "issue:46077", - "right": "issue:46082", - "accept": false, - "reason": "One is Gemma4 attention-mask behavior; the other is LlamaConfig head_dim validation. Different model families and code paths." - }, - { - "left": "issue:43618", - "right": "issue:45216", - "accept": false, - "reason": "CLIP attentions regression and Qwen3.5 checkpoint corruption are unrelated." - }, - { - "left": "issue:36683", - "right": "issue:43525", - "accept": false, - "reason": "Gemma3Config missing vocab_size and Llama4Config missing pad_token_id are separate attribute-propagation bugs." + "reason": "Both are configuration/attribute-related, but Gemma3Config lacking vocab_size and patchtsmixer post_init validation are different model API issues." }, { "left": "issue:29870", "right": "issue:36296", "accept": false, - "reason": "BART generate() decoder_attention_mask assignment and tensor-parallel training are unrelated." + "reason": "Bart generation UnboundLocalError and tensor parallel training bug are entirely different runtime failures." }, { "left": "issue:43064", "right": "issue:44492", "accept": false, - "reason": "A distributed optimizer-state bug and a cache-strategy typo are clearly different issues." + "reason": "FSDP2/PEFT optimizer state corruption and a typo in cache strategies are unrelated." } ] }, @@ -18099,8 +18035,8 @@ "review_unit_count": 63, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-516", "nodes": [ @@ -18155,8 +18091,8 @@ ], "soft_pairs": [ "issue:43010|issue:45278", - "issue:44075|issue:46365", "issue:43992|issue:45310", + "issue:44075|issue:46365", "issue:44908|issue:46851", "issue:29870|issue:33453", "issue:44393|issue:47000", @@ -18185,224 +18121,221 @@ "issue:43874|issue:46617", "issue:43010|issue:43065" ], - "prepared_review_unit_hash": "c7ef65db3ee2ea1093fde667bf63fe4a6255fa2c918e9343b0e029fe05959844", + "prepared_review_unit_hash": "94b81cf0c874a6577768c1a83be0192bfc7a7b1edc2fc37c4fc0d087bf9fb38b", "component_budget": { "node_count": 516, "item_count": 516, "soft_pair_count": 1900, - "serialized_chars": 985297, - "estimated_input_tokens": 246325, - "estimated_eval_tokens": 492906 + "serialized_chars": 985312, + "estimated_input_tokens": 246328, + "estimated_eval_tokens": 492912 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 30, - "serialized_chars": 36306, - "estimated_input_tokens": 9077, - "estimated_eval_tokens": 18410 + "serialized_chars": 36303, + "estimated_input_tokens": 9076, + "estimated_eval_tokens": 18408 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "Mostly a mixed cluster of Transformers regressions and model-loading issues. Only two soft edges look like true duplicates; the rest are different bugs in nearby subsystems.", - "confidence": 0.56, - "canonical_issue_reason": "Issue 45278 is the broadest umbrella in this set: a v4.57\u2192v5.5 regression causing many import/load failures. It is the closest representative of the cluster\u2019s main theme, though the cluster is not fully homogeneous.", + "summary": "This cluster is mostly a set of unrelated Transformers issues that only look similar by title. The soft edges are broad-similarity false positives across different models, loaders, schedulers, and test flakes rather than the same underlying bug.", + "confidence": 0.92, + "canonical_issue_reason": "issue:45278 is the best umbrella candidate because it is the broadest upgrade/regression report and can loosely represent the cluster\u2019s general theme of import/load failures after version bumps.", "canonical_pr_reason": null, - "best_issue_reason": "45278 is the best overall issue to anchor this cluster because it is broad, clearly regression-focused, and most representative of the recurring version-upgrade breakage reports here.", + "best_issue_reason": "issue:45278 is the most suitable representative issue because it is broad enough to capture the cluster\u2019s recurring upgrade/import regression pattern, while the other issues are more narrowly scoped to specific models or code paths.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:43010", "right": "issue:45278", "accept": false, - "reason": "Different bugs: cache/update no_grad decoration vs broad import/load regressions." + "reason": "Cache/layer update decoration with no_grad is a different runtime/correctness issue than general import failures after upgrading." }, { - "left": "issue:44075", - "right": "issue:46365", + "left": "issue:43992", + "right": "issue:45310", "accept": false, - "reason": "Different symptoms and code paths: SGD optimizer args vs Trainer import failure tied to datasets." + "reason": "Missing UMT5Encoder weight loading and Qwen3.5 MoE from_pretrained error are different model-specific load failures." }, { - "left": "issue:43992", - "right": "issue:45310", + "left": "issue:44075", + "right": "issue:46365", "accept": false, - "reason": "Both involve loading, but one is missing embed_tokens.weight in UMT5Encoder and the other is a Qwen3.5 MoE from_pretrained failure." + "reason": "Unused SGD optimizer args is unrelated to Trainer import failure caused by datasets dependency interaction." }, { "left": "issue:44908", "right": "issue:46851", "accept": false, - "reason": "Scheduler kwargs bug vs variable-length position_ids bug; unrelated call paths." + "reason": "Scheduler kwargs being ignored is unrelated to Qwen3.5 variable-length position_ids handling." }, { "left": "issue:29870", "right": "issue:33453", "accept": false, - "reason": "Bart generate decoder_attention_mask error vs tokenizer loading regression; not the same bug." + "reason": "BART generate decoder_attention_mask bug and tokenizer loading regression are distinct code paths." }, { "left": "issue:44393", "right": "issue:47000", "accept": false, - "reason": "Different models and failures: Qwen3-VL bbox output issue vs RTDetrLoss infeasible cost matrix." + "reason": "Qwen3-VL bounding-box output issue is unrelated to RTDetrLoss cost-matrix infeasibility." }, { "left": "issue:43867", "right": "issue:46202", "accept": false, - "reason": "Both are loading/roundtrip issues, but one is sorted state_dict loading and the other is Gemma pipeline token roundtrip." + "reason": "State-dict loading order bug does not match Gemma pipeline roundtrip failure on the \u2581 token." }, { "left": "issue:44355", "right": "issue:44855", "accept": false, - "reason": "General compiled-file import errors vs a Python 3.13 torch.jit.script parsing/IndentationError." + "reason": "Compiled Python import errors are different from the Python 3.13 @torch.jit.script parsing/IndentationError bug." }, { "left": "issue:43010", "right": "issue:45850", "accept": false, - "reason": "Broad complaint about breakage is too vague; cache update no_grad is a specific separate fix." + "reason": "no_grad cache update and broad post-v5 model breakage are not the same concrete bug." }, { "left": "issue:36296", "right": "issue:43575", "accept": false, - "reason": "Tensor-parallel training bug vs OOM when loading a specific Qwen2-57B model with tp." + "reason": "Tensor-parallel training bug is broader and different from Qwen2-57B-A14B-Instruct OOM on load." }, { "left": "issue:43867", "right": "issue:45375", "accept": false, - "reason": "State-dict loading problem vs missing vision config field; different failure modes." + "reason": "State-dict ordering and missing Qwen3.5 vision config field are unrelated serialization/config issues." }, { "left": "issue:41669", "right": "issue:44246", - "accept": true, - "reason": "Same underlying import-time slowness regression; one reports slow import transformers, the other identifies import * as the cause." + "accept": false, + "reason": "Import * performance regression and slow import transformers are related at a high level but not the same root cause or fix." }, { "left": "issue:42890", "right": "issue:45561", "accept": false, - "reason": "Flaky SamHQ seed handling vs xdist race on captured_info.txt in testing utils." + "reason": "Missing set_seed in SAM HQ tests and xdist race on captured_info.txt are different CI/test flake causes." }, { "left": "issue:43618", "right": "issue:44077", "accept": false, - "reason": "CLIPOutput attentions regression vs patchtsmixer post_init policy; unrelated issues." + "reason": "CLIPOutput attentions regression is unrelated to patchtsmixer post_init optionality." }, { "left": "issue:43010", "right": "issue:43976", "accept": false, - "reason": "no_grad decoration request vs Python 3.9/3.10 compatibility breakage." + "reason": "Cache/layer no_grad decoration is unrelated to the Python-version compatibility issue." }, { "left": "issue:43992", "right": "issue:45478", - "accept": true, - "reason": "Same concrete Qwen3.5 MoE from_pretrained failure; titles point to the same loading bug." + "accept": false, + "reason": "UMT5Encoder missing embed_tokens.weight and Qwen3.5 MoE from_pretrained error are different load-path failures." }, { "left": "issue:43867", "right": "issue:45357", "accept": false, - "reason": "Both touch save/load behavior, but one is sorted state_dict loading and the other is incorrect visual encoder keys on save_pretrained." + "reason": "Sorted state_dict loading error is unrelated to Qwen3.5 save_pretrained visual encoder key regression." }, { "left": "issue:28282", "right": "issue:33453", "accept": false, - "reason": "PyTorch missing import error vs tokenizer loading regression; not the same bug." + "reason": "Missing PyTorch dependency import error and tokenizer-loading regression are not the same bug." }, { "left": "issue:43618", "right": "issue:46285", "accept": false, - "reason": "CLIPOutput attentions assignment vs CLIPTextModel structure inconsistency; different API regressions." + "reason": "CLIPOutput attentions assignment and CLIPTextModel structure inconsistency are separate CLIP API regressions." }, { "left": "issue:44360", "right": "issue:45440", "accept": false, - "reason": "DSA indexer ReLU discussion vs DeepseekV3MoE remote-implementation divergence; different code paths." + "reason": "DSA indexer ReLU discussion is unrelated to DeepSeekV3 native-vs-remote implementation divergence." }, { "left": "issue:42890", "right": "issue:44964", "accept": false, - "reason": "Test seed flake vs Phi-4 multimodal model loading failure." + "reason": "Seed-related SAM HQ test flakiness does not match Phi-4 multimodal model loading failure." }, { "left": "issue:42890", "right": "issue:44112", "accept": false, - "reason": "Unrelated CI flake topics: SamHQ seed usage vs GraniteSpeech stale device override." + "reason": "Generic test seed omissions are not the same as the GraniteSpeech stale device override CI failure." }, { "left": "issue:43502", "right": "issue:44062", "accept": false, - "reason": "local_files_only network leakage vs AddedToken constructor argument collision." + "reason": "local_files_only network leakage and AddedToken special-argument duplication are unrelated tokenizer/loading bugs." }, { "left": "issue:42898", "right": "issue:46664", "accept": false, - "reason": "Tokenization-space behavior change vs video processor num_frames semantics; different regressions." + "reason": "clean_up_tokenization_spaces v5 behavior change is unrelated to SmolVLM num_frames semantics." }, { "left": "issue:44222", "right": "issue:45125", "accept": false, - "reason": "FP8 save_pretrained issue vs missing tensor-parallel plan on Qwen3_5MoeForConditionalGeneration." + "reason": "FP8 save_pretrained moe and missing _tp_plan for tensor parallelism are different MoE/export vs TP-planning issues." }, { "left": "issue:44734", "right": "issue:46617", "accept": false, - "reason": "KV-cache continuation tensor indexing crash vs cache FileNotFoundError for trust_remote_code." + "reason": "KV cache continuation tensor indexing crash is unrelated to trust_remote_code cache file loading." }, { "left": "issue:43723", "right": "issue:44556", "accept": false, - "reason": "Tokenizer from_pretrained regression vs general checkpoint reload failure after v4.57 upgrade; related theme but not the same bug." + "reason": "Tokenizer.from_pretrained loading issue and checkpoint reload incompatibility after upgrade are different failure modes." }, { "left": "issue:43502", "right": "issue:44485", "accept": false, - "reason": "local_files_only network bug vs GLM-5 RoPE implementation discussion." + "reason": "local_files_only API requests and GLM-5 RoPE implementation discussion do not share a concrete bug." }, { "left": "issue:43874", "right": "issue:46617", "accept": false, - "reason": "Missing image-patch helper breaks multimodal token counting vs cache FileNotFoundError." + "reason": "Missing image patch count method and cached trust_remote_code FileNotFoundError are distinct loader/runtime problems." }, { "left": "issue:43010", "right": "issue:43065", "accept": false, - "reason": "no_grad on cache updates vs dummy Conv2d in Sam3PixelDecoder; unrelated changes." + "reason": "torch.no_grad decoration for cache update is unrelated to the dummy Conv2d in Sam3PixelDecoder." } ] }, - "evaluator_result": { - "accept": true, - "feedback": "The cluster summary is grounded in the packet and stays conservative. The canonical anchor choice for issue:45278 is reasonable, and the two accepted soft edges are well supported: 43992/45478 are clearly the same Qwen3.5 MoE from_pretrained bug, and 41669/44246 are plausibly the same import-time slowness regression. The remaining pairs are rejected cautiously rather than overstated. No PR pair mergeability concerns apply." - }, - "evaluator_used": true, + "evaluator_result": null, + "evaluator_used": false, "retried": false, - "accepted_nontrivial_soft_edge": true, + "accepted_nontrivial_soft_edge": false, "error_kind": null, "error_message": null }, @@ -18414,8 +18347,8 @@ "review_unit_count": 63, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-516", "nodes": [ @@ -18493,8 +18426,8 @@ "issue:43576|issue:45071", "issue:43576|issue:47059", "issue:31795|issue:38617", - "issue:43576|issue:43824", "issue:44961|issue:45468", + "issue:43576|issue:43824", "issue:44315|issue:44360", "issue:44485|issue:44961", "issue:44351|issue:46617", @@ -18508,20 +18441,20 @@ "issue:44315|issue:46209", "issue:43867|issue:47110" ], - "prepared_review_unit_hash": "5a3a4c9a436a57200d234b134d5afbcdc2b856b3c46c93bb6405da2c6d7b6619", + "prepared_review_unit_hash": "fb754fb71d191bd26e3fb9a30215c0d972527a83ac896fdebb07ccfe7c9c659d", "component_budget": { "node_count": 516, "item_count": 516, "soft_pair_count": 1900, - "serialized_chars": 985297, - "estimated_input_tokens": 246325, - "estimated_eval_tokens": 492906 + "serialized_chars": 985312, + "estimated_input_tokens": 246328, + "estimated_eval_tokens": 492912 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 38, - "serialized_chars": 38505, + "serialized_chars": 38507, "estimated_input_tokens": 9627, "estimated_eval_tokens": 19510 }, @@ -18530,240 +18463,234 @@ "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "The items are mostly unrelated issues that only share broad Transformers/v5/import/loading themes. I found no soft pair that looks like the same underlying bug or change, so I rejected all candidate merges.", - "confidence": 0.89, - "canonical_issue_reason": "issue:43576 is the most central and concrete open regression in this set, with multiple inbound references and a clear v5 CLI failure mode, so it is the best anchor if one issue must represent the cluster.", + "summary": "The items are largely unrelated regressions spanning imports, model loading, CLI, docs, quantization, and tensor-parallel behavior. None of the soft pairs is strong enough to treat as the same underlying bug/change, so I would not collapse this set into a duplicate cluster.", + "confidence": 0.93, + "canonical_issue_reason": "No single canonical issue: the set is heterogeneous and does not share one clear underlying bug.", "canonical_pr_reason": null, - "best_issue_reason": "issue:43576 is the strongest issue candidate overall: specific, reproducible, and still active, while the others are either broader, older, or clearly about different code paths.", + "best_issue_reason": "No issue is a good global representative because the artifacts do not form one coherent duplicate group.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:43824", "right": "issue:46617", "accept": false, - "reason": "Both are loading/import failures, but one is a missing symbol export and the other is a cache/load FileNotFoundError; different bugs." + "reason": "Different failure modes: missing top-level model import vs FileNotFoundError when loading trust_remote_code from cache." }, { "left": "issue:45850", "right": "issue:47110", "accept": false, - "reason": "Generic breakage vs a special_tokens type error; too vague and not the same failure path." + "reason": "A vague general breakage report vs a specific special_tokens list/key error; no concrete shared code path." }, { "left": "issue:43576", "right": "issue:46132", "accept": false, - "reason": "Both touch v5 behavior, but one is the `transformers env` CLI and the other is AttentionInterface registration; unrelated code paths." + "reason": "CLI env-command regression and AttentionInterface.register behavior change are unrelated subsystems." }, { "left": "issue:42548", "right": "issue:44351", "accept": false, - "reason": "Different missing imports (`PreTrainedModel` vs `HybridCache`); same symptom class, not the same bug." + "reason": "Both are import errors, but for different symbols and likely different export paths." }, { "left": "issue:45125", "right": "issue:45478", "accept": false, - "reason": "Both involve Qwen3.5/Moe loading, but one is tensor-parallel plan metadata and the other is a broader `from_pretrained` regression; not enough evidence they are the same bug." + "reason": "Qwen3.5 MoE tensor-parallel plan issue vs generic from_pretrained failure; not the same bug." }, { "left": "issue:44387", "right": "issue:44556", "accept": false, - "reason": "Int4 CUDA memory/OOM regression vs checkpoint reload compatibility after version upgrade; different issues." + "reason": "Int4 quantization memory/OOM regression vs checkpoint reload compatibility after upgrade." }, { "left": "issue:30333", "right": "issue:33453", "accept": false, - "reason": "MLflow reporting on failed jobs is unrelated to tokenizer loading regression." + "reason": "MLFlow job-status reporting failure vs tokenizer loading regression." }, { "left": "issue:44355", "right": "issue:44749", "accept": false, - "reason": "Compiled-file execution errors vs data filtering slowdown after upgrade; different symptoms and code paths." + "reason": "Compiled Python file execution errors vs tokenizer slowdown after upgrade." }, { "left": "issue:45125", "right": "issue:45375", "accept": false, - "reason": "Both are Qwen3.5 Moe-related, but one is tensor parallelism and the other is a missing config field; not the same change." + "reason": "Missing _tp_plan for tensor parallelism vs a missing config field silently dropped by strict config handling." }, { "left": "issue:30990", "right": "issue:31795", "accept": false, - "reason": "A loading hang and a documentation issue are not the same underlying bug." + "reason": "Sentence Transformers loading hang vs documentation confusion in model.forward." }, { "left": "issue:43827", "right": "issue:44961", "accept": false, - "reason": "Documentation about pipeline removals vs an unrelated placeholder issue title; no match." + "reason": "Docs still referencing pipeline() vs an unrelated racoon issue." }, { "left": "issue:43502", "right": "issue:44222", "accept": false, - "reason": "Local-files-only network leakage vs FP8 save_pretrained on moe models; different behavior." + "reason": "local_files_only network leak vs FP8 save_pretrained bug." }, { "left": "issue:43502", "right": "issue:44961", "accept": false, - "reason": "API requests despite local_files_only is unrelated to the unrelated 'racoon' issue." + "reason": "local_files_only network leak vs an unrelated racoon issue." }, { "left": "issue:46664", "right": "issue:46726", "accept": false, - "reason": "Both concern vision/video processing, but one is `num_frames` semantics and the other is missing-backend error handling; distinct bugs." + "reason": "Both are vision/video related, but one is num_frames semantics and the other is missing-vision-backend handling." }, { "left": "issue:43010", "right": "issue:43232", "accept": false, - "reason": "Cache update no_grad decoration vs generation kwargs after sync_gpus; different code paths." + "reason": "Both touch generation/cache code, but no_grad decoration and sync_gpus ordering are different concrete problems." }, { "left": "issue:30333", "right": "issue:36296", "accept": false, - "reason": "MLflow failure reporting and tensor-parallel training bugs are unrelated." + "reason": "MLFlow failed-job reporting vs a tensor-parallel training bug." }, { "left": "issue:43299", "right": "issue:44556", "accept": false, - "reason": "Both are version-upgrade loading regressions, but they describe different models and failure modes; not the same concrete bug." + "reason": "Qwen3VL MoE loading regression vs general v4.57-to-v5 reload incompatibility." }, { "left": "issue:29870", "right": "issue:31795", "accept": false, - "reason": "Generation-time UnboundLocalError vs documentation confusion; unrelated." + "reason": "BART generate() UnboundLocalError vs a docs-only confusion issue." }, { "left": "issue:33453", "right": "issue:34689", "accept": false, - "reason": "Tokenizer loading regression and Llama 3.2 vision model loading breakage are different incidents." + "reason": "Tokenizer loading regression vs Llama 3.2 vision model loading break." }, { "left": "issue:44355", "right": "issue:45071", "accept": false, - "reason": "Compiled file execution errors are unrelated to `PretrainedConfig` type checking." + "reason": "Compiled-file execution error vs PretrainedConfig type-checking break." }, { "left": "issue:42757", "right": "issue:43576", "accept": false, - "reason": "Importing `is_offline_mode` and a broken env CLI command are separate issues." + "reason": "Missing huggingface_hub import vs CLI env-command breakage; related ecosystem area, but not the same concrete failure." }, { "left": "issue:43576", "right": "issue:45071", "accept": false, - "reason": "CLI command breakage vs config type-checking regression; different problems." + "reason": "CLI env-command regression vs PretrainedConfig type-checking." }, { "left": "issue:43576", "right": "issue:47059", "accept": false, - "reason": "`transformers env` failure and CLI test breakage from a hub API change are not the same bug." + "reason": "CLI env-command regression vs a typer completion API break in tests." }, { "left": "issue:31795", "right": "issue:38617", "accept": false, - "reason": "Documentation confusion about forward arguments vs an import error for `layer_type_validation`; unrelated." - }, - { - "left": "issue:43576", - "right": "issue:43824", - "accept": false, - "reason": "CLI env command failure vs missing exported model class; different failure modes." + "reason": "Docs issue vs an import error for layer_type_validation." }, { "left": "issue:44961", "right": "issue:45468", "accept": false, - "reason": "Unrelated placeholder title vs Gemma-4 audio positional encoding bug." + "reason": "Unrelated issues: racoon vs Gemma-4 audio positional encoding." }, { - "left": "issue:44315", - "right": "issue:44360", + "left": "issue:43576", + "right": "issue:43824", "accept": false, - "reason": "Liger kernel not applied in `model_init` is unrelated to the DSA indexer ReLU discussion." + "reason": "CLI env-command breakage vs top-level model import error." }, { - "left": "issue:44485", - "right": "issue:44961", + "left": "issue:44315", + "right": "issue:44360", "accept": false, - "reason": "GLM-5 RoPE implementation issue and unrelated placeholder issue are not duplicates." + "reason": "Model_init/Liger-kernel behavior vs a DSA indexer discussion." }, { "left": "issue:44351", "right": "issue:46617", "accept": false, - "reason": "Missing export/import error vs cache FileNotFoundError; same broad area, different concrete bug." + "reason": "Missing top-level export vs cache FileNotFoundError." }, { "left": "issue:43352", "right": "issue:44961", "accept": false, - "reason": "Flash Attention support limitation and unrelated placeholder issue are not the same." + "reason": "FlashAttention support issue on Nemotron vs unrelated racoon issue." }, { "left": "issue:36296", "right": "issue:43901", "accept": false, - "reason": "Tensor-parallel training bug vs pipeline docs mismatch; different issues." + "reason": "Tensor-parallel training bug vs docs mentioning return_all_scores." }, { "left": "issue:43475", "right": "issue:46617", "accept": false, - "reason": "SAM 3 video attribute error vs trust_remote_code cache FileNotFoundError; unrelated." + "reason": "SAM 3 Video attribute error vs cache FileNotFoundError." }, { "left": "issue:46143", "right": "issue:46144", "accept": false, - "reason": "One is missing kwargs pass-through, the other is attention-interface usage in RoFormer; related subsystem, but not the same bug." + "reason": "Both RoFormer-related, but kwargs forwarding and attention-interface usage are different bugs." }, { "left": "issue:41628", "right": "issue:42548", "accept": false, - "reason": "Different missing symbols from `transformers`; both import errors, but not the same underlying breakage." + "reason": "Different missing top-level exports: AutoImageProcessor vs PreTrainedModel." }, { "left": "issue:45375", "right": "issue:47110", "accept": false, - "reason": "Missing config field in Qwen3.5MoeVisionConfig vs special_tokens list attribute error; different failures." + "reason": "Missing config field vs special_tokens list/key error." }, { "left": "issue:44222", "right": "issue:44230", "accept": false, - "reason": "FP8 save_pretrained bug vs FP8 inference support request; related topic, different change." + "reason": "FP8 save_pretrained bug vs FP8 inference-support request; different code paths." }, { "left": "issue:44315", "right": "issue:46209", "accept": false, - "reason": "Liger kernel application and FP8 inference on B200 are unrelated." + "reason": "Liger kernel/model_init issue vs FP8 inference failure on B200." }, { "left": "issue:43867", "right": "issue:47110", "accept": false, - "reason": "State-dict sorting load error vs special_tokens attribute error; different bugs." + "reason": "state_dict sorting load error vs special_tokens list/key error." } ] }, @@ -18782,8 +18709,8 @@ "review_unit_count": 63, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-516", "nodes": [ @@ -18855,10 +18782,10 @@ "issue:44556|issue:45092", "issue:43572|issue:45850", "issue:44492|issue:45850", - "issue:45850|issue:47059", "issue:42371|issue:44492", - "issue:43408|issue:44315", + "issue:45850|issue:47059", "issue:41669|issue:46218", + "issue:43408|issue:44315", "issue:44246|issue:44273", "issue:42890|issue:44908", "issue:43576|issue:44908", @@ -18880,293 +18807,296 @@ "issue:43576|issue:44273", "issue:44360|issue:45468" ], - "prepared_review_unit_hash": "1186058dfe05df30407cd312f3ca6770b8706e81ee98289a5b2b879b7b3a15d7", + "prepared_review_unit_hash": "38d84378ebc95670c4d17e95d866cb6881360a87999dcfbbf8edcae8841262ee", "component_budget": { "node_count": 516, "item_count": 516, "soft_pair_count": 1900, - "serialized_chars": 985297, - "estimated_input_tokens": 246325, - "estimated_eval_tokens": 492906 + "serialized_chars": 985312, + "estimated_input_tokens": 246328, + "estimated_eval_tokens": 492912 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 42, - "serialized_chars": 39637, - "estimated_input_tokens": 9910, - "estimated_eval_tokens": 20076 + "serialized_chars": 39648, + "estimated_input_tokens": 9912, + "estimated_eval_tokens": 20080 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "The cluster is mostly a grab bag of unrelated bug reports; a few mention v5 regressions, imports, or lazy loading, but the soft pairs do not match the same concrete underlying issue closely enough to merge. No PRs are present.", - "confidence": 0.39, - "canonical_issue_reason": "issue:45850 is the broadest umbrella for the shared v5-regression theme and is the most central/general issue in this set.", + "summary": "Mostly a noisy collection of distinct v5/model-regression issues. The only plausible duplicate pair is the import/lazy-loading slowness reports; the rest are different models, commands, or APIs.", + "confidence": 0.62, + "canonical_issue_reason": "issue:44273 is the broadest underlying problem in the only plausible duplicate pair: it describes lazy loading failure, while issue:44246 is a symptom report about slow imports.", "canonical_pr_reason": null, - "best_issue_reason": "issue:45850 best represents the cluster because it captures the widest cross-cutting symptom pattern ('v5 breaks too many models') rather than a narrow model-specific failure.", + "best_issue_reason": "issue:44273 is the best representative because it captures the underlying lazy-loading defect rather than a single performance symptom; most other items are unrelated regressions.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:43525", "right": "issue:47110", "accept": false, - "reason": "Different failures: missing config attribute vs special_tokens being a list; not the same code path." + "reason": "Both are attribute-like failures, but they involve different configs and code paths (`pad_token_id` vs `special_tokens`)." }, { "left": "issue:43673", "right": "issue:44492", "accept": false, - "reason": "One is chunked_prefill cache state missing; the other is a cache-strategy typo. Similar words, different bugs." + "reason": "Generation cache missing and cache-strategy typo are different cache-related bugs, not the same defect." }, { "left": "issue:45362", "right": "issue:45850", "accept": false, - "reason": "Specific chat crash in one model vs a broad v5 breakage umbrella; not the same issue." + "reason": "One is a concrete Qwen3.5 chat crash; the other is a broad umbrella complaint about many v5 regressions." }, { "left": "issue:44485", "right": "issue:46664", "accept": false, - "reason": "RoPE implementation discussion vs video processor frame-count semantics; unrelated components." + "reason": "Different models and subsystems: RoPE implementation vs video processor frame-count semantics." }, { "left": "issue:44273", "right": "issue:45542", "accept": false, - "reason": "Lazy loading problem vs TensorFlow backend detection error; different subsystems and symptoms." + "reason": "Lazy loading/import behavior is unrelated to the TensorFlow backend error from tensorboard-only installs." }, { "left": "issue:44623", "right": "issue:45230", "accept": false, - "reason": "No evidence the generic bug report is the same as missing processor files." + "reason": "`processor.save_pretrained` missing files is concrete; `Bug report` is too vague to establish the same bug." }, { "left": "issue:44038", "right": "issue:45125", "accept": false, - "reason": "Qwen3-VL-Moe inference bug vs missing tensor-parallel plan attribute; related model family, but different concrete failures." + "reason": "Different Qwen-related problems: one is a model bug, the other is missing tensor-parallel metadata." }, { "left": "issue:44360", "right": "issue:46664", "accept": false, - "reason": "DSA indexer/ReLU discussion vs video processor num_frames semantics; not the same bug." + "reason": "DSA indexer/ReLU discussion is unrelated to SmolVLM video-frame handling." }, { "left": "issue:44273", "right": "issue:45003", "accept": false, - "reason": "Both touch loading/import behavior, but one is lazy loading failing and the other is unsafe sys.modules access; not identical." + "reason": "Lazy loading failure and unsafe `sys.modules` access are different import-time issues." }, { "left": "issue:41669", "right": "issue:43673", "accept": false, - "reason": "Import-time slowdown from import * usage is not the same as a missing generation cache during chunked prefill." + "reason": "Import-star cleanup/performance and generation cache missing are different root causes." }, { "left": "issue:44393", "right": "issue:45753", "accept": false, - "reason": "Both are Qwen3-related, but one is 2D bbox output errors and the other is an infinite loop on a specific image." + "reason": "Both are Qwen3-VL/Qwen3_5 visual issues, but one is bbox hallucination and the other is an infinite loop on a specific image." }, { "left": "issue:44393", "right": "issue:45071", "accept": false, - "reason": "Model output/vision bug vs PretrainedConfig type-checking regression; different code paths." + "reason": "Qwen3-VL output issues are unrelated to `PretrainedConfig` type checking regressions." }, { "left": "issue:43576", "right": "issue:44556", "accept": false, - "reason": "Transformers env command breakage is unrelated to checkpoint reload incompatibility after v5 upgrade." + "reason": "Broken `transformers env` command is unrelated to checkpoint reload compatibility after upgrading to v5." }, { "left": "issue:43525", "right": "issue:45850", "accept": false, - "reason": "Specific Llama4Config attribute error vs a broad v5 regression umbrella; not the same bug." + "reason": "A specific `Llama4Config` attribute error is not the same as a broad statement that v5 breaks many models." }, { "left": "issue:44230", "right": "issue:46095", "accept": false, - "reason": "FP8 inference support request vs weight-conversion tooling question; unrelated." + "reason": "FP8 inference support for Qwen models is unrelated to DeepSeekV4 weight conversion tooling." }, { "left": "issue:44556", "right": "issue:45092", "accept": false, - "reason": "Both are upgrade/loading issues, but one is general checkpoint reload compatibility and the other is remote-code meta-init incompatibility; not the same concrete failure." + "reason": "Both concern v5 upgrade compatibility, but for different model families and different failure modes." }, { "left": "issue:43572", "right": "issue:45850", "accept": false, - "reason": "StableLm pad_token_idx regression is model-specific, not the same as the broad v5 breakage report." + "reason": "Missing `pad_token_idx` in StableLmConfig is a specific model regression, not the same as the broad v5-breakage complaint." }, { "left": "issue:44492", "right": "issue:45850", "accept": false, - "reason": "Cache-strategy typo is not the same as generic v5 model breakages." - }, - { - "left": "issue:45850", - "right": "issue:47059", - "accept": false, - "reason": "General v5 model breakage vs a cli incompatibility with huggingface_hub; different areas." + "reason": "A cache-strategy typo is unrelated to a generic v5 regression umbrella." }, { "left": "issue:42371", "right": "issue:44492", "accept": false, - "reason": "TF32 settings warning and cache-strategy typo are unrelated." + "reason": "TF32 API guidance and cache-strategy typo are unrelated topics." }, { - "left": "issue:43408", - "right": "issue:44315", + "left": "issue:45850", + "right": "issue:47059", "accept": false, - "reason": "sam3 model-type warning vs Liger Kernel not applied with model_init; unrelated." + "reason": "General v5 regression complaint vs a specific CLI/huggingface_hub incompatibility." }, { "left": "issue:41669", "right": "issue:46218", "accept": false, - "reason": "Import performance issue vs a specific module import failure; not the same bug." + "reason": "Import-star performance cleanup and missing `Qwen3_5ForCausalLM` import are different import problems." + }, + { + "left": "issue:43408", + "right": "issue:44315", + "accept": false, + "reason": "sam3 model-type warning and Liger Kernel application with `model_init` are unrelated." }, { "left": "issue:44246", "right": "issue:44273", - "accept": false, - "reason": "Slow imports and lazy loading problems are adjacent themes, but the reports describe different failures and likely different fixes." + "accept": true, + "reason": "Both describe the same underlying lazy-loading/import problem; 44246 is the symptom (slow import), 44273 names the defect." }, { "left": "issue:42890", "right": "issue:44908", "accept": false, - "reason": "Missing set_seed in tests is unrelated to inverse_sqrt scheduler kwargs being ignored." + "reason": "A missing `set_seed()` in tests is unrelated to scheduler kwargs being ignored." }, { "left": "issue:43576", "right": "issue:44908", "accept": false, - "reason": "Transformers env command regression vs scheduler kwargs bug; different code paths." + "reason": "Broken `transformers env` command and inverse-sqrt scheduler kwargs are different code paths." }, { "left": "issue:43576", "right": "issue:47176", "accept": false, - "reason": "Env command breakage is unrelated to shell-operator allowlist bypass." + "reason": "CLI env command failure is unrelated to a shell-operator allowlist bypass." }, { "left": "issue:43352", "right": "issue:44393", "accept": false, - "reason": "Flash Attention 2 support gating vs Qwen3-VL bbox errors; different issues." + "reason": "Flash Attention support error and Qwen3-VL bbox hallucination are different model/runtime bugs." }, { "left": "issue:44295", "right": "issue:45230", "accept": false, - "reason": "Position_ids buffer access error is not shown to be the same as the generic bug report." + "reason": "Position-id buffer access bug is specific; the other report is unspecified." }, { "left": "issue:44297", "right": "issue:45230", "accept": false, - "reason": "Tokenizer save_pretrained mismatch is unrelated to the generic bug report." + "reason": "Tokenizer save metadata mismatch is a distinct serialization bug, not the generic bug report." }, { "left": "issue:43976", "right": "issue:44393", "accept": false, - "reason": "Python version support regression vs model output bug; different failures." + "reason": "Python-version compatibility and Qwen3-VL output errors are unrelated." }, { "left": "issue:44908", "right": "issue:45071", "accept": false, - "reason": "Scheduler kwargs bug vs config type-checking regression; unrelated." + "reason": "Scheduler kwargs handling and `PretrainedConfig` type checking are different regressions." }, { "left": "issue:44492", "right": "issue:46328", "accept": false, - "reason": "Cache-strategy typo is unrelated to SequenceFeatureExtractor.pad inefficiency." + "reason": "Cache-strategy typo and `SequenceFeatureExtractor.pad` inefficiency are unrelated." }, { "left": "issue:41669", "right": "issue:44351", "accept": false, - "reason": "Import-time slowdown from wildcard imports is not the same as a missing HybridCache export/import failure." + "reason": "Import-star cleanup/performance and missing `HybridCache` import are separate import-related issues." }, { "left": "issue:44704", "right": "issue:44908", "accept": false, - "reason": "Passing kwargs to cached_file is unrelated to scheduler kwargs handling." + "reason": "`AutoProcessor.from_pretrained` kwarg forwarding and scheduler kwargs are different APIs." }, { "left": "issue:41669", "right": "issue:45341", "accept": false, - "reason": "Import cleanup/performance issue is unrelated to a testing_utils bug." + "reason": "Import performance issue and a testing-utils bug do not describe the same defect." }, { "left": "issue:43976", "right": "issue:46218", "accept": false, - "reason": "Python support regression vs missing Qwen3_5ForCausalLM import; different issues." + "reason": "Python 3.9/3.10 compatibility and missing `Qwen3_5ForCausalLM` import are unrelated." }, { "left": "issue:44077", "right": "issue:44861", "accept": false, - "reason": "Optional post_init policy change vs tied-weights key handling crash; not the same bug." + "reason": "Optional `post_init` validation and tied-weight-key list handling are different model-initialization bugs." }, { "left": "issue:31795", "right": "issue:33453", "accept": false, - "reason": "Documentation confusion for model.forward arguments vs tokenizer loading regression." + "reason": "Documentation confusion about `input_ids`/`past_key_values` is unrelated to tokenizer-loading regression." }, { "left": "issue:43976", "right": "issue:47176", "accept": false, - "reason": "Python compatibility issue vs shell command allowlist bypass; unrelated." + "reason": "Python version support and shell-command allowlist bypass are unrelated." }, { "left": "issue:44485", "right": "issue:47176", "accept": false, - "reason": "RoPE implementation discussion vs shell-substitution security bypass; unrelated." + "reason": "GLM-5 RoPE implementation discussion is unrelated to shell command substitution security." }, { "left": "issue:43576", "right": "issue:44273", "accept": false, - "reason": "Transformers env command regression and lazy-loading regression are different concrete bugs." + "reason": "`transformers env` being broken is not the same as lazy loading not working properly." }, { "left": "issue:44360", "right": "issue:45468", "accept": false, - "reason": "DSA/ReLU discussion vs Gemma-4 audio positional encoding bug; unrelated." + "reason": "DSA/ReLU discussion is unrelated to Gemma4 audio relative positional encoding." } ] }, - "evaluator_result": null, - "evaluator_used": false, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet and stays conservative. The only elevated claim is the 44246/44273 pairing, but it is still supported by the titles and the soft-match signal as a likely symptom-vs-root-cause relationship. The rest of the soft-edge rejections read as appropriately cautious and not overstated." + }, + "evaluator_used": true, "retried": false, - "accepted_nontrivial_soft_edge": false, + "accepted_nontrivial_soft_edge": true, "error_kind": null, "error_message": null }, @@ -19178,8 +19108,8 @@ "review_unit_count": 63, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-516", "nodes": [ @@ -19278,298 +19208,298 @@ "issue:29870|issue:31515", "issue:31515|issue:36296" ], - "prepared_review_unit_hash": "11085dec12b9cfab66886f438429d76575a8f7fd0059b75725accd328c128463", + "prepared_review_unit_hash": "7a393b32e2894f63518a270835e76ca95acdcc61c52258890278cebea302e049", "component_budget": { "node_count": 516, "item_count": 516, "soft_pair_count": 1900, - "serialized_chars": 985297, - "estimated_input_tokens": 246325, - "estimated_eval_tokens": 492906 + "serialized_chars": 985312, + "estimated_input_tokens": 246328, + "estimated_eval_tokens": 492912 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 44, - "serialized_chars": 40144, - "estimated_input_tokens": 10036, - "estimated_eval_tokens": 20328 + "serialized_chars": 40139, + "estimated_input_tokens": 10035, + "estimated_eval_tokens": 20326 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This is not a coherent duplicate cluster: the items span unrelated bugs, feature requests, regressions, and a few noisy placeholders. All soft edges are rejected because the paired artifacts do not share the same concrete underlying bug/change.", - "confidence": 0.89, - "canonical_issue_reason": "No true canonical issue stands out; the set is too heterogeneous, so any single issue would be an arbitrary representative rather than a real duplicate target.", + "summary": "This cluster is heterogeneous and the soft pairs are mostly superficial text similarities rather than true duplicates. If a representative issue is needed, the broad Flash Attention 2.0 topic is the closest fit, but there is no strong canonical PR here.", + "confidence": 0.82, + "canonical_issue_reason": "issue:45250 is the broadest, most central topic in the set (Flash Attention 2.0) and is a better umbrella representative than the more specific or unrelated reports.", "canonical_pr_reason": null, - "best_issue_reason": "Issue:45250 ('Flash Attention 2.0') is the broadest umbrella title in the set, but it is still too vague to serve as a strong representative for this mixed cluster.", + "best_issue_reason": "issue:45250 is the clearest cluster representative by title breadth, though the cluster does not look like a single duplicate bug family.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:43519", "right": "issue:46655", "accept": false, - "reason": "Different processor bugs in different models: Qwen3VL timestamp math vs SmolVLM video padding." + "reason": "Both are processor-related calculation bugs, but they affect different code paths and data types (timestamp math vs video padding)." }, { "left": "issue:44315", "right": "issue:44829", "accept": false, - "reason": "model_init/layer application bug vs flash_attention_3 training degradation; not the same code-path issue." + "reason": "One is about `model_init` not applying Liger Kernel; the other is a flash-attention-3 training degeneration issue. Different failures." }, { "left": "issue:44273", "right": "issue:44908", "accept": false, - "reason": "Lazy loading behavior and inverse_sqrt scheduler kwargs are unrelated subsystems." + "reason": "Lazy loading behavior and inverse-sqrt scheduler kwargs are unrelated bugs." }, { "left": "issue:45230", "right": "issue:45310", "accept": false, - "reason": "Generic placeholder bug report vs a specific Qwen3.5 MoE from_pretrained failure." + "reason": "Generic 'bug report' title is not enough; one is unspecified while the other is a specific Qwen3.5 MoE `from_pretrained` error." }, { "left": "issue:44485", "right": "issue:47177", "accept": false, - "reason": "GLM-5 RoPE implementation issue vs tar/zip-slip RCE vulnerability; completely different problems." + "reason": "GLM-5 RoPE implementation and tar/zip-slip RCE are completely different issues." }, { "left": "issue:43519", "right": "issue:44485", "accept": false, - "reason": "Timestamp calculation in a processor vs RoPE implementation in GLM-5; unrelated bugs." + "reason": "Timestamp calculation in a processor is unrelated to GLM-5 RoPE implementation details." }, { "left": "issue:45468", "right": "issue:46894", "accept": false, - "reason": "Both are audio-related, but one is Gemma-4 positional encoding and the other is a CohereASR training-loss shift bug." + "reason": "Gemma audio positional encoding and CohereASR training-loss shift are different model-specific bugs." }, { "left": "issue:44655", "right": "issue:44861", "accept": false, - "reason": "Saving Pipeline objects vs _get_tied_weight_keys AttributeError; different save/load paths." + "reason": "Saving pipeline objects and a tied-weights key crash are separate save/load vs weight-collection problems." }, { "left": "issue:43576", "right": "issue:46218", "accept": false, - "reason": "CLI env command regression vs Qwen3_5 import failure; no shared underlying bug." + "reason": "`transformers env` CLI breakage and an import failure for `Qwen3_5ForCausalLM` are not the same bug." }, { "left": "issue:43976", "right": "issue:47177", "accept": false, - "reason": "Python version compatibility problem vs shell command injection RCE; unrelated." + "reason": "Python version compatibility and shell-command RCE issues are unrelated." }, { "left": "issue:43519", "right": "issue:44908", "accept": false, - "reason": "Processor timestamp bug vs scheduler kwargs handling; unrelated." + "reason": "Processor timestamp calculation and scheduler kwargs handling are different code paths." }, { "left": "issue:41669", "right": "issue:43704", "accept": false, - "reason": "Import-star cleanup performance issue vs VRAM leak in Qwen3ForCausalLM; different changes." + "reason": "Import-star cleanup/perf regression and VRAM leakage in Qwen3ForCausalLM are unrelated." }, { "left": "issue:31795", "right": "issue:34689", "accept": false, - "reason": "Documentation confusion about forward args vs a model-loading breakage for Llama 3.2 Vision." + "reason": "Documentation confusion around `input_ids`/`past_key_values` is not the same as a model-loading breakage for Llama 3.2 Vision." }, { "left": "issue:45850", "right": "issue:47177", "accept": false, - "reason": "Broad v5 breakage complaint vs command-substitution RCE; not the same issue." + "reason": "A broad '5.0 breaks many models' complaint is not the same as a shell-operator command substitution bypass." }, { "left": "issue:45850", "right": "issue:47176", "accept": false, - "reason": "Broad Transformers v5 regression complaint vs shell-operator allowlist bypass; unrelated." + "reason": "A broad model-compatibility complaint is unrelated to shell allowlist bypass behavior." }, { "left": "issue:44485", "right": "issue:45468", "accept": false, - "reason": "Different model families and bugs: GLM-5 RoPE vs Gemma-4 audio positional encoding." + "reason": "GLM-5 RoPE and Gemma-4 audio positional encoding are different architecture-specific bugs." }, { "left": "issue:43704", "right": "issue:44485", "accept": false, - "reason": "VRAM leak in Qwen3ForCausalLM vs GLM-5 RoPE implementation; unrelated." + "reason": "VRAM leakage in Qwen3ForCausalLM and GLM-5 RoPE implementation are unrelated." }, { "left": "issue:46218", "right": "issue:47177", "accept": false, - "reason": "Qwen3_5 import failure vs tar/zip-slip arbitrary file write; unrelated." + "reason": "Module import failure and arbitrary file-write/RCE are unrelated security/runtime issues." }, { "left": "issue:46018", "right": "issue:46172", "accept": false, - "reason": "Same model family, but gating logic bug and dtype/transpose bug are different concrete defects." + "reason": "Shared-expert gating and a tensor transpose/cast bug affect different DeepSeek-V4 code paths." }, { "left": "issue:43502", "right": "issue:43519", "accept": false, - "reason": "local_files_only network access leak vs timestamp calculation bug; different components." + "reason": "Local-files-only network leakage and processor timestamp calculation are not the same bug." }, { "left": "issue:42371", "right": "issue:43704", "accept": false, - "reason": "TF32 settings warning/config issue vs VRAM leak; unrelated." + "reason": "TF32 configuration guidance and VRAM leakage are unrelated." }, { "left": "issue:45850", "right": "issue:46218", "accept": false, - "reason": "Generic v5 breakage complaint vs Qwen3_5 import error; too broad and not the same bug." + "reason": "A generic model-breaking regression and a specific import error are not the same issue." }, { "left": "issue:43519", "right": "issue:44623", "accept": false, - "reason": "Processor timestamp bug vs missing files in processor.save_pretrained; unrelated." + "reason": "Timestamp calculation and missing processor save files are different processor bugs." }, { "left": "issue:44263", "right": "issue:45468", "accept": false, - "reason": "GlmMoeDsaIndexer torch.split semantics vs Gemma-4 audio positional encoding; unrelated." + "reason": "`torch.split` return handling in GlmMoeDsaIndexer is unrelated to Gemma-4 audio positional encoding." }, { "left": "issue:44261", "right": "issue:45468", "accept": false, - "reason": "MLA q_a_layernorm precision/config bug vs Gemma-4 audio positional encoding; unrelated." + "reason": "Missing `rms_norm_eps` in MLA q_a_layernorm is a different precision/config bug from Gemma-4 audio positional encoding." }, { "left": "issue:43298", "right": "issue:46095", "accept": false, - "reason": "Continuous batching not supporting audio models vs DeepSeek-V4 weight conversion question; unrelated." + "reason": "Continuous batching for audio models and DeepSeek-V4 weight conversion are not the same concrete bug." }, { "left": "issue:43519", "right": "issue:43704", "accept": false, - "reason": "Processor timestamp calculation vs VRAM leak; no shared underlying bug." + "reason": "Processor timestamp math and multi-thread VRAM leakage are unrelated." }, { "left": "issue:43352", "right": "issue:46218", "accept": false, - "reason": "Flash Attention 2.0 support request for NemotronHForCausalLM vs Qwen import failure; unrelated." + "reason": "Flash Attention 2.0 support for NemotronH and an import error for Qwen3_5ForCausalLM are different model-specific issues." }, { "left": "issue:44351", "right": "issue:46218", "accept": false, - "reason": "Both are import errors, but for different symbols/modules and likely different root causes." + "reason": "HybridCache import failure and `Qwen3_5ForCausalLM` import failure are both import issues, but they are different symbols and likely different breakages." }, { "left": "issue:44861", "right": "issue:47110", "accept": false, - "reason": "_get_tied_weight_keys AttributeError vs special_tokens list/keys error; unrelated." + "reason": "`_get_tied_weight_keys` crashing on list input and `special_tokens` list-vs-dict handling are different attribute/type errors." }, { "left": "issue:42913", "right": "issue:43066", "accept": false, - "reason": "Both involve tokenizer v5 behavior, but one is a broad v4-to-v5 drift and the other is a specific decoder-type bug; not clearly the same defect." + "reason": "Both mention tokenizer v5, but one is general behavior drift while the other is a specific decoder-type bug." }, { "left": "issue:44861", "right": "issue:47059", "accept": false, - "reason": "Tied-weight key handling crash vs CLI completion regression from huggingface_hub; unrelated." + "reason": "A tied-weights helper crash and a CLI incompatibility with `huggingface_hub` are unrelated." }, { "left": "issue:28348", "right": "issue:45250", "accept": false, - "reason": "Both mention Flash Attention 2.0, but 28348 is GPT2LMHeadModel-specific support while 45250 is a vague generic issue." + "reason": "Both mention Flash Attention 2.0, but one is GPT2LMHeadModel-specific support and the other is only a generic title; not enough to prove the same change." }, { "left": "issue:44908", "right": "issue:44998", "accept": false, - "reason": "Scheduler bug vs a noise/non-bug issue titled 'Unemployment'; unrelated." + "reason": "Scheduler kwargs handling and a nonspecific 'Unemployment' report are not related." }, { "left": "issue:44998", "right": "issue:47177", "accept": false, - "reason": "Noise/non-bug issue vs a security RCE report; unrelated." + "reason": "The generic placeholder issue does not match the security RCE report." }, { "left": "issue:44998", "right": "issue:47176", "accept": false, - "reason": "Noise/non-bug issue vs shell-operator allowlist bypass; unrelated." + "reason": "The generic placeholder issue does not match the shell allowlist bypass report." }, { "left": "issue:44492", "right": "issue:44998", "accept": false, - "reason": "Typo in cache strategies vs a spam/noise issue; unrelated." + "reason": "A cache-strategy typo and a placeholder 'Unemployment' issue are unrelated." }, { "left": "issue:44998", "right": "issue:45850", "accept": false, - "reason": "Noise/non-bug issue vs broad v5 breakage complaint; unrelated." + "reason": "The generic placeholder issue does not match the broad model-breakage complaint." }, { "left": "issue:44861", "right": "issue:45290", "accept": false, - "reason": "Tied-weight key crash vs apply_chat_template tool-call crash; different code paths." + "reason": "Tied-weights key handling and chat-template crashes with tool calls are different features and failure modes." }, { "left": "issue:31515", "right": "issue:38617", "accept": false, - "reason": "Slow from_pretrained checkpoint loading vs missing layer_type_validation import; unrelated." + "reason": "Slow `from_pretrained` loading and an import error for `layer_type_validation` are unrelated." }, { "left": "issue:44230", "right": "issue:44623", "accept": false, - "reason": "FP8 inference support request vs processor.save_pretrained missing files; unrelated." + "reason": "FP8 support for Qwen3-VL/Qwen3.5 MoE and missing processor save files are different issues." }, { "left": "issue:28348", "right": "issue:43352", "accept": false, - "reason": "Both touch Flash Attention 2.0, but they are separate model-specific support requests, not the same bug/change." + "reason": "Both involve Flash Attention 2.0, but they target different models and opposite outcomes: adding support vs noting lack of support." }, { "left": "issue:29870", "right": "issue:31515", "accept": false, - "reason": "BART generate() decoder_attention_mask bug vs slow checkpoint loading; unrelated." + "reason": "A BART generate-time mask bug and slow checkpoint loading are unrelated." }, { "left": "issue:31515", "right": "issue:36296", "accept": false, - "reason": "Checkpoint loading performance vs tensor parallel training bug; unrelated." + "reason": "Checkpoint loading performance and tensor-parallel training bugs are different problem domains." } ] }, @@ -19588,8 +19518,8 @@ "review_unit_count": 63, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-516", "nodes": [ @@ -19627,130 +19557,130 @@ "issue:37934|issue:43668", "issue:42936|issue:43668" ], - "prepared_review_unit_hash": "b0f84ef3b5ecd29d027f7b666ee5edd6f316987d2fd6fc48077ce38b889ae78c", + "prepared_review_unit_hash": "3217f50ed2deac6cc663e2dc9b680e407db6b129ae92228ead90df58ccf3b828", "component_budget": { "node_count": 516, "item_count": 516, "soft_pair_count": 1900, - "serialized_chars": 985297, - "estimated_input_tokens": 246325, - "estimated_eval_tokens": 492906 + "serialized_chars": 985312, + "estimated_input_tokens": 246328, + "estimated_eval_tokens": 492912 }, "budget": { "node_count": 15, "item_count": 15, "soft_pair_count": 16, - "serialized_chars": 13175, - "estimated_input_tokens": 3294, - "estimated_eval_tokens": 6844 + "serialized_chars": 13181, + "estimated_input_tokens": 3296, + "estimated_eval_tokens": 6848 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "No duplicate cluster is supported here: the issues span unrelated subsystems, models, docs, and configuration bugs. A few pairs share a broad theme, but none look like the same concrete underlying issue.", + "summary": "This is not a true duplicate cluster: the issues span unrelated topics (MLflow reporting, checkpoint load performance, docs, model config/type hints, tokenizer warnings, and model-specific bugs). No soft pair looks like the same underlying defect.", "confidence": 0.96, - "canonical_issue_reason": "No single canonical issue stands out because the set is heterogeneous rather than one duplicate family.", + "canonical_issue_reason": "No canonical issue: the set is heterogeneous rather than a duplicate group, so no single issue cleanly represents the cluster.", "canonical_pr_reason": null, - "best_issue_reason": "If a single issue must represent the set, issue:45310 is the clearest standalone bug report because it names a concrete regression, affected version range, and failure mode.", + "best_issue_reason": "No strong global best issue; even the closest-looking Qwen3.5/MoE pair refers to different failures (fp8 inference support vs from_pretrained regression).", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:30333", "right": "issue:31515", "accept": false, - "reason": "Training-job MLflow reporting failure and slow checkpoint loading are unrelated problems." + "reason": "Different problems: MLflow status reporting for failed training jobs vs slow checkpoint loading in from_pretrained." }, { "left": "issue:31515", "right": "issue:31795", "accept": false, - "reason": "Checkpoint load performance and documentation confusion about forward inputs are different issue types." + "reason": "Checkpoint load slowness is unrelated to documentation confusion about input_ids/past_key_values." }, { "left": "issue:44230", "right": "issue:45310", "accept": false, - "reason": "Both mention Qwen3.5/MoE/fp8, but one is an fp8 inference support request and the other is a from_pretrained regression." + "reason": "Same model family, but not the same bug: fp8 inference support request vs a from_pretrained error on newer transformers." }, { "left": "issue:43298", "right": "issue:44230", "accept": false, - "reason": "Continuous batching support for audio models is unrelated to fp8 support for Qwen3.5/Qwen3-VL." + "reason": "Audio continuous batching support is unrelated to Qwen3.5 fp8/MoE inference support." }, { "left": "issue:43717", "right": "issue:46144", "accept": false, - "reason": "Mamba/Mamba-2 init weight behavior and RoFormer attention-interface usage are different code paths." + "reason": "Mamba init_weights behavior and RoFormer attention interface usage are different code paths and defects." }, { "left": "issue:42936", "right": "issue:46018", "accept": false, - "reason": "Mask2Former ignore_value handling and DeepSeek-V4 shared-expert gating are separate model bugs." + "reason": "Mask2Former ignore_value handling and DeepSeek-V4 shared expert gating are unrelated model bugs." }, { "left": "issue:43668", "right": "issue:44031", "accept": false, - "reason": "A config type-hint issue and a tokenizer regex warning regression are not the same bug." + "reason": "A ModernBERT config type hint issue is unrelated to a tokenizer regex warning regression." }, { "left": "issue:42936", "right": "issue:43240", "accept": false, - "reason": "Both touch loss-related code, but one is a specific model parameter bug and the other is generic kwargs propagation." + "reason": "Unused ignore_value and missing kwargs propagation to loss calculation are different implementation issues." }, { "left": "issue:43240", "right": "issue:46144", "accept": false, - "reason": "Loss-kwargs forwarding and RoFormer attention-interface implementation are unrelated." + "reason": "Loss-function kwargs plumbing is unrelated to RoFormer attention interface behavior." }, { "left": "issue:42936", "right": "issue:44031", "accept": false, - "reason": "Mask2Former ignore_value handling does not match tokenizer regex warnings." + "reason": "Mask2Former ignore_value handling and tokenizer regex warnings do not share the same underlying bug." }, { "left": "issue:42936", "right": "issue:46144", "accept": false, - "reason": "Different models and different failure modes; no shared concrete fix." + "reason": "These concern different models and failure modes: Mask2Former ignore_value vs RoFormer attention interface." }, { "left": "issue:42936", "right": "issue:43813", "accept": false, - "reason": "Ignore_value usage and a quantization-operation typo are unrelated implementation issues." + "reason": "Model ignore_value usage is unrelated to a quantization typo." }, { "left": "issue:43668", "right": "issue:43813", "accept": false, - "reason": "ModernBERT config typing and a quantization typo do not describe the same change." + "reason": "Incorrect type hint in ModernBERTConfig and a typo in quantization naming are not the same defect." }, { "left": "issue:43240", "right": "issue:43668", "accept": false, - "reason": "Generic loss kwargs forwarding is unrelated to a type-hint correction." + "reason": "Missing kwargs in loss calculation is unrelated to a config type-hint mismatch." }, { "left": "issue:37934", "right": "issue:43668", "accept": false, - "reason": "A question about RMSNorm semantics and an incorrect config type hint are different concerns." + "reason": "A question about Llama4TextL2Norm being RMSNorm is unrelated to ModernBERTConfig norm_eps typing." }, { "left": "issue:42936", "right": "issue:43668", "accept": false, - "reason": "Mask2Former ignore_value handling and ModernBERT norm_eps typing are unrelated." + "reason": "Mask2Former ignore_value behavior and a ModernBERT config annotation bug are unrelated." } ] }, @@ -19769,8 +19699,8 @@ "review_unit_count": 1, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10519-3", "nodes": [ @@ -19783,12 +19713,12 @@ "issue:10519|issue:11005", "issue:11005|issue:11307" ], - "prepared_review_unit_hash": "f722ec6861047535c62d4ead6384cf5f2d4d86961efcd23245376ae7d556828e", + "prepared_review_unit_hash": "910565dc3726af0c0d52186400fc2513f5d0412faf002e03d9ca986276503ce6", "component_budget": { "node_count": 3, "item_count": 3, "soft_pair_count": 3, - "serialized_chars": 2876, + "serialized_chars": 2875, "estimated_input_tokens": 719, "estimated_eval_tokens": 1694 }, @@ -19796,7 +19726,7 @@ "node_count": 3, "item_count": 3, "soft_pair_count": 3, - "serialized_chars": 2876, + "serialized_chars": 2875, "estimated_input_tokens": 719, "estimated_eval_tokens": 1694 }, @@ -19805,30 +19735,30 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These three issues are unrelated feature requests/questions: truncation from the beginning in tokenization, ReduceLROnPlateau-like scheduler behavior, and Wav2Vec2 word boundary offsets. There is no duplicate cluster here.", - "confidence": 0.97, - "canonical_issue_reason": null, + "summary": "These three issues are unrelated feature requests: truncation direction control, ReduceLROnPlateau-like scheduling behavior, and Wav2Vec2 word time offsets. There is no evidence they describe the same underlying bug or change, so all soft links should be rejected.", + "confidence": 0.98, + "canonical_issue_reason": "Issue #10519 is the clearest, most concrete request and the best representative of the set if one must be chosen, though it is not actually related to the others.", "canonical_pr_reason": null, - "best_issue_reason": "Issue 10519 is the most concrete and narrowly scoped request, but it is still not a canonical duplicate target for the other issues.", + "best_issue_reason": "#10519 is the most well-scoped and implementation-oriented issue; the others are separate feature requests in different areas.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:10519", "right": "issue:11307", "accept": false, - "reason": "Different domains and problems: tokenizer truncation behavior vs Wav2Vec2 word offset extraction." + "reason": "Different features in different domains: token truncation behavior vs Wav2Vec2 word boundary timestamps." }, { "left": "issue:10519", "right": "issue:11005", "accept": false, - "reason": "One asks for truncation from the start; the other asks for ReduceLROnPlateau-like learning-rate scheduling." + "reason": "One asks for truncation from the beginning; the other asks for ReduceLROnPlateau-like learning-rate scheduling. No shared bug/change." }, { "left": "issue:11005", "right": "issue:11307", "accept": false, - "reason": "Learning-rate scheduler functionality and word time offsets are unrelated requests with no shared code-path problem." + "reason": "Unrelated requests: optimizer scheduling functionality vs extracting word time offsets from Wav2Vec2." } ] }, @@ -19847,8 +19777,8 @@ "review_unit_count": 1, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-13244-3", "nodes": [ @@ -19860,12 +19790,12 @@ "issue:13244|issue:16618", "issue:15980|issue:16618" ], - "prepared_review_unit_hash": "db1465938154a23301da08d779730225f9b6df6aa0fc9db1989503220b62aa94", + "prepared_review_unit_hash": "9186ebba852a3d92a1192c596db65126fa85e682704bd38bcfaf6cea20d43065", "component_budget": { "node_count": 3, "item_count": 3, "soft_pair_count": 2, - "serialized_chars": 2478, + "serialized_chars": 2479, "estimated_input_tokens": 620, "estimated_eval_tokens": 1496 }, @@ -19873,7 +19803,7 @@ "node_count": 3, "item_count": 3, "soft_pair_count": 2, - "serialized_chars": 2478, + "serialized_chars": 2479, "estimated_input_tokens": 620, "estimated_eval_tokens": 1496 }, @@ -19882,24 +19812,24 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Only one issue pair is even loosely related. #13244 is unrelated tokenization behavior, while #15980 is an auth/private-model download error and #16618 is a generic model-loading failure; they do not clearly describe the same underlying bug.", - "confidence": 0.74, - "canonical_issue_reason": "#16618 is the broadest and most central model-loading complaint in the set, with the highest discussion activity; #15980 is a narrower private-model auth case and #13244 is unrelated.", + "summary": "These issues are not duplicates as a cluster: one is about Tapas tokenization vs TensorFlow, one is about an auth/error-message problem for private models, and one is a generic model-loading failure for bert-base-uncased. Only the latter two are loosely related by model loading, but the likely root causes and user-facing symptoms are different.", + "confidence": 0.91, + "canonical_issue_reason": "issue #16618 is the broadest and most central model-loading symptom in this set, so it is the best single representative if one must be chosen.", "canonical_pr_reason": null, - "best_issue_reason": "#16618 is the best representative of the only plausible cluster theme (model loading failure), but the items are not true duplicates.", + "best_issue_reason": "issue #16618 is the most general issue here and the closest to a core loading failure, whereas #15980 is specifically about private-model auth messaging and #13244 is unrelated tokenization behavior.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:13244", "right": "issue:16618", "accept": false, - "reason": "Tapas tokenization mismatch is a different problem domain from a bert-base-uncased load failure; no evidence they share the same code path or fix." + "reason": "Tokenization mismatch for Tapas vs a model-loading failure for bert-base-uncased; these are clearly different code paths and bugs." }, { "left": "issue:15980", "right": "issue:16618", "accept": false, - "reason": "Private-model download/authentication error vs generic model-loading failure are likely separate root causes; too little evidence of one underlying bug." + "reason": "#15980 is about the error message when downloading a private model without login, while #16618 is a failure to load a public model; similar surface area, but not the same underlying bug." } ] }, @@ -19918,8 +19848,8 @@ "review_unit_count": 1, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-26350-2", "nodes": [ @@ -19929,40 +19859,40 @@ "soft_pairs": [ "issue:26350|issue:33260" ], - "prepared_review_unit_hash": "44a3138a4315430b191e6c8adb0ae4f2b9bfe30586f80ac04a56cd8d7f38185b", + "prepared_review_unit_hash": "29be839fe04288a3272907f39c4d0d1ca3d0521a42c657913eeb80b65843ba49", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 1588, - "estimated_input_tokens": 397, - "estimated_eval_tokens": 1050 + "serialized_chars": 1589, + "estimated_input_tokens": 398, + "estimated_eval_tokens": 1052 }, "budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 1588, - "estimated_input_tokens": 397, - "estimated_eval_tokens": 1050 + "serialized_chars": 1589, + "estimated_input_tokens": 398, + "estimated_eval_tokens": 1052 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These are two separate feature requests: one for Flash Attention 2 support on more architectures, the other for GGUF support on more architectures. They share a broad theme but not the same underlying bug or change.", + "summary": "These are two separate community-contribution feature requests for different model/runtime capabilities: Flash Attention 2 support vs GGUF support. They are related only by being architecture-support tracking issues, not the same underlying change.", "confidence": 0.97, - "canonical_issue_reason": "No canonical issue as a duplicate target: the issues request different capabilities for different subsystems (Flash Attention 2 vs GGUF).", + "canonical_issue_reason": "Issue #26350 is the cleaner canonical issue only because it is older and appears to be the earlier tracking item, but it does not subsume #33260; the two requests target different features.", "canonical_pr_reason": null, - "best_issue_reason": "Issue #26350 is the better representative issue only because it is older and has more discussion activity, but it is not a duplicate of #33260.", + "best_issue_reason": "#26350 is marginally better as the representative issue due to earlier creation and similar community-contribution framing, but it should not be treated as a duplicate of #33260.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:26350", "right": "issue:33260", "accept": false, - "reason": "Reject: these request different features and likely require different code paths; they are related only at the broad level of architecture support." + "reason": "Different requested capabilities and code paths: Flash Attention 2 support and GGUF support are distinct features, so they should not be merged as duplicates." } ] }, @@ -19981,8 +19911,8 @@ "review_unit_count": 1, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-27088-9", "nodes": [ @@ -20027,7 +19957,7 @@ "issue:46222|issue:46931", "issue:46226|issue:46931" ], - "prepared_review_unit_hash": "4a34143d9bcf556ac7ff340e2b54cefb6ff8eb70b68f2d51070bcb57103322d2", + "prepared_review_unit_hash": "77e2b2d67f38a570f8f2823a426f3cd4c44d1b50de25cda61e5547dd4b0c52fa", "component_budget": { "node_count": 9, "item_count": 9, @@ -20049,192 +19979,192 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "This cluster is mostly a false positive: the issues are about different target languages for docs translation, so they are not the same underlying task. I only treat the exact/template-identical issue pairs as duplicates.", - "confidence": 0.58, - "canonical_issue_reason": "issue:27088 is the clearest concrete translation request in the set: it names a specific target language (Turkish) and has a substantive discussion thread, making it a better anchor than the placeholder/template or spam-like entries.", + "summary": "This cluster is mostly a set of separate i18n translation-request issues for different languages, not duplicates. There are two true duplicate subclusters: the identical placeholder-title issues (43834/44365/44370) and the identical Thai-title pair (46222/46226).", + "confidence": 0.91, + "canonical_issue_reason": "issue:43834 is the earliest and clearest representative of the exact-duplicate placeholder-title subcluster, which has the strongest evidence of being the same underlying issue.", "canonical_pr_reason": null, - "best_issue_reason": "issue:27088 is the best representative issue because it is specific, clearly scoped, and not just a placeholder/template variant like several of the others.", + "best_issue_reason": "issue:43834 is the best canonical anchor because it sits in the largest exact-duplicate set and appears to be the first instance of that repeated placeholder issue.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:27088", "right": "issue:44370", "accept": false, - "reason": "Different target language context; these are both docs-translation requests, but not the same issue." + "reason": "Different language request (Turkish vs placeholder/generic text); similarity is only from the translation-template wording." }, { "left": "issue:27088", "right": "issue:44365", "accept": false, - "reason": "Different target language context; shared template wording is not enough to make them duplicates." + "reason": "Different language request; not the same underlying issue." }, { "left": "issue:27088", "right": "issue:43834", "accept": false, - "reason": "Turkish translation request vs placeholder template issue; not the same underlying task." + "reason": "Turkish translation request vs generic placeholder issue; not a duplicate." }, { "left": "issue:27088", "right": "issue:38435", "accept": false, - "reason": "Different target language (Turkish vs Romanian), so these are separate translation requests." + "reason": "Different target languages (Turkish vs Romanian); separate translation tasks." }, { "left": "issue:27088", "right": "issue:28936", "accept": false, - "reason": "Different target language (Turkish vs Spanish), so these are separate issues." + "reason": "Different target languages (Turkish vs Spanish); separate issues." }, { "left": "issue:28936", "right": "issue:43834", "accept": false, - "reason": "Spanish translation request vs generic placeholder-template issue; not a duplicate." + "reason": "Spanish translation request vs generic placeholder issue; similarity is not enough to make them duplicates." }, { "left": "issue:28936", "right": "issue:44365", "accept": false, - "reason": "Different target language and no evidence of the same exact request." + "reason": "Different target language and distinct request." }, { "left": "issue:28936", "right": "issue:38435", "accept": false, - "reason": "Spanish and Romanian translation requests are distinct." + "reason": "Different target languages (Spanish vs Romanian); not the same issue." }, { "left": "issue:28936", "right": "issue:44370", "accept": false, - "reason": "Different target language and only broad template similarity." + "reason": "Spanish request vs placeholder/generic issue; not a duplicate." }, { "left": "issue:38435", "right": "issue:44370", "accept": false, - "reason": "Romanian translation request vs generic placeholder-template issue; not enough to call duplicate." + "reason": "Romanian translation request vs placeholder/generic issue; distinct." }, { "left": "issue:38435", "right": "issue:44365", "accept": false, - "reason": "Romanian translation request vs generic placeholder-template issue; not the same underlying issue." + "reason": "Different target language and separate translation request." }, { "left": "issue:38435", "right": "issue:43834", "accept": false, - "reason": "Romanian request and generic placeholder issue are different." + "reason": "Romanian request vs placeholder issue; not the same underlying change." }, { "left": "issue:38435", "right": "issue:46222", "accept": false, - "reason": "Different language/request; only superficial template similarity." + "reason": "Romanian translation request vs unrelated Thai-titled issue; not a duplicate." }, { "left": "issue:38435", "right": "issue:46226", "accept": false, - "reason": "Different language/request; only superficial template similarity." + "reason": "Romanian translation request vs unrelated Thai-titled issue; not a duplicate." }, { "left": "issue:43834", "right": "issue:44370", "accept": true, - "reason": "Same placeholder title and near-identical issue shape; likely duplicate template issue." + "reason": "Same placeholder title and near-identical body; same underlying issue." }, { "left": "issue:43834", "right": "issue:44365", "accept": true, - "reason": "Same placeholder title and near-identical issue shape; likely duplicate template issue." + "reason": "Same exact placeholder-title issue with essentially identical content." }, { "left": "issue:43834", "right": "issue:46222", "accept": false, - "reason": "Placeholder-template issue vs a different Thai-titled issue; not enough evidence they are the same request." + "reason": "Different titles and different apparent requests; similarity is likely just shared template text." }, { "left": "issue:43834", "right": "issue:46226", "accept": false, - "reason": "Placeholder-template issue vs a different Thai-titled issue; not enough evidence they are the same request." + "reason": "Different titles and different apparent requests; not the same issue." }, { "left": "issue:43834", "right": "issue:46931", "accept": false, - "reason": "Different title/content signal; high similarity appears to be template noise." + "reason": "Different topic/title entirely; not the same underlying issue." }, { "left": "issue:44365", "right": "issue:44370", "accept": true, - "reason": "Same placeholder title and near-identical issue shape; likely duplicate template issue." + "reason": "Exact same placeholder-title issue with nearly identical bodies." }, { "left": "issue:44365", "right": "issue:46222", "accept": false, - "reason": "Only broad template similarity; the titles do not indicate the same underlying issue." + "reason": "Different titles and different requests; not a duplicate." }, { "left": "issue:44365", "right": "issue:46226", "accept": false, - "reason": "Only broad template similarity; not enough to merge as duplicates." + "reason": "Different titles and different requests; not a duplicate." }, { "left": "issue:44365", "right": "issue:46931", "accept": false, - "reason": "Different title/content signal; likely unrelated beyond template noise." + "reason": "Different topic/title entirely; not the same issue." }, { "left": "issue:44370", "right": "issue:46222", "accept": false, - "reason": "Different issue titles and no clear evidence of the same request." + "reason": "Different titles and different requests; template similarity alone is insufficient." }, { "left": "issue:44370", "right": "issue:46226", "accept": false, - "reason": "Different issue titles and no clear evidence of the same request." + "reason": "Different titles and different requests; not a duplicate." }, { "left": "issue:44370", "right": "issue:46931", "accept": false, - "reason": "Different title/content signal; similarity is not sufficient to merge." + "reason": "Different topic/title entirely; not the same underlying issue." }, { "left": "issue:46222", "right": "issue:46226", "accept": true, - "reason": "Exact same Thai title and matching issue shape; these look like duplicate reports/requests." + "reason": "Exact same title and same-length body; clear duplicate." }, { "left": "issue:46222", "right": "issue:46931", "accept": false, - "reason": "Thai titles differ and there is no strong evidence they describe the same issue." + "reason": "Different Thai titles and different apparent content; not the same issue." }, { "left": "issue:46226", "right": "issue:46931", "accept": false, - "reason": "Thai titles differ and there is no strong evidence they describe the same issue." + "reason": "Different Thai titles and different apparent content; not the same issue." } ] }, "evaluator_result": { "accept": true, - "feedback": "The summary is grounded in the packet and stays conservative: it treats only the exact/template-identical issue pairs as duplicates, and keeps the language-specific translation requests separate. The representative-issue choice is also reasonable given the concrete Turkish title and higher discussion activity." + "feedback": "The summary is grounded in the packet and stays mostly conservative. The duplicate calls for the identical placeholder-title cluster (43834/44365/44370) and the Thai pair (46222/46226) are supported by near-identical titles and very high similarity, while the Turkish/Spanish/Romanian issues are reasonably treated as separate translation requests. I did not see an overreach that would justify rejection." }, "evaluator_used": true, "retried": false, @@ -20327,12 +20257,12 @@ "issue:42503|issue:46653", "issue:45027|issue:46653" ], - "prepared_review_unit_hash": "d0fee0147658049c856ec250526e58cd64d8acfe7bac517387cdf37c0df9fc55", + "prepared_review_unit_hash": "a5b673a8027a2c3b7b5f5a4ce190e1c14777a210b53c0d35136f34a1f7755094", "component_budget": { "node_count": 21, "item_count": 21, "soft_pair_count": 48, - "serialized_chars": 28613, + "serialized_chars": 28614, "estimated_input_tokens": 7154, "estimated_eval_tokens": 14564 }, @@ -20340,7 +20270,7 @@ "node_count": 21, "item_count": 21, "soft_pair_count": 48, - "serialized_chars": 28613, + "serialized_chars": 28614, "estimated_input_tokens": 7154, "estimated_eval_tokens": 14564 }, @@ -20349,42 +20279,42 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "This is a broad false-positive cluster: the issues are mostly unrelated model-addition requests across different architectures, modalities, and papers, so no duplicate/canonical grouping is convincing.", + "summary": "All items are separate model/support requests, not duplicates of one underlying bug or change. The soft-similarity edges are mostly broad topical overlaps (model requests, BERT-like models, audio models), but they do not point to the same concrete implementation or PR merge target.", "confidence": 0.97, - "canonical_issue_reason": "No single canonical issue fits the cluster; the items request different models or capabilities (e.g., RoMa/LoMa, EuroBert, RF-DETR, Qwen3 speech support, etc.), so they are not the same underlying change.", + "canonical_issue_reason": "No canonical issue: this is a loose cluster of distinct model-request issues across unrelated architectures and tasks.", "canonical_pr_reason": null, - "best_issue_reason": "No global best issue: the cluster is not a duplicate set, and the requests are too heterogeneous to use one as a representative canonical issue.", + "best_issue_reason": "Issue 36879 is the cleanest generic representative of the 'add a model' pattern, but it is not a true duplicate anchor for the rest.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:36718", "right": "issue:47004", "accept": false, - "reason": "RoMa and LoMa are different keypoint model requests; same general area, but not the same change." + "reason": "Both are keypoint matcher requests, but RoMa and LoMa are different models and would not be the same underlying change." }, { "left": "issue:36718", "right": "issue:41115", "accept": false, - "reason": "Keypoint matcher request vs MiniCPM3 model architecture request; unrelated changes." + "reason": "Keypoint matching vs MiniCPM3 are unrelated model requests." }, { "left": "issue:36817", "right": "issue:41211", "accept": false, - "reason": "EuroBert config support and DEIMv2 are different model additions." + "reason": "EuroBert config support and DEIMv2 are different models with different code paths." }, { "left": "issue:36817", "right": "issue:43671", "accept": false, - "reason": "EuroBert config and Qwen3-TTS are unrelated model families/modalities." + "reason": "EuroBert config and Qwen3-TTS support are unrelated." }, { "left": "issue:36817", "right": "issue:36879", "accept": false, - "reason": "EuroBert and RF-DETR are different models; not a duplicate request." + "reason": "Both are model-add requests, but for different models and different implementations." }, { "left": "issue:36817", @@ -20396,109 +20326,109 @@ "left": "issue:36879", "right": "issue:41211", "accept": false, - "reason": "RF-DETR and DEIMv2 are separate detection-model requests." + "reason": "RF-DETR and DEIMv2 are different detection models; not the same concrete change." }, { "left": "issue:36879", "right": "issue:43909", "accept": false, - "reason": "RF-DETR is a detector; LFM2.5 Audio is an audio model request." + "reason": "RF-DETR object detection and LFM2.5 Audio support are unrelated." }, { "left": "issue:36879", "right": "issue:44121", "accept": false, - "reason": "RF-DETR and OpenAI weight-sparse transformer are different architectures and code paths." + "reason": "RF-DETR and the weight-sparse transformer request target different model families." }, { "left": "issue:36879", "right": "issue:43837", "accept": false, - "reason": "RF-DETR vs Qwen3-ASR are unrelated vision detection and speech-recognition requests." + "reason": "RF-DETR and Qwen3-ASR are different model support requests." }, { "left": "issue:36879", "right": "issue:43671", "accept": false, - "reason": "RF-DETR and Qwen3-TTS are unrelated model support requests." + "reason": "RF-DETR detection support and Qwen3-TTS support are unrelated." }, { "left": "issue:37015", "right": "issue:43837", "accept": false, - "reason": "NeoBERT and Qwen3-ASR are different model families and features." + "reason": "NeoBERT and Qwen3-ASR are distinct model additions." }, { "left": "issue:37015", "right": "issue:44121", "accept": false, - "reason": "NeoBERT vs OpenAI weight-sparse transformer are distinct model requests." + "reason": "NeoBERT and the sparse transformer request do not share the same code path." }, { "left": "issue:37015", "right": "issue:43909", "accept": false, - "reason": "NeoBERT and LFM2.5 Audio are unrelated." + "reason": "NeoBERT and LFM2.5 Audio are unrelated model requests." }, { "left": "issue:36879", "right": "issue:37015", "accept": false, - "reason": "RF-DETR and NeoBERT are different models with no shared underlying fix." + "reason": "RF-DETR and NeoBERT are different model families and changes." }, { "left": "issue:37015", "right": "issue:42503", "accept": false, - "reason": "NeoBERT and ModernVBERT are separate model requests despite both being BERT-like." + "reason": "NeoBERT and ModernVBERT are both language-model requests but not the same model or implementation." }, { "left": "issue:41115", "right": "issue:43837", "accept": false, - "reason": "MiniCPM3 architecture support and Qwen3-ASR are unrelated." + "reason": "MiniCPM3 and Qwen3-ASR are unrelated." }, { "left": "issue:41115", "right": "issue:44121", "accept": false, - "reason": "MiniCPM3 and the weight-sparse transformer request are different code-path changes." + "reason": "MiniCPM3 and the sparse transformer request are different model changes." }, { "left": "issue:41115", "right": "issue:42503", "accept": false, - "reason": "MiniCPM3 and ModernVBERT are different model additions." + "reason": "MiniCPM3 and ModernVBERT are separate model-support requests." }, { "left": "issue:41115", "right": "issue:45027", "accept": false, - "reason": "MiniCPM3 and Voxtral TTS are unrelated model support requests." + "reason": "MiniCPM3 and Voxtral TTS are unrelated model families." }, { "left": "issue:41211", "right": "issue:43671", "accept": false, - "reason": "DEIMv2 and Qwen3-TTS are different model families/modalities." + "reason": "DEIMv2 detection support and Qwen3-TTS support are different tasks." }, { "left": "issue:42503", "right": "issue:43837", "accept": false, - "reason": "ModernVBERT support and Qwen3-ASR are unrelated model requests." + "reason": "ModernVBERT and Qwen3-ASR are unrelated model additions." }, { "left": "issue:42503", "right": "issue:43671", "accept": false, - "reason": "ModernVBERT and Qwen3-TTS are unrelated." + "reason": "ModernVBERT and Qwen3-TTS are different model requests." }, { "left": "issue:42503", "right": "issue:42954", "accept": false, - "reason": "ModernVBERT and XiaoMi MiMo are different model requests." + "reason": "ModernVBERT and XiaoMi MiMo are not the same underlying change." }, { "left": "issue:42738", @@ -20510,19 +20440,19 @@ "left": "issue:42503", "right": "issue:42738", "accept": false, - "reason": "ModernVBERT and a generic BERT+RoPE request overlap in theme but not in the same concrete change." + "reason": "ModernVBERT is a specific model request; BERT-like models with RoPE is a broader architectural feature request, so not a duplicate." }, { "left": "issue:42738", "right": "issue:42954", "accept": false, - "reason": "BERT-like RoPE support and XiaoMi MiMo are unrelated." + "reason": "BERT-like models with RoPE and XiaoMi MiMo are unrelated." }, { "left": "issue:42738", "right": "issue:46653", "accept": false, - "reason": "BERT-like RoPE request vs a person-name issue; no shared code change." + "reason": "BERT-like models with RoPE and a person-name issue are unrelated." }, { "left": "issue:42954", @@ -20534,115 +20464,115 @@ "left": "issue:42954", "right": "issue:43671", "accept": false, - "reason": "XiaoMi MiMo and Qwen3-TTS are unrelated." + "reason": "XiaoMi MiMo and Qwen3-TTS are different model changes." }, { "left": "issue:42954", "right": "issue:45177", "accept": false, - "reason": "XiaoMi MiMo and DeepSeek-OCR2 are unrelated model additions." + "reason": "XiaoMi MiMo and DeepSeek-OCR2 are unrelated model requests." }, { "left": "issue:42954", "right": "issue:46653", "accept": false, - "reason": "XiaoMi MiMo and the person-name issue are not the same underlying topic." + "reason": "XiaoMi MiMo and Mirko Privitera are unrelated." }, { "left": "issue:43671", "right": "issue:43837", "accept": false, - "reason": "Qwen3-TTS and Qwen3-ASR are different speech tasks and support paths." + "reason": "Qwen3-TTS and Qwen3-ASR are related by family name but are different concrete support requests and code paths." }, { "left": "issue:43671", "right": "issue:45027", "accept": false, - "reason": "Both are speech-related, but TTS model support requests for different models are not duplicates." + "reason": "Qwen3-TTS and Voxtral TTS are different TTS model requests, not one merged change." }, { "left": "issue:43671", "right": "issue:45177", "accept": false, - "reason": "Qwen3-TTS and DeepSeek-OCR2 are unrelated modalities." + "reason": "Qwen3-TTS and DeepSeek-OCR2 are unrelated." }, { "left": "issue:43671", "right": "issue:44121", "accept": false, - "reason": "Qwen3-TTS and the weight-sparse transformer request are unrelated." + "reason": "Qwen3-TTS support and the sparse transformer request are unrelated." }, { "left": "issue:43837", "right": "issue:43909", "accept": false, - "reason": "Qwen3-ASR and LFM2.5 Audio are different audio model support requests." + "reason": "Qwen3-ASR and LFM2.5 Audio are both audio-related, but they are different model additions." }, { "left": "issue:43837", "right": "issue:45322", "accept": false, - "reason": "Qwen3-ASR and EUPE are unrelated model requests." + "reason": "Qwen3-ASR and EUPE target different model families and tasks." }, { "left": "issue:43837", "right": "issue:44121", "accept": false, - "reason": "Speech recognition support vs weight-sparse transformer support are unrelated." + "reason": "Qwen3-ASR and the sparse transformer request are unrelated." }, { "left": "issue:43909", "right": "issue:44205", "accept": false, - "reason": "LFM2.5 Audio and SAM3-LiteText are unrelated model requests." + "reason": "LFM2.5 Audio and SAM3-LiteText are unrelated." }, { "left": "issue:43909", "right": "issue:46645", "accept": false, - "reason": "LFM2.5 Audio and Granite SWA+sink are different model/support changes." + "reason": "LFM2.5 Audio and SWA+sink for Granite are different code paths." }, { "left": "issue:44121", "right": "issue:45322", "accept": false, - "reason": "OpenAI weight-sparse transformer and EUPE are different model architectures." + "reason": "The sparse transformer request and EUPE are different model additions." }, { "left": "issue:43837", "right": "issue:45027", "accept": false, - "reason": "Qwen3-ASR and Voxtral TTS are speech models, but different tasks and concrete changes." + "reason": "Qwen3-ASR and Voxtral TTS are both speech-related, but not the same concrete implementation." }, { "left": "issue:37015", "right": "issue:45027", "accept": false, - "reason": "NeoBERT and Voxtral TTS are unrelated." + "reason": "NeoBERT and Voxtral TTS are unrelated model requests." }, { "left": "issue:43837", "right": "issue:45177", "accept": false, - "reason": "Qwen3-ASR and DeepSeek-OCR2 are unrelated modalities." + "reason": "Qwen3-ASR and DeepSeek-OCR2 are unrelated." }, { "left": "issue:45322", "right": "issue:46133", "accept": false, - "reason": "EUPE and TIPSv2 are both vision-language papers, but distinct model requests with no shared code change." + "reason": "EUPE and TIPSv2 are both vision-language related, but they are distinct model requests and not one change." }, { "left": "issue:42503", "right": "issue:46653", "accept": false, - "reason": "ModernVBERT and the person-name issue are unrelated." + "reason": "ModernVBERT and Mirko Privitera are unrelated." }, { "left": "issue:45027", "right": "issue:46653", "accept": false, - "reason": "Voxtral TTS and the person-name issue are unrelated." + "reason": "Voxtral TTS and Mirko Privitera are unrelated." } ] }, @@ -20661,8 +20591,8 @@ "review_unit_count": 1, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-38740-2", "nodes": [ @@ -20672,7 +20602,7 @@ "soft_pairs": [ "issue:38740|issue:46443" ], - "prepared_review_unit_hash": "d7cc5fed58a6609926e1f00f9e765e3b6003ff6df0d7bb389f6269123857df0e", + "prepared_review_unit_hash": "3b94eb4da64422a250cc08055d10be98020ee7a09be075f243e242f4888bcc69", "component_budget": { "node_count": 2, "item_count": 2, @@ -20694,18 +20624,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "The two issues are unrelated: one is a docs request to add `pruna` as an optimization framework, and the other is an open Vision RoPE refactor. They should not be treated as duplicates or one cluster canonical.", + "summary": "These two issues are unrelated: one requests a docs addition for the `pruna` optimization framework, while the other is about a Vision RoPE refactor. They do not describe the same bug, feature, or code change.", "confidence": 0.98, - "canonical_issue_reason": "No canonical issue fits this cluster because the items cover different topics and different workstreams (docs request vs. vision model refactor).", + "canonical_issue_reason": "Issue #46443 is the more substantive technical issue; #38740 is a documentation request and not a code-change problem.", "canonical_pr_reason": null, - "best_issue_reason": "No single best issue for the cluster; neither issue is a good representative of the other since they are unrelated.", + "best_issue_reason": "#46443 is the best representative for the cluster only because it is the only concrete engineering issue here; #38740 is documentation-only and clearly separate.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:38740", "right": "issue:46443", "accept": false, - "reason": "Different subjects and scopes: a documentation feature request versus a vision RoPE refactor. No evidence they describe the same underlying bug or change." + "reason": "The titles and contexts are unrelated: docs integration for `pruna` versus a Vision RoPE refactor. No shared bug, code path, or concrete change." } ] }, @@ -20724,8 +20654,8 @@ "review_unit_count": 1, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-41084-2", "nodes": [ @@ -20735,12 +20665,12 @@ "soft_pairs": [ "issue:41084|issue:43037" ], - "prepared_review_unit_hash": "33e39018f8fee07a379cd703b8788234892fd2230c6dc99690ee4c7ea5ae1ca3", + "prepared_review_unit_hash": "a1aceac2b283ecba6f08f825d2d4e0c362d4b16eed665c9f4bec7020e32cb370", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 1480, + "serialized_chars": 1479, "estimated_input_tokens": 370, "estimated_eval_tokens": 996 }, @@ -20748,7 +20678,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 1480, + "serialized_chars": 1479, "estimated_input_tokens": 370, "estimated_eval_tokens": 996 }, @@ -20757,18 +20687,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "The two issues are about different things: one is a generic request for block decoding, the other is explicit support for DeepSeek v3.2. They do not look like duplicates.", - "confidence": 0.97, - "canonical_issue_reason": "Issue 43037 is the more concrete and specific request, but it is not the same underlying problem as 41084.", + "summary": "These two issues are not duplicates: one is a generic request around block decoding, while the other asks for DeepSeek v3.2 support. They describe different feature areas and different underlying work.", + "confidence": 0.95, + "canonical_issue_reason": null, "canonical_pr_reason": null, - "best_issue_reason": "43037 is the best representative issue because it names a specific model/version and likely defines a clearer actionable request than the broader 41084.", + "best_issue_reason": "Neither issue is a good canonical choice because they target unrelated requests and do not appear to represent the same underlying problem.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:41084", "right": "issue:43037", "accept": false, - "reason": "Different requests: generic block decoding versus DeepSeek v3.2 support. They may be related in the broad model-integration area, but not the same bug/change." + "reason": "The titles and implied scopes are unrelated: block decoding vs model support. There is no evidence they refer to the same bug or change." } ] }, @@ -20787,8 +20717,8 @@ "review_unit_count": 1, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-41306-2", "nodes": [ @@ -20798,40 +20728,40 @@ "soft_pairs": [ "issue:41306|issue:41826" ], - "prepared_review_unit_hash": "fd0c3194d55ead8ecfc617644ef6e75b1802ba5b5aa1e8c04a5c3e9ad0ef8efc", + "prepared_review_unit_hash": "fc6be1c2c12bc505c51aff6b43e6dff884a0fd0d4fc915dfc8e28395b5e7b160", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 1585, - "estimated_input_tokens": 397, - "estimated_eval_tokens": 1050 + "serialized_chars": 1584, + "estimated_input_tokens": 396, + "estimated_eval_tokens": 1048 }, "budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 1585, - "estimated_input_tokens": 397, - "estimated_eval_tokens": 1050 + "serialized_chars": 1584, + "estimated_input_tokens": 396, + "estimated_eval_tokens": 1048 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These two issues are not duplicates: one requests a `from_pretrained()` flag for TiledFusedLogitsLoss/FLCE, while the other proposes integrating TiledMLP for lower memory usage. They target different model components and different changes.", - "confidence": 0.98, - "canonical_issue_reason": "No clear canonical issue: the topics are distinct (loss/loading flag vs MLP integration), so they should not be clustered as duplicates.", + "summary": "These two issues are both about memory-saving model variants, but they target different components and changes: one is about enabling a TiledFusedLogitsLoss / FLCE flag in `from_pretrained()`, the other about integrating TiledMLP. They do not look like the same underlying bug or feature request.", + "confidence": 0.91, + "canonical_issue_reason": "No clear duplicate: `from_pretrained()` support for TiledFusedLogitsLoss/FLCE is a concrete loading/configuration issue, while TiledMLP integration is a separate model-architecture/memory-footprint feature.", "canonical_pr_reason": null, - "best_issue_reason": "If one must be picked as the more concrete, narrowly scoped issue, #41306 is slightly better-formed; however, neither is a good representative for the other.", + "best_issue_reason": "Issue 41306 is the better canonical-style issue because it is narrower and more implementation-specific, with a clearly defined API gap to fix.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:41306", "right": "issue:41826", "accept": false, - "reason": "Different underlying requests and code paths: one is about enabling a FLCE/TiledFusedLogitsLoss flag in `from_pretrained()`, the other is about adding TiledMLP for memory reduction. They are not the same change." + "reason": "Different targets and likely different code paths; both mention memory/tiled ideas, but one is about FLCE flags in `from_pretrained()`, the other is about adding TiledMLP. Not the same underlying change." } ] }, @@ -20850,8 +20780,8 @@ "review_unit_count": 1, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-43598-2", "nodes": [ @@ -20861,7 +20791,7 @@ "soft_pairs": [ "issue:43598|issue:43600" ], - "prepared_review_unit_hash": "2e17092629362fb7144a233804bffd4ea6a2015859792e709434c23edadac244", + "prepared_review_unit_hash": "e78c8bdb515aaa709f083a633dfa4a5a7ba3ecc754eecf64dc0b8d9931e2a4e7", "component_budget": { "node_count": 2, "item_count": 2, @@ -20883,18 +20813,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These are related only at a very high level (Trainer customization), but they describe different problems: one is about `remove_unused_column` behavior, the other about FLOPS estimation for custom trainers. I would not merge them as duplicates.", - "confidence": 0.94, - "canonical_issue_reason": "Issue 43598 is the better representative because it states a concrete Trainer customization behavior (`remove_unused_column`) with a clearer change target.", + "summary": "These two issues both mention custom trainers, but they address different problems: one is about `remove_unused_column` behavior in `Trainer`, the other is about FLOPS estimation. They are related in theme but not the same underlying bug/change.", + "confidence": 0.89, + "canonical_issue_reason": "Issue 43598 is the broader Trainer customizability request and is the better representative of the cluster theme; issue 43600 is a separate FLOPS-estimation concern.", "canonical_pr_reason": null, - "best_issue_reason": "Issue 43598 is the most actionable and specific of the two; it focuses on an explicit Trainer setting rather than a broader accounting concern.", + "best_issue_reason": "43598 is the more central and general Trainer customization issue. 43600 is narrower and targets FLOPS accounting rather than the `remove_unused_column` behavior.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:43598", "right": "issue:43600", "accept": false, - "reason": "Different underlying bugs: one concerns unused-column removal/custom trainer customization, the other concerns FLOPS estimation for custom trainers. They may both touch Trainer internals, but not the same fix." + "reason": "Both involve custom trainers, but one concerns `remove_unused_column` handling while the other concerns FLOPS estimation. Different code paths and different fixes; not the same underlying issue." } ] }, @@ -20913,8 +20843,8 @@ "review_unit_count": 1, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-43684-2", "nodes": [ @@ -20924,12 +20854,12 @@ "soft_pairs": [ "issue:43684|issue:44405" ], - "prepared_review_unit_hash": "42be79ea35fdc541ecfcc45780fbce0746af7071c895645d1d23016692160b7a", + "prepared_review_unit_hash": "123974497c515fb4d043066425a66af012bd0dad1587c5ce63ec597508f1ae20", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 1611, + "serialized_chars": 1612, "estimated_input_tokens": 403, "estimated_eval_tokens": 1062 }, @@ -20937,7 +20867,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 1611, + "serialized_chars": 1612, "estimated_input_tokens": 403, "estimated_eval_tokens": 1062 }, @@ -20946,18 +20876,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These are not duplicates: one asks for core AutoModel/AutoModelForConditionalGeneration registration for Qwen3-Omni, while the other requests AutoModelForSequenceClassification support for Qwen3.5/Qwen3_5Config. They target different model families and different code paths.", + "summary": "The two issues are about different requests: one asks for Qwen3-Omni registration in AutoModel/AutoModelForConditionalGeneration, while the other asks for AutoModelForSequenceClassification support for Qwen3.5. They target different model families and different task heads, so they are not duplicates.", "confidence": 0.96, - "canonical_issue_reason": "If forced to pick a representative, issue 43684 is the broader core registration request and the better anchor; issue 44405 is a separate, narrower sequence-classification support request.", + "canonical_issue_reason": "No strong canonical issue: 43684 is broader, but it concerns Qwen3-Omni registration, not the Qwen3.5 sequence-classification support requested in 44405.", "canonical_pr_reason": null, - "best_issue_reason": "Issue 43684 is the most central/general issue in this pair because it concerns foundational auto-class registration rather than a task-specific head support request.", + "best_issue_reason": "43684 is the broader model-registration request and is the better representative of this pair, but it should not be treated as the same underlying issue as 44405.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:43684", "right": "issue:44405", "accept": false, - "reason": "Different underlying requests: Qwen3-Omni auto-class registration vs Qwen3.5 sequence-classification support. They do not describe the same bug or change." + "reason": "Different underlying changes: model registration for Qwen3-Omni vs sequence-classification support for Qwen3.5. Different configs and different AutoModel classes." } ] }, @@ -20976,8 +20906,8 @@ "review_unit_count": 1, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-43835-4", "nodes": [ @@ -20994,80 +20924,77 @@ "issue:43845|issue:43859", "issue:43846|issue:43859" ], - "prepared_review_unit_hash": "f93ca140d954bda8e238ac4429213484e3a6fd5519974132d8d47eb5c8974ca1", + "prepared_review_unit_hash": "c27b4aa12883f2878fd43e99129c221a868faf32d5d3150724bdf8483da98a5c", "component_budget": { "node_count": 4, "item_count": 4, "soft_pair_count": 6, - "serialized_chars": 4266, - "estimated_input_tokens": 1067, - "estimated_eval_tokens": 2390 + "serialized_chars": 4261, + "estimated_input_tokens": 1066, + "estimated_eval_tokens": 2388 }, "budget": { "node_count": 4, "item_count": 4, "soft_pair_count": 6, - "serialized_chars": 4266, - "estimated_input_tokens": 1067, - "estimated_eval_tokens": 2390 + "serialized_chars": 4261, + "estimated_input_tokens": 1066, + "estimated_eval_tokens": 2388 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Three issues are near-identical placeholder reports titled \"huggingface\" and likely duplicates; \"Fett\" looks unrelated. Best representative is the earliest huggingface issue.", - "confidence": 0.86, - "canonical_issue_reason": "Issue 43845 is the earliest of the repeated \"huggingface\" reports and can stand in for the duplicate trio.", + "summary": "The cluster is dominated by three near-empty issues with the same title, \"huggingface \", plus one unrelated issue titled \"Fett\". There is not enough concrete evidence to confidently merge any pair, so all soft edges are rejected.", + "confidence": 0.41, + "canonical_issue_reason": "issue:43845 is the earliest of the repeated \"huggingface \" issues and is the most reasonable anchor if these are later confirmed to be duplicates, but the evidence is very thin.", "canonical_pr_reason": null, - "best_issue_reason": "43845 is the cleanest cluster representative: earliest timestamp, same title as the other apparent duplicates, and no extra activity that would make another issue a better source of truth.", + "best_issue_reason": "issue:43845 is the best issue candidate because it is the earliest and most representative of the repeated \"huggingface \" entries; however, this is only a weak selection due to missing content.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:43835", "right": "issue:43845", "accept": false, - "reason": "Different titles and no body details tying \"Fett\" to the \"huggingface\" reports; too little evidence they describe the same issue." + "reason": "Different titles and no shared body, targets, or code-path evidence; not enough to treat as the same issue." }, { "left": "issue:43835", "right": "issue:43846", "accept": false, - "reason": "Different titles and no shared concrete details; this looks unrelated to the repeated \"huggingface\" issue." + "reason": "Different titles and no concrete evidence of a shared underlying bug." }, { "left": "issue:43835", "right": "issue:43859", "accept": false, - "reason": "No substantive evidence that \"Fett\" is the same underlying report as \"huggingface\"." + "reason": "Different titles and no substantive overlap beyond generic soft similarity." }, { "left": "issue:43845", "right": "issue:43846", - "accept": true, - "reason": "Same title, nearly identical timing, and no differing details; these look like duplicate reports of the same placeholder issue." + "accept": false, + "reason": "Same short title, but the bodies are too sparse to confirm they describe the same underlying problem." }, { "left": "issue:43845", "right": "issue:43859", - "accept": true, - "reason": "Same title and no distinguishing body content; this is consistent with a duplicate of the same report." + "accept": false, + "reason": "Identical generic title alone is not enough to confirm duplication without issue details or explicit links." }, { "left": "issue:43846", "right": "issue:43859", - "accept": true, - "reason": "Same title and no concrete differences in the available metadata, so these appear to be duplicates." + "accept": false, + "reason": "Identical generic title alone is insufficient evidence of the same bug or request." } ] }, - "evaluator_result": { - "accept": true, - "feedback": "The summary is grounded in the packet: 43845 is the earliest of the same-titled 'huggingface' issues, and the rejection of 43835 as unrelated is conservative given the different title and weak similarity signal. The duplicate judgments among 43845/43846/43859 are plausible on the available metadata and do not overclaim beyond what the packet supports." - }, - "evaluator_used": true, + "evaluator_result": null, + "evaluator_used": false, "retried": false, - "accepted_nontrivial_soft_edge": true, + "accepted_nontrivial_soft_edge": false, "error_kind": null, "error_message": null }, @@ -21079,8 +21006,8 @@ "review_unit_count": 1, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-44371-6", "nodes": [ @@ -21105,106 +21032,106 @@ "issue:44573|issue:47036", "issue:44573|issue:44937" ], - "prepared_review_unit_hash": "5801fbb77ea42fccbf3b9ea11b45056be8ec53d80264b76c67196515c8329457", + "prepared_review_unit_hash": "4500f2d152cd03185cf9bd1dffdb15f3c7a51a5c4ef2572661f0a3c96b813bd6", "component_budget": { "node_count": 6, "item_count": 6, "soft_pair_count": 12, - "serialized_chars": 7355, - "estimated_input_tokens": 1839, - "estimated_eval_tokens": 3934 + "serialized_chars": 7358, + "estimated_input_tokens": 1840, + "estimated_eval_tokens": 3936 }, "budget": { "node_count": 6, "item_count": 6, "soft_pair_count": 12, - "serialized_chars": 7355, - "estimated_input_tokens": 1839, - "estimated_eval_tokens": 3934 + "serialized_chars": 7358, + "estimated_input_tokens": 1840, + "estimated_eval_tokens": 3936 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "This cluster is almost entirely low-information closed issues (spam/placeholder titles and a generic docs suggestion). There is no solid evidence that any pair is the same underlying bug or change, so all soft duplicate links should be rejected.", - "confidence": 0.94, - "canonical_issue_reason": "Issue 44572 is the best placeholder representative only because it is the earliest of the identical reports, but the cluster has no substantive content to prove a true canonical issue.", + "summary": "This cluster is dominated by spam-like or vague issue titles with no substantive bodies, so there is no convincing duplicate set. The only non-spam-looking item is a generic documentation suggestion, but it still does not share a concrete bug/change with the others.", + "confidence": 0.39, + "canonical_issue_reason": "No clear canonical issue: the items are too vague and largely spam-like, with no shared concrete problem statement to anchor duplication.", "canonical_pr_reason": null, - "best_issue_reason": "Issue 44572 is the most representative by position and title among the spam-like issues, though it is not meaningfully actionable.", + "best_issue_reason": "Issue 44418 is the least spammy and most topic-bearing entry, so it is the best representative if one must be chosen, but it is not a strong canonical duplicate target.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:44371", "right": "issue:44572", "accept": false, - "reason": "Both are just placeholder spam titles with no description or code-path evidence; identical-looking noise is not enough to assert the same issue." + "reason": "Both look like spam placeholders; no shared concrete bug or change." }, { "left": "issue:44371", "right": "issue:44573", "accept": false, - "reason": "No substantive content to show the same underlying bug/change; these are separate spam-like submissions." + "reason": "Both look like spam placeholders; no shared concrete bug or change." }, { "left": "issue:44371", "right": "issue:44418", "accept": false, - "reason": "A spam placeholder and a generic documentation enhancement suggestion are not the same concrete issue." + "reason": "One is spam-like, the other is a generic documentation suggestion; not the same underlying issue." }, { "left": "issue:44371", "right": "issue:47036", "accept": false, - "reason": "No shared problem statement or actionable details; the titles are unrelated beyond being low-information." + "reason": "Spam placeholder vs. community benchmark tip; unrelated." }, { "left": "issue:44371", "right": "issue:44937", "accept": false, - "reason": "'Check out \"Google LLC\"' is unrelated to the spam placeholder and does not indicate a duplicate bug/change." + "reason": "Spam placeholder vs. a Google LLC-related post; no concrete overlap." }, { "left": "issue:44418", "right": "issue:44572", "accept": false, - "reason": "Generic documentation suggestion vs. spam placeholder; no common underlying defect or change request." + "reason": "Generic documentation enhancement vs. spam placeholder; not a duplicate." }, { "left": "issue:44418", "right": "issue:44573", "accept": false, - "reason": "No evidence these describe the same requested change; one is docs-related, the other is spam-like." + "reason": "Generic documentation enhancement vs. spam placeholder; not a duplicate." }, { "left": "issue:44572", "right": "issue:44573", "accept": false, - "reason": "Same placeholder title is not enough by itself; there is no real issue description to confirm they are the same report." + "reason": "Both are spam-like placeholders, but there is no evidence of the same underlying bug or change." }, { "left": "issue:44572", "right": "issue:47036", "accept": false, - "reason": "Both are low-information, but there is no concrete shared bug/change to merge as duplicates." + "reason": "Spam placeholder vs. benchmark tip; unrelated." }, { "left": "issue:44572", "right": "issue:44937", "accept": false, - "reason": "Unrelated placeholder spam and a separate titled issue; no common underlying problem is visible." + "reason": "Spam placeholder vs. Google LLC post; unrelated." }, { "left": "issue:44573", "right": "issue:47036", "accept": false, - "reason": "No concrete overlap in defect, feature, or code-path; do not merge based on generic similarity." + "reason": "Spam placeholder vs. benchmark tip; unrelated." }, { "left": "issue:44573", "right": "issue:44937", "accept": false, - "reason": "These are distinct low-information issues with different titles and no shared underlying change." + "reason": "Spam placeholder vs. Google LLC post; unrelated." } ] }, @@ -21223,8 +21150,8 @@ "review_unit_count": 1, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-45145-2", "nodes": [ @@ -21234,7 +21161,7 @@ "soft_pairs": [ "issue:45145|issue:45151" ], - "prepared_review_unit_hash": "afbb190d111e24a4d4b9660132c88e00bd5e3276799e2129ccc9d951dacdd5ae", + "prepared_review_unit_hash": "9fc47d1185a8f807f124d4545f8cf22b11b6f5fb4998dac8b598e2b0bf838a43", "component_budget": { "node_count": 2, "item_count": 2, @@ -21256,28 +21183,28 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "The two closed issues have the same title and highly similar content, so they appear to be duplicates describing the same energy-reduction proposal.", - "confidence": 0.98, - "canonical_issue_reason": "issue:45145 is a reasonable canonical choice because it was created slightly earlier and has an inbound reference, suggesting it is the more established thread.", + "summary": "The pair looks highly similar, but the evidence is limited to identical titles and comparable body sizes. I would keep issue 45145 as the canonical record based on earlier creation and inbound references, but I would not fully treat 45151 as a confirmed duplicate on the available evidence alone.", + "confidence": 0.79, + "canonical_issue_reason": "issue:45145 was created first and has more inbound references, so it is the best anchor for this likely duplicate pair.", "canonical_pr_reason": null, - "best_issue_reason": "Either issue would work, but issue:45145 is slightly better suited as the canonical issue due to earlier creation and existing reference activity.", + "best_issue_reason": "issue:45145 is the strongest cluster representative because it is the earliest copy and has the most external reference signal.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:45145", "right": "issue:45151", - "accept": true, - "reason": "Same title and very similar body length/content strongly indicate the same underlying issue, so this is a duplicate pair." + "accept": false, + "reason": "Identical titles are suggestive, but the packet does not expose body content or other distinguishing evidence proving the same underlying request. Given the limited evidence, this should be treated conservatively and not auto-merged as a duplicate." } ] }, "evaluator_result": { - "accept": true, - "feedback": "The conclusion is grounded in the packet: both issues have the same title, very similar body lengths, and a soft-similarity signal. The canonical choice of issue:45145 is also conservative and supported by earlier creation plus the inbound reference. No overstatement or mergeability concerns here." + "accept": false, + "feedback": "The canonical choice (issue:45145) is grounded by earlier creation time and higher inbound references, but the duplicate claim is a bit overstated for the packet: we only know the titles are identical and the body lengths are similar, not that the bodies have the same topic or no material differences. The soft-edge acceptance should be more conservative, and the 0.99 confidence is too strong given the limited evidence." }, "evaluator_used": true, - "retried": false, - "accepted_nontrivial_soft_edge": true, + "retried": true, + "accepted_nontrivial_soft_edge": false, "error_kind": null, "error_message": null }, @@ -21343,8 +21270,8 @@ "review_unit_count": 1, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-45762-2", "nodes": [ @@ -21354,7 +21281,7 @@ "soft_pairs": [ "issue:45762|issue:45763" ], - "prepared_review_unit_hash": "27136d01e51d71f26ad5d39efcc596441286f5a33e1bb1aae642507539a06b01", + "prepared_review_unit_hash": "4018e43a84aecbf8ed7222b02fd146ca993a516e648d00d0502d13036f2e397c", "component_budget": { "node_count": 2, "item_count": 2, @@ -21376,18 +21303,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "The two closed issues appear unrelated; they are just two different person-name/date entries with no shared bug report, code target, or discussion context.", + "summary": "The two closed issues are unrelated personal-name/date titles with no body, links, or shared evidence of the same underlying problem. They should not be treated as duplicates.", "confidence": 0.98, - "canonical_issue_reason": null, + "canonical_issue_reason": "No canonical issue stands out; these appear to be two unrelated issues rather than duplicate reports.", "canonical_pr_reason": null, - "best_issue_reason": null, + "best_issue_reason": "Neither issue is a strong representative for a duplicate cluster because the pair does not describe the same bug or request.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:45762", "right": "issue:45763", "accept": false, - "reason": "Different names and dates only; no evidence they describe the same underlying issue." + "reason": "Reject: the titles reference different people and dates, with no shared description or issue context indicating the same underlying bug/request." } ] }, @@ -21406,8 +21333,8 @@ "review_unit_count": 1, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-45764-2", "nodes": [ @@ -21417,7 +21344,7 @@ "soft_pairs": [ "issue:45764|issue:45765" ], - "prepared_review_unit_hash": "ba8a91f9a261542fcc7b6d6505bad2d233c063d261ec4cc589a52d54e4c0b079", + "prepared_review_unit_hash": "0c0bd312da2a192784468aa4178e72d79e245ac4ddeb912e44f2419fedda7a44", "component_budget": { "node_count": 2, "item_count": 2, @@ -21439,8 +21366,8 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "The two closed issues appear unrelated: both are bare-name/date entries with no descriptive content, and there is no evidence they report the same bug or request. This looks more like unrelated spam or placeholder issues than a duplicate pair.", - "confidence": 0.97, + "summary": "The two issues are not duplicates: they are unrelated name/date titles with no bodies, links, or shared context. The only signal is superficial string similarity, which is not enough to cluster them as the same underlying report.", + "confidence": 0.98, "canonical_issue_reason": null, "canonical_pr_reason": null, "best_issue_reason": null, @@ -21450,7 +21377,7 @@ "left": "issue:45764", "right": "issue:45765", "accept": false, - "reason": "Different names and dates only; no shared problem statement, code path, or explicit relationship. They do not look like the same underlying issue." + "reason": "Reject: the titles are different personal-name entries with different dates and no issue text or references tying them to the same bug or request." } ] }, @@ -21469,8 +21396,8 @@ "review_unit_count": 1, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-45810-2", "nodes": [ @@ -21480,7 +21407,7 @@ "soft_pairs": [ "issue:45810|issue:46295" ], - "prepared_review_unit_hash": "91f0e8735bd7dda506bd14b43285724328366ee91456d05d50d52e4c133f514c", + "prepared_review_unit_hash": "4541b60e25669c27954eed4298837cde5552d02c02b3bf57bc42e352b1aaafcd", "component_budget": { "node_count": 2, "item_count": 2, @@ -21502,18 +21429,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "The two issues are not duplicates: one requests a new token-classification model class for Qwen3_5, while the other asks for FP8 training support. They touch different features and different code paths.", - "confidence": 0.97, - "canonical_issue_reason": "No canonical issue for deduplication: the issues are about unrelated functionality (model class addition vs FP8 training support).", + "summary": "The two issues are unrelated: one requests a new Qwen3_5 token-classification model class, while the other asks for FP8 training support. They do not describe the same underlying bug or change.", + "confidence": 0.96, + "canonical_issue_reason": null, "canonical_pr_reason": null, - "best_issue_reason": "If a representative issue must be chosen, 45810 is the more concrete, self-contained feature request; however, it should not be treated as a duplicate of 46295.", + "best_issue_reason": null, "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:45810", "right": "issue:46295", "accept": false, - "reason": "Reject: the requested changes are unrelated. 45810 is about adding Qwen3_5ForTokenClassification, while 46295 is about FP8 training support; they do not appear to describe the same underlying bug or change." + "reason": "Different feature requests in different areas: model class addition vs FP8 training support. No shared code path or same underlying change." } ] }, @@ -21532,8 +21459,8 @@ "review_unit_count": 1, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-45869-5", "nodes": [ @@ -21553,7 +21480,7 @@ "issue:45871|issue:45873", "issue:45872|issue:45873" ], - "prepared_review_unit_hash": "c1c54f1f4675f263e2cbb7edb07a61fe4db8bbd9355a14f53d3f818f1786b935", + "prepared_review_unit_hash": "b1a72528f0162fdfc33616bb5313bb892ca19c3a02c93e5fcb89efd1e29d9ebb", "component_budget": { "node_count": 5, "item_count": 5, @@ -21575,69 +21502,69 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "This cluster looks like two near-duplicate issue pairs: 45870/45871 and 45872/45873. The evidence is limited to titles, body lengths, and similarity scores, so I would not call them proven exact duplicates; they are best treated as likely duplicates. Issue 45869 is a separate dataset/sample post and does not appear to match the same request. No PRs are present.", - "confidence": 0.84, - "canonical_issue_reason": "45872 is the best representative because it is the more specific of the two near-duplicate issue themes and has a clear matching partner in 45873; 45869 is clearly off-topic relative to the DataForge requests.", + "summary": "This cluster is not one duplicate set; it splits into two exact-duplicate issue pairs (45870/45871 and 45872/45873) plus one loosely related dataset promo issue (45869).", + "confidence": 0.94, + "canonical_issue_reason": "No single canonical issue for the full cluster: 45870/45871 and 45872/45873 are separate exact-duplicate pairs, while 45869 is only loosely related.", "canonical_pr_reason": null, - "best_issue_reason": "45872 is the strongest single issue to keep as the representative entry because its title is more informative and it anchors one of the strongest duplicate pairs in the cluster.", + "best_issue_reason": "If one issue must be kept as the representative, 45870 is a reasonable pick because it is an exact-duplicate member with the earliest timestamp in the 'Example: Financial time series prediction with DataForge' pair.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:45869", "right": "issue:45870", "accept": false, - "reason": "Different topics: a financial dataset bundle vs. a DataForge example request." + "reason": "Different artifact types/content: a dataset advertisement versus an example issue. They are only broadly financial-data related, not the same underlying issue." }, { "left": "issue:45869", "right": "issue:45871", "accept": false, - "reason": "Different topics: a financial dataset bundle vs. a DataForge example request." + "reason": "Different artifact types/content: a dataset advertisement versus an example issue. Shared finance wording is too broad to treat as the same issue." }, { "left": "issue:45870", "right": "issue:45871", "accept": true, - "reason": "Identical titles and identical body lengths strongly suggest the same underlying issue, even though we only have limited metadata." + "reason": "Exact same title and matching metadata suggest these are duplicates describing the same example issue." }, { "left": "issue:45870", "right": "issue:45872", "accept": false, - "reason": "Same broad financial/DataForge area, but the requested example and the scraping-service request are different underlying issues." + "reason": "Both mention DataForge and finance, but one is an example prediction issue and the other is a scraping-service topic; not the same underlying request/bug." }, { "left": "issue:45870", "right": "issue:45873", "accept": false, - "reason": "Same broad financial/DataForge area, but the requested example and the scraping-service request are different underlying issues." + "reason": "Different concrete topic: prediction example versus scraping service. Similar domain wording is not enough to merge them." }, { "left": "issue:45871", "right": "issue:45872", "accept": false, - "reason": "Same broad financial/DataForge area, but these are different requested features/topics." + "reason": "Same broad domain only; these describe different example/use-case requests and do not appear to be the same issue." }, { "left": "issue:45871", "right": "issue:45873", "accept": false, - "reason": "Same broad financial/DataForge area, but these are different requested features/topics." + "reason": "Same broad domain only; the prediction example and scraping-service issue are distinct." }, { "left": "issue:45872", "right": "issue:45873", "accept": true, - "reason": "Identical titles and identical body lengths strongly suggest the same underlying issue, even though we only have limited metadata." + "reason": "Exact same title and matching metadata indicate they are duplicates of the same DataForge scraping-service issue." } ] }, "evaluator_result": { - "accept": false, - "feedback": "The cluster structure is plausible, but the writeup is too strong for the evidence available. The packet only shows titles, body lengths, and soft-similarity scores; it does not expose issue bodies or deterministic duplicate signals. So calling 45870/45871 and 45872/45873 \"exact duplicates\" overstates the evidence. A conservative summary would say they are likely/near-duplicate pairs based on identical titles and body lengths, while 45869 is a different topic. " + "accept": true, + "feedback": "The cluster summary is grounded in the packet: 45870/45871 and 45872/45873 have identical titles and matching body lengths, while 45869 is only broadly finance-related. The soft-edge verdicts stay conservative overall." }, "evaluator_used": true, - "retried": true, + "retried": false, "accepted_nontrivial_soft_edge": true, "error_kind": null, "error_message": null @@ -21650,8 +21577,8 @@ "review_unit_count": 1, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-46439-2", "nodes": [ @@ -21661,12 +21588,12 @@ "soft_pairs": [ "issue:46439|issue:46441" ], - "prepared_review_unit_hash": "3d04388d62c40062e514550b8868640e9649a76f74c1661962fac06ad12e942e", + "prepared_review_unit_hash": "8b25866e98801dcbbf5aec741b39442d2c32fe7ad51128b7b996d3ae8485d378", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 1639, + "serialized_chars": 1640, "estimated_input_tokens": 410, "estimated_eval_tokens": 1076 }, @@ -21674,7 +21601,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 1639, + "serialized_chars": 1640, "estimated_input_tokens": 410, "estimated_eval_tokens": 1076 }, @@ -21683,18 +21610,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Two closed issues about static cache behavior in linear-attention/Qwen3.5, but they surface different failure modes: one is an early-initialization shape corruption leading to RuntimeError, the other is a KeyError for missing `linear_attention`.", - "confidence": 0.87, - "canonical_issue_reason": "Issue 46439 is the better canonical issue because it describes the broader root-cause class (`early_initialization` corrupting linear-attention shapes) rather than a single model-specific lookup failure.", + "summary": "Both issues involve `cache_implementation=\"static\"` and linear-attention, but they describe different failure modes: one is a shape corruption/runtime error during `early_initialization`, the other is a `KeyError` for `linear_attention` in Qwen3.5. They are related, but not clearly the same underlying bug from the titles alone.", + "confidence": 0.76, + "canonical_issue_reason": "Issue 46439 is the better canonical issue because it describes the broader/root failure mode (`early_initialization` corrupting linear-attention shapes) rather than a model-specific symptom.", "canonical_pr_reason": null, - "best_issue_reason": "Issue 46439 is the best representative for the cluster since it captures the underlying static-cache/linear-attention bug more generally and is phrased as the core defect.", + "best_issue_reason": "Issue 46439 is the strongest representative for the cluster since it names the likely underlying static-cache/linear-attention initialization bug in a more general form.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:46439", "right": "issue:46441", "accept": false, - "reason": "Do not merge: both involve static cache and linear-attention, but one reports shape corruption/RuntimeError while the other reports a `KeyError: 'linear_attention'`. These look like related symptoms, not the same concrete bug." + "reason": "Related static-cache/linear-attention crashes, but one is a shape/runtime corruption and the other is a `KeyError`; not enough evidence they are the same underlying bug." } ] }, @@ -21713,8 +21640,8 @@ "review_unit_count": 1, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-46551-2", "nodes": [ @@ -21724,12 +21651,12 @@ "soft_pairs": [ "issue:46551|issue:46552" ], - "prepared_review_unit_hash": "1d6aef2a2733ee60235887b9958a9d4cf76314c3bd9832153ea0edbd82bcc889", + "prepared_review_unit_hash": "fc720e21e9df5fb7aa3cb331480a3268e3c73646506cca324269a47784d7f219", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 1707, + "serialized_chars": 1706, "estimated_input_tokens": 427, "estimated_eval_tokens": 1110 }, @@ -21737,7 +21664,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 1707, + "serialized_chars": 1706, "estimated_input_tokens": 427, "estimated_eval_tokens": 1110 }, @@ -21746,27 +21673,27 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These two issues are near-exact duplicates: same title, same described Wav2Vec2CTCTokenizer v5 special-token regression, and no distinguishing evidence beyond state/recency.", - "confidence": 0.99, - "canonical_issue_reason": "Issue #46552 is the open copy of the same bug report, so it is the better canonical issue for ongoing tracking.", + "summary": "46551 and 46552 are very likely the same Wav2Vec2CTCTokenizer v5 bug report; 46552 is the better canonical issue because it is still open and already has inbound references.", + "confidence": 0.95, + "canonical_issue_reason": "Issue 46552 is the best canonical thread because it is open and already attracting inbound references, while 46551 appears to be a duplicate or parallel report.", "canonical_pr_reason": null, - "best_issue_reason": "Issue #46552 is the best issue candidate because it is open, identical in scope, and already has inbound references.", + "best_issue_reason": "46552 is the strongest issue to keep as the main tracker since it is active, has inbound references, and matches the same reported behavior.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:46551", "right": "issue:46552", "accept": true, - "reason": "Exact same title and same underlying tokenizer bug; both refer to the same regression in v5 leaking the word delimiter into special-token handling." + "reason": "Same title, same body length, and a soft-similarity signal strongly suggest the same underlying issue; this looks like a likely duplicate/same issue cluster rather than separate reports." } ] }, "evaluator_result": { - "accept": true, - "feedback": "The duplicate assessment is grounded in the packet: both issues have the exact same title, identical body length, and differ only in state and inbound references, so treating #46552 as the better canonical open tracker is reasonable. The soft-edge accept is conservative enough here." + "accept": false, + "feedback": "The canonical choice is grounded (46552 is open and has inbound references), but the soft-edge verdict overstates the evidence. The packet shows identical titles, equal body length, and a soft-similarity signal, but not the full bodies, so 'identical title and body' is too strong. This should be phrased more conservatively as a likely duplicate or same issue cluster." }, "evaluator_used": true, - "retried": false, + "retried": true, "accepted_nontrivial_soft_edge": true, "error_kind": null, "error_message": null @@ -21779,8 +21706,8 @@ "review_unit_count": 1, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-46657-2", "nodes": [ @@ -21790,7 +21717,7 @@ "soft_pairs": [ "issue:46657|issue:46692" ], - "prepared_review_unit_hash": "9e4ea7158e24ba9e7cfb5352fe724019778694bfc9f1eb5b3d3ab535e3129cd1", + "prepared_review_unit_hash": "c3989388cf72bd73339e740afaa05d6e647953287696d876a11659298fb7e9a2", "component_budget": { "node_count": 2, "item_count": 2, @@ -21812,18 +21739,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "The two issues describe different training failures: one is a tensor size mismatch error, the other is an out-of-memory condition in RT-DETR v2. They do not look like the same underlying bug.", - "confidence": 0.92, - "canonical_issue_reason": "Issue 46657 is the better canonical representative because it describes a concrete, specific failure mode (tensor shape mismatch) rather than a broad resource symptom.", + "summary": "These are not duplicates: one reports a tensor size mismatch during object-detection training, while the other reports OOM after several epochs in RT-DETR v2. They share only a broad training context, not the same concrete failure mode.", + "confidence": 0.96, + "canonical_issue_reason": null, "canonical_pr_reason": null, - "best_issue_reason": "46657 is the strongest standalone issue for this cluster since it is narrowly framed and easier to map to a specific code-path bug.", + "best_issue_reason": "Issue 46657 is the clearer, more concrete bug report, but it should not be treated as the same underlying problem as 46692.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:46657", "right": "issue:46692", "accept": false, - "reason": "Different failure classes: tensor dimension mismatch versus memory exhaustion. They may both occur during training, but they do not appear to be the same bug or a mergeable duplicate." + "reason": "Different symptoms and likely different root causes: tensor shape mismatch vs memory exhaustion after epochs. They are related only at a high level (training failures)." } ] }, @@ -21842,8 +21769,8 @@ "review_unit_count": 1, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-46822-2", "nodes": [ @@ -21853,7 +21780,7 @@ "soft_pairs": [ "issue:46822|issue:46823" ], - "prepared_review_unit_hash": "0fee5b3709506837920f555002efd7756698228cfef7aadc2eb7418f0e010d9d", + "prepared_review_unit_hash": "4832aef7f75ed776dc16c236a25a5853f5bc6344b151852af76aea86b9da6e6d", "component_budget": { "node_count": 2, "item_count": 2, @@ -21875,18 +21802,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These issues describe different model-loading bugs: one is a ZeRO-3 zero.Init partitioning/OOM problem in a composite multimodal submodule, the other is a 4-bit device_map/max_memory dispatch bug that incorrectly sends modules to CPU and raises a ValueError. They should not be clustered as duplicates.", + "summary": "These are two different bug reports: one about ZeRO-3 zero.Init failing to partition a composite language submodule and causing OOM on multi-GPU load, and another about 4-bit load_in_4bit + device_map='auto' incorrectly dispatching to CPU despite available memory. They do not look like the same underlying issue.", "confidence": 0.97, - "canonical_issue_reason": "Issue 46822 is the more specific, code-path-focused report and is the better representative issue, but it is not a duplicate of 46823.", + "canonical_issue_reason": "No single canonical issue for this cluster; the reports target distinct loading/dispatch code paths and different failure modes.", "canonical_pr_reason": null, - "best_issue_reason": "Issue 46822 is the best issue to represent this cluster because it cleanly captures a concrete ZeRO-3 partitioning failure; 46823 is a separate quantized dispatch bug.", + "best_issue_reason": "Issue 46822 is the more specific and self-contained report, but only as a representative example of its own bug\u2014not as a duplicate of 46823.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:46822", "right": "issue:46823", "accept": false, - "reason": "Different failure modes and code paths: ZeRO-3 zero.Init not partitioning a composite submodule vs 4-bit load_in_4bit/device_map/max_memory dispatching to CPU on an otherwise fitting model." + "reason": "Different failure modes and subsystems: ZeRO-3 partitioning/OOM vs 4-bit device_map CPU dispatch ValueError; they are not the same bug." } ] }, @@ -21905,10 +21832,10 @@ "review_unit_count": 1, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-46906-12", + "cluster_id": "cluster-46906-13", "nodes": [ "issue:46906", "issue:46940", @@ -21921,7 +21848,8 @@ "issue:47053", "issue:47091", "issue:47102", - "issue:47120" + "issue:47120", + "issue:47182" ], "soft_pairs": [ "issue:46906|issue:46940", @@ -21958,274 +21886,308 @@ "issue:47037|issue:47102", "issue:46985|issue:47102", "issue:47049|issue:47102", + "issue:47120|issue:47182", "issue:47102|issue:47120", "issue:47053|issue:47120", "issue:47049|issue:47120", "issue:46998|issue:47120", - "issue:47091|issue:47120" + "issue:47102|issue:47182", + "issue:47053|issue:47182", + "issue:47037|issue:47182", + "issue:47091|issue:47182" ], - "prepared_review_unit_hash": "0dadbb86ba32e76beeb070f143975939fae8e69b1323b2f53f492f324fd9bf6c", + "prepared_review_unit_hash": "571100d706d84a21c78bea2aa959acfbff02fc908e4e47540dd00e24dd99cd04", "component_budget": { - "node_count": 12, - "item_count": 12, - "soft_pair_count": 39, - "serialized_chars": 20773, - "estimated_input_tokens": 5194, - "estimated_eval_tokens": 10644 + "node_count": 13, + "item_count": 13, + "soft_pair_count": 43, + "serialized_chars": 22744, + "estimated_input_tokens": 5686, + "estimated_eval_tokens": 11628 }, "budget": { - "node_count": 12, - "item_count": 12, - "soft_pair_count": 39, - "serialized_chars": 20773, - "estimated_input_tokens": 5194, - "estimated_eval_tokens": 10644 + "node_count": 13, + "item_count": 13, + "soft_pair_count": 43, + "serialized_chars": 22744, + "estimated_input_tokens": 5686, + "estimated_eval_tokens": 11628 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These are date-stamped integration triage issues with highly similar templates, but they do not look like the same underlying bug. They appear to be separate daily reports, so none of the soft duplicate edges should be merged.", - "confidence": 0.94, - "canonical_issue_reason": "Issue 47120 is the current open triage thread and has the most recent activity/inbound references, so it is the best representative if one issue must anchor the cluster.", + "summary": "These are not duplicates of one another; they are a sequence of daily '[serge] integration failure triage' issues for different dates. The only plausible canonical anchor is the latest open report, but the soft pairs should all stay separate because they represent distinct triage instances, not one underlying bug.", + "confidence": 0.98, + "canonical_issue_reason": "Issue 47182 is the latest open triage thread and the most appropriate live anchor for the series if one representative must be chosen.", "canonical_pr_reason": null, - "best_issue_reason": "47120 is the most suitable issue to keep as the live umbrella thread for the ongoing triage series; the earlier issues are closed date-specific reports.", + "best_issue_reason": "47182 is the best issue candidate because it is open, most recent, and already has an inbound reference, making it the most current representative of the ongoing triage series.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:46906", "right": "issue:46940", "accept": false, - "reason": "Same triage template, but different dates and likely different daily failures; no evidence of one shared underlying bug." + "reason": "Same triage template, but different dates; this is a recurring report series, not the same underlying issue." }, { "left": "issue:46906", "right": "issue:46948", "accept": false, - "reason": "Date-specific triage reports, not the same incident; similarity is mostly from the shared title/body template." + "reason": "Different daily triage instances; no evidence they describe the same concrete failure." }, { "left": "issue:46906", "right": "issue:46969", "accept": false, - "reason": "Different day in the triage series; no indication they describe one identical failure." + "reason": "These are date-stamped triage reports for separate days, not duplicates of one bug." }, { "left": "issue:46906", "right": "issue:46985", "accept": false, - "reason": "Looks like another daily report in the same series, not a duplicate of the same bug." + "reason": "Same series name, but each issue corresponds to a distinct day\u2019s integration triage." }, { "left": "issue:46906", "right": "issue:47037", "accept": false, - "reason": "Shared wording is from the template, but the dated reports appear to track separate runs/incidents." + "reason": "Recurring triage thread across dates; not one merged change or bug." }, { "left": "issue:46940", "right": "issue:46948", "accept": false, - "reason": "Adjacent daily triage entries, but no sign they are the same underlying issue." + "reason": "Adjacent daily reports, but still separate triage entries for different days." }, { "left": "issue:46940", "right": "issue:46969", "accept": false, - "reason": "Different dated triage reports; similarity alone is insufficient to merge them." + "reason": "Different dates indicate separate incidents or triage runs." }, { "left": "issue:46940", "right": "issue:46985", "accept": false, - "reason": "Same reporting format, different day and likely different failure instance." + "reason": "Same title pattern only; no indication of the same underlying failure." }, { "left": "issue:46940", "right": "issue:47049", "accept": false, - "reason": "No concrete evidence of a shared bug; these look like separate daily triage records." + "reason": "These are separate date-specific triage issues, not duplicates." }, { "left": "issue:46948", "right": "issue:46969", "accept": false, - "reason": "Date-stamped triage issues, not the same incident." + "reason": "Daily triage reports with different dates; not the same issue." }, { "left": "issue:46948", "right": "issue:46985", "accept": false, - "reason": "They share a template, but each issue appears to correspond to a distinct day/run." + "reason": "No shared concrete bug/change, just the same recurring triage label." }, { "left": "issue:46948", "right": "issue:46998", "accept": false, - "reason": "Different daily triage entries; no explicit target or failure signature tying them together." + "reason": "Different-day integration triage threads; not mergeable as duplicates." }, { "left": "issue:46969", "right": "issue:46985", "accept": false, - "reason": "Separate dated reports in a recurring triage series, not a duplicate bug report." + "reason": "Separate date-stamped reports for different triage days." }, { "left": "issue:46969", "right": "issue:47037", "accept": false, - "reason": "The shared title pattern is not enough; these are different days and likely different failures." + "reason": "Same series, different day; not the same underlying problem." }, { "left": "issue:46969", "right": "issue:47091", "accept": false, - "reason": "No evidence they refer to the same concrete underlying problem." + "reason": "These appear to be independent daily triage entries rather than one bug report." + }, + { + "left": "issue:46985", + "right": "issue:46998", + "accept": false, + "reason": "Distinct daily reports; the shared title is only a template." }, { "left": "issue:46985", "right": "issue:47037", "accept": false, - "reason": "Both are daily triage issues, but the dates indicate separate reports rather than one bug." + "reason": "Different dates and likely different failures/triage outcomes." }, { "left": "issue:46985", "right": "issue:47049", "accept": false, - "reason": "Similar wording from the series template; not enough to treat as duplicates." + "reason": "No evidence of a single concrete issue; just the same recurring triage naming." }, { "left": "issue:46998", "right": "issue:47053", "accept": false, - "reason": "Different daily triage reports; no shared concrete fix target or identical failure described." + "reason": "Separate daily integration triage issues, not the same bug." }, { "left": "issue:46998", "right": "issue:47037", "accept": false, - "reason": "The reports are date-specific and likely correspond to distinct integration failures." + "reason": "Date-specific triage reports; not duplicates." }, { "left": "issue:46998", "right": "issue:47049", "accept": false, - "reason": "No clear evidence of one underlying bug across these separate daily issues." + "reason": "Recurring triage series only; no shared concrete code-path problem shown." }, { "left": "issue:46985", "right": "issue:46998", "accept": false, - "reason": "Sequential triage issues, but not the same bug report." + "reason": "Each issue is for a different day\u2019s triage, so they should stay separate." }, { "left": "issue:46998", "right": "issue:47091", "accept": false, - "reason": "Shared template only; the dated reports appear to track different runs." + "reason": "Different daily report instances; not one underlying issue." }, { "left": "issue:47037", "right": "issue:47049", "accept": false, - "reason": "Different day in the triage sequence, so likely a different failure instance." + "reason": "Same subsystem label but different dates; not the same bug." }, { "left": "issue:47037", "right": "issue:47091", "accept": false, - "reason": "No specific code-path or identical symptom tying them to one bug." + "reason": "These are separate triage threads, not a single fix target." }, { "left": "issue:47037", "right": "issue:47053", "accept": false, - "reason": "These look like separate dated integration triage reports, not duplicates." + "reason": "Different daily reports with no concrete evidence of duplicate failure." }, { "left": "issue:47049", "right": "issue:47053", "accept": false, - "reason": "Same recurring triage format, but different dates and likely different incidents." + "reason": "Only the triage series matches; the underlying report is date-specific." }, { "left": "issue:47049", "right": "issue:47091", "accept": false, - "reason": "No evidence of a single shared underlying failure." + "reason": "Separate daily triage entries rather than duplicate bug reports." }, { "left": "issue:47053", "right": "issue:47091", "accept": false, - "reason": "Both are date-specific triage entries; not the same concrete bug." + "reason": "Different dates, different triage instances." }, { "left": "issue:47053", "right": "issue:47102", "accept": false, - "reason": "Similarity is from the repeated template, not from a matching failure signature." + "reason": "Same recurring title, but not the same concrete issue." }, { "left": "issue:47091", "right": "issue:47102", "accept": false, - "reason": "Separate daily triage reports, likely different integration runs." + "reason": "These are distinct daily integration-failure triage reports." }, { "left": "issue:46985", "right": "issue:47091", "accept": false, - "reason": "Different dated triage issues; no indication they should collapse into one." + "reason": "No evidence of a single shared failure; the date-stamped triage reports are separate." }, { "left": "issue:47037", "right": "issue:47102", "accept": false, - "reason": "The reports are date-stamped and appear to be independent triage instances." + "reason": "Recurring triage thread across different dates, not duplicate content." }, { "left": "issue:46985", "right": "issue:47102", "accept": false, - "reason": "No concrete shared bug or fix target; just the same triage series." + "reason": "Different daily reports; not the same underlying bug or change." }, { "left": "issue:47049", "right": "issue:47102", "accept": false, - "reason": "Different date and likely different failure context." + "reason": "Separate date-specific triage issues." + }, + { + "left": "issue:47120", + "right": "issue:47182", + "accept": false, + "reason": "Consecutive daily triage reports, but still distinct reports for different dates." }, { "left": "issue:47102", "right": "issue:47120", "accept": false, - "reason": "Consecutive triage issues, but the dated reports suggest separate incidents rather than one duplicate bug." + "reason": "These are daily triage entries, not the same incident." }, { "left": "issue:47053", "right": "issue:47120", "accept": false, - "reason": "Shared triage template only; the issues appear to report different days." + "reason": "Same series label only; no concrete duplicate bug evidence." }, { "left": "issue:47049", "right": "issue:47120", "accept": false, - "reason": "These are separate daily reports, not one underlying defect." + "reason": "Different day, different triage issue." }, { "left": "issue:46998", "right": "issue:47120", "accept": false, - "reason": "No evidence of the same code-path problem; they are date-specific triage threads." + "reason": "These are separate daily integration-failure triage threads." + }, + { + "left": "issue:47102", + "right": "issue:47182", + "accept": false, + "reason": "Adjacent date-stamped triage reports; not one underlying bug." + }, + { + "left": "issue:47053", + "right": "issue:47182", + "accept": false, + "reason": "Recurring triage series, but the reports are for different days." + }, + { + "left": "issue:47037", + "right": "issue:47182", + "accept": false, + "reason": "Same template, different date; not duplicate issues." }, { "left": "issue:47091", - "right": "issue:47120", + "right": "issue:47182", "accept": false, - "reason": "Different dated reports in the same series, so do not merge as duplicates." + "reason": "These are separate daily triage reports rather than the same concrete problem." } ] }, @@ -22244,8 +22206,8 @@ "review_unit_count": 1, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-46983-2", "nodes": [ @@ -22255,12 +22217,12 @@ "soft_pairs": [ "issue:46983|issue:46984" ], - "prepared_review_unit_hash": "87fd752b399b966088181361bf48a34fc9492180c148551247d666e6a495d172", + "prepared_review_unit_hash": "5ee0e843c733d59d0781c11043f2519e2b4b76a8439eec520560c08855806da1", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 1491, + "serialized_chars": 1492, "estimated_input_tokens": 373, "estimated_eval_tokens": 1002 }, @@ -22268,7 +22230,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 1491, + "serialized_chars": 1492, "estimated_input_tokens": 373, "estimated_eval_tokens": 1002 }, @@ -22277,24 +22239,24 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "The two issues have the same title and very similar content, so they are very likely duplicates describing the same RWKV7 support request.", + "summary": "The two closed issues have the same title and appear to describe the same RWKV7 support request, so they are duplicates. Issue #46984 is the better canonical issue because it has slightly more discussion/activity.", "confidence": 0.98, - "canonical_issue_reason": "Issue #46983 was opened slightly earlier and appears to be the cleaner representative of the duplicate pair.", + "canonical_issue_reason": "#46984 is the stronger canonical issue because it has the same title and a bit more discussion activity, suggesting it is the more complete thread.", "canonical_pr_reason": null, - "best_issue_reason": "Issue #46983 is the best cluster representative because it is the earliest report with the same exact request and likely the most canonical entry for triage.", + "best_issue_reason": "#46984 best represents the cluster: same request, same title, and more engagement than #46983.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:46983", "right": "issue:46984", "accept": true, - "reason": "Same title and highly similar issue content; both appear to request the same RWKV7 model support." + "reason": "Same title and highly similar content indicate the same underlying feature request for RWKV7 model support." } ] }, "evaluator_result": { "accept": true, - "feedback": "The summary is grounded in the packet: both issues have the same title, very similar content, and close creation times, which supports a duplicate-issue interpretation. The soft-edge verdict is conservative enough given only soft-similarity evidence." + "feedback": "The summary is grounded in the packet: both issues have the same title, similar bodies, and the pair shows strong soft similarity (Jaccard 0.84). Choosing #46984 as canonical is also supported by its slightly higher discussion activity. The soft-edge verdict is conservative enough for the evidence available." }, "evaluator_used": true, "retried": false, @@ -22310,8 +22272,8 @@ "review_unit_count": 1, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-47007-2", "nodes": [ @@ -22321,7 +22283,7 @@ "soft_pairs": [ "issue:47007|issue:47015" ], - "prepared_review_unit_hash": "7ba6b18d1b72165399d9480e87dea4097fcc7141c12fa5e6ff696aa394ef350a", + "prepared_review_unit_hash": "8c7e73ccb9f4776dd9eee88e83448be89944567ed54bc595af6bcc7ccc0a4c37", "component_budget": { "node_count": 2, "item_count": 2, @@ -22343,18 +22305,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Both issues are about AI/LLM-based vulnerability discovery, but they read as separate generic writeups rather than the same underlying bug or change. The soft duplicate link should be rejected.", - "confidence": 0.84, - "canonical_issue_reason": "Issue 47015 is the more concise, central framing of the shared topic, so it is the better cluster representative if one must be chosen.", + "summary": "Both items are broad, article-like issue posts about AI-driven vulnerability discovery, but they describe different framing and scope rather than the same concrete bug or task. I would not merge them as duplicates.", + "confidence": 0.8, + "canonical_issue_reason": "Issue 47015 is the cleaner, more general title for the shared AI-vulnerability-discovery theme, so it is the better representative if one issue must stand in for the topic.", "canonical_pr_reason": null, - "best_issue_reason": "Issue 47015 is the best single issue representative because its title is broader and cleaner, making it slightly more canonical for the overall AI-automated vulnerability discovery theme.", + "best_issue_reason": "Issue 47015 is the best single issue to keep because it is the most concise and topic-level representative of the pair.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:47007", "right": "issue:47015", "accept": false, - "reason": "High topical overlap, but these are not the same concrete problem or change; they are separate broad discussions/articles about AI-driven vulnerability discovery." + "reason": "The titles overlap on AI-assisted vulnerability discovery, but one is framed as lessons from using advanced LLMs while the other is a novel transformers-based cybersecurity system. They read like related discussion posts, not the same underlying issue." } ] }, @@ -22373,8 +22335,8 @@ "review_unit_count": 1, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-47138-2", "nodes": [ @@ -22384,7 +22346,7 @@ "soft_pairs": [ "issue:47138|issue:47139" ], - "prepared_review_unit_hash": "c03b500f77d801d74a6e4c73d9c16f39aec120786458b37c2defb42c69d11774", + "prepared_review_unit_hash": "03e53e5a2a1a0c970aeb807634a7a7170cf60f39362a322af780a142d5eed12e", "component_budget": { "node_count": 2, "item_count": 2, @@ -22406,27 +22368,27 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "The cluster contains two near-perfect duplicate issues with the same title and apparent body content. They describe the same transformers chat routing bug, so they should be consolidated into one issue.", - "confidence": 0.99, - "canonical_issue_reason": "issue:47139 is the better canonical hub because it already has inbound references, suggesting other discussion has started to accumulate there.", + "summary": "These two items are very likely duplicate issue reports: they have exactly the same title and nearly identical metadata, differing only in creation time and inbound references. Because the issue bodies are not available here, the duplicate call should be made conservatively, but the evidence is still strong enough to cluster them together.", + "confidence": 0.84, + "canonical_issue_reason": "Issue 47138 is the best canonical issue because it was created first and, based on the available metadata, appears indistinguishable from 47139.", "canonical_pr_reason": null, - "best_issue_reason": "issue:47139 is the best representative of the duplicate set for the same reason: it is already referenced and can preserve the existing discussion thread.", + "best_issue_reason": "Issue 47138 is the best representative for the cluster because it is the earliest of the two matching reports and no distinguishing details are visible in the packet.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:47138", "right": "issue:47139", "accept": true, - "reason": "Same title and same underlying bug report; they appear to be duplicate issues describing the exact same routing problem." + "reason": "The titles match exactly and the surrounding metadata is nearly identical, which strongly suggests the same underlying bug report; however, this conclusion is based on metadata only, since the bodies are not shown." } ] }, "evaluator_result": { - "accept": true, - "feedback": "The assessment is grounded in the packet: both issues share the exact same title, have identical body length, and the pair has maximum soft similarity (Jaccard 1.0). Choosing issue:47139 as canonical is also supported by its inbound references. The duplicate verdict is conservative enough given the available evidence." + "accept": false, + "feedback": "The duplicate-issue hypothesis is plausible from the packet because the titles match exactly and the metadata is nearly identical, but the analyst overstates the evidence by calling them \u2018textually identical\u2019 and asserting the \u2018same apparent bug description\u2019 without seeing the issue bodies. This should be phrased more conservatively, with lower confidence, since only the titles and metadata are available." }, "evaluator_used": true, - "retried": false, + "retried": true, "accepted_nontrivial_soft_edge": true, "error_kind": null, "error_message": null @@ -22434,25 +22396,24 @@ { "label": "pull_request", "component_index": 1, - "component_count": 32, + "component_count": 33, "review_unit_index": 1, - "review_unit_count": 2, + "review_unit_count": 3, "status": "reviewed", "reason": null, "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-40546-46", + "cluster_id": "cluster-40546-51", "nodes": [ "pull_request:43451", "pull_request:44517", "pull_request:46196", "pull_request:46266", "pull_request:46267", + "pull_request:46376", "pull_request:46395", "pull_request:46658", - "pull_request:46696", - "pull_request:46707", "pull_request:46836", "pull_request:46848", "pull_request:46895", @@ -22478,7 +22439,6 @@ "pull_request:47100", "pull_request:47108", "pull_request:47113", - "pull_request:47134", "pull_request:47142", "pull_request:47143", "pull_request:47163", @@ -22488,10 +22448,14 @@ "pull_request:47178", "pull_request:47179", "pull_request:47180", - "pull_request:47181" + "pull_request:47181", + "pull_request:47184", + "pull_request:47188", + "pull_request:47189", + "pull_request:47190", + "pull_request:47191" ], "soft_pairs": [ - "pull_request:46696|pull_request:47134", "pull_request:46903|pull_request:47090", "pull_request:46903|pull_request:46958", "pull_request:46954|pull_request:46958", @@ -22499,225 +22463,219 @@ "pull_request:47072|pull_request:47089", "pull_request:47077|pull_request:47078", "pull_request:46848|pull_request:47180", + "pull_request:47173|pull_request:47184", "pull_request:46266|pull_request:46957", - "pull_request:47072|pull_request:47134", - "pull_request:44517|pull_request:47082", "pull_request:47166|pull_request:47173", + "pull_request:44517|pull_request:47082", "pull_request:47034|pull_request:47035", "pull_request:46912|pull_request:47179", + "pull_request:47163|pull_request:47173", "pull_request:46995|pull_request:47163", "pull_request:46395|pull_request:47181", "pull_request:47069|pull_request:47089", "pull_request:46196|pull_request:46995", - "pull_request:47163|pull_request:47173", - "pull_request:46707|pull_request:47108", + "pull_request:46912|pull_request:47173", + "pull_request:46376|pull_request:46995", "pull_request:47089|pull_request:47113", "pull_request:46995|pull_request:47181", - "pull_request:46266|pull_request:46707", "pull_request:46995|pull_request:47143", "pull_request:47082|pull_request:47108", + "pull_request:46196|pull_request:47179", "pull_request:46267|pull_request:47181", "pull_request:47093|pull_request:47181", - "pull_request:46196|pull_request:47179", + "pull_request:44517|pull_request:46376", "pull_request:47093|pull_request:47143", "pull_request:47175|pull_request:47179", "pull_request:47093|pull_request:47163", + "pull_request:47093|pull_request:47189", + "pull_request:47093|pull_request:47191", "pull_request:47163|pull_request:47179", - "pull_request:46707|pull_request:46957", - "pull_request:46707|pull_request:47082", - "pull_request:46836|pull_request:47178", "pull_request:46912|pull_request:47078", + "pull_request:46836|pull_request:47178", "pull_request:47082|pull_request:47181", "pull_request:46912|pull_request:47082", - "pull_request:46895|pull_request:47134", - "pull_request:47100|pull_request:47134", + "pull_request:47142|pull_request:47173", + "pull_request:47082|pull_request:47175", "pull_request:47035|pull_request:47089", - "pull_request:46912|pull_request:47173", - "pull_request:43451|pull_request:46995", "pull_request:47100|pull_request:47142", - "pull_request:46196|pull_request:47173", "pull_request:47179|pull_request:47181", - "pull_request:46266|pull_request:47034", + "pull_request:46196|pull_request:46376", + "pull_request:46266|pull_request:46376", "pull_request:47035|pull_request:47113", + "pull_request:47100|pull_request:47113", "pull_request:47035|pull_request:47069", + "pull_request:46266|pull_request:47034", + "pull_request:47100|pull_request:47189", + "pull_request:47100|pull_request:47191", + "pull_request:47069|pull_request:47113", "pull_request:47034|pull_request:47108", - "pull_request:47100|pull_request:47113", - "pull_request:46707|pull_request:47173", "pull_request:46957|pull_request:47108", - "pull_request:47069|pull_request:47113", + "pull_request:47100|pull_request:47188", "pull_request:46658|pull_request:47108", - "pull_request:46196|pull_request:47181", + "pull_request:46376|pull_request:47077", + "pull_request:47069|pull_request:47082", "pull_request:46912|pull_request:47077", - "pull_request:46707|pull_request:47077", "pull_request:47003|pull_request:47178", - "pull_request:47069|pull_request:47082", - "pull_request:47089|pull_request:47134", - "pull_request:43451|pull_request:46266", - "pull_request:46266|pull_request:47096", + "pull_request:46836|pull_request:47108", "pull_request:43451|pull_request:47078", "pull_request:47078|pull_request:47096", - "pull_request:47003|pull_request:47078", - "pull_request:44517|pull_request:47181", - "pull_request:47113|pull_request:47175", - "pull_request:43451|pull_request:44517", - "pull_request:46912|pull_request:47113", - "pull_request:47100|pull_request:47143", - "pull_request:46912|pull_request:47100" + "pull_request:46895|pull_request:47188", + "pull_request:46895|pull_request:47190" ], - "prepared_review_unit_hash": "26ff79e92435f5d8738cf5113de671388c8c246528a7d01b11d76f55f97ee22b", + "prepared_review_unit_hash": "145ec458946e93379be85aa7249b0090f15b47d18e4e79d8b2e1e08731557404", "component_budget": { - "node_count": 46, - "item_count": 46, - "soft_pair_count": 135, - "serialized_chars": 165925, - "estimated_input_tokens": 41482, - "estimated_eval_tokens": 83220 + "node_count": 51, + "item_count": 51, + "soft_pair_count": 158, + "serialized_chars": 182588, + "estimated_input_tokens": 45647, + "estimated_eval_tokens": 91550 }, "budget": { - "node_count": 45, - "item_count": 45, - "soft_pair_count": 72, - "serialized_chars": 129748, - "estimated_input_tokens": 32437, - "estimated_eval_tokens": 65130 + "node_count": 48, + "item_count": 48, + "soft_pair_count": 65, + "serialized_chars": 131753, + "estimated_input_tokens": 32939, + "estimated_eval_tokens": 66134 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "These PRs are largely unrelated feature additions, doc updates, or separate bug fixes. None of the soft edges look like true duplicates, so all candidate links should be rejected.", - "confidence": 0.92, + "summary": "This cluster is mostly unrelated model-addition, docs, and infra PRs. The only real duplicate family is the CohereASR training-loss double-shift fixes; the rest share at most a subsystem or filenames, not the same change.", + "confidence": 0.86, "canonical_issue_reason": null, - "canonical_pr_reason": "No single canonical PR: the set spans unrelated model adds, docs, tests, and fixes, so there isn't one duplicate anchor.", + "canonical_pr_reason": "PR 46903 is the best anchor for the only real duplicate family: it fixes the CohereASR loss double-shift and is the broader earlier patch, while the later CohereASR PRs are narrower variants of the same bugfix.", "best_issue_reason": null, - "best_pr_reason": "PR 47090 is the strongest standalone candidate: a narrowly scoped bugfix with an explicit issue target and a clear code-path explanation.", + "best_pr_reason": "PR 46903 is the strongest representative of the cluster's only duplicate-like thread, with the clearest code-path fix and the broadest scope around the CohereASR loss bug.", "soft_edge_verdicts": [ - { - "left": "pull_request:46696", - "right": "pull_request:47134", - "accept": false, - "reason": "Same file and issue area, but one fixes a tracing/perf regression in decode while the other fixes unpadding max-seqlen handling; different bugs." - }, { "left": "pull_request:46903", "right": "pull_request:47090", - "accept": false, - "reason": "Both concern double-shift losses, but they target different models and code paths (PPFormulaNet vs CohereASR), so they are not the same fix." + "accept": true, + "reason": "Same CohereASR loss double-shift bug in `forward`; both patches stop the extra causal-loss shift on the same code path." }, { "left": "pull_request:46903", "right": "pull_request:46958", - "accept": false, - "reason": "Different model families and loss implementations; only the general symptom matches, not the concrete bug or patch." + "accept": true, + "reason": "Same CohereASR double-shift bug and same loss-computation path, despite using a different implementation style." }, { "left": "pull_request:46954", "right": "pull_request:46958", "accept": false, - "reason": "Pytest strict-fp32 cleanup in GLM-ASR is unrelated to CohereASR training-loss behavior." + "reason": "Different bugs: Pytest v9 fp32-module handling vs CohereASR training loss." }, { "left": "pull_request:46958", "right": "pull_request:46974", "accept": false, - "reason": "One fixes CohereASR loss shifting, the other fixes a MusicGen generate typo; no shared underlying bug." + "reason": "Unrelated model fixes: CohereASR loss computation vs MusicGen generation typo." }, { "left": "pull_request:47072", "right": "pull_request:47089", "accept": false, - "reason": "Different subsystems: JSON-schema enum parsing vs AqlmConfig validation messages." + "reason": "Different concerns: chat schema enum parsing vs AqlmConfig validation/error text." }, { "left": "pull_request:47077", "right": "pull_request:47078", "accept": false, - "reason": "Both touch Japanese docs, but they are separate translation/wording edits rather than the same content change." + "reason": "Both are Japanese docs edits, but they are distinct doc changes, not the same underlying fix." }, { "left": "pull_request:46848", "right": "pull_request:47180", "accept": false, - "reason": "Both are device-mismatch fixes, but for different models and mechanisms (msa_attention vs Bark offload)." + "reason": "Device-mismatch fix in msa_attention is unrelated to Bark semantic offloading." + }, + { + "left": "pull_request:47173", + "right": "pull_request:47184", + "accept": false, + "reason": "Test expectation updates for different models and accelerators; not the same change." }, { "left": "pull_request:46266", "right": "pull_request:46957", "accept": false, - "reason": "One updates Dinov2 conversion mappings; the other changes generation decode optimization in finegrained FP8." + "reason": "Broad generation/modernization work vs finegrained FP8 decode-optimization changes; not one bug or patch." }, { - "left": "pull_request:47072", - "right": "pull_request:47134", + "left": "pull_request:47166", + "right": "pull_request:47173", "accept": false, - "reason": "Non-string docstring enum parsing and flash-attention performance regression are unrelated bugs." + "reason": "Quantization test updates vs XPU expectation fixes; different test targets and issues." }, { "left": "pull_request:44517", "right": "pull_request:47082", "accept": false, - "reason": "Different model additions (Qwen3-TTS vs RoMa); no shared code-path change." - }, - { - "left": "pull_request:47166", - "right": "pull_request:47173", - "accept": false, - "reason": "These are separate test updates for different quantization/model areas, not the same underlying fix." + "reason": "Different model additions (Qwen3-TTS vs RoMa) even though they touch auto/model registration files." }, { "left": "pull_request:47034", "right": "pull_request:47035", "accept": false, - "reason": "Trainium finetuning scripts and torch.compile backend defaults are related only by platform, not by the same code change." + "reason": "Neuron SFT experiment scaffold vs a TrainingArguments backend default tweak; related ecosystem, different change." }, { "left": "pull_request:46912", "right": "pull_request:47179", "accept": false, - "reason": "RoPE test expansion and Granite SWA model support are unrelated changes." + "reason": "RoPE test expansion vs Granite SWA model support; not the same code-path problem." + }, + { + "left": "pull_request:47163", + "right": "pull_request:47173", + "accept": false, + "reason": "Paged-attention XPU test support and XPU expectation fixes are separate test changes." }, { "left": "pull_request:46995", "right": "pull_request:47163", "accept": false, - "reason": "Flash-linear-attention availability and XPU paged-attention tests address different features and code paths." + "reason": "MLU availability check vs XPU paged-attention tests; unrelated." }, { "left": "pull_request:46395", "right": "pull_request:47181", "accept": false, - "reason": "Separate model additions (Param2MoE vs Cosmos3 Edge), not the same underlying bug or feature." + "reason": "Param2MoE model support and Cosmos3 Edge model support are different additions." }, { "left": "pull_request:47069", "right": "pull_request:47089", "accept": false, - "reason": "num_labels None typing fix is unrelated to AqlmConfig integer validation messages." + "reason": "Config property nullability vs AqlmConfig type-check messages; unrelated." }, { "left": "pull_request:46196", "right": "pull_request:46995", "accept": false, - "reason": "SDPA dispatch support for wav2vec2 and flash-linear-attention availability are different integration changes." + "reason": "SDPA dispatch work for audio models vs flash-linear-attention MLU support; different integrations." }, { - "left": "pull_request:47163", + "left": "pull_request:46912", "right": "pull_request:47173", "accept": false, - "reason": "Paged-attention XPU test support and expectation updates for model tests are not the same fix." + "reason": "RoPE tests and XPU expectation fixes are not the same bug/change." }, { - "left": "pull_request:46707", - "right": "pull_request:47108", + "left": "pull_request:46376", + "right": "pull_request:46995", "accept": false, - "reason": "Native FSDP2 migration and doc-builder comment cleanup are unrelated." + "reason": "Continuous batching multimodal support vs MLU flash-linear-attention availability; different features." }, { "left": "pull_request:47089", "right": "pull_request:47113", "accept": false, - "reason": "AqlmConfig validation messages and audio feature/processor requires annotations are unrelated changes." + "reason": "AqlmConfig validation vs audio requirements decorators; unrelated." }, { "left": "pull_request:46995", @@ -22725,154 +22683,221 @@ "accept": false, "reason": "Flash-linear-attention availability and Cosmos3 Edge model support are unrelated." }, + { + "left": "pull_request:46995", + "right": "pull_request:47143", + "accept": false, + "reason": "MLU backend availability check vs NeuCodec model support; different scopes." + }, + { + "left": "pull_request:47082", + "right": "pull_request:47108", + "accept": false, + "reason": "Model registration for RoMa vs doc-builder pin comment cleanup; no shared bug or change." + }, { "left": "pull_request:46196", "right": "pull_request:47179", "accept": false, - "reason": "Wav2Vec2 SDPA dispatch support and Granite SWA model support are different feature additions." + "reason": "SDPA dispatch support vs Granite SWA model support; different model work." + }, + { + "left": "pull_request:46267", + "right": "pull_request:47181", + "accept": false, + "reason": "Serve chat parsing refactor vs Cosmos3 Edge model support; unrelated." }, { "left": "pull_request:47093", "right": "pull_request:47181", "accept": false, - "reason": "OpenPangu-V2 model support and Cosmos3 Edge model support are separate model integrations." + "reason": "OpenPangu-V2 model support and Cosmos3 Edge model support are different model additions." }, { "left": "pull_request:47093", "right": "pull_request:47143", "accept": false, - "reason": "OpenPangu-V2 and NeuCodec are distinct model additions with no shared bug or patch." + "reason": "OpenPangu-V2 model support vs NeuCodec model support; unrelated model additions." }, { - "left": "pull_request:47175", - "right": "pull_request:47179", + "left": "pull_request:46196", + "right": "pull_request:47113", "accept": false, - "reason": "Olmo3 CI expectation updates are unrelated to Granite SWA model support." + "reason": "Audio SDPA dispatch support vs audio feature/proc requirements decorators; different fixes." }, { - "left": "pull_request:47163", - "right": "pull_request:47179", + "left": "pull_request:47093", + "right": "pull_request:47163", "accept": false, - "reason": "Paged-attention XPU test work is unrelated to Granite SWA model support." + "reason": "Model support addition vs paged-attention XPU test support; unrelated." }, { - "left": "pull_request:46707", - "right": "pull_request:46957", + "left": "pull_request:47093", + "right": "pull_request:47189", "accept": false, - "reason": "FSDP2 migration and finegrained FP8 decode optimization are different infrastructure changes." + "reason": "OpenPangu-V2 model support vs TrainingArguments epsilon validation; unrelated." }, { - "left": "pull_request:46707", - "right": "pull_request:47082", + "left": "pull_request:47093", + "right": "pull_request:47191", + "accept": false, + "reason": "OpenPangu-V2 model support vs TrainingArguments weight decay validation; unrelated." + }, + { + "left": "pull_request:47163", + "right": "pull_request:47179", "accept": false, - "reason": "FSDP2 migration and RoMa model support are unrelated." + "reason": "XPU paged-attention tests vs Granite SWA model support; different changes." + }, + { + "left": "pull_request:46912", + "right": "pull_request:47078", + "accept": false, + "reason": "RoPE testing changes vs Japanese docs wording/links; not the same underlying fix." }, { "left": "pull_request:46836", "right": "pull_request:47178", "accept": false, - "reason": "Unlimited OCR model support and SigLIP path fixes are unrelated." + "reason": "Unlimited OCR model support vs SigLIP checkpoint path fixes; unrelated." + }, + { + "left": "pull_request:47082", + "right": "pull_request:47181", + "accept": false, + "reason": "RoMa model registration vs Cosmos3 Edge model support; distinct model additions." }, { "left": "pull_request:46912", - "right": "pull_request:47078", + "right": "pull_request:47082", "accept": false, - "reason": "RoPE testing work and Japanese docs wording changes are unrelated." + "reason": "RoPE tests and RoMa model registration are unrelated." }, { - "left": "pull_request:46707", - "right": "pull_request:47077", + "left": "pull_request:47179", + "right": "pull_request:47181", "accept": false, - "reason": "FSDP2 migration and Japanese DistilBERT docs translation are unrelated." + "reason": "Granite SWA and Cosmos3 Edge are separate model supports." }, { - "left": "pull_request:47003", - "right": "pull_request:47178", + "left": "pull_request:46196", + "right": "pull_request:46376", "accept": false, - "reason": "OpenVINO exporter work and SigLIP hardcoded-path cleanup are unrelated." + "reason": "SDPA attention dispatch work vs multimodal continuous batching; different systems." }, { - "left": "pull_request:47069", - "right": "pull_request:47134", + "left": "pull_request:46266", + "right": "pull_request:47034", "accept": false, - "reason": "num_labels typing fix and flash-attention performance regression are unrelated bugs." + "reason": "Modernization/optimization work vs Neuron SFT experiment scaffolding; not a duplicate." }, { - "left": "pull_request:43451", - "right": "pull_request:46266", + "left": "pull_request:47100", + "right": "pull_request:47142", "accept": false, - "reason": "Molmo2 model support and Dinov2 modernization are separate model integrations." + "reason": "kernels API compatibility fix vs pipeline generator refactor; unrelated." }, { "left": "pull_request:47035", "right": "pull_request:47113", "accept": false, - "reason": "Neuron compile backend defaults and audio feature/processor requirement annotations are unrelated." + "reason": "Torch-compile backend default vs audio requirement annotations; different concerns." }, { - "left": "pull_request:47035", - "right": "pull_request:47069", + "left": "pull_request:47100", + "right": "pull_request:47189", "accept": false, - "reason": "Torch compile backend selection and num_labels None typing are unrelated." + "reason": "kernels compatibility fix vs TrainingArguments epsilon validation; unrelated." + }, + { + "left": "pull_request:47100", + "right": "pull_request:47191", + "accept": false, + "reason": "kernels compatibility fix vs TrainingArguments weight decay validation; unrelated." + }, + { + "left": "pull_request:47069", + "right": "pull_request:47113", + "accept": false, + "reason": "num_labels nullability vs audio requirement decorators; unrelated." }, { "left": "pull_request:47034", "right": "pull_request:47108", "accept": false, - "reason": "Trainium finetuning scripts and doc-builder pin comment cleanup are unrelated." + "reason": "Neuron experiment code vs doc-builder comment cleanup; unrelated." }, { - "left": "pull_request:47100", - "right": "pull_request:47142", + "left": "pull_request:46957", + "right": "pull_request:47108", "accept": false, - "reason": "Kernel repository load/error-handling cleanup and pipeline generator handling are unrelated." + "reason": "FP8 generation optimization vs documentation workflow comment cleanup; unrelated." }, { - "left": "pull_request:47082", - "right": "pull_request:47181", + "left": "pull_request:46658", + "right": "pull_request:47108", "accept": false, - "reason": "RoMa keypoint matcher support and Cosmos3 Edge model support are unrelated model additions." + "reason": "Step-3.7-Flash model build/convert work vs doc-builder pin comment cleanup; unrelated." }, { - "left": "pull_request:47181", - "right": "pull_request:47143", + "left": "pull_request:46376", + "right": "pull_request:47077", "accept": false, - "reason": "Cosmos3 Edge and NeuCodec are distinct model additions." + "reason": "Continuous batching changes vs Japanese docs translation; different areas." }, { - "left": "pull_request:43451", - "right": "pull_request:44517", + "left": "pull_request:46912", + "right": "pull_request:47077", + "accept": false, + "reason": "RoPE tests vs Japanese DistilBERT doc translation; unrelated." + }, + { + "left": "pull_request:47003", + "right": "pull_request:47178", "accept": false, - "reason": "Molmo2 and Qwen3-TTS are different model integrations with no shared bug or change." + "reason": "OpenVINO exporter support vs SigLIP hardcoded-path fixes; unrelated." + }, + { + "left": "pull_request:46895", + "right": "pull_request:47188", + "accept": false, + "reason": "CohereASR training-loss fix vs ViTConfig dropout validation; unrelated." + }, + { + "left": "pull_request:46895", + "right": "pull_request:47190", + "accept": false, + "reason": "CohereASR training-loss fix vs TrainingArguments beta validation; unrelated." } ] }, "evaluator_result": null, "evaluator_used": false, "retried": false, - "accepted_nontrivial_soft_edge": false, + "accepted_nontrivial_soft_edge": true, "error_kind": null, "error_message": null }, { "label": "pull_request", "component_index": 1, - "component_count": 32, + "component_count": 33, "review_unit_index": 2, - "review_unit_count": 2, + "review_unit_count": 3, "status": "reviewed", "reason": null, "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-40546-46", + "cluster_id": "cluster-40546-51", "nodes": [ "pull_request:40546", "pull_request:43451", "pull_request:44517", "pull_request:46196", + "pull_request:46266", + "pull_request:46376", "pull_request:46658", - "pull_request:46707", "pull_request:46836", "pull_request:46895", "pull_request:46912", @@ -22883,9 +22908,11 @@ "pull_request:47035", "pull_request:47069", "pull_request:47077", + "pull_request:47078", + "pull_request:47089", "pull_request:47090", "pull_request:47096", - "pull_request:47134", + "pull_request:47113", "pull_request:47142", "pull_request:47143", "pull_request:47163", @@ -22893,37 +22920,69 @@ "pull_request:47175", "pull_request:47178", "pull_request:47180", - "pull_request:47181" + "pull_request:47181", + "pull_request:47184", + "pull_request:47188", + "pull_request:47189", + "pull_request:47190", + "pull_request:47191", + "pull_request:47192", + "pull_request:47193" ], "soft_pairs": [ - "pull_request:46895|pull_request:47180", + "pull_request:46895|pull_request:47192", + "pull_request:47003|pull_request:47078", + "pull_request:43451|pull_request:46266", + "pull_request:46266|pull_request:47096", + "pull_request:47113|pull_request:47175", + "pull_request:46912|pull_request:47113", + "pull_request:44517|pull_request:47181", + "pull_request:43451|pull_request:44517", "pull_request:46912|pull_request:47142", - "pull_request:44517|pull_request:47143", - "pull_request:44517|pull_request:47163", + "pull_request:44517|pull_request:47189", + "pull_request:47089|pull_request:47189", "pull_request:47069|pull_request:47175", "pull_request:43451|pull_request:46957", "pull_request:46957|pull_request:47096", "pull_request:46957|pull_request:47003", - "pull_request:46658|pull_request:46895", "pull_request:47178|pull_request:47180", + "pull_request:46376|pull_request:47184", + "pull_request:46957|pull_request:47189", "pull_request:43451|pull_request:47142", "pull_request:47096|pull_request:47142", - "pull_request:43451|pull_request:47134", - "pull_request:47096|pull_request:47134", - "pull_request:47003|pull_request:47142", "pull_request:46895|pull_request:47090", "pull_request:46958|pull_request:47090", "pull_request:46895|pull_request:46958", + "pull_request:47166|pull_request:47184", "pull_request:46912|pull_request:47175", + "pull_request:47188|pull_request:47192", "pull_request:46658|pull_request:46836", "pull_request:47163|pull_request:47166", - "pull_request:46707|pull_request:47034", + "pull_request:47163|pull_request:47184", + "pull_request:47188|pull_request:47190", + "pull_request:47190|pull_request:47192", + "pull_request:47189|pull_request:47191", + "pull_request:47189|pull_request:47190", + "pull_request:47190|pull_request:47191", "pull_request:43451|pull_request:46836", + "pull_request:46836|pull_request:47189", + "pull_request:46836|pull_request:47191", + "pull_request:46376|pull_request:47181", "pull_request:46836|pull_request:47143", - "pull_request:46836|pull_request:47163", - "pull_request:46836|pull_request:47181", "pull_request:47143|pull_request:47181", + "pull_request:46376|pull_request:47143", "pull_request:47163|pull_request:47181", + "pull_request:46376|pull_request:47163", + "pull_request:47188|pull_request:47189", + "pull_request:47188|pull_request:47191", + "pull_request:47189|pull_request:47192", + "pull_request:47189|pull_request:47193", + "pull_request:47191|pull_request:47192", + "pull_request:47191|pull_request:47193", + "pull_request:46376|pull_request:47034", + "pull_request:47188|pull_request:47193", + "pull_request:47190|pull_request:47193", + "pull_request:47192|pull_request:47193", "pull_request:46658|pull_request:47143", "pull_request:46196|pull_request:47143", "pull_request:47143|pull_request:47163", @@ -22940,366 +22999,551 @@ "pull_request:46658|pull_request:47003", "pull_request:47035|pull_request:47175", "pull_request:43451|pull_request:47143", - "pull_request:43451|pull_request:47163", - "pull_request:43451|pull_request:47096", - "pull_request:43451|pull_request:47003", - "pull_request:47003|pull_request:47096", - "pull_request:43451|pull_request:47034", - "pull_request:43451|pull_request:47180", - "pull_request:47034|pull_request:47096", - "pull_request:47096|pull_request:47180", - "pull_request:43451|pull_request:47166", - "pull_request:47096|pull_request:47166", - "pull_request:43451|pull_request:47035", - "pull_request:47003|pull_request:47034", - "pull_request:47003|pull_request:47180", - "pull_request:47003|pull_request:47166", - "pull_request:47096|pull_request:47143", - "pull_request:47003|pull_request:47143", - "pull_request:47096|pull_request:47163", - "pull_request:47003|pull_request:47163", - "pull_request:47143|pull_request:47180" + "pull_request:43451|pull_request:47189", + "pull_request:43451|pull_request:47191", + "pull_request:43451|pull_request:47163" ], - "prepared_review_unit_hash": "a8536476b913a886990d94f956a6ea9d13930e966b9d4d4916e1bbf712ec49f1", + "prepared_review_unit_hash": "26257c44b7d612d5ce19a7af1320d462cc5cff61a1bd5feab55c382c4da157a2", "component_budget": { - "node_count": 46, - "item_count": 46, - "soft_pair_count": 135, - "serialized_chars": 165925, - "estimated_input_tokens": 41482, - "estimated_eval_tokens": 83220 + "node_count": 51, + "item_count": 51, + "soft_pair_count": 158, + "serialized_chars": 182588, + "estimated_input_tokens": 45647, + "estimated_eval_tokens": 91550 }, "budget": { - "node_count": 27, - "item_count": 27, - "soft_pair_count": 63, - "serialized_chars": 87908, - "estimated_input_tokens": 21977, - "estimated_eval_tokens": 44210 + "node_count": 37, + "item_count": 37, + "soft_pair_count": 72, + "serialized_chars": 112094, + "estimated_input_tokens": 28024, + "estimated_eval_tokens": 56304 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is mostly a mix of unrelated model-addition, exporter, test-refresh, and infra PRs. The only clear duplicate chain is the CohereASR training-loss double-shift fixes; the rest are broad-similarity false positives.", - "confidence": 0.94, + "summary": "Only the CohereASR training-loss fixes form a real duplicate cluster; the rest are unrelated changes across models, docs, tests, or distinct config validations.", + "confidence": 0.96, "canonical_issue_reason": null, - "canonical_pr_reason": "47090 is the best canonical PR for the real duplicate set: it directly fixes the CohereASR double-shift bug with the correct loss call, explains the label shifting behavior clearly, and supersedes the earlier 46895/46958 variants.", + "canonical_pr_reason": "PR 47090 is the best representative of the CohereASR duplicate cluster: it targets the shared loss double-shift bug on the same model files and applies the most complete fix by passing the pre-shifted labels through the loss path without breaking num_items_in_batch handling.", "best_issue_reason": null, - "best_pr_reason": "47090 is the strongest representative PR in the cluster because it is the clearest, most complete instance of the only true duplicate topic present here.", + "best_pr_reason": "PR 47090 is the strongest standalone PR for this bugfix because it addresses the exact CohereASR training-loss double-shift path with clear commentary and a precise implementation, making it the most mergeable canonical change.", "soft_edge_verdicts": [ { "left": "pull_request:46895", - "right": "pull_request:47180", + "right": "pull_request:47192", "accept": false, - "reason": "Different bugs: CohereASR training-loss shift vs Bark CPU-offload device mismatch." + "reason": "Different problems: CohereASR loss-shift fix vs GPT2 dropout validation. Same broad repo area, but unrelated code paths." + }, + { + "left": "pull_request:47003", + "right": "pull_request:47078", + "accept": false, + "reason": "Unrelated changes: OpenVINO exporter work vs Japanese docs wording/translation." + }, + { + "left": "pull_request:43451", + "right": "pull_request:46266", + "accept": false, + "reason": "Both add model support, but for different models and different code paths; not the same underlying change." + }, + { + "left": "pull_request:46266", + "right": "pull_request:47096", + "accept": false, + "reason": "Different features: Dino modernization/conversion mapping vs exportable Kimi support." + }, + { + "left": "pull_request:47113", + "right": "pull_request:47175", + "accept": false, + "reason": "Unrelated test/config changes in different areas: audio requirements vs Olmo3 CI expectation updates." }, { "left": "pull_request:46912", - "right": "pull_request:47142", + "right": "pull_request:47113", "accept": false, - "reason": "RoPE test/model updates vs pipeline generator handling; only broad testing similarity." + "reason": "Different subsystems and bugs: RoPE tests vs audio feature/processor requirement fixes." }, { "left": "pull_request:44517", - "right": "pull_request:47143", + "right": "pull_request:47181", + "accept": false, + "reason": "Both are model-support PRs, but for different models; they do not fix the same concrete change." + }, + { + "left": "pull_request:43451", + "right": "pull_request:44517", "accept": false, - "reason": "Different model additions: Qwen3-TTS vs NeuCodec." + "reason": "Different model additions (Molmo2 vs Qwen3 TTS), so not duplicates." + }, + { + "left": "pull_request:46912", + "right": "pull_request:47142", + "accept": false, + "reason": "RoPE test updates and pipeline generator cleanup are unrelated changes." }, { "left": "pull_request:44517", - "right": "pull_request:47163", + "right": "pull_request:47189", "accept": false, - "reason": "Qwen3-TTS model support vs XPU paged-attention test coverage." + "reason": "Model support PR vs TrainingArguments validation; no shared bug or code path." + }, + { + "left": "pull_request:47089", + "right": "pull_request:47189", + "accept": false, + "reason": "Both are validation tweaks, but for different config fields and different failure modes." }, { "left": "pull_request:47069", "right": "pull_request:47175", "accept": false, - "reason": "Unrelated: config.num_labels typing fix vs Olmo3 CI expectation refresh." + "reason": "Unrelated: num_labels property typing vs Olmo3 CI expectation changes." }, { "left": "pull_request:43451", "right": "pull_request:46957", "accept": false, - "reason": "Different changes: Molmo2 model support vs finegrained FP8/generation optimization work." + "reason": "Molmo2 model support and finegrained FP8 kernel changes are unrelated." }, { "left": "pull_request:46957", "right": "pull_request:47096", "accept": false, - "reason": "Both touch export/runtime-adjacent code, but they target different problems: FP8 decode optimization vs exportability for kimi_k25." + "reason": "Different workstreams: FP8 decoding optimization vs exportability for a Kimi model." }, { "left": "pull_request:46957", "right": "pull_request:47003", "accept": false, - "reason": "Finegrained FP8 decode changes and OpenVINO exporter support are separate features." - }, - { - "left": "pull_request:46658", - "right": "pull_request:46895", - "accept": false, - "reason": "Step-3.7 Flash model conversion/setup is unrelated to CohereASR loss behavior." + "reason": "Finegrained FP8 optimization and OpenVINO exporter introduction are unrelated." }, { "left": "pull_request:47178", "right": "pull_request:47180", "accept": false, - "reason": "SigLIP checkpoint path cleanup vs Bark offload bug; different code paths." + "reason": "SigLIP checkpoint path fix and Bark CPU offload mismatch fix are different bugs in different files." }, { - "left": "pull_request:43451", - "right": "pull_request:47142", + "left": "pull_request:46376", + "right": "pull_request:47184", "accept": false, - "reason": "Molmo2 model support vs pipeline generator cleanup; only broad repo-area overlap." + "reason": "Continuous batching multimodal support is unrelated to Qwen3Next test coverage changes." }, { - "left": "pull_request:47096", - "right": "pull_request:47142", + "left": "pull_request:46957", + "right": "pull_request:47189", "accept": false, - "reason": "Exportable kimi work is unrelated to pipeline generator materialization cleanup." + "reason": "FP8 runtime changes vs TrainingArguments epsilon validation are unrelated." }, { "left": "pull_request:43451", - "right": "pull_request:47134", + "right": "pull_request:47142", "accept": false, - "reason": "Molmo2 model addition vs flash-attention performance fix; no common bug/change." + "reason": "Molmo2 model addition and pipeline generator cleanup are not the same change." }, { "left": "pull_request:47096", - "right": "pull_request:47134", - "accept": false, - "reason": "Exportability changes vs flash-attention unpadding performance fix are unrelated." - }, - { - "left": "pull_request:47003", "right": "pull_request:47142", "accept": false, - "reason": "OpenVINO exporter support vs pipeline generator cleanup; different subsystems and goals." + "reason": "Exportable Kimi support and pipeline generator cleanup touch different code paths and goals." }, { "left": "pull_request:46895", "right": "pull_request:47090", "accept": true, - "reason": "Same CohereASR double-shift bug; 47090 is the clearer follow-up fix, and both target issue 46894." + "reason": "Same CohereASR training-loss double-shift bug on the same files; both PRs fix the identical loss path." }, { "left": "pull_request:46958", "right": "pull_request:47090", "accept": true, - "reason": "Same CohereASR loss-shift bug and same issue target; 47090 is the more correct/canonical variant." + "reason": "Same underlying CohereASR bug and same code path; 47090 is just a more precise implementation of the same fix." }, { "left": "pull_request:46895", "right": "pull_request:46958", "accept": true, - "reason": "Both are the same CohereASR training-loss double-shift fix with the same issue target 46894." + "reason": "Both are the same CohereASR double-shift fix touching the same model code and test files." + }, + { + "left": "pull_request:47166", + "right": "pull_request:47184", + "accept": false, + "reason": "Different test updates for different features/models; no shared bug or code path." }, { "left": "pull_request:46912", "right": "pull_request:47175", "accept": false, - "reason": "RoPE code/test overhaul vs an Olmo3 CI expectation bump; not the same underlying change." + "reason": "RoPE-related test changes are unrelated to Olmo3 CI expectation refreshes." + }, + { + "left": "pull_request:47188", + "right": "pull_request:47192", + "accept": false, + "reason": "Both add range checks, but for different configs and different parameters; not the same bug or PR." }, { "left": "pull_request:46658", "right": "pull_request:46836", "accept": false, - "reason": "Step-3.7 Flash model support vs Unlimited OCR model support; both are model adds, but different models." + "reason": "Both are model-support PRs, but for different models and unrelated implementation stacks." }, { - "left": "pull_request:46836", - "right": "pull_request:47143", + "left": "pull_request:47163", + "right": "pull_request:47166", "accept": false, - "reason": "Different model support PRs: Unlimited OCR vs NeuCodec." + "reason": "Paged-attention XPU testing and quantization test extensions are unrelated." }, { - "left": "pull_request:46836", - "right": "pull_request:47163", + "left": "pull_request:47163", + "right": "pull_request:47184", + "accept": false, + "reason": "Different test areas: paged attention support vs Qwen3Next multi-accelerator test adjustments." + }, + { + "left": "pull_request:47188", + "right": "pull_request:47190", + "accept": false, + "reason": "ViT dropout validation and TrainingArguments beta validation are distinct checks on different settings." + }, + { + "left": "pull_request:47190", + "right": "pull_request:47192", + "accept": false, + "reason": "Different validation targets: TrainingArguments betas vs GPT2 dropout probabilities." + }, + { + "left": "pull_request:47189", + "right": "pull_request:47191", "accept": false, - "reason": "Unlimited OCR model support vs paged-attention test additions; unrelated." + "reason": "Both validate TrainingArguments values, but they cover different hyperparameters and different constraints." + }, + { + "left": "pull_request:43451", + "right": "pull_request:46836", + "accept": false, + "reason": "Different model additions (Molmo2 vs Unlimited OCR), so not duplicates." }, { "left": "pull_request:46836", - "right": "pull_request:47181", + "right": "pull_request:47189", "accept": false, - "reason": "Unlimited OCR vs Cosmos3 Edge are distinct model support PRs." + "reason": "Unlimited OCR model support and TrainingArguments epsilon validation are unrelated." }, { - "left": "pull_request:47143", - "right": "pull_request:47181", + "left": "pull_request:46836", + "right": "pull_request:47191", "accept": false, - "reason": "NeuCodec and Cosmos3 Edge add different models with different files and scopes." + "reason": "Unlimited OCR model support and weight_decay validation are unrelated changes." }, { - "left": "pull_request:47163", + "left": "pull_request:46376", "right": "pull_request:47181", "accept": false, - "reason": "Paged-attention XPU tests vs Cosmos3 Edge model support; unrelated." + "reason": "Continuous batching multimodal support is unrelated to Cosmos3 Edge model support." }, { - "left": "pull_request:46658", + "left": "pull_request:46836", "right": "pull_request:47143", "accept": false, - "reason": "Step-3.7 Flash conversion/model work is unrelated to NeuCodec support." + "reason": "Different model integrations: Unlimited OCR vs NeuCodec." }, { - "left": "pull_request:46196", - "right": "pull_request:47143", + "left": "pull_request:47143", + "right": "pull_request:47181", "accept": false, - "reason": "SDPA dispatch support for wav2vec2-family models vs NeuCodec addition; different changes." + "reason": "NeuCodec and Cosmos3 Edge are different model additions with different code paths." }, { - "left": "pull_request:47096", - "right": "pull_request:47175", + "left": "pull_request:46376", + "right": "pull_request:47163", "accept": false, - "reason": "Exportable kimi vs Olmo3 CI expectation update; no shared underlying bug." + "reason": "Continuous batching core changes and paged-attention XPU tests are not the same bug/change." }, { - "left": "pull_request:43451", + "left": "pull_request:47077", "right": "pull_request:47181", "accept": false, - "reason": "Molmo2 and Cosmos3 Edge are separate model additions." + "reason": "Japanese DistilBERT docs translation is unrelated to Cosmos3 Edge model support." + }, + { + "left": "pull_request:46196", + "right": "pull_request:47143", + "accept": false, + "reason": "Wav2vec2 SDPA dispatch support and NeuCodec model support are unrelated changes." }, { "left": "pull_request:43451", - "right": "pull_request:47077", + "right": "pull_request:47181", "accept": false, - "reason": "Molmo2 model support vs Japanese DistilBERT doc translation; unrelated." + "reason": "Molmo2 and Cosmos3 Edge are separate model-support PRs." }, { "left": "pull_request:40546", "right": "pull_request:43451", "accept": false, - "reason": "VibeVoice model support vs Molmo2 model support; different model additions." + "reason": "VibeVoice and Molmo2 are different model additions with no shared concrete fix." }, { "left": "pull_request:43451", - "right": "pull_request:46658", + "right": "pull_request:47175", "accept": false, - "reason": "Molmo2 and Step-3.7 Flash are different model-support PRs." + "reason": "Molmo2 model support and Olmo3 CI expectation tweaks are unrelated." }, { "left": "pull_request:46658", - "right": "pull_request:47096", + "right": "pull_request:47143", "accept": false, - "reason": "Step-3.7 Flash and exportable kimi target different features and code paths." + "reason": "Step 3.7 Flash support and NeuCodec support are separate model integrations." }, { - "left": "pull_request:46658", - "right": "pull_request:47003", + "left": "pull_request:47035", + "right": "pull_request:47175", "accept": false, - "reason": "Step-3.7 Flash support is unrelated to OpenVINO exporter support." + "reason": "Torch-compile backend defaults and Olmo3 CI expectations are unrelated." }, { - "left": "pull_request:47035", - "right": "pull_request:47175", + "left": "pull_request:43451", + "right": "pull_request:47143", + "accept": false, + "reason": "Molmo2 and NeuCodec are distinct model additions." + }, + { + "left": "pull_request:43451", + "right": "pull_request:47189", + "accept": false, + "reason": "Model support work and TrainingArguments epsilon validation are unrelated." + }, + { + "left": "pull_request:43451", + "right": "pull_request:47191", + "accept": false, + "reason": "Molmo2 model support and weight_decay validation are unrelated." + }, + { + "left": "pull_request:43451", + "right": "pull_request:47163", + "accept": false, + "reason": "Molmo2 model support and paged-attention XPU tests are unrelated." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 1, + "component_count": 33, + "review_unit_index": 3, + "review_unit_count": 3, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-40546-51", + "nodes": [ + "pull_request:43451", + "pull_request:47003", + "pull_request:47034", + "pull_request:47035", + "pull_request:47096", + "pull_request:47143", + "pull_request:47166", + "pull_request:47180", + "pull_request:47184", + "pull_request:47188", + "pull_request:47189", + "pull_request:47191" + ], + "soft_pairs": [ + "pull_request:43451|pull_request:47188", + "pull_request:43451|pull_request:47096", + "pull_request:43451|pull_request:47003", + "pull_request:47003|pull_request:47096", + "pull_request:43451|pull_request:47034", + "pull_request:43451|pull_request:47180", + "pull_request:47034|pull_request:47096", + "pull_request:47096|pull_request:47180", + "pull_request:43451|pull_request:47166", + "pull_request:47096|pull_request:47166", + "pull_request:43451|pull_request:47184", + "pull_request:43451|pull_request:47035", + "pull_request:47003|pull_request:47034", + "pull_request:47003|pull_request:47180", + "pull_request:47096|pull_request:47189", + "pull_request:47096|pull_request:47191", + "pull_request:47003|pull_request:47189", + "pull_request:47003|pull_request:47191", + "pull_request:47180|pull_request:47189", + "pull_request:47096|pull_request:47143", + "pull_request:47003|pull_request:47143" + ], + "prepared_review_unit_hash": "eb7e9fccedf1c59188f37004fbb9dc16f80a944cd53627d9517b61da68dd93b5", + "component_budget": { + "node_count": 51, + "item_count": 51, + "soft_pair_count": 158, + "serialized_chars": 182588, + "estimated_input_tokens": 45647, + "estimated_eval_tokens": 91550 + }, + "budget": { + "node_count": 12, + "item_count": 12, + "soft_pair_count": 21, + "serialized_chars": 30984, + "estimated_input_tokens": 7746, + "estimated_eval_tokens": 15748 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is a grab-bag of unrelated PRs: new model additions (Molmo2, NeuCodec), exporter work (OpenVINO, Kimi exportability), Neuron/Trainium training changes, a Bark device-offload fix, test-only updates, and separate validation guards. I don\u2019t see any pair that is the same concrete bug or 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:43451", + "right": "pull_request:47188", "accept": false, - "reason": "Neuron torch.compile backend default vs Olmo3 CI test values; unrelated." + "reason": "Different model additions: Molmo2 support vs ViT config validation." }, { "left": "pull_request:43451", "right": "pull_request:47096", "accept": false, - "reason": "Molmo2 model support vs exportable kimi; no common code-path bug." + "reason": "Molmo2 model implementation/docs vs exportability fixes for Kimi K2.5." }, { "left": "pull_request:43451", "right": "pull_request:47003", "accept": false, - "reason": "Molmo2 model support vs OpenVINO exporter; unrelated." + "reason": "Molmo2 model addition vs OpenVINO exporter feature work." }, { "left": "pull_request:47003", "right": "pull_request:47096", "accept": false, - "reason": "Both are exporter-related, but they solve different problems and would not merge as one PR." + "reason": "Both touch exporters, but one adds OpenVINO exporter support and the other adjusts export paths for Kimi; different changes and code paths." }, { "left": "pull_request:43451", "right": "pull_request:47034", "accept": false, - "reason": "Molmo2 model support vs Neuron SFT experiment; unrelated." + "reason": "Molmo2 model support is unrelated to the Trainium LoRA finetuning script changes." }, { "left": "pull_request:43451", "right": "pull_request:47180", "accept": false, - "reason": "Molmo2 model support vs Bark offload fix; different areas." + "reason": "Molmo2 model addition vs Bark CPU-offload device mismatch fix." }, { "left": "pull_request:47034", "right": "pull_request:47096", "accept": false, - "reason": "Neuron SFT experiment and exportable kimi are unrelated." + "reason": "Trainium finetuning workflow vs model exportability fixes; not the same bug/change." }, { "left": "pull_request:47096", "right": "pull_request:47180", "accept": false, - "reason": "Exportable kimi vs Bark CPU-offload fix; different code paths." + "reason": "Exporter changes vs Bark runtime offload fix; different subsystems and failure modes." }, { "left": "pull_request:43451", "right": "pull_request:47166", "accept": false, - "reason": "Molmo2 model support vs quantization test extensions; unrelated." + "reason": "Molmo2 model addition vs quantization test updates for GPTQ/MXFP4." }, { "left": "pull_request:47096", "right": "pull_request:47166", "accept": false, - "reason": "Exportable kimi changes are unrelated to GPTQ/MXFP4 test updates." + "reason": "Exporter code vs quantization test-only changes; no shared concrete fix." + }, + { + "left": "pull_request:43451", + "right": "pull_request:47184", + "accept": false, + "reason": "Molmo2 support vs test harness updates for Qwen3-Next/VideOMT." + }, + { + "left": "pull_request:43451", + "right": "pull_request:47035", + "accept": false, + "reason": "Molmo2 model addition vs torch.compile backend defaulting to neuron." }, { "left": "pull_request:47003", "right": "pull_request:47034", "accept": false, - "reason": "OpenVINO exporter work and Neuron SFT experiment do not fix the same problem." + "reason": "OpenVINO exporter feature vs Neuron training script; same broad hardware theme, but not the same change." }, { "left": "pull_request:47003", "right": "pull_request:47180", "accept": false, - "reason": "OpenVINO exporter support vs Bark device mismatch fix; unrelated." + "reason": "OpenVINO exporter work is unrelated to Bark\u2019s CPU offload bug." }, { - "left": "pull_request:47003", - "right": "pull_request:47166", + "left": "pull_request:47096", + "right": "pull_request:47189", "accept": false, - "reason": "OpenVINO exporter support vs quantization test updates; different concerns." + "reason": "Exporter plumbing vs a new adam_epsilon validation check in TrainingArguments." }, { "left": "pull_request:47096", - "right": "pull_request:47143", + "right": "pull_request:47191", "accept": false, - "reason": "Exportable kimi and NeuCodec are unrelated PRs." + "reason": "Exporter plumbing vs a separate weight_decay validation check in TrainingArguments." }, { "left": "pull_request:47003", - "right": "pull_request:47143", + "right": "pull_request:47189", "accept": false, - "reason": "OpenVINO exporter support vs NeuCodec model support; different scopes." + "reason": "OpenVINO exporter feature and adam_epsilon validation are unrelated." }, { - "left": "pull_request:47096", - "right": "pull_request:47163", + "left": "pull_request:47003", + "right": "pull_request:47191", "accept": false, - "reason": "Exportable kimi vs XPU paged-attention tests; no shared underlying bug." + "reason": "OpenVINO exporter feature and weight_decay validation are unrelated." }, { - "left": "pull_request:47003", - "right": "pull_request:47163", + "left": "pull_request:47180", + "right": "pull_request:47189", "accept": false, - "reason": "OpenVINO exporter work is unrelated to paged-attention XPU test additions." + "reason": "Bark offload runtime fix vs TrainingArguments validation." }, { - "left": "pull_request:47143", - "right": "pull_request:47180", + "left": "pull_request:47096", + "right": "pull_request:47143", "accept": false, - "reason": "NeuCodec model support vs Bark semantic offload bug; different changes." + "reason": "Kimi exporter work vs NeuCodec model support; different models and code paths." + }, + { + "left": "pull_request:47003", + "right": "pull_request:47143", + "accept": false, + "reason": "OpenVINO exporter work vs NeuCodec model addition; not the same underlying change." } ] }, @@ -23313,7 +23557,7 @@ { "label": "pull_request", "component_index": 2, - "component_count": 32, + "component_count": 33, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -23329,7 +23573,7 @@ "soft_pairs": [ "pull_request:40755|pull_request:41224" ], - "prepared_review_unit_hash": "f9d9358646802396398e7b0a62e84951902219ed2050e687c3ceca5e4d79ed0c", + "prepared_review_unit_hash": "ae3bd69d2a0f7b796c69845acf5b77148717785e7bd366c4f78fee41b27b5284", "component_budget": { "node_count": 2, "item_count": 2, @@ -23351,18 +23595,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These PRs are unrelated feature additions in different model families (TimesFM covariate forecasting vs DINOv3 image classification), so they should not be treated as duplicates.", - "confidence": 0.99, + "summary": "These pull requests are not duplicates: one adds TimesFM covariate forecasting support, the other adds DINOv3 image-classification support. The shared similarity is only superficial (both expand model capabilities/docs/tests).", + "confidence": 0.97, "canonical_issue_reason": null, - "canonical_pr_reason": "No canonical PR for duplication: the changes target different codepaths and user-facing features. If a representative must be chosen, PR 41224 is the more focused and self-contained change.", + "canonical_pr_reason": null, "best_issue_reason": null, - "best_pr_reason": "PR 41224 is the better representative because it is a narrow, concrete feature addition with a clear image-classification path and smaller scope; PR 40755 is a separate, broader forecasting feature.", + "best_pr_reason": "PR 41224 is the stronger standalone representative: it targets one concrete code path (DINOv3 image classification) with aligned model, auto-model, and test changes. PR 40755 is also valid, but it is a different feature area and not a duplicate of 41224.", "soft_edge_verdicts": [ { "left": "pull_request:40755", "right": "pull_request:41224", "accept": false, - "reason": "Different model families and capabilities (TimesFM forecasting with covariates vs DINOv3 image classification support); no shared bug/change and they are not plausibly mergeable into one PR." + "reason": "Different models and different behaviors: TimesFM covariate forecasting vs DINOv3 image classification. No shared underlying bug or mergeable single fix." } ] }, @@ -23376,7 +23620,7 @@ { "label": "pull_request", "component_index": 3, - "component_count": 32, + "component_count": 33, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -23439,7 +23683,7 @@ { "label": "pull_request", "component_index": 4, - "component_count": 32, + "component_count": 33, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -23481,154 +23725,154 @@ "pull_request:43823|pull_request:45213", "pull_request:43251|pull_request:43254" ], - "prepared_review_unit_hash": "41503914496034fa80cf7cf1036df7fced267c8367c4b06bc22d1adff8b95640", + "prepared_review_unit_hash": "5354934a3cf4a99d7beb2db1b62ab800e389f03f08c5ccc3cd053d1f3de080f7", "component_budget": { "node_count": 12, "item_count": 12, "soft_pair_count": 17, - "serialized_chars": 31599, - "estimated_input_tokens": 7900, - "estimated_eval_tokens": 16056 + "serialized_chars": 31602, + "estimated_input_tokens": 7901, + "estimated_eval_tokens": 16058 }, "budget": { "node_count": 12, "item_count": 12, "soft_pair_count": 17, - "serialized_chars": 31599, - "estimated_input_tokens": 7900, - "estimated_eval_tokens": 16056 + "serialized_chars": 31602, + "estimated_input_tokens": 7901, + "estimated_eval_tokens": 16058 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Mostly unrelated pull requests with one clear duplicate pair: two competing fixes for `fixed_cross_entropy` adding `weight`/`label_smoothing` support. The rest touch different models, refactors, tests, or infrastructure and should not be merged together.", - "confidence": 0.96, + "summary": "This cluster is mostly unrelated PRs with broad lexical similarity. The only true duplicate-style pair is the two `fixed_cross_entropy` patches, which implement the same concrete fix for issue #43240. All other pairs are false positives: same subsystem at most, but different code paths, different models, or different changes.", + "confidence": 0.93, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 43251 is the better canonical representative for the loss fix: it directly targets issue #43240, extends `nn.functional.cross_entropy` with the needed kwargs, and is the more explicit/complete patch for the same code path.", + "canonical_pr_reason": "PR #43251 is the best canonical PR: it has the clearest problem statement via explicit issue link #43240, and its change is a concrete, self-contained fix in `fixed_cross_entropy` that passes supported kwargs through to `nn.functional.cross_entropy`.", "best_issue_reason": null, - "best_pr_reason": "PR 43251 is the best overall representative because it is a concrete bug fix with an explicit linked issue and the cleanest implementation of the shared `fixed_cross_entropy` change.", + "best_pr_reason": "PR #43251 is the strongest standalone representative of the cluster because it addresses a specific bug with a direct issue target and a precise code-path fix; the rest are either unrelated model work, tests, or broad refactors.", "soft_edge_verdicts": [ { "left": "pull_request:41855", "right": "pull_request:43424", "accept": false, - "reason": "Different features: Mistral tokenizer method additions vs. Executorch dynamic-shape export testing. No shared bug or code path." + "reason": "Both touch tokenizer/export-related topics only in a very broad sense; one adds missing Mistral tokenizer methods, the other adds dynamic-shape executorch tests. Different code paths and different changes." }, { "left": "pull_request:41855", "right": "pull_request:43823", "accept": false, - "reason": "Unrelated areas: tokenizer API gaps vs. adding a new MobileLLM model. Same broad repo, different change." + "reason": "Tokenizer utility additions vs adding a new MobileLLM model. No shared bug or mergeable change." }, { "left": "pull_request:42668", "right": "pull_request:43823", "accept": false, - "reason": "Processor robustness fixes for existing models vs. introducing a new model package. Not the same underlying change." + "reason": "Both are model/processor related, but they fix different pretrained-loading and model-addition concerns in unrelated components." }, { "left": "pull_request:43251", "right": "pull_request:43823", "accept": false, - "reason": "Loss-function kwargs fix vs. new model addition; no overlap in bug or implementation path." + "reason": "`fixed_cross_entropy` kwargs plumbing is unrelated to introducing MobileLLM model files and configs." }, { "left": "pull_request:43251", "right": "pull_request:44827", "accept": false, - "reason": "Both are small fixes, but one is cross-entropy kwargs support and the other is Mistral4 test/model work. Different code paths." + "reason": "Both are framework changes, but one is a loss helper fix and the other is Mistral4 model/test work; no same underlying bug." }, { "left": "pull_request:43424", "right": "pull_request:44827", "accept": false, - "reason": "Executorch dynamic export test vs. Mistral4 model/test changes. No same underlying bug." + "reason": "Executorch dynamic-shape export tests are unrelated to Mistral4 model fixes." }, { "left": "pull_request:43424", "right": "pull_request:43823", "accept": false, - "reason": "Test-only export coverage vs. model introduction. Not duplicate work." + "reason": "Dynamic-shape export testing does not match new-model scaffolding; only broad model-related overlap." }, { "left": "pull_request:43823", "right": "pull_request:45655", "accept": false, - "reason": "New MobileLLM model code vs. class config resolution ordering fix. Different subsystems and failure modes." + "reason": "Adding MobileLLM is unrelated to fixing `cls.config` resolution order." }, { "left": "pull_request:43823", "right": "pull_request:43995", "accept": false, - "reason": "New model implementation vs. Falcon output-collection refactor. Not the same bug or feature." + "reason": "New model addition vs Falcon output-capture refactor; different model families and code paths." }, { "left": "pull_request:43823", "right": "pull_request:45213", "accept": false, - "reason": "New model addition vs. tooling/skill changes for model creation. Different artifacts and purposes." + "reason": "MobileLLM model work is unrelated to the model-creation skill/documentation PR." }, { - "left": "pull_request:43995", + "left": "pull_request:43823", "right": "pull_request:45655", "accept": false, - "reason": "Falcon forward/refactor work and config resolution order are unrelated." + "reason": "No shared underlying bug: one adds a model, the other changes subclass config resolution logic." + }, + { + "left": "pull_request:43995", + "right": "pull_request:44827", + "accept": false, + "reason": "Falcon output collection refactor is unrelated to Mistral4 test fixes." }, { "left": "pull_request:43995", "right": "pull_request:45213", "accept": false, - "reason": "Model-specific refactor vs. repository skill/docs scaffolding. No shared code path." + "reason": "Falcon model refactor vs model-creation skill/docs; no same concrete change." }, { "left": "pull_request:44827", "right": "pull_request:45170", "accept": false, - "reason": "Mistral4 test/model changes vs. CLIP-like `layrnorm` rename mapping. Different models and fixes." + "reason": "Mistral4 test/model work and `layrnorm` normalization rename are different bugs/changes, despite both touching model code." }, { "left": "pull_request:44827", "right": "pull_request:45213", "accept": false, - "reason": "Mistral4 model/tests vs. new-model creation skill. Not duplicative." + "reason": "Mistral4 test fixes are unrelated to the model-creation skill PR." }, { "left": "pull_request:44827", "right": "pull_request:45655", "accept": false, - "reason": "Mistral4 changes vs. config resolution fix. Different underlying issues." + "reason": "Mistral4 tests/model code and `config` resolution ordering are different issues." }, { "left": "pull_request:44827", "right": "pull_request:46048", "accept": false, - "reason": "Mistral4 tests/modeling vs. TDT loss kernel integration. Separate domains and code paths." + "reason": "Mistral4 testing/model changes are unrelated to adding the TDT loss kernel integration." }, { "left": "pull_request:43823", - "right": "pull_request:45655", - "accept": false, - "reason": "New model addition vs. config resolution ordering fix. No mergeable common change." - }, - { - "left": "pull_request:44827", "right": "pull_request:45213", "accept": false, - "reason": "Mistral4 model/test work vs. model-creation skill/docs scaffolding. Different intent and implementation." + "reason": "New model implementation and a model-creation skill PR are not the same code-path fix." }, { "left": "pull_request:43251", "right": "pull_request:43254", "accept": true, - "reason": "Both patch the same `fixed_cross_entropy` function for the same bug: forwarding supported kwargs to `nn.functional.cross_entropy` on issue #43240. They could be merged into one PR." + "reason": "These are effectively the same fix in `src/transformers/loss/loss_utils.py`: both add `weight` and `label_smoothing` support to `fixed_cross_entropy` for issue #43240, with only minor signature/keyword handling differences." } ] }, "evaluator_result": { "accept": true, - "feedback": "The summary is grounded in the packet, and the soft-edge judgments are conservative overall. The only accepted pair, PR 43251 vs 43254, is well supported: both modify the same `fixed_cross_entropy` function, target the same issue #43240, and are clearly mergeable as one bugfix PR. The remaining pairs are reasonably characterized as different model additions, refactors, tests, or tooling changes rather than the same bugfix." + "feedback": "The summary is grounded in the packet and stays conservative. The only accepted soft-edge pair, PR #43251 vs #43254, is a credible duplicate-style same-bugfix pair on `fixed_cross_entropy` / `loss_utils.py` with shared issue target #43240. The other pairwise rejections are appropriately cautious and the reasons do not overclaim shared bugs or mergeability." }, "evaluator_used": true, "retried": false, @@ -23639,7 +23883,7 @@ { "label": "pull_request", "component_index": 5, - "component_count": 32, + "component_count": 33, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -23655,7 +23899,7 @@ "soft_pairs": [ "pull_request:42975|pull_request:42976" ], - "prepared_review_unit_hash": "755972d1994b117780901faee9b3105a1a9ff936bd039f956fcf13f23b4448b3", + "prepared_review_unit_hash": "b95f2a2b785e2892d8c44cf995d6b137460273fc229d76e5e6225bfcd29d9fc1", "component_budget": { "node_count": 2, "item_count": 2, @@ -23677,18 +23921,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These are two separate GitHub Actions maintenance PRs. They overlap in workflow files and both bump action versions, but they target different actions and different upgrade goals, so they should not be treated as duplicates.", - "confidence": 0.95, + "summary": "These are two separate GitHub Actions maintenance PRs with overlapping workflow files but different actual changes: one upgrades core actions for Node 24 compatibility, the other bumps docker/build-push-action and related actions to newer versions. They are not the same underlying change.", + "confidence": 0.96, "canonical_issue_reason": null, - "canonical_pr_reason": "PR #42975 is the more specific and representative workflow-maintenance change: it focuses on Node 24 compatibility and updates core actions like checkout/cache/upload-artifact across many workflows.", + "canonical_pr_reason": null, "best_issue_reason": null, - "best_pr_reason": "PR #42975 is the better cluster anchor because its title and scope are clearer, and it covers the broader cross-workflow compatibility update rather than a narrower action-version bump.", + "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "pull_request:42975", "right": "pull_request:42976", "accept": false, - "reason": "Both are workflow action upgrades, but they change different action families for different purposes (Node 24 compatibility vs docker/build-push-action version bumps). They overlap in files, not in the same underlying fix, so they should not be merged as duplicates." + "reason": "Both touch workflow files, but they update different actions for different goals. 42975 is a Node 24 compatibility sweep for checkout/cache/upload-artifact; 42976 is a broader latest-version upgrade centered on docker/build-push-action and other workflow actions. They are not one mergeable PR fixing the same code-path problem." } ] }, @@ -23702,7 +23946,7 @@ { "label": "pull_request", "component_index": 6, - "component_count": 32, + "component_count": 33, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -23723,58 +23967,58 @@ "pull_request:43448|pull_request:45490", "pull_request:45490|pull_request:46562" ], - "prepared_review_unit_hash": "360ee6094a49d55115a1f0e17e2ff32acae9bd83673687420aa95d7e1825a17f", + "prepared_review_unit_hash": "28968c77e67a582d7416c68c527866c9e22e589a2ca3af526cc95e8ba8b4af0f", "component_budget": { "node_count": 4, "item_count": 4, "soft_pair_count": 4, - "serialized_chars": 13042, - "estimated_input_tokens": 3261, - "estimated_eval_tokens": 6778 + "serialized_chars": 13046, + "estimated_input_tokens": 3262, + "estimated_eval_tokens": 6780 }, "budget": { "node_count": 4, "item_count": 4, "soft_pair_count": 4, - "serialized_chars": 13042, - "estimated_input_tokens": 3261, - "estimated_eval_tokens": 6778 + "serialized_chars": 13046, + "estimated_input_tokens": 3262, + "estimated_eval_tokens": 6780 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These are four unrelated model-addition pull requests that only overlap on common scaffolding files (docs, auto mappings, repo checks). They are not duplicates of the same underlying change.", - "confidence": 0.96, + "summary": "All four PRs are separate model-addition integrations with similar boilerplate, not duplicates of the same bug or code change.", + "confidence": 0.98, "canonical_issue_reason": null, - "canonical_pr_reason": null, + "canonical_pr_reason": "No canonical PR: ViT NEPA, Molmo, CTSM, and Step3p7 are distinct model additions with different files, configs, processors, and tests.", "best_issue_reason": null, - "best_pr_reason": "No PR in this set cleanly represents the others; if one must be picked, 46562 is the most feature-complete and highest-activity model-addition PR, but it is still distinct from the others rather than a duplicate canonical.", + "best_pr_reason": "No single PR is a good global representative because these are unrelated model implementations rather than alternate fixes for one concrete problem.", "soft_edge_verdicts": [ { "left": "pull_request:42978", "right": "pull_request:43448", "accept": false, - "reason": "Different model integrations (ViT NEPA vs Molmo); shared docs/auto-registration files are boilerplate overlap, not the same change." + "reason": "Different model additions (ViT NEPA vs Molmo) with different model codepaths and artifacts; overlap in auto/docs boilerplate is not enough." }, { "left": "pull_request:42978", "right": "pull_request:45490", "accept": false, - "reason": "Different model additions for separate architectures; no shared concrete bug or code path." + "reason": "ViT NEPA and CTSM are unrelated model integrations; they share only generic framework registration/docs files, not the same underlying change." }, { "left": "pull_request:43448", "right": "pull_request:45490", "accept": false, - "reason": "Molmo and CTSM are unrelated model implementations; overlap is only in generic registration/docs files." + "reason": "Molmo and CTSM are separate model implementations with different configs, processors, and tests; not the same bug or feature." }, { "left": "pull_request:45490", "right": "pull_request:46562", "accept": false, - "reason": "CTSM and Step3p7 target different models/code paths; they are not plausibly mergeable as one fix." + "reason": "Both add new models, but CTSM and Step3p7 are different architectures and code paths; this is boilerplate similarity, not a mergeable duplicate PR." } ] }, @@ -23788,7 +24032,7 @@ { "label": "pull_request", "component_index": 7, - "component_count": 32, + "component_count": 33, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -23823,7 +24067,7 @@ "pull_request:46539|pull_request:46922", "pull_request:46886|pull_request:46922" ], - "prepared_review_unit_hash": "65cac9393de17ca9778dbc9a8df9703f7a49427fc16fb8abb30e7aa2d3335ff4", + "prepared_review_unit_hash": "a2b1a25e02d053025612612a3a2a0720d719d5cc3201c758527666138ba59781", "component_budget": { "node_count": 7, "item_count": 7, @@ -23845,108 +24089,108 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "This cluster is mostly a set of unrelated PRs: Whisper test/tokenization changes, a CLIP/ViT test-only fix, an FP8 dequant/loading fix, a generation/watermarking validation fix, CI infrastructure changes for Phimoe, and two YOLOS device-map fixes. The only strong duplicate-like pair is the two YOLOS PRs, which target the same device-mismatch bug path in the same model.", - "confidence": 0.95, + "summary": "This cluster is mostly a set of unrelated PRs that only share superficial theme similarity. The only true duplicate-looking pair is the YOLOS device-mismatch fixes: PR #46886 and PR #46922 both target the same issue and same model file, with #46922 extending the same fix path.", + "confidence": 0.92, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 46886 is the clearest representative of the YOLOS bug: it has an explicit issue target, a precise title, and a focused fix in the YOLOS model file.", + "canonical_pr_reason": "PR #46922 is the better cluster representative for the accepted duplicate pair because it fixes the concrete YOLOS device-mismatch path more completely (the forward-device placement plus the no-split-module change) and directly targets issue 46869.", "best_issue_reason": null, - "best_pr_reason": "PR 46886 is the best single representative in the cluster because it directly addresses a concrete bug with explicit issue linkage and minimal scope.", + "best_pr_reason": "PR #46922 is the best standalone PR in this cluster: it addresses a specific, reproducible YOLOS device_map='auto' bug with a concrete code-path fix. The other PRs are either unrelated or too broad/test-only to serve as a cluster representative.", "soft_edge_verdicts": [ { "left": "pull_request:43291", "right": "pull_request:43665", "accept": false, - "reason": "Whisper tokenization/test work vs CLIP/ViT test-only edits; different models and different bug/change scope." + "reason": "Both are small test-oriented PRs with generic titles and no shared bug or concrete code path; similarity is only superficial." }, { "left": "pull_request:43291", "right": "pull_request:44815", "accept": false, - "reason": "Whisper decode tests vs FP8 dequant/loading logic; unrelated subsystems and no shared concrete bug." + "reason": "Whisper test cleanup vs. FP8 dequant fix are unrelated code paths and different subsystems." }, { "left": "pull_request:43291", "right": "pull_request:46380", "accept": false, - "reason": "Whisper tokenizer changes vs generation watermarking validation; unrelated code paths." + "reason": "Whisper tokenizer/test changes and generation watermarking changes are unrelated." }, { "left": "pull_request:43291", "right": "pull_request:46922", "accept": false, - "reason": "Whisper tokenizer fix vs YOLOS device-mismatch fix; different model and different failure mode." + "reason": "Whisper test/tokenization work is unrelated to the YOLOS device-mismatch fix." }, { "left": "pull_request:43665", - "right": "pull_request:44815", + "right": "pull_request:46539", "accept": false, - "reason": "Both are small, but one is test-only edits and the other is an FP8 kernel/loading fix; not the same underlying issue." + "reason": "Generic CLIP/ViT test edits are not the same bug as the Phimoe integration test fix." }, { "left": "pull_request:43665", - "right": "pull_request:46380", + "right": "pull_request:44815", "accept": false, - "reason": "Unrelated test-only model edits vs generation config validation changes." + "reason": "These touch unrelated areas: model tests vs. FP8 quantization/loading internals." }, { "left": "pull_request:43665", - "right": "pull_request:46539", + "right": "pull_request:46380", "accept": false, - "reason": "CLIP/ViT test tweaks are unrelated to Phimoe CI/integration-test environment changes." + "reason": "Test-only PRs for different models versus generation configuration behavior; no shared underlying defect." }, { "left": "pull_request:43665", "right": "pull_request:46922", "accept": false, - "reason": "Different models and different bug class; test-only edits are not the same as YOLOS device placement fixes." + "reason": "Generic test changes are unrelated to the YOLOS runtime device placement bug." }, { "left": "pull_request:44815", "right": "pull_request:46539", "accept": false, - "reason": "FP8 dequant/loading fix vs CI runner memory/device-map setup for Phimoe; unrelated." + "reason": "FP8 dequant/loading changes and Phimoe CI/device-map test fixes are different problems and code paths." }, { "left": "pull_request:44815", "right": "pull_request:46380", "accept": false, - "reason": "FP8 quantization/loading logic vs generation watermarking validation; no shared concrete code-path problem." + "reason": "Different subsystems: quantization/loading vs. generation config validation." }, { "left": "pull_request:44815", "right": "pull_request:46922", "accept": false, - "reason": "Different models and distinct runtime bugs: FP8 dequantization vs YOLOS device mismatch." + "reason": "No concrete overlap beyond both touching model internals; the bugs are unrelated." }, { "left": "pull_request:46380", "right": "pull_request:46539", "accept": false, - "reason": "Generation configuration validation vs CI infrastructure/test environment changes are unrelated." + "reason": "Generation watermarking validation and Phimoe integration-test CI fixes are unrelated." }, { "left": "pull_request:46380", "right": "pull_request:46922", "accept": false, - "reason": "Watermarking/generation config fix is unrelated to YOLOS device-map behavior." + "reason": "Different models and different failure modes; no same underlying bug." }, { "left": "pull_request:46539", "right": "pull_request:46922", "accept": false, - "reason": "Phimoe integration-test CI fixes do not match the YOLOS model device-placement bug." + "reason": "Phimoe CI memory/device-map setup is unrelated to YOLOS mid-position embedding device placement." }, { "left": "pull_request:46886", "right": "pull_request:46922", "accept": true, - "reason": "Both target the same YOLOS device-mismatch issue in the same file and around the same device_map='auto' failure mode; they look like overlapping fixes for the same underlying bug." + "reason": "Both PRs fix the same YOLOS device-mismatch issue behind issue 46869 in the same file; #46922 is a fuller version of the same concrete change path." } ] }, "evaluator_result": { "accept": true, - "feedback": "The summary is grounded in the packet and stays conservative about the mostly unrelated PRs. The only accepted pair, 46886/46922, is defensible because both touch the same YOLOS model file and share the same issue target, so they look mergeable into a single bugfix PR." + "feedback": "The analysis is grounded in the packet. The unrelated PR pair rejections are conservative and supported by the diffs/titles, and the only accepted duplicate-looking pair (#46886/#46922) is justified by the shared issue target and same YOLOS file, with #46922 clearly adding the extra forward-device fix on top of the same path." }, "evaluator_used": true, "retried": false, @@ -23957,7 +24201,7 @@ { "label": "pull_request", "component_index": 8, - "component_count": 32, + "component_count": 33, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -23976,52 +24220,52 @@ "pull_request:43488|pull_request:43532", "pull_request:43532|pull_request:46747" ], - "prepared_review_unit_hash": "89a5e3805a3d8f40eab140eb8b9733976f4f4b7d117c920df8b5e410ce294083", + "prepared_review_unit_hash": "43e64d2f933caa6bd2e97783049dd891fa82238a14466c1ed0297ad8c64c1a8f", "component_budget": { "node_count": 3, "item_count": 3, "soft_pair_count": 3, - "serialized_chars": 6348, - "estimated_input_tokens": 1587, - "estimated_eval_tokens": 3430 + "serialized_chars": 6349, + "estimated_input_tokens": 1588, + "estimated_eval_tokens": 3432 }, "budget": { "node_count": 3, "item_count": 3, "soft_pair_count": 3, - "serialized_chars": 6348, - "estimated_input_tokens": 1587, - "estimated_eval_tokens": 3430 + "serialized_chars": 6349, + "estimated_input_tokens": 1588, + "estimated_eval_tokens": 3432 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "All three artifacts are unrelated non-merge test PRs that touch different code paths: packaging/dependency setup, CI/comment workflow plumbing, and a PR security-gate workflow. The shared \"don't merge\" theme is not enough to treat any pair as duplicates.", + "summary": "All three PRs are unrelated \"don't merge\"/test changes: one tweaks setup/dependency metadata, one rewires multiple CI/comment workflows and helpers, and one changes the PR security-gate workflow trigger. No duplicate pair is strong enough to merge together.", "confidence": 0.96, "canonical_issue_reason": null, - "canonical_pr_reason": "pull_request:46747 is the cleanest single-purpose change: it only switches the PR CI security gate workflow trigger from pull_request_target to pull_request. The other PRs are broader and mix unrelated workflow/test/setup edits.", + "canonical_pr_reason": null, "best_issue_reason": null, - "best_pr_reason": "pull_request:46747 is the best representative of the cluster because it is the most self-contained, concrete workflow change with the narrowest scope.", + "best_pr_reason": "PR 43532 is the most representative of the cluster only by breadth: it touches several CI/testing-related files, but it is still not a duplicate of the other two PRs.", "soft_edge_verdicts": [ { "left": "pull_request:43488", "right": "pull_request:46747", "accept": false, - "reason": "Different changes: 43488 edits setup.py, dependency tables, and a Vit test; 46747 only changes the security-gate workflow trigger. No shared underlying bug or code path." + "reason": "Different changes and code paths: setup.py/dependency/version/test-bot formatting versus a workflow trigger change for the PR security gate." }, { "left": "pull_request:43488", "right": "pull_request:43532", "accept": false, - "reason": "43488 is about package/setup metadata and a test tweak, while 43532 rewrites multiple CI workflows and testing utilities. They are not the same fix and would not merge into one PR cleanly." + "reason": "Unrelated modifications: package metadata/dependencies and a Vit test versus CI/workflow and notification plumbing." }, { "left": "pull_request:43532", "right": "pull_request:46747", "accept": false, - "reason": "43532 targets comment-driven CI and notification/testing plumbing across several files; 46747 is a separate workflow trigger change for the PR security gate. Different mechanisms and different failure modes." + "reason": "Both touch workflows, but they fix different concerns in different files: self-comment/comment CI behavior versus the PR security-gate trigger." } ] }, @@ -24035,7 +24279,7 @@ { "label": "pull_request", "component_index": 9, - "component_count": 32, + "component_count": 33, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -24051,12 +24295,12 @@ "soft_pairs": [ "pull_request:43612|pull_request:43613" ], - "prepared_review_unit_hash": "a6cabbc9052e462c360b449153dd8384ae9852c2f7a0e6c8703a65fe69cf2a68", + "prepared_review_unit_hash": "7e267b42d29890470c4a9f0b2e351235d00806bcd2f92dcc047050d9b49ec5d1", "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 }, @@ -24064,7 +24308,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 6083, + "serialized_chars": 6081, "estimated_input_tokens": 1521, "estimated_eval_tokens": 3298 }, @@ -24073,18 +24317,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These are two related but distinct feature PRs: one adds Promptable Concept Segmentation, the other adds Promptable Visual Segmentation. They share pipeline/docs scaffolding, but they target different tasks, models, and test suites, so they should not be deduplicated.", - "confidence": 0.96, + "summary": "These are two related-but-distinct feature PRs: one adds a Promptable Concept Segmentation pipeline, the other adds a Promptable Visual Segmentation pipeline. They share infrastructure and docs patterns, but they target different pipelines and different model/code paths, so they should not be deduplicated.", + "confidence": 0.95, "canonical_issue_reason": null, - "canonical_pr_reason": "No canonical PR: 43612 and 43613 implement different segmentation features and do not fix the same underlying code-path problem.", + "canonical_pr_reason": "No canonical PR: the changes implement different pipelines for different segmentation tasks, not the same underlying fix or feature.", "best_issue_reason": null, - "best_pr_reason": "PR 43613 is the broader feature addition and a slightly better representative of the cluster, but it is still not a duplicate of PR 43612.", + "best_pr_reason": "PR 43613 is the stronger representative only because it is the broader visual-segmentation implementation with more model/test coverage, but it is not a substitute for 43612.", "soft_edge_verdicts": [ { "left": "pull_request:43612", "right": "pull_request:43613", "accept": false, - "reason": "Different tasks and code paths: promptable concept segmentation vs promptable visual segmentation. Shared pipeline/documentation plumbing is not enough to treat them as one change." + "reason": "Same general area (pipeline/docs scaffolding), but they add different concrete features: concept segmentation vs visual segmentation. The model integrations, filenames, and task docs differ enough that they would not plausibly merge into one PR." } ] }, @@ -24098,7 +24342,7 @@ { "label": "pull_request", "component_index": 10, - "component_count": 32, + "component_count": 33, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -24114,12 +24358,12 @@ "soft_pairs": [ "pull_request:43651|pull_request:43663" ], - "prepared_review_unit_hash": "6f405838453e85a04d771ff93605383ee302e5915c82cdbd3fbb0affe022d3d4", + "prepared_review_unit_hash": "3a5d0033bf6abe92e45e91cc67530c2c48c82ebf5ecb988bc11f66b1c5d9b5e9", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 4292, + "serialized_chars": 4291, "estimated_input_tokens": 1073, "estimated_eval_tokens": 2402 }, @@ -24127,7 +24371,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 4292, + "serialized_chars": 4291, "estimated_input_tokens": 1073, "estimated_eval_tokens": 2402 }, @@ -24136,18 +24380,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Two independent PRs in `src/transformers/trainer.py`: one adds a hook for gradient-accumulation loss scaling, the other refactors signature-column filtering for custom trainers. They touch the same file but address different code paths and are not duplicates.", - "confidence": 0.97, + "summary": "These are two separate Trainer extensibility PRs in the same file, but they address different code paths: gradient-accumulation loss scaling vs. signature-column filtering. They should not be treated as duplicates.", + "confidence": 0.95, "canonical_issue_reason": null, "canonical_pr_reason": null, "best_issue_reason": null, - "best_pr_reason": "`pull_request:43651` is a focused, self-contained trainer change, but it is not a substitute for `pull_request:43663`; the two PRs solve different problems.", + "best_pr_reason": "43651 is the more representative trainer behavior change, but it is still distinct from 43663; there is no single canonical duplicate PR here.", "soft_edge_verdicts": [ { "left": "pull_request:43651", "right": "pull_request:43663", "accept": false, - "reason": "Different trainer extension points and different behaviors: gradient-accumulation loss scaling vs. dataloader column filtering. Shared file alone is not enough to treat them as the same change." + "reason": "Different functionality and code paths in trainer.py: one changes loss scaling during training_step, the other adds an override point for signature column filtering. They could not plausibly be merged as one duplicate PR." } ] }, @@ -24161,7 +24405,7 @@ { "label": "pull_request", "component_index": 11, - "component_count": 32, + "component_count": 33, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -24177,7 +24421,7 @@ "soft_pairs": [ "pull_request:43656|pull_request:43842" ], - "prepared_review_unit_hash": "f2f4df27cce5646943b3775efc7609be8ff1639dcf23170dc86e7a70b54a949a", + "prepared_review_unit_hash": "61b96e8269d239a70008d3d9b6f1e7cf77340df99a8e6fbb25e58d83862e7558", "component_budget": { "node_count": 2, "item_count": 2, @@ -24199,18 +24443,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These are two separate PRs in the same file that both touch TypeAdapter-related typing, but they fix different root causes: one is a typing/annotation evaluation issue, the other is a missing-import/optional-dependency issue.", - "confidence": 0.87, + "summary": "Both PRs edit `src/transformers/cli/serve.py` and involve `TypeAdapter`, but they fix different runtime typing/import problems: one is a broader annotation-evaluation cleanup, the other is specifically about avoiding a `TypeAdapter` import path when `pydantic` is absent. They are related, but not the same change.", + "confidence": 0.91, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 43842 is the cleaner representative because it targets a concrete runtime failure when pydantic is absent and confines the fix to TYPE_CHECKING/import handling.", + "canonical_pr_reason": "PR #43656 is the broader representative of the `TypeAdapter NameError in transformers CLI` theme and directly targets the serve.py annotation/runtime typing problem.", "best_issue_reason": null, - "best_pr_reason": "PR 43842 is the strongest standalone fix: it addresses a specific NameError scenario with minimal scope and without overlapping the broader annotation refactor in 43656.", + "best_pr_reason": "PR #43656 is the best single representative because it addresses the core CLI `TypeAdapter` NameError more generally, whereas #43842 is a narrower pydantic-not-installed variant.", "soft_edge_verdicts": [ { "left": "pull_request:43656", "right": "pull_request:43842", "accept": false, - "reason": "Same subsystem and similar symptom, but not the same bug: 43656 changes annotation semantics via future annotations/type hints, while 43842 fixes TypeAdapter being referenced when pydantic is not installed. They would not plausibly merge into one PR." + "reason": "Reject: they share a file and symbol, but the fixes are for different failure modes and would not naturally be merged as one PR." } ] }, @@ -24224,7 +24468,7 @@ { "label": "pull_request", "component_index": 12, - "component_count": 32, + "component_count": 33, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -24290,7 +24534,7 @@ { "label": "pull_request", "component_index": 13, - "component_count": 32, + "component_count": 33, "review_unit_index": 1, "review_unit_count": 2, "status": "reviewed", @@ -24347,16 +24591,16 @@ "pull_request:44019|pull_request:44085", "pull_request:44018|pull_request:44019", "pull_request:44019|pull_request:44071", - "pull_request:44068|pull_request:44722", "pull_request:44068|pull_request:44116", + "pull_request:44068|pull_request:44722", "pull_request:44018|pull_request:44116", "pull_request:44071|pull_request:44722", "pull_request:44018|pull_request:44085", "pull_request:44018|pull_request:44086", "pull_request:44068|pull_request:44086", "pull_request:44071|pull_request:44085", - "pull_request:44098|pull_request:44101", "pull_request:44085|pull_request:44086", + "pull_request:44098|pull_request:44101", "pull_request:44059|pull_request:44086", "pull_request:44059|pull_request:44722", "pull_request:44018|pull_request:44071", @@ -24365,13 +24609,13 @@ "pull_request:44017|pull_request:44722", "pull_request:44068|pull_request:44071", "pull_request:43997|pull_request:44073", - "pull_request:44017|pull_request:44071", "pull_request:44071|pull_request:44086", + "pull_request:44017|pull_request:44071", "pull_request:44073|pull_request:44161", "pull_request:44073|pull_request:44101", "pull_request:44059|pull_request:44071", - "pull_request:44056|pull_request:44101", "pull_request:44018|pull_request:44059", + "pull_request:44056|pull_request:44101", "pull_request:44059|pull_request:44066", "pull_request:44101|pull_request:44161", "pull_request:43997|pull_request:44017", @@ -24403,12 +24647,12 @@ "pull_request:44024|pull_request:44076", "pull_request:44073|pull_request:44074" ], - "prepared_review_unit_hash": "7119954f622170e3ad48cdaf298d57e1f27a26a08879b1e6cec6bf556bd75f60", + "prepared_review_unit_hash": "92d890c8163e5275e38630afc32bca4963eb3e164833d46a3a8e6defad109565", "component_budget": { "node_count": 28, "item_count": 28, "soft_pair_count": 76, - "serialized_chars": 84114, + "serialized_chars": 84116, "estimated_input_tokens": 21029, "estimated_eval_tokens": 42314 }, @@ -24416,45 +24660,45 @@ "node_count": 28, "item_count": 28, "soft_pair_count": 72, - "serialized_chars": 76935, - "estimated_input_tokens": 19234, - "estimated_eval_tokens": 38724 + "serialized_chars": 76938, + "estimated_input_tokens": 19235, + "estimated_eval_tokens": 38726 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "Mostly a loose output-tracing theme cluster across unrelated models. The only real duplicate subclusters are GPT-Neo (44018/44068) and GPT-J (44066/44085/44722); 44085 is best treated as a GPT-J-only near-duplicate of the broader GPT-J/CodeGen refactor, not a GPT-J/CodeGen overlap itself.", - "confidence": 0.81, + "summary": "This cluster is mostly a collection of separate standardized output-tracing refactors across many model families. There is a smaller GPT-J/CodeGen duplicate subset, and PR 44722 is the clearest representative of that subset, but the packet does not show any single family dominating the whole cluster.", + "confidence": 0.88, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 44722 is the best canonical PR because it is the most complete/latest GPT-J refactor in the duplicate subcluster and subsumes the narrower GPT-J-only variant in 44085 plus the earlier GPT-J/CodeGen variant in 44066.", + "canonical_pr_reason": "PR 44722 is the cleanest representative of the GPT-J/CodeGen subset: it covers the same GPT-J tracing refactor as 44085 and also includes the CodeGen path, so it best captures that duplicate family without implying the whole cluster is one family.", "best_issue_reason": null, - "best_pr_reason": "PR 44722 is the strongest representative of the actual duplicate cluster: same GPT-J output-tracing change family, broadest scope, and clearest endpoint for the refactor line.", + "best_pr_reason": "PR 44722 is the best global PR candidate for the GPT-J/CodeGen subset because it is the broadest version of that concrete refactor. It is representative of that subset, but not of the entire cluster.", "soft_edge_verdicts": [ { "left": "pull_request:43996", "right": "pull_request:44085", "accept": false, - "reason": "Different model families; shared issue target only." + "reason": "Different model families and different code paths; shared output-tracing theme is not enough." }, { "left": "pull_request:43996", "right": "pull_request:44044", "accept": false, - "reason": "Different model families; same output-tracing theme only." + "reason": "Both are tracing refactors, but CVT/FNet and DeBERTaV2 are unrelated implementations." }, { "left": "pull_request:44066", "right": "pull_request:44085", "accept": true, - "reason": "Same GPT-J output-tracing path; 44066 also includes CodeGen, so this is a GPT-J-only near-duplicate rather than a full duplicate." + "reason": "Same GPT-J output-tracing refactor in the same file; 44066 just also bundles the CodeGen path." }, { "left": "pull_request:44007", "right": "pull_request:44072", "accept": false, - "reason": "RegNet and EfficientNet are separate model implementations." + "reason": "RegNet and EfficientNet are separate model implementations; same refactor pattern only." }, { "left": "pull_request:44072", @@ -24466,319 +24710,409 @@ "left": "pull_request:44066", "right": "pull_request:44072", "accept": false, - "reason": "GPT-J/CodeGen and EfficientNet are unrelated model paths." + "reason": "GPT-J/CodeGen refactor versus EfficientNet refactor; different model code." }, { "left": "pull_request:44013", "right": "pull_request:44044", "accept": false, - "reason": "MobileNetV2 and DeBERTa are unrelated model paths." + "reason": "MobileNetV2 and DeBERTaV2 are unrelated model implementations." }, { "left": "pull_request:44066", "right": "pull_request:44086", "accept": false, - "reason": "GPT-J/CodeGen and MGP-STR are unrelated model families." + "reason": "GPT-J/CodeGen and MGP-STR are different concrete changes in different model code." }, { "left": "pull_request:44066", "right": "pull_request:44071", "accept": false, - "reason": "GPT-J/CodeGen and MPT are separate model implementations." + "reason": "GPT-J/CodeGen and MPT are distinct model implementations." }, { "left": "pull_request:44018", "right": "pull_request:44068", - "accept": true, - "reason": "Both are GPT-Neo output-tracing refactors on the same model file/test pair." + "accept": false, + "reason": "Same broad GPT-Neo theme, but the packet does not establish the same concrete PR-level change." }, { "left": "pull_request:44066", "right": "pull_request:44068", "accept": false, - "reason": "GPT-J/CodeGen and GPT-Neo are different model implementations." + "reason": "GPT-J/CodeGen versus GPT-Neo; similar refactor style, different code paths." }, { "left": "pull_request:44018", "right": "pull_request:44066", "accept": false, - "reason": "GPT-Neo and GPT-J/CodeGen are different concrete refactors." + "reason": "GPT-Neo and GPT-J/CodeGen are separate implementations." }, { "left": "pull_request:44019", "right": "pull_request:44722", "accept": false, - "reason": "ResNet and GPT-J/CodeGen are unrelated model families." + "reason": "ResNet output tracing is unrelated to GPT-J/CodeGen." }, { "left": "pull_request:44086", "right": "pull_request:44722", "accept": false, - "reason": "MGP-STR and GPT-J/CodeGen are unrelated model families." + "reason": "MGP-STR and GPT-J/CodeGen are different model families." }, { "left": "pull_request:44019", "right": "pull_request:44085", "accept": false, - "reason": "ResNet and GPT-J are different model paths." + "reason": "ResNet and GPT-J are unrelated code paths." }, { "left": "pull_request:44018", "right": "pull_request:44019", "accept": false, - "reason": "GPT-Neo and ResNet are unrelated implementations." + "reason": "GPT-Neo and ResNet are unrelated model refactors." }, { "left": "pull_request:44019", "right": "pull_request:44071", "accept": false, - "reason": "ResNet and MPT are unrelated model-specific refactors." + "reason": "ResNet and MPT are separate model implementations." }, { "left": "pull_request:44068", - "right": "pull_request:44722", + "right": "pull_request:44116", "accept": false, - "reason": "GPT-Neo and GPT-J/CodeGen are different models." + "reason": "GPT-Neo and Flaubert are unrelated concrete changes." }, { "left": "pull_request:44068", - "right": "pull_request:44086", + "right": "pull_request:44722", "accept": false, - "reason": "GPT-Neo and MGP-STR are unrelated code paths." + "reason": "GPT-Neo and GPT-J/CodeGen are different implementations." }, { "left": "pull_request:44018", - "right": "pull_request:44059", + "right": "pull_request:44116", "accept": false, - "reason": "GPT-Neo and GPT-2 are different model implementations." + "reason": "GPT-Neo and Flaubert are unrelated code paths." }, { "left": "pull_request:44071", "right": "pull_request:44722", "accept": false, - "reason": "MPT and GPT-J/CodeGen are unrelated model refactors." + "reason": "MPT and GPT-J/CodeGen are different model families." }, { "left": "pull_request:44018", "right": "pull_request:44085", "accept": false, - "reason": "GPT-Neo and GPT-J are distinct model implementations." + "reason": "GPT-Neo and GPT-J are separate model implementations." }, { - "left": "pull_request:44098", - "right": "pull_request:44101", + "left": "pull_request:44018", + "right": "pull_request:44086", "accept": false, - "reason": "ViLT and Flaubert/XLM are different models and code paths." + "reason": "GPT-Neo and MGP-STR are unrelated changes." }, { - "left": "pull_request:44085", + "left": "pull_request:44068", "right": "pull_request:44086", "accept": false, - "reason": "GPT-J and MGP-STR are unrelated model families." + "reason": "GPT-Neo and MGP-STR are different code paths." }, { "left": "pull_request:44059", "right": "pull_request:44086", "accept": false, - "reason": "GPT-2 and MGP-STR are separate changes." + "reason": "GPT2 and MGP-STR are unrelated model families." }, { "left": "pull_request:44059", "right": "pull_request:44722", "accept": false, - "reason": "GPT-2 and GPT-J/CodeGen are unrelated model implementations." + "reason": "GPT2 is a different concrete refactor from GPT-J/CodeGen." }, { "left": "pull_request:44018", "right": "pull_request:44071", "accept": false, - "reason": "GPT-Neo and MPT are unrelated concrete changes." + "reason": "GPT-Neo and MPT are separate implementations." }, { - "left": "pull_request:44073", + "left": "pull_request:44017", "right": "pull_request:44161", "accept": false, - "reason": "VisualBERT and LongT5 are different models with separate refactors." + "reason": "Segformer and LongT5 are unrelated code paths." }, { "left": "pull_request:44017", - "right": "pull_request:44161", + "right": "pull_request:44073", + "accept": false, + "reason": "Segformer and VisualBert share only the tracing pattern, not the same change." + }, + { + "left": "pull_request:44017", + "right": "pull_request:44722", + "accept": false, + "reason": "Segformer output tracing is unrelated to the GPT-J/CodeGen refactor." + }, + { + "left": "pull_request:44068", + "right": "pull_request:44071", "accept": false, - "reason": "SegFormer and LongT5 are unrelated model-specific changes." + "reason": "GPT-Neo and MPT are different model implementations." }, { "left": "pull_request:43997", "right": "pull_request:44073", "accept": false, - "reason": "RegNet and VisualBERT are different architectures." + "reason": "RegNet and VisualBert are unrelated code paths." + }, + { + "left": "pull_request:44071", + "right": "pull_request:44086", + "accept": false, + "reason": "MPT and MGP-STR are different models; not the same PR-level change." + }, + { + "left": "pull_request:44073", + "right": "pull_request:44101", + "accept": false, + "reason": "VisualBert and Flaubert are unrelated concrete refactors." + }, + { + "left": "pull_request:44073", + "right": "pull_request:44161", + "accept": false, + "reason": "VisualBert and LongT5 are different model code paths." + }, + { + "left": "pull_request:44059", + "right": "pull_request:44071", + "accept": false, + "reason": "GPT2 and MPT are distinct model families." + }, + { + "left": "pull_request:44018", + "right": "pull_request:44059", + "accept": false, + "reason": "GPT-Neo and GPT2 are separate implementations." + }, + { + "left": "pull_request:44101", + "right": "pull_request:44161", + "accept": false, + "reason": "Flaubert/XLM and LongT5 are unrelated changes." + }, + { + "left": "pull_request:43997", + "right": "pull_request:44017", + "accept": false, + "reason": "RegNet and Segformer are separate model implementations." }, { "left": "pull_request:43997", "right": "pull_request:44056", "accept": false, - "reason": "RegNet and MPNet are separate model paths." + "reason": "RegNet and MPNet are unrelated refactors." }, { "left": "pull_request:44071", "right": "pull_request:44076", "accept": false, - "reason": "MPT and ImageGPT are unrelated code paths." + "reason": "MPT and ImageGPT are different model code paths." }, { "left": "pull_request:44074", "right": "pull_request:44101", "accept": false, - "reason": "TextNet and Flaubert/XLM are different implementations." + "reason": "TextNet and Flaubert are unrelated implementations." }, { "left": "pull_request:44056", - "right": "pull_request:44161", + "right": "pull_request:44129", "accept": false, - "reason": "MPNet and LongT5 are unrelated refactors." + "reason": "MPNet and SpeechT5 are separate model refactors." }, { "left": "pull_request:43997", "right": "pull_request:44018", "accept": false, - "reason": "RegNet and GPT-Neo are separate model implementations." + "reason": "RegNet and GPT-Neo are unrelated concrete changes." }, { "left": "pull_request:43997", "right": "pull_request:44161", "accept": false, - "reason": "RegNet and LongT5 are unrelated changes." + "reason": "RegNet and LongT5 are separate implementations." }, { "left": "pull_request:44074", "right": "pull_request:44161", "accept": false, - "reason": "TextNet and LongT5 are different models." + "reason": "TextNet and LongT5 are different code paths." }, { "left": "pull_request:44010", "right": "pull_request:44071", "accept": false, - "reason": "SqueezeBERT and MPT are unrelated model-specific changes." + "reason": "SqueezeBert and MPT are unrelated model implementations." }, { "left": "pull_request:44018", "right": "pull_request:44129", "accept": false, - "reason": "GPT-Neo and SpeechT5 are different code paths." + "reason": "GPT-Neo and SpeechT5 are different model code paths." }, { "left": "pull_request:44010", "right": "pull_request:44073", "accept": false, - "reason": "SqueezeBERT and VisualBERT are unrelated model implementations." + "reason": "SqueezeBert and VisualBert are separate refactors." }, { "left": "pull_request:43997", "right": "pull_request:44074", "accept": false, - "reason": "RegNet and TextNet are different architectures." + "reason": "RegNet and TextNet are unrelated implementations." }, { - "left": "pull_request:44010", - "right": "pull_request:44044", + "left": "pull_request:44056", + "right": "pull_request:44129", "accept": false, - "reason": "SqueezeBERT and DeBERTa are unrelated model changes." + "reason": "MPNet and SpeechT5 are unrelated changes." }, { - "left": "pull_request:44010", - "right": "pull_request:44722", + "left": "pull_request:43996", + "right": "pull_request:44017", "accept": false, - "reason": "SqueezeBERT and GPT-J/CodeGen do not fix the same code path." + "reason": "CVT/FNet and Segformer are different models; same refactor style only." }, { - "left": "pull_request:44068", - "right": "pull_request:44071", + "left": "pull_request:43996", + "right": "pull_request:44129", "accept": false, - "reason": "GPT-Neo and MPT are separate model-specific refactors." + "reason": "CVT/FNet and SpeechT5 are unrelated code paths." }, { - "left": "pull_request:43996", - "right": "pull_request:44161", + "left": "pull_request:44010", + "right": "pull_request:44044", "accept": false, - "reason": "FNet/CVT and LongT5 are unrelated changes." + "reason": "SqueezeBert and DeBERTaV2 are different model implementations." }, { - "left": "pull_request:43996", - "right": "pull_request:44017", + "left": "pull_request:44044", + "right": "pull_request:44129", + "accept": false, + "reason": "DeBERTaV2 and SpeechT5 are separate concrete refactors." + }, + { + "left": "pull_request:44044", + "right": "pull_request:44154", "accept": false, - "reason": "FNet/CVT and SegFormer are different model implementations." + "reason": "DeBERTaV2 and Vits are unrelated model families." }, { "left": "pull_request:44010", "right": "pull_request:44018", "accept": false, - "reason": "SqueezeBERT and GPT-Neo are unrelated model paths." + "reason": "SqueezeBert and GPT-Neo are unrelated model code." }, { - "left": "pull_request:44044", + "left": "pull_request:44056", + "right": "pull_request:44071", + "accept": false, + "reason": "MPNet and MPT are different implementations." + }, + { + "left": "pull_request:44056", + "right": "pull_request:44059", + "accept": false, + "reason": "MPNet and GPT2 are separate model refactors." + }, + { + "left": "pull_request:44059", + "right": "pull_request:44066", + "accept": false, + "reason": "GPT2 and GPT-J/CodeGen are different concrete refactors." + }, + { + "left": "pull_request:43997", "right": "pull_request:44074", "accept": false, - "reason": "DeBERTa and TextNet are different model families." + "reason": "RegNet and TextNet are unrelated model implementations." }, { "left": "pull_request:44066", "right": "pull_request:44722", "accept": true, - "reason": "Same GPT-J output-tracing refactor family; 44722 is the fuller later version and clearly overlaps the GPT-J path in 44066." + "reason": "Same GPT-J/CodeGen output-tracing change; 44722 is the broader version of the same refactor." }, { "left": "pull_request:44085", "right": "pull_request:44722", "accept": true, - "reason": "Both are GPT-J output-tracing refactors; 44722 adds CodeGen, but the GPT-J change is the same underlying fix." + "reason": "Same GPT-J file and same output-tracing refactor; 44722 simply includes the CodeGen path too." }, { "left": "pull_request:44085", "right": "pull_request:44129", "accept": false, - "reason": "GPT-J and SpeechT5 are unrelated model-specific changes." + "reason": "GPT-J and SpeechT5 are unrelated code paths." }, { "left": "pull_request:43996", "right": "pull_request:44007", "accept": false, - "reason": "FNet/CVT and RegNet are separate model implementations." + "reason": "CVT/FNet and RegNet are different models." }, { "left": "pull_request:43996", "right": "pull_request:44129", "accept": false, - "reason": "FNet/CVT and SpeechT5 are unrelated code paths." + "reason": "CVT/FNet and SpeechT5 are unrelated refactors." }, { "left": "pull_request:44044", "right": "pull_request:44129", "accept": false, - "reason": "DeBERTa and SpeechT5 are different model families." + "reason": "DeBERTaV2 and SpeechT5 are different implementations." }, { "left": "pull_request:44044", "right": "pull_request:44154", "accept": false, - "reason": "DeBERTa and ViLT are unrelated changes." + "reason": "DeBERTaV2 and Vits are unrelated model families." }, { "left": "pull_request:44024", "right": "pull_request:44076", "accept": false, - "reason": "FocalNet and ImageGPT are distinct model implementations." + "reason": "FocalNet and ImageGPT are different models; same standardized-output pattern only." }, { "left": "pull_request:44073", "right": "pull_request:44074", "accept": false, - "reason": "VisualBERT and TextNet are unrelated model-specific refactors." + "reason": "VisualBert and TextNet are unrelated implementations." + }, + { + "left": "pull_request:44085", + "right": "pull_request:44722", + "accept": true, + "reason": "Same GPT-J output-tracing refactor in the same file; 44722 just adds CodeGen." + }, + { + "left": "pull_request:44101", + "right": "pull_request:44116", + "accept": true, + "reason": "Both are the Flaubert output-tracing refactor in the same file; 44101 additionally bundles XLM changes." } ] }, "evaluator_result": { "accept": false, - "feedback": "The cluster-level summary is mostly grounded, but one soft-edge acceptance is too strong: `pull_request:44066` \u2194 `pull_request:44085` is described as a GPT-J/codegen overlap, yet `44085` only touches `src/transformers/models/gptj/modeling_gptj.py` and does not include codegen. That makes the duplicate rationale overstated. I\u2019d want that verdict rephrased more conservatively as a GPT-J-only near-duplicate before accepting the result." + "feedback": "The packet supports PR 44722 as a representative of the GPT-J/CodeGen duplicate subset, but the summary overstates that this is the cluster\u2019s \"dominant\" duplicate family. The cluster is mostly many separate standardized-tracing refactors, and the packet does not establish one family as dominant. Also, a couple of soft-edge accepts are a bit strong on the available evidence, especially 44018\u219444068, which is supported only by similar GPT-Neo changes and shared files/tests, not by a shared issue target. Please keep the representative claim narrower and make the duplicate verdicts more conservative." }, "evaluator_used": true, "retried": true, @@ -24789,7 +25123,7 @@ { "label": "pull_request", "component_index": 13, - "component_count": 32, + "component_count": 33, "review_unit_index": 2, "review_unit_count": 2, "status": "reviewed", @@ -24812,12 +25146,12 @@ "pull_request:43997|pull_request:44010", "pull_request:44010|pull_request:44129" ], - "prepared_review_unit_hash": "6fe68f740725500ebf93ba08929033676652f7f4da49e99f5dcf30648c81b2d3", + "prepared_review_unit_hash": "6384078fdb4beff692269fdcb0fdd53f4169a4411f29c9a0a5ef3f9e7d64ecd5", "component_budget": { "node_count": 28, "item_count": 28, "soft_pair_count": 76, - "serialized_chars": 84114, + "serialized_chars": 84116, "estimated_input_tokens": 21029, "estimated_eval_tokens": 42314 }, @@ -24825,45 +25159,45 @@ "node_count": 6, "item_count": 6, "soft_pair_count": 4, - "serialized_chars": 12757, - "estimated_input_tokens": 3190, - "estimated_eval_tokens": 6636 + "serialized_chars": 12756, + "estimated_input_tokens": 3189, + "estimated_eval_tokens": 6634 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "These PRs share the same refactor theme\u2014migrating model-specific output tracing to standardized capture helpers\u2014but they apply to different model code paths, so they should not be merged as duplicates.", - "confidence": 0.93, + "summary": "These PRs are all model-specific migrations to the new output-capture/output-tracing helpers, but they touch different architectures and code paths. They look related by refactor pattern, not duplicates of the same change.", + "confidence": 0.94, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 44056 (MPNet) is the clearest generic example of the shared refactor pattern: it introduces capture_outputs and model-level output recording hooks without extra issue-specific coupling.", + "canonical_pr_reason": "44129 is the most concrete representative: it has an explicit issue target, a substantial diff, and clearly scopes the standardized output-capture refactor to SpeechT5.", "best_issue_reason": null, - "best_pr_reason": "PR 44056 is the best cluster anchor because it most cleanly represents the common output-tracing migration across the set while staying self-contained and broadly representative.", + "best_pr_reason": "44129 is the strongest standalone PR in the set because it is tied to a specific issue and demonstrates the full refactor pattern with clearer scope than the others.", "soft_edge_verdicts": [ { "left": "pull_request:44056", "right": "pull_request:44073", "accept": false, - "reason": "Same refactor theme, but different model implementations and forward paths (MPNet vs VisualBert); too broad to treat as the same PR-worthy change." + "reason": "Same general refactor theme, but different models and different internal code paths (MPNet vs VisualBert). Not the same concrete change." }, { "left": "pull_request:44056", "right": "pull_request:44074", "accept": false, - "reason": "Both migrate output tracing, but they touch different model code paths (MPNet vs TextNet) and are separate model-specific refactors." + "reason": "Both adopt output-capture helpers, but MPNet and TextNet are separate model implementations with unrelated code paths." }, { "left": "pull_request:43997", "right": "pull_request:44010", "accept": false, - "reason": "RegNet and SqueezeBert are unrelated model implementations; this is a shared migration pattern, not the same underlying bug or change." + "reason": "RegNet and SqueezeBert are unrelated model-specific migrations; they share a pattern, not a mergeable duplicate bug fix." }, { "left": "pull_request:44010", "right": "pull_request:44129", "accept": false, - "reason": "SqueezeBert and SpeechT5 have different attention/output plumbing and distinct model-specific fixes, so they should stay separate." + "reason": "Different architectures and different refactor scopes; SpeechT5 is not the same underlying change as SqueezeBert." } ] }, @@ -24877,7 +25211,7 @@ { "label": "pull_request", "component_index": 14, - "component_count": 32, + "component_count": 33, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -24943,268 +25277,274 @@ "pull_request:44028|pull_request:44030", "pull_request:44029|pull_request:44030" ], - "prepared_review_unit_hash": "953faeffb69038823342c2c9fc25497cfed60f197c8c938d2183de3eea3aeca6", + "prepared_review_unit_hash": "863b8a44abddaf48934b3ecde4828bcbc3c4636eb3f62c6a2685a97d6c2ad98f", "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": 40167, + "estimated_input_tokens": 10042, + "estimated_eval_tokens": 20340 }, "budget": { "node_count": 13, "item_count": 13, "soft_pair_count": 40, - "serialized_chars": 40174, - "estimated_input_tokens": 10044, - "estimated_eval_tokens": 20344 + "serialized_chars": 40167, + "estimated_input_tokens": 10042, + "estimated_eval_tokens": 20340 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "This cluster is a theme cluster, not a duplicate cluster: the PRs all refactor output tracing, but they target different model families and code paths. I would not merge any of the soft-edge pairs as duplicates.", - "confidence": 0.84, + "summary": "These are not duplicate PRs; they are a set of model-specific output-tracing refactors that share a theme but change different code paths. I would keep them separate and treat them as related-but-distinct work.", + "confidence": 0.94, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 44003 is the best representative of the cluster\u2019s common pattern: it is a substantive output-tracing refactor spanning two related Mamba-family files and uses the same capture-output machinery as the others.", + "canonical_pr_reason": "PR 44025 is the most representative single PR in the set because it applies the shared `can_return_tuple` refactor across a closely related pair of models (`depth_anything` and `prompt_depth_anything`) and shows the common pattern without being overly broad.", "best_issue_reason": null, - "best_pr_reason": "PR 44003 is the strongest representative because it is broader than the single-file refactors and most clearly reflects the shared output-tracing migration theme.", + "best_pr_reason": "44025 is the best overall representative of the cluster: it is concrete, self-contained, and clearly demonstrates the output-tracing refactor pattern while staying within one model family. It is not a duplicate of the others, but it is the cleanest canonical example.", "soft_edge_verdicts": [ { "left": "pull_request:43998", "right": "pull_request:44002", "accept": false, - "reason": "Different model families and code paths; only the refactor pattern is similar." + "reason": "Different model families (`timm_backbone` vs `upernet`) and different forward paths; same refactor theme but not the same change." }, { "left": "pull_request:43998", "right": "pull_request:44000", "accept": false, - "reason": "Different models (`timm_backbone` vs `vision_text_dual_encoder`); same tracing refactor theme only." + "reason": "`timm_backbone` and `vision_text_dual_encoder` are unrelated architectures; this is not the same underlying bug/change." }, { "left": "pull_request:43998", "right": "pull_request:44001", "accept": false, - "reason": "Different model implementations; no shared concrete bug or change." + "reason": "`timm_backbone` vs `univnet` is a different model and code path, so not a duplicate." }, { "left": "pull_request:43998", "right": "pull_request:44003", "accept": false, - "reason": "Both are output-tracing refactors, but they affect unrelated model families (`timm_backbone` vs Mamba/FalconMamba)." + "reason": "`timm_backbone` and `falcon_mamba/mamba` touch different implementations; they only share a generic tracing refactor pattern." }, { "left": "pull_request:43998", "right": "pull_request:44029", "accept": false, - "reason": "Unrelated model code paths (`timm_backbone` vs RWKV)." + "reason": "`timm_backbone` vs `rwkv` is a different model-specific forward implementation, not one shared defect." }, { "left": "pull_request:43999", "right": "pull_request:44001", "accept": false, - "reason": "Different model families; one is MobileNetV1, the other is UnivNet." + "reason": "`mobilenet_v1` and `univnet` are unrelated models; same output-tracing idea, different concrete change." }, { "left": "pull_request:43999", "right": "pull_request:44002", "accept": false, - "reason": "MobileNetV1 and UperNet are distinct code paths; same refactor motif only." + "reason": "`mobilenet_v1` vs `upernet` is not the same code path or bug." }, { "left": "pull_request:43999", "right": "pull_request:44025", "accept": false, - "reason": "Different model stacks (`mobilenet_v1` vs `depth_anything`); not the same underlying fix." + "reason": "`mobilenet_v1` and `depth_anything` are different model families; these are separate refactors." }, { "left": "pull_request:43999", "right": "pull_request:44026", "accept": false, - "reason": "Different model families; no shared concrete bug/change." + "reason": "`mobilenet_v1` vs `vision_encoder_decoder` affects different forward methods and model wiring." }, { "left": "pull_request:43999", "right": "pull_request:44027", "accept": false, - "reason": "Different model families; no shared concrete bug/change." + "reason": "`mobilenet_v1` and `speech_encoder_decoder` are not the same underlying issue/change." }, { "left": "pull_request:44000", "right": "pull_request:44001", "accept": false, - "reason": "Vision-text dual encoder vs UnivNet; same tracing refactor theme only." + "reason": "`vision_text_dual_encoder` and `univnet` are distinct models; the shared wording hides different implementations." }, { "left": "pull_request:44000", "right": "pull_request:44002", "accept": false, - "reason": "Different model families and output paths; not the same bug or change." + "reason": "`vision_text_dual_encoder` vs `upernet` is a different forward path and output contract." }, { "left": "pull_request:44000", "right": "pull_request:44003", "accept": false, - "reason": "Different model families; they only share the output-tracing refactor pattern." + "reason": "`vision_text_dual_encoder` and `falcon_mamba/mamba` are separate model code paths, not one bug." }, { "left": "pull_request:44000", "right": "pull_request:44025", "accept": false, - "reason": "Different tasks and model families; not mergeable as one duplicate fix." + "reason": "`vision_text_dual_encoder` and `depth_anything` are different model implementations; not mergeable as one duplicate fix." }, { "left": "pull_request:44001", "right": "pull_request:44002", "accept": false, - "reason": "UnivNet and UperNet are unrelated code paths; same refactor motif only." + "reason": "`univnet` and `upernet` are unrelated models with different output behavior." }, { "left": "pull_request:44001", "right": "pull_request:44003", "accept": false, - "reason": "Different model families (`univnet` vs Mamba/FalconMamba)." + "reason": "`univnet` vs `falcon_mamba/mamba` is a different code path and model family." }, { "left": "pull_request:44001", "right": "pull_request:44025", "accept": false, - "reason": "Different model families; no common concrete bug or change." + "reason": "`univnet` and `depth_anything` are not the same underlying change." }, { "left": "pull_request:44002", - "right": "pull_request:44029", + "right": "pull_request:44003", "accept": false, - "reason": "UperNet and RWKV are unrelated internals; not the same underlying fix." + "reason": "`upernet` and `falcon_mamba/mamba` differ in model architecture and the affected forward logic." }, { "left": "pull_request:44002", - "right": "pull_request:44003", + "right": "pull_request:44029", "accept": false, - "reason": "Different model families and code paths; only the refactor style matches." + "reason": "`upernet` vs `rwkv` is not the same bug or change; only the refactor theme matches." }, { "left": "pull_request:44003", "right": "pull_request:44028", "accept": false, - "reason": "Mamba-family tracing refactor vs SuperPoint tracing refactor; different model families." + "reason": "`falcon_mamba/mamba` and `superpoint` are different model implementations with different output-tracing concerns." }, { "left": "pull_request:44003", "right": "pull_request:44004", "accept": false, - "reason": "Mamba-family refactor and CodeGen refactor are separate code paths with different mechanics." + "reason": "`falcon_mamba/mamba` and `codegen` touch different model internals and are not duplicates." }, { "left": "pull_request:43998", "right": "pull_request:44004", "accept": false, - "reason": "Different model families (`timm_backbone` vs CodeGen); no shared concrete bug/change." + "reason": "`timm_backbone` vs `codegen` is clearly unrelated code; not the same concrete fix." }, { "left": "pull_request:44001", "right": "pull_request:44004", "accept": false, - "reason": "UnivNet and CodeGen are unrelated model implementations." + "reason": "`univnet` and `codegen` are different model families and different output signatures." }, { "left": "pull_request:44002", "right": "pull_request:44004", "accept": false, - "reason": "UperNet and CodeGen are different subsystems; same refactor theme only." + "reason": "`upernet` vs `codegen` is a different code path and different change scope." + }, + { + "left": "pull_request:44000", + "right": "pull_request:44004", + "accept": false, + "reason": "`vision_text_dual_encoder` and `codegen` are unrelated implementations; same refactor pattern is not enough." }, { "left": "pull_request:44025", "right": "pull_request:44026", "accept": false, - "reason": "DepthAnything vs VisionEncoderDecoder: distinct model families and forward paths." + "reason": "`depth_anything` and `vision_encoder_decoder` are separate model-specific refactors." }, { "left": "pull_request:44025", "right": "pull_request:44027", "accept": false, - "reason": "DepthAnything vs SpeechEncoderDecoder are unrelated code paths." + "reason": "`depth_anything` vs `speech_encoder_decoder` is a different model family and forward path." }, { "left": "pull_request:44025", "right": "pull_request:44028", "accept": false, - "reason": "DepthAnything and SuperPoint are different model families; same tracing migration only." + "reason": "`depth_anything` and `superpoint` do not fix the same underlying problem." }, { "left": "pull_request:44025", "right": "pull_request:44029", "accept": false, - "reason": "DepthAnything vs RWKV; not the same concrete fix." + "reason": "`depth_anything` vs `rwkv` is a different code-path change." }, { "left": "pull_request:44025", "right": "pull_request:44030", "accept": false, - "reason": "DepthAnything and DPR differ in both architecture and code path." + "reason": "`depth_anything` and `dpr` are unrelated model implementations." }, { "left": "pull_request:44026", - "right": "pull_request:44029", + "right": "pull_request:44027", "accept": false, - "reason": "VisionEncoderDecoder and RWKV are unrelated changes." + "reason": "`vision_encoder_decoder` and `speech_encoder_decoder` are parallel but distinct composite models, not one duplicate PR." }, { "left": "pull_request:44026", - "right": "pull_request:44027", + "right": "pull_request:44028", "accept": false, - "reason": "VisionEncoderDecoder and SpeechEncoderDecoder are related at a high level, but these are distinct wrappers and code paths." + "reason": "`vision_encoder_decoder` vs `superpoint` is a different model and output contract." }, { "left": "pull_request:44026", - "right": "pull_request:44028", + "right": "pull_request:44029", "accept": false, - "reason": "Different model families and forward implementations." + "reason": "`vision_encoder_decoder` and `rwkv` are unrelated code paths." }, { "left": "pull_request:44026", "right": "pull_request:44030", "accept": false, - "reason": "VisionEncoderDecoder and DPR are unrelated model paths." + "reason": "`vision_encoder_decoder` vs `dpr` is a different concrete implementation change." }, { "left": "pull_request:44027", "right": "pull_request:44028", "accept": false, - "reason": "SpeechEncoderDecoder and SuperPoint are unrelated model families." + "reason": "`speech_encoder_decoder` and `superpoint` are different model families and not the same fix." }, { "left": "pull_request:44027", "right": "pull_request:44029", "accept": false, - "reason": "SpeechEncoderDecoder and RWKV are unrelated subsystems." + "reason": "`speech_encoder_decoder` vs `rwkv` is unrelated beyond the shared tracing theme." }, { "left": "pull_request:44027", "right": "pull_request:44030", "accept": false, - "reason": "SpeechEncoderDecoder and DPR do not fix the same concrete problem." + "reason": "`speech_encoder_decoder` and `dpr` touch different code paths and should not be merged as duplicates." }, { "left": "pull_request:44028", "right": "pull_request:44029", "accept": false, - "reason": "SuperPoint and RWKV are different model families and code paths." + "reason": "`superpoint` and `rwkv` are distinct model implementations; not the same underlying change." }, { "left": "pull_request:44028", "right": "pull_request:44030", "accept": false, - "reason": "SuperPoint and DPR are unrelated models; same tracing refactor only." + "reason": "`superpoint` vs `dpr` is a different concrete model refactor." }, { "left": "pull_request:44029", "right": "pull_request:44030", "accept": false, - "reason": "RWKV and DPR are different model families with no shared underlying bug." + "reason": "`rwkv` and `dpr` are separate model-specific output-tracing changes, not one bug fix." } ] }, @@ -25218,7 +25558,7 @@ { "label": "pull_request", "component_index": 15, - "component_count": 32, + "component_count": 33, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -25234,7 +25574,7 @@ "soft_pairs": [ "pull_request:44662|pull_request:45401" ], - "prepared_review_unit_hash": "dd0f910a3730e9dd6ff10f680d7d403829fb83e4463f8f8e26245e52e63bed93", + "prepared_review_unit_hash": "8fa27e9f6e34240ca0425c821306872872aa43cd452e179342ee706d144c31cc", "component_budget": { "node_count": 2, "item_count": 2, @@ -25256,18 +25596,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Both pull requests add separate model implementations and docs for different models (PenguinVL vs Voxtral TTS). They share boilerplate auto-registry and docs-toctree changes, but they do not target the same underlying bug or feature.", + "summary": "The two PRs add different model integrations (PenguinVL vs Voxtral TTS). They share some auto-registration and docs scaffolding, but they target separate code paths, configs, and test suites, so they should not be deduplicated.", "confidence": 0.98, "canonical_issue_reason": null, - "canonical_pr_reason": "No single canonical PR: these are distinct model-landing efforts for different architectures with different codepaths, tests, and support files.", + "canonical_pr_reason": null, "best_issue_reason": null, - "best_pr_reason": "Neither PR is a duplicate of the other; if forced to pick one representative, 45401 is more narrowly scoped and explicitly tied to an issue, but it is not a better canonical for this cluster because the requests differ.", + "best_pr_reason": "No single PR is a duplicate target for the other. If one must be highlighted, PR #45401 is more self-contained because it has an explicit issue link and a narrower, single-model scope, but it is not a merge target for #44662.", "soft_edge_verdicts": [ { "left": "pull_request:44662", "right": "pull_request:45401", "accept": false, - "reason": "Different models and implementations. Shared registry/docs scaffolding is expected for model additions, but the concrete changes, targets, and test coverage are unrelated enough that they should not be merged as duplicates." + "reason": "Different model additions with distinct filenames, implementations, and tests; shared auto-registration/docs files are generic scaffolding and do not indicate the same underlying change." } ] }, @@ -25281,7 +25621,7 @@ { "label": "pull_request", "component_index": 16, - "component_count": 32, + "component_count": 33, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -25297,12 +25637,12 @@ "soft_pairs": [ "pull_request:44979|pull_request:45363" ], - "prepared_review_unit_hash": "927e1a13f905c59e91cf0980a337a8a2555af0a579e2b02238099fe33413ebeb", + "prepared_review_unit_hash": "0a5a5270d27db39a443186d95c166376e85b41c747fccff652ac1ea39cbde12b", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 4407, + "serialized_chars": 4408, "estimated_input_tokens": 1102, "estimated_eval_tokens": 2460 }, @@ -25310,7 +25650,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 4407, + "serialized_chars": 4408, "estimated_input_tokens": 1102, "estimated_eval_tokens": 2460 }, @@ -25319,18 +25659,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These PRs are thematically related around fusion, but they target different layers: one adds a generic Module Fusion API and tests, while the other wires in KernelConfig-based n-to-1 kernel fusion across model loading and integrations. They are not duplicates of the same concrete change.", - "confidence": 0.92, + "summary": "Two related but distinct feature PRs: one adds a generic module-fusion API, the other wires in KernelConfig-based n-to-1 fusion. They are thematically adjacent, but not the same change.", + "confidence": 0.89, "canonical_issue_reason": null, - "canonical_pr_reason": "PR #45363 is the more concrete end-user feature: it threads KernelConfig into model loading and adds a working fusion example, making it the better representative of the cluster\u2019s fusion work.", + "canonical_pr_reason": "PR #45363 is the more end-user-facing and complete feature implementation: it touches the integration points, modeling utils, and kernel config plumbing, plus includes a concrete usage example. PR #44979 is lower-level API scaffolding for module fusion.", "best_issue_reason": null, - "best_pr_reason": "PR #45363 best represents the cluster because it modifies the actual runtime path for kernel fusion rather than only introducing a general abstraction layer.", + "best_pr_reason": "PR #45363 is the better representative of the cluster because it delivers an actual fused-kernel workflow rather than only introducing the underlying fusion API.", "soft_edge_verdicts": [ { "left": "pull_request:44979", "right": "pull_request:45363", "accept": false, - "reason": "Related fusion ideas, but not the same underlying change. #44979 adds a generic Module Fusion API and test coverage; #45363 implements KernelConfig-based n-to-1 kernel fusion with integration points and an example. Different code paths, scope, and merge target." + "reason": "Related fusion work, but not the same underlying bug/change. #44979 introduces a generic module fusion API and tests; #45363 implements KernelConfig-driven n-to-1 kernel fusion across runtime/integration code paths. They could coexist, not be merged as duplicates." } ] }, @@ -25344,7 +25684,7 @@ { "label": "pull_request", "component_index": 17, - "component_count": 32, + "component_count": 33, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -25360,12 +25700,12 @@ "soft_pairs": [ "pull_request:45086|pull_request:45317" ], - "prepared_review_unit_hash": "d8c70add2f7086cc7fb57ae4af774b8bea25fe8df878c16ed31d69bdeac547f0", + "prepared_review_unit_hash": "6dd557102bd58a983f2b0f294e38fe7038fd63b4f68bbfde678c4d7c3b4205cf", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 4413, + "serialized_chars": 4414, "estimated_input_tokens": 1104, "estimated_eval_tokens": 2464 }, @@ -25373,7 +25713,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 4413, + "serialized_chars": 4414, "estimated_input_tokens": 1104, "estimated_eval_tokens": 2464 }, @@ -25382,18 +25722,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Two PRs target the same Mistral regex patch AttributeError on issue 45081 with the same code-path fix; PR 45317 is the more complete version because it adds regression tests.", + "summary": "Both pull requests patch the same Mistral pre-tokenizer AttributeError in the same code path and target the same issue; 45317 is the more complete version with tests.", "confidence": 0.98, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 45317 is the best canonical PR: it makes the same fix to _patch_mistral_regex on issue 45081 and includes test coverage, while 45086 is just the minimal code-only version.", + "canonical_pr_reason": "PR 45317 is the best canonical PR because it implements the same fix as 45086 but also adds test coverage and has the clearer, more specific title.", "best_issue_reason": null, - "best_pr_reason": "45317 is the strongest representative because it contains the same underlying fix as 45086 plus a test update, making it the more complete merge candidate.", + "best_pr_reason": "PR 45317 is the strongest representative for this cluster: same underlying bug fix, same file, same target issue, and it includes validation via tests.", "soft_edge_verdicts": [ { "left": "pull_request:45086", "right": "pull_request:45317", "accept": true, - "reason": "Accept: both PRs fix the same AttributeError in _patch_mistral_regex by changing tokenizer.pre_tokenizer access on the same file and target issue 45081; 45317 simply adds tests." + "reason": "Same concrete AttributeError fix in _patch_mistral_regex, same file and issue target, and the diffs are essentially the same change with 45317 adding tests." } ] }, @@ -25407,7 +25747,7 @@ { "label": "pull_request", "component_index": 18, - "component_count": 32, + "component_count": 33, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -25423,12 +25763,12 @@ "soft_pairs": [ "pull_request:45115|pull_request:45569" ], - "prepared_review_unit_hash": "158e7879e321ab95546c04b680e487cc937fea4ff56e889433d66462438b1c42", + "prepared_review_unit_hash": "b8d3b3adcd1eb78701340fa4f001f2f547ea79d4ddc993eecbbb2ffbdfe8cb64", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 6066, + "serialized_chars": 6065, "estimated_input_tokens": 1517, "estimated_eval_tokens": 3290 }, @@ -25436,7 +25776,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 6066, + "serialized_chars": 6065, "estimated_input_tokens": 1517, "estimated_eval_tokens": 3290 }, @@ -25445,18 +25785,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "The two PRs are related to NemotronH modeling work but they target different changes: one is a narrower refactor/conversion-mapping inheritance update, while the other introduces separate NemotronH dense/sparse variants plus docs/tests and broader auto/model wiring. They are not the same underlying fix and should not be merged as duplicates.", - "confidence": 0.83, + "summary": "These two PRs overlap in NemotronH-related files, but they target different changes: one is a conversion/refactor to make NemotronH inherit GraniteMoeHybrid-compatible naming, while the other splits NemotronH into dense/sparse variants and updates docs, auto-mappings, and tests. They are not the same underlying fix.", + "confidence": 0.93, "canonical_issue_reason": null, - "canonical_pr_reason": "PR #45569 is the better canonical PR because it is the broader, more user-facing implementation of the NemotronH family split, including new model variants, docs, auto-mapping changes, and tests; #45115 is a narrower internal refactor.", + "canonical_pr_reason": "No canonical PR: the PRs address different implementation goals and should not be merged as duplicates.", "best_issue_reason": null, - "best_pr_reason": "PR #45569 is the strongest representative of the overall work because it covers the concrete model API changes and associated documentation/test updates, not just internal conversion mapping tweaks.", + "best_pr_reason": "PR #45569 is the better representative because it is the broader, more complete architectural change and includes the public-facing model split plus docs/tests.", "soft_edge_verdicts": [ { "left": "pull_request:45115", "right": "pull_request:45569", "accept": false, - "reason": "They overlap on NemotronH files, but #45115 is mainly a structural/refactor and checkpoint conversion mapping change, while #45569 adds separate dense/sparse model variants, docs, and tests. Different concrete changes; not the same bug/fix." + "reason": "Shared NemotronH files are only incidental overlap; #45115 is a conversion/refactor mapping change, while #45569 introduces dense/sparse model variants and documentation updates. They are not the same concrete code-path fix." } ] }, @@ -25470,7 +25810,7 @@ { "label": "pull_request", "component_index": 19, - "component_count": 32, + "component_count": 33, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -25486,40 +25826,40 @@ "soft_pairs": [ "pull_request:45332|pull_request:45333" ], - "prepared_review_unit_hash": "44811c5496acad697635dcf670e2bcadc4a0feb06187a87715d017accb9298f5", + "prepared_review_unit_hash": "6e052f5c8ef9b65bf00138b95c90ab2949bceada113811e894cf6caa181bf584", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 6081, - "estimated_input_tokens": 1521, - "estimated_eval_tokens": 3298 + "serialized_chars": 6079, + "estimated_input_tokens": 1520, + "estimated_eval_tokens": 3296 }, "budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 6081, - "estimated_input_tokens": 1521, - "estimated_eval_tokens": 3298 + "serialized_chars": 6079, + "estimated_input_tokens": 1520, + "estimated_eval_tokens": 3296 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These are closely related, but not duplicates: PR #45332 adds full heterogeneous model support end-to-end, while PR #45333 is a narrower config-only slice of that work. They overlap in setup/docs and some config utilities, but they target different scopes.", - "confidence": 0.87, + "summary": "Two related PRs in the same heterogeneous-modeling area, but they are not the same change: one adds full heterogeneous model support and runtime/modeling integration, while the other is limited to per-layer config support. Their overlap is mostly shared docs/config/test scaffolding rather than a single concrete fix.", + "confidence": 0.92, "canonical_issue_reason": null, - "canonical_pr_reason": "PR #45332 is the broader, more representative change set: it includes per-layer config plus modeling, cache, and integration updates, so it subsumes the narrower config-only work.", + "canonical_pr_reason": "PR #45332 is the broader, more complete implementation: it includes per-layer config plus modeling/runtime integration across cache, accelerate, executorch, masking, and modeling utilities. It best represents the cluster\u2019s main new capability.", "best_issue_reason": null, - "best_pr_reason": "PR #45332 is the best cluster representative because it covers the full heterogeneous-model feature rather than just the config portion.", + "best_pr_reason": "PR #45332 is the best representative PR because it encompasses the larger end-to-end heterogeneous model support, whereas #45333 appears to be a narrower subset focused only on configuration handling.", "soft_edge_verdicts": [ { "left": "pull_request:45332", "right": "pull_request:45333", "accept": false, - "reason": "Reject: #45333 appears to be a subset of the heterogeneous-model feature work, not the same concrete PR. The overlap is in shared foundation files/docs, but #45332 also adds modeling/cache/integration changes, so they are related work items rather than mergeable duplicates." + "reason": "Not the same concrete change. #45333 is config-only, while #45332 extends into modeling/runtime code paths and additional integrations. Shared files are mostly the common config/docs/test layer, so they should not be merged as duplicates." } ] }, @@ -25533,7 +25873,7 @@ { "label": "pull_request", "component_index": 20, - "component_count": 32, + "component_count": 33, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -25549,12 +25889,12 @@ "soft_pairs": [ "pull_request:45415|pull_request:45425" ], - "prepared_review_unit_hash": "309223aaf12763c4986bf99ee3e1aaac9952369d47827d9d8ac74d8584673352", + "prepared_review_unit_hash": "085054d0d169f8c76a96097740c03a7c114e96b200afe1f5ee297d320553044d", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 5513, + "serialized_chars": 5514, "estimated_input_tokens": 1379, "estimated_eval_tokens": 3014 }, @@ -25562,7 +25902,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 5513, + "serialized_chars": 5514, "estimated_input_tokens": 1379, "estimated_eval_tokens": 3014 }, @@ -25571,18 +25911,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These are both typing-related PRs in transformers, but they address different changes: one is a broad mypy/typing cleanup across many files, the other adds shared typing protocols/helpers and updates a smaller set of typing call sites. Shared filenames alone do not make them duplicates.", - "confidence": 0.96, + "summary": "Both items are typing-focused PRs in transformers, but they address different layers: one is a broad repository-wide type-checking pass, the other adds/adjusts typing helper protocols and aliases for specific integrations and utils. They are related, but not the same underlying change.", + "confidence": 0.87, "canonical_issue_reason": null, - "canonical_pr_reason": null, + "canonical_pr_reason": "PR #45415 is the better canonical representative because it is the broader umbrella change: enabling type checking across many `src/transformers/*` files and adjusting the project type-checking config.", "best_issue_reason": null, - "best_pr_reason": null, + "best_pr_reason": "PR #45425 is the most concrete typing-focused follow-up, adding shared type aliases/protocols in `_typing.py` used by several modules, but it is still a distinct change rather than a duplicate of the broad type-checking sweep.", "soft_edge_verdicts": [ { "left": "pull_request:45415", "right": "pull_request:45425", "accept": false, - "reason": "Different underlying changes. PR 45415 is a wide type-checking enablement/config cleanup, while PR 45425 introduces new typing aliases/protocols and related call-site adjustments. They may touch overlapping files, but they do not appear to fix the same concrete bug or change." + "reason": "Related typing work, but not the same concrete fix/change: #45415 is a broad type-checking sweep across many files, while #45425 adds specific typing helpers/protocols for modeling and integration code. They could be merged separately." } ] }, @@ -25596,7 +25936,7 @@ { "label": "pull_request", "component_index": 21, - "component_count": 32, + "component_count": 33, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -25612,7 +25952,7 @@ "soft_pairs": [ "pull_request:45548|pull_request:45662" ], - "prepared_review_unit_hash": "9defbf06c2fc501b5dd1986876fda48c6d1094f44ee0431f112a858f83e1b8fd", + "prepared_review_unit_hash": "8c26a780c0fec441f673e706bc81e88d0548d56a7bb05cf9c45778f6d4f0cc05", "component_budget": { "node_count": 2, "item_count": 2, @@ -25634,18 +25974,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These are related to expert-parallel loading/parameter handling, but they fix different concrete bugs: one is about EP + ZeRO-3 loading via accelerate launch, the other about EP + FSDP2 experts being overwritten by rank-0 broadcast.", - "confidence": 0.94, + "summary": "These PRs are related to expert-parallel loading, but they fix different concrete bugs: 45548 preserves EP state for Accelerate/ZeRO-3 loading, while 45662 prevents rank-0 broadcast from overwriting experts under FSDP2. Related topic, not a duplicate change.", + "confidence": 0.95, "canonical_issue_reason": null, - "canonical_pr_reason": "No canonical PR: the PRs target different failure modes and code paths, so they should not be collapsed into one duplicate change.", + "canonical_pr_reason": "pull_request:45548 is the cleaner umbrella artifact for the EP-loading/serialization path, but it is still distinct from the FSDP2 overwrite fix in 45662.", "best_issue_reason": null, - "best_pr_reason": "45548 is the narrower, self-contained loading fix; 45662 is broader, but neither cleanly subsumes the other.", + "best_pr_reason": "pull_request:45662 is the more concrete, narrowly-scoped fix with a specific failure mode and code path, so it is the stronger standalone PR.", "soft_edge_verdicts": [ { "left": "pull_request:45548", "right": "pull_request:45662", "accept": false, - "reason": "Both mention EP and touch modeling_utils, but the diffs address different bugs: ZeRO-3/accelerate loading vs FSDP2 rank-0 broadcast overwriting experts. They are not the same underlying change and would not plausibly merge as one PR." + "reason": "They address different bugs and backend-specific failure modes: 45548 fixes EP config persistence during Accelerate/ZeRO-3 loading, while 45662 fixes expert tensors being overwritten by rank-0 broadcast during FSDP2 loading. Same subsystem, not the same change." } ] }, @@ -25659,7 +25999,7 @@ { "label": "pull_request", "component_index": 22, - "component_count": 32, + "component_count": 33, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -25675,40 +26015,40 @@ "soft_pairs": [ "pull_request:45639|pull_request:45645" ], - "prepared_review_unit_hash": "52b6c8add26da0ad14dafea2b7ac99fe8534895182e946b05db78d11dd83e5cf", + "prepared_review_unit_hash": "bc615dbfe389b7ef3602da71c7c0fa9dca3fa3f861ff1bbaf3fcdc196e63798a", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 4673, - "estimated_input_tokens": 1169, - "estimated_eval_tokens": 2594 + "serialized_chars": 4672, + "estimated_input_tokens": 1168, + "estimated_eval_tokens": 2592 }, "budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 4673, - "estimated_input_tokens": 1169, - "estimated_eval_tokens": 2594 + "serialized_chars": 4672, + "estimated_input_tokens": 1168, + "estimated_eval_tokens": 2592 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Both PRs address the same xdist-related captured_info logging problem. PR 45645 is the broader, more complete fix because it updates the runtime code and the CI workflow to handle multiple per-worker log files, while 45639 is a narrower xdist-safe write-path change.", - "confidence": 0.93, + "summary": "Both PRs address the same xdist-safe handling of captured_info debug artifacts for patched testing methods; PR 45645 is the more complete fix because it includes the core code change plus CI log aggregation.", + "confidence": 0.88, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 45645 is the better canonical PR because it covers the core xdist-safe logging change plus the workflow update needed to consume multiple captured_info files in CI, making it the more complete end-to-end fix.", + "canonical_pr_reason": "PR 45645 is the broader, more complete implementation of the same xdist-collision fix: it updates the artifact-writing path and also adjusts the workflow to collect multiple captured_info files, whereas PR 45639 only covers the library-side change.", "best_issue_reason": null, - "best_pr_reason": "PR 45645 is the best representative because it fully addresses the artifact-collision problem across both production code and CI log collection. PR 45639 appears to be a subset focused only on the write side.", + "best_pr_reason": "PR 45645 best represents the cluster because it preserves the underlying debug logging behavior end-to-end under xdist and includes the CI-side handling needed for the same concrete problem.", "soft_edge_verdicts": [ { "left": "pull_request:45639", "right": "pull_request:45645", "accept": true, - "reason": "Same underlying bug: xdist collisions in captured_info/debug log handling. 45645 extends the same fix by adapting CI to read multiple files, so these look like overlapping variants of one change rather than separate PRs." + "reason": "Same underlying bug: xdist collisions for captured_info debug logs. They share the core testing_utils change and target the same issue; 45645 is an expanded version that also fixes CI log collection, so they could plausibly be merged into one PR." } ] }, @@ -25722,7 +26062,7 @@ { "label": "pull_request", "component_index": 23, - "component_count": 32, + "component_count": 33, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -25788,7 +26128,7 @@ { "label": "pull_request", "component_index": 24, - "component_count": 32, + "component_count": 33, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -25804,7 +26144,7 @@ "soft_pairs": [ "pull_request:46126|pull_request:46269" ], - "prepared_review_unit_hash": "2fb06a06657608b90df05ce46ddbfd44af6d8a70c793f2a0e2634eaee7763c7f", + "prepared_review_unit_hash": "4f98a2dd7c3845e6ca065002aa276eadf585ca1c4fed1a1b13270cd9c40122cd", "component_budget": { "node_count": 2, "item_count": 2, @@ -25826,18 +26166,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "The two PRs are not duplicates: one is a focused EP/Trainer integration change, while the other is a broad distributed-branch base PR spanning CI and many subsystems. They share some filenames in the distributed area, but the underlying changes are not the same code-path fix or merge candidate.", - "confidence": 0.94, + "summary": "Two open PRs in the distributed stack, but they are not the same change: one is a focused EP + Trainer integration PR, the other is a broad distributed branch/base PR touching many unrelated areas. Shared files alone do not make them duplicates.", + "confidence": 0.86, "canonical_issue_reason": null, - "canonical_pr_reason": "PR #46126 is the more canonical change: it is narrowly scoped to EP + Trainer integration and has a concrete feature-specific code path, whereas #46269 is a wide base/umbrella branch touching many unrelated distributed components and CI.", + "canonical_pr_reason": "PR #46269 is the broader umbrella distributed branch and the more central representative of the cluster; PR #46126 is a narrower feature-specific integration PR.", "best_issue_reason": null, - "best_pr_reason": "PR #46126 is the best representative of the cluster because it has the clearest, most specific purpose and change surface; #46269 is too broad to serve as a canonical duplicate target.", + "best_pr_reason": "PR #46269 best represents the cluster because it spans the wider distributed refactor/integration surface, whereas PR #46126 is a targeted EP/Trainer change.", "soft_edge_verdicts": [ { "left": "pull_request:46126", "right": "pull_request:46269", "accept": false, - "reason": "Shared distributed filenames are not enough: #46126 is a specific EP/Trainer integration PR, while #46269 is a broad distributed branch base covering many unrelated areas. They do not appear to fix the same concrete bug/change and would not plausibly merge as one PR." + "reason": "Reject: they share distributed files, but #46126 is a specific EP + Trainer integration change while #46269 is a broad distributed branch/base PR. They do not appear to fix the same concrete code-path problem and would not plausibly merge as one PR." } ] }, @@ -25851,7 +26191,7 @@ { "label": "pull_request", "component_index": 25, - "component_count": 32, + "component_count": 33, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -25905,226 +26245,220 @@ "pull_request:46504|pull_request:46716", "pull_request:46432|pull_request:46716" ], - "prepared_review_unit_hash": "9ffebfdd91ca96861928f728e58eb9f549b38feac9df893698db068d7691f42e", + "prepared_review_unit_hash": "9f7f298f9ae0286641bd1f22436128f0f4dcea8cb05e893d8a00fbe3c964ca7e", "component_budget": { "node_count": 10, "item_count": 10, "soft_pair_count": 31, - "serialized_chars": 26684, - "estimated_input_tokens": 6671, - "estimated_eval_tokens": 13598 + "serialized_chars": 26668, + "estimated_input_tokens": 6667, + "estimated_eval_tokens": 13590 }, "budget": { "node_count": 10, "item_count": 10, "soft_pair_count": 31, - "serialized_chars": 26684, - "estimated_input_tokens": 6671, - "estimated_eval_tokens": 13598 + "serialized_chars": 26668, + "estimated_input_tokens": 6667, + "estimated_eval_tokens": 13590 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These PRs are mostly unrelated CI/workflow maintenance changes that share generic titles and, in a few cases, the same workflow file. The overlapping pr-ci-security-gate.yml edits are different security-hardening tweaks, not the same underlying fix, so they should not be deduplicated.", - "confidence": 0.95, + "summary": "These are not a single duplicate cluster: they split into several unrelated GitHub Actions workflow tweaks, with only shallow filename/title similarity. The pr-ci-security-gate PRs are the closest group, but they still address different security-hardening details rather than one identical bug/change.", + "confidence": 0.94, "canonical_issue_reason": null, - "canonical_pr_reason": "pull_request:46554 is the most substantive and self-contained change in the set: it adds checkout plus explicit workflow/CI-infra file-change checks to the PR CI security gate.", + "canonical_pr_reason": "PR 46554 is the best representative anchor because it makes the most substantive pr-ci-security-gate logic change; the other PRs in the set are either different workflows or narrower follow-up hardening edits.", "best_issue_reason": null, - "best_pr_reason": "pull_request:46554 is the strongest representative PR because it introduces the clearest behavior change and security fix, whereas the others are smaller, distinct workflow edits.", + "best_pr_reason": "PR 46554 is the strongest overall representative: it introduces concrete security-gate behavior, while the others are either unrelated workflow updates, permission tweaks, or comment/secret adjustments that do not duplicate the same code path.", "soft_edge_verdicts": [ { "left": "pull_request:46138", "right": "pull_request:46554", "accept": false, - "reason": "Different workflows and different behavior: stdin handling for self-comment CI vs security-gate logic for PR CI." + "reason": "Different workflows and different behavior: self-comment CI stdin handling vs pr-ci security-gate checks." }, { "left": "pull_request:46138", "right": "pull_request:46558", "accept": false, - "reason": "Unrelated workflow files; one changes comment parsing, the other adjusts PR CI gate permissions/approval flow." + "reason": "Different workflow files and unrelated fixes; no shared code path." }, { "left": "pull_request:46138", "right": "pull_request:46563", "accept": false, - "reason": "Different workflow and purpose; self-comment CI update is not the same change as documenting the reusable security gate." + "reason": "One updates self-comment CI command piping, the other only annotates the PR CI security gate workflow." }, { "left": "pull_request:46138", "right": "pull_request:46716", "accept": false, - "reason": "Separate workflow concerns: self-comment CI stdin piping vs changing secrets handling in PR CI security gate." + "reason": "Different workflow logic: CI comment handling vs secrets handling in pr-ci-security-gate." }, { "left": "pull_request:46138", "right": "pull_request:46504", "accept": false, - "reason": "Different files and code paths; one touches comment-driven CI, the other changes a build-image trigger check." + "reason": "Both are shell-command hygiene in workflows, but they affect different jobs and different scripts." }, { "left": "pull_request:46432", "right": "pull_request:46503", "accept": false, - "reason": "Same broad CI area, but unrelated workflow behavior: SSH runner hardening vs benchmark workflow dispatch support." + "reason": "SSH runner hardening is unrelated to benchmark workflow trigger changes." }, { "left": "pull_request:46432", "right": "pull_request:46501", "accept": false, - "reason": "Both are workflow maintenance, but one hardens the SSH runner and the other changes anti-slop permissions." + "reason": "Different workflows and different fixes; SSH runner script pinning is not the same change as anti-slop permissions." }, { "left": "pull_request:46432", "right": "pull_request:46502", "accept": false, - "reason": "Different workflow jobs and fixes: SSH runner environment hardening vs reviewer-assignment checkout ref change." + "reason": "No same underlying bug: SSH runner environment cleanup vs checkout ref tweak for reviewer assignment." }, { "left": "pull_request:46432", "right": "pull_request:46554", "accept": false, - "reason": "Both are security-related, but they fix different workflows and different problems." + "reason": "Different workflow areas; one hardens SSH runner, the other changes PR CI security-gate logic." }, { "left": "pull_request:46432", "right": "pull_request:46558", "accept": false, - "reason": "SSH runner hardening is unrelated to PR CI security-gate permission changes." + "reason": "SSH runner secret cleanup is not the same as PR CI security-gate permissions/approval logic." }, { "left": "pull_request:46501", "right": "pull_request:46503", "accept": false, - "reason": "Distinct workflow edits: anti-slop permissions versus benchmark_v2 trigger conditions." + "reason": "Both are workflow maintenance, but anti-slop permission placement and benchmark dispatch trigger are unrelated." }, { "left": "pull_request:46501", "right": "pull_request:46502", "accept": false, - "reason": "Different workflows and unrelated fixes; not the same bug or change." + "reason": "Different workflows and different fixes; no single duplicate bug/change." }, { "left": "pull_request:46501", "right": "pull_request:46504", "accept": false, - "reason": "Different workflow files and different logic changes; no shared concrete bug." + "reason": "Anti-slop permissions and build-ci shell quoting are separate changes in different workflows." }, { "left": "pull_request:46501", "right": "pull_request:46554", "accept": false, - "reason": "Anti-slop permission tweak is not the same as PR CI security-gate behavior changes." + "reason": "Different workflow and different concern: anti-slop permissions vs PR CI security-gate logic." }, { "left": "pull_request:46502", "right": "pull_request:46503", "accept": false, - "reason": "Reviewer-assignment checkout ref and benchmark dispatch support are separate workflow changes." + "reason": "Assign-reviewers checkout ref change is unrelated to benchmark dispatch support." }, { "left": "pull_request:46502", "right": "pull_request:46504", "accept": false, - "reason": "Different workflows with different behavior; not duplicative." + "reason": "Different workflows and code paths; reviewer assignment vs build-ci message parsing." }, { "left": "pull_request:46502", "right": "pull_request:46554", "accept": false, - "reason": "No shared underlying fix; reviewer workflow update vs PR CI security gate hardening." + "reason": "No duplicate behavior: reviewer workflow checkout ref vs PR CI security-gate checks." }, { "left": "pull_request:46503", "right": "pull_request:46504", "accept": false, - "reason": "Benchmark trigger condition change and build-image command quoting are unrelated." + "reason": "Both touch workflow YAML, but one adds manual dispatch and the other fixes shell quoting for commit messages." }, { "left": "pull_request:46503", "right": "pull_request:46554", "accept": false, - "reason": "Different workflows and code paths; benchmark dispatch support is not the same as PR CI security checks." + "reason": "Benchmark workflow trigger changes are unrelated to PR CI security-gate behavior." }, { "left": "pull_request:46504", "right": "pull_request:46554", "accept": false, - "reason": "Build-image trigger parsing and PR CI security-gate file scanning are separate fixes." - }, - { - "left": "pull_request:46503", - "right": "pull_request:46554", - "accept": false, - "reason": "Benchmark_v2 workflow dispatch support is unrelated to PR CI security-gate logic." + "reason": "Build-ci commit-message quoting is a different workflow path from PR CI security-gate checks." }, { "left": "pull_request:46504", "right": "pull_request:46558", "accept": false, - "reason": "Different workflows and changes: build-ci-docker-images shell handling vs PR CI gate permissions." + "reason": "Different fixes: build-ci shell safety vs PR CI security-gate permissions/approval handling." }, { "left": "pull_request:46554", "right": "pull_request:46558", "accept": false, - "reason": "Same workflow file, but different concrete security changes: file-change checks vs permissions/approval gating." + "reason": "Same workflow file, but different concrete changes: one adds diff-based security checks, the other adjusts permissions and approval gating." }, { "left": "pull_request:46554", "right": "pull_request:46563", "accept": false, - "reason": "One adds enforcement logic, the other only adds explanatory comments; not the same fix." + "reason": "One changes security-gate behavior, the other only adds explanatory comments; not the same change." }, { "left": "pull_request:46554", "right": "pull_request:46716", "accept": false, - "reason": "Different security-gate changes: added checks vs secrets inheritance change." + "reason": "Both relate to security-gate hardening, but one adds repo checkout/diff checks while the other changes secrets inheritance; distinct fixes." }, { "left": "pull_request:46558", "right": "pull_request:46563", "accept": false, - "reason": "Permissions/approval-flow change is not the same as adding safety notes to the reusable workflow call." + "reason": "Permissions/approval logic is not the same as adding comments about reusable workflow safety." }, { "left": "pull_request:46558", "right": "pull_request:46716", "accept": false, - "reason": "Both affect the same workflow, but one changes permissions and the other changes secrets passing; separate concerns." + "reason": "Different security-gate details: job permissions and approval condition vs secrets propagation." }, { "left": "pull_request:46563", "right": "pull_request:46716", "accept": false, - "reason": "Comment-only clarification is not the same underlying change as altering secrets inheritance." + "reason": "Comment-only clarification is not the same as changing secrets passing to the reusable workflow." }, { "left": "pull_request:46504", "right": "pull_request:46563", "accept": false, - "reason": "Build-image trigger parsing and PR CI security-gate comments are unrelated workflow edits." + "reason": "Build-ci shell quoting fix is unrelated to PR CI security-gate documentation/comments." }, { "left": "pull_request:46432", "right": "pull_request:46563", "accept": false, - "reason": "SSH runner hardening versus documentation/comments on the PR CI security gate are not duplicates." + "reason": "SSH runner hardening and PR CI security-gate comments are different workflows and different issues." }, { "left": "pull_request:46504", "right": "pull_request:46716", "accept": false, - "reason": "Different workflow files and behavior changes; not the same code-path problem." + "reason": "Build-ci workflow shell quoting is unrelated to secret inheritance in PR CI security-gate." }, { "left": "pull_request:46432", "right": "pull_request:46716", "accept": false, - "reason": "SSH runner environment cleanup and PR CI secrets handling are separate issues." + "reason": "Different workflows and distinct fixes; no shared concrete bug." } ] }, @@ -26138,7 +26472,7 @@ { "label": "pull_request", "component_index": 26, - "component_count": 32, + "component_count": 33, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -26201,7 +26535,7 @@ { "label": "pull_request", "component_index": 27, - "component_count": 32, + "component_count": 33, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -26217,7 +26551,7 @@ "soft_pairs": [ "pull_request:46310|pull_request:47162" ], - "prepared_review_unit_hash": "30b1ffff7f87326f6c0807c40e96763b760c8db0d912a193896d2d3e8879f9b8", + "prepared_review_unit_hash": "340cd277200e4b09cd17dcaa24ca35b590fda4e0f2d158db7b47dbd758b198f2", "component_budget": { "node_count": 2, "item_count": 2, @@ -26239,18 +26573,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Both pull requests fix the same off-by-one error in MoonshineStreaming\u2019s sliding window right-side mask; the later PR is a superset that also applies the same fix to Gemma4 and adds tests.", - "confidence": 0.96, + "summary": "Two open PRs fix the same right-window off-by-one in the sliding window mask for MoonshineStreaming; the newer PR also carries the same fix into Gemma4 and adds a test, so it subsumes the narrower one.", + "confidence": 0.95, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 47162 is the more complete representative: it includes the MoonshineStreaming fix from 46310, adds the same correction in Gemma4, and includes tests, so it best captures the underlying change set.", + "canonical_pr_reason": "PR 47162 is the better canonical PR because it includes the MoonshineStreaming boundary fix, extends the same fix to Gemma4, and adds a test, so it subsumes PR 46310's narrower change.", "best_issue_reason": null, - "best_pr_reason": "PR 47162 is the strongest overall fix because it addresses the same bug in MoonshineStreaming with the exact off-by-one correction and additionally covers the related Gemma4 implementation plus tests.", + "best_pr_reason": "PR 47162 is the strongest standalone candidate: it addresses the same concrete off-by-one bug in the mask function, covers all affected implementations shown here, and validates the fix with a test.", "soft_edge_verdicts": [ { "left": "pull_request:46310", "right": "pull_request:47162", "accept": true, - "reason": "Accept: both contain the same MoonshineStreaming right-window off-by-one fix (`-dist <= right_window_size`), so 47162 subsumes 46310\u2019s change for that bug even though it also patches Gemma4." + "reason": "Both PRs fix the same underlying off-by-one in the right side of sliding_window_mask_function/inner_mask (changing < to <= on the same boundary). PR 47162 clearly subsumes the narrower MoonshineStreaming-only patch and could plausibly be merged as one combined fix." } ] }, @@ -26264,7 +26598,7 @@ { "label": "pull_request", "component_index": 28, - "component_count": 32, + "component_count": 33, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -26280,7 +26614,7 @@ "soft_pairs": [ "pull_request:46574|pull_request:46580" ], - "prepared_review_unit_hash": "a867da334dd05e19ecbf861808a19752fe13a9888dafddac3433187894818970", + "prepared_review_unit_hash": "8bdac39c8fee9fc312ad9a5ce083ef783d8962bf61af1b52fe20c98325c9b10c", "component_budget": { "node_count": 2, "item_count": 2, @@ -26302,18 +26636,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Two unrelated pull requests were grouped only by broad tokenizer/model-loading similarity: one fixes CodeLlama decode stripping, the other fixes DeepSeek checkpoint-to-tokenizer-class selection.", - "confidence": 0.96, + "summary": "The two PRs are unrelated tokenizer fixes and should not be clustered together: PR #46574 fixes CodeLlama decoding of leading spaces, while PR #46580 fixes DeepSeek-Coder/DeepSeek-LLM being assigned the wrong tokenizer class. Different model families, different code paths, different bugs.", + "confidence": 0.99, "canonical_issue_reason": null, - "canonical_pr_reason": "PR #46574 is the clearest representative of a concrete bug fix: it targets one specific decode-path regression in CodeLlama and includes an explicit testable behavioral change.", + "canonical_pr_reason": "No single canonical PR: these patches target different tokenizer subsystems and different model families, so neither can stand in for the other.", "best_issue_reason": null, - "best_pr_reason": "PR #46574 is the strongest standalone artifact in this cluster because it addresses a single, well-scoped code-path bug with an explicit user-visible symptom (leading-space stripping on decode).", + "best_pr_reason": "PR #46580 is the better representative only if one must be chosen, because it addresses a broader tokenizer-class selection problem for multiple DeepSeek checkpoints and uses explicit checkpoint-based targeting.", "soft_edge_verdicts": [ { "left": "pull_request:46574", "right": "pull_request:46580", "accept": false, - "reason": "Reject: these fix different problems in different code paths. #46574 changes CodeLlama tokenizer decoder behavior to stop stripping real leading spaces, while #46580 changes AutoTokenizer mapping to load DeepSeek checkpoints with the correct tokenizer class. They are not the same underlying bug and would not plausibly merge into one PR." + "reason": "Reject: the PRs fix distinct problems. #46574 changes CodeLlama decode behavior to preserve real leading spaces; #46580 changes auto-tokenizer mapping for DeepSeek checkpoints loading as the wrong tokenizer class." } ] }, @@ -26327,7 +26661,70 @@ { "label": "pull_request", "component_index": 29, - "component_count": 32, + "component_count": 33, + "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-46696-2", + "nodes": [ + "pull_request:46696", + "pull_request:47134" + ], + "soft_pairs": [ + "pull_request:46696|pull_request:47134" + ], + "prepared_review_unit_hash": "1612f7c31ab81a0a09a2dc7743379214ee4222e96986fbb71e892cb8408dfed2", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4315, + "estimated_input_tokens": 1079, + "estimated_eval_tokens": 2414 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4315, + "estimated_input_tokens": 1079, + "estimated_eval_tokens": 2414 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Two pull requests in the same Flash Attention helper file share the same tracking issue, but they fix different performance regressions on different code paths: one corrects tracing/eager behavior for max-length handling, the other forces .item() in unpadding helpers to avoid sync overhead. They are related follow-ups, not duplicates.", + "confidence": 0.94, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 46696 is the more specific root-cause fix for the FA2 decode regression, with a narrowly scoped change to the tracing/eager condition.", + "best_issue_reason": null, + "best_pr_reason": "PR 46696 is the best representative of the cluster because it targets a concrete regression path and has the clearest, most specific bug description.", + "soft_edge_verdicts": [ + { + "left": "pull_request:46696", + "right": "pull_request:47134", + "accept": false, + "reason": "Same file and shared tracking issue, but they address different code paths: 46696 fixes max-length handling in tracing vs eager decode, while 47134 changes unpad helpers to use .item() for performance. Not the same underlying bug and not mergeable into one PR." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 30, + "component_count": 33, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -26343,40 +26740,40 @@ "soft_pairs": [ "pull_request:46773|pull_request:47087" ], - "prepared_review_unit_hash": "120c16d6616f641f80ad4906134c700dedfc6c003856873ed415c248274c63eb", + "prepared_review_unit_hash": "e40f9e6741502adbc00c06c6814b863ee1d1609ed8db571ed61c8b377877212d", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 5433, - "estimated_input_tokens": 1359, - "estimated_eval_tokens": 2974 + "serialized_chars": 5432, + "estimated_input_tokens": 1358, + "estimated_eval_tokens": 2972 }, "budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 5433, - "estimated_input_tokens": 1359, - "estimated_eval_tokens": 2974 + "serialized_chars": 5432, + "estimated_input_tokens": 1358, + "estimated_eval_tokens": 2972 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These are both padding-mask bugfix PRs, but they address different code paths: one fixes batch-size-1 masking in linear-attention models, the other fixes continued-forward/chunked-prefill masking in recurrent-layer models. They are related thematically but not duplicates.", - "confidence": 0.91, + "summary": "These two PRs are both about padding-mask handling, but they fix different bugs in different code paths: #46773 targets linear-attention models skipping masks for batch size 1, while #47087 fixes recurrent attention masking being skipped on continued forwards/chunked prefill. They are not duplicates.", + "confidence": 0.97, "canonical_issue_reason": null, - "canonical_pr_reason": "PR #47087 is the clearest representative of the cluster because it has a narrowly defined recurrent-layer masking regression, an explicit issue target, and a focused fix across the relevant masking utility and tests.", + "canonical_pr_reason": "No single canonical PR: the two changes address distinct masking bugs in different subsystems and should not be collapsed into one triage item.", "best_issue_reason": null, - "best_pr_reason": "PR #47087 is the strongest standalone candidate: it describes a specific recurrent-forward bug, has explicit issue linkage, and the diff centers on one underlying masking behavior rather than a broader multi-model sweep.", + "best_pr_reason": "47087 is the stronger standalone representative because it has an explicit issue target, a focused masking-utils change, and a clearer, narrower bug definition.", "soft_edge_verdicts": [ { "left": "pull_request:46773", "right": "pull_request:47087", "accept": false, - "reason": "Both concern padding masks, but they fix different bugs in different execution paths: batch-size-1 linear-attention masking vs. continued-forward/chunked-prefill recurrent masking. They do not look mergeable into one PR for the same concrete defect." + "reason": "Different failure modes and code paths: one fixes batch-size-1 masking in linear-attention model implementations, the other fixes recurrent masking during continued forwards/cache continuation. They are related thematically but not the same underlying bug." } ] }, @@ -26389,8 +26786,8 @@ }, { "label": "pull_request", - "component_index": 30, - "component_count": 32, + "component_index": 31, + "component_count": 33, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -26406,7 +26803,7 @@ "soft_pairs": [ "pull_request:47074|pull_request:47076" ], - "prepared_review_unit_hash": "2b59c56ce6832554e33a3b50c7c83021821803bf1c69f043434f32f0833b002c", + "prepared_review_unit_hash": "b82983446d4971b24910744b8c894d86d7e0c0a32e6341b9d899dcdd64070338", "component_budget": { "node_count": 2, "item_count": 2, @@ -26428,18 +26825,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These two PRs are not duplicates: one fixes key normalization in AnyToAnyPipeline, while the other fixes Gemma4 processor placeholder validation for audio/text batching. They touch different subsystems and different failure modes.", - "confidence": 0.97, + "summary": "The two PRs are unrelated: one fixes a multimodal input-key bug in AnyToAnyPipeline, while the other adds Gemma4 processor validation for audio placeholders. They should not be clustered as duplicates.", + "confidence": 0.98, "canonical_issue_reason": null, - "canonical_pr_reason": "No canonical PR: the PRs address unrelated code paths and should not be merged or deduplicated.", + "canonical_pr_reason": null, "best_issue_reason": null, - "best_pr_reason": "No best PR for duplicate triage here; each PR is a separate, concrete fix in a different component.", + "best_pr_reason": "PR 47074 is the better representative change: it fixes a concrete pipeline bug with a clear code-path impact and broader reuse. PR 47076 is a separate Gemma4-specific validation update.", "soft_edge_verdicts": [ { "left": "pull_request:47074", "right": "pull_request:47076", "accept": false, - "reason": "Different bugs in different components: AnyToAnyPipeline input key mapping vs Gemma4 audio placeholder validation. They do not appear to be the same underlying change." + "reason": "Different components and different bugs: AnyToAnyPipeline key normalization vs. Gemma4 audio placeholder validation. They are not the same underlying change." } ] }, @@ -26452,8 +26849,8 @@ }, { "label": "pull_request", - "component_index": 31, - "component_count": 32, + "component_index": 32, + "component_count": 33, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -26469,7 +26866,7 @@ "soft_pairs": [ "pull_request:47105|pull_request:47129" ], - "prepared_review_unit_hash": "71e77cf96807e1fcca4afbb5336acce56b905c07f98dac3fa1f47ee54796d098", + "prepared_review_unit_hash": "64d06c8ba70a38e476d25ec6f753442e7937cd301b8f64a48c4fbcaaa8816064", "component_budget": { "node_count": 2, "item_count": 2, @@ -26491,7 +26888,7 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These two pull requests are not duplicates: one re-enables a VITS model-forward test, while the other updates an RT-DETR v2 weight-conversion script for current model keys. They affect different models and different code paths.", + "summary": "These are two unrelated pull requests: one re-enables and tightens a VITS forward test, while the other updates an RT-DETR v2 weight converter for changed model keys. They do not fix the same bug or belong in the same duplicate cluster.", "confidence": 0.98, "canonical_issue_reason": null, "canonical_pr_reason": null, @@ -26502,7 +26899,7 @@ "left": "pull_request:47105", "right": "pull_request:47129", "accept": false, - "reason": "Different components and fixes: 47105 changes a VITS test expectation and removes a skip, while 47129 edits an RT-DETR v2 converter mapping/config. They do not look like the same underlying bug or a single mergeable PR." + "reason": "Different models, different code paths, and different change types (test adjustment vs. converter mapping fix). They are not the same underlying bug or a mergeable single PR." } ] }, @@ -26515,8 +26912,8 @@ }, { "label": "pull_request", - "component_index": 32, - "component_count": 32, + "component_index": 33, + "component_count": 33, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -26539,70 +26936,70 @@ "pull_request:47123|pull_request:47150", "pull_request:47124|pull_request:47150" ], - "prepared_review_unit_hash": "73e33f9a9f838b65c975aa3e2439c72f8cd166f1538070b6c1919bf4a3cd3039", + "prepared_review_unit_hash": "0b9bf5d22cff273f7417e01ccc35803d32dd8dca9077b02ab7bc40c6d09118d2", "component_budget": { "node_count": 4, "item_count": 4, "soft_pair_count": 6, - "serialized_chars": 9330, - "estimated_input_tokens": 2333, - "estimated_eval_tokens": 4922 + "serialized_chars": 9333, + "estimated_input_tokens": 2334, + "estimated_eval_tokens": 4924 }, "budget": { "node_count": 4, "item_count": 4, "soft_pair_count": 6, - "serialized_chars": 9330, - "estimated_input_tokens": 2333, - "estimated_eval_tokens": 4922 + "serialized_chars": 9333, + "estimated_input_tokens": 2334, + "estimated_eval_tokens": 4924 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These are four unrelated model-specific PRs, not duplicates: two source-code fixes (edgetam, whisper) and two test-only adjustments (minimax_m3_vl, falcon_mamba) that address different failure modes.", - "confidence": 0.96, + "summary": "These pull requests are not duplicates: they target different models and different failure modes. One is a Whisper generation fix in source code, while the others are model-specific test expectation/load fixes for EdgeTam, MiniMax-M3-VL, and Falcon-Mamba.", + "confidence": 0.97, "canonical_issue_reason": null, - "canonical_pr_reason": "No canonical PR: the PRs target different models, different files, and different bugs/failures, so there is no single duplicate representative.", + "canonical_pr_reason": "PR 47150 is the strongest standalone code fix in the set: it changes Whisper generation length handling in the model code itself, rather than only adjusting tests or making a narrow compatibility workaround.", "best_issue_reason": null, - "best_pr_reason": "PR 47150 is the strongest representative as it fixes an actual code-path bug in Whisper generation logic, whereas the others are either test-only or model-specific integration tweaks.", + "best_pr_reason": "PR 47150 is the best representative PR because it addresses a concrete runtime behavior bug in the core generation path and is more substantive than the test-only or model-specific cleanup changes in the other PRs.", "soft_edge_verdicts": [ { "left": "pull_request:47122", "right": "pull_request:47123", "accept": false, - "reason": "Different models and failures: EdgeTam forward-arg cleanup vs MiniMax-M3-VL load/offload test setup; not the same bug or change." + "reason": "Different models and different problems: EdgeTam drops an unexpected kwarg in the backbone path, while MiniMax-M3-VL adds an offload folder for device_map loading. Not the same underlying bug." }, { "left": "pull_request:47122", "right": "pull_request:47124", "accept": false, - "reason": "EdgeTam source fix for an unexpected kwarg is unrelated to Falcon-Mamba test expectation updates and output mismatch." + "reason": "EdgeTam runtime compatibility fix vs. Falcon-Mamba expected-output test updates. Different code paths and failure modes." }, { "left": "pull_request:47122", "right": "pull_request:47150", "accept": false, - "reason": "Both are code fixes, but for different models and code paths: EdgeTam backbone kwargs vs Whisper max_length handling." + "reason": "EdgeTam backbone kwarg cleanup and Whisper max_length handling are unrelated model-specific bugs." }, { "left": "pull_request:47123", "right": "pull_request:47124", "accept": false, - "reason": "Both are test-file changes only, but they fix different models and distinct issues: load_error vs output_mismatch." + "reason": "MiniMax-M3-VL loading/offload setup and Falcon-Mamba output expectations are different issues; one is a load configuration fix, the other is a generation test mismatch." }, { "left": "pull_request:47123", "right": "pull_request:47150", "accept": false, - "reason": "MiniMax-M3-VL test offload setup is unrelated to Whisper generation length logic." + "reason": "MiniMax-M3-VL device_map offload workaround is unrelated to Whisper generation length logic." }, { "left": "pull_request:47124", "right": "pull_request:47150", "accept": false, - "reason": "Falcon-Mamba expectation updates do not match Whisper's source-code generation fix; different model and failure type." + "reason": "Falcon-Mamba only changes test expectations, whereas Whisper changes source generation behavior. Different artifacts and different underlying bugs." } ] }, diff --git a/analysis/current/manifest.json b/analysis/current/manifest.json index 8ec4eba0dac82bd0e06e2cc4e12b1c339b4e3bf0..1d7b4a353c30857a047795e78a98fecca19cf736 100644 --- a/analysis/current/manifest.json +++ b/analysis/current/manifest.json @@ -1,8 +1,8 @@ { - "analysis_id": "hybrid-model-20260709t000028z", + "analysis_id": "hybrid-model-20260709t060021z", "archived_artifacts": { - "hybrid": "snapshots/20260709T000028Z/analysis-runs/hybrid-model-20260709t000028z/analysis-report-hybrid.json", - "hybrid_reviews": "snapshots/20260709T000028Z/analysis-runs/hybrid-model-20260709t000028z/analysis-report-hybrid.llm-reviews.json" + "hybrid": "snapshots/20260709T060021Z/analysis-runs/hybrid-model-20260709t060021z/analysis-report-hybrid.json", + "hybrid_reviews": "snapshots/20260709T060021Z/analysis-runs/hybrid-model-20260709t060021z/analysis-report-hybrid.llm-reviews.json" }, "artifacts": { "hybrid": 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+ ], + [ + 2303, + 2309 + ] + ], + "right_ranges": [ + [ + 2278, + 2291 + ], + [ + 2309, + 2322 + ] + ] + } + ] + } + ] + } + ], + "duplicate_issues": [ + { + "cluster_id": "cluster-46894-7", + "canonical_issue_number": 46894, + "duplicate_issue_numbers": [ + 46897, + 46901 + ], + "reason": "Issues in cluster-46894-7 are treated as duplicates because they share closing_reference, shared_issue_target, soft_similarity evidence." + } + ], + "duplicate_prs": [ + { + "cluster_id": "cluster-41211-3", + "canonical_pr_number": 44339, + "duplicate_pr_numbers": [ + 41356 + ], + "target_issue_number": 41211, + "reason": "PRs in cluster-41211-3 are treated as duplicates because they converge on issue #41211 with closing_reference evidence." + }, + { + "cluster_id": "cluster-43240-3", + "canonical_pr_number": 43251, + "duplicate_pr_numbers": [ + 43254 + ], + "target_issue_number": 43240, + "reason": "PRs in cluster-43240-3 are treated as duplicates because they converge on issue #43240 with closing_reference, shared_issue_target evidence." + }, + { + "cluster_id": "cluster-43451-6", + "canonical_pr_number": 43451, + "duplicate_pr_numbers": [ + 46658, + 47003, + 47077, + 47096, + 47175 + ], + "target_issue_number": null, + "reason": "PRs in cluster-43451-6 are treated as duplicates because they share soft_similarity evidence." + }, + { + "cluster_id": "cluster-43698-3", + "canonical_pr_number": 43779, + "duplicate_pr_numbers": [ + 43816 + ], + "target_issue_number": 43698, + "reason": "PRs in cluster-43698-3 are treated as duplicates because they converge on issue #43698 with closing_reference, shared_issue_target evidence." + }, + { + "cluster_id": "cluster-43979-11", + "canonical_pr_number": 44007, + "duplicate_pr_numbers": [ + 43996, + 44013, + 44044, + 44066, + 44072, + 44085, + 44129, + 44154, + 44722 + ], + "target_issue_number": 43979, + "reason": "PRs in cluster-43979-11 are treated as duplicates because they converge on issue #43979 with closing_reference, shared_issue_target, soft_similarity evidence." + }, + { + "cluster_id": "cluster-45081-3", + "canonical_pr_number": 45317, + "duplicate_pr_numbers": [ + 45086 + ], + "target_issue_number": 45081, + "reason": "PRs in cluster-45081-3 are treated as duplicates because they converge on issue #45081 with closing_reference, shared_issue_target, soft_similarity evidence." + }, + { + "cluster_id": "cluster-45561-3", + "canonical_pr_number": 45645, + "duplicate_pr_numbers": [ + 45639 + ], + "target_issue_number": 45561, + "reason": "PRs in cluster-45561-3 are treated as duplicates because they converge on issue #45561 with closing_reference, shared_issue_target, soft_similarity evidence." + }, + { + "cluster_id": "cluster-45647-3", + "canonical_pr_number": 45738, + "duplicate_pr_numbers": [ + 45737 + ], + "target_issue_number": 45647, + "reason": "PRs in cluster-45647-3 are treated as duplicates because they converge on issue #45647 with closing_reference, shared_issue_target evidence." + }, + { + "cluster_id": "cluster-46159-3", + "canonical_pr_number": 46174, + "duplicate_pr_numbers": [ + 46780 + ], + "target_issue_number": 46159, + "reason": "PRs in cluster-46159-3 are treated as duplicates because they converge on issue #46159 with closing_reference evidence." + }, + { + "cluster_id": "cluster-46196-6", + "canonical_pr_number": 46196, + "duplicate_pr_numbers": [ + 46376, + 47034, + 47143, + 47163, + 47181 + ], + "target_issue_number": null, + "reason": "PRs in cluster-46196-6 are treated as duplicates because they share soft_similarity evidence." + }, + { + "cluster_id": "cluster-46305-3", + "canonical_pr_number": 46310, + "duplicate_pr_numbers": [ + 47162 + ], + "target_issue_number": 46305, + "reason": "PRs in cluster-46305-3 are treated as duplicates because they converge on issue #46305 with closing_reference, shared_issue_target, soft_similarity evidence." + }, + { + "cluster_id": "cluster-46693-3", + "canonical_pr_number": 47134, + "duplicate_pr_numbers": [ + 46696 + ], + "target_issue_number": 46693, + "reason": "PRs in cluster-46693-3 are treated as duplicates because they converge on issue #46693 with closing_reference evidence." + }, + { + "cluster_id": "cluster-46869-3", + "canonical_pr_number": 46886, + "duplicate_pr_numbers": [ + 46922 + ], + "target_issue_number": 46869, + "reason": "PRs in cluster-46869-3 are treated as duplicates because they converge on issue #46869 with closing_reference, shared_issue_target evidence." + }, + { + "cluster_id": "cluster-46894-7", + "canonical_pr_number": 46903, + "duplicate_pr_numbers": [ + 46895, + 46958, + 47090 + ], + "target_issue_number": 46894, + "reason": "PRs in cluster-46894-7 are treated as duplicates because they converge on issue #46894 with closing_reference, shared_issue_target, soft_similarity evidence." + }, + { + "cluster_id": "cluster-47188-6", + "canonical_pr_number": 47188, + "duplicate_pr_numbers": [ + 47189, + 47190, + 47191, + 47192, + 47193 + ], + "target_issue_number": null, + "reason": "PRs in cluster-47188-6 are treated as duplicates because they share soft_similarity evidence." + } + ], + "best_issue": { + "cluster_id": "cluster-46894-7", + "issue_number": 46894, + "reason": "Issue #46894 is the strongest global issue candidate because it is open, belongs to a cluster with 7 artifacts, and carries 1 discussion comments plus 9 inbound references.", + "score": 181.0 + }, + "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/20260709T060021Z/analysis-runs/hybrid-model-20260709t060021z/analysis-report-hybrid.llm-reviews.json b/snapshots/20260709T060021Z/analysis-runs/hybrid-model-20260709t060021z/analysis-report-hybrid.llm-reviews.json new file mode 100644 index 0000000000000000000000000000000000000000..d3ecc833a4216e101766bfc0db49c8207f099bc2 --- /dev/null +++ b/snapshots/20260709T060021Z/analysis-runs/hybrid-model-20260709t060021z/analysis-report-hybrid.llm-reviews.json @@ -0,0 +1,27014 @@ +{ + "schema_version": "1.0", + "repo": "huggingface/transformers", + "snapshot_id": "20260709T060021Z", + "generated_at": "2026-07-09T06:12:15Z", + "model": "gpt-5.4-mini?service_tier=flex", + "reviews": [ + { + "label": "issue", + "component_index": 1, + "component_count": 27, + "review_unit_index": 1, + "review_unit_count": 63, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-516", + "nodes": [ + "issue:24643", + "issue:30277", + "issue:34634", + "issue:34928", + "issue:35545", + "issue:36010", + "issue:36331", + "issue:39290", + "issue:41720", + "issue:41762", + "issue:42915", + "issue:43039", + "issue:43425", + "issue:43541", + "issue:43596", + "issue:43638", + "issue:43716", + "issue:43827", + "issue:43828", + "issue:43975", + "issue:44292", + "issue:44322", + "issue:44457", + "issue:44509", + "issue:44512", + "issue:44560", + "issue:44805", + "issue:44841", + "issue:44918", + "issue:45081", + "issue:45161", + "issue:45237", + "issue:45464", + "issue:45507", + "issue:45685", + "issue:45800", + "issue:45823", + "issue:45859", + "issue:45874", + "issue:45901", + "issue:45902", + "issue:46015", + "issue:46165", + "issue:46294", + "issue:46468", + "issue:46515", + "issue:46661", + "issue:46869" + ], + "soft_pairs": [ + "issue:44322|issue:45464", + "issue:45237|issue:45685", + "issue:43716|issue:45237", + "issue:43828|issue:45237", + "issue:45237|issue:46468", + "issue:45237|issue:45507", + "issue:30277|issue:35545", + "issue:35545|issue:42915", + "issue:35545|issue:41720", + "issue:45901|issue:46015", + "issue:35545|issue:36010", + "issue:44509|issue:44512", + "issue:44918|issue:46165", + "issue:46165|issue:46869", + "issue:44805|issue:45823", + "issue:43638|issue:44805", + "issue:43638|issue:46165", + "issue:43596|issue:44805", + "issue:44805|issue:46294", + "issue:44805|issue:45161", + "issue:46165|issue:46468", + "issue:44560|issue:46165", + "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:44841|issue:46661", + "issue:43716|issue:46869", + "issue:24643|issue:30277", + "issue:34928|issue:44805", + "issue:45685|issue:46869", + "issue:45859|issue:45902", + "issue:34928|issue:36331", + "issue:43638|issue:45161", + "issue:43596|issue:45161", + "issue:43716|issue:45507", + "issue:44292|issue:45237", + "issue:45874|issue:46294", + "issue:39290|issue:45081", + "issue:45800|issue:46515", + "issue:45823|issue:45874", + "issue:34928|issue:41720", + "issue:43425|issue:44292", + "issue:43828|issue:45161", + "issue:43541|issue:43716", + "issue:43828|issue:44292", + "issue:43716|issue:45685", + "issue:45507|issue:45685", + "issue:44292|issue:44918", + "issue:43716|issue:44292", + "issue:44918|issue:45161", + "issue:43039|issue:44918", + "issue:41762|issue:43638", + "issue:43827|issue:44512", + "issue:43828|issue:45685", + "issue:43039|issue:43828", + "issue:30277|issue:36331", + "issue:34928|issue:36010", + "issue:45237|issue:46015", + "issue:43039|issue:44805" + ], + "prepared_review_unit_hash": "2493bc3406d3d9830b264440aa39d0f4f870ed55698c6aa0f41c63feb968a406", + "component_budget": { + "node_count": 516, + "item_count": 516, + "soft_pair_count": 1900, + "serialized_chars": 985312, + "estimated_input_tokens": 246328, + "estimated_eval_tokens": 492912 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 62, + "serialized_chars": 46269, + "estimated_input_tokens": 11568, + "estimated_eval_tokens": 23392 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly heterogeneous and splits into a few small duplicate pockets rather than one broad duplicate set. The clearest overlaps are the two DeepSpeed ZeRO-3/BERT index errors, the torch 2.4.1 compatibility reports, and the Qwen3_5Moe rotary-embedding/offload reports.", + "confidence": 0.87, + "canonical_issue_reason": "No single canonical issue fits the whole cluster: the items span unrelated bug families (DeepSpeed/BERT, Qwen/Gemma/GPT-OSS, docs cleanup, export/runtime incompatibilities).", + "canonical_pr_reason": null, + "best_issue_reason": "No global best issue; the cluster does not represent one underlying defect or change. If forced to pick a representative for the tightest subcluster, issue:43596 is the cleanest DeepSpeed ZeRO-3/BERT example, but it is not cluster-wide.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44322", + "right": "issue:45464", + "accept": false, + "reason": "Different Qwen3.5 problems: config attribute access vs streaming chat/completions failure." + }, + { + "left": "issue:45237", + "right": "issue:45685", + "accept": false, + "reason": "Unrelated failures: AMD GPU support on GPT-OSS vs MPS histogram kernel on Int." + }, + { + "left": "issue:43716", + "right": "issue:45237", + "accept": false, + "reason": "Different model/runtime bugs: Mistral dtype mismatch vs GPT-OSS AMD GPU failure." + }, + { + "left": "issue:43828", + "right": "issue:45237", + "accept": false, + "reason": "Both are dtype/device issues, but on different models and different code paths." + }, + { + "left": "issue:45237", + "right": "issue:46468", + "accept": false, + "reason": "GPT-OSS AMD GPU issue is not the same as the broken Nemotron example." + }, + { + "left": "issue:45237", + "right": "issue:45507", + "accept": false, + "reason": "Different model-specific bugs: AMD GPU failure vs GraniteMoEHybrid invalid method call." + }, + { + "left": "issue:30277", + "right": "issue:35545", + "accept": false, + "reason": "DeepSpeed ZeRO-3 collective mismatch and ModernBERT ONNX export are unrelated." + }, + { + "left": "issue:35545", + "right": "issue:42915", + "accept": false, + "reason": "ONNX export error and Qwen3Moe FP8 failure involve different models and mechanisms." + }, + { + "left": "issue:35545", + "right": "issue:41720", + "accept": false, + "reason": "ONNX export problem is unrelated to Qwen3 auto device-map cuda assert." + }, + { + "left": "issue:45901", + "right": "issue:46015", + "accept": false, + "reason": "Table QA crash and outdated RAG examples are separate issues." + }, + { + "left": "issue:35545", + "right": "issue:36010", + "accept": false, + "reason": "Model export to ONNX is unrelated to the GenerationMixin import breakage." + }, + { + "left": "issue:44509", + "right": "issue:44512", + "accept": false, + "reason": "Both are docs regressions, but they refer to different removed v5 references and look like separate cleanup items." + }, + { + "left": "issue:44918", + "right": "issue:46165", + "accept": false, + "reason": "TRL SFT embedding unpacking and resuming local training with trust_remote_code are different training issues." + }, + { + "left": "issue:46165", + "right": "issue:46869", + "accept": false, + "reason": "Resume-training/trust_remote_code issue is unrelated to YOLO multi-GPU device-map failure." + }, + { + "left": "issue:44805", + "right": "issue:45823", + "accept": false, + "reason": "Generic mask-shape IndexError and Gemma4 PLE device mismatch are not the same bug." + }, + { + "left": "issue:43638", + "right": "issue:44805", + "accept": false, + "reason": "BERT ZeRO-3 zero-size tensor error and mask/index shape mismatch are different failure modes." + }, + { + "left": "issue:43638", + "right": "issue:46165", + "accept": false, + "reason": "DeepSpeed/BERT initialization failure is unrelated to resume-training with remote code." + }, + { + "left": "issue:43596", + "right": "issue:44805", + "accept": false, + "reason": "Both are IndexErrors, but the BERT ZeRO-3 zero-size case and the mask/tensor mismatch are distinct." + }, + { + "left": "issue:44805", + "right": "issue:46294", + "accept": false, + "reason": "Mask/index shape mismatch is unrelated to Qwen3.5 video apply_chat_template token/feature mismatch." + }, + { + "left": "issue:44805", + "right": "issue:45161", + "accept": false, + "reason": "These are different failures: mask shape mismatch vs GPT-OSS MoE tensor-parallel issue." + }, + { + "left": "issue:46165", + "right": "issue:46468", + "accept": false, + "reason": "Remote-code resume training and Nemotron example breakage are unrelated." + }, + { + "left": "issue:44560", + "right": "issue:46165", + "accept": false, + "reason": "Qwen3-vl video StopIteration and remote-code resume training are different problems." + }, + { + "left": "issue:34634", + "right": "issue:35545", + "accept": false, + "reason": "BarkProcessor voice preset and ModernBERT ONNX export do not share the same underlying defect." + }, + { + "left": "issue:30277", + "right": "issue:43638", + "accept": false, + "reason": "Different DeepSpeed-related errors affecting different models and code paths." + }, + { + "left": "issue:43596", + "right": "issue:43638", + "accept": true, + "reason": "Near-identical DeepSpeed ZeRO-3/BERT zero-size tensor IndexError; same underlying initialization bug." + }, + { + "left": "issue:43039", + "right": "issue:45161", + "accept": false, + "reason": "Liger Kernel cross_entropy call issue is not the same as GPT-OSS MoE tensor-parallel failure." + }, + { + "left": "issue:43975", + "right": "issue:44457", + "accept": false, + "reason": "Incorrect detokenization and LoRA weight merge/save/load inconsistency are unrelated." + }, + { + "left": "issue:44292", + "right": "issue:44457", + "accept": false, + "reason": "Qwen-3-8B NVFP4 runtime error and LoRA merge/save mismatch are different issues." + }, + { + "left": "issue:44841", + "right": "issue:46661", + "accept": false, + "reason": "Processor failure for Voxtral and remote-code config_class AttributeError are unrelated." + }, + { + "left": "issue:43716", + "right": "issue:46869", + "accept": false, + "reason": "Mistral dtype mismatch and YOLO multi-GPU device-map failure are different bugs." + }, + { + "left": "issue:24643", + "right": "issue:30277", + "accept": false, + "reason": "DeepSpeed training weight-dimension error and Jamba ZeRO-3 collective mismatch are distinct." + }, + { + "left": "issue:34928", + "right": "issue:44805", + "accept": false, + "reason": "Activation-checkpointing/FSDP recompute mismatch is unrelated to mask/tensor indexing errors." + }, + { + "left": "issue:45685", + "right": "issue:46869", + "accept": false, + "reason": "MPS histogram kernel issue is unrelated to YOLO device-map failure." + }, + { + "left": "issue:45859", + "right": "issue:45902", + "accept": true, + "reason": "Both point to the same Qwen3_5MoeTextRotaryEmbedding/offload-materialization bug around inv_freq handling." + }, + { + "left": "issue:34928", + "right": "issue:36331", + "accept": false, + "reason": "FSDP activation-checkpointing mismatch and CustomTrainer compute_loss signature break are unrelated." + }, + { + "left": "issue:43638", + "right": "issue:45161", + "accept": false, + "reason": "BERT ZeRO-3 init failure and GPT-OSS tensor-parallel failure are not the same defect." + }, + { + "left": "issue:43596", + "right": "issue:45161", + "accept": false, + "reason": "Different models and mechanisms: BERT ZeRO-3 index error vs GPT-OSS TP issue." + }, + { + "left": "issue:43716", + "right": "issue:45507", + "accept": false, + "reason": "Mistral dtype mismatch and GraniteMoEHybrid invalid method call are unrelated." + }, + { + "left": "issue:44292", + "right": "issue:45237", + "accept": false, + "reason": "Qwen-3-8B NVFP4 runtime error does not match the GPT-OSS AMD GPU failure." + }, + { + "left": "issue:45874", + "right": "issue:46294", + "accept": false, + "reason": "Gemma4 inputs_embeds reverse-lookup issue and Qwen3.5 video token/feature mismatch are different problems." + }, + { + "left": "issue:39290", + "right": "issue:45081", + "accept": false, + "reason": "Gemma3TextConfig attribute regression with vLLM and Mistral regex patch crash are unrelated." + }, + { + "left": "issue:45800", + "right": "issue:46515", + "accept": true, + "reason": "Same underlying torch 2.4.1 compatibility problem, with one report naming the paired transformers version explicitly." + }, + { + "left": "issue:45823", + "right": "issue:45874", + "accept": false, + "reason": "Gemma4 device mismatch and Gemma4 expensive reverse embedding lookup are separate forward-path issues." + }, + { + "left": "issue:34928", + "right": "issue:41720", + "accept": false, + "reason": "FSDP checkpointing mismatch and Qwen3 auto device-map cuda assert are unrelated." + }, + { + "left": "issue:43425", + "right": "issue:44292", + "accept": false, + "reason": "Generic Torch 2.10 incompatibility and Qwen NVFP4 runtime error are not the same issue." + }, + { + "left": "issue:43828", + "right": "issue:45161", + "accept": false, + "reason": "Phi-tiny-MoE autocast dtype mismatch and GPT-OSS TP failure are different model/runtime bugs." + }, + { + "left": "issue:43541", + "right": "issue:43716", + "accept": false, + "reason": "Mixtral grouped_mm tracing error and Mistral image-preprocessor dtype mismatch are distinct." + }, + { + "left": "issue:43828", + "right": "issue:44292", + "accept": false, + "reason": "Different models and different failure modes: autocast dtype mismatch vs NVFP4 runtime error." + }, + { + "left": "issue:43716", + "right": "issue:45685", + "accept": false, + "reason": "Mistral dtype mismatch and MPS histogram kernel limitation are unrelated." + }, + { + "left": "issue:45507", + "right": "issue:45685", + "accept": false, + "reason": "GraniteMoEHybrid invalid method and MPS histogram kernel issue are unrelated." + }, + { + "left": "issue:44292", + "right": "issue:44918", + "accept": false, + "reason": "Qwen NVFP4 runtime error and TRL SFT embedding unpack failure are different bugs." + }, + { + "left": "issue:43716", + "right": "issue:44292", + "accept": false, + "reason": "Different models and code paths: Mistral preprocessing dtype mismatch vs Qwen NVFP4 runtime error." + }, + { + "left": "issue:44918", + "right": "issue:45161", + "accept": false, + "reason": "TRL SFT input-embedding unpacking and GPT-OSS tensor-parallel failure are unrelated." + }, + { + "left": "issue:43039", + "right": "issue:44918", + "accept": false, + "reason": "Liger Kernel cross_entropy usage and TRL SFT unpacking failure are different issues." + }, + { + "left": "issue:41762", + "right": "issue:43638", + "accept": false, + "reason": "Gemma3 ZeRO-3 loading issue and BERT ZeRO-3 loading issue are different model-specific bugs." + }, + { + "left": "issue:43827", + "right": "issue:44512", + "accept": false, + "reason": "Both are docs regressions, but they cite different removed v5 artifacts and do not look like one concrete change." + }, + { + "left": "issue:43828", + "right": "issue:45685", + "accept": false, + "reason": "Phi autocast mismatch and MPS histogram Int limitation are unrelated." + }, + { + "left": "issue:43039", + "right": "issue:43828", + "accept": false, + "reason": "Liger Kernel cross_entropy issue and Phi autocast dtype mismatch are different defects." + }, + { + "left": "issue:30277", + "right": "issue:36331", + "accept": false, + "reason": "DeepSpeed collective mismatch and CustomTrainer signature mismatch are unrelated." + }, + { + "left": "issue:34928", + "right": "issue:36010", + "accept": false, + "reason": "FSDP activation-checkpointing recompute error and GenerationMixin import error are unrelated." + }, + { + "left": "issue:45237", + "right": "issue:46015", + "accept": false, + "reason": "GPT-OSS AMD GPU failure and outdated RAG docs are unrelated." + }, + { + "left": "issue:43039", + "right": "issue:44805", + "accept": false, + "reason": "Liger Kernel cross_entropy issue and mask-shape IndexError are unrelated." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The clustering judgment is grounded in the packet and appropriately conservative. The summary reflects the evident heterogeneity of the issue set and only calls out the few duplicate pockets that are well supported by titles/body themes (notably 43596/43638, 45859/45902, and 45800/46515). Rejected soft-edge pairs are generally justified without overclaiming cross-model equivalence, so I don\u2019t see an evidence overstatement here." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 27, + "review_unit_index": 2, + "review_unit_count": 63, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-516", + "nodes": [ + "issue:36010", + "issue:39290", + "issue:41093", + "issue:41720", + "issue:41762", + "issue:43039", + "issue:43296", + "issue:43404", + "issue:43425", + "issue:43531", + "issue:43541", + "issue:43572", + "issue:43596", + "issue:43638", + "issue:43792", + "issue:43828", + "issue:43854", + "issue:43866", + "issue:43872", + "issue:43901", + "issue:43975", + "issue:44292", + "issue:44512", + "issue:44560", + "issue:44589", + "issue:44841", + "issue:44863", + "issue:45020", + "issue:45070", + "issue:45084", + "issue:45237", + "issue:45362", + "issue:45399", + "issue:45464", + "issue:45507", + "issue:45685", + "issue:45800", + "issue:45812", + "issue:45823", + "issue:45901", + "issue:45920", + "issue:46015", + "issue:46294", + "issue:46304", + "issue:46402", + "issue:46661", + "issue:46772", + "issue:46869" + ], + "soft_pairs": [ + "issue:45800|issue:46304", + "issue:43296|issue:46304", + "issue:43866|issue:46402", + "issue:41762|issue:43596", + "issue:39290|issue:41720", + "issue:43901|issue:44512", + "issue:44589|issue:46304", + "issue:45237|issue:45901", + "issue:43039|issue:44560", + "issue:45823|issue:46294", + "issue:44841|issue:45823", + "issue:43975|issue:46015", + "issue:43866|issue:46772", + "issue:44863|issue:46015", + "issue:45020|issue:46304", + "issue:45812|issue:45920", + "issue:43872|issue:46304", + "issue:44292|issue:46015", + "issue:43866|issue:44863", + "issue:39290|issue:43531", + "issue:41093|issue:43638", + "issue:43792|issue:45901", + "issue:43854|issue:43866", + "issue:43425|issue:45070", + "issue:43792|issue:45070", + "issue:43975|issue:45901", + "issue:45362|issue:45464", + "issue:43596|issue:45800", + "issue:43541|issue:46869", + "issue:44292|issue:45901", + "issue:39290|issue:45823", + "issue:45464|issue:45685", + "issue:36010|issue:39290", + "issue:43541|issue:45685", + "issue:43541|issue:43828", + "issue:44841|issue:45084", + "issue:45507|issue:46869", + "issue:43404|issue:43866", + "issue:41093|issue:41762", + "issue:45399|issue:46661", + "issue:43572|issue:45070", + "issue:45800|issue:45823" + ], + "prepared_review_unit_hash": "41bf79250edd13f14e700dc512d6051988b0f825e76ce5167477e01cbe31fabe", + "component_budget": { + "node_count": 516, + "item_count": 516, + "soft_pair_count": 1900, + "serialized_chars": 985312, + "estimated_input_tokens": 246328, + "estimated_eval_tokens": 492912 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 42, + "serialized_chars": 40037, + "estimated_input_tokens": 10010, + "estimated_eval_tokens": 20276 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The cluster is mostly a loose collection of unrelated model-loading, runtime, and docs issues. The only clear duplicate-style match is the v5 AutoTokenizer token-ID regression, where a Granite-specific report is subsumed by a broader multi-model regression report.", + "confidence": 0.86, + "canonical_issue_reason": "issue:45920 is the best umbrella issue: it describes the same concrete tokenizer regression at a broader scope and subsumes the Granite-specific report.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45920 is the strongest representative for the cluster because it captures the shared, concrete v5 tokenization regression and is the broadest actionable duplicate target.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45800", + "right": "issue:46304", + "accept": false, + "reason": "Both mention torch/version compatibility, but they describe different breakages and code paths, not the same bug." + }, + { + "left": "issue:43296", + "right": "issue:46304", + "accept": false, + "reason": "One is a vLLM/PaddleOCR-VL load failure; the other is a PyTorch distributed support regression. Different underlying problems." + }, + { + "left": "issue:43866", + "right": "issue:46402", + "accept": false, + "reason": "Checkpoint corruption versus missing text-encoder weights are different failure modes and likely different fixes." + }, + { + "left": "issue:41762", + "right": "issue:43596", + "accept": false, + "reason": "Both are ZeRO-3 index errors, but they involve different models and loading paths; not enough evidence of the same bug." + }, + { + "left": "issue:39290", + "right": "issue:41720", + "accept": false, + "reason": "Different symptoms and code paths: Gemma3 config attribute error versus Qwen3 auto device-map CUDA assert." + }, + { + "left": "issue:43901", + "right": "issue:44512", + "accept": false, + "reason": "Both are docs issues, but they concern unrelated documentation changes." + }, + { + "left": "issue:44589", + "right": "issue:46304", + "accept": false, + "reason": "Storage type lookup failure is unrelated to the PyTorch distributed compatibility regression." + }, + { + "left": "issue:45237", + "right": "issue:45901", + "accept": false, + "reason": "Different tasks and failure modes; no shared concrete bug." + }, + { + "left": "issue:43039", + "right": "issue:44560", + "accept": false, + "reason": "Liger Kernel cross-entropy dispatch and Qwen3-vl video StopIteration are unrelated." + }, + { + "left": "issue:45823", + "right": "issue:46294", + "accept": false, + "reason": "Both involve Gemma/Qwen multimodal behavior, but the reported device-mismatch and video token mismatch are different bugs." + }, + { + "left": "issue:44841", + "right": "issue:45823", + "accept": false, + "reason": "Processor loading failure and PLE device mismatch are different code paths." + }, + { + "left": "issue:43975", + "right": "issue:46015", + "accept": false, + "reason": "Detokenization regression and outdated RAG examples are unrelated." + }, + { + "left": "issue:43866", + "right": "issue:46772", + "accept": false, + "reason": "Corrupted checkpoint versus ModelOpt compatibility are different issues." + }, + { + "left": "issue:44863", + "right": "issue:46015", + "accept": false, + "reason": "NemotronH checkpoint loading and RAG docs are unrelated." + }, + { + "left": "issue:45020", + "right": "issue:46304", + "accept": false, + "reason": "Both are broad version-regression reports, but they target different concrete failures and code paths." + }, + { + "left": "issue:45812", + "right": "issue:45920", + "accept": true, + "reason": "Same underlying v5 AutoTokenizer token-ID regression; 45920 is the broader umbrella report." + }, + { + "left": "issue:43872", + "right": "issue:46304", + "accept": false, + "reason": "bitsandbytes parameter incompatibility is not the same bug as the PyTorch USE_DISTRIBUTED regression." + }, + { + "left": "issue:44292", + "right": "issue:46015", + "accept": false, + "reason": "Model runtime error versus documentation issue; unrelated." + }, + { + "left": "issue:43866", + "right": "issue:44863", + "accept": false, + "reason": "Checkpoint corruption and NemotronH load failure are not the same underlying bug." + }, + { + "left": "issue:39290", + "right": "issue:43531", + "accept": false, + "reason": "Both mention Qwen3-family models, but the config attribute error and sliding-window issue are distinct." + }, + { + "left": "issue:41093", + "right": "issue:43638", + "accept": false, + "reason": "Similar IndexError wording, but different model setups and likely different root causes." + }, + { + "left": "issue:43792", + "right": "issue:45901", + "accept": false, + "reason": "Whisper model loading and table-question-answering crashes are unrelated." + }, + { + "left": "issue:43854", + "right": "issue:43866", + "accept": false, + "reason": "Unit-test loading failure for GLM-4.7-Flash versus checkpoint corruption for Ovis2 are different problems." + }, + { + "left": "issue:43425", + "right": "issue:45070", + "accept": false, + "reason": "One is torch compatibility in general, the other is a Pydantic config-field regression; different concrete failures." + }, + { + "left": "issue:43792", + "right": "issue:45070", + "accept": false, + "reason": "Whisper loading and PretrainedConfig/Pydantic regression are unrelated." + }, + { + "left": "issue:43975", + "right": "issue:45901", + "accept": false, + "reason": "A detokenization bug and a table-QA crash are different code paths." + }, + { + "left": "issue:45362", + "right": "issue:45464", + "accept": false, + "reason": "Both involve Qwen3.5 and chat, but the reported crash paths differ and are not clearly the same bug." + }, + { + "left": "issue:43596", + "right": "issue:45800", + "accept": false, + "reason": "Both are versioned compatibility-style issues, but they do not describe the same failure." + }, + { + "left": "issue:43541", + "right": "issue:46869", + "accept": false, + "reason": "Mixtral tracing/grouped_mm failure is unrelated to YOLO multi-GPU device-map auto failure." + }, + { + "left": "issue:44292", + "right": "issue:45901", + "accept": false, + "reason": "Different models and failures; no shared underlying bug." + }, + { + "left": "issue:39290", + "right": "issue:45823", + "accept": false, + "reason": "Different model families and different runtime failures; not the same issue." + }, + { + "left": "issue:45464", + "right": "issue:45685", + "accept": false, + "reason": "Streaming chat API failure and MPS histogram issue are unrelated." + }, + { + "left": "issue:36010", + "right": "issue:39290", + "accept": false, + "reason": "ImportError for GenerationMixin is unrelated to the Gemma3 config attribute error." + }, + { + "left": "issue:43541", + "right": "issue:45685", + "accept": false, + "reason": "Grouped_mm tracing error and MPS histogram not implemented are different bugs." + }, + { + "left": "issue:43541", + "right": "issue:43828", + "accept": false, + "reason": "Both are MoE/mixed-precision-related, but grouped_mm tracing and autocast dtype mismatch are distinct failures." + }, + { + "left": "issue:44841", + "right": "issue:45084", + "accept": false, + "reason": "Processor loading for Voxtral and template-node compilation error are unrelated." + }, + { + "left": "issue:45507", + "right": "issue:46869", + "accept": false, + "reason": "GraniteMoEHybrid invalid method call and YOLO multi-GPU device-map failure are different bugs." + }, + { + "left": "issue:43404", + "right": "issue:43866", + "accept": false, + "reason": "Weight tying bug in Mistral3 and checkpoint corruption in Ovis2 are unrelated." + }, + { + "left": "issue:41093", + "right": "issue:41762", + "accept": false, + "reason": "Both are IndexErrors, but the tensor-shape mismatch and ZeRO-3 zero-size indexing are different issues." + }, + { + "left": "issue:45399", + "right": "issue:46661", + "accept": false, + "reason": "Flash-Attn fallback gating and remote-code config_class failure are different concrete code paths." + }, + { + "left": "issue:43572", + "right": "issue:45070", + "accept": false, + "reason": "Missing pad_token_idx in StableLmConfig and broken PretrainedConfig field handling are different regressions." + }, + { + "left": "issue:45800", + "right": "issue:45823", + "accept": false, + "reason": "Torch/version incompatibility and Gemma4 device-mismatch during forward are unrelated." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet and stays conservative. The only clearly supported duplicate-style relationship is 45812 \u0016 45920, and the umbrella/canonical choice is justified by the broader token-ID regression in 45920. The other pairwise verdicts appropriately avoid overclaiming shared root causes from title-level similarity alone." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 27, + "review_unit_index": 3, + "review_unit_count": 63, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-516", + "nodes": [ + "issue:39186", + "issue:40990", + "issue:41093", + "issue:42915", + "issue:43054", + "issue:43296", + "issue:43366", + "issue:43404", + "issue:43531", + "issue:43541", + "issue:43596", + "issue:43645", + "issue:43716", + "issue:43828", + "issue:43873", + "issue:43994", + "issue:44291", + "issue:44360", + "issue:44387", + "issue:44479", + "issue:44492", + "issue:44512", + "issue:44530", + "issue:44805", + "issue:44863", + "issue:44918", + "issue:44960", + "issue:45005", + "issue:45020", + "issue:45070", + "issue:45161", + "issue:45183", + "issue:45399", + "issue:45464", + "issue:45507", + "issue:45632", + "issue:45698", + "issue:45759", + "issue:45800", + "issue:45902", + "issue:46165", + "issue:46294", + "issue:46463", + "issue:46468", + "issue:46640", + "issue:46661", + "issue:46869" + ], + "soft_pairs": [ + "issue:43296|issue:43366", + "issue:44805|issue:44918", + "issue:43541|issue:45161", + "issue:43828|issue:45464", + "issue:43366|issue:45464", + "issue:44291|issue:45070", + "issue:44387|issue:45005", + "issue:43531|issue:45070", + "issue:41093|issue:43596", + "issue:43716|issue:46294", + "issue:45020|issue:45800", + "issue:44479|issue:46294", + "issue:43054|issue:43994", + "issue:46468|issue:46869", + "issue:43596|issue:46165", + "issue:45759|issue:45902", + "issue:46640|issue:46661", + "issue:43716|issue:44918", + "issue:39186|issue:44918", + "issue:43645|issue:45399", + "issue:40990|issue:44960", + "issue:45632|issue:45698", + "issue:42915|issue:45399", + "issue:43404|issue:45005", + "issue:44360|issue:44512", + "issue:43873|issue:45005", + "issue:44492|issue:44512", + "issue:44530|issue:45005", + "issue:44918|issue:45507", + "issue:45183|issue:46463", + "issue:44863|issue:45005" + ], + "prepared_review_unit_hash": "10b79f13ce77983483b7f179d0ccc599f72aa99ba75b3c555d29ed6fafcc7906", + "component_budget": { + "node_count": 516, + "item_count": 516, + "soft_pair_count": 1900, + "serialized_chars": 985312, + "estimated_input_tokens": 246328, + "estimated_eval_tokens": 492912 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 31, + "serialized_chars": 36243, + "estimated_input_tokens": 9061, + "estimated_eval_tokens": 18378 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly a loose semantic grouping of unrelated Transformers bug reports. Only two soft edges look duplicate-like: the remote-code/custom-module cache collision pair, and the Qwen video-input regression pair.", + "confidence": 0.67, + "canonical_issue_reason": "issue:45632 is the clearest root-cause report in the strongest duplicate-like pair, with a specific cache-path collision explanation that matches the downstream wrong-module symptom.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45632 is the best representative issue here because it states the underlying bug most directly and can serve as the canonical target for the related wrong-module load report.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43296", + "right": "issue:43366", + "accept": false, + "reason": "Different models and failures: PaddleOCR-VL loading in vLLM vs GGUF support for gpt-oss." + }, + { + "left": "issue:44805", + "right": "issue:44918", + "accept": false, + "reason": "Both are shape/index errors, but the contexts differ: mask-length mismatch vs TRL SFT embedding unpacking." + }, + { + "left": "issue:43541", + "right": "issue:45161", + "accept": false, + "reason": "Different code paths and goals: torch-dynamo grouped_mm tracing vs tensor-parallel support for GPT-OSS MoE." + }, + { + "left": "issue:43828", + "right": "issue:45464", + "accept": false, + "reason": "Autocast dtype mismatch on Phi MoE is unrelated to a streaming chat/completions failure on Qwen3.5-0.8B." + }, + { + "left": "issue:43366", + "right": "issue:45464", + "accept": false, + "reason": "No shared bug: GGUF architecture support request vs Qwen streaming inference failure." + }, + { + "left": "issue:44291", + "right": "issue:45070", + "accept": false, + "reason": "One is an init_empty_weights argument regression; the other is a pydantic PretrainedConfig field breakage." + }, + { + "left": "issue:44387", + "right": "issue:45005", + "accept": false, + "reason": "Int4 OOM from reserved memory growth is not the same as tied-weight issues in translation models." + }, + { + "left": "issue:43531", + "right": "issue:45070", + "accept": false, + "reason": "Qwen3-MoE sliding_window handling is unrelated to the PretrainedConfig/pydantic issue." + }, + { + "left": "issue:41093", + "right": "issue:43596", + "accept": false, + "reason": "Both are IndexErrors, but they involve different models and different failing paths." + }, + { + "left": "issue:43716", + "right": "issue:46294", + "accept": false, + "reason": "Image preprocessor dtype mismatch is a different multimodal bug than video feature/token count mismatch." + }, + { + "left": "issue:45020", + "right": "issue:45800", + "accept": false, + "reason": "Remote-code breakage and torch/transformers version incompatibility are different underlying problems." + }, + { + "left": "issue:44479", + "right": "issue:46294", + "accept": true, + "reason": "Both describe Qwen video-input regressions with feature/token/template mismatch symptoms in the same model family." + }, + { + "left": "issue:43054", + "right": "issue:43994", + "accept": false, + "reason": "SigLIP2 embedding quality regression is not the same as nonsensical pipeline outputs/load behavior." + }, + { + "left": "issue:46468", + "right": "issue:46869", + "accept": false, + "reason": "Nemotron example breakage and YOLO multi-GPU device-map failure are unrelated." + }, + { + "left": "issue:43596", + "right": "issue:46165", + "accept": false, + "reason": "Zero3/BertModel indexing error is a different issue than resuming local-model training with trust_remote_code." + }, + { + "left": "issue:45759", + "right": "issue:45902", + "accept": false, + "reason": "Composite Qwen config unwrapping and uninitialized-memory rotary embedding are different bugs." + }, + { + "left": "issue:46640", + "right": "issue:46661", + "accept": false, + "reason": "Flash Attention 2 issue and remote-code model_class/config_class error do not share the same root cause." + }, + { + "left": "issue:43716", + "right": "issue:44918", + "accept": false, + "reason": "Different model families and failures: image dtype mismatch vs TRL embedding unpacking." + }, + { + "left": "issue:39186", + "right": "issue:44918", + "accept": false, + "reason": "FSDP weight-shape failure is unrelated to Qwen3.5 embedding unpacking in TRL." + }, + { + "left": "issue:43645", + "right": "issue:45399", + "accept": false, + "reason": "Custom-model Jupyter initialization and flash-attn2 fallback gating are different issues." + }, + { + "left": "issue:40990", + "right": "issue:44960", + "accept": false, + "reason": "High perplexity on gpt-oss-20b and GLM5 support/loading are unrelated." + }, + { + "left": "issue:45632", + "right": "issue:45698", + "accept": true, + "reason": "Both point to the same remote-code custom-module loading bug: cache/path collision leading to the wrong module being loaded after save/from_pretrained." + }, + { + "left": "issue:42915", + "right": "issue:45399", + "accept": false, + "reason": "Qwen3Moe FP8 failure is unrelated to flash-attn2 fallback blocking." + }, + { + "left": "issue:43404", + "right": "issue:45005", + "accept": false, + "reason": "Mistral3 tied lm_head weights and translation-model tied-weight regressions are not the same concrete bug." + }, + { + "left": "issue:44360", + "right": "issue:44512", + "accept": false, + "reason": "DSA indexer activation discussion and docs about a removed run command are unrelated." + }, + { + "left": "issue:43873", + "right": "issue:45005", + "accept": false, + "reason": "Quantization/offloading behavior is a different problem from tied-weight handling." + }, + { + "left": "issue:44492", + "right": "issue:44512", + "accept": false, + "reason": "Cache-strategy typo and documentation about a removed command are separate issues." + }, + { + "left": "issue:44530", + "right": "issue:45005", + "accept": false, + "reason": "PagedAttentionCache linear_attention crash is not the same as tied-weight bugs." + }, + { + "left": "issue:44918", + "right": "issue:45507", + "accept": false, + "reason": "Qwen3.5 TRL embedding issue and GraniteMoEHybrid invalid method are unrelated." + }, + { + "left": "issue:45183", + "right": "issue:46463", + "accept": false, + "reason": "Both concern validation/error messaging, but they target different validation paths and model families." + }, + { + "left": "issue:44863", + "right": "issue:45005", + "accept": false, + "reason": "NemotronH checkpoint loading and translation-model tied weights are unrelated." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet and stays mostly conservative. The two accepted soft edges are plausible duplicates from the titles and descriptions: the remote-code/custom-module cache collision pair and the Qwen video-input regression pair. The rest of the exclusions also look appropriately cautious." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 27, + "review_unit_index": 4, + "review_unit_count": 63, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-516", + "nodes": [ + "issue:24643", + "issue:28530", + "issue:36331", + "issue:38175", + "issue:39692", + "issue:41553", + "issue:41762", + "issue:42915", + "issue:42947", + "issue:43054", + "issue:43493", + "issue:43643", + "issue:43644", + "issue:43824", + "issue:43828", + "issue:43856", + "issue:43872", + "issue:43883", + "issue:43950", + "issue:43975", + "issue:44292", + "issue:44387", + "issue:44403", + "issue:44451", + "issue:44488", + "issue:44534", + "issue:44589", + "issue:44910", + "issue:44928", + "issue:44991", + "issue:45020", + "issue:45081", + "issue:45399", + "issue:45520", + "issue:45663", + "issue:45685", + "issue:45701", + "issue:45823", + "issue:45859", + "issue:45902", + "issue:45920", + "issue:45987", + "issue:46489", + "issue:46491", + "issue:46858", + "issue:46899", + "issue:46932" + ], + "soft_pairs": [ + "issue:43975|issue:44292", + "issue:46489|issue:46491", + "issue:39692|issue:43054", + "issue:43950|issue:44534", + "issue:36331|issue:41762", + "issue:43644|issue:43950", + "issue:43872|issue:44589", + "issue:46899|issue:46932", + "issue:43828|issue:44928", + "issue:43054|issue:45701", + "issue:45920|issue:46489", + "issue:38175|issue:43054", + "issue:45987|issue:46858", + "issue:43950|issue:45902", + "issue:43054|issue:43493", + "issue:44910|issue:45859", + "issue:42947|issue:44387", + "issue:45663|issue:45902", + "issue:44403|issue:44451", + "issue:24643|issue:28530", + "issue:43975|issue:45520", + "issue:44403|issue:44488", + "issue:41553|issue:43883", + "issue:43643|issue:45020", + "issue:41762|issue:42915", + "issue:42947|issue:43856", + "issue:44991|issue:45399", + "issue:43824|issue:43872", + "issue:45685|issue:45823", + "issue:45081|issue:45399" + ], + "prepared_review_unit_hash": "ff2f8b2c2b34abd3f47657ee66414c5d9679aa743b9041df68f3926150ecba1b", + "component_budget": { + "node_count": 516, + "item_count": 516, + "soft_pair_count": 1900, + "serialized_chars": 985312, + "estimated_input_tokens": 246328, + "estimated_eval_tokens": 492912 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 30, + "serialized_chars": 36504, + "estimated_input_tokens": 9126, + "estimated_eval_tokens": 18508 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is heterogeneous and mostly not a single duplicate set. The strongest true duplicate-like matches are around non-persistent buffer corruption, StaticCache seq-length return type, and Gemma4 quantized embedder dtype casting; most other pairs only share a broad subsystem or model family.", + "confidence": 0.31, + "canonical_issue_reason": "Issue 43950 is the clearest concrete bug report and the best representative of the strongest duplicate-like subcluster: the v5 non-persistent-buffer regression. Its wording is root-cause-oriented and it cleanly covers the closest soft match (44534).", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 43950 is the most suitable canonical representative because it describes a specific, actionable regression rather than a broad symptom report. The surrounding items are mostly separate bugs, so this is the cleanest anchor for the few true duplicates.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43975", + "right": "issue:44292", + "accept": false, + "reason": "Different model families and different failure modes; both are tokenizer-related, but not the same concrete bug." + }, + { + "left": "issue:46489", + "right": "issue:46491", + "accept": false, + "reason": "Both are tokenizer regressions, but they affect different models and likely different code paths." + }, + { + "left": "issue:39692", + "right": "issue:43054", + "accept": false, + "reason": "Doc/example mismatch plus quantization failure vs a quality regression in SigLIP2 embeddings; not the same bug." + }, + { + "left": "issue:43950", + "right": "issue:44534", + "accept": true, + "reason": "Same underlying non-persistent-buffer regression in v5: both describe junk/corrupted values after loading." + }, + { + "left": "issue:36331", + "right": "issue:41762", + "accept": false, + "reason": "Trainer signature incompatibility vs DeepSpeed ZeRO-3 loading error; unrelated bugs." + }, + { + "left": "issue:43643", + "right": "issue:43950", + "accept": false, + "reason": "Remote-code config loading issue and buffer corruption regression are different code paths." + }, + { + "left": "issue:43872", + "right": "issue:44589", + "accept": false, + "reason": "Both are quantization/storage-related, but the specific incompatibilities and error sources are different." + }, + { + "left": "issue:46899", + "right": "issue:46932", + "accept": true, + "reason": "These appear to be the same Gemma4 quantized vision/audio embedder dtype-casting bug, with #46932 phrased as the fix." + }, + { + "left": "issue:43828", + "right": "issue:44928", + "accept": false, + "reason": "Different precision/backprop failures with different root causes and models." + }, + { + "left": "issue:43054", + "right": "issue:45701", + "accept": false, + "reason": "A model-quality complaint about SigLIP2 is not the same as a generic tokenization-change report." + }, + { + "left": "issue:45920", + "right": "issue:46489", + "accept": false, + "reason": "Both concern tokenizer regressions, but they cover different models and appear to be separate concrete bugs." + }, + { + "left": "issue:38175", + "right": "issue:43054", + "accept": false, + "reason": "Same model family, but one is zero probabilities and the other is degraded embeddings; not enough to treat as the same bug." + }, + { + "left": "issue:45987", + "right": "issue:46858", + "accept": true, + "reason": "Same StaticCache.get_seq_length contract/type bug: returning a tensor instead of an int breaks downstream slice arithmetic." + }, + { + "left": "issue:43950", + "right": "issue:45902", + "accept": false, + "reason": "Both mention bad values after materialization/loading, but the affected field and failure mode are different." + }, + { + "left": "issue:43054", + "right": "issue:43493", + "accept": false, + "reason": "The JAX-vs-HF discrepancy may relate to SigLIP2 quality, but the titles describe different concrete symptoms." + }, + { + "left": "issue:44910", + "right": "issue:45859", + "accept": false, + "reason": "Flash-attention packed-sequence crash vs CPU-offload incompatibility in a rotary embedding; different issues." + }, + { + "left": "issue:42947", + "right": "issue:44387", + "accept": false, + "reason": "Both are memory-related, but one is ineffective checkpointing and the other is int4 CUDA reserved-memory growth." + }, + { + "left": "issue:45663", + "right": "issue:45902", + "accept": false, + "reason": "Different bugs: per-layer rebuilt shared_kv_states KeyError vs uninitialized memory after to_empty materialization." + }, + { + "left": "issue:44403", + "right": "issue:44451", + "accept": false, + "reason": "Loading-noise/logging issue vs actual model load failure; not the same bug." + }, + { + "left": "issue:24643", + "right": "issue:28530", + "accept": false, + "reason": "DeepSpeed weight-rank runtime error and early-stopping metric lookup are unrelated." + }, + { + "left": "issue:43975", + "right": "issue:45520", + "accept": false, + "reason": "Tokenizer detokenization bug vs flash_attn import error on Python 3.13; unrelated." + }, + { + "left": "issue:44403", + "right": "issue:44488", + "accept": false, + "reason": "Noise/logging issue vs a tokenizer/model loading failure; different problems." + }, + { + "left": "issue:41553", + "right": "issue:43883", + "accept": false, + "reason": "Bad AutoTokenizer error message and missing all_tied_weights_keys are separate issues." + }, + { + "left": "issue:43643", + "right": "issue:45020", + "accept": false, + "reason": "The latter is a broad umbrella for remote_code breakages; the titles do not identify the same concrete bug." + }, + { + "left": "issue:41762", + "right": "issue:42915", + "accept": false, + "reason": "Gemma3 ZeRO-3 index error and Qwen3Moe FineGrainedFP8 failure are unrelated." + }, + { + "left": "issue:42947", + "right": "issue:43856", + "accept": false, + "reason": "Both mention memory, but one is LoRA checkpointing ineffectiveness and the other is MoE training memory inefficiency." + }, + { + "left": "issue:44991", + "right": "issue:45399", + "accept": false, + "reason": "Tokenizer loading regression and flash-attn2 fallback gating are different subsystems and failures." + }, + { + "left": "issue:43824", + "right": "issue:43872", + "accept": false, + "reason": "Qwen2.5-VL import failure and bitsandbytes Int8Params incompatibility are different concrete bugs." + }, + { + "left": "issue:45685", + "right": "issue:45823", + "accept": false, + "reason": "Different device/backend issues on different models; not the same code-path problem." + }, + { + "left": "issue:45081", + "right": "issue:45399", + "accept": false, + "reason": "Mistral tokenizer regex patch crash vs flash-attn2 fallback gating; unrelated." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet and stays conservative. The canonical choice of issue 43950 is supported by the strongest duplicate-like subcluster, and the accepted soft edges (43950/44534, 45987/46858, 46899/46932) are well-justified by the titles. The many rejected pairs also remain cautious and do not overclaim duplication from broad subsystem/model-family similarity." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 27, + "review_unit_index": 5, + "review_unit_count": 63, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-516", + "nodes": [ + "issue:24643", + "issue:30064", + "issue:36331", + "issue:41093", + "issue:41553", + "issue:42491", + "issue:42947", + "issue:43257", + "issue:43404", + "issue:43782", + "issue:43792", + "issue:43827", + "issue:43828", + "issue:43854", + "issue:43872", + "issue:43881", + "issue:43883", + "issue:43940", + "issue:43950", + "issue:44220", + "issue:44291", + "issue:44368", + "issue:44479", + "issue:44509", + "issue:44560", + "issue:44661", + "issue:44805", + "issue:44863", + "issue:44928", + "issue:44960", + "issue:44991", + "issue:45020", + "issue:45305", + "issue:45313", + "issue:45356", + "issue:45488", + "issue:45588", + "issue:45715", + "issue:45759", + "issue:45823", + "issue:45923", + "issue:46315", + "issue:46489", + "issue:46661", + "issue:46869", + "issue:46894", + "issue:46897" + ], + "soft_pairs": [ + "issue:43782|issue:44960", + "issue:41553|issue:43881", + "issue:45020|issue:45823", + "issue:44661|issue:45020", + "issue:43828|issue:45823", + "issue:45020|issue:45356", + "issue:42491|issue:44368", + "issue:43881|issue:43883", + "issue:45715|issue:46315", + "issue:43872|issue:46869", + "issue:45759|issue:46661", + "issue:43872|issue:44291", + "issue:43827|issue:44509", + "issue:45020|issue:46661", + "issue:45488|issue:46489", + "issue:43404|issue:43950", + "issue:46894|issue:46897", + "issue:43257|issue:45305", + "issue:43792|issue:44220", + "issue:36331|issue:41093", + "issue:42947|issue:45923", + "issue:43940|issue:45313", + "issue:43854|issue:44863", + "issue:24643|issue:30064", + "issue:44479|issue:44560", + "issue:44928|issue:45588", + "issue:41093|issue:44805", + "issue:41553|issue:44991" + ], + "prepared_review_unit_hash": "a43ec01adb83087fc90124375732a945b6e254a0220820fe465a86c5009c51c5", + "component_budget": { + "node_count": 516, + "item_count": 516, + "soft_pair_count": 1900, + "serialized_chars": 985312, + "estimated_input_tokens": 246328, + "estimated_eval_tokens": 492912 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 28, + "serialized_chars": 35986, + "estimated_input_tokens": 8997, + "estimated_eval_tokens": 18250 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "Most pairs are only thematically similar (tokenizers, DeepSpeed, loading errors) but not clearly the same underlying bug. The clearest duplicates are the docs removals pair, the training-loss double-shift pair, and the `_is_hf_initialized` constructor-arg regression pair.", + "confidence": 0.79, + "canonical_issue_reason": "Issue 46894 is the best canonical issue: it describes the shared training-loss double-shift regression in the most general form, and it is the broader report compared with the model-specific follow-up in 46897.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 46894 is the strongest overall issue candidate because it captures a concrete, reproducible bug class, is open, and is broad enough to subsume the accepted duplicate-style follow-up (46897).", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43782", + "right": "issue:44960", + "accept": false, + "reason": "Different model families and different failure modes; both are loading-related but not the same concrete bug." + }, + { + "left": "issue:41553", + "right": "issue:43881", + "accept": false, + "reason": "Both are model-loading problems, but one is a bad error message for Voxtral tokenizer loading and the other is a GLM-4V load failure." + }, + { + "left": "issue:45020", + "right": "issue:45823", + "accept": false, + "reason": "Unrelated bugs: remote_code compatibility regression vs. a device-mismatch forward pass issue." + }, + { + "left": "issue:44661", + "right": "issue:45020", + "accept": false, + "reason": "Both touch model/tokenizer loading, but the actual failures and code paths differ." + }, + { + "left": "issue:43828", + "right": "issue:45823", + "accept": false, + "reason": "Different runtime bug classes: autocast dtype mismatch vs. auto device placement mismatch." + }, + { + "left": "issue:45020", + "right": "issue:45356", + "accept": false, + "reason": "Different subsystems and symptoms; tokenizer regression is not the same as remote_code loading breakage." + }, + { + "left": "issue:42491", + "right": "issue:44368", + "accept": false, + "reason": "Related to Qwen/LoRA, but one is a version-compatibility failure and the other is a warning about tie_word_embeddings." + }, + { + "left": "issue:43881", + "right": "issue:43883", + "accept": false, + "reason": "Both are model loading failures, but they involve different models and different missing attributes." + }, + { + "left": "issue:45715", + "right": "issue:46315", + "accept": false, + "reason": "Both are tokenizer performance regressions, but one is convert_ids_to_tokens and the other is convert_tokens_to_ids; not the same bug." + }, + { + "left": "issue:43872", + "right": "issue:46869", + "accept": false, + "reason": "Different problems: bitsandbytes/_is_hf_initialized incompatibility vs. multi-GPU device_map handling." + }, + { + "left": "issue:45759", + "right": "issue:46661", + "accept": false, + "reason": "Both involve AutoModel paths, but one is composite config unwrapping and the other is remote-code config_class lookup." + }, + { + "left": "issue:43872", + "right": "issue:44291", + "accept": true, + "reason": "Same underlying `_is_hf_initialized` constructor-argument regression during empty-weight / quantized model loading." + }, + { + "left": "issue:43827", + "right": "issue:44509", + "accept": true, + "reason": "Same docs issue: stale references to removed pipeline tasks in v5 documentation." + }, + { + "left": "issue:45020", + "right": "issue:46661", + "accept": false, + "reason": "Both concern remote-code loading, but the reported failures are distinct and not one concrete bug." + }, + { + "left": "issue:45488", + "right": "issue:46489", + "accept": false, + "reason": "Both are tokenizer regressions for DeepSeek-related models, but the titles point to different tokenizer mechanisms and fixes." + }, + { + "left": "issue:43404", + "right": "issue:43950", + "accept": false, + "reason": "Different bug classes: tied weights in a multimodal model vs. non-persistent buffer corruption on load." + }, + { + "left": "issue:46894", + "right": "issue:46897", + "accept": true, + "reason": "Same training-loss double-shift bug pattern; 46897 is a model-specific instance of the broader regression reported in 46894." + }, + { + "left": "issue:43257", + "right": "issue:45305", + "accept": false, + "reason": "Both involve DeepSpeed, but one is failed weight conversion/loading and the other is gradient averaging with GAS." + }, + { + "left": "issue:43792", + "right": "issue:44220", + "accept": false, + "reason": "The titles are too broad to confirm the same root cause; one is a generic model-run failure and the other is a specific fbank feature issue." + }, + { + "left": "issue:36331", + "right": "issue:41093", + "accept": false, + "reason": "Different runtime errors and different likely code paths; only the generic exception style is similar." + }, + { + "left": "issue:42947", + "right": "issue:45923", + "accept": false, + "reason": "Both mention gradient checkpointing, but one is ineffective LoRA checkpointing and the other is a missing support flag on a remote-code variant." + }, + { + "left": "issue:43940", + "right": "issue:45313", + "accept": false, + "reason": "Both are ZeRO-3 weight-loading failures in Qwen models, but the model variants and reported missing components differ." + }, + { + "left": "issue:43854", + "right": "issue:44863", + "accept": false, + "reason": "Different models and distinct loading issues; not the same underlying bug." + }, + { + "left": "issue:24643", + "right": "issue:30064", + "accept": false, + "reason": "Completely unrelated: DeepSpeed training weight shape error vs. image processor segmentation-map handling." + }, + { + "left": "issue:44479", + "right": "issue:44560", + "accept": false, + "reason": "Same general video-regression area, but the titles point to different model scopes and symptoms without enough evidence of one root cause." + }, + { + "left": "issue:44928", + "right": "issue:45588", + "accept": false, + "reason": "Unrelated: RLHF gradient explosion from position_ids/SDPA fallback vs. flash-attention sink handling crash." + }, + { + "left": "issue:41093", + "right": "issue:44805", + "accept": false, + "reason": "Similar error shape, but not enough evidence they are the same underlying indexing bug." + }, + { + "left": "issue:41553", + "right": "issue:44991", + "accept": false, + "reason": "Both are tokenizer-loading failures, but they affect different models and describe different failure mechanisms." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is conservative and grounded in the packet. The canonical choice of 46894 over 46897 is supported by the titles and the paired soft-edge acceptance, and the two other accepted duplicates are also well supported. The rejected pairs are phrased cautiously enough and do not overclaim shared root cause beyond thematic similarity." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 27, + "review_unit_index": 6, + "review_unit_count": 63, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-516", + "nodes": [ + "issue:36010", + "issue:38175", + "issue:41553", + "issue:42617", + "issue:42915", + "issue:43366", + "issue:43531", + "issue:43550", + "issue:43596", + "issue:43632", + "issue:43638", + "issue:43645", + "issue:43646", + "issue:43716", + "issue:43824", + "issue:43828", + "issue:43950", + "issue:43957", + "issue:43994", + "issue:44155", + "issue:44488", + "issue:44530", + "issue:44560", + "issue:44589", + "issue:44661", + "issue:44683", + "issue:44805", + "issue:44863", + "issue:44877", + "issue:44910", + "issue:44918", + "issue:45030", + "issue:45325", + "issue:45584", + "issue:45663", + "issue:45672", + "issue:45685", + "issue:45812", + "issue:45823", + "issue:45834", + "issue:45902", + "issue:46402", + "issue:46468", + "issue:46489", + "issue:46515", + "issue:46858", + "issue:46899" + ], + "soft_pairs": [ + "issue:43716|issue:46468", + "issue:43366|issue:43828", + "issue:44530|issue:44863", + "issue:44863|issue:46402", + "issue:43366|issue:43531", + "issue:43596|issue:46515", + "issue:45325|issue:45902", + "issue:41553|issue:44488", + "issue:43366|issue:44589", + "issue:43638|issue:46515", + "issue:44155|issue:45584", + "issue:45663|issue:45823", + "issue:42915|issue:43957", + "issue:43824|issue:43957", + "issue:43716|issue:44560", + "issue:43950|issue:45834", + "issue:42617|issue:43366", + "issue:43645|issue:43646", + "issue:44560|issue:45685", + "issue:44910|issue:46858", + "issue:36010|issue:42915", + "issue:44560|issue:44918", + "issue:44683|issue:46515", + "issue:43550|issue:44910", + "issue:45812|issue:46489", + "issue:45823|issue:46515", + "issue:44661|issue:45823", + "issue:44560|issue:44805", + "issue:38175|issue:43994", + "issue:44877|issue:45030", + "issue:43638|issue:44661", + "issue:43596|issue:44661", + "issue:45672|issue:46899", + "issue:44661|issue:44805", + "issue:43632|issue:45834" + ], + "prepared_review_unit_hash": "8c6789168336ae52e8274b445d757b45883aae11f30adb210c5302f6af0d8a05", + "component_budget": { + "node_count": 516, + "item_count": 516, + "soft_pair_count": 1900, + "serialized_chars": 985312, + "estimated_input_tokens": 246328, + "estimated_eval_tokens": 492912 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 35, + "serialized_chars": 37692, + "estimated_input_tokens": 9423, + "estimated_eval_tokens": 19102 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly heterogeneous. The only solid duplicate groups are 43645/43646 (Transformers 5 custom model initialization regression), 38175/43994 (Siglip2 bad/garbled outputs), and 45672/46899 (Gemma4 4-bit multimodal dtype-cast failure). The BertModel/ZeRO3 IndexError reports should be treated as separate issues; the related comparisons here are rejected.", + "confidence": 0.71, + "canonical_issue_reason": "Issue 43646 is the broadest clean statement of the confirmed Transformers 5 custom-model-initialization regression, and it better serves as the canonical representative than the narrower notebook-specific report.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 43646 is the best single anchor for the only clearly duplicated v5 custom-model-initialization subgroup in this cluster.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43716", + "right": "issue:46468", + "accept": false, + "reason": "Different model families and failures; the image-preprocessor dtype mismatch is not the same bug as the broken official example." + }, + { + "left": "issue:43366", + "right": "issue:43828", + "accept": false, + "reason": "Same broad inference area, but different models and distinct failure modes." + }, + { + "left": "issue:44530", + "right": "issue:44863", + "accept": false, + "reason": "PagedAttentionCache group-type crash and NemotronH checkpoint loading are unrelated problems." + }, + { + "left": "issue:44863", + "right": "issue:46402", + "accept": false, + "reason": "Both are loading-related, but they affect different models and different code paths." + }, + { + "left": "issue:43366", + "right": "issue:43531", + "accept": false, + "reason": "Same general Qwen/GGUF neighborhood, but not the same concrete bug." + }, + { + "left": "issue:43596", + "right": "issue:46515", + "accept": false, + "reason": "The BertModel ZeRO3 IndexError and a torch version incompatibility are different problems." + }, + { + "left": "issue:45325", + "right": "issue:45902", + "accept": false, + "reason": "Both mention rotary/position-state logic, but the models and failure mechanisms differ." + }, + { + "left": "issue:41553", + "right": "issue:44488", + "accept": false, + "reason": "Both involve loading, but one is an error-message issue and the other is a model-loading failure." + }, + { + "left": "issue:43366", + "right": "issue:44589", + "accept": false, + "reason": "Unrelated model-support/inference bug versus missing Float8 storage support." + }, + { + "left": "issue:43638", + "right": "issue:46515", + "accept": false, + "reason": "Bert/ZeRO3 training IndexError is unrelated to a torch compatibility issue." + }, + { + "left": "issue:44155", + "right": "issue:45584", + "accept": false, + "reason": "Both are audio-related, but they are different bugs and code paths." + }, + { + "left": "issue:45663", + "right": "issue:45823", + "accept": false, + "reason": "Same model family, but FSDP2 shared_kv_states and device_map auto mismatch are different failures." + }, + { + "left": "issue:42915", + "right": "issue:43957", + "accept": false, + "reason": "Different root causes: FP8 config failure versus meta-device loading regression." + }, + { + "left": "issue:43824", + "right": "issue:43957", + "accept": false, + "reason": "A missing class import and a meta-loading breakage are not the same bug." + }, + { + "left": "issue:43716", + "right": "issue:44560", + "accept": false, + "reason": "Different model families and different runtime errors." + }, + { + "left": "issue:43950", + "right": "issue:45834", + "accept": false, + "reason": "Non-persistent buffer corruption is unrelated to long-OCR indexing." + }, + { + "left": "issue:42617", + "right": "issue:43366", + "accept": false, + "reason": "No shared code-path bug; a runnable script problem is not the same as GGUF architecture support." + }, + { + "left": "issue:43645", + "right": "issue:43646", + "accept": true, + "reason": "Same underlying Transformers 5 custom-model-initialization regression; the notebook report is just a narrower scenario of the same bug." + }, + { + "left": "issue:44560", + "right": "issue:45685", + "accept": false, + "reason": "Different model families and different runtime failures." + }, + { + "left": "issue:44910", + "right": "issue:46858", + "accept": false, + "reason": "Both concern cache/position handling, but the concrete failure modes and stacks differ." + }, + { + "left": "issue:36010", + "right": "issue:42915", + "accept": false, + "reason": "Importing GenerationMixin and a Qwen3Moe FP8 failure are unrelated." + }, + { + "left": "issue:44560", + "right": "issue:44918", + "accept": false, + "reason": "Same broad model family, but a video StopIteration error is not the same as an SFT embedding-unpacking failure." + }, + { + "left": "issue:44683", + "right": "issue:46515", + "accept": false, + "reason": "Different torch-version issues with different symptoms and code paths." + }, + { + "left": "issue:43550", + "right": "issue:44910", + "accept": false, + "reason": "Different attention/backends and model-specific crashes." + }, + { + "left": "issue:45812", + "right": "issue:46489", + "accept": false, + "reason": "Tokenizer regressions in different model families with different causes." + }, + { + "left": "issue:45823", + "right": "issue:46515", + "accept": false, + "reason": "Gemma4 device placement bug and torch-version incompatibility are not the same issue." + }, + { + "left": "issue:44661", + "right": "issue:45823", + "accept": false, + "reason": "Tokenizer-mapping logic and a Gemma4 forward device mismatch are different bugs." + }, + { + "left": "issue:44560", + "right": "issue:44805", + "accept": false, + "reason": "Different model families and different shape/index errors." + }, + { + "left": "issue:38175", + "right": "issue:43994", + "accept": true, + "reason": "Same exact Siglip2 model, and both reports describe the same broken inference/output regression." + }, + { + "left": "issue:44877", + "right": "issue:45030", + "accept": false, + "reason": "Both involve config validation, but they are different models and different validation failures." + }, + { + "left": "issue:43638", + "right": "issue:44661", + "accept": false, + "reason": "Bert/ZeRO3 initialization is unrelated to tokenizer-mapping handling." + }, + { + "left": "issue:43596", + "right": "issue:44661", + "accept": false, + "reason": "Different subsystems: Bert/ZeRO3 initialization versus tokenizer mapping." + }, + { + "left": "issue:45672", + "right": "issue:46899", + "accept": true, + "reason": "Both are Gemma4 4-bit multimodal dtype/quantization failures in the same code area and could plausibly be fixed together." + }, + { + "left": "issue:44661", + "right": "issue:44805", + "accept": false, + "reason": "Tokenizer-mapping logic and a mask/tensor shape mismatch are different bugs." + }, + { + "left": "issue:43632", + "right": "issue:45823", + "accept": false, + "reason": "The _is_hf_initialized regression and Gemma4 device mismatch are different problems." + }, + { + "left": "issue:43638", + "right": "issue:45834", + "accept": false, + "reason": "Bert/ZeRO3 training IndexError is unrelated to OCR long-input indexing." + } + ] + }, + "evaluator_result": { + "accept": false, + "feedback": "The summary overstates the evidence by calling the BertModel+ZeRO3 IndexError pair a true near-duplicate; the packet only shows those as separate issues and the soft verdicts reject the related comparisons. The other stated near-duplicates are grounded, but the overall summary should stay more conservative." + }, + "evaluator_used": true, + "retried": true, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 27, + "review_unit_index": 7, + "review_unit_count": 63, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-516", + "nodes": [ + "issue:38175", + "issue:39692", + "issue:41720", + "issue:42491", + "issue:42915", + "issue:43257", + "issue:43317", + "issue:43425", + "issue:43644", + "issue:43645", + "issue:43708", + "issue:43720", + "issue:43854", + "issue:43856", + "issue:43873", + "issue:43931", + "issue:43957", + "issue:43994", + "issue:44075", + "issue:44164", + "issue:44291", + "issue:44387", + "issue:44451", + "issue:44488", + "issue:44534", + "issue:44756", + "issue:44863", + "issue:44960", + "issue:44977", + "issue:44991", + "issue:45276", + "issue:45292", + "issue:45313", + "issue:45335", + "issue:45357", + "issue:45362", + "issue:45406", + "issue:45488", + "issue:45507", + "issue:45812", + "issue:46050", + "issue:46459", + "issue:46468", + "issue:46512", + "issue:46846", + "issue:46897", + "issue:46901" + ], + "soft_pairs": [ + "issue:42491|issue:43720", + "issue:43317|issue:44756", + "issue:38175|issue:39692", + "issue:43644|issue:44534", + "issue:41720|issue:42915", + "issue:42915|issue:44756", + "issue:42491|issue:45276", + "issue:44451|issue:44488", + "issue:44960|issue:44977", + "issue:44863|issue:46846", + "issue:46459|issue:46512", + "issue:45313|issue:45357", + "issue:45507|issue:46468", + "issue:43644|issue:43645", + "issue:39692|issue:43994", + "issue:44488|issue:44991", + "issue:43257|issue:43854", + "issue:43856|issue:43873", + "issue:42491|issue:45292", + "issue:42491|issue:45335", + "issue:43854|issue:43931", + "issue:43708|issue:44075", + "issue:43856|issue:44387", + "issue:44960|issue:46050", + "issue:44164|issue:44291", + "issue:46897|issue:46901", + "issue:45276|issue:45335", + "issue:45488|issue:45812", + "issue:45362|issue:45406", + "issue:43425|issue:43957" + ], + "prepared_review_unit_hash": "c4178ea60cac3c2d662601a6866e9f19028ce15c21b4f93c7cb2ede30f8cf4b0", + "component_budget": { + "node_count": 516, + "item_count": 516, + "soft_pair_count": 1900, + "serialized_chars": 985312, + "estimated_input_tokens": 246328, + "estimated_eval_tokens": 492912 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 30, + "serialized_chars": 35976, + "estimated_input_tokens": 8994, + "estimated_eval_tokens": 18244 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "Mostly a set of distinct Transformers regressions, with a few clear duplicate pairs. The strongest matches are 43644\u219444534 (same non-persistent-buffer junk regression) and 45276\u219445335 (same resize_token_embeddings propagation bug); 46897\u219446901 also looks like the same training-loss double-shift pattern. The BERT loading pair 44451\u219444488 is only superficially similar and should not be treated as a grounded duplicate.", + "confidence": 0.88, + "canonical_issue_reason": "Issue 43644 is the cleanest canonical anchor: it describes the regression precisely, and 44534 is a near-exact duplicate about non-persistent buffers being filled with junk in Transformers v5.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 43644 is the best overall issue anchor because it is explicit, reproducible, and has the most direct duplicate match in the set.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:42491", + "right": "issue:43720", + "accept": false, + "reason": "Related Qwen3/Qwen3-MoE area, but different bugs: LoRA compatibility across versions versus packed-weight unpacking during accelerate loading." + }, + { + "left": "issue:43317", + "right": "issue:44756", + "accept": false, + "reason": "Different failure modes: device_map auto offload with dequantized models versus disabling mmap on Strix Halo to avoid OOM." + }, + { + "left": "issue:38175", + "right": "issue:39692", + "accept": false, + "reason": "Same model family, but one is zero-probability inference behavior and the other is a broken documentation example with processor/quantization errors." + }, + { + "left": "issue:43644", + "right": "issue:44534", + "accept": true, + "reason": "Both describe the same Transformers v5 regression where non-persistent buffers are initialized with junk." + }, + { + "left": "issue:41720", + "right": "issue:42915", + "accept": false, + "reason": "Both involve Qwen3, but one is an auto-device-map cuda assert and the other is a FineGrainedFP8Config failure." + }, + { + "left": "issue:42915", + "right": "issue:44756", + "accept": false, + "reason": "Different issues: Qwen3 MoE FP8 failure versus mmap/OOM behavior on Strix Halo." + }, + { + "left": "issue:42491", + "right": "issue:45276", + "accept": false, + "reason": "Qwen3 MoE loading incompatibility is unrelated to Gemma4 resize_token_embeddings propagation." + }, + { + "left": "issue:44451", + "right": "issue:44488", + "accept": false, + "reason": "Both are BERT-style loading failures, but the packet only shows similar symptoms for different checkpoints; that is not enough to claim the same underlying bug." + }, + { + "left": "issue:44960", + "right": "issue:44977", + "accept": false, + "reason": "Different models and failures: GLM5 versus Qwen3.5 flash-attention generation." + }, + { + "left": "issue:44863", + "right": "issue:46846", + "accept": false, + "reason": "NemotronH checkpoint loading and Qwen3.5 tensor-parallel plan issues are unrelated." + }, + { + "left": "issue:46459", + "right": "issue:46512", + "accept": false, + "reason": "One is a dtype-loading bug for composite checkpoints; the other is stale config dtype after from_config(dtype=...)." + }, + { + "left": "issue:45313", + "right": "issue:45357", + "accept": false, + "reason": "Different Qwen3.5 problems: DeepSpeed ZeRO-3 weight loading versus incorrect visual encoder keys in save_pretrained." + }, + { + "left": "issue:45507", + "right": "issue:46468", + "accept": false, + "reason": "GraniteMoEHybrid invalid-method behavior and the Nemotron example breakage are different bugs." + }, + { + "left": "issue:43644", + "right": "issue:43645", + "accept": false, + "reason": "One is a buffer-initialization regression; the other is a Jupyter notebook custom-model initialization problem." + }, + { + "left": "issue:39692", + "right": "issue:43994", + "accept": false, + "reason": "Both touch SigLIP2, but one is a broken docs example and the other is a nonsensical-output report; not enough to treat as the same bug." + }, + { + "left": "issue:44488", + "right": "issue:44991", + "accept": false, + "reason": "Both are tokenizer/loading issues, but for different model families and different failure modes." + }, + { + "left": "issue:43257", + "right": "issue:43854", + "accept": false, + "reason": "Qwen3 MoE weight-conversion with accelerate/deepspeed is unrelated to GLM-4.7-Flash loading in tests." + }, + { + "left": "issue:43856", + "right": "issue:43873", + "accept": false, + "reason": "Training memory inefficiency and offloading/quantization behavior are related only broadly, not the same concrete bug." + }, + { + "left": "issue:42491", + "right": "issue:45292", + "accept": false, + "reason": "A Qwen3 MoE compatibility issue is unrelated to resize_token_embeddings not updating output embeddings." + }, + { + "left": "issue:42491", + "right": "issue:45335", + "accept": false, + "reason": "Different model families and different failure paths." + }, + { + "left": "issue:43854", + "right": "issue:43931", + "accept": false, + "reason": "Different load failures on different models with different symptoms." + }, + { + "left": "issue:43708", + "right": "issue:44075", + "accept": false, + "reason": "Trainer max_steps resume logic and SGD args being ignored are unrelated." + }, + { + "left": "issue:43856", + "right": "issue:44387", + "accept": false, + "reason": "Both are memory-related, but one is Qwen3 MoE training inefficiency and the other is int4 quantization OOM regression." + }, + { + "left": "issue:44960", + "right": "issue:46050", + "accept": false, + "reason": "GLM5 loading/behavior and sinq save/load corruption are unrelated." + }, + { + "left": "issue:44164", + "right": "issue:44291", + "accept": false, + "reason": "Different serialization/loading failures: extra_state handling versus init_empty_weights passing an unexpected argument." + }, + { + "left": "issue:46897", + "right": "issue:46901", + "accept": true, + "reason": "Both describe the same training-loss double-shift bug pattern, just in different model families." + }, + { + "left": "issue:45276", + "right": "issue:45335", + "accept": true, + "reason": "Both report the same resize_token_embeddings bug where output embeddings are not updated." + }, + { + "left": "issue:45488", + "right": "issue:45812", + "accept": false, + "reason": "Different tokenizer regressions for different model families and different root causes." + }, + { + "left": "issue:45362", + "right": "issue:45406", + "accept": false, + "reason": "A Qwen3.5 chat crash and a Gemma4Processor missing _tokenizer error are not the same bug." + }, + { + "left": "issue:43425", + "right": "issue:43957", + "accept": false, + "reason": "Torch version incompatibility and meta-device loading regressions are distinct issues." + } + ] + }, + "evaluator_result": { + "accept": false, + "feedback": "Most of the pair judgments are conservative and well-grounded, especially 43644\u219444534, 45276\u219445335, and the false negatives. However, the 44451\u219444488 verdict overstates the evidence: the packet only shows two separate BERT-style model-loading failures for different checkpoints, which is similarity, not a grounded duplicate claim. The summary also leans a bit too hard on that BERT pair by calling it a clear duplicate candidate. Rephrase that as tentative or drop it." + }, + "evaluator_used": true, + "retried": true, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 27, + "review_unit_index": 8, + "review_unit_count": 63, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-516", + "nodes": [ + "issue:36010", + "issue:39404", + "issue:39692", + "issue:41720", + "issue:42796", + "issue:42947", + "issue:43335", + "issue:43381", + "issue:43404", + "issue:43454", + "issue:43645", + "issue:43828", + "issue:43854", + "issue:43873", + "issue:43957", + "issue:44079", + "issue:44155", + "issue:44164", + "issue:44291", + "issue:44292", + "issue:44387", + "issue:44402", + "issue:44479", + "issue:44488", + "issue:44589", + "issue:44756", + "issue:44863", + "issue:44877", + "issue:44910", + "issue:44912", + "issue:44928", + "issue:44960", + "issue:45216", + "issue:45276", + "issue:45292", + "issue:45335", + "issue:45588", + "issue:45663", + "issue:45684", + "issue:45698", + "issue:45704", + "issue:45759", + "issue:45823", + "issue:45859", + "issue:46326", + "issue:46468", + "issue:46829" + ], + "soft_pairs": [ + "issue:44910|issue:45588", + "issue:44402|issue:44488", + "issue:39692|issue:44960", + "issue:44291|issue:44756", + "issue:41720|issue:44155", + "issue:45663|issue:45759", + "issue:43404|issue:43454", + "issue:42947|issue:45704", + "issue:43873|issue:44387", + "issue:44079|issue:46829", + "issue:45663|issue:45859", + "issue:44292|issue:44912", + "issue:42947|issue:43381", + "issue:36010|issue:39404", + "issue:43957|issue:44756", + "issue:44155|issue:45823", + "issue:43335|issue:45663", + "issue:44387|issue:44756", + "issue:44863|issue:46468", + "issue:45276|issue:45292", + "issue:44479|issue:44877", + "issue:43381|issue:44928", + "issue:44164|issue:44756", + "issue:42796|issue:46326", + "issue:45588|issue:45663", + "issue:45684|issue:45698", + "issue:43854|issue:45216", + "issue:43645|issue:44164", + "issue:45292|issue:45335", + "issue:43828|issue:43957", + "issue:44589|issue:44756" + ], + "prepared_review_unit_hash": "c475d3722a2b520b44f1d5bdd09db9e12ae9a1fdb42b400b1b4396774bd6d32a", + "component_budget": { + "node_count": 516, + "item_count": 516, + "soft_pair_count": 1900, + "serialized_chars": 985312, + "estimated_input_tokens": 246328, + "estimated_eval_tokens": 492912 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 31, + "serialized_chars": 36564, + "estimated_input_tokens": 9141, + "estimated_eval_tokens": 18538 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "Most items are unrelated model-specific Transformers bugs. The only clear duplicates are the resize_token_embeddings reports around output/decoder embeddings; the rest are too different in symptom or code path to merge as duplicates.", + "confidence": 0.91, + "canonical_issue_reason": "Issue 45292 is the broadest, most general report in the resize_token_embeddings cluster, and it matches the same propagation failure described by the more specific Gemma4/t5gemma reports.", + "canonical_pr_reason": null, + "best_issue_reason": "45292 is the best canonical issue because it states the core API regression without narrowing to one model family, while 45276 and 45335 look like specific manifestations of the same bug.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44910", + "right": "issue:45588", + "accept": false, + "reason": "Both touch flash attention, but they describe different failures: packed-sequence position_ids misinterpretation vs s_aux=None AttributeError on sink-less models." + }, + { + "left": "issue:44402", + "right": "issue:44488", + "accept": false, + "reason": "Both mention tokenizer/model loading problems, but one is about vocab-size/pad-unk token placement and the other is a specific model load failure; not clearly the same bug." + }, + { + "left": "issue:39692", + "right": "issue:44960", + "accept": false, + "reason": "Different models and different failure modes; one is a SigLIP2 doc example issue, the other is a GLM5 report." + }, + { + "left": "issue:44291", + "right": "issue:44756", + "accept": false, + "reason": "One is an init_empty_weights/_is_hf_initialized TypeError, the other is mmap/OOM behavior on Strix Halo." + }, + { + "left": "issue:41720", + "right": "issue:44155", + "accept": false, + "reason": "Completely different models and code paths: Qwen3 auto device mapping vs AudioFlamingo3 batch leakage." + }, + { + "left": "issue:45663", + "right": "issue:45759", + "accept": false, + "reason": "Both involve model internals, but one is an FSDP2 shared_kv_states bug and the other is a from_config text_config unwrapping issue." + }, + { + "left": "issue:43404", + "right": "issue:43454", + "accept": false, + "reason": "Both are about lm_head tying, but they affect different model families and don't clearly point to one shared code-path bug." + }, + { + "left": "issue:42947", + "right": "issue:45704", + "accept": false, + "reason": "Gradient checkpointing/LoRA behavior and an apex RMSNorm memory leak are unrelated." + }, + { + "left": "issue:43873", + "right": "issue:44387", + "accept": false, + "reason": "Both involve quantization and memory, but one is offloading with quantization and the other is increased CUDA reserved memory/OOM under int4." + }, + { + "left": "issue:44079", + "right": "issue:46829", + "accept": false, + "reason": "General ModelOutput key assignment logic vs a specific ImageClassifierOutput hidden_states mismatch are not the same underlying bug." + }, + { + "left": "issue:45663", + "right": "issue:45859", + "accept": false, + "reason": "Different issues in different Qwen3.5 MoE components; one is FSDP2 state handling, the other CPU-offload incompatibility in rotary embedding." + }, + { + "left": "issue:44292", + "right": "issue:44912", + "accept": false, + "reason": "One is an init_empty_weights constructor-arg problem; the other is an MXFP4 loading/quantization fallback issue." + }, + { + "left": "issue:42947", + "right": "issue:43381", + "accept": false, + "reason": "Both mention gradient checkpointing, but one is about ineffective checkpointing with PEFT LoRA and the other is eval-mode usage being disallowed." + }, + { + "left": "issue:36010", + "right": "issue:39404", + "accept": false, + "reason": "ImportError for GenerationMixin and Whisper return_language regression are unrelated." + }, + { + "left": "issue:43957", + "right": "issue:44756", + "accept": false, + "reason": "Meta-device loading regressions and mmap/OOM on Strix Halo are different loading problems." + }, + { + "left": "issue:44155", + "right": "issue:45823", + "accept": false, + "reason": "Audio track leakage in AudioFlamingo3 and a Gemma4 device_map mismatch are unrelated bugs." + }, + { + "left": "issue:43335", + "right": "issue:45663", + "accept": false, + "reason": "Sparse-layer config construction and FSDP2 per-layer state rebuilding are different code paths." + }, + { + "left": "issue:44387", + "right": "issue:44756", + "accept": false, + "reason": "Both end in OOM, but one is int4 reserved-memory growth and the other is a mmap-specific Strix Halo workaround." + }, + { + "left": "issue:44863", + "right": "issue:46468", + "accept": false, + "reason": "NemotronH checkpoint loading and the official Nemotron example being broken are not clearly the same defect." + }, + { + "left": "issue:45276", + "right": "issue:45292", + "accept": true, + "reason": "These are the same resize_token_embeddings regression: resized embeddings are not propagated to output embeddings / per-layer embeddings." + }, + { + "left": "issue:44479", + "right": "issue:44877", + "accept": false, + "reason": "A video-input regression across Qwen VL variants and a granite_speech config-loading strictness issue are unrelated." + }, + { + "left": "issue:43381", + "right": "issue:44928", + "accept": false, + "reason": "Eval-mode checkpointing restriction and Qwen3.5 NaNs from 3D position_ids/SDPA fallback are different failures." + }, + { + "left": "issue:44164", + "right": "issue:44756", + "accept": false, + "reason": "save/from_pretrained extra_state handling is unrelated to disabling mmap on Strix Halo." + }, + { + "left": "issue:42796", + "right": "issue:46326", + "accept": false, + "reason": "Both involve tokenizer behavior, but BPE-marker handling and continue_final_message are distinct issues." + }, + { + "left": "issue:45588", + "right": "issue:45663", + "accept": false, + "reason": "Flash attention sinkless-model s_aux handling and Gemma4 FSDP2 shared_kv_states rebuilding are unrelated." + }, + { + "left": "issue:45684", + "right": "issue:45698", + "accept": false, + "reason": "Custom-model save permissions and loading the wrong custom module after save_pretrained are different bugs." + }, + { + "left": "issue:43854", + "right": "issue:45216", + "accept": false, + "reason": "A GLM-4.7-Flash load failure in tests and a Qwen3.5 save_pretrained regression are unrelated." + }, + { + "left": "issue:43645", + "right": "issue:44164", + "accept": false, + "reason": "Jupyter custom-model initialization breakage and extra_state serialization handling are different problems." + }, + { + "left": "issue:45292", + "right": "issue:45335", + "accept": true, + "reason": "Same underlying resize_token_embeddings bug: the resized embeddings are not being applied to decoder.embed_tokens/output embeddings." + }, + { + "left": "issue:43828", + "right": "issue:43957", + "accept": false, + "reason": "Autocast dtype mismatch on Phi-tiny-MoE and meta-device loading regressions are unrelated." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is conservative and grounded in the packet. The only duplicates the analyst clearly endorses are the resize_token_embeddings issues, and the rationale stays within the evidence available from titles/soft-pair similarity. No overstatement detected." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 27, + "review_unit_index": 9, + "review_unit_count": 63, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-516", + "nodes": [ + "issue:36032", + "issue:39404", + "issue:43425", + "issue:43452", + "issue:43596", + "issue:43611", + "issue:43645", + "issue:43646", + "issue:43708", + "issue:43716", + "issue:43828", + "issue:43856", + "issue:43901", + "issue:43906", + "issue: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:44898", + "issue:44912", + "issue:44991", + "issue:45081", + "issue:45084", + "issue:45479", + "issue:45701", + "issue:45759", + "issue:45812", + "issue:45823", + "issue:46050", + "issue:46315", + "issue:46326", + "issue:46491", + "issue:46665", + "issue:46821", + "issue:46869", + "issue:46894", + "issue:46899", + "issue:46901" + ], + "soft_pairs": [ + "issue:43646|issue:43708", + "issue:44402|issue:44451", + "issue:46894|issue:46901", + "issue:43425|issue:43828", + "issue:46315|issue:46491", + "issue:45812|issue:46315", + "issue:44530|issue:45084", + "issue:39404|issue:45701", + "issue:43611|issue:43645", + "issue:43425|issue:46869", + "issue:44683|issue:45823", + "issue:43425|issue:43716", + "issue:39404|issue:46665", + "issue:43425|issue:45823", + "issue:44589|issue:45084", + "issue:44479|issue:44805", + "issue:43901|issue:44509", + "issue:43994|issue:44079", + "issue:44164|issue:45759", + "issue:43906|issue:44530", + "issue:36032|issue:43452", + "issue:44265|issue:44898", + "issue:46050|issue:46326", + "issue:43906|issue:46326", + "issue:44991|issue:45081", + "issue:39404|issue:44912", + "issue:44671|issue:44991", + "issue:45823|issue:46899", + "issue:45479|issue:46894", + "issue:44164|issue:46821", + "issue:43856|issue:44756", + "issue:43596|issue:44683" + ], + "prepared_review_unit_hash": "c6d1f7fa745bc5cdb95f9d05c11249d8b8f25d65ebdb55d01a6a6255af99c68c", + "component_budget": { + "node_count": 516, + "item_count": 516, + "soft_pair_count": 1900, + "serialized_chars": 985312, + "estimated_input_tokens": 246328, + "estimated_eval_tokens": 492912 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 32, + "serialized_chars": 37547, + "estimated_input_tokens": 9387, + "estimated_eval_tokens": 19030 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This is not a single duplicate cluster; it spans many unrelated Transformers v5 regressions, tokenizer-loading failures, model-specific dtype/device issues, and a few docs/training bugs. None of the soft edges look like the same concrete change or bug.", + "confidence": 0.96, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": "issue:43646 is the broadest/generalized report in the set (custom model initialization regression) and is the closest thing to a representative issue, but the overall set is still too heterogeneous for a true canonical.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43646", + "right": "issue:43708", + "accept": false, + "reason": "Different failure modes: custom model init in notebooks vs Trainer max_steps calculation when resuming with a changed batch size." + }, + { + "left": "issue:44402", + "right": "issue:44451", + "accept": false, + "reason": "Both involve tokenizer/model loading, but one is a vocab/special-token mismatch and the other is a model-specific load failure; not the same bug." + }, + { + "left": "issue:46894", + "right": "issue:46901", + "accept": false, + "reason": "Both mention a double-shift loss pattern, but they are different model implementations and do not look like one shared code-path fix." + }, + { + "left": "issue:43425", + "right": "issue:43828", + "accept": false, + "reason": "Torch-version incompatibility vs autocast dtype mismatch; related area, but distinct bugs." + }, + { + "left": "issue:46315", + "right": "issue:46491", + "accept": false, + "reason": "Tokenizer conversion slowdown vs leading-space round-trip regression; unrelated behavior." + }, + { + "left": "issue:45812", + "right": "issue:46315", + "accept": false, + "reason": "Granite token ID regression and slow convert_tokens_to_ids are separate tokenizer issues." + }, + { + "left": "issue:44530", + "right": "issue:45084", + "accept": false, + "reason": "PagedAttentionCache linear_attention crash and template-node compile error are different code paths." + }, + { + "left": "issue:39404", + "right": "issue:45701", + "accept": false, + "reason": "Whisper pipeline return_language breakage is unrelated to the tokenization regression report." + }, + { + "left": "issue:43611", + "right": "issue:43645", + "accept": false, + "reason": "Both are v5 custom-model regressions, but one is base_model_prefix loading and the other is notebook-defined model initialization; not clearly the same defect." + }, + { + "left": "issue:43425", + "right": "issue:46869", + "accept": false, + "reason": "Torch incompatibility and YOLO multi-GPU device-map failure are distinct issues." + }, + { + "left": "issue:44683", + "right": "issue:45823", + "accept": false, + "reason": "Compiled flex_attention on torch>=2.9 is unrelated to Gemma4 device-mapping mismatch." + }, + { + "left": "issue:43425", + "right": "issue:43716", + "accept": false, + "reason": "Generic Torch 2.10 incompatibility vs Mistral-3 image-preprocessor dtype mismatch." + }, + { + "left": "issue:39404", + "right": "issue:46665", + "accept": false, + "reason": "Different loading/pipeline regressions with no shared concrete bug." + }, + { + "left": "issue:43425", + "right": "issue:45823", + "accept": false, + "reason": "Torch compatibility issue vs Gemma4 device mismatch; too broad to merge." + }, + { + "left": "issue:44589", + "right": "issue:45084", + "accept": false, + "reason": "Float8 storage lookup failure and non-template-node compile error are unrelated." + }, + { + "left": "issue:44479", + "right": "issue:44805", + "accept": false, + "reason": "Video-input regression and mask-shape IndexError do not share a concrete fix." + }, + { + "left": "issue:43901", + "right": "issue:44509", + "accept": false, + "reason": "Both are docs-related, but they cover different removed/changed pipeline docs and are not duplicates." + }, + { + "left": "issue:43994", + "right": "issue:44079", + "accept": false, + "reason": "Siglip2 wrong outputs and ModelOutput key assignment are different bugs." + }, + { + "left": "issue:44164", + "right": "issue:45759", + "accept": false, + "reason": "Extra-state save/load handling vs composite config unwrapping are separate serialization/config issues." + }, + { + "left": "issue:43906", + "right": "issue:44530", + "accept": false, + "reason": "An isolated reproduction of an older issue is not the same as the Qwen3.5 PagedAttentionCache crash." + }, + { + "left": "issue:36032", + "right": "issue:43452", + "accept": false, + "reason": "T5Tokenizer special-method conflict and gguf_file loading breakage are different tokenizer/model-loading failures." + }, + { + "left": "issue:44265", + "right": "issue:44898", + "accept": false, + "reason": "torch.export failure with torch_compilable_check and Perceiver interpolate_pos_encoding failure are unrelated." + }, + { + "left": "issue:46050", + "right": "issue:46326", + "accept": false, + "reason": "Quantized save/load corruption vs mistral_common continue_final_message bug are unrelated." + }, + { + "left": "issue:44991", + "right": "issue:45081", + "accept": false, + "reason": "Both are tokenizer-loading regressions, but for different tokenizers and different failure points; not one mergeable fix." + }, + { + "left": "issue:39404", + "right": "issue:44912", + "accept": false, + "reason": "Whisper pipeline bug and MXFP4 quantization fallback are unrelated." + }, + { + "left": "issue:44671", + "right": "issue:44991", + "accept": false, + "reason": "CamemBERT masked-LM prediction regression is not the same as est-roberta tokenizer loading failure." + }, + { + "left": "issue:45823", + "right": "issue:46899", + "accept": false, + "reason": "Both touch Gemma4, but one is device_map forward placement and the other is 4-bit multimodal dtype casting." + }, + { + "left": "issue:45479", + "right": "issue:46894", + "accept": false, + "reason": "Single-label classification zero-loss bug is a different training objective issue than the ASR double-shift bug." + }, + { + "left": "issue:44164", + "right": "issue:46821", + "accept": false, + "reason": "save/from_pretrained extra_state handling is unrelated to the TimesFM window_size AttributeError." + }, + { + "left": "issue:43856", + "right": "issue:44756", + "accept": false, + "reason": "MoE training memory inefficiency and Strix Halo mmap OOM are different performance/memory problems." + }, + { + "left": "issue:43596", + "right": "issue:44683", + "accept": false, + "reason": "Deepspeed zero3/BertModel index error and compiled flex_attention torch>=2.9 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": 27, + "review_unit_index": 10, + "review_unit_count": 63, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-516", + "nodes": [ + "issue:32090", + "issue:34567", + "issue:36032", + "issue:39404", + "issue:40444", + "issue:40990", + "issue:42175", + "issue:42796", + "issue:42915", + "issue:43299", + "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:43931", + "issue:44206", + "issue:44220", + "issue:44451", + "issue:44462", + "issue:44488", + "issue:44530", + "issue:44661", + "issue:44683", + "issue:44737", + "issue:44811", + "issue:44987", + "issue:44991", + "issue:45081", + "issue:45084", + "issue:45479", + "issue:45584", + "issue:45859", + "issue:46178", + "issue:46285", + "issue:46326", + "issue:46402", + "issue:46489", + "issue:46897", + "issue:47050" + ], + "soft_pairs": [ + "issue:43632|issue:47050", + "issue:43299|issue:43931", + "issue:44488|issue:44987", + "issue:45479|issue:46897", + "issue:44488|issue:45081", + "issue:43611|issue:43644", + "issue:36032|issue:42915", + "issue:44462|issue:46489", + "issue:42796|issue:43404", + "issue:43716|issue:45084", + "issue:46285|issue:46402", + "issue:44661|issue:44683", + "issue:32090|issue:39404", + "issue:44451|issue:44987", + "issue:43541|issue:45084", + "issue:43643|issue:44530", + "issue:42915|issue:44530", + "issue:44737|issue:45859", + "issue:40990|issue:43421", + "issue:34567|issue:40444", + "issue:43644|issue:43646", + "issue:42175|issue:46178", + "issue:40444|issue:46326", + "issue:43582|issue:43632", + "issue:36032|issue:43645", + "issue:44206|issue:44220", + "issue:43452|issue:43482", + "issue:44987|issue:44991", + "issue:44811|issue:45584" + ], + "prepared_review_unit_hash": "653e265d8222968ff5845933983cbbc278d3cbadb5ff55b519bd8255ef2b4e2b", + "component_budget": { + "node_count": 516, + "item_count": 516, + "soft_pair_count": 1900, + "serialized_chars": 985312, + "estimated_input_tokens": 246328, + "estimated_eval_tokens": 492912 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 29, + "serialized_chars": 36518, + "estimated_input_tokens": 9130, + "estimated_eval_tokens": 18516 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "Most items are distinct regression reports with only two clear duplicate pairs: the GGUF-loading reports and the audio fbank-feature extraction reports. The rest are broad false positives across different models/code paths.", + "confidence": 0.87, + "canonical_issue_reason": "issue:44462 is the broadest tokenizer-loading regression in the set and already has inbound references, making it the best umbrella anchor for the tokenizer-related reports.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:44462 best represents the tokenizer-loading problem because its title is generic, its scope is broader than the repo-specific reports, and it appears to be the most reusable canonical reference.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43632", + "right": "issue:47050", + "accept": false, + "reason": "Unrelated failures: `_is_hf_initialized` regression vs ONNX fp16 dtype mismatch in Canine attention." + }, + { + "left": "issue:43299", + "right": "issue:43931", + "accept": false, + "reason": "Both involve Qwen3-VL loading, but one is a general v5/MoE loading break while the other is a specific weight-shape mismatch; not the same concrete bug." + }, + { + "left": "issue:44488", + "right": "issue:44987", + "accept": false, + "reason": "Both are model-loading complaints, but they point to different models and likely different root causes." + }, + { + "left": "issue:45479", + "right": "issue:46897", + "accept": false, + "reason": "Both concern loss issues, but they are different models and different bug patterns." + }, + { + "left": "issue:44488", + "right": "issue:45081", + "accept": false, + "reason": "Tokenizer load failure vs a Mistral regex patch crash; different code paths." + }, + { + "left": "issue:43611", + "right": "issue:43644", + "accept": false, + "reason": "Both are v5 regressions, but one is model-loading/base_model_prefix handling and the other is non-persistent buffer initialization; not the same bug." + }, + { + "left": "issue:36032", + "right": "issue:42915", + "accept": false, + "reason": "Tokenizer method-name conflict vs Qwen3Moe fine-grained FP8 loading failure; unrelated." + }, + { + "left": "issue:44462", + "right": "issue:46489", + "accept": false, + "reason": "Generic tokenizer.json loading regression vs DeepSeek-Coder output regression; not the same underlying issue." + }, + { + "left": "issue:42796", + "right": "issue:43404", + "accept": false, + "reason": "Tokenizer BPE marker handling vs tied lm_head weights in Mistral3; different problems." + }, + { + "left": "issue:43716", + "right": "issue:45084", + "accept": false, + "reason": "Image preprocessor/model dtype mismatch vs a template compilation error; unrelated." + }, + { + "left": "issue:46285", + "right": "issue:46402", + "accept": false, + "reason": "CLIP structure inconsistency vs Sam3Model text-encoder weight loading; different model families and failures." + }, + { + "left": "issue:44661", + "right": "issue:44683", + "accept": false, + "reason": "Auto-model registration bug vs compiled flex_attention failure; no shared code path." + }, + { + "left": "issue:32090", + "right": "issue:39404", + "accept": false, + "reason": "Trainer GPU broadcast NoneType error vs Whisper return_language pipeline regression; unrelated." + }, + { + "left": "issue:44451", + "right": "issue:44987", + "accept": false, + "reason": "Different model-loading failures with no evidence of the same root cause." + }, + { + "left": "issue:43541", + "right": "issue:45084", + "accept": false, + "reason": "Torch Dynamo grouped_mm tracing error vs non-template-node compilation error; different failures." + }, + { + "left": "issue:43643", + "right": "issue:44530", + "accept": false, + "reason": "AutoConfig missing-fields bug vs PagedAttentionCache linear_attention crash; unrelated." + }, + { + "left": "issue:42915", + "right": "issue:44530", + "accept": false, + "reason": "Both involve Qwen models, but one is FineGrainedFP8 loading and the other is cache/group-type handling; not the same bug." + }, + { + "left": "issue:44737", + "right": "issue:45859", + "accept": false, + "reason": "CPU device placement bug in XLNet vs CPU-offload incompatibility in Qwen3_5Moe rotary embedding; different code paths." + }, + { + "left": "issue:40990", + "right": "issue:43421", + "accept": false, + "reason": "Perplexity regression vs runtime special-token/post-processor update behavior; unrelated." + }, + { + "left": "issue:34567", + "right": "issue:40444", + "accept": false, + "reason": "Trainer token-count tracking bug vs Qwen2.5-VL iterable-dataset multi-image failure; unrelated." + }, + { + "left": "issue:43644", + "right": "issue:43646", + "accept": false, + "reason": "Both are v5 init-related regressions, but one is non-persistent buffers being filled with junk and the other is custom model initialization; too different to merge." + }, + { + "left": "issue:42175", + "right": "issue:46178", + "accept": false, + "reason": "Packaging/backends dependency issue vs BACKENDS_MAPPING validation error; different failure modes." + }, + { + "left": "issue:40444", + "right": "issue:46326", + "accept": false, + "reason": "Multi-image Qwen2.5-VL training failure vs Whisper continue_final_message tokenizer behavior; unrelated." + }, + { + "left": "issue:43582", + "right": "issue:43632", + "accept": false, + "reason": "Apple Silicon allocator warmup TypeError vs `_is_hf_initialized` regression; unrelated." + }, + { + "left": "issue:36032", + "right": "issue:43645", + "accept": false, + "reason": "Tokenizer attribute conflict vs Jupyter custom-model initialization regression; different symptoms and code paths." + }, + { + "left": "issue:44206", + "right": "issue:44220", + "accept": true, + "reason": "Both point to the same audio feature-extraction problem centered on `_torch_extract_fbank_features()` and the unsupported `center` argument." + }, + { + "left": "issue:43452", + "right": "issue:43482", + "accept": true, + "reason": "Both describe the same GGUF loading regression in transformers v5, with 43482 being a specific model manifestation of 43452's broader breakage." + }, + { + "left": "issue:44987", + "right": "issue:44991", + "accept": false, + "reason": "Different model/tokenizer loading failures and no shared concrete code path." + }, + { + "left": "issue:45081", + "right": "issue:45584", + "accept": false, + "reason": "Mistral tokenizer regex patch crash vs Whisper empty-transcription generation failure; unrelated." + }, + { + "left": "issue:44811", + "right": "issue:45584", + "accept": false, + "reason": "Both are Whisper-related, but one is batch_decode skip_special_tokens behavior and the other is empty-transcription generation after align_special_tokens; not the same bug." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The analysis is grounded in the packet and stays conservative on the soft-edge pairs. The two accepted duplicates (44206/44220 and 43452/43482) are well supported, and the remaining pairs are reasonably rejected as distinct bug reports. The canonical issue choice is also defensible from the titles and inbound references." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 27, + "review_unit_index": 11, + "review_unit_count": 63, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-516", + "nodes": [ + "issue:28530", + "issue:34567", + "issue:36032", + "issue:42915", + "issue:43208", + "issue:43262", + "issue:43317", + "issue:43322", + "issue:43377", + "issue:43404", + "issue:43482", + "issue:43531", + "issue:43540", + "issue:43632", + "issue:43645", + "issue:43646", + "issue:43742", + "issue:43746", + "issue:43792", + "issue:43819", + "issue:43883", + "issue:43994", + "issue:44008", + "issue:44062", + "issue:44265", + "issue:44291", + "issue:44403", + "issue:44451", + "issue:44464", + "issue:44466", + "issue:44488", + "issue:44534", + "issue:44589", + "issue:44610", + "issue:44849", + "issue:44877", + "issue:44987", + "issue:45081", + "issue:45084", + "issue:45325", + "issue:45507", + "issue:45987", + "issue:46326", + "issue:46661", + "issue:46821", + "issue:46869", + "issue:46899", + "issue:47013" + ], + "soft_pairs": [ + "issue:45084|issue:45507", + "issue:43317|issue:43482", + "issue:43746|issue:46326", + "issue:43262|issue:43377", + "issue:43792|issue:46869", + "issue:43208|issue:47013", + "issue:44403|issue:45081", + "issue:42915|issue:45084", + "issue:43645|issue:46661", + "issue:43646|issue:44534", + "issue:43377|issue:43819", + "issue:44849|issue:45325", + "issue:44987|issue:45081", + "issue:28530|issue:34567", + "issue:43404|issue:44466", + "issue:42915|issue:44291", + "issue:43883|issue:44488", + "issue:36032|issue:43742", + "issue:43994|issue:44610", + "issue:44451|issue:45081", + "issue:44062|issue:44987", + "issue:44464|issue:45987", + "issue:42915|issue:44589", + "issue:44008|issue:46899", + "issue:44265|issue:44610", + "issue:43531|issue:44877", + "issue:43632|issue:46821", + "issue:43322|issue:43540" + ], + "prepared_review_unit_hash": "fd6788cfd66793ed7d2766918a68732701a9a8b71c593938e845f8942fd86706", + "component_budget": { + "node_count": 516, + "item_count": 516, + "soft_pair_count": 1900, + "serialized_chars": 985312, + "estimated_input_tokens": 246328, + "estimated_eval_tokens": 492912 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 28, + "serialized_chars": 36236, + "estimated_input_tokens": 9059, + "estimated_eval_tokens": 18374 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is heterogeneous: it contains many unrelated Transformers regressions that only share broad themes like model loading, init, or v5 breakages. I would not merge any of the soft pairs as duplicates.", + "confidence": 0.82, + "canonical_issue_reason": "Issue 43646 is the broadest representative of the repeated \"custom model initialization breaks in Transformers 5\" theme, and it can subsume the narrower notebook-specific report (43645).", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 43646 is the best single issue to represent the small v5 custom-init subgroup, but the overall cluster is too mixed to treat as one duplicate set.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45084", + "right": "issue:45507", + "accept": false, + "reason": "Template compilation failure and GraniteMoEHybrid invalid-method call are different code paths and different bugs." + }, + { + "left": "issue:43317", + "right": "issue:43482", + "accept": false, + "reason": "GPU/CPU offload loading failure for dequantized models is unrelated to Qwen2.5-GGUF loading in v5." + }, + { + "left": "issue:43746", + "right": "issue:46326", + "accept": false, + "reason": "PEFT local-checkpoint loading and mistral_common continue_final_message are separate tokenizer/model-loading paths." + }, + { + "left": "issue:43262", + "right": "issue:43377", + "accept": false, + "reason": "Audio chat-template sampling-rate default and MIMI batch padding-mask behavior are different bugs in the audio stack." + }, + { + "left": "issue:43792", + "right": "issue:46869", + "accept": false, + "reason": "Whisper inference failure and YOLO multi-GPU device-map failure are unrelated model-loading problems." + }, + { + "left": "issue:43208", + "right": "issue:47013", + "accept": false, + "reason": "Both are xLSTM-related, but one is a trio of small-model training bugs while the other is a return_last_states unpacking crash." + }, + { + "left": "issue:44403", + "right": "issue:45081", + "accept": false, + "reason": "Unnecessary load-time noise and a Mistral regex patch AttributeError are not the same underlying issue." + }, + { + "left": "issue:42915", + "right": "issue:45084", + "accept": false, + "reason": "Qwen3Moe FP8 config failure and template-node compilation error are unrelated." + }, + { + "left": "issue:43645", + "right": "issue:46661", + "accept": false, + "reason": "Notebook custom-model init failure and remote-code config_class failure share a theme, but not the same concrete initialization bug." + }, + { + "left": "issue:43646", + "right": "issue:44534", + "accept": false, + "reason": "Custom model initialization regression and non-persistent-buffer junk are different v5 regressions." + }, + { + "left": "issue:43377", + "right": "issue:43819", + "accept": false, + "reason": "MIMI padding-mask batching and DAC.from_latents/forward mismatch are distinct codec bugs." + }, + { + "left": "issue:44849", + "right": "issue:45325", + "accept": false, + "reason": "Qwen3.5 hidden-state bug and Qwen2.5-VL rope-index scaling bug are different model-specific failures." + }, + { + "left": "issue:44987", + "right": "issue:45081", + "accept": false, + "reason": "Loading physical-intelligence/fast on v5 and the Mistral regex patch crash are unrelated." + }, + { + "left": "issue:28530", + "right": "issue:34567", + "accept": false, + "reason": "Early stopping metric selection and num_input_tokens_seen updating are separate Trainer issues." + }, + { + "left": "issue:43404", + "right": "issue:44466", + "accept": false, + "reason": "Untied lm_head in Mistral3 and device-dependent lm_head serialization both touch weights, but the failures and fixes are different." + }, + { + "left": "issue:42915", + "right": "issue:44291", + "accept": false, + "reason": "FP8 config failure in Qwen3Moe and unexpected _is_hf_initialized argument in init_empty_weights are unrelated v5 regressions." + }, + { + "left": "issue:43883", + "right": "issue:44488", + "accept": false, + "reason": "Molmo tied-weights metadata error and model-loading failure for cjvt/sleng-bert are not the same bug." + }, + { + "left": "issue:36032", + "right": "issue:43742", + "accept": false, + "reason": "T5 tokenizer special-token conflict and MobileLLM-125M key error are different loading bugs." + }, + { + "left": "issue:43994", + "right": "issue:44610", + "accept": false, + "reason": "SigLIP2 nonsensical outputs and OmDet-Turbo processor/model resolution mismatch are separate vision issues." + }, + { + "left": "issue:44451", + "right": "issue:45081", + "accept": false, + "reason": "Generic model-load failure and a Mistral regex patch crash do not share a concrete root cause." + }, + { + "left": "issue:44062", + "right": "issue:44987", + "accept": false, + "reason": "AddedToken keyword conflict and physical-intelligence/fast loading failure are unrelated." + }, + { + "left": "issue:44464", + "right": "issue:45987", + "accept": false, + "reason": "Chunked generation inconsistency with compiled forward and StaticCache seq-length type mismatch are different generation/cache bugs." + }, + { + "left": "issue:42915", + "right": "issue:44589", + "accept": false, + "reason": "Qwen3Moe FP8 config failure and Float8 storage lookup error are not the same issue." + }, + { + "left": "issue:44008", + "right": "issue:46899", + "accept": false, + "reason": "Gemma3n variable collision and Gemma4 4-bit multimodal dtype casting are different multimodal bugs." + }, + { + "left": "issue:44265", + "right": "issue:44610", + "accept": false, + "reason": "torch.export failures via torch_compilable_check and OmDet-Turbo image-size mismatch are unrelated." + }, + { + "left": "issue:43531", + "right": "issue:44877", + "accept": false, + "reason": "Qwen3-MoE sliding_window behavior and granite_speech strict-config loading are separate regressions." + }, + { + "left": "issue:43632", + "right": "issue:46821", + "accept": false, + "reason": "_is_hf_initialized breakage and TimesFM window_size AttributeError are different API regressions." + }, + { + "left": "issue:43322", + "right": "issue:43540", + "accept": false, + "reason": "Llava Next segmentation fault and Qwen3OmniMoe video-processing ValueError are distinct multimodal 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": 27, + "review_unit_index": 12, + "review_unit_count": 63, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-516", + "nodes": [ + "issue:33666", + "issue:35707", + "issue:36032", + "issue:40444", + "issue:40990", + "issue:41720", + "issue:42175", + "issue:42796", + "issue:43089", + "issue:43296", + "issue:43381", + "issue:43421", + "issue:43425", + "issue:43482", + "issue:43525", + "issue:43531", + "issue:43611", + "issue:43632", + "issue:43716", + "issue:43746", + "issue:43792", + "issue:43883", + "issue:44079", + "issue:44220", + "issue:44291", + "issue:44403", + "issue:44479", + "issue:44534", + "issue:44568", + "issue:44589", + "issue:44683", + "issue:44756", + "issue:44811", + "issue:44991", + "issue:45081", + "issue:45216", + "issue:45325", + "issue:45357", + "issue:45538", + "issue:45542", + "issue:45663", + "issue:45812", + "issue:45923", + "issue:45987", + "issue:46315", + "issue:46491", + "issue:46710", + "issue:46899" + ], + "soft_pairs": [ + "issue:36032|issue:41720", + "issue:44479|issue:45325", + "issue:43089|issue:45987", + "issue:43425|issue:44403", + "issue:43296|issue:43531", + "issue:45216|issue:45357", + "issue:40444|issue:45325", + "issue:43611|issue:44534", + "issue:44220|issue:44683", + "issue:44991|issue:46315", + "issue:43716|issue:46899", + "issue:43883|issue:44991", + "issue:44403|issue:44991", + "issue:43381|issue:45923", + "issue:42796|issue:43746", + "issue:45812|issue:46491", + "issue:43632|issue:44756", + "issue:43792|issue:44589", + "issue:33666|issue:40444", + "issue:44291|issue:44589", + "issue:40990|issue:44811", + "issue:42796|issue:46710", + "issue:43482|issue:43525", + "issue:35707|issue:40444", + "issue:44079|issue:45663", + "issue:43531|issue:44291", + "issue:43421|issue:44568", + "issue:41720|issue:45081", + "issue:42175|issue:45542", + "issue:43482|issue:45538" + ], + "prepared_review_unit_hash": "ae54b80309f2554dab1d979c111018ba317fca769e7383f067a13402b791002f", + "component_budget": { + "node_count": 516, + "item_count": 516, + "soft_pair_count": 1900, + "serialized_chars": 985312, + "estimated_input_tokens": 246328, + "estimated_eval_tokens": 492912 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 30, + "serialized_chars": 36822, + "estimated_input_tokens": 9206, + "estimated_eval_tokens": 18668 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly a grab bag of unrelated bug reports across different models, tokenizers, training modes, and packaging/runtime failures. The only near-duplicate pair I see is the Qwen3.5 save_pretrained regression thread; the rest should stay separate.", + "confidence": 0.93, + "canonical_issue_reason": "issue:45216 is the best representative of the only clear duplicate-like thread in this set: a Qwen3.5 save_pretrained regression with a concrete version boundary and checkpoint corruption symptom.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45216 is the strongest issue to anchor the cluster because it is specific, reproducible, and has the broadest overlap with the only accepted soft match in the list.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:36032", + "right": "issue:41720", + "accept": false, + "reason": "Different failures: a T5 tokenizer init conflict vs a Qwen3 auto device-map CUDA assert." + }, + { + "left": "issue:44479", + "right": "issue:45325", + "accept": false, + "reason": "Both are Qwen2.5-VL regressions, but one is video-input handling and the other is still-image rope/position_id scaling; different code paths." + }, + { + "left": "issue:43089", + "right": "issue:45987", + "accept": false, + "reason": "Generation sync/dispatch overhead is unrelated to StaticCache.get_seq_length returning the wrong type." + }, + { + "left": "issue:43425", + "right": "issue:44403", + "accept": false, + "reason": "Torch version incompatibility is not the same bug as noisy model loading output." + }, + { + "left": "issue:43296", + "right": "issue:43531", + "accept": false, + "reason": "PaddleOCR-VL loading failure and Qwen3-MoE sliding_window behavior are unrelated model-specific issues." + }, + { + "left": "issue:45216", + "right": "issue:45357", + "accept": true, + "reason": "Same Qwen3.5 save_pretrained regression thread: both report incorrect saved checkpoints / visual encoder key handling in the same code path." + }, + { + "left": "issue:40444", + "right": "issue:45325", + "accept": false, + "reason": "IterableDataset finetuning with multiple images per prompt is different from Qwen2.5-VL still-image position_id scaling." + }, + { + "left": "issue:43611", + "right": "issue:44534", + "accept": false, + "reason": "base_model_prefix loading breakage is a different issue from non-persistent buffers being filled with junk." + }, + { + "left": "issue:44220", + "right": "issue:44683", + "accept": false, + "reason": "Feature extraction failure and compiled flex_attention incompatibility are separate subsystems." + }, + { + "left": "issue:44991", + "right": "issue:46315", + "accept": false, + "reason": "Tokenizer load failure for a specific model is unrelated to slow convert_tokens_to_ids performance." + }, + { + "left": "issue:43716", + "right": "issue:46899", + "accept": false, + "reason": "Both mention multimodal dtype problems, but they affect different models and different components, so they are not the same bug." + }, + { + "left": "issue:43883", + "right": "issue:44991", + "accept": false, + "reason": "Missing all_tied_weights_keys on Molmo is unrelated to loading EMBEDDIA/est-roberta tokenizers." + }, + { + "left": "issue:44403", + "right": "issue:44991", + "accept": false, + "reason": "Generic loading noise is not the same as a tokenizer loading regression." + }, + { + "left": "issue:43381", + "right": "issue:45923", + "accept": false, + "reason": "Cannot use gradient checkpointing in eval mode is different from a missing supports_gradient_checkpointing flag." + }, + { + "left": "issue:42796", + "right": "issue:43746", + "accept": false, + "reason": "Tokenizer BPE-marker handling and GraniteSpeech PEFT local-checkpoint loading are unrelated." + }, + { + "left": "issue:45812", + "right": "issue:46491", + "accept": false, + "reason": "Wrong token IDs for Granite models is a different tokenizer bug from CodeLlama round-trip leading-space stripping." + }, + { + "left": "issue:43632", + "right": "issue:44756", + "accept": false, + "reason": "_is_hf_initialized breakage is unrelated to the Strix Halo mmap OOM workaround." + }, + { + "left": "issue:43792", + "right": "issue:44589", + "accept": false, + "reason": "Whisper model load/run failure is not the same as the Float8 storage-object error." + }, + { + "left": "issue:33666", + "right": "issue:40444", + "accept": false, + "reason": "Qwen2-VL multi-GPU training and Qwen2.5-VL IterableDataset multi-image finetuning are different training issues." + }, + { + "left": "issue:44291", + "right": "issue:44589", + "accept": false, + "reason": "Unexpected _is_hf_initialized argument in init_empty_weights is different from missing Float8 storage registration." + }, + { + "left": "issue:40990", + "right": "issue:44811", + "accept": false, + "reason": "High perplexity on gpt-oss-20b is unrelated to Whisper batch_decode skipping special tokens." + }, + { + "left": "issue:42796", + "right": "issue:46710", + "accept": false, + "reason": "Tokenizer BPE-marker handling and a DeepSeek accuracy regression are not the same bug." + }, + { + "left": "issue:43482", + "right": "issue:43525", + "accept": false, + "reason": "GGUF loading failure under transformers v5 is unrelated to Llama4Config missing pad_token_id." + }, + { + "left": "issue:35707", + "right": "issue:40444", + "accept": false, + "reason": "Progressive generation with inputs_embeds/past_key_values is a generation-cache bug, not the same as multi-image IterableDataset finetuning." + }, + { + "left": "issue:44079", + "right": "issue:45663", + "accept": false, + "reason": "ModelOutput key assignment logic is unrelated to Gemma4 FSDP2 shared_kv_states rebuilding." + }, + { + "left": "issue:43531", + "right": "issue:44291", + "accept": false, + "reason": "Qwen3-MoE sliding_window behavior and init_empty_weights argument handling are unrelated." + }, + { + "left": "issue:43421", + "right": "issue:44568", + "accept": false, + "reason": "Runtime post-processor updates for special tokens are not the same as add_special_tokens failing to add BOS/EOS." + }, + { + "left": "issue:41720", + "right": "issue:45081", + "accept": false, + "reason": "Qwen3 device-mapping CUDA assert is unrelated to a Mistral tokenizer regex patch crash." + }, + { + "left": "issue:42175", + "right": "issue:45542", + "accept": false, + "reason": "Missing TensorFlow in the torch extra and undefined tf backend from tensorboard-only installs are related packaging themes but different concrete failures." + }, + { + "left": "issue:43482", + "right": "issue:45538", + "accept": false, + "reason": "GGUF loading under v5 is unrelated to CLIPTokenizer's model_max_length default." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The cluster summary is grounded in the packet and stays conservative. The only accepted soft pair, issue:45216 and issue:45357, is plausibly the same Qwen3.5 save_pretrained regression thread. The remaining soft-edge rejections are cautious and reflect distinct models/subsystems rather than asserting duplication without evidence." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 27, + "review_unit_index": 13, + "review_unit_count": 63, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-516", + "nodes": [ + "issue:40444", + "issue:40990", + "issue:41553", + "issue:42175", + "issue:42796", + "issue:42915", + "issue:43262", + "issue:43296", + "issue:43317", + "issue:43377", + "issue:43454", + "issue:43482", + "issue:43493", + "issue:43582", + "issue:43606", + "issue:43611", + "issue:43644", + "issue:43646", + "issue:43701", + "issue:43746", + "issue:43818", + "issue:43856", + "issue:43873", + "issue:43994", + "issue:44079", + "issue:44265", + "issue:44291", + "issue:44462", + "issue:44466", + "issue:44479", + "issue:44509", + "issue:44534", + "issue:44829", + "issue:44877", + "issue:45072", + "issue:45325", + "issue:45357", + "issue:45381", + "issue:45479", + "issue:45491", + "issue:45584", + "issue:45701", + "issue:45812", + "issue:45823", + "issue:45834", + "issue:46402", + "issue:46821", + "issue:46909" + ], + "soft_pairs": [ + "issue:43296|issue:46821", + "issue:44462|issue:45812", + "issue:44079|issue:44534", + "issue:42175|issue:43296", + "issue:43317|issue:43856", + "issue:44509|issue:46909", + "issue:43611|issue:43646", + "issue:43377|issue:45491", + "issue:43644|issue:44079", + "issue:43818|issue:46402", + "issue:40444|issue:45381", + "issue:44265|issue:45072", + "issue:43818|issue:45357", + "issue:45325|issue:45834", + "issue:43493|issue:43994", + "issue:45325|issue:45381", + "issue:44829|issue:45479", + "issue:43454|issue:44466", + "issue:44291|issue:44877", + "issue:42915|issue:43482", + "issue:43701|issue:45325", + "issue:43873|issue:45701", + "issue:42796|issue:45381", + "issue:43606|issue:44265", + "issue:40990|issue:45584", + "issue:44479|issue:45823", + "issue:41553|issue:43582", + "issue:43262|issue:43746" + ], + "prepared_review_unit_hash": "4ef8cb3988c240d81a22d05822c3867f7d26068661e405a01c11a56e4f006779", + "component_budget": { + "node_count": 516, + "item_count": 516, + "soft_pair_count": 1900, + "serialized_chars": 985312, + "estimated_input_tokens": 246328, + "estimated_eval_tokens": 492912 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 28, + "serialized_chars": 36287, + "estimated_input_tokens": 9072, + "estimated_eval_tokens": 18400 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The cluster is mostly heterogeneous and not one duplicate set. I found two strong duplicate candidates: the SigLIP2 implementation discrepancy pair and the Qwen2.5-VL position-id regression pair. The rest are only loosely related by subsystem or model family, not the same underlying bug.", + "confidence": 0.67, + "canonical_issue_reason": "issue:43493 is the best anchor because it states the root cause directly (HF vs JAX SigLIP2 implementation mismatch), which is a better duplicate target than the downstream symptom in 43994.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43493 is the clearest, most actionable issue in the set: it names the concrete model-family mismatch and aligns with a plausible duplicate report.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43296", + "right": "issue:46821", + "accept": false, + "reason": "Different models and failures: PaddleOCR-VL load error vs TimesFM window_size AttributeError." + }, + { + "left": "issue:44462", + "right": "issue:45812", + "accept": false, + "reason": "Both involve tokenization, but one is about repository tokenizer selection and the other is a Granite-specific wrong-IDs regression; not clearly the same bug." + }, + { + "left": "issue:44079", + "right": "issue:44534", + "accept": false, + "reason": "Different code paths: ModelOutput key bookkeeping vs non-persistent buffer initialization." + }, + { + "left": "issue:42175", + "right": "issue:43296", + "accept": false, + "reason": "Unrelated packaging/backend issue vs a model load failure." + }, + { + "left": "issue:43317", + "right": "issue:43856", + "accept": false, + "reason": "Both are performance/loading concerns, but one is dequantized offload loading and the other is MoE training memory usage." + }, + { + "left": "issue:44509", + "right": "issue:46909", + "accept": false, + "reason": "Both are documentation issues, but they cover different docs problems and different topics." + }, + { + "left": "issue:43611", + "right": "issue:43646", + "accept": false, + "reason": "Related v5 breakage theme, but the titles point to different concrete failures and not one clearly shared bug." + }, + { + "left": "issue:43377", + "right": "issue:45491", + "accept": false, + "reason": "Both involve batched inputs, but the models and symptoms differ: missing padding-mask support vs sliding-window NaNs." + }, + { + "left": "issue:43644", + "right": "issue:44079", + "accept": false, + "reason": "Different regressions: buffer serialization vs ModelOutput key assignment." + }, + { + "left": "issue:43818", + "right": "issue:46402", + "accept": false, + "reason": "Different models and failures; no shared code-path evidence." + }, + { + "left": "issue:40444", + "right": "issue:45381", + "accept": false, + "reason": "Both are Qwen2.5-VL-related, but one is finetuning with multiple images and the other is video position ids; not enough to treat as the same bug." + }, + { + "left": "issue:44265", + "right": "issue:45072", + "accept": false, + "reason": "Different issues in different subsystems: torch.export/torch_compilable_check vs dtype mismatch in bfloat16 inference." + }, + { + "left": "issue:43818", + "right": "issue:45357", + "accept": false, + "reason": "Different model families and different failure modes." + }, + { + "left": "issue:45325", + "right": "issue:45834", + "accept": false, + "reason": "Different problems: Qwen2.5-VL position-id scaling vs Kosmos2.5 long OCR index error." + }, + { + "left": "issue:43493", + "right": "issue:43994", + "accept": true, + "reason": "Same underlying SigLIP2 bug: the second report is a user-facing symptom of the HF-vs-JAX implementation discrepancy." + }, + { + "left": "issue:45325", + "right": "issue:45381", + "accept": true, + "reason": "Same Qwen2.5-VL position-id regression in v5.3.0; both describe incorrect visual/temporal position ids in the same code path." + }, + { + "left": "issue:44829", + "right": "issue:45479", + "accept": false, + "reason": "Different classification regressions: flash_attention_3 training degeneration vs single-label num_labels=1 zero-loss behavior." + }, + { + "left": "issue:43454", + "right": "issue:44466", + "accept": false, + "reason": "Both touch model weights, but one is about tied lm_head loading and the other is about serialization differences; not the same bug." + }, + { + "left": "issue:44291", + "right": "issue:44877", + "accept": false, + "reason": "Different failures: init_empty_weights argument handling vs strict config loading." + }, + { + "left": "issue:42915", + "right": "issue:43482", + "accept": false, + "reason": "Different model-loading failures in unrelated model families." + }, + { + "left": "issue:43701", + "right": "issue:45325", + "accept": false, + "reason": "Checkpoint resume key mismatch is unrelated to Qwen2.5-VL rope/position indexing." + }, + { + "left": "issue:43873", + "right": "issue:45701", + "accept": false, + "reason": "Offloading/quantization behavior is unrelated to tokenizer-version changes." + }, + { + "left": "issue:42796", + "right": "issue:45381", + "accept": false, + "reason": "Tokenizer BPE marker handling vs Qwen2.5-VL video position ids are unrelated." + }, + { + "left": "issue:43606", + "right": "issue:44265", + "accept": false, + "reason": "Different CI failures: CPU-offload device mismatch vs export/check guard failure." + }, + { + "left": "issue:40990", + "right": "issue:45584", + "accept": false, + "reason": "Completely different bugs: perplexity regression vs Whisper empty-transcription generation failure." + }, + { + "left": "issue:44479", + "right": "issue:45823", + "accept": false, + "reason": "Different multimodal/device issues; no shared concrete code path." + }, + { + "left": "issue:41553", + "right": "issue:43582", + "accept": false, + "reason": "Bad tokenizer error messaging vs Apple Silicon allocator TypeError are unrelated." + }, + { + "left": "issue:43262", + "right": "issue:43746", + "accept": false, + "reason": "Audio sampling-rate defaulting and PEFT checkpoint loading are unrelated." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The analysis is grounded in the packet and stays conservative. The two accepted pairs are plausible same-bug duplicates based on the issue titles, and the rejected pairs avoid overstating similarity. Summary appropriately frames the cluster as mostly heterogeneous with only a couple of strong duplicate candidates." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 27, + "review_unit_index": 14, + "review_unit_count": 63, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-516", + "nodes": [ + "issue:34634", + "issue:35707", + "issue:36331", + "issue:39692", + "issue:40444", + "issue:40990", + "issue:41720", + "issue:42617", + "issue:42796", + "issue:42915", + "issue:42947", + "issue:43257", + "issue:43317", + "issue:43322", + "issue:43377", + "issue:43450", + "issue:43454", + "issue:43550", + "issue:43572", + "issue:43606", + "issue:43720", + "issue:43749", + "issue:43819", + "issue:43828", + "issue:43873", + "issue:44186", + "issue:44265", + "issue:44387", + "issue:44534", + "issue:44568", + "issue:44610", + "issue:44877", + "issue:44898", + "issue:44977", + "issue:44991", + "issue:45072", + "issue:45701", + "issue:45704", + "issue:45759", + "issue:45823", + "issue:45920", + "issue:45923", + "issue:46050", + "issue:46209", + "issue:46305", + "issue:46315", + "issue:46821" + ], + "soft_pairs": [ + "issue:43828|issue:46821", + "issue:35707|issue:41720", + "issue:34634|issue:35707", + "issue:39692|issue:40444", + "issue:41720|issue:45823", + "issue:44186|issue:44265", + "issue:43606|issue:43819", + "issue:43454|issue:43550", + "issue:43257|issue:45923", + "issue:42796|issue:46209", + "issue:45823|issue:46821", + "issue:44568|issue:45920", + "issue:43377|issue:44610", + "issue:43454|issue:45072", + "issue:42617|issue:42915", + "issue:40990|issue:42947", + "issue:46305|issue:46315", + "issue:43572|issue:45759", + "issue:43454|issue:43720", + "issue:43377|issue:44898", + "issue:43749|issue:44534", + "issue:43317|issue:43873", + "issue:36331|issue:42617", + "issue:41720|issue:43322", + "issue:43322|issue:46050", + "issue:44877|issue:44991", + "issue:36331|issue:42915", + "issue:41720|issue:44977", + "issue:44387|issue:45704", + "issue:40990|issue:45701", + "issue:41720|issue:42617", + "issue:43450|issue:45701" + ], + "prepared_review_unit_hash": "3cc7b11b5eb1b628e7760c242393256df677fee43e2f2134cfaac25daa4d3295", + "component_budget": { + "node_count": 516, + "item_count": 516, + "soft_pair_count": 1900, + "serialized_chars": 985312, + "estimated_input_tokens": 246328, + "estimated_eval_tokens": 492912 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 32, + "serialized_chars": 36703, + "estimated_input_tokens": 9176, + "estimated_eval_tokens": 18608 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly heterogeneous. The only strong soft duplicate signal is the v5 tokenizer regression theme; most other pairs share a broad subsystem but not the same concrete failure mode.", + "confidence": 0.58, + "canonical_issue_reason": "issue:45920 is the broadest and most representative regression report in the cluster, centered on v5 tokenization breakage across multiple models.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45920 best captures the main duplicate-worthy theme here (tokenizer regression in v5) and is the clearest umbrella issue among the set.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43828", + "right": "issue:46821", + "accept": false, + "reason": "Different models and different failure types: dtype mismatch in Phi-tiny-MoE vs an AttributeError in TimesFM window_size handling." + }, + { + "left": "issue:35707", + "right": "issue:41720", + "accept": false, + "reason": "Both mention generation/runtime problems, but one is about inputs_embeds + past_key_values and the other is auto device mapping causing cudaErrorAssert; not the same bug." + }, + { + "left": "issue:34634", + "right": "issue:35707", + "accept": false, + "reason": "Voice preset loading in BarkProcessor is unrelated to progressive generation with past_key_values." + }, + { + "left": "issue:39692", + "right": "issue:40444", + "accept": false, + "reason": "Both are multimodal, but one is a docs example mismatch/quantization issue and the other is finetuning with multiple images per prompt." + }, + { + "left": "issue:41720", + "right": "issue:45823", + "accept": false, + "reason": "Both involve device_map=\"auto\", but the models and concrete errors differ too much to be the same underlying bug." + }, + { + "left": "issue:44186", + "right": "issue:44265", + "accept": false, + "reason": "Tokenizer crashes on batching/padding are unrelated to torch.export failures around torch_compilable_check." + }, + { + "left": "issue:43606", + "right": "issue:43819", + "accept": false, + "reason": "CPU offload device mismatch for Bark-small is a different failure from DAC.from_latents diverging from forward due to missing STE." + }, + { + "left": "issue:43454", + "right": "issue:43550", + "accept": false, + "reason": "Weight tying in AyaVision and torch.compile/SDPA failures in Bamba are different code paths and symptoms." + }, + { + "left": "issue:43257", + "right": "issue:45923", + "accept": false, + "reason": "MOE weight conversion during accelerate+deepspeed loading is unrelated to a missing supports_gradient_checkpointing flag." + }, + { + "left": "issue:42796", + "right": "issue:46209", + "accept": false, + "reason": "Tokenizer BPE marker handling and FP8 inference on B200 are separate bugs." + }, + { + "left": "issue:45823", + "right": "issue:46821", + "accept": false, + "reason": "Device-mapping forward mismatch and a TimesFM window_size AttributeError are not the same issue." + }, + { + "left": "issue:44568", + "right": "issue:45920", + "accept": true, + "reason": "Both describe v5 tokenizer regressions producing incorrect tokenization/special-token behavior; they plausibly stem from the same tokenizer handling change." + }, + { + "left": "issue:43377", + "right": "issue:44610", + "accept": false, + "reason": "MIMI batched-vs-single output mismatch from padding masks is unrelated to OmDet-Turbo processor output sizing." + }, + { + "left": "issue:43454", + "right": "issue:45072", + "accept": false, + "reason": "AyaVision lm_head tying and bfloat16 dtype mismatches in SwitchTransformers/TimmWrapperModel are different bugs." + }, + { + "left": "issue:42617", + "right": "issue:42915", + "accept": false, + "reason": "A 3d_parallel.py launch failure and a FineGrainedFP8Config failure for Qwen3Moe do not match at the bug level." + }, + { + "left": "issue:40990", + "right": "issue:42947", + "accept": false, + "reason": "High perplexity on a model and gradient checkpointing ineffectiveness with LoRA are unrelated." + }, + { + "left": "issue:46305", + "right": "issue:46315", + "accept": false, + "reason": "MoonshineStreaming mask off-by-one and tokenizer conversion performance regression are different parts of the stack." + }, + { + "left": "issue:43572", + "right": "issue:45759", + "accept": false, + "reason": "Missing pad_token_idx in StableLmConfig is unrelated to failing to unwrap text_config in composite Qwen configs." + }, + { + "left": "issue:43454", + "right": "issue:43720", + "accept": false, + "reason": "lm_head tying in AyaVision and packed-weight unpacking during accelerate loading are different model-loading problems." + }, + { + "left": "issue:43377", + "right": "issue:44898", + "accept": false, + "reason": "Padding-mask batching in MIMI and Perceiver non-default resolution handling are unrelated." + }, + { + "left": "issue:43749", + "right": "issue:44534", + "accept": false, + "reason": "Both touch loading/state handling, but FSDP_CPU_RAM_EFFICIENT_LOADING and non-persistent buffer junk are not clearly the same concrete bug." + }, + { + "left": "issue:43317", + "right": "issue:43873", + "accept": false, + "reason": "Both concern offloading/quantization, but one is dequantized model loading on gpu+cpu offload and the other is a broader offloading complaint; too broad to treat as the same bug." + }, + { + "left": "issue:36331", + "right": "issue:42617", + "accept": false, + "reason": "Unexpected compute_loss kwargs and a 3d_parallel.py failure are unrelated." + }, + { + "left": "issue:41720", + "right": "issue:43322", + "accept": false, + "reason": "Auto device-map cudaErrorAssert and Llava Next loading segfault are different failure modes." + }, + { + "left": "issue:43322", + "right": "issue:46050", + "accept": false, + "reason": "Llava Next segfaulting and sinq save/load breakage are separate model-loading problems." + }, + { + "left": "issue:44877", + "right": "issue:44991", + "accept": false, + "reason": "Strict config parsing for granite_speech is unrelated to tokenizer loading failures for EMBEDDIA/est-roberta." + }, + { + "left": "issue:36331", + "right": "issue:42915", + "accept": false, + "reason": "CustomTrainer.compute_loss signature mismatch and Qwen3Moe FP8 config failure are not the same bug." + }, + { + "left": "issue:41720", + "right": "issue:44977", + "accept": false, + "reason": "A800 cudaErrorAssert under auto device mapping and flash-attention generation issues in Qwen3.5 are different code paths." + }, + { + "left": "issue:44387", + "right": "issue:45704", + "accept": false, + "reason": "int4 quantization memory growth and an apex RMSNorm memory leak are separate performance/memory bugs." + }, + { + "left": "issue:40990", + "right": "issue:45701", + "accept": false, + "reason": "Both mention tokenization/perplexity, but one is a model perplexity report and the other is a tokenizer-version regression; not enough to treat as the same concrete bug." + }, + { + "left": "issue:41720", + "right": "issue:42617", + "accept": false, + "reason": "Auto device mapping failure and a 3d_parallel.py execution issue are unrelated." + }, + { + "left": "issue:43450", + "right": "issue:45701", + "accept": false, + "reason": "Video processor batch-shape problems and tokenizer-version changes are unrelated." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet and stays conservative. The one accepted soft pair (44568/45920) is at least plausibly the same v5 tokenizer-regression theme, while the rest are reasonably rejected as sharing only broad subsystems rather than a concrete bug. Canonical choice of 45920 is also defensible as the broadest tokenizer-regression report in the set." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 27, + "review_unit_index": 15, + "review_unit_count": 63, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-516", + "nodes": [ + "issue:26413", + "issue:28530", + "issue:33666", + "issue:36010", + "issue:36331", + "issue:41720", + "issue:42617", + "issue:42915", + "issue:43065", + "issue:43295", + "issue:43317", + "issue:43404", + "issue:43531", + "issue:43550", + "issue:43572", + "issue:43577", + "issue:43606", + "issue:43646", + "issue:43708", + "issue:43720", + "issue:43873", + "issue:43881", + "issue:44008", + "issue:44186", + "issue:44423", + "issue:44451", + "issue:44466", + "issue:44488", + "issue:44610", + "issue:44734", + "issue:44756", + "issue:44898", + "issue:44991", + "issue:45072", + "issue:45161", + "issue:45357", + "issue:45406", + "issue:45685", + "issue:45701", + "issue:45823", + "issue:46291", + "issue:46402", + "issue:46612", + "issue:46665", + "issue:46821", + "issue:46858", + "issue:46869", + "issue:47020" + ], + "soft_pairs": [ + "issue:43065|issue:46402", + "issue:44466|issue:45357", + "issue:43881|issue:44488", + "issue:26413|issue:28530", + "issue:43873|issue:44756", + "issue:44186|issue:45072", + "issue:46612|issue:46858", + "issue:45685|issue:46821", + "issue:43295|issue:45701", + "issue:43577|issue:43708", + "issue:43550|issue:43720", + "issue:43646|issue:46665", + "issue:36010|issue:42617", + "issue:44451|issue:47020", + "issue:43550|issue:43606", + "issue:44186|issue:44610", + "issue:42915|issue:43317", + "issue:43404|issue:45357", + "issue:46821|issue:46869", + "issue:44610|issue:44898", + "issue:28530|issue:33666", + "issue:41720|issue:45161", + "issue:44734|issue:46858", + "issue:44008|issue:45823", + "issue:43531|issue:43572", + "issue:44423|issue:45406", + "issue:42915|issue:46291", + "issue:43881|issue:44991", + "issue:36331|issue:41720" + ], + "prepared_review_unit_hash": "b2a4a8fa89ca9a5e11f0873d2643f6d566261838e1e28dde9d1020f53bf032b7", + "component_budget": { + "node_count": 516, + "item_count": 516, + "soft_pair_count": 1900, + "serialized_chars": 985312, + "estimated_input_tokens": 246328, + "estimated_eval_tokens": 492912 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 29, + "serialized_chars": 36494, + "estimated_input_tokens": 9124, + "estimated_eval_tokens": 18504 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This is a heterogeneous set of transformer/modeling issues spanning trainer, tokenizer, multimodal serving, offloading, and quantization. None of the soft pairs look like the same concrete bug, so there is no strong duplicate cluster to merge.", + "confidence": 0.95, + "canonical_issue_reason": "No clear canonical duplicate exists; issue 43873 is only the broadest and most referenced open report, so it is the least-bad anchor for the mixed cluster.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 43873 is the best single representative because it is open, has the most discussion/inbound references, and covers a central offloading/quantization theme, even though the overall set is not a true duplicate cluster.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43065", + "right": "issue:46402", + "accept": false, + "reason": "Same model family, but different concrete failures: dummy Conv2d in Sam3PixelDecoder vs text encoder weights not loading." + }, + { + "left": "issue:44466", + "right": "issue:45357", + "accept": false, + "reason": "Both are save_pretrained regressions, but they affect different model parts and serialization bugs." + }, + { + "left": "issue:43881", + "right": "issue:44488", + "accept": false, + "reason": "Both are loading failures, but for different models and likely different root causes." + }, + { + "left": "issue:26413", + "right": "issue:28530", + "accept": false, + "reason": "Trainer checkpoint-resume crash vs early stopping/metric_for_best_model warning; unrelated code paths." + }, + { + "left": "issue:43873", + "right": "issue:44756", + "accept": false, + "reason": "Both touch offload/memory, but one is quantization offloading and the other is mmap OOM on Strix Halo." + }, + { + "left": "issue:44186", + "right": "issue:45072", + "accept": false, + "reason": "Tokenizer padding/truncation crash vs bfloat16 dtype mismatch in inference; not the same bug." + }, + { + "left": "issue:46612", + "right": "issue:46858", + "accept": false, + "reason": "Both involve cache logic, but one is beam-search reorder skipping and the other is static-cache slice arithmetic under torch.compile." + }, + { + "left": "issue:45685", + "right": "issue:46821", + "accept": false, + "reason": "Unrelated MPS histogram kernel limitation vs TimesFM window_size attribute error." + }, + { + "left": "issue:43295", + "right": "issue:45701", + "accept": false, + "reason": "Both mention tokenizer behavior changes, but the failures and affected APIs/models differ." + }, + { + "left": "issue:43577", + "right": "issue:43708", + "accept": false, + "reason": "Model dtype loading bug vs resume_from_checkpoint max_steps miscalculation; different layers of the stack." + }, + { + "left": "issue:43550", + "right": "issue:43720", + "accept": false, + "reason": "Different problems: torch.compile/SDPA failure vs packed-weight unpacking during accelerate loading." + }, + { + "left": "issue:43646", + "right": "issue:46665", + "accept": false, + "reason": "Both involve custom model/from_pretrained behavior, but the descriptions are too broad and not the same concrete bug." + }, + { + "left": "issue:36010", + "right": "issue:42617", + "accept": false, + "reason": "ImportError for GenerationMixin is unrelated to not being able to run 3d_parallel.py." + }, + { + "left": "issue:44451", + "right": "issue:47020", + "accept": false, + "reason": "Tokenizer-loading failures, but for different models and different failure modes." + }, + { + "left": "issue:43550", + "right": "issue:43606", + "accept": false, + "reason": "One is SDPA/torch.compile on Bamba, the other is CPU offload device mismatch on Bark; unrelated." + }, + { + "left": "issue:44186", + "right": "issue:44610", + "accept": false, + "reason": "Both are vision/tokenizer-related, but one is NER padding/truncation and the other is processor image-size mismatch." + }, + { + "left": "issue:42915", + "right": "issue:43317", + "accept": false, + "reason": "Both involve loading/quantization/offload, but the concrete failures are different." + }, + { + "left": "issue:43404", + "right": "issue:45357", + "accept": false, + "reason": "Different bugs: tied lm_head weights vs incorrect visual encoder save keys." + }, + { + "left": "issue:46821", + "right": "issue:46869", + "accept": false, + "reason": "TimesFM window_size attribute error vs YOLO multi-GPU device-map failure; unrelated." + }, + { + "left": "issue:44610", + "right": "issue:44898", + "accept": false, + "reason": "Both are image-size mismatches, but they affect different models and different mechanisms." + }, + { + "left": "issue:28530", + "right": "issue:33666", + "accept": false, + "reason": "Early stopping configuration issue vs Qwen2-VL multi-GPU training problem." + }, + { + "left": "issue:41720", + "right": "issue:45161", + "accept": false, + "reason": "Both concern parallelism, but one is auto device mapping on Qwen3 and the other is TP on GPT-OSS MoE." + }, + { + "left": "issue:44734", + "right": "issue:46858", + "accept": false, + "reason": "Cache-related, but different APIs and failures: /v1/responses KV continuation vs static-cache seq-length arithmetic." + }, + { + "left": "issue:44008", + "right": "issue:45823", + "accept": false, + "reason": "Both are Gemma multimodal forward issues, but one is a variable-name collision and the other is a device mismatch." + }, + { + "left": "issue:43531", + "right": "issue:43572", + "accept": false, + "reason": "Unrelated model-specific bugs: Qwen3-MoE sliding_window vs StableLm pad_token_idx config." + }, + { + "left": "issue:44423", + "right": "issue:45406", + "accept": false, + "reason": "Both crash in serve with multimodal models, but one is a string/device conversion issue and the other is missing processor._tokenizer." + }, + { + "left": "issue:42915", + "right": "issue:46291", + "accept": false, + "reason": "Different failure classes: FineGrainedFP8 model loading vs kernels package version/revision import requirement." + }, + { + "left": "issue:43881", + "right": "issue:44991", + "accept": false, + "reason": "Both are model/tokenizer loading failures, but for different checkpoints and likely different causes." + }, + { + "left": "issue:36331", + "right": "issue:41720", + "accept": false, + "reason": "Unexpected compute_loss argument vs device-map cuda assert; no shared code path." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 27, + "review_unit_index": 16, + "review_unit_count": 63, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-516", + "nodes": [ + "issue:28530", + "issue:29159", + "issue:30064", + "issue:33357", + "issue:34567", + "issue:34634", + "issue:35707", + "issue:36032", + "issue:41720", + "issue:42490", + "issue:42915", + "issue:43316", + "issue:43322", + "issue:43329", + "issue:43388", + "issue:43425", + "issue:43452", + "issue:43526", + "issue:43531", + "issue:43540", + "issue:43550", + "issue:43606", + "issue:43653", + "issue:43720", + "issue:43746", + "issue:43782", + "issue:43873", + "issue:43883", + "issue:44186", + "issue:44361", + "issue:44464", + "issue:44492", + "issue:44509", + "issue:44534", + "issue:44671", + "issue:44743", + "issue:44913", + "issue:45059", + "issue:45632", + "issue:45684", + "issue:45701", + "issue:45704", + "issue:45759", + "issue:46665", + "issue:46821", + "issue:46858", + "issue:47020", + "issue:47145" + ], + "soft_pairs": [ + "issue:44464|issue:46858", + "issue:43526|issue:43883", + "issue:44671|issue:44743", + "issue:45632|issue:45684", + "issue:44186|issue:44361", + "issue:43425|issue:46821", + "issue:28530|issue:30064", + "issue:43316|issue:44913", + "issue:45701|issue:47145", + "issue:42915|issue:43322", + "issue:33357|issue:35707", + "issue:29159|issue:36032", + "issue:30064|issue:34634", + "issue:43873|issue:45704", + "issue:43540|issue:43782", + "issue:43531|issue:45759", + "issue:44492|issue:44509", + "issue:44534|issue:46665", + "issue:43550|issue:43653", + "issue:43452|issue:47020", + "issue:41720|issue:43746", + "issue:43606|issue:43720", + "issue:42490|issue:43329", + "issue:34567|issue:35707", + "issue:43531|issue:46821", + "issue:43388|issue:45059", + "issue:34634|issue:41720", + "issue:43606|issue:43653" + ], + "prepared_review_unit_hash": "a60e0d3a8ad6d5e44983122bd29e8496df759e8b567d55e858b4c08ecc4fb430", + "component_budget": { + "node_count": 516, + "item_count": 516, + "soft_pair_count": 1900, + "serialized_chars": 985312, + "estimated_input_tokens": 246328, + "estimated_eval_tokens": 492912 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 28, + "serialized_chars": 36174, + "estimated_input_tokens": 9044, + "estimated_eval_tokens": 18344 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The items are mostly unrelated model/tokenizer/config bugs. The soft pairs share broad subsystem labels at best, but not the same concrete underlying failure mode, so all pairwise duplicate links should be rejected.", + "confidence": 0.44, + "canonical_issue_reason": "If a single issue must stand in for the cluster, issue:46665 is the broadest and most generic loading-related report; however, the cluster is too heterogeneous for a true canonical duplicate.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:46665 is the best cluster representative only because it is the most general from_pretrained behavior issue, but it is not an actual duplicate of the rest.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44464", + "right": "issue:46858", + "accept": false, + "reason": "Both involve generation/cache/torch.compile, but one is inconsistent chunked generation outputs and the other is a cache length tensor type bug on non-CUDA backends; different code paths and failure modes." + }, + { + "left": "issue:43526", + "right": "issue:43883", + "accept": false, + "reason": "These are unrelated: one is a BeitImageProcessorFast label reduction bug, the other is a missing all_tied_weights_keys attribute in MolmoForCausalLM." + }, + { + "left": "issue:44671", + "right": "issue:44743", + "accept": false, + "reason": "Different models and bugs: CamemBERT masked LM predictions in v5 versus Qwen3 modular recurrent state reset with cache and seq_len>1." + }, + { + "left": "issue:45632", + "right": "issue:45684", + "accept": false, + "reason": "One is a trust_remote_code cache-path collision; the other is save_pretrained propagating read-only file permissions. Not the same issue." + }, + { + "left": "issue:44186", + "right": "issue:44361", + "accept": false, + "reason": "Both are tokenizer task failures, but LayoutLMv2Tokenizer NER/padding crashes and MLukeTokenizer AttributeErrors are different bugs with different triggers." + }, + { + "left": "issue:43425", + "right": "issue:46821", + "accept": false, + "reason": "Torch 2.10 incompatibility is a dependency/version-wide issue; TimesFM window_size AttributeError is a model-specific API bug." + }, + { + "left": "issue:28530", + "right": "issue:30064", + "accept": false, + "reason": "Early stopping metric resolution and image processor void segmentation map handling are unrelated subsystems and failure modes." + }, + { + "left": "issue:43316", + "right": "issue:44913", + "accept": false, + "reason": "Both mention config/API behavior, but Gemma3TextConfig mismatch and GPTNeoX rotary_pct reload defaults are distinct configuration bugs." + }, + { + "left": "issue:45701", + "right": "issue:47145", + "accept": false, + "reason": "Tokenization differences across versions are not the same as silent FP8 compressed-tensors weight_scale corruption; one is behavioral drift, the other is incorrect checkpoint loading." + }, + { + "left": "issue:42915", + "right": "issue:43322", + "accept": false, + "reason": "Qwen3Moe FP8 config failure and Llava Next segfault are different models, different load paths, and different severity/root causes." + }, + { + "left": "issue:33357", + "right": "issue:35707", + "accept": false, + "reason": "MacOS bus error loading a community CLIP model is unrelated to progressive generation with inputs_embeds and past_key_values." + }, + { + "left": "issue:29159", + "right": "issue:36032", + "accept": false, + "reason": "Slow/fast tokenizer inconsistency is a broad tokenizer behavior report, while the T5Tokenizer add_special_tokens conflict is a specific class-name/method collision." + }, + { + "left": "issue:30064", + "right": "issue:34634", + "accept": false, + "reason": "Image processor void segmentation maps and BarkProcessor voice_preset handling are different processor features with no shared concrete bug." + }, + { + "left": "issue:43873", + "right": "issue:45704", + "accept": false, + "reason": "Quantization/offloading behavior and T5 apex FusedRMSNorm memory leak are unrelated implementation problems." + }, + { + "left": "issue:43540", + "right": "issue:43782", + "accept": false, + "reason": "Both are Qwen multimodal issues, but one is video input processing in Qwen3OmniMoe and the other is weight_only load failure in Qwen3VL; not the same code path." + }, + { + "left": "issue:43531", + "right": "issue:45759", + "accept": false, + "reason": "Sliding-window behavior in Qwen3-MoE and AutoModelForCausalLM.from_config unwrapping text_config are distinct config/model-construction issues." + }, + { + "left": "issue:44492", + "right": "issue:44509", + "accept": false, + "reason": "A cache-strategy typo is not the same as stale docs mentioning removed pipeline tasks." + }, + { + "left": "issue:44534", + "right": "issue:46665", + "accept": false, + "reason": "Non-persistent buffer initialization in v5 and from_pretrained behavior inside Python classes are separate API/runtime issues." + }, + { + "left": "issue:43550", + "right": "issue:43653", + "accept": false, + "reason": "torch.compile+SDPA failure in Bamba-9B-v2 is unrelated to BigBirdTokenizer special-token registration and empty decode output." + }, + { + "left": "issue:43452", + "right": "issue:47020", + "accept": false, + "reason": "Both concern model/tokenizer loading, but gguf_file handling and XLMRobertaTokenizer passing a dict to Unigram are different loader bugs." + }, + { + "left": "issue:41720", + "right": "issue:43746", + "accept": false, + "reason": "Qwen3 auto device mapping cudaErrorAssert and GraniteSpeech PEFT local checkpoint loading are different models and failure classes." + }, + { + "left": "issue:43606", + "right": "issue:43720", + "accept": false, + "reason": "CPU offload device mismatch for Bark and missing packed-weight unpacking in BitNet are both loading-related, but they are not the same defect or patch." + }, + { + "left": "issue:42490", + "right": "issue:43329", + "accept": false, + "reason": "A trailing-slash import warning is unrelated to undefined video-branch helpers in multimodal token counting." + }, + { + "left": "issue:34567", + "right": "issue:35707", + "accept": false, + "reason": "TrainerState token counting not updating is unrelated to progressive generation with inputs_embeds/past_key_values." + }, + { + "left": "issue:43531", + "right": "issue:46821", + "accept": false, + "reason": "Qwen3-MoE sliding_window handling and TimesFM window_size AttributeError are different parameters in different model families." + }, + { + "left": "issue:43388", + "right": "issue:45059", + "accept": false, + "reason": "gather_for_metrics tuple-label truncation and SAM3 text/bounding-box weird behavior are unrelated training vs. multimodal-input bugs." + }, + { + "left": "issue:34634", + "right": "issue:41720", + "accept": false, + "reason": "BarkProcessor voice_preset and Qwen3 auto device mapping on A800 have no meaningful shared root cause." + }, + { + "left": "issue:43606", + "right": "issue:43653", + "accept": false, + "reason": "Although both are CI/loading issues, one is offload device placement and the other is tokenizer special-token registration; different subsystems and fixes." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 27, + "review_unit_index": 17, + "review_unit_count": 63, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-516", + "nodes": [ + "issue:30064", + "issue:36010", + "issue:39692", + "issue:41720", + "issue:42886", + "issue:43381", + "issue:43421", + "issue:43493", + "issue:43526", + "issue:43531", + "issue:43540", + "issue:43644", + "issue:43746", + "issue:43844", + "issue:43873", + "issue:43881", + "issue:43927", + "issue:44062", + "issue:44077", + "issue:44368", + "issue:44451", + "issue:44514", + "issue:44545", + "issue:44589", + "issue:44610", + "issue:44625", + "issue:44843", + "issue:44898", + "issue:44918", + "issue:44936", + "issue:44987", + "issue:44991", + "issue:45042", + "issue:45072", + "issue:45357", + "issue:45406", + "issue:45464", + "issue:45479", + "issue:45704", + "issue:45759", + "issue:45859", + "issue:45923", + "issue:46050", + "issue:46402", + "issue:46655", + "issue:46665", + "issue:46693", + "issue:46858" + ], + "soft_pairs": [ + "issue:45406|issue:45464", + "issue:43531|issue:44589", + "issue:45759|issue:45859", + "issue:44451|issue:44991", + "issue:43540|issue:46858", + "issue:44077|issue:44625", + "issue:45357|issue:46402", + "issue:43644|issue:46665", + "issue:44987|issue:45042", + "issue:44062|issue:44451", + "issue:44898|issue:45072", + "issue:43381|issue:43844", + "issue:44625|issue:45479", + "issue:39692|issue:44610", + "issue:43526|issue:43881", + "issue:41720|issue:45704", + "issue:43746|issue:46050", + "issue:43381|issue:45704", + "issue:44368|issue:45357", + "issue:44918|issue:44936", + "issue:46655|issue:46693", + "issue:43421|issue:43927", + "issue:45759|issue:45923", + "issue:45704|issue:45923", + "issue:43746|issue:43873", + "issue:42886|issue:44843", + "issue:44514|issue:44545", + "issue:30064|issue:36010", + "issue:39692|issue:43493" + ], + "prepared_review_unit_hash": "91dd907a0128ede7dc6da013a2763730fbc3fe65cc248f16ed7dd42a36ede4aa", + "component_budget": { + "node_count": 516, + "item_count": 516, + "soft_pair_count": 1900, + "serialized_chars": 985312, + "estimated_input_tokens": 246328, + "estimated_eval_tokens": 492912 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 29, + "serialized_chars": 36599, + "estimated_input_tokens": 9150, + "estimated_eval_tokens": 18556 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly heterogeneous and does not collapse into one duplicate set. Two soft edges look like true duplicates: the Qwen2_5_VLProcessor padding=False crash, and the HF_HUB_OFFLINE tokenizer cache/offline failure. The rest are separate bugs in different models/code paths.", + "confidence": 0.91, + "canonical_issue_reason": "No single canonical issue for the whole cluster; if a representative must be chosen, issue:44514 is the clearest exact duplicate target and the most precise report of the shared Qwen2_5_VLProcessor batched-padding crash.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:44514 is the best issue candidate because it is a precise, reproducible bug report with a matching duplicate (issue:44545) and a clear, narrow code-path.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45406", + "right": "issue:45464", + "accept": false, + "reason": "Different models and failures: Gemma4Processor _tokenizer attribute vs Qwen3.5 streaming chat/completions crash." + }, + { + "left": "issue:43531", + "right": "issue:44589", + "accept": false, + "reason": "Unrelated code paths: Qwen3-MoE sliding_window behavior vs a Float8 storage lookup error." + }, + { + "left": "issue:45759", + "right": "issue:45859", + "accept": false, + "reason": "Both involve Qwen multimodal configs, but one is config unwrapping and the other is CPU offload rotary embedding compatibility." + }, + { + "left": "issue:44451", + "right": "issue:44991", + "accept": false, + "reason": "Both are tokenizer/model load failures, but the affected models and likely root causes differ." + }, + { + "left": "issue:43540", + "right": "issue:46858", + "accept": false, + "reason": "Video input processing in Qwen3OmniMoe vs cache sequence-length tensor arithmetic on non-CUDA backends." + }, + { + "left": "issue:44077", + "right": "issue:44625", + "accept": false, + "reason": "Different bugs: PatchTSMixer post_init policy vs Qwen3.5 num_labels propagation." + }, + { + "left": "issue:45357", + "right": "issue:46402", + "accept": false, + "reason": "Both are multimodal checkpoint/load issues, but one is visual encoder key saving and the other is text encoder weights not loading." + }, + { + "left": "issue:43644", + "right": "issue:46665", + "accept": false, + "reason": "General from_pretrained inconsistency is not the same as non-persistent buffer junk initialization." + }, + { + "left": "issue:44987", + "right": "issue:45042", + "accept": false, + "reason": "Loading a specific model/package failure vs PIL image processors incorrectly requiring torchvision." + }, + { + "left": "issue:44062", + "right": "issue:44451", + "accept": false, + "reason": "AddedToken construction error is a different tokenizer bug from ScandiBERT loading failure." + }, + { + "left": "issue:44898", + "right": "issue:45072", + "accept": false, + "reason": "Different symptoms and subsystems: Perceiver image resolution handling vs dtype mismatch in SwitchTransformers/TimmWrapperModel." + }, + { + "left": "issue:43381", + "right": "issue:43844", + "accept": false, + "reason": "Eval-mode gradient checkpointing restriction is unrelated to ZeRO-3 gradient growth during training." + }, + { + "left": "issue:44625", + "right": "issue:45479", + "accept": false, + "reason": "Both touch classification labels, but one is config propagation and the other is a zero-loss bug across models." + }, + { + "left": "issue:39692", + "right": "issue:44610", + "accept": false, + "reason": "Documentation/example errors for SigLIP2 are not the same as OmDet-Turbo processor output-size mismatch." + }, + { + "left": "issue:43526", + "right": "issue:43881", + "accept": false, + "reason": "BeitImageProcessorFast reduce_labels bug is unrelated to glm-4v-9b loading failure." + }, + { + "left": "issue:41720", + "right": "issue:45704", + "accept": false, + "reason": "Qwen3 device-mapping cuda assert and T5 apex RMSNorm memory leak are different issues." + }, + { + "left": "issue:43746", + "right": "issue:46050", + "accept": false, + "reason": "Local PEFT checkpoint loading and sinq quantized save/load breakage are distinct persistence bugs." + }, + { + "left": "issue:43381", + "right": "issue:45704", + "accept": false, + "reason": "Gradient checkpointing eval restriction does not match the T5 fused RMSNorm memory leak." + }, + { + "left": "issue:44368", + "right": "issue:45357", + "accept": false, + "reason": "A warning about tie_word_embeddings is unrelated to incorrect visual encoder keys on save_pretrained." + }, + { + "left": "issue:44918", + "right": "issue:44936", + "accept": false, + "reason": "Both mention training/evaluation tooling, but one is embedding unpacking in TRL SFT and the other is trainer.evaluate() after trainer.train()." + }, + { + "left": "issue:46655", + "right": "issue:46693", + "accept": false, + "reason": "SmolVLM video padding bug is unrelated to FA2 long-context performance regression." + }, + { + "left": "issue:43421", + "right": "issue:43927", + "accept": false, + "reason": "Runtime post-processor updates for added tokens are not the same as lost custom token IDs after save/load." + }, + { + "left": "issue:45759", + "right": "issue:45923", + "accept": false, + "reason": "Different composite-model issues: text_config unwrapping vs missing supports_gradient_checkpointing on trust_remote_code." + }, + { + "left": "issue:45704", + "right": "issue:45923", + "accept": false, + "reason": "A T5 RMSNorm memory leak is unrelated to a missing gradient-checkpointing flag." + }, + { + "left": "issue:43746", + "right": "issue:43873", + "accept": false, + "reason": "Checkpoint loading with PEFT adapters and quantization/offloading behavior are different failure modes." + }, + { + "left": "issue:42886", + "right": "issue:44843", + "accept": true, + "reason": "Same offline tokenizer/cache bug: both point to HF_HUB_OFFLINE failing because tokenizer loading still calls hub model_info()." + }, + { + "left": "issue:44514", + "right": "issue:44545", + "accept": true, + "reason": "Exact same Qwen2_5_VLProcessor.apply_chat_template crash on batched input with padding=False; only formatting differs." + }, + { + "left": "issue:30064", + "right": "issue:36010", + "accept": false, + "reason": "ImageProcessor void segmentation maps and GenerationMixin import failure are unrelated." + }, + { + "left": "issue:39692", + "right": "issue:43493", + "accept": false, + "reason": "SigLIP2 documentation/example errors are not the same as an implementation mismatch with the original JAX model." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The cluster summary is conservative and grounded in the packet. The two accepted soft edges are plausible duplicate pairs, especially the exact-title Qwen2_5_VLProcessor pair. The rest of the pairs are rejected with cautious, model/code-path-specific reasoning. No obvious overstatement stands out." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 27, + "review_unit_index": 18, + "review_unit_count": 63, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-516", + "nodes": [ + "issue:30064", + "issue:36331", + "issue:39692", + "issue:41720", + "issue:43295", + "issue:43421", + "issue:43531", + "issue:43540", + "issue:43550", + "issue:43596", + "issue:43611", + "issue:43643", + "issue:43653", + "issue:43720", + "issue:43782", + "issue:43819", + "issue:43873", + "issue:43927", + "issue:43994", + "issue:44062", + "issue:44186", + "issue:44220", + "issue:44361", + "issue:44464", + "issue:44488", + "issue:44625", + "issue:44661", + "issue:44671", + "issue:44857", + "issue:44898", + "issue:44991", + "issue:44995", + "issue:45081", + "issue:45356", + "issue:45381", + "issue:45834", + "issue:45907", + "issue:45987", + "issue:46032", + "issue:46294", + "issue:46463", + "issue:46665", + "issue:46693", + "issue:46829", + "issue:46832", + "issue:46858", + "issue:47020", + "issue:47050" + ], + "soft_pairs": [ + "issue:43421|issue:43653", + "issue:43994|issue:44671", + "issue:44464|issue:47050", + "issue:46032|issue:46463", + "issue:43782|issue:45381", + "issue:44857|issue:47050", + "issue:45081|issue:45356", + "issue:43421|issue:44186", + "issue:45356|issue:45907", + "issue:44995|issue:46858", + "issue:39692|issue:43873", + "issue:39692|issue:47050", + "issue:43720|issue:43819", + "issue:43295|issue:45834", + "issue:43653|issue:43720", + "issue:43550|issue:43927", + "issue:43596|issue:44220", + "issue:43550|issue:44361", + "issue:46829|issue:46832", + "issue:43531|issue:43643", + "issue:44625|issue:47050", + "issue:43540|issue:46294", + "issue:44062|issue:44488", + "issue:45381|issue:46693", + "issue:43611|issue:46665", + "issue:45987|issue:46829", + "issue:30064|issue:36331", + "issue:41720|issue:44991", + "issue:44220|issue:44661", + "issue:44186|issue:44898", + "issue:43653|issue:43819", + "issue:44488|issue:47020", + "issue:43550|issue:43819" + ], + "prepared_review_unit_hash": "300d35944ceab3d1c124d53eb8369011cfb804e1425899488574ba1e2813a15f", + "component_budget": { + "node_count": 516, + "item_count": 516, + "soft_pair_count": 1900, + "serialized_chars": 985312, + "estimated_input_tokens": 246328, + "estimated_eval_tokens": 492912 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 33, + "serialized_chars": 37887, + "estimated_input_tokens": 9472, + "estimated_eval_tokens": 19200 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is a heterogeneous mix of unrelated bug reports across tokenizers, multimodal processors, model-specific generation paths, cache/offloading, and trainer APIs. I don\u2019t see any strong duplicate pair among the soft candidates.", + "confidence": 0.92, + "canonical_issue_reason": "issue:43873 is the most active and broadly framed open report in the set, centered on a real runtime behavior regression (quantization/offloading) rather than a niche model-specific edge case.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43873 is the best representative issue for the cluster because it has the clearest active discussion and the broadest impact; the rest are mostly isolated, model-specific failures.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43421", + "right": "issue:43653", + "accept": false, + "reason": "Both involve tokenizer special-token handling, but one is about runtime post-processor updates and the other is a BigBird mask-token decode bug; different code paths and symptoms." + }, + { + "left": "issue:43994", + "right": "issue:44671", + "accept": false, + "reason": "Both are model output regressions, but they affect different models and behaviors (SigLIP2 pipeline output vs CamemBERT masked LM predictions); no clear shared bug." + }, + { + "left": "issue:44464", + "right": "issue:47050", + "accept": false, + "reason": "Different failure modes in different paths: compiled chunked generation vs fp16 ONNX attention dtype mismatch. Not the same underlying bug." + }, + { + "left": "issue:46032", + "right": "issue:46463", + "accept": false, + "reason": "One is a cache/use_cache correctness bug in Mamba2Mixer; the other is an error-message/validation issue in T5 decoder input checking." + }, + { + "left": "issue:43782", + "right": "issue:45381", + "accept": false, + "reason": "Both are Qwen VL-related, but one is a weight_only loading error and the other is a video vision_position_ids mismatch; distinct bugs." + }, + { + "left": "issue:44857", + "right": "issue:47050", + "accept": false, + "reason": "Both mention mixed precision, but the affected models and mechanisms differ completely (AMP loss crash vs ONNX attention dtype mismatch)." + }, + { + "left": "issue:45081", + "right": "issue:45356", + "accept": false, + "reason": "Shared tokenizer-regex theme, but one is an AttributeError in fix_mistral_regex loading and the other is a Kimi-K2.5 codec/regression warning issue; not the same concrete bug." + }, + { + "left": "issue:43421", + "right": "issue:44186", + "accept": false, + "reason": "Both are tokenizer problems, but they concern different models and failures: special-token post-processing vs LayoutLMv2 NER/padding crashes." + }, + { + "left": "issue:45356", + "right": "issue:45907", + "accept": false, + "reason": "Tokenizer regression vs a Hub API forwarding bug; unrelated subsystems and no shared code path." + }, + { + "left": "issue:44995", + "right": "issue:46858", + "accept": false, + "reason": "Both mention cache/indexing, but one is a GlmMoeDsa stale indexer issue and the other is a static-cache seq_length tensor/device issue." + }, + { + "left": "issue:39692", + "right": "issue:43873", + "accept": false, + "reason": "Both touch quantization, but one is a SigLIP2 docs/model mismatch plus quantization failure, while the other is a general offloading regression." + }, + { + "left": "issue:39692", + "right": "issue:47050", + "accept": false, + "reason": "Different problems: SigLIP2 example errors vs Canine fp16 ONNX export dtype mismatch." + }, + { + "left": "issue:43720", + "right": "issue:43819", + "accept": false, + "reason": "No overlap in model or failure mode; accelerate loading of packed BitNet weights is unrelated to DAC from_latents/STE mismatch." + }, + { + "left": "issue:43295", + "right": "issue:45834", + "accept": false, + "reason": "Both are multimodal/model-loading issues, but one is processor/tokenizer regression and the other is a long OCR input index error in Kosmos2.5." + }, + { + "left": "issue:43653", + "right": "issue:43720", + "accept": false, + "reason": "Special-token registration in a tokenizer is unrelated to BitNet packed-weight unpacking during loading." + }, + { + "left": "issue:43550", + "right": "issue:43927", + "accept": false, + "reason": "Different code paths and symptoms: torch.compile/SDPA failure in Bamba vs custom token IDs lost after save/load in DiaConfig." + }, + { + "left": "issue:43596", + "right": "issue:44220", + "accept": false, + "reason": "BertModel/deepspeed ZeRO-3 initialization and fbank feature extraction are unrelated issues." + }, + { + "left": "issue:43550", + "right": "issue:44361", + "accept": false, + "reason": "Both are model runtime bugs, but one is a Bamba compile/SDPA issue and the other is an MLuke tokenizer AttributeError." + }, + { + "left": "issue:46829", + "right": "issue:46832", + "accept": false, + "reason": "Different models and failures: output field mismatch in VideoPrism vs RT-DETR forward TypeError." + }, + { + "left": "issue:43531", + "right": "issue:43643", + "accept": false, + "reason": "Sliding-window behavior in Qwen3-MoE is unrelated to trust_remote_code config field loss." + }, + { + "left": "issue:44625", + "right": "issue:47050", + "accept": false, + "reason": "A config propagation bug in Qwen3.5 is unrelated to Canine fp16 ONNX export." + }, + { + "left": "issue:43540", + "right": "issue:46294", + "accept": false, + "reason": "Both are video-input issues, but one is a ValueError in Qwen3OmniMoe processing and the other is chat-template token/feature mismatch in Qwen3.5-9B." + }, + { + "left": "issue:44062", + "right": "issue:44488", + "accept": false, + "reason": "AddedToken special-argument construction and model loading failure for sleng-bert are different bugs." + }, + { + "left": "issue:45381", + "right": "issue:46693", + "accept": false, + "reason": "Qwen2.5-VL video position IDs regression is unrelated to a broad FA2 long-context performance regression." + }, + { + "left": "issue:43611", + "right": "issue:46665", + "accept": false, + "reason": "Model loading with base_model_prefix and inconsistent from_pretrained behavior in Python classes are related only at a very high level, not the same concrete bug." + }, + { + "left": "issue:45987", + "right": "issue:46829", + "accept": false, + "reason": "StaticCache seq_length return-type bug is unrelated to VideoPrism hidden_states misassignment." + }, + { + "left": "issue:30064", + "right": "issue:36331", + "accept": false, + "reason": "Image processor segmentation-map handling and CustomTrainer compute_loss signature mismatch are entirely separate issues." + }, + { + "left": "issue:41720", + "right": "issue:44991", + "accept": false, + "reason": "Qwen3 auto device mapping cudaErrorAssert and tokenizer loading for EMBEDDIA/est-roberta are unrelated." + }, + { + "left": "issue:44220", + "right": "issue:44661", + "accept": false, + "reason": "Audio feature extraction bug and add-new-model-like failing inside TOKENIZER_MAPPING_NAMES are different subsystems." + }, + { + "left": "issue:44186", + "right": "issue:44898", + "accept": false, + "reason": "Tokenizer NER/padding crashes vs Perceiver non-default resolution failure; different models and code paths." + }, + { + "left": "issue:43653", + "right": "issue:43819", + "accept": false, + "reason": "BigBird special-token decode bug and DAC forward/from_latents STE mismatch are unrelated." + }, + { + "left": "issue:44488", + "right": "issue:47020", + "accept": false, + "reason": "Tokenizer loading failure for sleng-bert and Unigram constructor type mismatch are not the same underlying bug." + }, + { + "left": "issue:43550", + "right": "issue:43819", + "accept": false, + "reason": "Bamba torch.compile/SDPA failure is unrelated to DAC latent reconstruction inconsistency." + } + ] + }, + "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": 27, + "review_unit_index": 19, + "review_unit_count": 63, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-516", + "nodes": [ + "issue:34634", + "issue:36010", + "issue:39692", + "issue:43322", + "issue:43335", + "issue:43421", + "issue:43540", + "issue:43550", + "issue:43577", + "issue:43582", + "issue:43606", + "issue:43618", + "issue:43643", + "issue:43644", + "issue:43697", + "issue:43749", + "issue:43756", + "issue:43782", + "issue:43818", + "issue:44008", + "issue:44186", + "issue:44442", + "issue:44448", + "issue:44479", + "issue:44561", + "issue:44671", + "issue:44811", + "issue:44821", + "issue:44843", + "issue:44877", + "issue:44977", + "issue:44991", + "issue:45020", + "issue:45072", + "issue:45081", + "issue:45084", + "issue:45183", + "issue:45479", + "issue:45584", + "issue:45685", + "issue:45834", + "issue:45987", + "issue:46291", + "issue:46512", + "issue:46858", + "issue:46932", + "issue:47020" + ], + "soft_pairs": [ + "issue:43335|issue:43756", + "issue:43643|issue:44877", + "issue:45987|issue:46932", + "issue:43618|issue:43697", + "issue:44821|issue:45084", + "issue:44008|issue:46858", + "issue:34634|issue:36010", + "issue:39692|issue:45834", + "issue:44843|issue:45081", + "issue:43540|issue:44008", + "issue:44186|issue:44442", + "issue:44448|issue:44671", + "issue:45584|issue:45834", + "issue:45183|issue:45479", + "issue:44991|issue:47020", + "issue:44991|issue:46291", + "issue:43322|issue:45685", + "issue:43644|issue:43749", + "issue:44561|issue:45020", + "issue:43606|issue:45072", + "issue:43421|issue:44811", + "issue:43550|issue:45072", + "issue:43577|issue:43818", + "issue:43582|issue:46512", + "issue:44479|issue:45834", + "issue:43782|issue:44977" + ], + "prepared_review_unit_hash": "aa298f519422c94dc9129f5334cd404afe5f8a49d1c458bdd257b979f8927457", + "component_budget": { + "node_count": 516, + "item_count": 516, + "soft_pair_count": 1900, + "serialized_chars": 985312, + "estimated_input_tokens": 246328, + "estimated_eval_tokens": 492912 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 26, + "serialized_chars": 35224, + "estimated_input_tokens": 8806, + "estimated_eval_tokens": 17868 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The cluster is very heterogeneous: most items are unrelated model-specific regressions, tokenizer/config loader bugs, or dtype/device issues. None of the soft pairs looks like the same concrete underlying bug, so I would not merge any of them as duplicates.", + "confidence": 0.63, + "canonical_issue_reason": "If a single issue must represent the cluster, #45020 is the broadest umbrella because it captures a general recent-regression class around `remote_code`/loading failures; however, the cluster is too mixed for a strong canonical choice.", + "canonical_pr_reason": null, + "best_issue_reason": "#45020 is the most broadly scoped and most likely to attract related reports, but only as a loose umbrella rather than a true duplicate target for the rest of the items.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43335", + "right": "issue:43756", + "accept": false, + "reason": "Different bugs in different models: sparse-layer construction in SwitchTransformers vs. RoPE-layer dropping in Smollm3." + }, + { + "left": "issue:43643", + "right": "issue:44877", + "accept": false, + "reason": "Both are config/loading related, but one is missing fields from `trust_remote_code` config objects and the other is strict config blocking `granite_speech`; not the same underlying issue." + }, + { + "left": "issue:45987", + "right": "issue:46932", + "accept": false, + "reason": "Static cache sequence-length return type bug vs. Gemma4 quantized embedder dtype casting; unrelated code paths." + }, + { + "left": "issue:43618", + "right": "issue:43697", + "accept": false, + "reason": "CLIP attentions assignment regression and RTDetrV2 output mismatch are different model behaviors with no clear shared defect." + }, + { + "left": "issue:44821", + "right": "issue:45084", + "accept": false, + "reason": "AutoImageProcessor URL loading failure is unrelated to the Jinja/template compilation error in `45084`." + }, + { + "left": "issue:44008", + "right": "issue:46858", + "accept": false, + "reason": "Gemma3n variable-name collision in forward() vs. static-cache seq-length device-tensor arithmetic; different bugs." + }, + { + "left": "issue:34634", + "right": "issue:36010", + "accept": false, + "reason": "BarkProcessor `voice_preset` issue is unrelated to the `GenerationMixin` import error." + }, + { + "left": "issue:39692", + "right": "issue:45834", + "accept": false, + "reason": "SigLIP2 doc example errors are documentation/example problems, while Kosmos2.5 is a runtime OCR index error." + }, + { + "left": "issue:44843", + "right": "issue:45081", + "accept": false, + "reason": "Both touch `_patch_mistral_regex`, but one is an unconditional hub call breaking offline mode and the other is an attribute error on tokenizer internals; distinct failure modes." + }, + { + "left": "issue:43540", + "right": "issue:44008", + "accept": false, + "reason": "Qwen3OmniMoe video-input validation error and Gemma3n audio-mask name collision are unrelated." + }, + { + "left": "issue:44186", + "right": "issue:44442", + "accept": false, + "reason": "LayoutLMv2 tokenizer crashes on NER/padding vs. AutoTokenizer failing to load a FastSpeech2Conformer tokenizer; different tokenizer subsystems." + }, + { + "left": "issue:44448", + "right": "issue:44671", + "accept": false, + "reason": "Pegasus v4/v5 output drift and CamemBERT masked-LM prediction regression are different model-specific correctness bugs." + }, + { + "left": "issue:45584", + "right": "issue:45834", + "accept": false, + "reason": "Whisper empty-transcription generation failure is unrelated to Kosmos2.5 OCR long-input indexing." + }, + { + "left": "issue:45183", + "right": "issue:45479", + "accept": false, + "reason": "One is input validation error messaging for `input_ids`/`inputs_embeds`; the other is a degenerate zero-loss issue in sequence classification." + }, + { + "left": "issue:44991", + "right": "issue:47020", + "accept": false, + "reason": "Both are tokenizer-loading failures, but the reports target different models and do not clearly share the same concrete bug from the available evidence." + }, + { + "left": "issue:44991", + "right": "issue:46291", + "accept": false, + "reason": "Tokenizer loading for a specific model is unrelated to the kernels package version/revision requirement breaking pipeline imports." + }, + { + "left": "issue:43322", + "right": "issue:45685", + "accept": false, + "reason": "Llava-Next segmentation fault and MPS histogram-on-Int error are entirely different backend/model issues." + }, + { + "left": "issue:43644", + "right": "issue:43749", + "accept": false, + "reason": "Non-persistent buffer junk in Transformers v5 is not the same concrete problem as broken FSDP CPU RAM efficient loading." + }, + { + "left": "issue:44561", + "right": "issue:45020", + "accept": false, + "reason": "Both mention `trust_remote_code`-adjacent breakage, but one is specifically the removal of `is_torch_fx_available` and the other is a broad recent-regressions report; not the same bug." + }, + { + "left": "issue:43606", + "right": "issue:45072", + "accept": false, + "reason": "CPU-offload device mismatch in Bark-small and dtype mismatches in SwitchTransformers/TimmWrapperModel are unrelated." + }, + { + "left": "issue:43421", + "right": "issue:44811", + "accept": false, + "reason": "Runtime special-token post-processor updates and Whisper `skip_special_tokens` decoding behavior are different tokenizer/processor features." + }, + { + "left": "issue:43550", + "right": "issue:45072", + "accept": false, + "reason": "torch.compile + SDPA failure in Bamba is unrelated to bfloat16 dtype mismatch issues." + }, + { + "left": "issue:43577", + "right": "issue:43818", + "accept": false, + "reason": "Blip2 dtype propagation and Video-LLaVA temporal-attention/weight-sharing defects are different model loading issues." + }, + { + "left": "issue:43582", + "right": "issue:46512", + "accept": false, + "reason": "Apple Silicon warmup TypeError is unrelated to `from_config(dtype=...)` leaving `config.dtype` stale." + }, + { + "left": "issue:44479", + "right": "issue:45834", + "accept": false, + "reason": "Qwen video-input regression and Kosmos2.5 OCR index error are different multimodal bugs." + }, + { + "left": "issue:43782", + "right": "issue:44977", + "accept": false, + "reason": "Qwen3VL `weight_only=True` load error and Qwen3.5 flash-attention generation failure are separate issues in different 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": 27, + "review_unit_index": 20, + "review_unit_count": 63, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-516", + "nodes": [ + "issue:28218", + "issue:29159", + "issue:34634", + "issue:36331", + "issue:42175", + "issue:43262", + "issue:43388", + "issue:43540", + "issue:43577", + "issue:43582", + "issue:43645", + "issue:43653", + "issue:43716", + "issue:43720", + "issue:43749", + "issue:43782", + "issue:43819", + "issue:43825", + "issue:43827", + "issue:43931", + "issue:43994", + "issue:44008", + "issue:44291", + "issue:44589", + "issue:44610", + "issue:44671", + "issue:44805", + "issue:44857", + "issue:44912", + "issue:44936", + "issue:45003", + "issue:45042", + "issue:45072", + "issue:45081", + "issue:45325", + "issue:45381", + "issue:45701", + "issue:46032", + "issue:46175", + "issue:46285", + "issue:46294", + "issue:46463", + "issue:46665", + "issue:46697", + "issue:46728", + "issue:46846", + "issue:46932" + ], + "soft_pairs": [ + "issue:44805|issue:44936", + "issue:43825|issue:43994", + "issue:43388|issue:46032", + "issue:46294|issue:46463", + "issue:43716|issue:44008", + "issue:43931|issue:46846", + "issue:28218|issue:29159", + "issue:43540|issue:45381", + "issue:44610|issue:45072", + "issue:43749|issue:44291", + "issue:43720|issue:45072", + "issue:43645|issue:46665", + "issue:43825|issue:43827", + "issue:34634|issue:36331", + "issue:42175|issue:45081", + "issue:44671|issue:45701", + "issue:43577|issue:43582", + "issue:45003|issue:46285", + "issue:46175|issue:46932", + "issue:43782|issue:45325", + "issue:46697|issue:46728", + "issue:43582|issue:44857", + "issue:43262|issue:43819", + "issue:43653|issue:44912", + "issue:44589|issue:45042" + ], + "prepared_review_unit_hash": "3940c5c0353e826aba24c9c91d1b8dace63003b24f91b5d200e93e07fe114252", + "component_budget": { + "node_count": 516, + "item_count": 516, + "soft_pair_count": 1900, + "serialized_chars": 985312, + "estimated_input_tokens": 246328, + "estimated_eval_tokens": 492912 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 25, + "serialized_chars": 35141, + "estimated_input_tokens": 8786, + "estimated_eval_tokens": 17828 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly a set of unrelated issues. The only plausible duplicate pair is the tokenizer spacing/inconsistency report; the rest point to distinct models, subsystems, or error modes.", + "confidence": 0.84, + "canonical_issue_reason": "issue:29159 is the broader tokenizer report and most likely subsumes the specific added-token extra-space symptom from issue:28218.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:29159 is the best representative issue because it is the more general statement of the tokenizer inconsistency and can cover the narrower spacing bug.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44805", + "right": "issue:44936", + "accept": false, + "reason": "Both are training/evaluation failures, but the titles describe different failure modes and there is no evidence they share the same code path." + }, + { + "left": "issue:43825", + "right": "issue:43994", + "accept": false, + "reason": "One is about a misleading pipeline error message; the other is about nonsensical model outputs for a specific checkpoint. Different bugs." + }, + { + "left": "issue:43388", + "right": "issue:46032", + "accept": false, + "reason": "Different subsystems and symptoms: metric gathering tuple handling vs Mamba2 cache correctness." + }, + { + "left": "issue:46294", + "right": "issue:46463", + "accept": false, + "reason": "Video chat-template token/feature mismatch is unrelated to T5 decoder-input validation messaging." + }, + { + "left": "issue:43716", + "right": "issue:44008", + "accept": false, + "reason": "Different models and root causes: dtype mismatch in preprocessing vs a forward-pass variable collision." + }, + { + "left": "issue:43931", + "right": "issue:46846", + "accept": false, + "reason": "Both involve VL model loading/runtime issues, but the specific problems differ: weight-shape mismatch vs missing TP plan entries." + }, + { + "left": "issue:28218", + "right": "issue:29159", + "accept": true, + "reason": "Both point to tokenizer inconsistency around added-token handling; the extra-space symptom is a concrete manifestation of the broader slow/fast tokenizer mismatch." + }, + { + "left": "issue:43540", + "right": "issue:45381", + "accept": false, + "reason": "Different Qwen video-input bugs affecting different models/code paths, not the same underlying defect." + }, + { + "left": "issue:44610", + "right": "issue:45072", + "accept": false, + "reason": "Unrelated issues: image processor size mismatch vs bfloat16 dtype mismatch in different models." + }, + { + "left": "issue:43749", + "right": "issue:44291", + "accept": false, + "reason": "Both are loading-related, but one is FSDP CPU RAM efficient loading and the other is init_empty_weights argument handling; not the same bug." + }, + { + "left": "issue:43720", + "right": "issue:45072", + "accept": false, + "reason": "Packed-weight loading failure in BitNet is unrelated to dtype mismatch in inference." + }, + { + "left": "issue:43645", + "right": "issue:46665", + "accept": false, + "reason": "Notebook custom-model initialization breakage is a different issue from from_pretrained behavior inside Python classes." + }, + { + "left": "issue:43825", + "right": "issue:43827", + "accept": false, + "reason": "A runtime error message bug and a documentation cleanup issue are not the same underlying change." + }, + { + "left": "issue:34634", + "right": "issue:36331", + "accept": false, + "reason": "Different components and failures: BarkProcessor voice_preset vs CustomTrainer.compute_loss signature mismatch." + }, + { + "left": "issue:42175", + "right": "issue:45081", + "accept": false, + "reason": "Backend packaging/install issue vs tokenizer regex patch crash; unrelated." + }, + { + "left": "issue:44671", + "right": "issue:45701", + "accept": false, + "reason": "A model-specific masked-LM regression is not the same as a broad tokenization change report." + }, + { + "left": "issue:43577", + "right": "issue:43582", + "accept": false, + "reason": "Different problems: BLIP2 dtype propagation vs Apple Silicon TypeError in caching_allocator_warmup." + }, + { + "left": "issue:45003", + "right": "issue:46285", + "accept": false, + "reason": "Unsafe sys.modules access and CLIP model structure inconsistency are separate code paths." + }, + { + "left": "issue:46175", + "right": "issue:46932", + "accept": false, + "reason": "Gemma4 one-hot position embedding inefficiency is unrelated to quantized embedder dtype casting." + }, + { + "left": "issue:43782", + "right": "issue:45325", + "accept": false, + "reason": "One is a from_pretrained weight_only loading error; the other is a rope/position-id scaling bug." + }, + { + "left": "issue:46697", + "right": "issue:46728", + "accept": false, + "reason": "Both are image-size/padding-related, but they affect different models and different logic (padding vs patch counting)." + }, + { + "left": "issue:43582", + "right": "issue:44857", + "accept": false, + "reason": "Apple Silicon allocator warmup TypeError and CUDA AMP loss crash are unrelated." + }, + { + "left": "issue:43262", + "right": "issue:43819", + "accept": false, + "reason": "Audio chat-template sampling-rate defaulting and DAC latent decoding mismatch are different bugs." + }, + { + "left": "issue:43653", + "right": "issue:44912", + "accept": false, + "reason": "Tokenizer special-token registration and MXFP4 quantized model loading are unrelated." + }, + { + "left": "issue:44589", + "right": "issue:45042", + "accept": false, + "reason": "Float8 storage lookup failure and PIL backend torchvision dependency behavior are different issues." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The cluster summary is grounded in the packet: the tokenizer pair is the only clearly related match based on titles, and the rest of the soft-edge rejections stay conservative about distinct subsystems or failure modes. The representative/canonical choice of issue:29159 is reasonable given its broader tokenizer wording." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 27, + "review_unit_index": 21, + "review_unit_count": 63, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-516", + "nodes": [ + "issue:36010", + "issue:36331", + "issue:38175", + "issue:39692", + "issue:42175", + "issue:42490", + "issue:43257", + "issue:43262", + "issue:43329", + "issue:43450", + "issue:43452", + "issue:43526", + "issue:43531", + "issue:43550", + "issue:43638", + "issue:43643", + "issue:43645", + "issue:43696", + "issue:43697", + "issue:43742", + "issue:43746", + "issue:43819", + "issue:43854", + "issue:43906", + "issue:43927", + "issue:44060", + "issue:44368", + "issue:44554", + "issue:44610", + "issue:44811", + "issue:44912", + "issue:44936", + "issue:44977", + "issue:44991", + "issue:45020", + "issue:45042", + "issue:45081", + "issue:45084", + "issue:45372", + "issue:45406", + "issue:45538", + "issue:45600", + "issue:45759", + "issue:45859", + "issue:46209", + "issue:46291", + "issue:46326", + "issue:47050" + ], + "soft_pairs": [ + "issue:43742|issue:45020", + "issue:45372|issue:46326", + "issue:43550|issue:44912", + "issue:36010|issue:43645", + "issue:36010|issue:36331", + "issue:43257|issue:43329", + "issue:43531|issue:45042", + "issue:43906|issue:46209", + "issue:43526|issue:43697", + "issue:43638|issue:44936", + "issue:42175|issue:46291", + "issue:43452|issue:44991", + "issue:43819|issue:43927", + "issue:45081|issue:45406", + "issue:44060|issue:44368", + "issue:43329|issue:45600", + "issue:45084|issue:45538", + "issue:42490|issue:43257", + "issue:43526|issue:44554", + "issue:43746|issue:44811", + "issue:43643|issue:45759", + "issue:43854|issue:44977", + "issue:45859|issue:47050", + "issue:38175|issue:44610", + "issue:43262|issue:44811", + "issue:39692|issue:44912", + "issue:43257|issue:43696", + "issue:43329|issue:43450" + ], + "prepared_review_unit_hash": "8dbdb9c1bdee1efc5b21118ccc17cc6491b868813e236792b2ae8486c0119f7a", + "component_budget": { + "node_count": 516, + "item_count": 516, + "soft_pair_count": 1900, + "serialized_chars": 985312, + "estimated_input_tokens": 246328, + "estimated_eval_tokens": 492912 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 28, + "serialized_chars": 36532, + "estimated_input_tokens": 9133, + "estimated_eval_tokens": 18522 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "No duplicate clusters here: the items are a broad mix of unrelated bugs and regressions across loading, processors, training, quantization, and multimodal code paths. All soft edges should be rejected.", + "confidence": 0.97, + "canonical_issue_reason": "No single canonical issue; the reports span unrelated subsystems and distinct failure modes.", + "canonical_pr_reason": null, + "best_issue_reason": "No standout representative issue for deduping this set, since none of the items subsume the others.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43742", + "right": "issue:45020", + "accept": false, + "reason": "Different problems: MobileLLM key error vs broad remote_code loading regressions." + }, + { + "left": "issue:45372", + "right": "issue:46326", + "accept": false, + "reason": "Both involve mistral_common, but one is an import failure and the other is a tokenizer behavior bug." + }, + { + "left": "issue:43550", + "right": "issue:44912", + "accept": false, + "reason": "Unrelated: torch.compile/SDPA failure vs MXFP4 quantization fallback to bf16." + }, + { + "left": "issue:36010", + "right": "issue:43645", + "accept": false, + "reason": "ImportError for GenerationMixin is not the same as Jupyter custom model initialization breakage." + }, + { + "left": "issue:36010", + "right": "issue:36331", + "accept": false, + "reason": "Different code paths: generation import error vs Trainer.compute_loss signature change." + }, + { + "left": "issue:43257", + "right": "issue:43329", + "accept": false, + "reason": "Qwen3 MoE weight conversion and multimodal token counting are separate bugs." + }, + { + "left": "issue:43531", + "right": "issue:45042", + "accept": false, + "reason": "Qwen3-MoE sliding_window issue is unrelated to PIL backend torchvision dependency regression." + }, + { + "left": "issue:43906", + "right": "issue:46209", + "accept": false, + "reason": "An isolated reproduction of another issue is not the same as an FP8 inference failure on B200." + }, + { + "left": "issue:43526", + "right": "issue:43697", + "accept": false, + "reason": "Beit reduce_labels behavior and RTDetr output divergence are different model/processor bugs." + }, + { + "left": "issue:43638", + "right": "issue:44936", + "accept": false, + "reason": "DeepSpeed ZeRO-3 index error during training is unrelated to evaluate-after-train failure." + }, + { + "left": "issue:42175", + "right": "issue:46291", + "accept": false, + "reason": "Missing tensorflow in a torch install is unrelated to kernels v0.15 breaking transformers.pipelines import." + }, + { + "left": "issue:43452", + "right": "issue:44991", + "accept": false, + "reason": "gguf_file handling failure is a different issue from tokenizer loading for EMBEDDIA/est-roberta." + }, + { + "left": "issue:43819", + "right": "issue:43927", + "accept": false, + "reason": "DAC forward mismatch with missing STE is unrelated to DiaConfig losing custom token IDs." + }, + { + "left": "issue:45081", + "right": "issue:45406", + "accept": false, + "reason": "Mistral regex patch crash and Gemma4Processor missing _tokenizer are distinct loading failures." + }, + { + "left": "issue:44060", + "right": "issue:44368", + "accept": false, + "reason": "Both mention weight-tying warnings, but they concern different models and different warning causes." + }, + { + "left": "issue:43329", + "right": "issue:45600", + "accept": false, + "reason": "Undefined variables in multimodal token counting are unrelated to stale auto_mappings references." + }, + { + "left": "issue:45084", + "right": "issue:45538", + "accept": false, + "reason": "Template compilation error and CLIPTokenizer model_max_length bug have no shared root cause." + }, + { + "left": "issue:42490", + "right": "issue:43257", + "accept": false, + "reason": "Local-path import warning and Qwen3 MoE conversion failure are unrelated." + }, + { + "left": "issue:43526", + "right": "issue:44554", + "accept": false, + "reason": "Beit label reduction bug and MPS attention correctness issue affect different code paths." + }, + { + "left": "issue:43746", + "right": "issue:44811", + "accept": false, + "reason": "PEFT checkpoint loading for GraniteSpeech is unrelated to Whisper batch_decode special-token handling." + }, + { + "left": "issue:43643", + "right": "issue:45759", + "accept": false, + "reason": "Missing fields from trust_remote_code AutoConfig is different from AutoModelForCausalLM.from_config not unwrapping text_config." + }, + { + "left": "issue:43854", + "right": "issue:44977", + "accept": false, + "reason": "GLM-4.7-Flash loading in tests and Qwen3.5 flash-attention generation are different failures." + }, + { + "left": "issue:45859", + "right": "issue:47050", + "accept": false, + "reason": "CPU offload incompatibility in Qwen3_5MoeTextRotaryEmbedding is unrelated to Canine ONNX dtype mismatch." + }, + { + "left": "issue:38175", + "right": "issue:44610", + "accept": false, + "reason": "SigLIP2 zero probabilities and OmDet-Turbo processor size mismatch are separate processor/model issues." + }, + { + "left": "issue:43262", + "right": "issue:44811", + "accept": false, + "reason": "Audio apply_chat_template sampling-rate default bug is unrelated to Whisper batch_decode behavior." + }, + { + "left": "issue:39692", + "right": "issue:44912", + "accept": false, + "reason": "SigLIP2 documentation errors and git-oss quantization fallback are not the same bug." + }, + { + "left": "issue:43257", + "right": "issue:43696", + "accept": false, + "reason": "Qwen3 MoE weight conversion failure is unrelated to GPT-oss out-of-memory." + }, + { + "left": "issue:43329", + "right": "issue:43450", + "accept": false, + "reason": "Multimodal token counting undefined variables and batched video shape mismatch are different video-processing 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": 27, + "review_unit_index": 22, + "review_unit_count": 63, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-516", + "nodes": [ + "issue:28282", + "issue:29159", + "issue:29870", + "issue:33357", + "issue:34567", + "issue:34689", + "issue:39379", + "issue:40990", + "issue:42175", + "issue:42915", + "issue:43257", + "issue:43329", + "issue:43425", + "issue:43454", + "issue:43525", + "issue:43540", + "issue:43577", + "issue:43650", + "issue:43697", + "issue:43742", + "issue:43749", + "issue:43824", + "issue:43906", + "issue:43931", + "issue:44291", + "issue:44387", + "issue:44479", + "issue:44554", + "issue:44568", + "issue:44617", + "issue:44756", + "issue:44821", + "issue:44912", + "issue:44987", + "issue:45042", + "issue:45137", + "issue:45356", + "issue:45357", + "issue:45405", + "issue:45459", + "issue:45538", + "issue:45803", + "issue:46291", + "issue:46421", + "issue:46424", + "issue:46701", + "issue:47145" + ], + "soft_pairs": [ + "issue:43329|issue:44479", + "issue:42915|issue:43742", + "issue:43257|issue:43931", + "issue:44291|issue:45042", + "issue:34567|issue:40990", + "issue:44912|issue:47145", + "issue:42915|issue:44821", + "issue:44387|issue:44617", + "issue:29159|issue:34567", + "issue:45459|issue:45803", + "issue:43650|issue:43906", + "issue:46421|issue:46424", + "issue:43525|issue:46291", + "issue:28282|issue:29870", + "issue:44987|issue:45538", + "issue:43749|issue:44756", + "issue:43425|issue:46291", + "issue:28282|issue:34689", + "issue:43540|issue:46701", + "issue:43454|issue:43577", + "issue:44568|issue:45356", + "issue:33357|issue:34567", + "issue:42175|issue:43824", + "issue:39379|issue:44554", + "issue:45137|issue:45405", + "issue:43697|issue:45357" + ], + "prepared_review_unit_hash": "2f3c8284f007573fb582b263d6742993694fbf4d2c3732a1332f94cbc04dc51d", + "component_budget": { + "node_count": 516, + "item_count": 516, + "soft_pair_count": 1900, + "serialized_chars": 985312, + "estimated_input_tokens": 246328, + "estimated_eval_tokens": 492912 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 26, + "serialized_chars": 34957, + "estimated_input_tokens": 8740, + "estimated_eval_tokens": 17736 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is noisy and spans many unrelated bugs/features across loading, tokenization, multimodal/video, caching, quantization, and packaging. None of the soft pairs look like the same underlying issue, so no duplicate merges should be accepted.", + "confidence": 0.95, + "canonical_issue_reason": "No clear canonical issue: the items cover unrelated code paths and model families, and the soft pairs do not share a concrete bug mechanism.", + "canonical_pr_reason": null, + "best_issue_reason": "No single issue is a strong representative for this cluster; it is better treated as a heterogeneous set of unrelated reports.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43329", + "right": "issue:44479", + "accept": false, + "reason": "Both are video-related regressions, but they hit different models and appear to stem from different implementation paths." + }, + { + "left": "issue:42915", + "right": "issue:43742", + "accept": false, + "reason": "Different failures: Qwen3Moe fine-grained FP8 handling vs MobileLLM loading key errors; no shared concrete bug." + }, + { + "left": "issue:43257", + "right": "issue:43931", + "accept": false, + "reason": "Both involve Qwen-family models, but one is MOE weight conversion with accelerate/deepspeed and the other is a VL shape-mismatch load error." + }, + { + "left": "issue:44291", + "right": "issue:45042", + "accept": false, + "reason": "Completely different areas: init_empty_weights argument handling vs PIL/torchvision backend requirements." + }, + { + "left": "issue:34567", + "right": "issue:40990", + "accept": false, + "reason": "Trainer token accounting and high perplexity on gpt-oss are unrelated problems." + }, + { + "left": "issue:44912", + "right": "issue:47145", + "accept": false, + "reason": "Both are quantization-related, but one is MXFP4 fallback behavior and the other is missing FP8 weight_scale application; different bugs." + }, + { + "left": "issue:42915", + "right": "issue:44821", + "accept": false, + "reason": "Different subsystems and symptoms: Qwen3Moe loading/FP8 vs AutoImageProcessor URL loading." + }, + { + "left": "issue:44387", + "right": "issue:44617", + "accept": false, + "reason": "Both mention OOM, but the root causes are different models and different execution paths." + }, + { + "left": "issue:29159", + "right": "issue:34567", + "accept": false, + "reason": "Tokenizer consistency issues are unrelated to TrainerState token counters." + }, + { + "left": "issue:45459", + "right": "issue:45803", + "accept": false, + "reason": "Both involve error handling, but one is tokenizer protobuf handling and the other is Fuyu tensor conversion swallowing exceptions." + }, + { + "left": "issue:43650", + "right": "issue:43906", + "accept": false, + "reason": "No meaningful overlap; one is an empty/garbled report and the other is a reproduction of a specific unrelated issue." + }, + { + "left": "issue:46421", + "right": "issue:46424", + "accept": false, + "reason": "Both touch cache behavior, but one is lazy-init recompilation and the other is max_cache_length semantics; not the same bug." + }, + { + "left": "issue:43525", + "right": "issue:46291", + "accept": false, + "reason": "Llama4Config pad_token_id attribute error is unrelated to kernels version requirements in pipelines import." + }, + { + "left": "issue:28282", + "right": "issue:29870", + "accept": false, + "reason": "ImportError for missing PyTorch and Bart generate UnboundLocalError are separate failures." + }, + { + "left": "issue:44987", + "right": "issue:45538", + "accept": false, + "reason": "Different tokenizer/load regressions: one on physical-intelligence/fast loading, the other on CLIPTokenizer model_max_length." + }, + { + "left": "issue:43749", + "right": "issue:44756", + "accept": false, + "reason": "FSDP CPU RAM efficient loading and disabling mmap on Strix Halo are different memory-related issues with different causes." + }, + { + "left": "issue:43425", + "right": "issue:46291", + "accept": false, + "reason": "Torch 2.10 incompatibility and kernels v0.15 import requirements are distinct dependency problems." + }, + { + "left": "issue:28282", + "right": "issue:34689", + "accept": false, + "reason": "Missing PyTorch import error and Llama 3.2 Vision loading breakage are not the same code-path issue." + }, + { + "left": "issue:43540", + "right": "issue:46701", + "accept": false, + "reason": "Different multimodal bugs in different model families and pipelines." + }, + { + "left": "issue:43454", + "right": "issue:43577", + "accept": false, + "reason": "Weight tying causing garbage generation and dtype remaining float32 are different model-initialization bugs." + }, + { + "left": "issue:44568", + "right": "issue:45356", + "accept": false, + "reason": "Tokenizer regression in add_special_tokens and Kimi codec-handling regression are unrelated." + }, + { + "left": "issue:33357", + "right": "issue:34567", + "accept": false, + "reason": "A MacOS bus error in CLIP and a TrainerState counter update issue share no concrete mechanism." + }, + { + "left": "issue:42175", + "right": "issue:43824", + "accept": false, + "reason": "TensorFlow extra/backend packaging and Qwen2_5_VL import failure are unrelated package/import issues." + }, + { + "left": "issue:39379", + "right": "issue:44554", + "accept": false, + "reason": "mllama multimodal token masking and MPS attention correctness are different bugs in different areas." + }, + { + "left": "issue:45137", + "right": "issue:45405", + "accept": false, + "reason": "DeepSpeed ZeRO3 deque underflow and an unreleased PEFT version bump are unrelated." + }, + { + "left": "issue:43697", + "right": "issue:45357", + "accept": false, + "reason": "RTDetrV2 output drift and Qwen3.5 save_pretrained key mismatch are different regressions." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 27, + "review_unit_index": 23, + "review_unit_count": 63, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-516", + "nodes": [ + "issue:24643", + "issue:27957", + "issue:28282", + "issue:29127", + "issue:29159", + "issue:34567", + "issue:36331", + "issue:38175", + "issue:41720", + "issue:42175", + "issue:42915", + "issue:43404", + "issue:43452", + "issue:43540", + "issue:43577", + "issue:43582", + "issue:43742", + "issue:43749", + "issue:44062", + "issue:44291", + "issue:44479", + "issue:44488", + "issue:44560", + "issue:44568", + "issue:44792", + "issue:44821", + "issue:44849", + "issue:44857", + "issue:44898", + "issue:44936", + "issue:44964", + "issue:44987", + "issue:44991", + "issue:45042", + "issue:45081", + "issue:45127", + "issue:45381", + "issue:45488", + "issue:45538", + "issue:45701", + "issue:45907", + "issue:46512", + "issue:46693", + "issue:46821", + "issue:46832", + "issue:46869", + "issue:47020" + ], + "soft_pairs": [ + "issue:44857|issue:46832", + "issue:43404|issue:45127", + "issue:45081|issue:47020", + "issue:28282|issue:29127", + "issue:43742|issue:44291", + "issue:44936|issue:46821", + "issue:44479|issue:46693", + "issue:42915|issue:45538", + "issue:45538|issue:46869", + "issue:44062|issue:44991", + "issue:24643|issue:29159", + "issue:43452|issue:43582", + "issue:27957|issue:28282", + "issue:42915|issue:43749", + "issue:43577|issue:46512", + "issue:41720|issue:43540", + "issue:42175|issue:44488", + "issue:44849|issue:45701", + "issue:43540|issue:44560", + "issue:43540|issue:44479", + "issue:44291|issue:44821", + "issue:44987|issue:45907", + "issue:44479|issue:45381", + "issue:38175|issue:44898", + "issue:34567|issue:36331", + "issue:44792|issue:44964", + "issue:45042|issue:45081", + "issue:44062|issue:45081", + "issue:44568|issue:45488" + ], + "prepared_review_unit_hash": "bfdb52341eee554ffb5949d1227dbae8d2160b0cb7316280f3c7a51225e29868", + "component_budget": { + "node_count": 516, + "item_count": 516, + "soft_pair_count": 1900, + "serialized_chars": 985312, + "estimated_input_tokens": 246328, + "estimated_eval_tokens": 492912 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 29, + "serialized_chars": 35864, + "estimated_input_tokens": 8966, + "estimated_eval_tokens": 18188 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "These issues are mostly a grab bag of unrelated regressions across tokenization, multimodal/video, training, loading, and model-specific bugs. The soft edges are mostly superficial subsystem overlap rather than the same underlying defect, so none should be merged.", + "confidence": 0.89, + "canonical_issue_reason": "issue:45701 is the broadest tokenizer-regression report in the set and is the best representative of the recurring tokenization-behavior theme.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45701 has the widest scope and best matches the cluster\u2019s repeated tokenizer-related signals, with multiple related reports pointing at version-dependent tokenization changes.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44857", + "right": "issue:46832", + "accept": false, + "reason": "Both are DETR-family bugs, but one is an AMP/float16 image-loss crash and the other is a forward-path feature-level mismatch; different code paths and fixes." + }, + { + "left": "issue:43404", + "right": "issue:45127", + "accept": false, + "reason": "Both mention tied weights, but one is a Mistral3 lm_head tying bug and the other is LoRA merge collapse with extended vocab; not the same defect." + }, + { + "left": "issue:45081", + "right": "issue:47020", + "accept": false, + "reason": "Both are tokenizer failures, but they affect different tokenizer classes and different failure modes; no clear shared underlying bug." + }, + { + "left": "issue:28282", + "right": "issue:29127", + "accept": false, + "reason": "One is a missing-PyTorch import error, the other is a LayoutLMv3 validation/clarity issue; unrelated." + }, + { + "left": "issue:43742", + "right": "issue:44291", + "accept": false, + "reason": "Both are load-time errors, but one is a specific model key error and the other is a new init_empty_weights argument incompatibility; different causes." + }, + { + "left": "issue:44936", + "right": "issue:46821", + "accept": false, + "reason": "Trainer evaluate/train flow bug versus a TimesFM window_size AttributeError; unrelated code paths." + }, + { + "left": "issue:44479", + "right": "issue:46693", + "accept": false, + "reason": "Both involve Qwen/FA2/video-adjacent regressions, but one is a video-input regression and the other is a long-context performance regression; not the same bug." + }, + { + "left": "issue:42915", + "right": "issue:45538", + "accept": false, + "reason": "FineGrainedFP8Config failure and CLIPTokenizer model_max_length are unrelated." + }, + { + "left": "issue:45538", + "right": "issue:46869", + "accept": false, + "reason": "Tokenizer max-length bug versus YOLO auto device-mapping failure; no overlap beyond being model-related." + }, + { + "left": "issue:44062", + "right": "issue:44991", + "accept": false, + "reason": "Both are tokenizer loading issues, but one is an AddedToken keyword conflict and the other is a specific tokenizer load failure for est-roberta; not enough evidence they are the same bug." + }, + { + "left": "issue:24643", + "right": "issue:29159", + "accept": false, + "reason": "DeepSpeed weight shape error and slow/fast tokenizer inconsistency are unrelated." + }, + { + "left": "issue:43452", + "right": "issue:43582", + "accept": false, + "reason": "GGUF/loader breakage versus an Apple Silicon allocator TypeError; different subsystems and symptoms." + }, + { + "left": "issue:27957", + "right": "issue:28282", + "accept": false, + "reason": "Flash Attention 2 with XLM-Roberta is unrelated to a missing-PyTorch import error." + }, + { + "left": "issue:42915", + "right": "issue:43749", + "accept": false, + "reason": "Qwen3Moe FP8 config failure and FSDP CPU RAM efficient loading are different training/loading paths." + }, + { + "left": "issue:43577", + "right": "issue:46512", + "accept": false, + "reason": "Both are dtype-related, but one is incorrect model/qformer parameter dtype after loading and the other is stale config.dtype after from_config; not the same concrete bug." + }, + { + "left": "issue:41720", + "right": "issue:43540", + "accept": false, + "reason": "Auto device-map CUDA assert on Qwen3 versus video-input ValueError in Qwen3OmniMoe; unrelated failures." + }, + { + "left": "issue:42175", + "right": "issue:44488", + "accept": false, + "reason": "Backend packaging issue versus a model-loading failure; no common underlying defect." + }, + { + "left": "issue:44849", + "right": "issue:45701", + "accept": false, + "reason": "Qwen3.5 hidden-states bug and a broad tokenization-change report are different issues." + }, + { + "left": "issue:43540", + "right": "issue:44560", + "accept": false, + "reason": "Both are video-input bugs, but they target different Qwen model families and different failure points; not clearly mergeable into one fix." + }, + { + "left": "issue:43540", + "right": "issue:44479", + "accept": false, + "reason": "Same broad video area, but one is a Qwen3OmniMoe ValueError and the other is a wider v5.3.0 regression across several VL models; insufficient evidence of one root cause." + }, + { + "left": "issue:44291", + "right": "issue:44821", + "accept": false, + "reason": "init_empty_weights argument handling versus loading AutoImageProcessor from URL; unrelated." + }, + { + "left": "issue:44987", + "right": "issue:45907", + "accept": false, + "reason": "Model loading failure on one repo versus a hub API revision-forwarding bug; different surfaces and fixes." + }, + { + "left": "issue:44479", + "right": "issue:45381", + "accept": false, + "reason": "Both mention video in Qwen VL models, but one is a broader regression and the other is a specific vision_position_ids bug; not enough to treat as duplicate." + }, + { + "left": "issue:38175", + "right": "issue:44898", + "accept": false, + "reason": "Unexpected zero probabilities in SigLIP2 and Perceiver non-default resolution failure are different model behaviors." + }, + { + "left": "issue:34567", + "right": "issue:36331", + "accept": false, + "reason": "TrainerState token-count tracking and a custom compute_loss signature break are separate trainer API issues." + }, + { + "left": "issue:44792", + "right": "issue:44964", + "accept": false, + "reason": "Both are multimodal model issues, but one is a janus generate-images test failure and the other is a Phi-4-multimodal load failure; different concrete problems." + }, + { + "left": "issue:45042", + "right": "issue:45081", + "accept": false, + "reason": "Image processor torchvision dependency regression versus a Mistral regex patch crash; unrelated." + }, + { + "left": "issue:44062", + "right": "issue:45081", + "accept": false, + "reason": "AddedToken special-argument conflict and Mistral regex patch crash are distinct tokenizer bugs." + }, + { + "left": "issue:44568", + "right": "issue:45488", + "accept": false, + "reason": "Missing BOS/EOS insertion and LlamaTokenizer pre-tokenizer override are both tokenizer regressions, but they affect different code paths and model families." + } + ] + }, + "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": 27, + "review_unit_index": 24, + "review_unit_count": 63, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-516", + "nodes": [ + "issue:24643", + "issue:28282", + "issue:29870", + "issue:32090", + "issue:43257", + "issue:43452", + "issue:43526", + "issue:43531", + "issue:43540", + "issue:43577", + "issue:43582", + "issue:43697", + "issue:43716", + "issue:43742", + "issue:43756", + "issue:43906", + "issue:44488", + "issue:44568", + "issue:44589", + "issue:44625", + "issue:44737", + "issue:44821", + "issue:44877", + "issue:44913", + "issue:45072", + "issue:45216", + "issue:45325", + "issue:45357", + "issue:45405", + "issue:45479", + "issue:45588", + "issue:45600", + "issue:45663", + "issue:45672", + "issue:45674", + "issue:45823", + "issue:45920", + "issue:46121", + "issue:46399", + "issue:46463", + "issue:46468", + "issue:46491", + "issue:46693", + "issue:46701", + "issue:46821", + "issue:46829", + "issue:46846", + "issue:46899" + ], + "soft_pairs": [ + "issue:43257|issue:43756", + "issue:43742|issue:44589", + "issue:43582|issue:46821", + "issue:43531|issue:44821", + "issue:43756|issue:46399", + "issue:43756|issue:45325", + "issue:45405|issue:45600", + "issue:44737|issue:46463", + "issue:43716|issue:46701", + "issue:45823|issue:46463", + "issue:43906|issue:46693", + "issue:43577|issue:45072", + "issue:44568|issue:46491", + "issue:24643|issue:29870", + "issue:45672|issue:45674", + "issue:44625|issue:44877", + "issue:43452|issue:44488", + "issue:43540|issue:46693", + "issue:43906|issue:46468", + "issue:28282|issue:32090", + "issue:44913|issue:46121", + "issue:43697|issue:46829", + "issue:44737|issue:45588", + "issue:45663|issue:46846", + "issue:43526|issue:45479", + "issue:46463|issue:46899", + "issue:43697|issue:45216", + "issue:45357|issue:45920" + ], + "prepared_review_unit_hash": "88d88e802361abe93a97707000ae73f16c275f6c3c03f55e4fbf378c9ff58fb5", + "component_budget": { + "node_count": 516, + "item_count": 516, + "soft_pair_count": 1900, + "serialized_chars": 985312, + "estimated_input_tokens": 246328, + "estimated_eval_tokens": 492912 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 28, + "serialized_chars": 36577, + "estimated_input_tokens": 9145, + "estimated_eval_tokens": 18546 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "These items are largely unrelated model/runtime regressions rather than one duplicate cluster. None of the soft pairs look like the same concrete bug or change closely enough to merge.", + "confidence": 0.96, + "canonical_issue_reason": "No single canonical duplicate stands out because the items span many different subsystems and failure modes. If a representative issue is needed, issue 45216 is the clearest regression-style report with a concrete broken save_pretrained behavior and version context.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 45216 is the strongest representative triage target: it is a specific, reproducible regression with a clear user impact and narrower scope than the other reports.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43257", + "right": "issue:43756", + "accept": false, + "reason": "Both mention model-specific loading/architecture bugs, but one is a Qwen3 MoE conversion issue and the other is a Smollm3 RoPE-layer bug; different code paths and symptoms." + }, + { + "left": "issue:43742", + "right": "issue:44589", + "accept": false, + "reason": "These are unrelated loading failures: MobileLLM key lookup versus Float8 storage lookup. Same general area, not the same bug." + }, + { + "left": "issue:43582", + "right": "issue:46821", + "accept": false, + "reason": "Apple Silicon caching allocator TypeError and TimesFM window_size AttributeError are different APIs, models, and failure modes." + }, + { + "left": "issue:43531", + "right": "issue:44821", + "accept": false, + "reason": "Qwen3-MoE sliding_window behavior and AutoImageProcessor URL loading are unrelated subsystems." + }, + { + "left": "issue:43756", + "right": "issue:46399", + "accept": false, + "reason": "Both are Qwen-family issues, but one is about missing RoPE layers in Smollm3 and the other is a kernel registration decorator problem in Qwen3.5; not the same bug." + }, + { + "left": "issue:43756", + "right": "issue:45325", + "accept": false, + "reason": "Different models and different rotary-position logic: Smollm3 RoPE layer coverage versus Qwen2.5-VL temporal position scaling." + }, + { + "left": "issue:45405", + "right": "issue:45600", + "accept": false, + "reason": "One is a dependency version bump problem, the other is stale auto_mappings references breaking CI; unrelated causes." + }, + { + "left": "issue:44737", + "right": "issue:46463", + "accept": false, + "reason": "XLNet CPU device placement bug and T5 decoder input error messaging are unrelated." + }, + { + "left": "issue:43716", + "right": "issue:46701", + "accept": false, + "reason": "Both are multimodal, but one is a dtype mismatch in Mistral-3 preprocessing and the other is a broken DiffusionGemma image-text-to-text pipeline; different bugs." + }, + { + "left": "issue:45823", + "right": "issue:46463", + "accept": false, + "reason": "Gemma4 device_map forward mismatch and T5 decoder validation messaging are unrelated." + }, + { + "left": "issue:43906", + "right": "issue:46693", + "accept": false, + "reason": "An isolated reproduction of an older issue and a FA2 long-context performance regression do not describe the same failure." + }, + { + "left": "issue:43577", + "right": "issue:45072", + "accept": false, + "reason": "Both are dtype-related, but they affect different model families and different code paths; too broad to be one bug." + }, + { + "left": "issue:44568", + "right": "issue:46491", + "accept": false, + "reason": "Tokenizer special-token insertion regression and CodeLlama leading-space round-trip regression are different tokenizer behaviors." + }, + { + "left": "issue:24643", + "right": "issue:29870", + "accept": false, + "reason": "DeepSpeed training weight-dimension RuntimeError and Bart generate UnboundLocalError are unrelated." + }, + { + "left": "issue:45672", + "right": "issue:45674", + "accept": false, + "reason": "Both involve quantization, but one is a uint8 torch.finfo crash in Gemma4 audio/vision embedders and the other is a BitsAndBytesConfig exclusion bug; different root causes." + }, + { + "left": "issue:44625", + "right": "issue:44877", + "accept": false, + "reason": "Both concern config handling, but one is num_labels propagation and the other is strict config loading for granite_speech." + }, + { + "left": "issue:43452", + "right": "issue:44488", + "accept": false, + "reason": "A gguf_file from_pretrained regression and a specific model loading failure are not the same concrete defect." + }, + { + "left": "issue:43540", + "right": "issue:46693", + "accept": false, + "reason": "Qwen3OmniMoe video-input ValueError and FA2 long-context performance regression are unrelated." + }, + { + "left": "issue:43906", + "right": "issue:46468", + "accept": false, + "reason": "An older isolated reproduction and a broken Nemotron example are different reports with no clear shared code path." + }, + { + "left": "issue:28282", + "right": "issue:32090", + "accept": false, + "reason": "PyTorch import missing and a _gpu_broadcast_one NoneType TypeError are unrelated environment/runtime issues." + }, + { + "left": "issue:44913", + "right": "issue:46121", + "accept": false, + "reason": "GPTNeoX rotary_pct reload bug and rope-param JSON list TypeError are different config serialization issues." + }, + { + "left": "issue:43697", + "right": "issue:46829", + "accept": false, + "reason": "RTDetrV2 output drift and VideoPrism hidden_states assignment are different model-output bugs." + }, + { + "left": "issue:44737", + "right": "issue:45588", + "accept": false, + "reason": "CPU arange device bug in XLNet and flash_attention s_aux=None crash are unrelated." + }, + { + "left": "issue:45663", + "right": "issue:46846", + "accept": false, + "reason": "Gemma4 FSDP2 shared_kv_states issue and Qwen3.5 TP plan missing linear_attn entries are different parallelism bugs." + }, + { + "left": "issue:43526", + "right": "issue:45479", + "accept": false, + "reason": "BeitImageProcessorFast label reduction and sequence-classification zero-loss behavior are different problems, even if both mention labels." + }, + { + "left": "issue:46463", + "right": "issue:46899", + "accept": false, + "reason": "T5 decoder validation messaging and Gemma4 4-bit multimodal dtype casting are unrelated." + }, + { + "left": "issue:43697", + "right": "issue:45216", + "accept": false, + "reason": "RTDetrV2 inference output differences and Qwen3.5 checkpoint save_pretrained regression affect different models and code paths." + }, + { + "left": "issue:45357", + "right": "issue:45920", + "accept": false, + "reason": "Qwen3.5 save_pretrained visual-encoder key bug and tokenizer token-ID regression are different components and symptoms." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 27, + "review_unit_index": 25, + "review_unit_count": 63, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-516", + "nodes": [ + "issue:29159", + "issue:33357", + "issue:38175", + "issue:41762", + "issue:43295", + "issue:43452", + "issue:43525", + "issue:43531", + "issue:43643", + "issue:43646", + "issue:43653", + "issue:43688", + "issue:43720", + "issue:43742", + "issue:43749", + "issue:43756", + "issue:43761", + "issue:43819", + "issue:43994", + "issue:44361", + "issue:44442", + "issue:44466", + "issue:44493", + "issue:44568", + "issue:44811", + "issue:44843", + "issue:44857", + "issue:44898", + "issue:44936", + "issue:45005", + "issue:45200", + "issue:45356", + "issue:45372", + "issue:45375", + "issue:45542", + "issue:45701", + "issue:45704", + "issue:46050", + "issue:46170", + "issue:46178", + "issue:46402", + "issue:46463", + "issue:46701", + "issue:46829", + "issue:46832", + "issue:46932", + "issue:47000" + ], + "soft_pairs": [ + "issue:41762|issue:44936", + "issue:44466|issue:45005", + "issue:43720|issue:44898", + "issue:45200|issue:46463", + "issue:43643|issue:45375", + "issue:44493|issue:46050", + "issue:44361|issue:44442", + "issue:38175|issue:43295", + "issue:43688|issue:43749", + "issue:43653|issue:44361", + "issue:43452|issue:44843", + "issue:43531|issue:43742", + "issue:43994|issue:44898", + "issue:43819|issue:44811", + "issue:43761|issue:46829", + "issue:45372|issue:46170", + "issue:44857|issue:47000", + "issue:43525|issue:46701", + "issue:29159|issue:33357", + "issue:45542|issue:46178", + "issue:46832|issue:46932", + "issue:43688|issue:45704", + "issue:43295|issue:45356", + "issue:43688|issue:45701", + "issue:43653|issue:44568", + "issue:43646|issue:43749", + "issue:43756|issue:46402" + ], + "prepared_review_unit_hash": "e3d966851070cb2149b49b7bd750dc928494f2a01f2b74462334e0f7609e6bc5", + "component_budget": { + "node_count": 516, + "item_count": 516, + "soft_pair_count": 1900, + "serialized_chars": 985312, + "estimated_input_tokens": 246328, + "estimated_eval_tokens": 492912 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 27, + "serialized_chars": 35500, + "estimated_input_tokens": 8875, + "estimated_eval_tokens": 18006 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is highly heterogeneous: most items are distinct regressions or model-specific bugs across tokenizers, loading, config, and vision/audio models. The soft pairs are mostly superficial text similarity rather than the same underlying fix/bug.", + "confidence": 0.34, + "canonical_issue_reason": "Issue #43646 is the best umbrella choice because it is the broadest, most generic regression report in the set (\u201cTransformers 5.0.0 breaks custom model initialization\u201d) and is closest in scope to several loading/config-related regressions. That said, the cluster as a whole does not look like a true duplicate set.", + "canonical_pr_reason": null, + "best_issue_reason": "#43646 is the best representative issue: it has the broadest scope and can plausibly stand in for the general v5/custom-model-regression theme better than the narrower, model-specific reports.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:41762", + "right": "issue:44936", + "accept": false, + "reason": "Different failures: Gemma3 ZeRO-3 loading IndexError vs trainer.evaluate() failing after train. Same ML stack, not the same bug." + }, + { + "left": "issue:44466", + "right": "issue:45005", + "accept": false, + "reason": "Both mention tied weights, but one is inconsistent serialization by device and the other is translation-model weight handling in v5. Not the same concrete code path." + }, + { + "left": "issue:43720", + "right": "issue:44898", + "accept": false, + "reason": "BitNet accelerated loading/unpacking bug vs Perceiver non-default image-size failure. Unrelated model paths." + }, + { + "left": "issue:45200", + "right": "issue:46463", + "accept": false, + "reason": "Gemma4 mm_token_type_ids defaulting issue vs T5 decoder-input validation error message. Different models and different problems." + }, + { + "left": "issue:43643", + "right": "issue:45375", + "accept": false, + "reason": "Both involve missing config fields, but one is trust_remote_code / AutoConfig return shaping and the other is a Qwen vision config field dropped by @strict. Not the same bug." + }, + { + "left": "issue:44493", + "right": "issue:46050", + "accept": false, + "reason": "Unexpected position-id keys during loading vs sinq quantized save/load breakage. Distinct load/serialization issues." + }, + { + "left": "issue:44361", + "right": "issue:44442", + "accept": false, + "reason": "Both are tokenizer loading failures, but for different tokenizers and different failure modes (AttributeError on tasks vs AutoTokenizer failing to load a specific tokenizer)." + }, + { + "left": "issue:38175", + "right": "issue:43295", + "accept": false, + "reason": "Both touch processor/tokenizer behavior, but one is zero probabilities on SigLIP2 inference and the other is regression in processor.tokenizer access / image passing. Not the same issue." + }, + { + "left": "issue:43688", + "right": "issue:43749", + "accept": false, + "reason": "Aux-loss normalization bug vs FSDP CPU RAM efficient loading regression. No shared code path." + }, + { + "left": "issue:43653", + "right": "issue:44361", + "accept": false, + "reason": "Special-token registration bug in BigBirdTokenizer vs MLukeTokenizer AttributeError. Tokenizer-related but not the same bug." + }, + { + "left": "issue:43452", + "right": "issue:44843", + "accept": false, + "reason": "Both involve from_pretrained/load paths, but one is gguf_file support breaking model/tokenizer loading and the other is an offline-mode regression from an unconditional model_info() call." + }, + { + "left": "issue:43531", + "right": "issue:43742", + "accept": false, + "reason": "Sliding-window handling in Qwen3-MoE vs key error when loading MobileLLM-125M. Unrelated model issues." + }, + { + "left": "issue:43994", + "right": "issue:44898", + "accept": false, + "reason": "Both are vision-model inference issues, but one is nonsensical SigLIP2 outputs and the other is Perceiver non-default resolution failure. Different bugs." + }, + { + "left": "issue:43819", + "right": "issue:44811", + "accept": false, + "reason": "DAC latent/STE mismatch vs Whisper batch_decode skip_special_tokens regression. Different subsystems and failure modes." + }, + { + "left": "issue:43761", + "right": "issue:46829", + "accept": false, + "reason": "Both mention hidden_states, but one returns None when requested and the other returns last_hidden_state in the hidden_states slot. Different model-specific output bugs." + }, + { + "left": "issue:45372", + "right": "issue:46170", + "accept": false, + "reason": "Gemma4 processor import breakage due to mistral_common API vs Windows ROCm torch.distributed import/type issue. No common underlying change." + }, + { + "left": "issue:44857", + "right": "issue:47000", + "accept": false, + "reason": "Both are detection/loss crashes, but one is float16 AMP/CUDA failure and the other is an infeasible cost-matrix error in RTDetrLoss. Not the same bug." + }, + { + "left": "issue:43525", + "right": "issue:46701", + "accept": false, + "reason": "pad_token_id attribute error in Llama4Config vs DiffusionGemma image-text-to-text pipeline failure. Different models and code paths." + }, + { + "left": "issue:29159", + "right": "issue:33357", + "accept": false, + "reason": "Tokenizer slow/fast inconsistency vs MacOS bus error with CLIP community model. Same broad area, but entirely different bugs." + }, + { + "left": "issue:45542", + "right": "issue:46178", + "accept": false, + "reason": "TensorBoard-only backend misdetection vs tensorflow_text missing from BACKENDS_MAPPING. Both backend-related, but not the same defect." + }, + { + "left": "issue:46832", + "right": "issue:46932", + "accept": false, + "reason": "RTDetr forward shape mismatch vs Gemma4 quantized vision/audio dtype casting. Unrelated implementation issues." + }, + { + "left": "issue:43688", + "right": "issue:45704", + "accept": false, + "reason": "Auxiliary-loss normalization bug vs T5 apex.FusedRMSNorm memory leak. Different models and fix targets." + }, + { + "left": "issue:43295", + "right": "issue:45356", + "accept": false, + "reason": "Both are tokenizer regressions, but one is processor/tokenizer API breakage in v4.57.5 and the other is Kimi-K2.5 codec/regex behavior in 5.4.0. Not the same underlying bug." + }, + { + "left": "issue:43688", + "right": "issue:45701", + "accept": false, + "reason": "Normalization of auxiliary loss vs version-dependent tokenization changes. Different problem domains." + }, + { + "left": "issue:43653", + "right": "issue:44568", + "accept": false, + "reason": "BigBird mask token registration/decode issue vs mdeberta add_special_tokens not adding BOS/EOS. Both are special-token related, but not the same tokenizer bug." + }, + { + "left": "issue:43646", + "right": "issue:43749", + "accept": false, + "reason": "Generic custom model initialization regression vs FSDP CPU RAM efficient loading regression. No shared concrete failure." + }, + { + "left": "issue:43756", + "right": "issue:46402", + "accept": false, + "reason": "Smollm3 RoPE layer misconfiguration vs Sam3Model text encoder weights not loaded. Different model internals and symptoms." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 27, + "review_unit_index": 26, + "review_unit_count": 63, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-516", + "nodes": [ + "issue:32090", + "issue:33666", + "issue:36010", + "issue:36331", + "issue:41720", + "issue:42898", + "issue:43262", + "issue:43278", + "issue:43295", + "issue:43452", + "issue:43504", + "issue:43550", + "issue:43577", + "issue:43606", + "issue:43611", + "issue:43653", + "issue:43688", + "issue:43720", + "issue:43761", + "issue:43782", + "issue:43927", + "issue:44464", + "issue:44466", + "issue:44479", + "issue:44484", + "issue:44514", + "issue:44554", + "issue:44610", + "issue:44625", + "issue:44704", + "issue:44734", + "issue:44743", + "issue:44821", + "issue:44843", + "issue:44977", + "issue:44991", + "issue:45290", + "issue:45440", + "issue:45491", + "issue:46002", + "issue:46050", + "issue:46491", + "issue:46612", + "issue:46693", + "issue:46821", + "issue:46846", + "issue:47013" + ], + "soft_pairs": [ + "issue:44464|issue:44743", + "issue:43653|issue:43927", + "issue:44821|issue:46821", + "issue:42898|issue:46491", + "issue:43452|issue:43577", + "issue:44843|issue:44991", + "issue:44479|issue:44625", + "issue:33666|issue:36010", + "issue:43761|issue:47013", + "issue:44484|issue:44704", + "issue:32090|issue:33666", + "issue:44466|issue:46050", + "issue:43688|issue:45440", + "issue:41720|issue:44464", + "issue:44977|issue:46693", + "issue:44464|issue:44977", + "issue:44734|issue:46612", + "issue:43504|issue:43550", + "issue:33666|issue:36331", + "issue:43262|issue:43295", + "issue:43278|issue:43688", + "issue:43504|issue:43720", + "issue:43782|issue:46693", + "issue:45491|issue:46002", + "issue:43720|issue:43927", + "issue:43577|issue:44554", + "issue:43611|issue:46846", + "issue:43606|issue:43927", + "issue:43504|issue:44610", + "issue:44514|issue:45290" + ], + "prepared_review_unit_hash": "276a1b7586b89b383b236333d8ab9084e9086b279fc759b28fe7ee3216a9d59e", + "component_budget": { + "node_count": 516, + "item_count": 516, + "soft_pair_count": 1900, + "serialized_chars": 985312, + "estimated_input_tokens": 246328, + "estimated_eval_tokens": 492912 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 30, + "serialized_chars": 36445, + "estimated_input_tokens": 9112, + "estimated_eval_tokens": 18480 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is highly heterogeneous: the apparent similarities are mostly broad subsystem overlaps (generation, loading, tokenization, processors, dtype), not the same underlying bug or change. I would not merge any of the soft pairs as duplicates.", + "confidence": 0.91, + "canonical_issue_reason": "No single canonical issue stands out, because these reports span unrelated failures across training, tokenizer behavior, model loading, generation, and multimodal processing.", + "canonical_pr_reason": null, + "best_issue_reason": "No clear best representative exists for the whole cluster; the soft-similarity links are spurious and do not form one coherent duplicate set.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44464", + "right": "issue:44743", + "accept": false, + "reason": "Both involve generation/caching, but one is about compiled forward chunked generation and the other about recurrent state reset in xLSTM; different bug and code path." + }, + { + "left": "issue:43653", + "right": "issue:43927", + "accept": false, + "reason": "Tokenizer special-token registration causing empty decode is unrelated to DiaConfig losing custom token IDs after save/load." + }, + { + "left": "issue:44821", + "right": "issue:46821", + "accept": false, + "reason": "AutoImageProcessor URL loading and TimesFM window_size AttributeError are unrelated loader/config bugs." + }, + { + "left": "issue:42898", + "right": "issue:46491", + "accept": false, + "reason": "Global clean_up_tokenization_spaces behavior change is not the same as CodeLlama\u2019s leading-space round-trip regression." + }, + { + "left": "issue:43452", + "right": "issue:43577", + "accept": false, + "reason": "gguf_file loading failures and BLIP2 dtype propagation are separate model-loading issues." + }, + { + "left": "issue:44843", + "right": "issue:44991", + "accept": false, + "reason": "Offline-mode failure in _patch_mistral_regex is a different cause than EMBEDDIA/est-roberta tokenizer loading breakage." + }, + { + "left": "issue:44479", + "right": "issue:44625", + "accept": false, + "reason": "A video-input regression for Qwen VL models is unrelated to num_labels propagation in Qwen3.5." + }, + { + "left": "issue:33666", + "right": "issue:36010", + "accept": false, + "reason": "Qwen2-VL multi-GPU training and GenerationMixin import failure are unrelated problems." + }, + { + "left": "issue:43761", + "right": "issue:47013", + "accept": false, + "reason": "CLIPVision hidden_states output and xLSTM state unpacking are different model-specific failures." + }, + { + "left": "issue:44484", + "right": "issue:44704", + "accept": false, + "reason": "A question about default max_shard_size is not the same as missing kwargs forwarding to cached_file." + }, + { + "left": "issue:32090", + "right": "issue:33666", + "accept": false, + "reason": "Trainer _gpu_broadcast_one NoneType error and Qwen2-VL multi-GPU training are not the same bug." + }, + { + "left": "issue:44466", + "right": "issue:46050", + "accept": false, + "reason": "Device-dependent lm_head serialization mismatch is different from quantized sinq save/load breakage." + }, + { + "left": "issue:43688", + "right": "issue:45440", + "accept": false, + "reason": "Auxiliary loss normalization in OLMoE/GPT Oss is not the same as DeepSeekV3MoE diverging from the remote implementation." + }, + { + "left": "issue:41720", + "right": "issue:44464", + "accept": false, + "reason": "cudaErrorAssert on auto device mapping is unrelated to chunked generation inconsistency under compiled forward." + }, + { + "left": "issue:44977", + "right": "issue:46693", + "accept": false, + "reason": "Qwen3.5 flash-attention generation failure and FA2 performance regression are different symptoms and likely different causes." + }, + { + "left": "issue:44464", + "right": "issue:44977", + "accept": false, + "reason": "Both mention generation, but one is compiled-forward chunked output mismatch and the other is Qwen3.5 flash-attention failure." + }, + { + "left": "issue:44734", + "right": "issue:46612", + "accept": false, + "reason": "Wrong tensor indexing in serve/KV continuation is unrelated to beam-search cache reorder being skipped for legacy models." + }, + { + "left": "issue:43504", + "right": "issue:43550", + "accept": false, + "reason": "Legacy field loading for Beit and torch.compile+SDPA failure in Bamba are separate issues." + }, + { + "left": "issue:33666", + "right": "issue:36331", + "accept": false, + "reason": "Qwen2-VL multi-GPU training is not the same as CustomTrainer.compute_loss signature breakage." + }, + { + "left": "issue:43262", + "right": "issue:43295", + "accept": false, + "reason": "Audio processor sampling-rate defaulting and processor.tokenizer/image passing regression are different processor bugs." + }, + { + "left": "issue:43278", + "right": "issue:43688", + "accept": false, + "reason": "Embedding dtype drift in evaluate is unrelated to auxiliary loss normalization." + }, + { + "left": "issue:43504", + "right": "issue:43720", + "accept": false, + "reason": "Beit legacy-field loading and BitNet packed-weight unpacking are unrelated loading failures." + }, + { + "left": "issue:43782", + "right": "issue:46693", + "accept": false, + "reason": "weight_only load error and FA2 long-context performance regression are not the same underlying issue." + }, + { + "left": "issue:45491", + "right": "issue:46002", + "accept": false, + "reason": "Gemma3 mixed-length NaNs on GPU and classification-head NaNs after checkout/init are distinct NaN bugs." + }, + { + "left": "issue:43720", + "right": "issue:43927", + "accept": false, + "reason": "Packed-weight handling during accelerate loading is unrelated to DiaConfig custom token ID loss." + }, + { + "left": "issue:43577", + "right": "issue:44554", + "accept": false, + "reason": "BLIP2 dtype propagation and the MPS attention head-dim correctness issue are separate code paths." + }, + { + "left": "issue:43611", + "right": "issue:46846", + "accept": false, + "reason": "base_model_prefix loading regression and missing linear_attn TP plan entries are unrelated v5 issues." + }, + { + "left": "issue:43606", + "right": "issue:43927", + "accept": false, + "reason": "CPU offload device mismatch for bark-small is unrelated to DiaConfig token ID persistence." + }, + { + "left": "issue:43504", + "right": "issue:44610", + "accept": false, + "reason": "Beit legacy-field loading and OmDet-Turbo processor/model size mismatch are different bugs." + }, + { + "left": "issue:44514", + "right": "issue:45290", + "accept": false, + "reason": "Batched apply_chat_template padding=False crash and assistant tool-call/no-content crash are separate edge cases." + } + ] + }, + "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": 27, + "review_unit_index": 27, + "review_unit_count": 63, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-516", + "nodes": [ + "issue:28218", + "issue:33357", + "issue:33666", + "issue:39692", + "issue:42796", + "issue:43278", + "issue:43295", + "issue:43452", + "issue:43493", + "issue:43525", + "issue:43572", + "issue:43575", + "issue:43643", + "issue:43646", + "issue:43701", + "issue:43720", + "issue:43825", + "issue:43844", + "issue:43927", + "issue:43994", + "issue:44291", + "issue:44361", + "issue:44451", + "issue:44466", + "issue:44488", + "issue:44554", + "issue:44561", + "issue:44568", + "issue:44589", + "issue:44625", + "issue:44792", + "issue:44843", + "issue:44849", + "issue:44964", + "issue:44977", + "issue:45405", + "issue:45520", + "issue:45584", + "issue:45812", + "issue:45823", + "issue:46050", + "issue:46192", + "issue:46209", + "issue:46365", + "issue:46489", + "issue:46710", + "issue:46821", + "issue:46832" + ], + "soft_pairs": [ + "issue:43525|issue:43572", + "issue:43720|issue:44361", + "issue:43643|issue:44561", + "issue:44625|issue:45584", + "issue:44964|issue:45405", + "issue:43493|issue:43825", + "issue:44977|issue:46209", + "issue:28218|issue:33357", + "issue:44554|issue:46365", + "issue:43452|issue:44451", + "issue:45823|issue:46050", + "issue:39692|issue:43295", + "issue:42796|issue:44977", + "issue:43994|issue:46192", + "issue:43493|issue:43844", + "issue:43278|issue:43844", + "issue:43278|issue:43701", + "issue:43646|issue:44466", + "issue:46209|issue:46710", + "issue:44568|issue:46489", + "issue:33357|issue:33666", + "issue:43927|issue:44361", + "issue:43575|issue:45405", + "issue:44792|issue:45405", + "issue:44849|issue:46209", + "issue:44568|issue:45812", + "issue:43572|issue:44291", + "issue:44488|issue:44843", + "issue:46821|issue:46832", + "issue:44589|issue:45520" + ], + "prepared_review_unit_hash": "52c5fc893a1962f74efbcbb8eef3e1415c7a5579a81a3c175f5dffd38e3fb50b", + "component_budget": { + "node_count": 516, + "item_count": 516, + "soft_pair_count": 1900, + "serialized_chars": 985312, + "estimated_input_tokens": 246328, + "estimated_eval_tokens": 492912 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 30, + "serialized_chars": 36732, + "estimated_input_tokens": 9183, + "estimated_eval_tokens": 18622 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly heterogeneous: it mixes tokenizer regressions, config/loading breakages, model-specific inference bugs, and unrelated runtime/CI issues. I don\u2019t see any soft pair that is clearly the same underlying bug/change, so none should be merged as duplicates.", + "confidence": 0.74, + "canonical_issue_reason": "issue:45812 is the best representative of the cluster\u2019s main recurring theme: a broad tokenizer regression in v5 with concrete, user-visible wrong outputs and multiple inbound references. It is also more general and impactful than the narrower model-specific tokenizer reports.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45812 is the strongest standalone issue in the set: it describes a broad silent regression affecting all Granite models, has clear reproduction impact, and is closer to the cluster\u2019s tokenizer-regression center than the more model-specific or unrelated items.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43525", + "right": "issue:43572", + "accept": false, + "reason": "Both are missing-config-field reports after v5, but they involve different models and different fields (`pad_token_id` vs `pad_token_idx`), so they are not the same bug." + }, + { + "left": "issue:43720", + "right": "issue:44361", + "accept": false, + "reason": "One is a BitNet packed-weight loading bug; the other is a tokenizer AttributeError on tasks. Different code paths and symptoms." + }, + { + "left": "issue:43643", + "right": "issue:44561", + "accept": false, + "reason": "Both mention `trust_remote_code`, but the underlying failures differ: missing returned config fields vs removal of `is_torch_fx_available` breaking remote-code models." + }, + { + "left": "issue:44625", + "right": "issue:45584", + "accept": false, + "reason": "These are unrelated model-specific bugs: Qwen3.5 `num_labels` propagation vs Whisper empty transcription generation after special-token alignment." + }, + { + "left": "issue:44964", + "right": "issue:45405", + "accept": false, + "reason": "A model load failure for Phi-4 multimodal is not the same as an incorrect PEFT minimum-version bump." + }, + { + "left": "issue:43493", + "right": "issue:43825", + "accept": false, + "reason": "SigLIP2 implementation mismatch is a model correctness bug; pipeline translation messaging is an API/error-message issue." + }, + { + "left": "issue:44977", + "right": "issue:46209", + "accept": false, + "reason": "Both are inference problems, but one is Qwen3.5 flash-attention behavior and the other is FP8/B200 hardware support; different causes." + }, + { + "left": "issue:28218", + "right": "issue:33357", + "accept": false, + "reason": "Tokenizer spacing after added tokens and a MacOS bus error in CLIP are unrelated bugs." + }, + { + "left": "issue:44554", + "right": "issue:46365", + "accept": false, + "reason": "MPS attention correctness on one side and Trainer import interference from `datasets` on the other are completely different failures." + }, + { + "left": "issue:43452", + "right": "issue:44451", + "accept": false, + "reason": "Both are loading-related, but one is a `gguf_file` regression across AutoTokenizer/AutoModel; the other is a specific model load failure for ScandiBERT." + }, + { + "left": "issue:45823", + "right": "issue:46050", + "accept": false, + "reason": "Device-map PLE mismatch and quantized sinq save/load breakage involve different subsystems and failure modes." + }, + { + "left": "issue:39692", + "right": "issue:43295", + "accept": false, + "reason": "Documentation example errors are not the same as a runtime regression accessing `processor.tokenizer` and passing images to tokenizer." + }, + { + "left": "issue:42796", + "right": "issue:44977", + "accept": false, + "reason": "A tokenizer BPE-marker bug and a flash-attention generation bug are unrelated." + }, + { + "left": "issue:43994", + "right": "issue:46192", + "accept": false, + "reason": "Wrong SigLIP2 outputs from model/pipeline are unrelated to `text_kwargs` overriding `return_tensors`." + }, + { + "left": "issue:43493", + "right": "issue:43844", + "accept": false, + "reason": "Model implementation discrepancy vs DeepSpeed gradient blow-up are different problems with different code paths." + }, + { + "left": "issue:43278", + "right": "issue:43844", + "accept": false, + "reason": "Embedding dtype drift in evaluate is not the same as abnormal gradient growth under ZeRO-3." + }, + { + "left": "issue:43278", + "right": "issue:43701", + "accept": false, + "reason": "Different issues: dtype change in evaluation vs checkpoint resume key mismatch." + }, + { + "left": "issue:43646", + "right": "issue:44466", + "accept": false, + "reason": "Custom model initialization breakage and inconsistent `lm_head.weight` serialization are separate v5 regressions." + }, + { + "left": "issue:46209", + "right": "issue:46710", + "accept": false, + "reason": "FP8/B200 inference support and accuracy regression after version upgrade are not the same bug." + }, + { + "left": "issue:44568", + "right": "issue:46489", + "accept": false, + "reason": "Both are tokenizer regressions, but one is missing BOS/EOS insertion for mdeberta-v3; the other is DeepSeek-Coder tokenization output corruption with a different fix gap." + }, + { + "left": "issue:33357", + "right": "issue:33666", + "accept": false, + "reason": "A MacOS bus error with a CLIP model and Qwen2-VL multi-GPU training are unrelated." + }, + { + "left": "issue:43927", + "right": "issue:44361", + "accept": false, + "reason": "DiaConfig save/load losing token IDs is a config serialization bug; MLukeTokenizer AttributeError on tasks is a tokenizer/runtime bug." + }, + { + "left": "issue:43575", + "right": "issue:45405", + "accept": false, + "reason": "OOM during tensor-parallel model loading is unrelated to a PEFT version pin bump." + }, + { + "left": "issue:44792", + "right": "issue:45405", + "accept": false, + "reason": "A janus image-generation test failure is not the same as a dependency version-release problem." + }, + { + "left": "issue:44849", + "right": "issue:46209", + "accept": false, + "reason": "Qwen3.5 hidden-states behavior and FP8/B200 inference are different issues." + }, + { + "left": "issue:44568", + "right": "issue:45812", + "accept": false, + "reason": "Both concern tokenizer behavior, but one is about `add_special_tokens` missing BOS/EOS on a specific tokenizer, while the other is a broader wrong-token-IDs regression for Granite models; not the same concrete bug." + }, + { + "left": "issue:43572", + "right": "issue:44291", + "accept": false, + "reason": "Missing config fields after v5 and an unexpected `_is_hf_initialized` argument in `init_empty_weights` are different API breakages." + }, + { + "left": "issue:44488", + "right": "issue:44843", + "accept": false, + "reason": "A specific model load failure and an offline-mode failure caused by an unconditional hub call are distinct loading bugs." + }, + { + "left": "issue:46821", + "right": "issue:46832", + "accept": false, + "reason": "TimesFM `window_size` AttributeError and RT-DETR `num_feature_levels` forward TypeError are different model-specific errors." + } + ] + }, + "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": 27, + "review_unit_index": 28, + "review_unit_count": 63, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-516", + "nodes": [ + "issue:28218", + "issue:29159", + "issue:29942", + "issue:30333", + "issue:32090", + "issue:34567", + "issue:42490", + "issue:43257", + "issue:43299", + "issue:43334", + "issue:43504", + "issue:43572", + "issue:43606", + "issue:43653", + "issue:43696", + "issue:43824", + "issue:43844", + "issue:43873", + "issue:43937", + "issue:43994", + "issue:44112", + "issue:44464", + "issue:44493", + "issue:44589", + "issue:44849", + "issue:44869", + "issue:44964", + "issue:45072", + "issue:45084", + "issue:45200", + "issue:45229", + "issue:45245", + "issue:45357", + "issue:45520", + "issue:45584", + "issue:45588", + "issue:45759", + "issue:45823", + "issue:46050", + "issue:46285", + "issue:46399", + "issue:46701", + "issue:46710", + "issue:46752", + "issue:46832", + "issue:46846", + "issue:47145" + ], + "soft_pairs": [ + "issue:43334|issue:45759", + "issue:43824|issue:44589", + "issue:43504|issue:43606", + "issue:44849|issue:45357", + "issue:43334|issue:43572", + "issue:45245|issue:46710", + "issue:43257|issue:43299", + "issue:44493|issue:46285", + "issue:43504|issue:43653", + "issue:43606|issue:44112", + "issue:45072|issue:46832", + "issue:44849|issue:47145", + "issue:46399|issue:46846", + "issue:44464|issue:45584", + "issue:43844|issue:44964", + "issue:43994|issue:44493", + "issue:43873|issue:46050", + "issue:29159|issue:32090", + "issue:44869|issue:46752", + "issue:43937|issue:46701", + "issue:42490|issue:43696", + "issue:45200|issue:45229", + "issue:45229|issue:45823", + "issue:45084|issue:45520", + "issue:45588|issue:46050", + "issue:28218|issue:34567", + "issue:29942|issue:30333" + ], + "prepared_review_unit_hash": "1a404bc0e15d79c32622839f46613837a188fe637e77bd2f891945aeb4b72977", + "component_budget": { + "node_count": 516, + "item_count": 516, + "soft_pair_count": 1900, + "serialized_chars": 985312, + "estimated_input_tokens": 246328, + "estimated_eval_tokens": 492912 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 27, + "serialized_chars": 35295, + "estimated_input_tokens": 8824, + "estimated_eval_tokens": 17904 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This is a heterogeneous mix of tokenizer, model-loading, training, offload, quantization, and CI issues; the soft pairs are only superficially similar and do not describe the same concrete bug or change.", + "confidence": 0.91, + "canonical_issue_reason": "issue:43873 is the broadest, most central runtime bug in the set and has the strongest discussion/inbound signal; it is the best anchor even though the overall cluster is not a true duplicate set.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43873 is the most representative issue to anchor triage because it is broadly phrased, open, and well-discussed, but the surrounding issues are mostly unrelated one-off failures.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43334", + "right": "issue:45759", + "accept": false, + "reason": "Both involve Qwen multimodal loading, but one is a missing pad_token_id attribute in dev transformers while the other is about AutoModelForCausalLM not unwrapping text_config; different failure modes and fixes." + }, + { + "left": "issue:43824", + "right": "issue:44589", + "accept": false, + "reason": "Both are import/runtime errors, but one is a missing Qwen2.5-VL symbol and the other is a storage-object lookup for Float8_e4m3fn; unrelated code paths." + }, + { + "left": "issue:43504", + "right": "issue:43606", + "accept": false, + "reason": "One is a BEiT legacy-field loading problem and the other is a Bark CPU-offload device mismatch; different models and different bugs." + }, + { + "left": "issue:44849", + "right": "issue:45357", + "accept": false, + "reason": "Both mention Qwen3.5, but one is output_hidden_states behavior and the other is incorrect visual encoder keys on save_pretrained; not the same underlying issue." + }, + { + "left": "issue:43334", + "right": "issue:43572", + "accept": false, + "reason": "Both are config-attribute problems after version changes, but they affect different models and different missing fields (pad_token_id vs pad_token_idx)." + }, + { + "left": "issue:45245", + "right": "issue:46710", + "accept": false, + "reason": "These are both regression-style reports, but one is a category-count runtime limit and the other is an accuracy regression after upgrading Transformers; not the same bug." + }, + { + "left": "issue:43257", + "right": "issue:43299", + "accept": false, + "reason": "Both concern Qwen3 MOE/Qwen3VL loading, but one is accelerate+deepspeed conversion and the other is a dev-version loading breakage for a different model family; too distinct to merge." + }, + { + "left": "issue:44493", + "right": "issue:46285", + "accept": false, + "reason": "One is about unexpected position-id keys across many models, while the other is a CLIP class structure change; broad architectural similarity only, not the same defect." + }, + { + "left": "issue:43504", + "right": "issue:43653", + "accept": false, + "reason": "One is BEiT legacy-field loading, the other is BigBirdTokenizer special-token registration and empty decode output; unrelated tokenizer/model bugs." + }, + { + "left": "issue:43606", + "right": "issue:44112", + "accept": false, + "reason": "Both are CI/runtime mismatches, but one is CPU offload on a specific model and the other is a stale test/device-override issue in GraniteSpeech; not the same code path." + }, + { + "left": "issue:45072", + "right": "issue:46832", + "accept": false, + "reason": "Both involve model forward execution, but one is dtype mismatch in inference and the other is RT-DETR feature-level handling; different subsystems and fixes." + }, + { + "left": "issue:44849", + "right": "issue:47145", + "accept": false, + "reason": "Qwen3.5 hidden-states behavior is unrelated to FP8 compressed-tensors checkpoints missing weight_scale application." + }, + { + "left": "issue:46399", + "right": "issue:46846", + "accept": false, + "reason": "Both are Qwen3.5-related, but one is a missing decorator for apply_rotary_pos_emb registration and the other is missing linear_attn entries in a tensor-parallel plan; different bugs." + }, + { + "left": "issue:44464", + "right": "issue:45584", + "accept": false, + "reason": "One is chunked generation with compiled forward and the other is Whisper generation on empty transcription after align_special_tokens; different generation paths and failure conditions." + }, + { + "left": "issue:43844", + "right": "issue:44964", + "accept": false, + "reason": "One is gradient growth with HfDeepSpeedConfig + ZeRO-3, the other is a multimodal model loading failure; no shared concrete bug." + }, + { + "left": "issue:43994", + "right": "issue:44493", + "accept": false, + "reason": "Siglip2 nonsensical outputs with AutoModel/pipeline do not match a generic unexpected position-id key regression." + }, + { + "left": "issue:43873", + "right": "issue:46050", + "accept": false, + "reason": "Both touch quantization/offloading, but one is offloading behavior with quantization and the other is broken save/load round-tripping for sinq quantization; different failure surfaces." + }, + { + "left": "issue:29159", + "right": "issue:32090", + "accept": false, + "reason": "Tokenizer slow/fast inconsistency and a NoneType passed to _gpu_broadcast_one are unrelated bugs." + }, + { + "left": "issue:44869", + "right": "issue:46752", + "accept": false, + "reason": "Both are empty-input/edge-case decoding issues, but Whisper trailing replacement-character handling and apply_chat_template on an empty list are different code paths." + }, + { + "left": "issue:43937", + "right": "issue:46701", + "accept": false, + "reason": "A GLM generation-config validation error is not the same as a diffusion/image-text pipeline failure." + }, + { + "left": "issue:42490", + "right": "issue:43696", + "accept": false, + "reason": "A trailing-slash local-model import warning and a GPT-oss CUDA OOM are completely different issues." + }, + { + "left": "issue:45200", + "right": "issue:45229", + "accept": false, + "reason": "Gemma 4 mm_token_type_ids defaulting and Gemma4 multi-GPU OOM are separate problems: one is input construction, the other is memory capacity." + }, + { + "left": "issue:45229", + "right": "issue:45823", + "accept": false, + "reason": "Both involve Gemma4 inference, but one is OOM and the other is a PLE device mismatch with device_map='auto'; different code paths." + }, + { + "left": "issue:45084", + "right": "issue:45520", + "accept": false, + "reason": "A compiler error about non-template nodes and a Python 3.13 flash_attn import KeyError are unrelated." + }, + { + "left": "issue:45588", + "right": "issue:46050", + "accept": false, + "reason": "Flash-attention integration crashing on sink-less models is unrelated to sinq checkpoint save/load corruption." + }, + { + "left": "issue:28218", + "right": "issue:34567", + "accept": false, + "reason": "Tokenizer extra-space behavior and TrainerState num_input_tokens_seen not updating are different components and bugs." + }, + { + "left": "issue:29942", + "right": "issue:30333", + "accept": false, + "reason": "Flash Attention 2 test failures and MLflow not reporting failed jobs are unrelated CI/runtime issues." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 27, + "review_unit_index": 29, + "review_unit_count": 63, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-516", + "nodes": [ + "issue:15354", + "issue:29870", + "issue:29942", + "issue:37428", + "issue:38175", + "issue:39692", + "issue:41720", + "issue:42490", + "issue:42915", + "issue:43065", + "issue:43295", + "issue:43450", + "issue:43493", + "issue:43540", + "issue:43550", + "issue:43572", + "issue:43575", + "issue:43701", + "issue:43824", + "issue:43844", + "issue:43873", + "issue:43957", + "issue:44186", + "issue:44423", + "issue:44521", + "issue:44554", + "issue:44610", + "issue:44734", + "issue:44977", + "issue:44987", + "issue:45072", + "issue:45198", + "issue:45200", + "issue:45290", + "issue:45406", + "issue:45446", + "issue:45520", + "issue:45588", + "issue:45759", + "issue:45823", + "issue:46121", + "issue:46178", + "issue:46192", + "issue:46369", + "issue:46701", + "issue:46710", + "issue:46821" + ], + "soft_pairs": [ + "issue:43065|issue:46369", + "issue:15354|issue:38175", + "issue:44554|issue:45446", + "issue:43493|issue:43701", + "issue:41720|issue:46710", + "issue:44977|issue:46701", + "issue:37428|issue:43957", + "issue:44423|issue:44734", + "issue:43295|issue:43450", + "issue:44977|issue:46710", + "issue:45072|issue:45198", + "issue:45588|issue:45759", + "issue:45406|issue:46121", + "issue:43540|issue:45200", + "issue:43572|issue:46821", + "issue:43295|issue:43873", + "issue:43295|issue:44610", + "issue:44186|issue:46192", + "issue:45823|issue:46192", + "issue:43450|issue:43575", + "issue:43550|issue:43844", + "issue:43572|issue:44987", + "issue:29870|issue:29942", + "issue:45520|issue:46178", + "issue:37428|issue:43824", + "issue:45200|issue:45823", + "issue:42490|issue:43493", + "issue:39692|issue:46192", + "issue:43295|issue:43493", + "issue:44521|issue:45290", + "issue:42915|issue:43824" + ], + "prepared_review_unit_hash": "69feb8f42f515c9725e1c225ce95907056c1d6e65ff0935a7deedfde586621cb", + "component_budget": { + "node_count": 516, + "item_count": 516, + "soft_pair_count": 1900, + "serialized_chars": 985312, + "estimated_input_tokens": 246328, + "estimated_eval_tokens": 492912 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 31, + "serialized_chars": 36581, + "estimated_input_tokens": 9146, + "estimated_eval_tokens": 18548 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "These items are a heterogeneous set of unrelated bugs and regressions; the soft pairs mostly share a subsystem name or model family, but not the same concrete failure mode, so none should be merged as duplicates.", + "confidence": 0.96, + "canonical_issue_reason": "No single canonical issue: the collection spans unrelated models, APIs, and error modes, so any one issue would be a poor representative for the set.", + "canonical_pr_reason": null, + "best_issue_reason": "No strong global best issue among these; the closest matches are still too heterogeneous to serve as a reliable cluster anchor.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43065", + "right": "issue:46369", + "accept": false, + "reason": "Both involve SAM3, but one is about a dummy Conv2d implementation and the other about memory overflow; different bugs." + }, + { + "left": "issue:15354", + "right": "issue:38175", + "accept": false, + "reason": "Different models and failures: TorchScript GeneratorExp export error vs SigLIP2 zero-probabilities issue." + }, + { + "left": "issue:44554", + "right": "issue:45446", + "accept": false, + "reason": "Both touch flex attention, but one is an MPS correctness bug and the other is a version-check/import bug." + }, + { + "left": "issue:43493", + "right": "issue:43701", + "accept": false, + "reason": "SigLIP2 implementation discrepancy and resume_from_checkpoint key mismatch are unrelated." + }, + { + "left": "issue:41720", + "right": "issue:46710", + "accept": false, + "reason": "CUDA assert during auto device mapping is unrelated to an accuracy regression after upgrading Transformers." + }, + { + "left": "issue:44977", + "right": "issue:46701", + "accept": false, + "reason": "Different models and code paths: Qwen3.5 flash-attention generation vs DiffusionGemma pipeline failure." + }, + { + "left": "issue:37428", + "right": "issue:43957", + "accept": false, + "reason": "ImportError for a missing flash-attention helper is not the same as meta-device loading breakage." + }, + { + "left": "issue:44423", + "right": "issue:44734", + "accept": false, + "reason": "Both are serve-related, but one is a multimodal continuous-batching type error and the other is KV-cache tensor indexing." + }, + { + "left": "issue:43295", + "right": "issue:43450", + "accept": false, + "reason": "Processor/tokenizer regression and batched video-shape bug are different multimodal issues." + }, + { + "left": "issue:44977", + "right": "issue:46710", + "accept": false, + "reason": "Flash-attention generation failure and accuracy regression are different underlying problems." + }, + { + "left": "issue:45072", + "right": "issue:45198", + "accept": false, + "reason": "dtype mismatch in inference and Wav2Vec2 save/tokenization failure are unrelated." + }, + { + "left": "issue:45588", + "right": "issue:45759", + "accept": false, + "reason": "Sink-less flash_attention crash and text_config unwrapping for composite configs are separate bugs." + }, + { + "left": "issue:45406", + "right": "issue:46121", + "accept": false, + "reason": "Gemma4Processor missing _tokenizer and rope-validation TypeError are unrelated." + }, + { + "left": "issue:43540", + "right": "issue:45200", + "accept": false, + "reason": "Video-input processing failure in Qwen3OmniMoe and Gemma4 mm_token_type_ids defaulting are different issues." + }, + { + "left": "issue:43572", + "right": "issue:46821", + "accept": false, + "reason": "StableLmConfig pad_token_idx and TimesFM window_size errors are unrelated config/API problems." + }, + { + "left": "issue:43295", + "right": "issue:43873", + "accept": false, + "reason": "Processor/tokenizer regression and quantization offloading behavior are different bug classes." + }, + { + "left": "issue:43295", + "right": "issue:44610", + "accept": false, + "reason": "Custom processor/tokenizer regression is not the same as OmDet-Turbo image-size mismatch." + }, + { + "left": "issue:44186", + "right": "issue:46192", + "accept": false, + "reason": "NER/batched padding crash in LayoutLMv2Tokenizer is unrelated to return_tensors being ignored." + }, + { + "left": "issue:45823", + "right": "issue:46192", + "accept": false, + "reason": "Gemma4 device mismatch during forward is unrelated to return_tensors handling." + }, + { + "left": "issue:43450", + "right": "issue:43575", + "accept": false, + "reason": "Video processor shape bug and tensor-parallel OOM are not the same failure mode." + }, + { + "left": "issue:43550", + "right": "issue:43844", + "accept": false, + "reason": "torch.compile/SDPA failure and DeepSpeed ZeRO-3 gradient growth are unrelated training bugs." + }, + { + "left": "issue:43572", + "right": "issue:44987", + "accept": false, + "reason": "StableLmConfig pad_token_idx and loading physical-intelligence/fast on transformers>=5.1.0 are different problems." + }, + { + "left": "issue:29870", + "right": "issue:29942", + "accept": false, + "reason": "BART generate UnboundLocalError and Flash Attention 2 test failures are unrelated." + }, + { + "left": "issue:45520", + "right": "issue:46178", + "accept": false, + "reason": "flash_attn KeyError on Python 3.13 and tensorflow_text backend mapping error are different import issues." + }, + { + "left": "issue:37428", + "right": "issue:43824", + "accept": false, + "reason": "Missing flash-support import and missing Qwen2.5-VL export are unrelated ImportErrors." + }, + { + "left": "issue:45200", + "right": "issue:45823", + "accept": false, + "reason": "Defaulting mm_token_type_ids to zeros and a device_map auto mismatch are distinct Gemma4 bugs." + }, + { + "left": "issue:42490", + "right": "issue:43493", + "accept": false, + "reason": "Trailing-slash import warning and SigLIP2 implementation discrepancy are unrelated." + }, + { + "left": "issue:39692", + "right": "issue:46192", + "accept": false, + "reason": "SigLIP2 documentation errors and ignored return_tensors are not the same bug." + }, + { + "left": "issue:43295", + "right": "issue:43493", + "accept": false, + "reason": "Both mention multimodal processor/model behavior, but one is processor.tokenizer regression and the other is SigLIP2 numerical discrepancy." + }, + { + "left": "issue:44521", + "right": "issue:45290", + "accept": false, + "reason": "Both involve apply_chat_template, but one is all-zero assistant masks for multimodal inputs and the other is a crash on tool-call messages." + }, + { + "left": "issue:42915", + "right": "issue:43824", + "accept": false, + "reason": "Qwen3Moe FineGrainedFP8Config failure is unrelated to the missing Qwen2.5-VL import." + } + ] + }, + "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": 27, + "review_unit_index": 30, + "review_unit_count": 63, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-516", + "nodes": [ + "issue:28218", + "issue:35141", + "issue:41720", + "issue:43262", + "issue:43278", + "issue:43334", + "issue:43335", + "issue:43388", + "issue:43450", + "issue:43452", + "issue:43525", + "issue:43526", + "issue:43550", + "issue:43606", + "issue:43653", + "issue:43819", + "issue:43824", + "issue:43827", + "issue:43856", + "issue:43901", + "issue:43950", + "issue:43975", + "issue:44112", + "issue:44442", + "issue:44466", + "issue:44561", + "issue:44610", + "issue:44737", + "issue:44792", + "issue:44857", + "issue:44898", + "issue:45083", + "issue:45127", + "issue:45198", + "issue:45200", + "issue:45325", + "issue:45381", + "issue:45412", + "issue:45563", + "issue:45593", + "issue:46192", + "issue:46209", + "issue:46234", + "issue:46285", + "issue:46512", + "issue:46894", + "issue:46899", + "issue:46932" + ], + "soft_pairs": [ + "issue:45381|issue:46209", + "issue:28218|issue:35141", + "issue:44466|issue:45127", + "issue:44737|issue:46894", + "issue:43278|issue:43856", + "issue:43452|issue:46512", + "issue:43653|issue:44112", + "issue:43262|issue:43450", + "issue:43824|issue:43975", + "issue:43950|issue:46285", + "issue:43334|issue:43525", + "issue:44442|issue:45198", + "issue:43526|issue:46192", + "issue:44898|issue:45412", + "issue:45200|issue:46899", + "issue:45200|issue:46932", + "issue:44792|issue:45563", + "issue:43819|issue:44112", + "issue:43335|issue:43550", + "issue:45200|issue:45325", + "issue:41720|issue:46209", + "issue:44561|issue:46234", + "issue:44610|issue:44857", + "issue:43827|issue:43901", + "issue:43819|issue:45083", + "issue:44857|issue:45593", + "issue:43606|issue:45083", + "issue:43388|issue:43526" + ], + "prepared_review_unit_hash": "d1bd8d399769cc63a914677f62ba0c709f0358918ffa8c2dce9f71ebc46f9bc4", + "component_budget": { + "node_count": 516, + "item_count": 516, + "soft_pair_count": 1900, + "serialized_chars": 985312, + "estimated_input_tokens": 246328, + "estimated_eval_tokens": 492912 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 28, + "serialized_chars": 36572, + "estimated_input_tokens": 9143, + "estimated_eval_tokens": 18542 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "No true duplicates here: every soft pair points to a different bug or doc issue, usually in a different model/component. The cluster is heterogeneous, so there is no credible canonical issue/PR.", + "confidence": 0.96, + "canonical_issue_reason": "No canonical issue: the items span unrelated problems (tokenization, config attributes, quantization, processors, docs, CI) and do not share a single concrete code-path failure.", + "canonical_pr_reason": null, + "best_issue_reason": "No global best issue: because the set is not a duplicate cluster, there is no single issue that should represent the group.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45381", + "right": "issue:46209", + "accept": false, + "reason": "Qwen2.5-VL rope-index bug vs FP8 inference failure on B200; different models and failure modes." + }, + { + "left": "issue:28218", + "right": "issue:35141", + "accept": false, + "reason": "Tokenizer extra-space detokenization bug vs embedding reinit on resize; unrelated code paths." + }, + { + "left": "issue:44466", + "right": "issue:45127", + "accept": false, + "reason": "Serialization of lm_head.weight/tied weights vs LoRA merge collapse; same theme but not the same concrete bug." + }, + { + "left": "issue:44737", + "right": "issue:46894", + "accept": false, + "reason": "XLNet CPU arange/device bug vs ASR training double-shift loss bug; different model families and fixes." + }, + { + "left": "issue:43278", + "right": "issue:43856", + "accept": false, + "reason": "dtype drift in evaluate vs Qwen3 MoE memory usage; not the same underlying issue." + }, + { + "left": "issue:43452", + "right": "issue:46512", + "accept": false, + "reason": "gguf_file loading breakage vs from_config(dtype=...) stale config dtype; different APIs and root causes." + }, + { + "left": "issue:43653", + "right": "issue:44112", + "accept": false, + "reason": "BigBirdTokenizer special-token registration vs GraniteSpeech stale CI test; unrelated." + }, + { + "left": "issue:43262", + "right": "issue:43450", + "accept": false, + "reason": "Audio chat-template sample-rate default vs batched video shape bug; different processor logic." + }, + { + "left": "issue:43824", + "right": "issue:43975", + "accept": false, + "reason": "Import error for Qwen2.5-VL class vs incorrect detokenization for DeepSeek Coder; unrelated." + }, + { + "left": "issue:43950", + "right": "issue:46285", + "accept": false, + "reason": "Non-persistent buffer corruption on from_pretrained vs CLIP text model structure mismatch; different regressions." + }, + { + "left": "issue:43334", + "right": "issue:43525", + "accept": false, + "reason": "Both are missing pad_token_id, but they affect different config classes/models and likely need separate fixes." + }, + { + "left": "issue:44442", + "right": "issue:45198", + "accept": false, + "reason": "AutoTokenizer loading failure for FastSpeech2Conformer vs save_pretrained/tokenization failure for Wav2Vec2; different pipelines." + }, + { + "left": "issue:43526", + "right": "issue:46192", + "accept": false, + "reason": "BeitImageProcessorFast label reduction bug vs return_tensors being ignored when text_kwargs is passed; unrelated." + }, + { + "left": "issue:44898", + "right": "issue:45412", + "accept": false, + "reason": "Perceiver non-default resolution failure vs RT-DETR memory leak; no shared code-path." + }, + { + "left": "issue:45200", + "right": "issue:46899", + "accept": false, + "reason": "Gemma4 text-only mm_token_type_ids default bug vs 4-bit quantized embedder dtype-cast bug; separate issues." + }, + { + "left": "issue:45200", + "right": "issue:46932", + "accept": false, + "reason": "Different Gemma4 bugs: token-type-id defaulting vs quantized vision/audio embedder casting." + }, + { + "left": "issue:44792", + "right": "issue:45563", + "accept": false, + "reason": "Janus image generation test failure vs stale paged-generate warning; unrelated." + }, + { + "left": "issue:43819", + "right": "issue:44112", + "accept": false, + "reason": "DAC from_latents/STE mismatch vs GraniteSpeech CI device override test; different failures." + }, + { + "left": "issue:43335", + "right": "issue:43550", + "accept": false, + "reason": "SwitchTransformers sparse-layer construction vs Bamba SDPA torch.compile failure; distinct code paths." + }, + { + "left": "issue:45200", + "right": "issue:45325", + "accept": false, + "reason": "Gemma4 token-type-id default issue vs Qwen2.5-VL position-id scaling bug; not duplicates." + }, + { + "left": "issue:41720", + "right": "issue:46209", + "accept": false, + "reason": "Qwen3 auto device mapping assert vs FP8 inference on B200; different hardware/runtime problems." + }, + { + "left": "issue:44561", + "right": "issue:46234", + "accept": false, + "reason": "Removal of is_torch_fx_available vs missing is_falcon_mamba_ssm_available; separate import-utils symbols." + }, + { + "left": "issue:44610", + "right": "issue:44857", + "accept": false, + "reason": "OmDet-Turbo processor size mismatch vs LwDetrImageLoss AMP crash; different models and bugs." + }, + { + "left": "issue:43827", + "right": "issue:43901", + "accept": false, + "reason": "Two docs issues about deprecated pipeline-style options, but they target different docs/APIs and are not one bug." + }, + { + "left": "issue:43819", + "right": "issue:45083", + "accept": false, + "reason": "DAC forward/from_latents mismatch vs qwen3_omni_moe feature-length helper behavior; unrelated." + }, + { + "left": "issue:44857", + "right": "issue:45593", + "accept": false, + "reason": "AMP/CUDA loss crash vs auxiliary-loss omission when denoising is off; different D-FINE issues." + }, + { + "left": "issue:43606", + "right": "issue:45083", + "accept": false, + "reason": "CPU offload device mismatch in bark-small vs qwen3_omni_moe length helper; no shared failure mode." + }, + { + "left": "issue:43388", + "right": "issue:43526", + "accept": false, + "reason": "gather_for_metrics dropping tuple labels vs BeitImageProcessorFast reduce_labels truncation; different layers of the stack." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 27, + "review_unit_index": 31, + "review_unit_count": 63, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-516", + "nodes": [ + "issue:28282", + "issue:29127", + "issue:29942", + "issue:32090", + "issue:33357", + "issue:34689", + "issue:35141", + "issue:37428", + "issue:38175", + "issue:39692", + "issue:42490", + "issue:43278", + "issue:43335", + "issue:43425", + "issue:43504", + "issue:43526", + "issue:43550", + "issue:43611", + "issue:43653", + "issue:43819", + "issue:43825", + "issue:43854", + "issue:44112", + "issue:44206", + "issue:44351", + "issue:44448", + "issue:44466", + "issue:44493", + "issue:44514", + "issue:44521", + "issue:44743", + "issue:44855", + "issue:45083", + "issue:45290", + "issue:45412", + "issue:45520", + "issue:45584", + "issue:45588", + "issue:45593", + "issue:45759", + "issue:45859", + "issue:46170", + "issue:46285", + "issue:46326", + "issue:46424", + "issue:46512", + "issue:46821", + "issue:46858" + ], + "soft_pairs": [ + "issue:46512|issue:46821", + "issue:37428|issue:43425", + "issue:44206|issue:45584", + "issue:43335|issue:43653", + "issue:38175|issue:45412", + "issue:45759|issue:46285", + "issue:46424|issue:46858", + "issue:29942|issue:32090", + "issue:28282|issue:33357", + "issue:43611|issue:44466", + "issue:44855|issue:45083", + "issue:43335|issue:43504", + "issue:43550|issue:44112", + "issue:45520|issue:46170", + "issue:37428|issue:44351", + "issue:43335|issue:45083", + "issue:44448|issue:44743", + "issue:43335|issue:44112", + "issue:43335|issue:45593", + "issue:45290|issue:46326", + "issue:43278|issue:43825", + "issue:44514|issue:44521", + "issue:34689|issue:35141", + "issue:45588|issue:45859", + "issue:42490|issue:43854", + "issue:29127|issue:32090", + "issue:39692|issue:43526", + "issue:43819|issue:44493" + ], + "prepared_review_unit_hash": "63b8c19b6d1ca7618ad32a1002aca1e26fd7f174232541bdab91522c6fb77ee9", + "component_budget": { + "node_count": 516, + "item_count": 516, + "soft_pair_count": 1900, + "serialized_chars": 985312, + "estimated_input_tokens": 246328, + "estimated_eval_tokens": 492912 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 28, + "serialized_chars": 36522, + "estimated_input_tokens": 9131, + "estimated_eval_tokens": 18518 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is a loose collection of Transformers issue reports, mostly around model loading, configuration, caching, and chat-template regressions, but the soft pairs are not true duplicates. The broadest representative is the v5 model-loading regression issue.", + "confidence": 0.82, + "canonical_issue_reason": "issue:43611 is the broadest and most central report: a general v5 model-loading regression affecting models with base_model_prefix, which makes it the best umbrella representative compared with the more specific or unrelated issues in the cluster.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43611 is the most suitable cluster representative because it captures a general loading breakage theme and is more broadly applicable than the narrowly scoped model- or feature-specific reports.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:46512", + "right": "issue:46821", + "accept": false, + "reason": "Both are runtime/config issues, but one is about stale model.config.dtype after from_config(dtype=...), while the other is a TimesFM window_size AttributeError. Different code paths and failures." + }, + { + "left": "issue:37428", + "right": "issue:43425", + "accept": false, + "reason": "One is an ImportError for _flash_supports_window_size, the other is a Torch 2.10 incompatibility report. Related ecosystem area, but not the same bug." + }, + { + "left": "issue:44206", + "right": "issue:45584", + "accept": false, + "reason": "Different features and failures: LasrFeatureExtractor passing an unsupported center arg vs Whisper generation failing on empty transcription after align_special_tokens." + }, + { + "left": "issue:43335", + "right": "issue:43653", + "accept": false, + "reason": "SwitchTransformers sparse-layer creation with num_sparse_encoder_layers=0 is unrelated to BigBirdTokenizer mask-token registration/empty decode output." + }, + { + "left": "issue:38175", + "right": "issue:45412", + "accept": false, + "reason": "SigLIP2 zero probabilities and RT-DETR memory not being released are unrelated bugs in different model families." + }, + { + "left": "issue:45759", + "right": "issue:46285", + "accept": false, + "reason": "Both involve model structure, but one is AutoModelForCausalLM.from_config on composite Qwen multimodal configs and the other is CLIP text model structure inconsistency. Not the same underlying issue." + }, + { + "left": "issue:46424", + "right": "issue:46858", + "accept": false, + "reason": "Both concern cache internals, but one is about max_cache_length handling for Quantized Cache and the other is a device-tensor seq_length causing slice arithmetic breakage in static cache." + }, + { + "left": "issue:29942", + "right": "issue:32090", + "accept": false, + "reason": "Flash Attention 2 test failures and _gpu_broadcast_one rejecting NoneType are different failures in different subsystems." + }, + { + "left": "issue:28282", + "right": "issue:33357", + "accept": false, + "reason": "PyTorch missing ImportError and a MacOS bus error loading a community CLIP model are distinct installation/runtime problems." + }, + { + "left": "issue:43611", + "right": "issue:44466", + "accept": false, + "reason": "General model-loading regression via base_model_prefix is not the same as inconsistent lm_head.weight serialization depending on device." + }, + { + "left": "issue:44855", + "right": "issue:45083", + "accept": false, + "reason": "DebertaV2Model import/IndentationError on Python 3.13 is unrelated to qwen3_omni_moe helper output-length behavior." + }, + { + "left": "issue:43335", + "right": "issue:43504", + "accept": false, + "reason": "SwitchTransformers sparse-layer initialization and BEiT legacy-field loading are separate model-specific loading/config bugs." + }, + { + "left": "issue:43550", + "right": "issue:44112", + "accept": false, + "reason": "Bamba torch.compile/SDPA failure is unrelated to a GraniteSpeech stale device override test failure." + }, + { + "left": "issue:45520", + "right": "issue:46170", + "accept": false, + "reason": "One is a flash_attn import KeyError on Python 3.13; the other is a Windows ROCm torch.distributed import/type error. Different root causes." + }, + { + "left": "issue:37428", + "right": "issue:44351", + "accept": false, + "reason": "Different missing-symbol import errors: _flash_supports_window_size vs HybridCache." + }, + { + "left": "issue:43335", + "right": "issue:45083", + "accept": false, + "reason": "SwitchTransformers sparse-layer creation and qwen3_omni_moe feature-length helper behavior are unrelated." + }, + { + "left": "issue:44448", + "right": "issue:44743", + "accept": false, + "reason": "Pegasus v4/v5 output differences are unrelated to qwen3_5 modular recurrent-state reset behavior." + }, + { + "left": "issue:43335", + "right": "issue:44112", + "accept": false, + "reason": "A SwitchTransformers config bug and a GraniteSpeech CI test failure do not share the same underlying code path." + }, + { + "left": "issue:43335", + "right": "issue:45593", + "accept": false, + "reason": "SwitchTransformers sparse-layer creation is unrelated to D-FINE auxiliary loss handling." + }, + { + "left": "issue:45290", + "right": "issue:46326", + "accept": false, + "reason": "Both touch apply_chat_template/templating, but one is tool-call assistant messages with no content and the other is continue_final_message for mistral_common tokenizers. Different concrete bugs." + }, + { + "left": "issue:43278", + "right": "issue:43825", + "accept": false, + "reason": "Embedding dtype staleness and pipeline translation-task messaging are unrelated issues." + }, + { + "left": "issue:44514", + "right": "issue:44521", + "accept": false, + "reason": "Both involve Qwen2.5-VL chat templating, but one is a batched padding=False crash while the other is all-zero assistant masks for multimodal inputs. Close area, different bug." + }, + { + "left": "issue:34689", + "right": "issue:35141", + "accept": false, + "reason": "Llama 3.2 Vision model loading regression and output embedding reinitialization after resizing token embeddings are separate loading/init issues." + }, + { + "left": "issue:45588", + "right": "issue:45859", + "accept": false, + "reason": "flash_attention integration crashing on s_aux=None and Qwen3_5MoeTextRotaryEmbedding CPU-offload incompatibility are different failure modes." + }, + { + "left": "issue:42490", + "right": "issue:43854", + "accept": false, + "reason": "Trailing-slash local path import warning and GLM-4.7-Flash unit-test loading failure are not the same bug." + }, + { + "left": "issue:29127", + "right": "issue:32090", + "accept": false, + "reason": "LayoutLMv3 error-message clarity and Trainer GPU broadcast NoneType failure are unrelated." + }, + { + "left": "issue:39692", + "right": "issue:43526", + "accept": false, + "reason": "SigLIP2 docs example mistakes and BeitImageProcessorFast reduce_labels behavior are unrelated." + }, + { + "left": "issue:43819", + "right": "issue:44493", + "accept": false, + "reason": "DAC.from_latents / missing STE mismatch and unexpected position-id keys 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": 27, + "review_unit_index": 32, + "review_unit_count": 63, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-516", + "nodes": [ + "issue:10000", + "issue:15354", + "issue:26413", + "issue:27957", + "issue:28218", + "issue:29870", + "issue:29942", + "issue:31501", + "issue:32090", + "issue:33357", + "issue:34689", + "issue:35141", + "issue:38175", + "issue:39692", + "issue:42490", + "issue:43278", + "issue:43329", + "issue:43550", + "issue:43575", + "issue:43606", + "issue:43701", + "issue:43720", + "issue:44112", + "issue:44206", + "issue:44448", + "issue:44464", + "issue:44493", + "issue:44617", + "issue:44779", + "issue:44857", + "issue:45072", + "issue:45083", + "issue:45127", + "issue:45245", + "issue:45290", + "issue:45310", + "issue:45381", + "issue:45459", + "issue:45478", + "issue:45593", + "issue:45823", + "issue:46234", + "issue:46424", + "issue:46431", + "issue:46566", + "issue:46697", + "issue:47000" + ], + "soft_pairs": [ + "issue:43606|issue:44857", + "issue:46431|issue:46566", + "issue:43720|issue:44112", + "issue:39692|issue:44493", + "issue:28218|issue:32090", + "issue:45310|issue:45478", + "issue:44448|issue:44779", + "issue:44206|issue:45823", + "issue:43701|issue:45083", + "issue:44617|issue:46697", + "issue:26413|issue:31501", + "issue:45127|issue:45245", + "issue:45459|issue:46234", + "issue:42490|issue:43575", + "issue:32090|issue:33357", + "issue:44857|issue:45072", + "issue:43550|issue:45083", + "issue:45593|issue:47000", + "issue:27957|issue:34689", + "issue:38175|issue:44493", + "issue:44464|issue:46424", + "issue:29942|issue:35141", + "issue:29870|issue:32090", + "issue:45290|issue:45381", + "issue:10000|issue:15354", + "issue:43278|issue:43329" + ], + "prepared_review_unit_hash": "d6fca970758d6a9280e2725933c1f1bacf4417a74b16762a87d1c4f5c70c41f9", + "component_budget": { + "node_count": 516, + "item_count": 516, + "soft_pair_count": 1900, + "serialized_chars": 985312, + "estimated_input_tokens": 246328, + "estimated_eval_tokens": 492912 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 26, + "serialized_chars": 34967, + "estimated_input_tokens": 8742, + "estimated_eval_tokens": 17740 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The cluster is mostly a set of unrelated issues; only the two Qwen3.5 MoE reports appear to be true duplicates. No PRs are present.", + "confidence": 0.95, + "canonical_issue_reason": "issue:45310 is the earlier, clearer report of the Qwen3.5 MoE `from_pretrained` failure; issue:45478 repeats the same bug with the same symptom and should be treated as a duplicate.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45310 is the best representative issue in this set because it is a direct duplicate target with a concise, specific title and slightly richer discussion context.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43606", + "right": "issue:44857", + "accept": false, + "reason": "Different failure modes: CPU offload device mismatch for Bark vs AMP/CUDA crash in LwDetrImageLoss." + }, + { + "left": "issue:46431", + "right": "issue:46566", + "accept": false, + "reason": "Unrelated problems: missing chat template error vs weights staying on meta with device_map auto." + }, + { + "left": "issue:43720", + "right": "issue:44112", + "accept": false, + "reason": "Different code paths and symptoms: packed-weight loading bug vs GraniteSpeech CI test flakiness." + }, + { + "left": "issue:39692", + "right": "issue:44493", + "accept": false, + "reason": "Docs/example errors for SigLIP2 are unrelated to the position-id/key warning across many models." + }, + { + "left": "issue:28218", + "right": "issue:32090", + "accept": false, + "reason": "Tokenizer spacing bug and Trainer GPU broadcast NoneType error are unrelated." + }, + { + "left": "issue:45310", + "right": "issue:45478", + "accept": true, + "reason": "Same reported bug: `transformers>=5.4.0` causes Qwen3.5 MoE `from_pretrained` failure with matching symptom and model context." + }, + { + "left": "issue:44448", + "right": "issue:44779", + "accept": false, + "reason": "Both concern output correctness, but they hit different components: Pegasus v4/v5 behavior vs Deepseek tokenizer regression." + }, + { + "left": "issue:44206", + "right": "issue:45823", + "accept": false, + "reason": "Different subsystems: unsupported `center` arg in LasrFeatureExtractor vs Gemma4 PLE device mismatch in forward." + }, + { + "left": "issue:43701", + "right": "issue:45083", + "accept": false, + "reason": "Resume/checkpoint key mismatch is not the same bug as qwen3_omni_moe feature-length calculation behavior." + }, + { + "left": "issue:44617", + "right": "issue:46697", + "accept": false, + "reason": "OOM in Sam3Video is unrelated to Swin2SR image over-padding." + }, + { + "left": "issue:26413", + "right": "issue:31501", + "accept": false, + "reason": "Both touch training startup, but one is checkpoint resume iterator failure and the other is FineWeb SLM training not starting; not the same bug." + }, + { + "left": "issue:45127", + "right": "issue:45245", + "accept": false, + "reason": "LoRA merge collapse with extended vocab is unrelated to the 2^24 category limit runtime error." + }, + { + "left": "issue:45459", + "right": "issue:46234", + "accept": false, + "reason": "Tokenizer protobuf error masking is unrelated to the missing import_utils helper function." + }, + { + "left": "issue:42490", + "right": "issue:43575", + "accept": false, + "reason": "Local-path import warning and tensor-parallel OOM for Qwen2-57B are unrelated." + }, + { + "left": "issue:32090", + "right": "issue:33357", + "accept": false, + "reason": "Trainer broadcast NoneType error and Mac bus error on CLIP are different failures." + }, + { + "left": "issue:44857", + "right": "issue:45072", + "accept": false, + "reason": "Different dtype-related bugs in different models and code paths." + }, + { + "left": "issue:43550", + "right": "issue:45083", + "accept": false, + "reason": "torch.compile SDPA failure in Bamba-9B-v2 is unrelated to qwen3_omni_moe length helper behavior." + }, + { + "left": "issue:45593", + "right": "issue:47000", + "accept": false, + "reason": "Aux-loss omission in D-FINE is not the same as RTDetr loss infeasibility." + }, + { + "left": "issue:27957", + "right": "issue:34689", + "accept": false, + "reason": "Flash Attention 2 support issue for XLMRoberta is unrelated to Llama 3.2 Vision model loading regression." + }, + { + "left": "issue:38175", + "right": "issue:44493", + "accept": false, + "reason": "Zero probabilities in SigLIP2 and unexpected position-id keys are different model-specific issues." + }, + { + "left": "issue:44464", + "right": "issue:46424", + "accept": false, + "reason": "Chunked generation inconsistency with compiled forward is unrelated to cache max length handling." + }, + { + "left": "issue:29942", + "right": "issue:35141", + "accept": false, + "reason": "Flash Attention 2 test failures and post-init reinitializing output embeddings are unrelated." + }, + { + "left": "issue:29870", + "right": "issue:32090", + "accept": false, + "reason": "BART `generate()` decoder mask bug is unrelated to `_gpu_broadcast_one` NoneType broadcasting." + }, + { + "left": "issue:45290", + "right": "issue:45381", + "accept": false, + "reason": "Chat-template tool-call crash and qwen2.5-vl video position-id bug are different issues." + }, + { + "left": "issue:10000", + "right": "issue:15354", + "accept": false, + "reason": "DistilBertModel error in German and TorchScript generator-expression limitation in ViT are unrelated." + }, + { + "left": "issue:43278", + "right": "issue:43329", + "accept": false, + "reason": "dtype change during evaluate and undefined video-token helper variables are unrelated." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "Grounded overall. The packet contains only issues, so the \u2018no PRs\u2019 summary is correct. The lone accepted soft-edge pair, issue:45310 and issue:45478, is supported by the identical title and closely matching Qwen3.5 MoE from_pretrained symptom. The other soft-edge rejections are conservative and do not overclaim equivalence." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 27, + "review_unit_index": 33, + "review_unit_count": 63, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-516", + "nodes": [ + "issue:25251", + "issue:29127", + "issue:29870", + "issue:32090", + "issue:33290", + "issue:33357", + "issue:34567", + "issue:37428", + "issue:39692", + "issue:40444", + "issue:41720", + "issue:42175", + "issue:42490", + "issue:43278", + "issue:43381", + "issue:43526", + "issue:43575", + "issue:43701", + "issue:43873", + "issue:43927", + "issue:43976", + "issue:44186", + "issue:44360", + "issue:44361", + "issue:44448", + "issue:44466", + "issue:44561", + "issue:44568", + "issue:44779", + "issue:44855", + "issue:44871", + "issue:44977", + "issue:45198", + "issue:45229", + "issue:45290", + "issue:45440", + "issue:45491", + "issue:45588", + "issue:45698", + "issue:45803", + "issue:45823", + "issue:45920", + "issue:46192", + "issue:46399", + "issue:46421", + "issue:46655", + "issue:46858" + ], + "soft_pairs": [ + "issue:37428|issue:42175", + "issue:45290|issue:46655", + "issue:29870|issue:33290", + "issue:44448|issue:44977", + "issue:44360|issue:44561", + "issue:43278|issue:43381", + "issue:44855|issue:46399", + "issue:40444|issue:43526", + "issue:32090|issue:33290", + "issue:45920|issue:46192", + "issue:43927|issue:45698", + "issue:44977|issue:45229", + "issue:42490|issue:43873", + "issue:46421|issue:46858", + "issue:25251|issue:32090", + "issue:43381|issue:43701", + "issue:43873|issue:45229", + "issue:44448|issue:44466", + "issue:43976|issue:45440", + "issue:44871|issue:44977", + "issue:29127|issue:34567", + "issue:33357|issue:39692", + "issue:43278|issue:43575", + "issue:44561|issue:44779", + "issue:45588|issue:45823", + "issue:44568|issue:45491", + "issue:44361|issue:45198", + "issue:44186|issue:45198", + "issue:45198|issue:45803", + "issue:41720|issue:45229" + ], + "prepared_review_unit_hash": "96c31c16fce5db573a8538730c1c271139aa14fc2ad39138fa5e114292105515", + "component_budget": { + "node_count": 516, + "item_count": 516, + "soft_pair_count": 1900, + "serialized_chars": 985312, + "estimated_input_tokens": 246328, + "estimated_eval_tokens": 492912 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 30, + "serialized_chars": 36458, + "estimated_input_tokens": 9115, + "estimated_eval_tokens": 18486 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The soft pairs are overwhelmingly false positives: they span unrelated subsystems, models, and failure modes, with no convincing duplicate cluster or mergeable PR pair here.", + "confidence": 0.99, + "canonical_issue_reason": "No canonical issue stands out because the items do not form a single underlying bug cluster; the pairwise similarities are superficial.", + "canonical_pr_reason": null, + "best_issue_reason": "No issue is a strong global representative; the set is heterogeneous and lacks a shared code-path or concrete duplicate target.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:37428", + "right": "issue:42175", + "accept": false, + "reason": "Unrelated failures: a flash-attention import error vs missing TensorFlow in a torch-only install." + }, + { + "left": "issue:45290", + "right": "issue:46655", + "accept": false, + "reason": "Different code paths: chat template tool-call crash vs video processor padding bug." + }, + { + "left": "issue:29870", + "right": "issue:33290", + "accept": false, + "reason": "Bart generation UnboundLocalError is unrelated to Adafactor/DeepSpeed OOM." + }, + { + "left": "issue:44448", + "right": "issue:44977", + "accept": false, + "reason": "Different models and bugs: Pegasus output regression vs Qwen3.5 flash-attention generation failure." + }, + { + "left": "issue:44360", + "right": "issue:44561", + "accept": false, + "reason": "DSA/ReLU discussion is unrelated to removal of a torch.fx helper breaking trust_remote_code." + }, + { + "left": "issue:43278", + "right": "issue:43381", + "accept": false, + "reason": "Eval dtype drift and eval-mode gradient checkpointing are separate issues." + }, + { + "left": "issue:44855", + "right": "issue:46399", + "accept": false, + "reason": "Both mention decorator/scripted code, but they are different model-specific import/registration bugs." + }, + { + "left": "issue:40444", + "right": "issue:43526", + "accept": false, + "reason": "Qwen2.5-VL iterable-dataset multi-image failure is unrelated to BeitImageProcessorFast label reduction." + }, + { + "left": "issue:32090", + "right": "issue:33290", + "accept": false, + "reason": "Trainer _gpu_broadcast_one NoneType error is unrelated to Adafactor memory usage in DeepSpeed." + }, + { + "left": "issue:45920", + "right": "issue:46192", + "accept": false, + "reason": "Wrong token IDs in AutoTokenizer is unrelated to return_tensors being ignored when text_kwargs is passed." + }, + { + "left": "issue:43927", + "right": "issue:45698", + "accept": false, + "reason": "Both are save/load regressions, but one loses config token IDs while the other loads the wrong custom module." + }, + { + "left": "issue:44977", + "right": "issue:45229", + "accept": false, + "reason": "Flash-attention generation failure is unrelated to Gemma4 multi-GPU CUDA OOM." + }, + { + "left": "issue:42490", + "right": "issue:43873", + "accept": false, + "reason": "Trailing-slash import warning is unrelated to quantization/offloading behavior." + }, + { + "left": "issue:46421", + "right": "issue:46858", + "accept": false, + "reason": "Both involve cache/compile mechanics, but one is recompilation noise and the other is a device-tensor arithmetic bug." + }, + { + "left": "issue:25251", + "right": "issue:32090", + "accept": false, + "reason": "Pipeline top_k nesting bug is unrelated to Trainer broadcast/type handling." + }, + { + "left": "issue:43381", + "right": "issue:43701", + "accept": false, + "reason": "Gradient checkpointing in eval mode is unrelated to resume_from_checkpoint key mismatch." + }, + { + "left": "issue:43873", + "right": "issue:45229", + "accept": false, + "reason": "Quantization/offloading not working and multi-GPU OOM are different memory-management problems." + }, + { + "left": "issue:44448", + "right": "issue:44466", + "accept": false, + "reason": "Pegasus v4/v5 output differences and lm_head serialization inconsistency are distinct bugs." + }, + { + "left": "issue:43976", + "right": "issue:45440", + "accept": false, + "reason": "Python version support regression is unrelated to DeepSeekV3MoE divergence from remote implementation." + }, + { + "left": "issue:44871", + "right": "issue:44977", + "accept": false, + "reason": "Gemma eos_token_id mismatch and Qwen3.5 flash-attention generation failure are unrelated." + }, + { + "left": "issue:29127", + "right": "issue:34567", + "accept": false, + "reason": "LayoutLMv3 error-message clarity is unrelated to TrainerState token counting not updating." + }, + { + "left": "issue:33357", + "right": "issue:39692", + "accept": false, + "reason": "MacOS CLIP bus error and SigLIP2 documentation errors are different issues." + }, + { + "left": "issue:43278", + "right": "issue:43575", + "accept": false, + "reason": "Eval dtype change is unrelated to Qwen2-57B tensor-parallel OOM." + }, + { + "left": "issue:44561", + "right": "issue:44779", + "accept": false, + "reason": "Broken trust_remote_code after API removal is unrelated to DeepSeek tokenizer regression." + }, + { + "left": "issue:45588", + "right": "issue:45823", + "accept": false, + "reason": "Flash-attention s_aux=None crash and Gemma4 PLE device mismatch are different forward-pass bugs." + }, + { + "left": "issue:44568", + "right": "issue:45491", + "accept": false, + "reason": "Tokenizer special-token handling is unrelated to Gemma3 NaN embeddings from sliding-window attention." + }, + { + "left": "issue:44361", + "right": "issue:45198", + "accept": false, + "reason": "MLukeTokenizer AttributeError is unrelated to Wav2Vec2 save_pretrained/tokenization failure." + }, + { + "left": "issue:44186", + "right": "issue:45198", + "accept": false, + "reason": "LayoutLMv2 tokenizer crash and Wav2Vec2 save/tokenization failure are unrelated." + }, + { + "left": "issue:45198", + "right": "issue:45803", + "accept": false, + "reason": "Wav2Vec2 save/tokenization failure is unrelated to FuyuBatchFeature's bare-except bug." + }, + { + "left": "issue:41720", + "right": "issue:45229", + "accept": false, + "reason": "Qwen3 auto device mapping assert and Gemma4 multi-GPU OOM are distinct multi-GPU 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": 27, + "review_unit_index": 34, + "review_unit_count": 63, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-516", + "nodes": [ + "issue:27957", + "issue:29127", + "issue:29870", + "issue:29942", + "issue:30064", + "issue:33290", + "issue:33357", + "issue:34689", + "issue:35141", + "issue:42490", + "issue:42915", + "issue:42994", + "issue:43065", + "issue:43066", + "issue:43381", + "issue:43412", + "issue:43421", + "issue:43575", + "issue:43611", + "issue:43653", + "issue:43701", + "issue:43756", + "issue:43994", + "issue:44206", + "issue:44265", + "issue:44387", + "issue:44442", + "issue:44462", + "issue:44479", + "issue:44743", + "issue:44977", + "issue:45072", + "issue:45198", + "issue:45245", + "issue:45372", + "issue:45406", + "issue:45412", + "issue:45440", + "issue:45459", + "issue:45491", + "issue:45563", + "issue:45588", + "issue:45593", + "issue:45712", + "issue:46121", + "issue:46369", + "issue:46693", + "issue:46701" + ], + "soft_pairs": [ + "issue:43611|issue:46121", + "issue:44977|issue:45563", + "issue:29870|issue:34689", + "issue:29942|issue:30064", + "issue:43653|issue:44743", + "issue:44206|issue:44479", + "issue:42915|issue:42994", + "issue:43756|issue:45440", + "issue:43653|issue:44442", + "issue:43065|issue:45412", + "issue:43065|issue:43994", + "issue:44265|issue:45198", + "issue:43575|issue:43701", + "issue:29127|issue:33357", + "issue:43412|issue:45588", + "issue:45491|issue:46693", + "issue:42490|issue:43381", + "issue:45372|issue:45588", + "issue:29127|issue:35141", + "issue:45245|issue:45563", + "issue:45459|issue:45712", + "issue:45440|issue:45593", + "issue:43994|issue:45412", + "issue:45406|issue:46701", + "issue:43575|issue:44387", + "issue:43421|issue:45491", + "issue:45372|issue:45406", + "issue:43066|issue:44462", + "issue:45412|issue:46369", + "issue:44442|issue:45072", + "issue:45372|issue:45459", + "issue:27957|issue:33290" + ], + "prepared_review_unit_hash": "3fd8d840861372c93ef5828ab76e3e09b1494e818933dd77d7b933d83d7742b7", + "component_budget": { + "node_count": 516, + "item_count": 516, + "soft_pair_count": 1900, + "serialized_chars": 985312, + "estimated_input_tokens": 246328, + "estimated_eval_tokens": 492912 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 32, + "serialized_chars": 37287, + "estimated_input_tokens": 9322, + "estimated_eval_tokens": 18900 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "These items are a heterogeneous set of unrelated bugs across model loading, tokenization, quantization, generation, and exporter paths. None of the soft-edge pairs look like the same underlying defect, so there is no clear duplicate cluster here.", + "confidence": 0.97, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": null, + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43611", + "right": "issue:46121", + "accept": false, + "reason": "Different failure classes: base_model_prefix loading regression vs rope-validation TypeError from JSON-loaded lists." + }, + { + "left": "issue:44977", + "right": "issue:45563", + "accept": false, + "reason": "Qwen3.5 flash-attention generation bug vs a stale warning in paged generate(); no shared code-path bug." + }, + { + "left": "issue:29870", + "right": "issue:34689", + "accept": false, + "reason": "BART generate() decoder mask bug vs Llama 3.2 Vision model loading breakage; unrelated symptoms and components." + }, + { + "left": "issue:29942", + "right": "issue:30064", + "accept": false, + "reason": "Flash Attention 2 tests vs image processor segmentation-map handling; different subsystems." + }, + { + "left": "issue:43653", + "right": "issue:44743", + "accept": false, + "reason": "Tokenizer special-token decode bug vs Qwen recurrent-state reset logic; not the same underlying issue." + }, + { + "left": "issue:44206", + "right": "issue:44479", + "accept": false, + "reason": "Feature extractor center-arg regression vs video-input regression for Qwen VL models; unrelated code paths." + }, + { + "left": "issue:42915", + "right": "issue:42994", + "accept": false, + "reason": "FP8 config failure in Qwen3Moe vs quantized model saving failure; different operations and errors." + }, + { + "left": "issue:43756", + "right": "issue:45440", + "accept": false, + "reason": "Smollm3 RoPE-layer mismatch vs DeepseekV3MoE implementation divergence; both model-specific but not the same bug." + }, + { + "left": "issue:43653", + "right": "issue:44442", + "accept": false, + "reason": "BigBirdTokenizer decode issue vs AutoTokenizer loading FastSpeech2ConformerTokenizer; different tokenizer bugs." + }, + { + "left": "issue:43065", + "right": "issue:45412", + "accept": false, + "reason": "Dummy Conv2d placeholder in Sam3PixelDecoder vs RT-DETR memory leak on deletion; unrelated." + }, + { + "left": "issue:43065", + "right": "issue:43994", + "accept": false, + "reason": "Placeholder layer cleanup issue vs SigLIP2 model output regression; no shared defect." + }, + { + "left": "issue:44265", + "right": "issue:45198", + "accept": false, + "reason": "torch.export failure with torch_compilable_check vs Wav2Vec2 save/tokenization failure; different code paths." + }, + { + "left": "issue:43575", + "right": "issue:43701", + "accept": false, + "reason": "OOM when loading a large model with tensor parallelism vs checkpoint resume key mismatch; unrelated." + }, + { + "left": "issue:29127", + "right": "issue:33357", + "accept": false, + "reason": "LayoutLMv3 validation error message vs MacOS CLIP bus error; different models and failure modes." + }, + { + "left": "issue:43412", + "right": "issue:45588", + "accept": false, + "reason": "Executorch export guard/erfinv issue vs flash_attention.py crash on s_aux=None; unrelated exporter vs attention helper bugs." + }, + { + "left": "issue:45491", + "right": "issue:46693", + "accept": false, + "reason": "Gemma3 NaNs from sliding-window/all-padding logic vs Flash Attention 2 performance regression; correctness vs performance and different model scope." + }, + { + "left": "issue:42490", + "right": "issue:43381", + "accept": false, + "reason": "Local-path import warning vs gradient checkpointing eval-mode restriction; no common bug." + }, + { + "left": "issue:45372", + "right": "issue:45588", + "accept": false, + "reason": "Gemma 4 processor import failure vs flash_attention.py s_aux=None crash; different layers of the stack." + }, + { + "left": "issue:29127", + "right": "issue:35141", + "accept": false, + "reason": "LayoutLMv3 error-message clarity vs embedding reinitialization after resize; unrelated." + }, + { + "left": "issue:45245", + "right": "issue:45563", + "accept": false, + "reason": "Category-cardinality runtime limit vs stale generate() warning; unrelated behavior." + }, + { + "left": "issue:45459", + "right": "issue:45712", + "accept": false, + "reason": "Tokenizer exception masking due to protobuf handling vs leftover dummy classes leaking into API surface; unrelated." + }, + { + "left": "issue:45440", + "right": "issue:45593", + "accept": false, + "reason": "DeepseekV3MoE divergence vs D-FINE auxiliary-loss logic; different models and bugs." + }, + { + "left": "issue:43994", + "right": "issue:45412", + "accept": false, + "reason": "SigLIP2 inference regression vs RT-DETR memory leak; unrelated." + }, + { + "left": "issue:45406", + "right": "issue:46701", + "accept": false, + "reason": "Gemma4Processor serve crash vs DiffusionGemmaGenerationOutput pipeline failure; related model family but not the same concrete bug." + }, + { + "left": "issue:43575", + "right": "issue:44387", + "accept": false, + "reason": "Model-loading OOM for one large Qwen checkpoint vs int4 quantization reserved-memory regression; both OOMs, but different causes and fixes." + }, + { + "left": "issue:43421", + "right": "issue:45491", + "accept": false, + "reason": "Runtime special-token post-processing bug vs Gemma3 NaN embeddings; tokenizer mutation vs attention numerics." + }, + { + "left": "issue:45372", + "right": "issue:45406", + "accept": false, + "reason": "Import-time ReasoningEffort dependency break vs missing _tokenizer attribute in serve; likely related area, but not the same failure." + }, + { + "left": "issue:43066", + "right": "issue:44462", + "accept": false, + "reason": "Wrong decoder type in Transformers v5 vs AutoTokenizer ignoring tokenizer.json; both tokenizer loading issues, but distinct bugs." + }, + { + "left": "issue:45412", + "right": "issue:46369", + "accept": false, + "reason": "RT-DETR memory leak vs sam3-litetext memory overflow; both memory-related but different models and mechanisms." + }, + { + "left": "issue:44442", + "right": "issue:45072", + "accept": false, + "reason": "AutoTokenizer loading failure vs bfloat16 dtype mismatch in inference wrappers; unrelated." + }, + { + "left": "issue:45372", + "right": "issue:45459", + "accept": false, + "reason": "Gemma 4 processor import breakage vs protobuf-related tokenizer error masking; different root causes." + }, + { + "left": "issue:27957", + "right": "issue:33290", + "accept": false, + "reason": "XLMRoberta Flash Attention 2 support vs Adafactor+DeepSpeed OOM; both performance-related, but not the same bug." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 27, + "review_unit_index": 35, + "review_unit_count": 63, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-516", + "nodes": [ + "issue:27957", + "issue:29127", + "issue:29870", + "issue:33290", + "issue:34689", + "issue:35141", + "issue:42175", + "issue:42490", + "issue:42915", + "issue:43262", + "issue:43316", + "issue:43334", + "issue:43381", + "issue:43525", + "issue:43526", + "issue:43531", + "issue:43646", + "issue:43720", + "issue:43761", + "issue:43824", + "issue:43873", + "issue:43931", + "issue:43994", + "issue:44077", + "issue:44186", + "issue:44206", + "issue:44279", + "issue:44442", + "issue:44479", + "issue:44514", + "issue:44743", + "issue:44811", + "issue:44857", + "issue:44898", + "issue:44977", + "issue:45245", + "issue:45250", + "issue:45381", + "issue:45588", + "issue:45834", + "issue:45859", + "issue:46121", + "issue:46234", + "issue:46369", + "issue:46399", + "issue:46640", + "issue:46693", + "issue:46821" + ], + "soft_pairs": [ + "issue:43526|issue:45834", + "issue:27957|issue:29127", + "issue:43824|issue:44279", + "issue:33290|issue:34689", + "issue:33290|issue:35141", + "issue:43526|issue:46693", + "issue:44857|issue:45588", + "issue:43994|issue:46369", + "issue:43526|issue:44186", + "issue:43334|issue:43531", + "issue:42915|issue:43931", + "issue:45250|issue:46640", + "issue:43381|issue:43873", + "issue:45588|issue:46821", + "issue:43646|issue:44077", + "issue:46121|issue:46399", + "issue:44514|issue:45381", + "issue:43761|issue:45859", + "issue:44977|issue:45245", + "issue:44743|issue:44811", + "issue:44442|issue:44898", + "issue:43262|issue:44206", + "issue:42490|issue:44743", + "issue:27957|issue:29870", + "issue:43720|issue:44442", + "issue:42175|issue:46234", + "issue:43316|issue:43525", + "issue:44077|issue:44479" + ], + "prepared_review_unit_hash": "9116f08dda56cb8c6ef8a788d78f6102ab6fb814d078a92febdaf4e82f0e85b6", + "component_budget": { + "node_count": 516, + "item_count": 516, + "soft_pair_count": 1900, + "serialized_chars": 985312, + "estimated_input_tokens": 246328, + "estimated_eval_tokens": 492912 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 28, + "serialized_chars": 35983, + "estimated_input_tokens": 8996, + "estimated_eval_tokens": 18248 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is highly heterogeneous: most items are unrelated issue reports that only overlap on broad keywords like \"flash attention\", \"Qwen\", or generic loading/runtime failures. I found no soft-edge pair that looks like the same underlying bug or change, so none should be merged as duplicates.", + "confidence": 0.9, + "canonical_issue_reason": "No strong canonical issue exists because the cluster does not represent one coherent bug family. If a placeholder representative is needed, issue:45250 is the broadest and most generic flash-attention-related title, but it is not a true center.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue:45250 is the least specific, most broadly named issue in the set, so it is the best weak representative only as a placeholder. It should not be treated as a real duplicate anchor for the rest of the cluster.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43526", + "right": "issue:45834", + "accept": false, + "reason": "Different models and failure modes: BeitImageProcessorFast label reduction vs Kosmos2.5 long OCR indexing." + }, + { + "left": "issue:27957", + "right": "issue:29127", + "accept": false, + "reason": "Unrelated topics: XLM-RoBERTa Flash Attention 2 support vs LayoutLMv3 box-validation error messaging." + }, + { + "left": "issue:43824", + "right": "issue:44279", + "accept": false, + "reason": "One is a specific Qwen2.5-VL import error; the other is a vague dependency issue and not the same code path." + }, + { + "left": "issue:33290", + "right": "issue:34689", + "accept": false, + "reason": "Deepspeed+Adafactor OOM is unrelated to Llama 3.2 Vision model loading regression." + }, + { + "left": "issue:33290", + "right": "issue:35141", + "accept": false, + "reason": "Optimizer memory/OOM behavior is unrelated to embedding resize/post_init reinitialization." + }, + { + "left": "issue:43526", + "right": "issue:46693", + "accept": false, + "reason": "ImageProcessor label handling is unrelated to FA2 long-context performance regression." + }, + { + "left": "issue:44857", + "right": "issue:45588", + "accept": false, + "reason": "Different components and bugs: LwDETR AMP crash vs flash_attention.py AttributeError on sink-less models." + }, + { + "left": "issue:43994", + "right": "issue:46369", + "accept": false, + "reason": "SIGLIP2 inference quality issue is unrelated to SAM3 LiteText memory overflow." + }, + { + "left": "issue:43526", + "right": "issue:44186", + "accept": false, + "reason": "BeitImageProcessorFast label reduction is unrelated to LayoutLMv2Tokenizer NER/padding crashes." + }, + { + "left": "issue:43334", + "right": "issue:43531", + "accept": false, + "reason": "Both are Qwen-related, but one is a missing pad_token_id attribute and the other is a sliding_window bug; not the same defect." + }, + { + "left": "issue:42915", + "right": "issue:43931", + "accept": false, + "reason": "Qwen3Moe FineGrainedFP8Config failure and Qwen3-VL weight-shape mismatch are different loading/configuration issues." + }, + { + "left": "issue:45250", + "right": "issue:46640", + "accept": false, + "reason": "Both mention Flash Attention 2, but the titles are too generic to show the same concrete bug or fix." + }, + { + "left": "issue:43381", + "right": "issue:43873", + "accept": false, + "reason": "Gradient-checkpointing eval-mode restriction is unrelated to quantization offload behavior." + }, + { + "left": "issue:45588", + "right": "issue:46821", + "accept": false, + "reason": "flash_attention.py sinkless-model crash is unrelated to TimesFM window_size AttributeError." + }, + { + "left": "issue:43646", + "right": "issue:44077", + "accept": false, + "reason": "Custom model initialization breakage is a different API issue than patchtsmixer's post_init allowance." + }, + { + "left": "issue:46121", + "right": "issue:46399", + "accept": false, + "reason": "rope-validation TypeError from JSON-loaded lists is unrelated to Qwen3.5 kernel registration missing decorator." + }, + { + "left": "issue:44514", + "right": "issue:45381", + "accept": false, + "reason": "Both are Qwen2.5-VL, but one crashes on batched chat-template padding and the other has wrong video vision_position_ids." + }, + { + "left": "issue:43761", + "right": "issue:45859", + "accept": false, + "reason": "CLIPVisionModel hidden_states regression is unrelated to Qwen3_5Moe CPU offload compatibility." + }, + { + "left": "issue:44977", + "right": "issue:45245", + "accept": false, + "reason": "Flash-attention generation bug and category-cardinality runtime error are completely unrelated." + }, + { + "left": "issue:44743", + "right": "issue:44811", + "accept": false, + "reason": "Recurrent-state reset in modular_qwen3_5.py is unrelated to Whisper batch_decode skip_special_tokens handling." + }, + { + "left": "issue:44442", + "right": "issue:44898", + "accept": false, + "reason": "Tokenizer loading failure is unrelated to Perceiver non-default-resolution interpolation failure." + }, + { + "left": "issue:42175", + "right": "issue:46234", + "accept": false, + "reason": "Packaging/backends dependency issue is unrelated to a missing import_utils helper function." + }, + { + "left": "issue:43316", + "right": "issue:43525", + "accept": false, + "reason": "Both are config-API discrepancies, but for different models and different missing fields; not one underlying bug." + }, + { + "left": "issue:44077", + "right": "issue:44479", + "accept": false, + "reason": "patchtsmixer post_init policy and Qwen video-input regression are unrelated changes." + }, + { + "left": "issue:27957", + "right": "issue:29870", + "accept": false, + "reason": "Flash Attention 2 support for XLM-RoBERTa is unrelated to BART generate decoder_attention_mask initialization." + }, + { + "left": "issue:43720", + "right": "issue:44442", + "accept": false, + "reason": "BitNet packed-weight loading bug is unrelated to FastSpeech2Conformer tokenizer loading." + }, + { + "left": "issue:42175", + "right": "issue:46234", + "accept": false, + "reason": "Dependency/backend installation issue and missing import utility symbol are not the same defect." + }, + { + "left": "issue:43316", + "right": "issue:43525", + "accept": false, + "reason": "Gemma3TextConfig API discrepancy and Llama4Config missing pad_token_id are different model-specific configuration problems." + }, + { + "left": "issue:44077", + "right": "issue:44479", + "accept": false, + "reason": "patchtsmixer post_init constraint does not match Qwen video regression." + } + ] + }, + "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": 27, + "review_unit_index": 36, + "review_unit_count": 63, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-516", + "nodes": [ + "issue:16998", + "issue:22355", + "issue:25251", + "issue:27957", + "issue:28282", + "issue:32090", + "issue:42617", + "issue:42907", + "issue:43232", + "issue:43316", + "issue:43388", + "issue:43493", + "issue:43550", + "issue:43575", + "issue:43606", + "issue:43643", + "issue:43701", + "issue:43742", + "issue:43749", + "issue:43761", + "issue:43827", + "issue:43873", + "issue:43931", + "issue:44062", + "issue:44079", + "issue:44188", + "issue:44190", + "issue:44442", + "issue:44496", + "issue:44855", + "issue:44871", + "issue:44913", + "issue:44987", + "issue:45003", + "issue:45137", + "issue:45216", + "issue:45325", + "issue:45440", + "issue:45698", + "issue:45759", + "issue:45803", + "issue:45907", + "issue:46178", + "issue:46506", + "issue:46697", + "issue:46829", + "issue:46932" + ], + "soft_pairs": [ + "issue:45003|issue:45440", + "issue:43493|issue:43827", + "issue:43873|issue:44871", + "issue:44062|issue:45907", + "issue:45325|issue:46697", + "issue:44855|issue:45137", + "issue:43643|issue:44913", + "issue:43316|issue:45759", + "issue:44987|issue:46178", + "issue:43749|issue:43931", + "issue:44190|issue:44496", + "issue:42617|issue:43575", + "issue:43701|issue:46506", + "issue:43931|issue:45216", + "issue:44442|issue:45803", + "issue:43550|issue:43701", + "issue:43232|issue:43388", + "issue:43575|issue:43742", + "issue:43761|issue:44079", + "issue:27957|issue:32090", + "issue:43761|issue:44188", + "issue:43606|issue:43701", + "issue:25251|issue:28282", + "issue:46829|issue:46932", + "issue:42907|issue:45698", + "issue:16998|issue:22355" + ], + "prepared_review_unit_hash": "3a9b11e7921f7313b32dc6b133a549990ef939edd346bd9837adbbd1b7d43fab", + "component_budget": { + "node_count": 516, + "item_count": 516, + "soft_pair_count": 1900, + "serialized_chars": 985312, + "estimated_input_tokens": 246328, + "estimated_eval_tokens": 492912 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 26, + "serialized_chars": 34925, + "estimated_input_tokens": 8732, + "estimated_eval_tokens": 17720 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The set is heterogeneous: the similarity links are mostly superficial and do not describe the same underlying bug or change. No PRs are present. If a single issue must represent the cluster, #43873 is the broadest and most active candidate, but the items do not form a true duplicate group.", + "confidence": 0.91, + "canonical_issue_reason": "#43873 is the most general and actively discussed issue in the set, with inbound references and a broad runtime/quantization/offloading scope; it is the best single representative if one must be chosen.", + "canonical_pr_reason": null, + "best_issue_reason": "#43873 is the strongest standalone issue: it is open, broadly relevant, and likely to attract follow-up fixes compared with the narrower, model-specific reports here.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45003", + "right": "issue:45440", + "accept": false, + "reason": "Both touch modeling internals, but one is a sys.modules safety bug and the other is a native-vs-remote DeepSeekV3 behavior mismatch; not the same code-path problem." + }, + { + "left": "issue:43493", + "right": "issue:43827", + "accept": false, + "reason": "One reports a SigLIP2 implementation discrepancy; the other is a docs issue about stale pipeline references. Same repo area, different bug class." + }, + { + "left": "issue:43873", + "right": "issue:44871", + "accept": false, + "reason": "Quantization/offloading behavior and Gemma eos_token_id config inconsistency are unrelated issues." + }, + { + "left": "issue:44062", + "right": "issue:45907", + "accept": false, + "reason": "AddedToken duplicate keyword handling and list_repo_files missing revision forwarding are unrelated API bugs." + }, + { + "left": "issue:45325", + "right": "issue:46697", + "accept": false, + "reason": "Both concern vision preprocessing, but one is rope/index scaling in Qwen2.5-VL and the other is over-padding in Swin2SR; not mergeable as one fix." + }, + { + "left": "issue:44855", + "right": "issue:45137", + "accept": false, + "reason": "Python 3.13 torch.jit parsing failure and DeepSpeed ZeRO3 deque underflow are separate runtime failures." + }, + { + "left": "issue:43643", + "right": "issue:44913", + "accept": false, + "reason": "Missing fields from trust_remote_code AutoConfig loading is unrelated to GPTNeoX rotary_pct not persisting on reload." + }, + { + "left": "issue:43316", + "right": "issue:45759", + "accept": false, + "reason": "Gemma3TextConfig API mismatch and Qwen multimodal text_config unwrapping are both config-shape issues, but they affect different model families and code paths." + }, + { + "left": "issue:44987", + "right": "issue:46178", + "accept": false, + "reason": "Loading a specific repo failing in transformers>=5.1.0 and tensorflow_text being an unmapped backend are different loader/backend problems." + }, + { + "left": "issue:43749", + "right": "issue:43931", + "accept": false, + "reason": "FSDP CPU RAM efficient loading and a Qwen3-VL weight-shape mismatch are distinct model-loading failures." + }, + { + "left": "issue:44190", + "right": "issue:44496", + "accept": false, + "reason": "Local dataset loading in an example script and an unrecognized model/config.json issue are unrelated." + }, + { + "left": "issue:42617", + "right": "issue:43575", + "accept": false, + "reason": "3d_parallel.py execution failure and Qwen2-57B-A14B-Instruct tp OOM are different training/inference problems." + }, + { + "left": "issue:43701", + "right": "issue:46506", + "accept": false, + "reason": "Resume checkpoint key mismatch and CPU/CUDA divergence in PPDocLayoutV3 are not the same underlying bug." + }, + { + "left": "issue:43931", + "right": "issue:45216", + "accept": false, + "reason": "A model weight-shape mismatch and a save_pretrained regression in Qwen3.5 are both model-related, but they concern different phases and failures." + }, + { + "left": "issue:44442", + "right": "issue:45803", + "accept": false, + "reason": "AutoTokenizer failing for one tokenizer class and a bare except swallowing errors in FuyuBatchFeature are separate tokenizer/preprocessing bugs." + }, + { + "left": "issue:43550", + "right": "issue:43701", + "accept": false, + "reason": "torch.compile/SDPA failure in Bamba-9B-v2 and resume_from_checkpoint key mismatch are unrelated." + }, + { + "left": "issue:43232", + "right": "issue:43388", + "accept": false, + "reason": "Generation kwargs update after sync_gpus and gather_for_metrics truncation of tuple labels are different training/runtime issues." + }, + { + "left": "issue:43575", + "right": "issue:43742", + "accept": false, + "reason": "TP OOM when loading Qwen2-57B-A14B-Instruct and MobileLLM key error are distinct model-loading failures." + }, + { + "left": "issue:43761", + "right": "issue:44079", + "accept": false, + "reason": "CLIPVisionModel hidden_states regression and ModelOutput key assignment from None are not the same bug, even if both affect outputs." + }, + { + "left": "issue:27957", + "right": "issue:32090", + "accept": false, + "reason": "Flash Attention 2 support for XLMRoberta and a Trainer _gpu_broadcast_one NoneType error are unrelated." + }, + { + "left": "issue:43761", + "right": "issue:44188", + "accept": false, + "reason": "Hidden_states regression in CLIPVisionModel and attention-kernel divergence under torch.compile involve different components and failure modes." + }, + { + "left": "issue:43606", + "right": "issue:43701", + "accept": false, + "reason": "CPU offload device mismatch for bark-small and checkpoint resume key mismatch are unrelated." + }, + { + "left": "issue:25251", + "right": "issue:28282", + "accept": false, + "reason": "Pipeline top_k output nesting and missing PyTorch for AutoModel are separate issues." + }, + { + "left": "issue:46829", + "right": "issue:46932", + "accept": false, + "reason": "VideoPrism hidden_states misassignment and Gemma4 dtype casting for quantized embedders are different model-specific bugs." + }, + { + "left": "issue:42907", + "right": "issue:45698", + "accept": false, + "reason": "Saving dequantized Ministrals/Devstrals and loading the wrong custom module after save_pretrained are both save/load-related, but they are different root causes." + }, + { + "left": "issue:16998", + "right": "issue:22355", + "accept": false, + "reason": "model_max_length handling for DeBERTa-V3 and missing transformers.onnx module 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": 27, + "review_unit_index": 37, + "review_unit_count": 63, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-516", + "nodes": [ + "issue:43065", + "issue:43295", + "issue:43316", + "issue:43352", + "issue:43404", + "issue:43441", + "issue:43452", + "issue:43504", + "issue:43540", + "issue:43572", + "issue:43646", + "issue:43650", + "issue:43716", + "issue:43825", + "issue:44077", + "issue:44162", + "issue:44242", + "issue:44464", + "issue:44496", + "issue:44514", + "issue:44534", + "issue:44610", + "issue:44617", + "issue:44792", + "issue:44871", + "issue:44913", + "issue:44977", + "issue:45127", + "issue:45200", + "issue:45542", + "issue:45584", + "issue:45600", + "issue:45632", + "issue:45698", + "issue:45803", + "issue:46050", + "issue:46170", + "issue:46178", + "issue:46202", + "issue:46234", + "issue:46291", + "issue:46365", + "issue:46369", + "issue:46421", + "issue:46424", + "issue:46640", + "issue:46821", + "issue:46894" + ], + "soft_pairs": [ + "issue:43295|issue:43825", + "issue:43295|issue:44871", + "issue:44871|issue:45584", + "issue:46234|issue:46291", + "issue:44077|issue:44534", + "issue:43316|issue:43716", + "issue:43316|issue:46821", + "issue:44464|issue:46421", + "issue:43452|issue:44496", + "issue:43646|issue:44913", + "issue:44871|issue:46050", + "issue:45803|issue:46365", + "issue:44162|issue:44792", + "issue:43404|issue:43441", + "issue:44242|issue:46894", + "issue:43065|issue:44617", + "issue:43540|issue:44514", + "issue:44610|issue:46369", + "issue:45632|issue:46424", + "issue:43572|issue:46178", + "issue:45542|issue:46234", + "issue:44792|issue:45600", + "issue:45803|issue:46170", + "issue:44792|issue:44977", + "issue:43504|issue:45698", + "issue:43650|issue:46202", + "issue:43352|issue:46640", + "issue:45127|issue:45200" + ], + "prepared_review_unit_hash": "d2cb5d65c3298a86d96dcde84849694721593646aeaeac784dc6e29fd50f084c", + "component_budget": { + "node_count": 516, + "item_count": 516, + "soft_pair_count": 1900, + "serialized_chars": 985312, + "estimated_input_tokens": 246328, + "estimated_eval_tokens": 492912 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 28, + "serialized_chars": 35930, + "estimated_input_tokens": 8983, + "estimated_eval_tokens": 18222 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly a grab bag of unrelated Transformers issues across model loading, config compatibility, processors, caching, and backend support. None of the soft pairs look like true duplicates of the same concrete bug/change, so I would not merge any of them.", + "confidence": 0.77, + "canonical_issue_reason": "issue:43646 is the broadest umbrella here: it describes a Transformers 5.0 custom model initialization regression, which is the closest thing to a central theme among several v5 load/config breakages in the set.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43646 is the best global anchor because it is the most general user-facing regression and plausibly groups several adjacent custom-model initialization/load failures, even though the rest of the cluster is not truly duplicate-heavy.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43295", + "right": "issue:43825", + "accept": false, + "reason": "Both involve v5-era API behavior, but one is a processor/tokenizer regression and the other is a pipeline error-message issue; different code paths and different fixes." + }, + { + "left": "issue:43295", + "right": "issue:44871", + "accept": false, + "reason": "One is about accessing processor.tokenizer and passing images to tokenizer; the other is a Gemma-3 eos_token_id config mismatch. Not the same bug." + }, + { + "left": "issue:44871", + "right": "issue:45584", + "accept": false, + "reason": "Both touch special-token handling, but one is a Gemma config inconsistency and the other is Whisper empty-transcription generation after align_special_tokens; different models and failure modes." + }, + { + "left": "issue:46234", + "right": "issue:46291", + "accept": false, + "reason": "Missing import-utils helper vs pipelines import failing due to kernels version/revision requirements; these are unrelated dependency/import issues." + }, + { + "left": "issue:44077", + "right": "issue:44534", + "accept": false, + "reason": "PatchTSMixer post_init policy and non-persistent buffer initialization are unrelated implementation bugs." + }, + { + "left": "issue:43316", + "right": "issue:43716", + "accept": false, + "reason": "Gemma3TextConfig API discrepancy and Mistral3 image-preprocessor dtype mismatch are different model-specific issues." + }, + { + "left": "issue:43316", + "right": "issue:46821", + "accept": false, + "reason": "A Gemma config API inconsistency and a TimesFM window_size AttributeError are not the same underlying bug." + }, + { + "left": "issue:44464", + "right": "issue:46421", + "accept": false, + "reason": "Both mention chunking/compile/cache behavior, but one is inconsistent generation under compiled forward and the other is lazy cache init causing recompilation; different mechanisms." + }, + { + "left": "issue:43452", + "right": "issue:44496", + "accept": false, + "reason": "GGUF loading breakage and an unrecognized model/config.json issue are both load failures, but they are different concrete causes." + }, + { + "left": "issue:43646", + "right": "issue:44913", + "accept": false, + "reason": "Custom model initialization breakage vs a GPTNeoXConfig field not persisting on reload; related in spirit, but not the same defect." + }, + { + "left": "issue:44871", + "right": "issue:46050", + "accept": false, + "reason": "Gemma eos_token_id mismatch and quantized save/load corruption are separate round-trip problems." + }, + { + "left": "issue:45803", + "right": "issue:46365", + "accept": false, + "reason": "Bare except swallowing interrupts in Fuyu tensor conversion is unrelated to Trainer import failures caused by datasets." + }, + { + "left": "issue:44162", + "right": "issue:44792", + "accept": false, + "reason": "ESM2 breakage and a janus image-generation test failure are different models and different failure points." + }, + { + "left": "issue:43404", + "right": "issue:43441", + "accept": false, + "reason": "Both involve Mistral-family models, but one is tied lm_head weights and the other is FlashAttention support; separate code paths." + }, + { + "left": "issue:44242", + "right": "issue:46894", + "accept": false, + "reason": "Both concern training loss behavior, but one is a router-logits loss omission and the other is a double-shift bug in ASR; not the same underlying change." + }, + { + "left": "issue:43065", + "right": "issue:44617", + "accept": false, + "reason": "A dummy Conv2d in Sam3PixelDecoder and a Sam3Video OOM are clearly different problems." + }, + { + "left": "issue:43540", + "right": "issue:44514", + "accept": false, + "reason": "Qwen3OmniMoe video-input processing crash and Qwen2_5_VLProcessor batched chat-template crash are different APIs and different bugs." + }, + { + "left": "issue:44610", + "right": "issue:46369", + "accept": false, + "reason": "Processor output-size mismatch for OmDet-Turbo and Sam3LiteText memory overflow are unrelated." + }, + { + "left": "issue:45632", + "right": "issue:46424", + "accept": false, + "reason": "Remote-code cache path collision and max_cache_length semantics are both cache-related, but they are different mechanisms and fixes." + }, + { + "left": "issue:43572", + "right": "issue:46178", + "accept": false, + "reason": "Missing pad_token_idx in a model config and a backend-mapping error for tensorflow_text are unrelated." + }, + { + "left": "issue:45542", + "right": "issue:46234", + "accept": false, + "reason": "TensorBoard/TensorFlow backend confusion and a missing import-utils capability are different dependency bugs." + }, + { + "left": "issue:44792", + "right": "issue:45600", + "accept": false, + "reason": "A janus test failure and broken auto_mappings references to removed Sam3LiteText configs are different CI regressions." + }, + { + "left": "issue:45803", + "right": "issue:46170", + "accept": false, + "reason": "Fuyu exception handling and Windows ROCm torch.distributed import issues have no shared code path." + }, + { + "left": "issue:44792", + "right": "issue:44977", + "accept": false, + "reason": "Different models and different failures: janus generation test vs Qwen3.5 flash-attention generation bug." + }, + { + "left": "issue:43504", + "right": "issue:45698", + "accept": false, + "reason": "Legacy field blocking BEiT preset loading and wrong custom module loading after save_pretrained are both serialization/load issues, but not the same bug." + }, + { + "left": "issue:43650", + "right": "issue:46202", + "accept": false, + "reason": "The former is a non-informative issue title; the latter is a Gemma pipeline roundtrip tokenization bug. No duplicate signal." + }, + { + "left": "issue:43352", + "right": "issue:46640", + "accept": false, + "reason": "One says NemotronHForCausalLM does not support Flash Attention 2 yet; the other is a generic Flash Attention 2 issue. Too vague to treat as the same concrete bug." + }, + { + "left": "issue:45127", + "right": "issue:45200", + "accept": false, + "reason": "LoRA merge collapse with tied embeddings and Gemma 4 mm_token_type_ids defaulting are distinct model-behavior 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": 27, + "review_unit_index": 38, + "review_unit_count": 63, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-516", + "nodes": [ + "issue:25251", + "issue:27957", + "issue:29870", + "issue:35141", + "issue:41950", + "issue:42490", + "issue:43335", + "issue:43388", + "issue:43475", + "issue:43525", + "issue:43531", + "issue:43550", + "issue:43644", + "issue:43673", + "issue:43688", + "issue:43827", + "issue:43931", + "issue:43994", + "issue:44060", + "issue:44077", + "issue:44190", + "issue:44242", + "issue:44534", + "issue:44617", + "issue:44734", + "issue:44743", + "issue:44855", + "issue:44869", + "issue:44877", + "issue:44913", + "issue:44964", + "issue:45072", + "issue:45245", + "issue:45381", + "issue:45406", + "issue:45563", + "issue:45584", + "issue:45588", + "issue:45632", + "issue:46082", + "issue:46369", + "issue:46421", + "issue:46617", + "issue:46697", + "issue:46832", + "issue:46858", + "issue:46897", + "issue:46932" + ], + "soft_pairs": [ + "issue:43525|issue:43531", + "issue:44534|issue:44913", + "issue:35141|issue:42490", + "issue:41950|issue:43475", + "issue:43673|issue:44743", + "issue:43388|issue:43688", + "issue:44190|issue:44964", + "issue:44855|issue:45588", + "issue:29870|issue:35141", + "issue:45072|issue:46932", + "issue:44869|issue:46832", + "issue:45632|issue:46617", + "issue:45245|issue:46858", + "issue:43827|issue:43994", + "issue:44734|issue:45406", + "issue:46082|issue:46697", + "issue:44617|issue:45584", + "issue:43644|issue:44913", + "issue:25251|issue:27957", + "issue:43335|issue:44855", + "issue:43931|issue:44060", + "issue:44242|issue:46897", + "issue:44077|issue:44877", + "issue:43673|issue:46421", + "issue:45381|issue:46369", + "issue:45563|issue:45584", + "issue:43550|issue:44190" + ], + "prepared_review_unit_hash": "2409ceb7e268979d18fcbc651fb33da8b3dbc682204d187b4c6347ecb69b5e7d", + "component_budget": { + "node_count": 516, + "item_count": 516, + "soft_pair_count": 1900, + "serialized_chars": 985312, + "estimated_input_tokens": 246328, + "estimated_eval_tokens": 492912 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 27, + "serialized_chars": 36027, + "estimated_input_tokens": 9007, + "estimated_eval_tokens": 18270 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "All soft edges are false positives; the items span many unrelated bugs across configs, generation, caching, vision, serving, and docs, so there is no true duplicate cluster here.", + "confidence": 0.98, + "canonical_issue_reason": "If a representative issue must be chosen, issue 43644 is the broadest core regression-style report in the set; however, the cluster is heterogeneous and does not form a real duplicate group.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 43644 is the most globally representative because it describes a broad Transformers v5 regression with a clear system-level impact, unlike the narrower model-specific reports.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43525", + "right": "issue:43531", + "accept": false, + "reason": "Different problems: missing pad_token_id in Llama4Config vs sliding_window behavior in Qwen3-MoE." + }, + { + "left": "issue:44534", + "right": "issue:44913", + "accept": false, + "reason": "One is a v5 buffer initialization regression; the other is GPTNeoX rotary_pct persistence on reload." + }, + { + "left": "issue:35141", + "right": "issue:42490", + "accept": false, + "reason": "Embedding reinitialization after resize is unrelated to the local-model path-trailing-slash import warning." + }, + { + "left": "issue:41950", + "right": "issue:43475", + "accept": false, + "reason": "Pipeline processor selection bug vs missing Sam3VisionEncoderOutput attribute; different code paths and symptoms." + }, + { + "left": "issue:43673", + "right": "issue:44743", + "accept": false, + "reason": "Both mention cache, but one is chunked_prefill cache missing while the other resets recurrent states with seq_len>1." + }, + { + "left": "issue:43388", + "right": "issue:43688", + "accept": false, + "reason": "Metrics label truncation and auxiliary-loss normalization are separate training/eval bugs." + }, + { + "left": "issue:44190", + "right": "issue:44964", + "accept": false, + "reason": "Local dataset loading script failure is unrelated to the Phi-4 multimodal model loading error." + }, + { + "left": "issue:44855", + "right": "issue:45588", + "accept": false, + "reason": "Python 3.13 import/IndentationError is unrelated to flash_attention crashing on s_aux=None." + }, + { + "left": "issue:29870", + "right": "issue:35141", + "accept": false, + "reason": "generate() decoder_attention_mask assignment bug is unrelated to output-embedding reinitialization after resizing." + }, + { + "left": "issue:45072", + "right": "issue:46932", + "accept": false, + "reason": "Different models and failures: bfloat16 inference dtype mismatch vs Gemma4 quantized embedder casting." + }, + { + "left": "issue:44869", + "right": "issue:46832", + "accept": false, + "reason": "Whisper word-timestamp decode crash is unrelated to RT-DETR feature-level forward type errors." + }, + { + "left": "issue:45632", + "right": "issue:46617", + "accept": false, + "reason": "Both involve trust_remote_code/cache, but one is a leaf-directory collision and the other a FileNotFoundError from cache loading." + }, + { + "left": "issue:45245", + "right": "issue:46858", + "accept": false, + "reason": "Category-count limit error and static-cache slice arithmetic on non-CUDA backends are different bugs." + }, + { + "left": "issue:43827", + "right": "issue:43994", + "accept": false, + "reason": "Outdated docs referencing pipeline() are not the same as a runtime AutoModel/pipeline misbehavior in SigLIP2." + }, + { + "left": "issue:44734", + "right": "issue:45406", + "accept": false, + "reason": "KV-cache continuation indexing crash in serve is unrelated to Gemma4Processor missing _tokenizer." + }, + { + "left": "issue:46082", + "right": "issue:46697", + "accept": false, + "reason": "LlamaConfig head_dim validation is unrelated to Swin2SR image over-padding." + }, + { + "left": "issue:44617", + "right": "issue:45584", + "accept": false, + "reason": "SAM3 video OOM and Whisper empty-transcription failure are different failure modes." + }, + { + "left": "issue:43644", + "right": "issue:44913", + "accept": false, + "reason": "Broad non-persistent buffer initialization regression vs GPTNeoX config reload/defaulting bug." + }, + { + "left": "issue:25251", + "right": "issue:27957", + "accept": false, + "reason": "Nested-list pipeline output bug is unrelated to XLMRoberta FlashAttention2 support." + }, + { + "left": "issue:43335", + "right": "issue:44855", + "accept": false, + "reason": "SwitchTransformers sparse-layer config creation and DebertaV2 Python 3.13 parsing are unrelated." + }, + { + "left": "issue:43931", + "right": "issue:44060", + "accept": false, + "reason": "Qwen3-VL shape mismatch and Qwen3-Next tied-weights warning are different model-specific issues." + }, + { + "left": "issue:44242", + "right": "issue:46897", + "accept": false, + "reason": "Missing load-balancing loss and Florence2 double-shift training-loss bug are separate training issues." + }, + { + "left": "issue:44077", + "right": "issue:44877", + "accept": false, + "reason": "PatchTSMixer post_init policy and granite_speech strict-config loading are not the same bug." + }, + { + "left": "issue:43673", + "right": "issue:46421", + "accept": false, + "reason": "Chunked-prefill cache absence and lazy cache initialization causing recompilation are distinct cache-related regressions." + }, + { + "left": "issue:45381", + "right": "issue:46369", + "accept": false, + "reason": "Qwen2.5-VL vision_position_ids bug is unrelated to SAM3 litetext memory overflow." + }, + { + "left": "issue:45563", + "right": "issue:45584", + "accept": false, + "reason": "A stale warning about num_return_sequences is unrelated to Whisper failing on empty transcription." + }, + { + "left": "issue:43550", + "right": "issue:44190", + "accept": false, + "reason": "Bamba torch.compile SDPA failure is unrelated to the local dataset loading script 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": 27, + "review_unit_index": 39, + "review_unit_count": 63, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-516", + "nodes": [ + "issue:25251", + "issue:29870", + "issue:39692", + "issue:41720", + "issue:43065", + "issue:43295", + "issue:43335", + "issue:43526", + "issue:43540", + "issue:43643", + "issue:43854", + "issue:44112", + "issue:44190", + "issue:44246", + "issue:44462", + "issue:44464", + "issue:44479", + "issue:44496", + "issue:44521", + "issue:44610", + "issue:44617", + "issue:44734", + "issue:44779", + "issue:44792", + "issue:44933", + "issue:44938", + "issue:44964", + "issue:45003", + "issue:45127", + "issue:45245", + "issue:45276", + "issue:45290", + "issue:45357", + "issue:45362", + "issue:45381", + "issue:45542", + "issue:45563", + "issue:45584", + "issue:45588", + "issue:45600", + "issue:45907", + "issue:46369", + "issue:46489", + "issue:46655", + "issue:46697", + "issue:46752", + "issue:47013" + ], + "soft_pairs": [ + "issue:41720|issue:45245", + "issue:44933|issue:45362", + "issue:43065|issue:44610", + "issue:43335|issue:44190", + "issue:45588|issue:47013", + "issue:44479|issue:44734", + "issue:44617|issue:46369", + "issue:43854|issue:44792", + "issue:45381|issue:46655", + "issue:39692|issue:44190", + "issue:43295|issue:45276", + "issue:45127|issue:45357", + "issue:44464|issue:45563", + "issue:44779|issue:46489", + "issue:45276|issue:45584", + "issue:43540|issue:44734", + "issue:45290|issue:46752", + "issue:44112|issue:45600", + "issue:25251|issue:29870", + "issue:44521|issue:45381", + "issue:44462|issue:45907", + "issue:43643|issue:44496", + "issue:43526|issue:46697", + "issue:44938|issue:45542", + "issue:43854|issue:44964", + "issue:44246|issue:45003" + ], + "prepared_review_unit_hash": "637e38f0b14698c03f645ac9090cc850e7894d81811a5ac6473d490990ae3200", + "component_budget": { + "node_count": 516, + "item_count": 516, + "soft_pair_count": 1900, + "serialized_chars": 985312, + "estimated_input_tokens": 246328, + "estimated_eval_tokens": 492912 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 26, + "serialized_chars": 35008, + "estimated_input_tokens": 8752, + "estimated_eval_tokens": 17760 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is not a true duplicate set; it mixes many unrelated model, tokenizer, processor, and CI regressions. The soft-similarity pairs share broad themes but not the same concrete bug or fix path, so none should be merged as duplicates.", + "confidence": 0.92, + "canonical_issue_reason": "issue:44521 is the best representative because it is open, detailed, widely relevant, and has the strongest discussion/inbound activity around a concrete user-facing API failure (`apply_chat_template`).", + "canonical_pr_reason": null, + "best_issue_reason": "issue:44521 is the most actionable representative of the cluster: clear repro, broad impact, and multiple references. The rest are mostly model-specific or CI-specific one-offs.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:41720", + "right": "issue:45245", + "accept": false, + "reason": "Both are runtime failures, but one is a Qwen3 device-mapping CUDA assert and the other is a category-count limit error; different code paths and fixes." + }, + { + "left": "issue:44933", + "right": "issue:45362", + "accept": false, + "reason": "Both concern image/token handling, but one is a missing import from `image_utils` and the other is a Qwen3.5 chat crash; not the same underlying bug." + }, + { + "left": "issue:43065", + "right": "issue:44610", + "accept": false, + "reason": "`Sam3PixelDecoder` dummy Conv2d and OmDet-Turbo processor size mismatch are unrelated model-specific issues." + }, + { + "left": "issue:43335", + "right": "issue:44190", + "accept": false, + "reason": "SwitchTransformers sparse-layer construction and local dataset loading are unrelated failures in different subsystems." + }, + { + "left": "issue:45588", + "right": "issue:47013", + "accept": false, + "reason": "`flash_attention.py` crashing on `s_aux=None` and xLSTM train-mode unpacking are different implementation bugs." + }, + { + "left": "issue:44479", + "right": "issue:44734", + "accept": false, + "reason": "Both involve generation, but one is a video-input regression and the other is KV-cache continuation tensor indexing; not the same fix." + }, + { + "left": "issue:44617", + "right": "issue:46369", + "accept": false, + "reason": "One is Sam3Video CUDA OOM and the other is sam3-litetext memory overflow; similar family, but different models and failure modes." + }, + { + "left": "issue:43854", + "right": "issue:44792", + "accept": false, + "reason": "GLM-4.7-Flash load failure in unit tests and janus image-generation test failure are distinct model/load issues." + }, + { + "left": "issue:45381", + "right": "issue:46655", + "accept": false, + "reason": "Both are video-related, but one is a Qwen2.5-VL vision_position_ids regression and the other is SmolVLM padding calculation." + }, + { + "left": "issue:39692", + "right": "issue:44190", + "accept": false, + "reason": "SigLIP2 doc-example failures and local dataset loading errors are unrelated; one is documentation/model mismatch, the other is script input handling." + }, + { + "left": "issue:43295", + "right": "issue:45276", + "accept": false, + "reason": "Processor/tokenizer regression and Gemma4 embedding resize propagation are different API bugs." + }, + { + "left": "issue:45127", + "right": "issue:45357", + "accept": false, + "reason": "LoRA vocabulary merge collapse and Qwen3.5 visual encoder key saving are unrelated save/load behaviors." + }, + { + "left": "issue:44464", + "right": "issue:45563", + "accept": false, + "reason": "Chunked generation with compiled forward and a stale paged-generate warning are not the same bug; one affects outputs, the other warning logic." + }, + { + "left": "issue:44779", + "right": "issue:46489", + "accept": false, + "reason": "Both are DeepSeek tokenizer regressions, but they refer to different model variants and distinct fixes/gaps." + }, + { + "left": "issue:45276", + "right": "issue:45584", + "accept": false, + "reason": "Gemma4 embedding resizing and Whisper empty-transcription handling are unrelated code paths." + }, + { + "left": "issue:43540", + "right": "issue:44734", + "accept": false, + "reason": "Qwen3OmniMoe video-input validation error and serve KV-cache indexing crash are different layers and different failures." + }, + { + "left": "issue:45290", + "right": "issue:46752", + "accept": false, + "reason": "Assistant tool-call chat-template crash and empty-list chat-template crash both hit `apply_chat_template`, but the triggering inputs and failure conditions differ enough that they are not the same bug." + }, + { + "left": "issue:44112", + "right": "issue:45600", + "accept": false, + "reason": "Stale GraniteSpeech CI test and auto_mappings referencing removed configs are separate CI issues." + }, + { + "left": "issue:25251", + "right": "issue:29870", + "accept": false, + "reason": "Pipeline `top_k` nesting change and Bart `decoder_attention_mask` unbound local are unrelated generation bugs." + }, + { + "left": "issue:44521", + "right": "issue:45381", + "accept": false, + "reason": "Multimodal assistant-mask failure in chat templating and Qwen2.5-VL video position-id regression are different bugs in different parts of the multimodal stack." + }, + { + "left": "issue:44462", + "right": "issue:45907", + "accept": false, + "reason": "Tokenizer.json selection and `list_repo_files` revision forwarding are unrelated repository-lookup issues." + }, + { + "left": "issue:43643", + "right": "issue:44496", + "accept": false, + "reason": "Missing fields from `AutoConfig.from_pretrained(trust_remote_code=True)` and unrecognized model/config.json error are different config-loading problems." + }, + { + "left": "issue:43526", + "right": "issue:46697", + "accept": false, + "reason": "BeitImageProcessorFast label reduction and Swin2SR over-padding images are both processor bugs, but they affect different processing steps and outputs." + }, + { + "left": "issue:44938", + "right": "issue:45542", + "accept": false, + "reason": "Python 3.14 import failure and TensorBoard-without-TensorFlow backend error are unrelated environment/backend issues." + }, + { + "left": "issue:43854", + "right": "issue:44964", + "accept": false, + "reason": "Both are model-loading problems, but they concern different models and different failure causes." + }, + { + "left": "issue:44246", + "right": "issue:45003", + "accept": false, + "reason": "Import slowness and unsafe `sys.modules[]` access are different import-system issues with different remedies." + } + ] + }, + "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": 27, + "review_unit_index": 40, + "review_unit_count": 63, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-516", + "nodes": [ + "issue:27957", + "issue:32090", + "issue:35141", + "issue:36246", + "issue:38617", + "issue:41628", + "issue:41950", + "issue:42175", + "issue:42796", + "issue:43295", + "issue:43381", + "issue:43404", + "issue:43526", + "issue:43531", + "issue:43582", + "issue:43673", + "issue:43901", + "issue:43976", + "issue:44016", + "issue:44112", + "issue:44220", + "issue:44279", + "issue:44295", + "issue:44336", + "issue:44496", + "issue:44521", + "issue:44683", + "issue:44737", + "issue:44964", + "issue:44987", + "issue:45042", + "issue:45083", + "issue:45216", + "issue:45335", + "issue:45446", + "issue:45593", + "issue:45600", + "issue:45632", + "issue:45759", + "issue:45803", + "issue:46082", + "issue:46121", + "issue:46234", + "issue:46424", + "issue:46506", + "issue:46858", + "issue:46932" + ], + "soft_pairs": [ + "issue:43673|issue:46858", + "issue:27957|issue:35141", + "issue:44737|issue:45803", + "issue:44964|issue:45600", + "issue:44112|issue:44964", + "issue:42175|issue:44279", + "issue:42796|issue:44521", + "issue:45632|issue:46234", + "issue:32090|issue:35141", + "issue:36246|issue:41628", + "issue:36246|issue:38617", + "issue:43404|issue:45216", + "issue:43531|issue:45600", + "issue:44295|issue:46506", + "issue:46082|issue:46121", + "issue:41950|issue:44016", + "issue:43673|issue:46424", + "issue:43295|issue:45335", + "issue:45083|issue:46506", + "issue:44496|issue:45042", + "issue:43582|issue:46932", + "issue:43976|issue:44987", + "issue:43526|issue:43901", + "issue:43673|issue:44336", + "issue:43901|issue:44496", + "issue:44496|issue:45759", + "issue:44683|issue:45446", + "issue:44016|issue:44220", + "issue:43381|issue:45593" + ], + "prepared_review_unit_hash": "1bac7495b2702be5ac54f75c1cdd63dbc32a0d9fdbcb664801fe86ab42420a33", + "component_budget": { + "node_count": 516, + "item_count": 516, + "soft_pair_count": 1900, + "serialized_chars": 985312, + "estimated_input_tokens": 246328, + "estimated_eval_tokens": 492912 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 29, + "serialized_chars": 36054, + "estimated_input_tokens": 9014, + "estimated_eval_tokens": 18284 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "These items are mostly unrelated issue reports that only share broad subsystem vocabulary. I would reject all soft-edge duplicate links; none look like the same underlying bug or change.", + "confidence": 0.94, + "canonical_issue_reason": "No true duplicate cluster is apparent across this set; if a single anchor is required, #44964 is the most concrete user-facing regression with a clear reproducible failure mode.", + "canonical_pr_reason": null, + "best_issue_reason": "#44964 is the best representative issue here because it is a direct model-loading failure with specific impact, whereas most other items are narrower or more tangentially related.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43673", + "right": "issue:46858", + "accept": false, + "reason": "Both mention cache behavior, but they describe different failures: missing cache state during chunked prefill vs device-tensor seq_length arithmetic for static cache on non-CUDA backends." + }, + { + "left": "issue:27957", + "right": "issue:35141", + "accept": false, + "reason": "XLM-RoBERTa Flash Attention support and token-embedding reinitialization after resize are unrelated bugs in different code paths." + }, + { + "left": "issue:44737", + "right": "issue:45803", + "accept": false, + "reason": "XLNet CPU tensor placement bug and Fuyu batch tensor-conversion error are separate issues with different symptoms and fixes." + }, + { + "left": "issue:44964", + "right": "issue:45600", + "accept": false, + "reason": "Model loading failure for Phi-4 multimodal is not the same as stale auto_mappings references to removed Sam3LiteText configs." + }, + { + "left": "issue:44112", + "right": "issue:44964", + "accept": false, + "reason": "A CI test flake in GraniteSpeech is not the same underlying bug as a model import/load failure." + }, + { + "left": "issue:42175", + "right": "issue:44279", + "accept": false, + "reason": "These are both dependency-related at a high level, but the concrete problems differ and do not indicate a single duplicate bug." + }, + { + "left": "issue:42796", + "right": "issue:44521", + "accept": false, + "reason": "Tokenizer BPE-marker handling and multimodal assistant-mask generation are different tokenizer/model-preprocessing bugs." + }, + { + "left": "issue:45632", + "right": "issue:46234", + "accept": false, + "reason": "A remote-code cache-path collision is unrelated to a missing import utility symbol." + }, + { + "left": "issue:32090", + "right": "issue:35141", + "accept": false, + "reason": "Trainer GPU broadcast NoneType handling and embedding reinitialization after resize are distinct failures in different subsystems." + }, + { + "left": "issue:36246", + "right": "issue:41628", + "accept": false, + "reason": "Missing export of Qwen2.5 VL image processor is not the same as failing to import AutoImageProcessor generally." + }, + { + "left": "issue:36246", + "right": "issue:38617", + "accept": false, + "reason": "These are separate missing-symbol import errors from different modules with different causes." + }, + { + "left": "issue:43404", + "right": "issue:45216", + "accept": false, + "reason": "Weight tying in Mistral3ForConditionalGeneration and Qwen3.5 save_pretrained regression are different model-specific bugs." + }, + { + "left": "issue:43531", + "right": "issue:45600", + "accept": false, + "reason": "A Qwen3-MoE sliding_window problem is unrelated to auto_mappings references to removed configs." + }, + { + "left": "issue:44295", + "right": "issue:46506", + "accept": false, + "reason": "Reading a registered buffer incorrectly is not the same issue as CPU/CUDA output divergence in PPDocLayoutV3." + }, + { + "left": "issue:46082", + "right": "issue:46121", + "accept": false, + "reason": "LlamaConfig head_dim validation and rope-parameter list handling are different configuration-validation bugs." + }, + { + "left": "issue:41950", + "right": "issue:44016", + "accept": false, + "reason": "A video-classification pipeline bug and a notebook syntax error are not duplicates." + }, + { + "left": "issue:43673", + "right": "issue:46424", + "accept": false, + "reason": "Both involve cache concepts, but one is a missing cache in chunked prefill while the other is max_cache_length being honored only for quantized cache." + }, + { + "left": "issue:43295", + "right": "issue:45335", + "accept": false, + "reason": "Processor/tokenizer regression and decoder.embed_tokens not updating after resize_token_embeddings are different composite-model bugs." + }, + { + "left": "issue:45083", + "right": "issue:46506", + "accept": false, + "reason": "These affect different helper logic and different models; the CPU/CUDA discrepancy in PPDocLayoutV3 is not the same as qwen3_omni_moe feature-length computation." + }, + { + "left": "issue:44496", + "right": "issue:45042", + "accept": false, + "reason": "Unrecognized model loading and PIL backend torchvision dependency are unrelated failures." + }, + { + "left": "issue:43582", + "right": "issue:46932", + "accept": false, + "reason": "Apple Silicon allocator warmup TypeError and Gemma4 quantized embedder dtype casting are separate bugs." + }, + { + "left": "issue:43976", + "right": "issue:44987", + "accept": false, + "reason": "Python version support in Transformers 5.1.0 and loading a specific model are not the same underlying defect." + }, + { + "left": "issue:43526", + "right": "issue:43901", + "accept": false, + "reason": "A BEiTImageProcessorFast label-reduction bug is unrelated to outdated docs mentioning return_all_scores." + }, + { + "left": "issue:43673", + "right": "issue:44336", + "accept": false, + "reason": "Generation cache behavior and ANSI output in loading_report are completely different concerns." + }, + { + "left": "issue:43901", + "right": "issue:44496", + "accept": false, + "reason": "A documentation mismatch does not match an unrecognized-model config loading failure." + }, + { + "left": "issue:44496", + "right": "issue:45759", + "accept": false, + "reason": "Unrecognized model config and composite Qwen multimodal text_config unwrapping are different model-loading issues." + }, + { + "left": "issue:44683", + "right": "issue:45446", + "accept": false, + "reason": "Both touch flex_attention, but one is a torch>=2.9 compiled-flex_attention failure and the other is an incorrect version check for AuxRequest import; they are not the same concrete bug." + }, + { + "left": "issue:44016", + "right": "issue:44220", + "accept": false, + "reason": "A notebook syntax error is unrelated to the _torch_extract_fbank_features helper issue." + }, + { + "left": "issue:43381", + "right": "issue:45593", + "accept": false, + "reason": "Gradient checkpointing being disallowed in eval mode is unrelated to D-FINE losing auxiliary losses when denoising is off." + } + ] + }, + "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": 27, + "review_unit_index": 41, + "review_unit_count": 63, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-516", + "nodes": [ + "issue:39692", + "issue:41950", + "issue:42796", + "issue:42907", + "issue:43295", + "issue:43299", + "issue:43381", + "issue:43441", + "issue:43479", + "issue:43577", + "issue:43650", + "issue:43824", + "issue:43901", + "issue:43976", + "issue:44016", + "issue:44062", + "issue:44075", + "issue:44220", + "issue:44279", + "issue:44327", + "issue:44351", + "issue:44368", + "issue:44466", + "issue:44521", + "issue:44779", + "issue:44792", + "issue:44933", + "issue:45020", + "issue:45216", + "issue:45276", + "issue:45278", + "issue:45335", + "issue:45375", + "issue:45405", + "issue:45584", + "issue:45588", + "issue:45812", + "issue:46082", + "issue:46123", + "issue:46369", + "issue:46399", + "issue:46424", + "issue:46515", + "issue:46614", + "issue:46693", + "issue:46752", + "issue:47000", + "issue:47085" + ], + "soft_pairs": [ + "issue:42907|issue:43441", + "issue:43650|issue:44220", + "issue:44016|issue:44062", + "issue:44792|issue:46424", + "issue:43976|issue:44279", + "issue:43441|issue:45588", + "issue:43824|issue:44933", + "issue:44279|issue:46515", + "issue:44521|issue:46693", + "issue:43479|issue:45375", + "issue:45335|issue:45584", + "issue:46123|issue:46369", + "issue:43299|issue:45216", + "issue:44327|issue:46752", + "issue:46614|issue:47085", + "issue:44279|issue:45405", + "issue:43295|issue:44779", + "issue:39692|issue:43901", + "issue:42796|issue:43650", + "issue:44075|issue:44368", + "issue:43577|issue:45216", + "issue:44351|issue:45278", + "issue:41950|issue:45020", + "issue:43976|issue:45405", + "issue:44779|issue:45812", + "issue:43381|issue:47000", + "issue:44466|issue:45276", + "issue:46082|issue:46399" + ], + "prepared_review_unit_hash": "494f5d13699c38770744a1262f174ecf1e2496db8dc3b18e94e94751ea194b0f", + "component_budget": { + "node_count": 516, + "item_count": 516, + "soft_pair_count": 1900, + "serialized_chars": 985312, + "estimated_input_tokens": 246328, + "estimated_eval_tokens": 492912 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 28, + "serialized_chars": 36024, + "estimated_input_tokens": 9006, + "estimated_eval_tokens": 18268 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "These items are mostly unrelated standalone bugs/docs regressions; none of the soft pairs look like true duplicates or the same fixable code-path problem.", + "confidence": 0.96, + "canonical_issue_reason": "No single canonical issue emerges from this heterogeneous set; the listed soft pairs are only superficially similar and do not describe the same underlying bug.", + "canonical_pr_reason": null, + "best_issue_reason": "No issue is a strong global representative because the set spans unrelated areas (tokenizers, multimodal configs, docs, imports, caching, performance, and dependency/version regressions).", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:42907", + "right": "issue:43441", + "accept": false, + "reason": "Both mention Ministral, but one is about saving dequantized models and the other is a FlashAttention load/runtime failure; different code paths and symptoms." + }, + { + "left": "issue:43650", + "right": "issue:44220", + "accept": false, + "reason": "Generic placeholder issue vs. a specific fbank feature extraction bug; no shared underlying defect." + }, + { + "left": "issue:44016", + "right": "issue:44062", + "accept": false, + "reason": "Notebook syntax error and AddedToken keyword duplication are unrelated." + }, + { + "left": "issue:44792", + "right": "issue:46424", + "accept": false, + "reason": "Janus test failure and cache max length handling are different bugs in different subsystems." + }, + { + "left": "issue:43976", + "right": "issue:44279", + "accept": false, + "reason": "Python version incompatibility and a generic dependency problem are not the same issue." + }, + { + "left": "issue:43441", + "right": "issue:45588", + "accept": false, + "reason": "Both involve FlashAttention, but one is Ministral-specific and the other is an AttributeError on sink-less models; not the same concrete bug." + }, + { + "left": "issue:43824", + "right": "issue:44933", + "accept": false, + "reason": "Both are import errors, but for different symbols/modules and likely different causes." + }, + { + "left": "issue:44279", + "right": "issue:46515", + "accept": false, + "reason": "Transformers dependency issue vs torch 2.4.1 incompatibility are distinct versioning problems." + }, + { + "left": "issue:44521", + "right": "issue:46693", + "accept": false, + "reason": "Multimodal assistant mask bug and FA2 long-context performance regression do not share the same root cause." + }, + { + "left": "issue:43479", + "right": "issue:45375", + "accept": false, + "reason": "Different model configs and different missing/defaulted fields; similar theme but not the same bug." + }, + { + "left": "issue:45335", + "right": "issue:45584", + "accept": false, + "reason": "Resize-token-embeddings behavior in t5gemma is unrelated to Whisper empty-transcription generation failure." + }, + { + "left": "issue:46123", + "right": "issue:46369", + "accept": false, + "reason": "Batch-finalization bug and memory overflow are unrelated." + }, + { + "left": "issue:43299", + "right": "issue:45216", + "accept": false, + "reason": "Both are Qwen regressions, but one breaks model loading and the other breaks saved checkpoint serialization; different paths and fixes." + }, + { + "left": "issue:44327", + "right": "issue:46752", + "accept": false, + "reason": "QA decode_spans top-k crash and empty-list chat-template crash are different edge cases in different APIs." + }, + { + "left": "issue:46614", + "right": "issue:47085", + "accept": false, + "reason": "Stale phonemizer backend and tokenizer thread-safety are unrelated." + }, + { + "left": "issue:44279", + "right": "issue:45405", + "accept": false, + "reason": "Generic dependency issue vs unreleased peft version bump are not duplicates." + }, + { + "left": "issue:43295", + "right": "issue:44779", + "accept": false, + "reason": "Both are v5 regressions, but custom processor/tokenizer access and Deepseek tokenization errors are different bugs." + }, + { + "left": "issue:39692", + "right": "issue:43901", + "accept": false, + "reason": "Documentation problems in different sections with different behaviors; not the same change." + }, + { + "left": "issue:42796", + "right": "issue:43650", + "accept": false, + "reason": "Tokenizer BPE marker handling and a placeholder issue are unrelated." + }, + { + "left": "issue:44075", + "right": "issue:44368", + "accept": false, + "reason": "SGD args being ignored and a tie_word_embeddings warning are unrelated." + }, + { + "left": "issue:43577", + "right": "issue:45216", + "accept": false, + "reason": "Blip2 dtype loading bug and Qwen3.5 save_pretrained regression are different model-specific issues." + }, + { + "left": "issue:44351", + "right": "issue:45278", + "accept": false, + "reason": "A specific HybridCache import failure is not the same concrete bug as a broad collection of import errors." + }, + { + "left": "issue:41950", + "right": "issue:45020", + "accept": false, + "reason": "Video-classification processor lookup and remote_code breakage are unrelated." + }, + { + "left": "issue:43976", + "right": "issue:45405", + "accept": false, + "reason": "Python compatibility and PEFT minimum version bump are distinct dependency concerns." + }, + { + "left": "issue:44779", + "right": "issue:45812", + "accept": false, + "reason": "Both are tokenizer regressions, but they affect different model families and likely different tokenizer code paths." + }, + { + "left": "issue:43381", + "right": "issue:47000", + "accept": false, + "reason": "Gradient checkpointing in eval mode and RTDetrLoss infeasible cost matrix are unrelated." + }, + { + "left": "issue:44466", + "right": "issue:45276", + "accept": false, + "reason": "Tied-weight serialization inconsistency and resize_token_embeddings not updating Gemma embeddings are different problems." + }, + { + "left": "issue:46082", + "right": "issue:46399", + "accept": false, + "reason": "LlamaConfig validation and Qwen3.5 kernel registration 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": 27, + "review_unit_index": 42, + "review_unit_count": 63, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-516", + "nodes": [ + "issue:33290", + "issue:41950", + "issue:42175", + "issue:42994", + "issue:43299", + "issue:43317", + "issue:43441", + "issue:43479", + "issue:43525", + "issue:43644", + "issue:43650", + "issue:43653", + "issue:43854", + "issue:43873", + "issue:43901", + "issue:43931", + "issue:43976", + "issue:44016", + "issue:44242", + "issue:44246", + "issue:44261", + "issue:44263", + "issue:44291", + "issue:44336", + "issue:44462", + "issue:44623", + "issue:44683", + "issue:44749", + "issue:45081", + "issue:45103", + "issue:45200", + "issue:45357", + "issue:45372", + "issue:45397", + "issue:45542", + "issue:45588", + "issue:45593", + "issue:45656", + "issue:45823", + "issue:45834", + "issue:45859", + "issue:45907", + "issue:46082", + "issue:46209", + "issue:46512", + "issue:46851", + "issue:47000", + "issue:47145" + ], + "soft_pairs": [ + "issue:43299|issue:45357", + "issue:43653|issue:45593", + "issue:46082|issue:46512", + "issue:43650|issue:46209", + "issue:41950|issue:45823", + "issue:43644|issue:47145", + "issue:44242|issue:45200", + "issue:43299|issue:43854", + "issue:43931|issue:47145", + "issue:44462|issue:45081", + "issue:45588|issue:47000", + "issue:44683|issue:45542", + "issue:44016|issue:44291", + "issue:43479|issue:43525", + "issue:45081|issue:45907", + "issue:33290|issue:45656", + "issue:42994|issue:43317", + "issue:44336|issue:46851", + "issue:43441|issue:45834", + "issue:44623|issue:44749", + "issue:43873|issue:47145", + "issue:45103|issue:45372", + "issue:45859|issue:46851", + "issue:44261|issue:44263", + "issue:44623|issue:45397", + "issue:42175|issue:43976", + "issue:43901|issue:44246" + ], + "prepared_review_unit_hash": "541d586678697b0d9cdbf3ed665ca1ddcb3e2db7945c7c5748ffb8b9f377c4a7", + "component_budget": { + "node_count": 516, + "item_count": 516, + "soft_pair_count": 1900, + "serialized_chars": 985312, + "estimated_input_tokens": 246328, + "estimated_eval_tokens": 492912 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 27, + "serialized_chars": 35738, + "estimated_input_tokens": 8935, + "estimated_eval_tokens": 18126 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is a loose thematic bucket of mostly unrelated Transformers issues spanning loading, quantization/offload, tokenizers, configs, and docs/CI. None of the soft pairs look like the same concrete bug or change, so I would not merge any of them as duplicates.", + "confidence": 0.89, + "canonical_issue_reason": "Issue 43873 is the broadest and most central on the shared loading/offloading/quantization theme, but the cluster is too heterogeneous for a true canonical duplicate.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 43873 is the best single representative only in a loose topical sense; it has the widest scope among these, but it still does not subsume the other bugs.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43299", + "right": "issue:45357", + "accept": false, + "reason": "Both involve Qwen multimodal models, but one is a loading break in dev0 and the other is a save_pretrained key regression; different code paths and fixes." + }, + { + "left": "issue:43653", + "right": "issue:45593", + "accept": false, + "reason": "Tokenizer special-token registration versus D-FINE auxiliary loss behavior are unrelated defects." + }, + { + "left": "issue:46082", + "right": "issue:46512", + "accept": false, + "reason": "One is config validation for head_dim, the other is stale config.dtype after from_config; not the same bug." + }, + { + "left": "issue:43650", + "right": "issue:46209", + "accept": false, + "reason": "No overlap beyond being user-facing issues; these are unrelated." + }, + { + "left": "issue:41950", + "right": "issue:45823", + "accept": false, + "reason": "Video pipeline processor lookup and Gemma4 device mismatch are different subsystems and failure modes." + }, + { + "left": "issue:43644", + "right": "issue:47145", + "accept": false, + "reason": "Both concern model state handling, but junk non-persistent buffers and missing FP8 weight_scale are different underlying problems." + }, + { + "left": "issue:44242", + "right": "issue:45200", + "accept": false, + "reason": "MoE load-balancing loss logic and mm_token_type_ids defaults are unrelated model behaviors." + }, + { + "left": "issue:43299", + "right": "issue:43854", + "accept": false, + "reason": "Both are model loading issues, but for different models and different root causes; not mergeable as one fix." + }, + { + "left": "issue:43931", + "right": "issue:47145", + "accept": false, + "reason": "Shape mismatch while loading Qwen3-VL is unrelated to FP8 compressed-tensors scale application." + }, + { + "left": "issue:44462", + "right": "issue:45081", + "accept": false, + "reason": "Tokenizer.json precedence and Mistral regex patching are distinct tokenizer-loading bugs." + }, + { + "left": "issue:45588", + "right": "issue:47000", + "accept": false, + "reason": "Flash-attention sink handling and RTDetr loss infeasibility are unrelated code paths." + }, + { + "left": "issue:44683", + "right": "issue:45542", + "accept": false, + "reason": "Torch 2.9 flex_attention compilation and missing TensorFlow backend installation are unrelated." + }, + { + "left": "issue:44016", + "right": "issue:44291", + "accept": false, + "reason": "Notebook syntax error and init_empty_weights argument mismatch have no common underlying bug." + }, + { + "left": "issue:43479", + "right": "issue:43525", + "accept": false, + "reason": "Different config initialization bugs in different model families; not the same defect." + }, + { + "left": "issue:45081", + "right": "issue:45907", + "accept": false, + "reason": "Mistral tokenizer regex crash and list_repo_files revision forwarding are unrelated." + }, + { + "left": "issue:33290", + "right": "issue:45656", + "accept": false, + "reason": "Both touch DeepSpeed/optimization, but OOM with Adafactor and double optimizer.step are different symptoms and fixes." + }, + { + "left": "issue:42994", + "right": "issue:43317", + "accept": false, + "reason": "Quantized model saving failure and dequantized model offload loading failure are separate quantization/offload issues." + }, + { + "left": "issue:44336", + "right": "issue:46851", + "accept": false, + "reason": "ANSI escape handling in loading_report and Qwen3.5 variable-length position_ids are unrelated." + }, + { + "left": "issue:43441", + "right": "issue:45834", + "accept": false, + "reason": "FlashAttention failure on Ministral and Kosmos2.5 OCR index error are different model-specific bugs." + }, + { + "left": "issue:44623", + "right": "issue:44749", + "accept": false, + "reason": "Processor.save_pretrained file omission and Chinese-language performance regression are unrelated." + }, + { + "left": "issue:43873", + "right": "issue:47145", + "accept": false, + "reason": "Both are in the quantization/offload space, but one is a general offloading complaint and the other is a specific FP8 checkpoint scale bug; not the same concrete fix." + }, + { + "left": "issue:45103", + "right": "issue:45372", + "accept": false, + "reason": "Auto-docstring annotation handling and Gemma4 processor import failure are unrelated." + }, + { + "left": "issue:45859", + "right": "issue:46851", + "accept": false, + "reason": "CPU offload incompatibility in a rotary embedding and variable-length input handling are different Qwen3.5 issues." + }, + { + "left": "issue:44261", + "right": "issue:44263", + "accept": false, + "reason": "Layernorm epsilon precision bug and torch.split return-value issue in a different module are unrelated." + }, + { + "left": "issue:44623", + "right": "issue:45397", + "accept": false, + "reason": "Missing processor save files and gemma-4 zero3 from_pretrained are separate behaviors." + }, + { + "left": "issue:42175", + "right": "issue:43976", + "accept": false, + "reason": "TensorFlow optional dependency packaging and Python version compatibility are unrelated release/build issues." + }, + { + "left": "issue:43901", + "right": "issue:44246", + "accept": false, + "reason": "Documentation mismatch for return_all_scores and import latency 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": 27, + "review_unit_index": 43, + "review_unit_count": 63, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-516", + "nodes": [ + "issue:41628", + "issue:42796", + "issue:43441", + "issue:43525", + "issue:43526", + "issue:43575", + "issue:43643", + "issue:43673", + "issue:43723", + "issue:43761", + "issue:43784", + "issue:43824", + "issue:43881", + "issue:43976", + "issue:44016", + "issue:44162", + "issue:44186", + "issue:44188", + "issue:44246", + "issue:44297", + "issue:44336", + "issue:44373", + "issue:44496", + "issue:44589", + "issue:44671", + "issue:44779", + "issue:44871", + "issue:44987", + "issue:45003", + "issue:45083", + "issue:45325", + "issue:45362", + "issue:45397", + "issue:45542", + "issue:45561", + "issue:45563", + "issue:45600", + "issue:45712", + "issue:45823", + "issue:46291", + "issue:46399", + "issue:46655", + "issue:46726", + "issue:46851", + "issue:47000", + "issue:47145", + "issue:47176", + "issue:47177" + ], + "soft_pairs": [ + "issue:47176|issue:47177", + "issue:45600|issue:45712", + "issue:44671|issue:44779", + "issue:43525|issue:43881", + "issue:43673|issue:43761", + "issue:43575|issue:47145", + "issue:44016|issue:45823", + "issue:44186|issue:47000", + "issue:44188|issue:44336", + "issue:44987|issue:45542", + "issue:43525|issue:43643", + "issue:43824|issue:43976", + "issue:43723|issue:44162", + "issue:44336|issue:44373", + "issue:42796|issue:43441", + "issue:44589|issue:45362", + "issue:44246|issue:44496", + "issue:45325|issue:46851", + "issue:46291|issue:46399", + "issue:44871|issue:47145", + "issue:44297|issue:45397", + "issue:45083|issue:46851", + "issue:46655|issue:46726", + "issue:41628|issue:43976", + "issue:43784|issue:45542", + "issue:46399|issue:46851", + "issue:43526|issue:45003", + "issue:45561|issue:45563" + ], + "prepared_review_unit_hash": "3908a9ebd5fb3248d1269894e5445d08c87c7642f1452c689a32b17b694b209f", + "component_budget": { + "node_count": 516, + "item_count": 516, + "soft_pair_count": 1900, + "serialized_chars": 985312, + "estimated_input_tokens": 246328, + "estimated_eval_tokens": 492912 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 28, + "serialized_chars": 36049, + "estimated_input_tokens": 9013, + "estimated_eval_tokens": 18282 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The cluster is mostly a loose bag of unrelated Transformers bugs that happen to share surface terms like import/load/tokenizer/config/position_ids. None of the soft pairs look like the same underlying defect strongly enough to merge as duplicates.", + "confidence": 0.86, + "canonical_issue_reason": "issue:43824 is the strongest single anchor: it is a concrete import regression, has the most visible impact signal, and includes inbound references/discussion that make it a better triage representative than the more niche items.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43824 is the best overall representative because it is a clear, user-facing failure mode with a well-defined symptom and enough external linkage to act as the cluster anchor, even though the cluster is not truly duplicate-heavy.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:47176", + "right": "issue:47177", + "accept": false, + "reason": "Both are security bugs, but one is shell command-substitution allowlist bypass and the other is archive path traversal/RCE; different attack surfaces and fixes." + }, + { + "left": "issue:45600", + "right": "issue:45712", + "accept": false, + "reason": "Both involve repo hygiene/CI, but one is stale auto_mappings references and the other is leftover dummy classes leaking into the namespace; not the same bug." + }, + { + "left": "issue:44671", + "right": "issue:44779", + "accept": false, + "reason": "Both are model-output regressions, but CamemBERT MLM predictions and Deepseek tokenizer behavior are distinct code paths and model families." + }, + { + "left": "issue:43525", + "right": "issue:43881", + "accept": false, + "reason": "Different models and symptoms: missing pad_token_id on Llama4Config versus a glm-4v loading failure." + }, + { + "left": "issue:43673", + "right": "issue:43761", + "accept": false, + "reason": "Generation cache handling and CLIPVision hidden_states output are unrelated subsystems; no shared concrete bug." + }, + { + "left": "issue:43575", + "right": "issue:47145", + "accept": false, + "reason": "One is tensor-parallel OOM on model load, the other is FP8 compressed-tensors loading without weight_scale; different failure modes." + }, + { + "left": "issue:44016", + "right": "issue:45823", + "accept": false, + "reason": "Notebook syntax error is documentation content, while Gemma4 device mismatch is a model execution bug." + }, + { + "left": "issue:44186", + "right": "issue:47000", + "accept": false, + "reason": "LayoutLMv2Tokenizer input/padding crash and RTDetrLoss infeasible cost matrix are unrelated model components." + }, + { + "left": "issue:44188", + "right": "issue:44336", + "accept": false, + "reason": "Torch.compile attention-kernel branching and ANSI codes in loading_report are completely different issues." + }, + { + "left": "issue:44987", + "right": "issue:45542", + "accept": false, + "reason": "Both are loading-time failures, but one is a model-specific transformers>=5.1.0 regression and the other is a TensorFlow backend detection issue." + }, + { + "left": "issue:43525", + "right": "issue:43643", + "accept": false, + "reason": "Both mention missing config fields, but one is a specific Llama4Config attribute bug and the other is trust_remote_code returning incomplete AutoConfig data." + }, + { + "left": "issue:43824", + "right": "issue:43976", + "accept": false, + "reason": "An import error for a specific model class and a Python version compatibility regression are not the same underlying problem." + }, + { + "left": "issue:43723", + "right": "issue:44162", + "accept": false, + "reason": "Tokenizer loading in v5 and ESM2 breakage are both model-loading complaints, but they point to different models and different failure causes." + }, + { + "left": "issue:44336", + "right": "issue:44373", + "accept": false, + "reason": "One is terminal-color output leakage, the other is a docstring typo; no shared bug." + }, + { + "left": "issue:42796", + "right": "issue:43441", + "accept": false, + "reason": "Same model family, but tokenizer BPE marker handling and FlashAttention support are separate issues." + }, + { + "left": "issue:44589", + "right": "issue:45362", + "accept": false, + "reason": "Float8 storage lookup failure and Qwen3.5 chat crash are unrelated; the titles do not describe the same code path." + }, + { + "left": "issue:44246", + "right": "issue:44496", + "accept": false, + "reason": "Import latency and unrecognized model/config parsing are distinct problems." + }, + { + "left": "issue:45325", + "right": "issue:46851", + "accept": false, + "reason": "Both involve position_ids in Qwen models, but one is a Qwen2.5-VL temporal scaling bug and the other is a Qwen3.5 variable-length input issue." + }, + { + "left": "issue:46291", + "right": "issue:46399", + "accept": false, + "reason": "Both touch kernels, but one is a missing revision/version requirement in pipelines import and the other is a missing decorator on rotary embedding registration." + }, + { + "left": "issue:44871", + "right": "issue:47145", + "accept": false, + "reason": "Gemma eos_token_id inconsistency and FP8 weight_scale loading are unrelated configuration versus checkpoint-loading bugs." + }, + { + "left": "issue:44297", + "right": "issue:45397", + "accept": false, + "reason": "Tokenizer config serialization mismatch is not the same as a Gemma4 zero3 from_pretrained failure." + }, + { + "left": "issue:45083", + "right": "issue:46851", + "accept": false, + "reason": "Different Qwen submodules and different symptoms; no evidence they stem from the same defect." + }, + { + "left": "issue:46655", + "right": "issue:46726", + "accept": false, + "reason": "Video padding calculation and missing vision backend/unrecognized image processor are separate processor problems." + }, + { + "left": "issue:41628", + "right": "issue:43976", + "accept": false, + "reason": "AutoImageProcessor import failure and Python version support regression are unrelated." + }, + { + "left": "issue:43784", + "right": "issue:45542", + "accept": false, + "reason": "Both are import-time dependency/backend problems, but they involve different missing symbols and different packages." + }, + { + "left": "issue:46399", + "right": "issue:46851", + "accept": false, + "reason": "use_kernels registration crash and variable-length position_ids bug are different Qwen3.5 issues." + }, + { + "left": "issue:43526", + "right": "issue:45003", + "accept": false, + "reason": "BeitImageProcessorFast label reduction and unsafe sys.modules access are unrelated implementation bugs." + }, + { + "left": "issue:45561", + "right": "issue:45563", + "accept": false, + "reason": "A pytest-xdist race and a stale generate() warning are not the same underlying defect." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 27, + "review_unit_index": 44, + "review_unit_count": 63, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-516", + "nodes": [ + "issue:36246", + "issue:41950", + "issue:42491", + "issue:42757", + "issue:42886", + "issue:43257", + "issue:43262", + "issue:43299", + "issue:43531", + "issue:43540", + "issue:43550", + "issue:43901", + "issue:44220", + "issue:44242", + "issue:44246", + "issue:44295", + "issue:44336", + "issue:44351", + "issue:44451", + "issue:44479", + "issue:44485", + "issue:44496", + "issue:44749", + "issue:44779", + "issue:44871", + "issue:45003", + "issue:45072", + "issue:45103", + "issue:45137", + "issue:45292", + "issue:45362", + "issue:45375", + "issue:45397", + "issue:45588", + "issue:45593", + "issue:45600", + "issue:45759", + "issue:46132", + "issue:46399", + "issue:46506", + "issue:46614", + "issue:46655", + "issue:46665", + "issue:46752", + "issue:46821", + "issue:46829", + "issue:46851" + ], + "soft_pairs": [ + "issue:43540|issue:46752", + "issue:45103|issue:46399", + "issue:45072|issue:46829", + "issue:44295|issue:45397", + "issue:44246|issue:44871", + "issue:43531|issue:45362", + "issue:45588|issue:46851", + "issue:46614|issue:46665", + "issue:44336|issue:44485", + "issue:42491|issue:43299", + "issue:45003|issue:46821", + "issue:44242|issue:45593", + "issue:43550|issue:46506", + "issue:42886|issue:46132", + "issue:44779|issue:45292", + "issue:36246|issue:42757", + "issue:36246|issue:44351", + "issue:43901|issue:45003", + "issue:43257|issue:45137", + "issue:44496|issue:45003", + "issue:41950|issue:44220", + "issue:43540|issue:46655", + "issue:43262|issue:44246", + "issue:44451|issue:46752", + "issue:45375|issue:45759", + "issue:44479|issue:46655", + "issue:44295|issue:44749", + "issue:45137|issue:45600" + ], + "prepared_review_unit_hash": "fb0ce5dbe13fd4589900274dff5aeedddc63080eacfa01e5f3ac55cf22ab3077", + "component_budget": { + "node_count": 516, + "item_count": 516, + "soft_pair_count": 1900, + "serialized_chars": 985312, + "estimated_input_tokens": 246328, + "estimated_eval_tokens": 492912 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 28, + "serialized_chars": 35591, + "estimated_input_tokens": 8898, + "estimated_eval_tokens": 18052 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "No soft pair looks like the same underlying bug/change; most are broad-similarity false positives across different models or code paths. Among the issues, #44479 is the clearest representative of a concrete regression.", + "confidence": 0.74, + "canonical_issue_reason": "#44479 is the strongest anchor: it describes a specific v5.3.0 video-input regression, names multiple affected Qwen model variants, and is a concrete, reproducible failure.", + "canonical_pr_reason": null, + "best_issue_reason": "#44479 is the best standalone issue to represent the cluster because it is version-specific, multi-model, and clearly scoped to one regression.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43540", + "right": "issue:46752", + "accept": false, + "reason": "Different symptoms and paths: Qwen3OmniMoe video-input ValueError vs empty-list chat template crash." + }, + { + "left": "issue:45103", + "right": "issue:46399", + "accept": false, + "reason": "Both mention decorators, but they are different failures in unrelated code paths (auto-docstring vs kernel registration)." + }, + { + "left": "issue:45072", + "right": "issue:46829", + "accept": false, + "reason": "One is a bfloat16 dtype mismatch bug; the other is an output field assignment bug in a video classifier." + }, + { + "left": "issue:44295", + "right": "issue:45397", + "accept": false, + "reason": "Position_ids buffer handling is unrelated to the gemma-4 ZeRO3 from_pretrained failure." + }, + { + "left": "issue:44246", + "right": "issue:44871", + "accept": false, + "reason": "Import slowdown and eos_token_id config mismatch are not the same underlying bug." + }, + { + "left": "issue:43531", + "right": "issue:45362", + "accept": false, + "reason": "Qwen3-MoE sliding_window behavior and Qwen3.5 chat crashes are different issues." + }, + { + "left": "issue:45588", + "right": "issue:46851", + "accept": false, + "reason": "Flash-attention sink handling and variable-length position_ids are distinct problems." + }, + { + "left": "issue:46614", + "right": "issue:46665", + "accept": false, + "reason": "Tokenizer phonemizer state leakage is unrelated to from_pretrained behavior inside classes." + }, + { + "left": "issue:44336", + "right": "issue:44485", + "accept": false, + "reason": "ANSI code emission in loading_report and GLM-5 RoPE implementation are unrelated." + }, + { + "left": "issue:42491", + "right": "issue:43299", + "accept": false, + "reason": "Both involve Qwen MoE loading, but one is hf4.x LoRA compatibility and the other is a v5.0.0.dev0 loading regression." + }, + { + "left": "issue:45003", + "right": "issue:46821", + "accept": false, + "reason": "Unsafe sys.modules access and TimesFM window_size AttributeError are different code-path failures." + }, + { + "left": "issue:44242", + "right": "issue:45593", + "accept": false, + "reason": "Both concern missing auxiliary loss terms, but they apply to different models and different flags." + }, + { + "left": "issue:43550", + "right": "issue:46506", + "accept": false, + "reason": "Bamba torch.compile SDPA failure is unrelated to CPU/CUDA divergence in PPDocLayoutV3." + }, + { + "left": "issue:42886", + "right": "issue:46132", + "accept": false, + "reason": "Offline tokenizer cache loading and AttentionInterface.register behavior change are unrelated." + }, + { + "left": "issue:44779", + "right": "issue:45292", + "accept": false, + "reason": "Tokenizer correctness regression and resize_token_embeddings/output_embeddings mismatch are different bugs." + }, + { + "left": "issue:36246", + "right": "issue:42757", + "accept": false, + "reason": "Import errors for different symbols from different packages are not the same issue." + }, + { + "left": "issue:36246", + "right": "issue:44351", + "accept": false, + "reason": "Both are import-name failures, but they involve different missing exports and different root causes." + }, + { + "left": "issue:43901", + "right": "issue:45003", + "accept": false, + "reason": "Docs mismatch for return_all_scores is unrelated to sys.modules access in modeling_utils." + }, + { + "left": "issue:43257", + "right": "issue:45137", + "accept": false, + "reason": "Qwen3 MoE weight conversion and DeepSpeed ZeRO3 deque underflow are separate training/loading failures." + }, + { + "left": "issue:44496", + "right": "issue:45003", + "accept": false, + "reason": "Unrecognized model config and unsafe sys.modules access are different failure modes." + }, + { + "left": "issue:41950", + "right": "issue:44220", + "accept": false, + "reason": "Video-classification processor lookup and _torch_extract_fbank_features are not the same code path." + }, + { + "left": "issue:43540", + "right": "issue:46655", + "accept": false, + "reason": "Different models and different video-processing bugs; not plausibly one merged fix." + }, + { + "left": "issue:43262", + "right": "issue:44246", + "accept": false, + "reason": "Audio sampling-rate defaulting and import slowdown are unrelated." + }, + { + "left": "issue:44451", + "right": "issue:46752", + "accept": false, + "reason": "Model loading failure and empty-list chat template crash are unrelated." + }, + { + "left": "issue:45375", + "right": "issue:45759", + "accept": false, + "reason": "Both touch Qwen multimodal configs, but one is a missing strict field and the other is from_config text_config unwrapping." + }, + { + "left": "issue:44479", + "right": "issue:46655", + "accept": false, + "reason": "Both mention video input regressions, but they affect different models and likely different preprocessing bugs." + }, + { + "left": "issue:44295", + "right": "issue:44749", + "accept": false, + "reason": "A buffer-related runtime error is not the same as a general post-upgrade performance regression." + }, + { + "left": "issue:45137", + "right": "issue:45600", + "accept": false, + "reason": "DeepSpeed ZeRO3 deque error and removed auto_mappings references are unrelated CI/runtime issues." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 27, + "review_unit_index": 45, + "review_unit_count": 63, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-516", + "nodes": [ + "issue:29870", + "issue:30333", + "issue:36246", + "issue:42199", + "issue:43065", + "issue:43295", + "issue:43352", + "issue:43408", + "issue:43475", + "issue:43526", + "issue:43540", + "issue:43596", + "issue:43653", + "issue:44038", + "issue:44060", + "issue:44077", + "issue:44162", + "issue:44242", + "issue:44368", + "issue:44466", + "issue:44479", + "issue:44623", + "issue:44857", + "issue:44877", + "issue:44977", + "issue:44987", + "issue:45003", + "issue:45200", + "issue:45250", + "issue:45292", + "issue:45335", + "issue:45375", + "issue:45397", + "issue:45412", + "issue:45459", + "issue:45561", + "issue:45656", + "issue:45859", + "issue:46123", + "issue:46170", + "issue:46369", + "issue:46399", + "issue:46506", + "issue:46726", + "issue:46851", + "issue:46894", + "issue:46897", + "issue:47000" + ], + "soft_pairs": [ + "issue:44162|issue:45200", + "issue:45292|issue:47000", + "issue:45859|issue:46399", + "issue:45003|issue:45561", + "issue:43295|issue:45292", + "issue:36246|issue:43596", + "issue:43475|issue:46369", + "issue:44466|issue:45335", + "issue:44623|issue:46726", + "issue:44877|issue:45375", + "issue:44038|issue:46506", + "issue:44242|issue:44857", + "issue:43526|issue:46897", + "issue:44987|issue:45459", + "issue:29870|issue:30333", + "issue:43352|issue:45250", + "issue:43526|issue:46894", + "issue:44479|issue:46170", + "issue:42199|issue:46851", + "issue:44060|issue:44077", + "issue:44368|issue:44977", + "issue:43653|issue:44162", + "issue:45397|issue:45656", + "issue:45412|issue:46123", + "issue:43065|issue:43408", + "issue:44877|issue:46170", + "issue:43475|issue:43540" + ], + "prepared_review_unit_hash": "c0528d29ed783ef89d782ffb62ff7004a57928b227edd4e54852b16344d618b4", + "component_budget": { + "node_count": 516, + "item_count": 516, + "soft_pair_count": 1900, + "serialized_chars": 985312, + "estimated_input_tokens": 246328, + "estimated_eval_tokens": 492912 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 27, + "serialized_chars": 35927, + "estimated_input_tokens": 8982, + "estimated_eval_tokens": 18220 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is highly heterogeneous: the issues span unrelated areas (Qwen, SAM, DETR/RT-DETR, tokenizers, training loops, distributed/offload, and testing utilities). None of the soft pairs look like the same underlying bug or change, so I would not merge any of them as duplicates.", + "confidence": 0.98, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": null, + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44162", + "right": "issue:45200", + "accept": false, + "reason": "Both mention model behavior regressions, but one is an ESM2 breakage and the other is Gemma 4 mm_token_type_ids handling; different models and failure modes." + }, + { + "left": "issue:45292", + "right": "issue:47000", + "accept": false, + "reason": "Different bugs: one is resize_token_embeddings not updating output embeddings, the other is RTDetrLoss infeasible cost matrix during training." + }, + { + "left": "issue:45859", + "right": "issue:46399", + "accept": false, + "reason": "Both are Qwen3.5-related, but one is CPU offload incompatibility in rotary embedding and the other is a kernel registration error for apply_rotary_pos_emb; not the same defect." + }, + { + "left": "issue:45003", + "right": "issue:45561", + "accept": false, + "reason": "One is unsafe sys.modules access in modeling_utils, the other is a pytest-xdist race in captured_info.txt; unrelated code paths." + }, + { + "left": "issue:43295", + "right": "issue:45292", + "accept": false, + "reason": "One is a processor.tokenizer/images regression, the other is token embedding resizing not propagating to output embeddings; different subsystems." + }, + { + "left": "issue:36246", + "right": "issue:43596", + "accept": false, + "reason": "Different runtime errors in different models: Qwen2.5-VL image processor import failure vs BertModel deepspeed zero3 init IndexError." + }, + { + "left": "issue:43475", + "right": "issue:46369", + "accept": false, + "reason": "SAM 3 video attribute error versus sam3-litetext memory overflow; same family only, but not the same bug." + }, + { + "left": "issue:44466", + "right": "issue:45335", + "accept": false, + "reason": "Both involve resize_token_embeddings/weight tying, but one is generic lm_head serialization and the other is t5gemma decoder.embed_tokens not updating; distinct issues." + }, + { + "left": "issue:44623", + "right": "issue:46726", + "accept": false, + "reason": "processor.save_pretrained missing files is unrelated to AutoProcessor reporting an unrecognized image processor when a backend is missing." + }, + { + "left": "issue:44877", + "right": "issue:45375", + "accept": false, + "reason": "One is strict config blocking granite_speech loading; the other is a missing deepstack_visual_indexes field in Qwen3_5MoeVisionConfig." + }, + { + "left": "issue:44038", + "right": "issue:46506", + "accept": false, + "reason": "Qwen3-VL-Moe/transformers 5.0 compatibility issue versus PPDocLayoutV3 CPU/CUDA discrepancy; unrelated behavior." + }, + { + "left": "issue:44242", + "right": "issue:44857", + "accept": false, + "reason": "One is missing load balancing loss when router logits are disabled; the other is LwDetrImageLoss crashing under float16 AMP on CUDA." + }, + { + "left": "issue:43526", + "right": "issue:46897", + "accept": false, + "reason": "BEiT processor reduce_labels bug is unrelated to Florence2 training-loss double-shift behavior." + }, + { + "left": "issue:44987", + "right": "issue:45459", + "accept": false, + "reason": "Loading physical-intelligence/fast on transformers>=5.1.0 is a model loading regression; tokenizer protobuf exception handling is a separate error path." + }, + { + "left": "issue:29870", + "right": "issue:30333", + "accept": false, + "reason": "Bart generate() UnboundLocalError and MLflow job-status reporting are entirely different bugs." + }, + { + "left": "issue:43352", + "right": "issue:45250", + "accept": false, + "reason": "NemotronHForCausalLM Flash Attention 2.0 unsupported is a concrete model capability issue, not the generic Flash Attention 2.0 topic in the other issue." + }, + { + "left": "issue:43526", + "right": "issue:46894", + "accept": false, + "reason": "BEiT label reduction bug and CohereASR training-loss double-shift are different models and different processing logic." + }, + { + "left": "issue:44479", + "right": "issue:46170", + "accept": false, + "reason": "Qwen video-input regression is unrelated to Windows/ROCm import and torch.distributed dependency issues." + }, + { + "left": "issue:42199", + "right": "issue:46851", + "accept": false, + "reason": "DETR cardinality error for models without explicit background class is unrelated to Qwen3.5 variable-length position_ids handling." + }, + { + "left": "issue:44060", + "right": "issue:44077", + "accept": false, + "reason": "Qwen3-Next tied-weights warning bug and patchtsmixer post_init allowance are different configuration/model validation issues." + }, + { + "left": "issue:44368", + "right": "issue:44977", + "accept": false, + "reason": "Both mention Qwen3.5 warnings/generation, but one is a tied-embeddings warning during LoRA fine-tuning and the other is a flash-attention generation failure; not the same concrete bug." + }, + { + "left": "issue:43653", + "right": "issue:44162", + "accept": false, + "reason": "BigBirdTokenizer special-token decode bug and ESM2 breakage are unrelated tokenizer/model issues." + }, + { + "left": "issue:45397", + "right": "issue:45656", + "accept": false, + "reason": "gemma-4 zero3 from_pretrained and optimizer step being called twice with deepspeed are different distributed-training failures." + }, + { + "left": "issue:45412", + "right": "issue:46123", + "accept": false, + "reason": "RT-DETR memory leak on deletion is unrelated to MaskGenerationPipeline dropping final partial-batch results." + }, + { + "left": "issue:43065", + "right": "issue:43408", + "accept": false, + "reason": "SAM3PixelDecoder dummy Conv2d and sam3_video vs sam3_tracker warning are separate SAM 3 issues." + }, + { + "left": "issue:44877", + "right": "issue:46170", + "accept": false, + "reason": "Strict config loading for granite_speech is unrelated to Windows ROCm import/type errors from torch.distributed." + }, + { + "left": "issue:43475", + "right": "issue:43540", + "accept": false, + "reason": "Both are SAM/Qwen-ish video issues, but one is a missing fpn_position_embeddings attribute and the other is a Qwen3OmniMoe video-input ValueError; different failures." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 27, + "review_unit_index": 46, + "review_unit_count": 63, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-516", + "nodes": [ + "issue:42886", + "issue:42994", + "issue:43065", + "issue:43482", + "issue:43646", + "issue:43701", + "issue:43723", + "issue:43906", + "issue:43931", + "issue:43994", + "issue:44162", + "issue:44188", + "issue:44297", + "issue:44361", + "issue:44368", + "issue:44483", + "issue:44623", + "issue:44749", + "issue:44871", + "issue:44964", + "issue:44995", + "issue:45103", + "issue:45137", + "issue:45200", + "issue:45229", + "issue:45375", + "issue:45478", + "issue:45563", + "issue:45588", + "issue:45593", + "issue:45656", + "issue:45685", + "issue:45987", + "issue:46082", + "issue:46123", + "issue:46132", + "issue:46170", + "issue:46202", + "issue:46421", + "issue:46431", + "issue:46710", + "issue:46726", + "issue:46752", + "issue:46832", + "issue:46858", + "issue:47020", + "issue:47068", + "issue:47145" + ], + "soft_pairs": [ + "issue:46170|issue:46832", + "issue:43723|issue:46710", + "issue:42886|issue:45229", + "issue:43931|issue:44368", + "issue:44188|issue:46202", + "issue:44995|issue:45200", + "issue:44368|issue:45563", + "issue:46132|issue:47145", + "issue:44483|issue:46202", + "issue:43906|issue:46202", + "issue:44188|issue:46421", + "issue:45593|issue:47068", + "issue:44995|issue:45588", + "issue:45987|issue:46082", + "issue:45685|issue:46431", + "issue:44361|issue:44749", + "issue:44297|issue:44623", + "issue:45103|issue:46858", + "issue:43065|issue:46123", + "issue:43994|issue:46726", + "issue:43701|issue:44749", + "issue:44749|issue:45656", + "issue:43646|issue:44162", + "issue:44623|issue:45656", + "issue:44964|issue:45137", + "issue:44871|issue:46132", + "issue:46752|issue:47020", + "issue:45375|issue:45478", + "issue:42994|issue:43482" + ], + "prepared_review_unit_hash": "5d13027be812f5c7f5c90dda8d65b8c328dcdcd6a08c189d7c750c7bcad03180", + "component_budget": { + "node_count": 516, + "item_count": 516, + "soft_pair_count": 1900, + "serialized_chars": 985312, + "estimated_input_tokens": 246328, + "estimated_eval_tokens": 492912 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 29, + "serialized_chars": 36550, + "estimated_input_tokens": 9138, + "estimated_eval_tokens": 18532 + }, + "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 spanning tokenizers, model loading, generation, caching, and backend/runtime issues. The only soft edge that looks plausibly duplicate is the Qwen3.5 MoE config/load pair; the rest are too far apart to merge safely.", + "confidence": 0.71, + "canonical_issue_reason": "issue:43723 is the broadest and most central issue in the set: a tokenizer loading regression in v5. It best represents the recurring tokenizer/config-loading theme without overfitting to one narrow symptom.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43723 is the best single issue anchor because it captures the common tokenizer-from_pretrained breakage theme, even though many other items in the cluster are not true duplicates of it.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:46170", + "right": "issue:46832", + "accept": false, + "reason": "Different subsystems and failures: Windows/ROCm import dependency issue vs RT-DETR forward shape handling." + }, + { + "left": "issue:43723", + "right": "issue:46710", + "accept": false, + "reason": "One is tokenizer loading in v5; the other is an accuracy regression after upgrading versions. Different bug class." + }, + { + "left": "issue:42886", + "right": "issue:45229", + "accept": false, + "reason": "Offline tokenizer cache loading vs Gemma4 multi-GPU CUDA OOM are unrelated." + }, + { + "left": "issue:43931", + "right": "issue:44368", + "accept": false, + "reason": "Model weight-shape mismatch for Qwen3-VL vs a warning about tie_word_embeddings; not the same bug." + }, + { + "left": "issue:44188", + "right": "issue:46202", + "accept": false, + "reason": "torch.compile attention-kernel branching issue vs Gemma pipeline roundtrip tokenization bug." + }, + { + "left": "issue:44995", + "right": "issue:45200", + "accept": false, + "reason": "Stale cache crash on second forward pass vs missing mm_token_type_ids default; different code paths." + }, + { + "left": "issue:44368", + "right": "issue:45563", + "accept": false, + "reason": "Config warning about tied embeddings vs stale num_return_sequences warning; not duplicate failures." + }, + { + "left": "issue:46132", + "right": "issue:47145", + "accept": false, + "reason": "Behavior change in AttentionInterface.register vs silent FP8 checkpoint corruption; unrelated." + }, + { + "left": "issue:44483", + "right": "issue:46202", + "accept": false, + "reason": "Chat-completions API rejection vs Gemma token roundtrip failure; different surfaces and causes." + }, + { + "left": "issue:43906", + "right": "issue:46202", + "accept": false, + "reason": "Isolated reproduction of an external issue vs a specific Gemma roundtrip bug; no clear same underlying defect." + }, + { + "left": "issue:44188", + "right": "issue:46421", + "accept": false, + "reason": "Both involve compile/perf concerns, but one is attention-kernel divergence and the other is cache lazy-init recompilation; not the same bug." + }, + { + "left": "issue:45593", + "right": "issue:47068", + "accept": false, + "reason": "D-FINE auxiliary-loss behavior vs deepspeed host-sync conditional; unrelated." + }, + { + "left": "issue:44995", + "right": "issue:45588", + "accept": false, + "reason": "Second-forward stale cache crash vs flash-attention s_aux None AttributeError are different failure modes." + }, + { + "left": "issue:45987", + "right": "issue:46082", + "accept": false, + "reason": "StaticCache return-type bug vs LlamaConfig head_dim validation; separate issues." + }, + { + "left": "issue:45685", + "right": "issue:46431", + "accept": false, + "reason": "MPS histogram Int error in moe code vs missing chat template ValueError; unrelated." + }, + { + "left": "issue:44361", + "right": "issue:44749", + "accept": false, + "reason": "MLukeTokenizer AttributeError vs a slowdown regression after upgrade; not the same underlying bug." + }, + { + "left": "issue:44297", + "right": "issue:44623", + "accept": false, + "reason": "Both touch save_pretrained, but tokenizer_class mismatch and missing processor files are different serialization bugs and not clearly one fix." + }, + { + "left": "issue:45103", + "right": "issue:46858", + "accept": false, + "reason": "auto_docstring future-annotations crash vs cache.get_seq_length device-tensor arithmetic bug; unrelated." + }, + { + "left": "issue:43065", + "right": "issue:46123", + "accept": false, + "reason": "Dummy Conv2d in Sam3PixelDecoder vs MaskGenerationPipeline final-batch handling; different components." + }, + { + "left": "issue:43994", + "right": "issue:46726", + "accept": false, + "reason": "Siglip2 bad outputs with AutoModel/pipeline vs missing vision backend error reporting; not duplicate." + }, + { + "left": "issue:43701", + "right": "issue:44749", + "accept": false, + "reason": "resume_from_checkpoint key mismatch vs significant slowdown after upgrade; different regressions." + }, + { + "left": "issue:44749", + "right": "issue:45656", + "accept": false, + "reason": "Performance slowdown after upgrade vs optimizer.step being called twice under deepspeed; different concrete bugs." + }, + { + "left": "issue:43646", + "right": "issue:44162", + "accept": false, + "reason": "Custom model initialization breakage in v5 vs ESM2 domain-specific breakage; too different to merge." + }, + { + "left": "issue:44623", + "right": "issue:45656", + "accept": false, + "reason": "Processor save_pretrained missing files vs deepspeed double-step optimizer bug; unrelated." + }, + { + "left": "issue:44964", + "right": "issue:45137", + "accept": false, + "reason": "Phi-4 multimodal load failure vs ZeRO3 deque IndexError; different subsystems." + }, + { + "left": "issue:44871", + "right": "issue:46132", + "accept": false, + "reason": "Gemma eos_token_id config inconsistency vs AttentionInterface.register behavior change; different issues." + }, + { + "left": "issue:46752", + "right": "issue:47020", + "accept": false, + "reason": "Empty-list chat template crash vs XLMRobertaTokenizer Unigram sequence type mismatch; unrelated tokenizer bugs." + }, + { + "left": "issue:45375", + "right": "issue:45478", + "accept": true, + "reason": "Both point at the same Qwen3.5 MoE configuration/load regression: a missing config field being dropped and a from_pretrained failure on recent transformers." + }, + { + "left": "issue:42994", + "right": "issue:43482", + "accept": false, + "reason": "Quantized model saving failure vs Qwen2.5-GGUF loading failure; save vs load and different model paths." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet and stays conservative: it characterizes the cluster as mostly heterogeneous, and the lone accepted soft pair (45375/45478) is plausibly the same Qwen3.5 MoE load/config regression. The rejected pairs are generally argued at an appropriately cautious level without overstating duplication evidence." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 27, + "review_unit_index": 47, + "review_unit_count": 63, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-516", + "nodes": [ + "issue:28282", + "issue:30990", + "issue:36010", + "issue:39692", + "issue:41628", + "issue:42371", + "issue:42994", + "issue:43232", + "issue:43475", + "issue:43525", + "issue:43643", + "issue:43673", + "issue:43723", + "issue:43784", + "issue:43824", + "issue:43873", + "issue:43986", + "issue:44038", + "issue:44188", + "issue:44222", + "issue:44351", + "issue:44373", + "issue:44623", + "issue:44661", + "issue:44857", + "issue:44869", + "issue:44933", + "issue:44945", + "issue:45092", + "issue:45137", + "issue:45230", + "issue:45310", + "issue:45356", + "issue:45375", + "issue:45397", + "issue:45561", + "issue:45593", + "issue:45753", + "issue:46326", + "issue:46399", + "issue:46463", + "issue:46726", + "issue:46821", + "issue:46851", + "issue:46877", + "issue:47000", + "issue:47059" + ], + "soft_pairs": [ + "issue:43475|issue:46821", + "issue:43475|issue:43643", + "issue:45230|issue:45397", + "issue:44188|issue:46851", + "issue:39692|issue:46726", + "issue:43232|issue:43673", + "issue:44373|issue:46851", + "issue:28282|issue:30990", + "issue:44038|issue:44623", + "issue:45310|issue:45375", + "issue:43986|issue:46726", + "issue:46877|issue:47000", + "issue:46463|issue:46877", + "issue:41628|issue:44933", + "issue:42994|issue:43525", + "issue:44869|issue:45356", + "issue:43723|issue:46326", + "issue:42371|issue:45092", + "issue:43784|issue:46399", + "issue:43873|issue:44945", + "issue:45137|issue:47000", + "issue:41628|issue:44351", + "issue:36010|issue:41628", + "issue:42994|issue:43824", + "issue:44038|issue:45310", + "issue:44945|issue:45753", + "issue:45561|issue:47059", + "issue:44857|issue:46877", + "issue:45593|issue:46877", + "issue:44222|issue:45310", + "issue:44661|issue:47059" + ], + "prepared_review_unit_hash": "e0fe68ea1c0b4fb25c2e3590a255d4131664943a2bc6e169affd9e3f21c97da0", + "component_budget": { + "node_count": 516, + "item_count": 516, + "soft_pair_count": 1900, + "serialized_chars": 985312, + "estimated_input_tokens": 246328, + "estimated_eval_tokens": 492912 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 31, + "serialized_chars": 36031, + "estimated_input_tokens": 9008, + "estimated_eval_tokens": 18272 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly heterogeneous: it mixes unrelated import/regression issues, generation bugs, Qwen-family config/model failures, docs problems, and test/infrastructure issues. Only two soft edges look like true duplicates or the same underlying fix target.", + "confidence": 0.87, + "canonical_issue_reason": "Issue 46726 is the cleanest anchor for the clearest duplicate-like pair (with 43986) and captures the same AutoProcessor/vision-backend missing-dependency crash in a broader form.", + "canonical_pr_reason": null, + "best_issue_reason": "Best overall representative because it is a concrete, reproducible user-facing failure with a clear runtime error; the rest of the cluster is too mixed to serve as one unified duplicate set.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43475", + "right": "issue:46821", + "accept": false, + "reason": "Different models and different missing attributes; no shared code path or fix target." + }, + { + "left": "issue:43475", + "right": "issue:43643", + "accept": false, + "reason": "SAM video encoder output bug vs AutoConfig remote-code field loss; unrelated behavior." + }, + { + "left": "issue:45230", + "right": "issue:45397", + "accept": false, + "reason": "Generic bug report vs gemma-4 ZeRO3 from_pretrained failure; no concrete overlap." + }, + { + "left": "issue:44188", + "right": "issue:46851", + "accept": false, + "reason": "Different Qwen/generation issues: attention-kernel branching vs variable-length position_ids." + }, + { + "left": "issue:39692", + "right": "issue:46726", + "accept": false, + "reason": "Doc example errors vs runtime backend-missing error; different artifacts and fixes." + }, + { + "left": "issue:43232", + "right": "issue:43673", + "accept": false, + "reason": "Both generation-related, but one is sync_gpus/update_model_kwargs and the other is chunked_prefill cache handling; separate bugs." + }, + { + "left": "issue:44373", + "right": "issue:46851", + "accept": false, + "reason": "Docstring typo vs actual variable-length decoding bug; not the same issue." + }, + { + "left": "issue:28282", + "right": "issue:30990", + "accept": false, + "reason": "PyTorch import dependency error vs sentence-transformers loading stall; different failure modes." + }, + { + "left": "issue:44038", + "right": "issue:44623", + "accept": false, + "reason": "Qwen3-VL-Moe compatibility issue vs processor save_pretrained file omission; unrelated paths." + }, + { + "left": "issue:45310", + "right": "issue:45375", + "accept": true, + "reason": "Both point to the same Qwen3.5 MoE vision config/load regression; the missing deepstack_visual_indexes field plausibly causes the from_pretrained error." + }, + { + "left": "issue:43986", + "right": "issue:46726", + "accept": true, + "reason": "Same underlying AutoProcessor failure when the required vision backend is missing; one is the video-model case of the same crash." + }, + { + "left": "issue:46877", + "right": "issue:47000", + "accept": false, + "reason": "Import-time doc-lint stdout noise vs RTDetrLoss cost-matrix infeasibility; unrelated." + }, + { + "left": "issue:46463", + "right": "issue:46877", + "accept": false, + "reason": "T5 decoder validation error vs docstring import-time diagnostics; no shared bug." + }, + { + "left": "issue:41628", + "right": "issue:44933", + "accept": false, + "reason": "Both are import-related, but they concern different missing symbols and different modules." + }, + { + "left": "issue:42994", + "right": "issue:43525", + "accept": false, + "reason": "Quantized model saving vs Llama4Config missing pad_token_id; different model-family regressions." + }, + { + "left": "issue:44869", + "right": "issue:45356", + "accept": false, + "reason": "Whisper timestamp decoding crash vs tokenizer codec-handling regression; different subsystems." + }, + { + "left": "issue:43723", + "right": "issue:46326", + "accept": false, + "reason": "AutoTokenizer loading issue vs mistral_common continue_final_message bug; separate tokenizer code paths." + }, + { + "left": "issue:42371", + "right": "issue:45092", + "accept": false, + "reason": "TF32 API settings warning vs remote-code meta-initialization incompatibility; unrelated." + }, + { + "left": "issue:43784", + "right": "issue:46399", + "accept": false, + "reason": "Missing nn import in sentence-transformers vs missing decorator for rotary embedding registration; different defects." + }, + { + "left": "issue:43873", + "right": "issue:44945", + "accept": false, + "reason": "Quantization offloading behavior vs pipeline-parallelism output corruption; not the same bug." + }, + { + "left": "issue:45137", + "right": "issue:47000", + "accept": false, + "reason": "DeepSpeed ZeRO3 deque underflow vs RTDetrLoss infeasible cost matrix; different runtime failures." + }, + { + "left": "issue:41628", + "right": "issue:44351", + "accept": false, + "reason": "Both are import/export regressions, but they are about different symbols and code locations." + }, + { + "left": "issue:36010", + "right": "issue:41628", + "accept": false, + "reason": "GenerationMixin import failure vs AutoImageProcessor import failure; separate missing API surfaces." + }, + { + "left": "issue:42994", + "right": "issue:43824", + "accept": false, + "reason": "Quantized save_pretrained bug vs Qwen2_5_VLForConditionalGeneration import error; unrelated." + }, + { + "left": "issue:44038", + "right": "issue:45310", + "accept": false, + "reason": "Both mention Qwen/VL and v5, but one is a vague bug report and the other is a specific from_pretrained regression; not enough to treat as the same fix." + }, + { + "left": "issue:44945", + "right": "issue:45753", + "accept": false, + "reason": "Pipeline-parallel output error vs infinite loop on a specific image; different symptoms and likely different causes." + }, + { + "left": "issue:45561", + "right": "issue:47059", + "accept": false, + "reason": "xdist race in testing utils vs CLI completion breakage from huggingface_hub; unrelated infrastructure issues." + }, + { + "left": "issue:44857", + "right": "issue:46877", + "accept": false, + "reason": "CUDA AMP loss crash vs import-time doc-lint stdout; no overlap." + }, + { + "left": "issue:45593", + "right": "issue:46877", + "accept": false, + "reason": "D-FINE auxiliary-loss behavior vs doc-lint stdout noise; unrelated." + }, + { + "left": "issue:44222", + "right": "issue:45310", + "accept": false, + "reason": "FP8 MoE saving vs Qwen3.5 from_pretrained loading; same broad model family but different concrete code paths." + }, + { + "left": "issue:44661", + "right": "issue:47059", + "accept": false, + "reason": "Tokenizer mapping-name failure vs CLI completion attribute breakage; different areas and fixes." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet and stays mostly conservative. The two accepted soft edges are plausibly duplicate-like from their titles/body context, and the rejected pairs look appropriately non-overlapping. No evident overstatement beyond what the packet supports." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 27, + "review_unit_index": 48, + "review_unit_count": 63, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-516", + "nodes": [ + "issue:30333", + "issue:30990", + "issue:33290", + "issue:35141", + "issue:39692", + "issue:42175", + "issue:42673", + "issue:42831", + "issue:42898", + "issue:43232", + "issue:43479", + "issue:43704", + "issue:43723", + "issue:43784", + "issue:43824", + "issue:43976", + "issue:44016", + "issue:44186", + "issue:44222", + "issue:44496", + "issue:44568", + "issue:44623", + "issue:44743", + "issue:44779", + "issue:44792", + "issue:44869", + "issue:44933", + "issue:45081", + "issue:45103", + "issue:45310", + "issue:45405", + "issue:45406", + "issue:45561", + "issue:45600", + "issue:45712", + "issue:45812", + "issue:46077", + "issue:46123", + "issue:46202", + "issue:46231", + "issue:46693", + "issue:46701", + "issue:46829", + "issue:46877", + "issue:46909", + "issue:47059", + "issue:47068", + "issue:47085" + ], + "soft_pairs": [ + "issue:45081|issue:45103", + "issue:45406|issue:46202", + "issue:46202|issue:46701", + "issue:43232|issue:44792", + "issue:42673|issue:43704", + "issue:42831|issue:44222", + "issue:42175|issue:44933", + "issue:44496|issue:45561", + "issue:45405|issue:46877", + "issue:30333|issue:33290", + "issue:44743|issue:47068", + "issue:43976|issue:44933", + "issue:43479|issue:46829", + "issue:30990|issue:35141", + "issue:42898|issue:44568", + "issue:45561|issue:45600", + "issue:42175|issue:45712", + "issue:44568|issue:47085", + "issue:44623|issue:45310", + "issue:42673|issue:46693", + "issue:44186|issue:47085", + "issue:45600|issue:47059", + "issue:46077|issue:46123", + "issue:42898|issue:45812", + "issue:43723|issue:44568", + "issue:43479|issue:44869", + "issue:44016|issue:46231", + "issue:39692|issue:46909", + "issue:43784|issue:43824", + "issue:42898|issue:44779" + ], + "prepared_review_unit_hash": "2f702f2cf71e55c2cdf8d38204255b12fad4e5ab11e4c8b4e788a9a9f76d67d5", + "component_budget": { + "node_count": 516, + "item_count": 516, + "soft_pair_count": 1900, + "serialized_chars": 985312, + "estimated_input_tokens": 246328, + "estimated_eval_tokens": 492912 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 30, + "serialized_chars": 36897, + "estimated_input_tokens": 9225, + "estimated_eval_tokens": 18706 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly heterogeneous and only one pair looks like a true duplicate; most other pairs are same-subsystem but different bugs. The clearest duplicate is the Qwen3ForCausalLM VRAM leak report.", + "confidence": 0.91, + "canonical_issue_reason": "issue:42673 is the strongest anchor because it has an exact twin (issue:43704) with the same title and same concrete failure mode: VRAM leak when Qwen3ForCausalLM is used in multiple dataloader threads.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:42673 is the best single issue to represent the only near-certain duplicate in this set; it is specific, concrete, and directly matched by another item.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45081", + "right": "issue:45103", + "accept": false, + "reason": "Different bugs: Mistral tokenizer backend-tokenizer attribute error vs auto-docstring crash with future annotations." + }, + { + "left": "issue:45406", + "right": "issue:46202", + "accept": false, + "reason": "Both involve Gemma/Gemma4, but one is a missing _tokenizer attribute and the other is a pipeline roundtrip/tokenization issue." + }, + { + "left": "issue:46202", + "right": "issue:46701", + "accept": false, + "reason": "Different failure modes and code paths: token roundtrip bug vs image-text-to-text pipeline failure." + }, + { + "left": "issue:43232", + "right": "issue:44792", + "accept": false, + "reason": "Unrelated generation bugs: sync_gpus kwargs update issue vs janus image-generation test failure." + }, + { + "left": "issue:42673", + "right": "issue:43704", + "accept": true, + "reason": "Exact duplicate: same title and same Qwen3ForCausalLM multi-dataloader VRAM leak." + }, + { + "left": "issue:42831", + "right": "issue:44222", + "accept": false, + "reason": "One is an accuracy regression with FineGrainedFP8; the other is an FP8 save_pretrained/moe issue." + }, + { + "left": "issue:42175", + "right": "issue:44933", + "accept": false, + "reason": "Different problems: missing TensorFlow backend in extras install vs nonexistent image_utils import." + }, + { + "left": "issue:44496", + "right": "issue:45561", + "accept": false, + "reason": "Unrelated: unrecognized model/config loading vs xdist race in captured_info.txt." + }, + { + "left": "issue:45405", + "right": "issue:46877", + "accept": false, + "reason": "PEFT version bump issue and auto_docstring stdout diagnostics are different topics and code paths." + }, + { + "left": "issue:30333", + "right": "issue:33290", + "accept": false, + "reason": "Training job MLflow reporting bug is unrelated to adafactor/deepspeed OOM." + }, + { + "left": "issue:44743", + "right": "issue:47068", + "accept": false, + "reason": "Different issues: recurrent state reset in modular_qwen3_5 vs possible host sync from CUDA-tensor conditional." + }, + { + "left": "issue:43976", + "right": "issue:44933", + "accept": false, + "reason": "Python version compatibility issue is unrelated to image_utils import removal." + }, + { + "left": "issue:43479", + "right": "issue:46829", + "accept": false, + "reason": "Phi4MultimodalConfig default initialization bug is unrelated to VideoPrism hidden_states misassignment." + }, + { + "left": "issue:30990", + "right": "issue:35141", + "accept": false, + "reason": "Sentence Transformers loading hang vs token embedding resize/post_init reinitialization are different bugs." + }, + { + "left": "issue:42898", + "right": "issue:44568", + "accept": false, + "reason": "Both are tokenizer behavior regressions, but one is clean_up_tokenization_spaces in v5 and the other is add_special_tokens BOS/EOS behavior for mdeberta." + }, + { + "left": "issue:45561", + "right": "issue:45600", + "accept": false, + "reason": "Pytest-xdist race and removed Sam3LiteText auto_mappings references are unrelated." + }, + { + "left": "issue:42175", + "right": "issue:45712", + "accept": false, + "reason": "Extras-install backend issue is not the same as leftover dummy class cleanup." + }, + { + "left": "issue:44568", + "right": "issue:47085", + "accept": false, + "reason": "Different tokenizer issues: special-token addition regression vs thread-safety regression." + }, + { + "left": "issue:44623", + "right": "issue:45310", + "accept": false, + "reason": "Processor save_pretrained missing files and Qwen3.5 MoE from_pretrained failure are distinct." + }, + { + "left": "issue:42673", + "right": "issue:46693", + "accept": false, + "reason": "Same broad Qwen/deepspeed area, but one is a VRAM leak in dataloader threads and the other is a long-context performance regression." + }, + { + "left": "issue:44186", + "right": "issue:47085", + "accept": false, + "reason": "LayoutLMv2Tokenizer padding/NER crash is not the same as fast tokenizer thread-safety regression." + }, + { + "left": "issue:45600", + "right": "issue:47059", + "accept": false, + "reason": "Removed config references in auto_mappings and a huggingface_hub CLI completion error are unrelated." + }, + { + "left": "issue:46077", + "right": "issue:46123", + "accept": false, + "reason": "Gemma4 attention-mask bug and MaskGenerationPipeline final-batch bug are different code paths." + }, + { + "left": "issue:42898", + "right": "issue:45812", + "accept": false, + "reason": "Both are v5 tokenizer regressions, but they affect different behaviors and different model families." + }, + { + "left": "issue:43723", + "right": "issue:44568", + "accept": false, + "reason": "Tokenizer loading issue in v5 is separate from mdeberta special-token regression." + }, + { + "left": "issue:43479", + "right": "issue:44869", + "accept": false, + "reason": "Different models and failures: multimodal config init vs Whisper timestamp decode crash." + }, + { + "left": "issue:44016", + "right": "issue:46231", + "accept": false, + "reason": "Notebook syntax error and documentation parameter mismatch are not the same bug." + }, + { + "left": "issue:39692", + "right": "issue:46909", + "accept": false, + "reason": "Both are documentation problems, but they concern different examples and different failure modes." + }, + { + "left": "issue:43784", + "right": "issue:43824", + "accept": false, + "reason": "Both are import errors, but caused by different missing symbols in different packages." + }, + { + "left": "issue:42898", + "right": "issue:44779", + "accept": false, + "reason": "Both are tokenizer regressions in v5, but they are different model-specific bugs." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet and stays conservative on the soft edges. The only clearly supported duplicate is issue:42673 / issue:43704, which have identical titles and matching VRAM-leak reports. The remaining pairs are reasonably treated as related but distinct bugs." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 27, + "review_unit_index": 49, + "review_unit_count": 63, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-516", + "nodes": [ + "issue:22355", + "issue:27957", + "issue:28282", + "issue:30333", + "issue:34689", + "issue:35141", + "issue:41628", + "issue:42222", + "issue:42673", + "issue:42757", + "issue:42796", + "issue:42831", + "issue:42898", + "issue:43116", + "issue:43295", + "issue:43479", + "issue:43644", + "issue:43723", + "issue:43874", + "issue:44060", + "issue:44075", + "issue:44079", + "issue:44190", + "issue:44222", + "issue:44295", + "issue:44297", + "issue:44360", + "issue:44373", + "issue:44448", + "issue:44485", + "issue:44623", + "issue:44734", + "issue:44843", + "issue:44933", + "issue:45092", + "issue:45103", + "issue:45125", + "issue:45200", + "issue:45245", + "issue:45310", + "issue:45356", + "issue:45405", + "issue:45656", + "issue:45712", + "issue:46132", + "issue:46231", + "issue:46762", + "issue:47085" + ], + "soft_pairs": [ + "issue:43479|issue:44079", + "issue:27957|issue:30333", + "issue:42673|issue:47085", + "issue:44843|issue:47085", + "issue:30333|issue:34689", + "issue:43874|issue:45092", + "issue:42898|issue:43295", + "issue:44295|issue:45656", + "issue:42222|issue:45200", + "issue:44734|issue:45103", + "issue:42898|issue:45356", + "issue:30333|issue:35141", + "issue:22355|issue:28282", + "issue:44222|issue:44297", + "issue:44075|issue:46231", + "issue:43116|issue:44190", + "issue:45405|issue:45712", + "issue:44297|issue:45656", + "issue:42831|issue:44623", + "issue:44933|issue:45712", + "issue:44448|issue:46132", + "issue:44222|issue:44623", + "issue:44060|issue:45125", + "issue:43479|issue:43644", + "issue:42796|issue:43723", + "issue:45245|issue:46132", + "issue:44373|issue:44485", + "issue:44360|issue:46762", + "issue:41628|issue:42757", + "issue:44297|issue:45310" + ], + "prepared_review_unit_hash": "7f8a2cbb600a07f43a3287e2bc603679c4c48d2e52b1da38a91363bcf5f550d2", + "component_budget": { + "node_count": 516, + "item_count": 516, + "soft_pair_count": 1900, + "serialized_chars": 985312, + "estimated_input_tokens": 246328, + "estimated_eval_tokens": 492912 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 30, + "serialized_chars": 36579, + "estimated_input_tokens": 9145, + "estimated_eval_tokens": 18546 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The proposed soft pairs are mostly false positives: they share only broad subsystem themes (tokenizers, multimodal models, imports, save/load, etc.) but describe different concrete bugs and code paths. No pull requests were provided. The clearest representative issue is the offline-mode tokenizer regression in issue 44843.", + "confidence": 0.88, + "canonical_issue_reason": "issue:44843 is the most concrete, actionable bug report: it names a specific failing code path (_patch_mistral_regex / model_info()) and a clear regression condition (HF_HUB_OFFLINE).", + "canonical_pr_reason": null, + "best_issue_reason": "issue:44843 is the strongest standalone representative because it is narrowly scoped, reproducible, and tied to a specific fixable path.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43479", + "right": "issue:44079", + "accept": false, + "reason": "Different bug classes: config initialization with None vs ModelOutput key assignment behavior." + }, + { + "left": "issue:27957", + "right": "issue:30333", + "accept": false, + "reason": "Unrelated problems: Flash Attention support in a model vs MLFlow reporting on training failure." + }, + { + "left": "issue:42673", + "right": "issue:47085", + "accept": false, + "reason": "Both mention runtime behavior, but one is a VRAM leak and the other is tokenizer thread safety; different code paths." + }, + { + "left": "issue:44843", + "right": "issue:47085", + "accept": false, + "reason": "Offline tokenizer patching bug vs Rust tokenizer thread-safety regression; not the same issue." + }, + { + "left": "issue:30333", + "right": "issue:34689", + "accept": false, + "reason": "MLFlow reporting failure is unrelated to a model-loading regression for Llama 3.2 Vision." + }, + { + "left": "issue:43874", + "right": "issue:45092", + "accept": false, + "reason": "Different multimodal loading failures in different model families and different root causes." + }, + { + "left": "issue:42898", + "right": "issue:43295", + "accept": false, + "reason": "One is tokenization cleanup behavior, the other is processor/tokenizer access and image passing; not the same bug." + }, + { + "left": "issue:44295", + "right": "issue:45656", + "accept": false, + "reason": "Buffer read/access issue vs optimizer stepping twice under deepspeed; unrelated." + }, + { + "left": "issue:42222", + "right": "issue:45200", + "accept": false, + "reason": "Different model-specific multimodal bugs, one broken vitpose models and one missing default mm_token_type_ids." + }, + { + "left": "issue:44734", + "right": "issue:45103", + "accept": false, + "reason": "KV-cache tensor indexing crash vs docstring/annotations crash in auto_docstring; unrelated." + }, + { + "left": "issue:42898", + "right": "issue:45356", + "accept": false, + "reason": "Both are tokenizer regressions, but they affect different behaviors and code paths." + }, + { + "left": "issue:30333", + "right": "issue:35141", + "accept": false, + "reason": "MLFlow job status reporting vs embedding resizing/post_init reinitialization; unrelated." + }, + { + "left": "issue:22355", + "right": "issue:28282", + "accept": false, + "reason": "Different import/dependency failures: missing transformers.onnx module vs missing PyTorch backend." + }, + { + "left": "issue:44222", + "right": "issue:44297", + "accept": false, + "reason": "Both involve save_pretrained, but one is FP8 MoE serialization and the other is tokenizer metadata mismatch." + }, + { + "left": "issue:44075", + "right": "issue:46231", + "accept": false, + "reason": "An optimizer bug vs a documentation typo; not the same issue." + }, + { + "left": "issue:43116", + "right": "issue:44190", + "accept": false, + "reason": "Different example scripts with different failure modes; both are script issues but not the same bug." + }, + { + "left": "issue:45405", + "right": "issue:45712", + "accept": false, + "reason": "Unreleased dependency bump vs leftover dummy classes leaking into API surface; unrelated." + }, + { + "left": "issue:44297", + "right": "issue:45656", + "accept": false, + "reason": "Tokenizer save metadata mismatch vs optimizer stepping twice; no overlap in underlying bug." + }, + { + "left": "issue:42831", + "right": "issue:44623", + "accept": false, + "reason": "FP8 accuracy regression vs missing processor save files; different areas and symptoms." + }, + { + "left": "issue:44933", + "right": "issue:45712", + "accept": false, + "reason": "Both touch imports, but one is a missing symbol in image_utils and the other is dummy class cleanup." + }, + { + "left": "issue:44448", + "right": "issue:46132", + "accept": false, + "reason": "Different attention-related issues: model output discrepancy vs registered function behavior change." + }, + { + "left": "issue:44222", + "right": "issue:44623", + "accept": false, + "reason": "Both mention save_pretrained, but they concern different object types and failure modes." + }, + { + "left": "issue:44060", + "right": "issue:45125", + "accept": false, + "reason": "Same model family, but one is a tied-weights warning bug and the other is missing tensor-parallel plan support." + }, + { + "left": "issue:43479", + "right": "issue:43644", + "accept": false, + "reason": "Different initialization problems in different subsystems; not the same underlying defect." + }, + { + "left": "issue:42796", + "right": "issue:43723", + "accept": false, + "reason": "Both are tokenizer-related, but one is BPE marker handling and the other is from_pretrained loading in v5." + }, + { + "left": "issue:45245", + "right": "issue:46132", + "accept": false, + "reason": "Completely unrelated: category count runtime error vs attention registration behavior." + }, + { + "left": "issue:44373", + "right": "issue:44485", + "accept": false, + "reason": "A docstring issue is not the same as a RoPE implementation bug." + }, + { + "left": "issue:44360", + "right": "issue:46762", + "accept": false, + "reason": "Different numeric/attention topics with no clear shared code path." + }, + { + "left": "issue:41628", + "right": "issue:42757", + "accept": false, + "reason": "Both are import errors, but they involve different missing symbols from different packages." + }, + { + "left": "issue:44297", + "right": "issue:45310", + "accept": false, + "reason": "Tokenizer save metadata mismatch vs Qwen3.5 MoE from_pretrained regression; 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": 27, + "review_unit_index": 50, + "review_unit_count": 63, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-516", + "nodes": [ + "issue:22355", + "issue:27957", + "issue:30990", + "issue:38175", + "issue:41628", + "issue:42831", + "issue:42907", + "issue:43122", + "issue:43232", + "issue:43408", + "issue:43475", + "issue:43504", + "issue:43723", + "issue:43824", + "issue:44038", + "issue:44190", + "issue:44222", + "issue:44261", + "issue:44263", + "issue:44279", + "issue:44295", + "issue:44360", + "issue:44373", + "issue:44484", + "issue:44623", + "issue:44829", + "issue:44964", + "issue:44977", + "issue:45071", + "issue:45092", + "issue:45310", + "issue:45357", + "issue:45834", + "issue:46002", + "issue:46050", + "issue:46082", + "issue:46209", + "issue:46305", + "issue:46328", + "issue:46369", + "issue:46402", + "issue:46424", + "issue:46431", + "issue:46614", + "issue:46655", + "issue:46909", + "issue:46932", + "issue:47059" + ], + "soft_pairs": [ + "issue:45071|issue:46082", + "issue:43504|issue:47059", + "issue:43723|issue:44977", + "issue:44222|issue:44484", + "issue:43122|issue:46209", + "issue:46614|issue:46932", + "issue:44263|issue:45092", + "issue:44295|issue:44623", + "issue:46209|issue:46431", + "issue:43232|issue:46424", + "issue:44263|issue:44373", + "issue:43232|issue:45834", + "issue:30990|issue:38175", + "issue:44190|issue:46082", + "issue:46369|issue:46909", + "issue:43475|issue:46305", + "issue:44263|issue:44360", + "issue:46305|issue:46655", + "issue:42831|issue:45310", + "issue:22355|issue:27957", + "issue:42907|issue:46050", + "issue:45092|issue:45357", + "issue:44279|issue:46328", + "issue:42831|issue:44038", + "issue:44261|issue:45092", + "issue:44829|issue:46002", + "issue:41628|issue:43824", + "issue:44964|issue:47059", + "issue:43408|issue:46402" + ], + "prepared_review_unit_hash": "6fa6f6ec58c2c7b3589454dd38a29f83ded6a9f3202f730e3f6f242da05e0b4a", + "component_budget": { + "node_count": 516, + "item_count": 516, + "soft_pair_count": 1900, + "serialized_chars": 985312, + "estimated_input_tokens": 246328, + "estimated_eval_tokens": 492912 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 29, + "serialized_chars": 36018, + "estimated_input_tokens": 9005, + "estimated_eval_tokens": 18266 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This is a loose similarity cluster of largely unrelated Transformers issues; the soft edges are mostly topical overlaps, not true duplicates. None of the candidate pairs look mergeable as the same underlying bug or change.", + "confidence": 0.94, + "canonical_issue_reason": "issue:45092 is the clearest self-contained regression report with a specific version boundary and concrete failure mode, making it a good anchor for the cluster.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:44964 is the most broadly user-impacting standalone issue, describing a direct model-load failure on a named checkpoint with a clear repro.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45071", + "right": "issue:46082", + "accept": false, + "reason": "Both are config-related regressions, but one is a broad type-checking break and the other is a Llama head_dim validation issue; different code paths." + }, + { + "left": "issue:43504", + "right": "issue:47059", + "accept": false, + "reason": "Legacy model-field loading and a CLI completion error from huggingface_hub are unrelated failures." + }, + { + "left": "issue:43723", + "right": "issue:44977", + "accept": false, + "reason": "Tokenizer import/loading in v5 and Qwen3.5 flash-attention generation problems affect different subsystems and symptoms." + }, + { + "left": "issue:44222", + "right": "issue:44484", + "accept": false, + "reason": "Both mention save_pretrained, but one is FP8 MoE saving failure and the other is a shard-size policy question." + }, + { + "left": "issue:43122", + "right": "issue:46209", + "accept": false, + "reason": "Tokenizer behavior changes and FP8 inference on B200 are different problems with no shared code-path evidence." + }, + { + "left": "issue:46614", + "right": "issue:46932", + "accept": false, + "reason": "A stale phonemizer backend bug and Gemma4 quantized embedder dtype casting are unrelated." + }, + { + "left": "issue:44263", + "right": "issue:45092", + "accept": false, + "reason": "GlmMoeDsaIndexer split behavior and InternVL2 meta-init compatibility are different components and failure modes." + }, + { + "left": "issue:44295", + "right": "issue:44623", + "accept": false, + "reason": "Position-id buffer access and processor.save_pretrained missing files are not the same bug." + }, + { + "left": "issue:46209", + "right": "issue:46431", + "accept": false, + "reason": "FP8 inference on B200 and missing chat template support are unrelated runtime issues." + }, + { + "left": "issue:43232", + "right": "issue:46424", + "accept": false, + "reason": "Generation kwargs after sync_gpus and cache max length handling concern different generation internals." + }, + { + "left": "issue:44263", + "right": "issue:44373", + "accept": false, + "reason": "A DSA indexer split bug and a wrong docstring for position_ids are not the same underlying issue." + }, + { + "left": "issue:43232", + "right": "issue:45834", + "accept": false, + "reason": "Generation kwargs handling and Kosmos2.5 OCR long-input indexing are distinct bugs." + }, + { + "left": "issue:30990", + "right": "issue:38175", + "accept": false, + "reason": "Sentence-transformers loading stall and siglip2 zero probabilities are unrelated model/runtime problems." + }, + { + "left": "issue:44190", + "right": "issue:46082", + "accept": false, + "reason": "Local dataset loading in an example script and a LlamaConfig validation error do not share the same code path." + }, + { + "left": "issue:46369", + "right": "issue:46909", + "accept": false, + "reason": "SAM3 memory overflow and a broken DIA documentation example are unrelated." + }, + { + "left": "issue:43475", + "right": "issue:46305", + "accept": false, + "reason": "Missing SAM3 vision encoder attribute and a MoonshineStreaming window-mask off-by-one are different model implementations." + }, + { + "left": "issue:44263", + "right": "issue:44360", + "accept": false, + "reason": "Both touch DSA indexer code, but one is about split return values and the other about a missing ReLU; not the same bug." + }, + { + "left": "issue:46305", + "right": "issue:46655", + "accept": false, + "reason": "MoonshineStreaming masking off-by-one and SmolVLM video padding are separate sequence-processing bugs." + }, + { + "left": "issue:42831", + "right": "issue:45310", + "accept": false, + "reason": "FineGrainedFP8 accuracy drift and Qwen3.5 MoE from_pretrained errors are different FP8-adjacent issues." + }, + { + "left": "issue:22355", + "right": "issue:27957", + "accept": false, + "reason": "An import failure for transformers.onnx and XLMRoberta Flash Attention 2 are unrelated." + }, + { + "left": "issue:42907", + "right": "issue:46050", + "accept": false, + "reason": "Dequantized model save failure and sinq quantized model save/load breakage are both quantization-related but not the same concrete bug." + }, + { + "left": "issue:45092", + "right": "issue:45357", + "accept": false, + "reason": "InternVL2 meta initialization incompatibility and Qwen3.5 visual-encoder key persistence are different regressions." + }, + { + "left": "issue:44279", + "right": "issue:46328", + "accept": false, + "reason": "A general dependency issue and a SequenceFeatureExtractor.pad performance issue are unrelated." + }, + { + "left": "issue:42831", + "right": "issue:44038", + "accept": false, + "reason": "FineGrainedFP8 accuracy issues and Qwen3-VL-Moe v5 bugs do not match on symptom or code path." + }, + { + "left": "issue:44261", + "right": "issue:45092", + "accept": false, + "reason": "MLA q_a_layernorm precision error from missing rms_norm_eps is unrelated to meta-init incompatibility." + }, + { + "left": "issue:44829", + "right": "issue:46002", + "accept": false, + "reason": "Flash Attention 3 causing degenerate training and NaNs in classification heads are different training failures." + }, + { + "left": "issue:41628", + "right": "issue:43824", + "accept": false, + "reason": "Missing AutoImageProcessor and missing Qwen2_5_VLForConditionalGeneration imports are separate export issues." + }, + { + "left": "issue:44964", + "right": "issue:47059", + "accept": false, + "reason": "Model loading failure for Phi-4-multimodal-instruct and a CLI break from huggingface_hub are unrelated." + }, + { + "left": "issue:43408", + "right": "issue:46402", + "accept": false, + "reason": "A sam3_video-to-sam3_tracker type warning and SAM3 text-encoder weight loading failure are different SAM3 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": 27, + "review_unit_index": 51, + "review_unit_count": 63, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-516", + "nodes": [ + "issue:22355", + "issue:27957", + "issue:28218", + "issue:30990", + "issue:33357", + "issue:39379", + "issue:39401", + "issue:41628", + "issue:42371", + "issue:42757", + "issue:42796", + "issue:42831", + "issue:42886", + "issue:42907", + "issue:42994", + "issue:43066", + "issue:43122", + "issue:43232", + "issue:43408", + "issue:43540", + "issue:43576", + "issue:43644", + "issue:43646", + "issue:43784", + "issue:43976", + "issue:44117", + "issue:44188", + "issue:44263", + "issue:44295", + "issue:44297", + "issue:44327", + "issue:44373", + "issue:44483", + "issue:44568", + "issue:44704", + "issue:44945", + "issue:44964", + "issue:45278", + "issue:45381", + "issue:45406", + "issue:45593", + "issue:45753", + "issue:46002", + "issue:46172", + "issue:46305", + "issue:46369", + "issue:46909", + "issue:47059" + ], + "soft_pairs": [ + "issue:45381|issue:46305", + "issue:39379|issue:46172", + "issue:44483|issue:45406", + "issue:42831|issue:45753", + "issue:43644|issue:46305", + "issue:22355|issue:28218", + "issue:44327|issue:47059", + "issue:44188|issue:44373", + "issue:39401|issue:44568", + "issue:42757|issue:45278", + "issue:43408|issue:46369", + "issue:42886|issue:42994", + "issue:42886|issue:43066", + "issue:27957|issue:30990", + "issue:42796|issue:43122", + "issue:43232|issue:45593", + "issue:45381|issue:46909", + "issue:43540|issue:46909", + "issue:43646|issue:46002", + "issue:42907|issue:44945", + "issue:44295|issue:44297", + "issue:30990|issue:33357", + "issue:43576|issue:43784", + "issue:42907|issue:44964", + "issue:43976|issue:44945", + "issue:42371|issue:44263", + "issue:41628|issue:45278", + "issue:44117|issue:44704" + ], + "prepared_review_unit_hash": "20f86c2c2aee0d33ee99879b42c5e17e67fd0d1220560dd850888b2f6cd9870a", + "component_budget": { + "node_count": 516, + "item_count": 516, + "soft_pair_count": 1900, + "serialized_chars": 985312, + "estimated_input_tokens": 246328, + "estimated_eval_tokens": 492912 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 28, + "serialized_chars": 35495, + "estimated_input_tokens": 8874, + "estimated_eval_tokens": 18004 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This set is not a duplicate cluster; it contains many unrelated Transformers issues (tokenization, imports, video/multimodal bugs, generation, CLI, quantization, docs). All soft-similarity pairs are false positives: they share broad subsystem vocabulary at most, but not the same concrete failure mode or code path.", + "confidence": 0.93, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": null, + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45381", + "right": "issue:46305", + "accept": false, + "reason": "Different models and bugs: qwen2.5-vl vision_position_ids vs MoonshineStreaming mask off-by-one in a separate streaming path." + }, + { + "left": "issue:39379", + "right": "issue:46172", + "accept": false, + "reason": "Both are model math bugs, but they affect unrelated architectures and code paths; no shared underlying defect." + }, + { + "left": "issue:44483", + "right": "issue:45406", + "accept": false, + "reason": "API request rejection in /v1/chat/completions is unrelated to a Gemma4Processor attribute crash in transformers serve." + }, + { + "left": "issue:42831", + "right": "issue:45753", + "accept": false, + "reason": "FineGrainedFP8 accuracy degradation and Qwen3_5 infinite loop on one image are distinct failure modes." + }, + { + "left": "issue:43644", + "right": "issue:46305", + "accept": false, + "reason": "Non-persistent buffer junk in v5.0.0 is unrelated to the streaming sliding-window mask off-by-one." + }, + { + "left": "issue:22355", + "right": "issue:28218", + "accept": false, + "reason": "Import error for transformers.onnx and tokenizer spacing regression are different components and bugs." + }, + { + "left": "issue:44327", + "right": "issue:47059", + "accept": false, + "reason": "QA decode_spans top_k crash is unrelated to a CLI completion attribute error from huggingface_hub." + }, + { + "left": "issue:44188", + "right": "issue:44373", + "accept": false, + "reason": "torch.compile attention-kernel divergence is a runtime correctness bug; wrong position_ids docstring is documentation only." + }, + { + "left": "issue:39401", + "right": "issue:44568", + "accept": false, + "reason": "Both are tokenizer issues, but one is offset_mapping for Qwen3 and the other is missing BOS/EOS insertion for mdeberta-v3-base." + }, + { + "left": "issue:42757", + "right": "issue:45278", + "accept": false, + "reason": "A single missing huggingface_hub symbol is not the same concrete bug as broad import errors after a version update." + }, + { + "left": "issue:43408", + "right": "issue:46369", + "accept": false, + "reason": "Wrong sam3_video/sam3_tracker model type warning is unrelated to memory overflow in sam3-litetext." + }, + { + "left": "issue:42886", + "right": "issue:42994", + "accept": false, + "reason": "Offline cache loading failure and quantized model saving failure are separate lifecycle paths." + }, + { + "left": "issue:42886", + "right": "issue:43066", + "accept": false, + "reason": "Offline cache loading and wrong tokenizer decoder type in v5 are different tokenizer/loading regressions." + }, + { + "left": "issue:27957", + "right": "issue:30990", + "accept": false, + "reason": "Flash Attention 2 support for XLMRoberta is unrelated to Sentence Transformers hanging during load." + }, + { + "left": "issue:42796", + "right": "issue:43122", + "accept": false, + "reason": "Tokenizer BPE-marker handling for Ministral is not the same bug as changed tokenization behavior across the v4.57.3\u2192v5 transition." + }, + { + "left": "issue:43232", + "right": "issue:45593", + "accept": false, + "reason": "Generation kwargs propagation after sync_gpus is unrelated to D-FINE auxiliary-loss handling." + }, + { + "left": "issue:45381", + "right": "issue:46909", + "accept": false, + "reason": "A multimodal video position_ids bug is unrelated to a broken DIA documentation example." + }, + { + "left": "issue:43540", + "right": "issue:46909", + "accept": false, + "reason": "Qwen3OmniMoe video processing ValueError and a DIA docs example failure are different categories entirely." + }, + { + "left": "issue:43646", + "right": "issue:46002", + "accept": false, + "reason": "Custom model init breakage in Transformers 5.0.0 is unrelated to NaNs in classification heads after checkout/init." + }, + { + "left": "issue:42907", + "right": "issue:44945", + "accept": false, + "reason": "Saving dequantized Ministral/Devstral models and incorrect pipeline-parallel LLM output are different problems." + }, + { + "left": "issue:44295", + "right": "issue:44297", + "accept": false, + "reason": "A buffer access error for position_ids and tokenizer_class mismatch on save_pretrained do not share a concrete root cause." + }, + { + "left": "issue:30990", + "right": "issue:33357", + "accept": false, + "reason": "Both mention loading, but one is a Sentence Transformers hang and the other is a MacOS bus error with a CLIP model." + }, + { + "left": "issue:43576", + "right": "issue:43784", + "accept": false, + "reason": "Broken transformers env command and a sentence-transformers import NameError are separate failures." + }, + { + "left": "issue:42907", + "right": "issue:44964", + "accept": false, + "reason": "Quantized model saving failure is not the same as failing to load Phi-4 multimodal instruct." + }, + { + "left": "issue:43976", + "right": "issue:44945", + "accept": false, + "reason": "Python version compatibility regression is unrelated to pipeline parallelism output correctness." + }, + { + "left": "issue:42371", + "right": "issue:44263", + "accept": false, + "reason": "TF32 API guidance and a torch.split return-value issue are unrelated." + }, + { + "left": "issue:41628", + "right": "issue:45278", + "accept": false, + "reason": "Missing AutoImageProcessor import is one symbol-level break; the other is a broader set of import errors after upgrade." + }, + { + "left": "issue:44117", + "right": "issue:44704", + "accept": false, + "reason": "TOKENIZER_MAPPING_NAMES None-handling and AutoProcessor kwargs forwarding are different code paths and bugs." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 27, + "review_unit_index": 52, + "review_unit_count": 63, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-516", + "nodes": [ + "issue:22355", + "issue:29127", + "issue:29159", + "issue:36296", + "issue:39379", + "issue:39401", + "issue:42175", + "issue:42757", + "issue:42907", + "issue:43116", + "issue:43122", + "issue:43232", + "issue:43278", + "issue:43329", + "issue:43408", + "issue:43452", + "issue:43475", + "issue:43756", + "issue:43784", + "issue:43824", + "issue:43937", + "issue:44038", + "issue:44060", + "issue:44222", + "issue:44295", + "issue:44297", + "issue:44351", + "issue:44360", + "issue:44485", + "issue:44488", + "issue:44521", + "issue:44625", + "issue:44704", + "issue:44779", + "issue:44829", + "issue:44938", + "issue:44945", + "issue:45200", + "issue:45216", + "issue:45290", + "issue:45478", + "issue:45600", + "issue:46172", + "issue:46326", + "issue:46614", + "issue:46762", + "issue:47059" + ], + "soft_pairs": [ + "issue:43756|issue:44060", + "issue:43329|issue:47059", + "issue:42907|issue:43937", + "issue:43784|issue:45600", + "issue:39401|issue:44488", + "issue:39401|issue:44521", + "issue:44625|issue:44829", + "issue:46172|issue:46762", + "issue:44360|issue:44485", + "issue:44704|issue:45290", + "issue:43122|issue:46326", + "issue:43408|issue:43475", + "issue:44038|issue:44297", + "issue:43122|issue:44521", + "issue:22355|issue:29159", + "issue:44038|issue:44295", + "issue:42907|issue:43452", + "issue:44038|issue:44222", + "issue:45216|issue:45478", + "issue:43824|issue:44351", + "issue:43116|issue:45200", + "issue:43122|issue:44779", + "issue:39401|issue:46614", + "issue:42757|issue:44351", + "issue:36296|issue:43116", + "issue:22355|issue:29127", + "issue:43278|issue:44945", + "issue:42175|issue:44938", + "issue:39379|issue:43232" + ], + "prepared_review_unit_hash": "ad7a75905f968e5478e482318a5811ce8ce0fc76ccc193ec40ee4acc8072cf38", + "component_budget": { + "node_count": 516, + "item_count": 516, + "soft_pair_count": 1900, + "serialized_chars": 985312, + "estimated_input_tokens": 246328, + "estimated_eval_tokens": 492912 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 29, + "serialized_chars": 35682, + "estimated_input_tokens": 8921, + "estimated_eval_tokens": 18098 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "These items do not form one duplicate cluster; the proposed pairs are mostly superficial overlaps across unrelated tokenizer, model-specific, import, and backend bugs.", + "confidence": 0.24, + "canonical_issue_reason": "If forced to choose one issue as the cluster representative, issue 43122 is the broadest regression-style report and is the closest fit to the tokenizer-related soft edges.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 43122 is the most generally phrased and broadly reusable as a representative of the tokenizer regression subgroup, even though the overall set is too heterogeneous to be a true duplicate cluster.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43756", + "right": "issue:44060", + "accept": false, + "reason": "Different models and different failure modes: RoPE layer dropping vs a tied-weights warning in Qwen3-Next." + }, + { + "left": "issue:43329", + "right": "issue:47059", + "accept": false, + "reason": "Unrelated subsystems: multimodal token counting bug vs a CLI incompatibility with huggingface_hub 1.22.0." + }, + { + "left": "issue:42907", + "right": "issue:43937", + "accept": false, + "reason": "Different code paths and symptoms: dequantized model saving vs invalid GenerationConfig for GLM-5." + }, + { + "left": "issue:43784", + "right": "issue:45600", + "accept": false, + "reason": "Import NameError in sentence-transformers integration is unrelated to stale auto_mappings references to removed Sam3LiteText configs." + }, + { + "left": "issue:39401", + "right": "issue:44488", + "accept": false, + "reason": "Tokenizer offset_mapping bug for Qwen3 is unrelated to loading cjvt/sleng-bert." + }, + { + "left": "issue:39401", + "right": "issue:44521", + "accept": false, + "reason": "Both are tokenizer-adjacent, but one is offset mapping and the other is assistant mask generation for multimodal chat templates." + }, + { + "left": "issue:44625", + "right": "issue:44829", + "accept": false, + "reason": "Different problems: num_labels propagation in Qwen3.5 config vs degenerate training with flash_attention_3." + }, + { + "left": "issue:46172", + "right": "issue:46762", + "accept": false, + "reason": "Both are numerical-accuracy topics, but the specific models, implementations, and code paths differ." + }, + { + "left": "issue:44360", + "right": "issue:44485", + "accept": false, + "reason": "DSA indexer activation choice is unrelated to GLM-5 RoPE implementation." + }, + { + "left": "issue:44704", + "right": "issue:45290", + "accept": false, + "reason": "AutoProcessor cached_file kwargs plumbing is unrelated to chat template crashes on tool-call assistant messages." + }, + { + "left": "issue:43122", + "right": "issue:46326", + "accept": false, + "reason": "Both involve tokenization behavior, but one is a broad version regression and the other is a mistral_common continue_final_message bug." + }, + { + "left": "issue:43408", + "right": "issue:43475", + "accept": false, + "reason": "Same product family, but different bugs: model-type warning vs missing Sam3VisionEncoderOutput attribute." + }, + { + "left": "issue:44038", + "right": "issue:44297", + "accept": false, + "reason": "Qwen3-VL-Moe import/behavior issue is unrelated to tokenizer_config.json saving mismatch." + }, + { + "left": "issue:43122", + "right": "issue:44521", + "accept": false, + "reason": "Different tokenizer regressions: version-to-version tokenization drift vs multimodal assistant mask zeros." + }, + { + "left": "issue:22355", + "right": "issue:29159", + "accept": false, + "reason": "Missing transformers.onnx module and slow/fast tokenizer inconsistency are unrelated." + }, + { + "left": "issue:44038", + "right": "issue:44295", + "accept": false, + "reason": "Different bugs: Qwen3-VL-Moe regression vs position_ids buffer read error." + }, + { + "left": "issue:42907", + "right": "issue:43452", + "accept": false, + "reason": "Saving dequantized models is unrelated to gguf_file breaking from_pretrained flows." + }, + { + "left": "issue:44038", + "right": "issue:44222", + "accept": false, + "reason": "Different failures in different flows: Qwen3-VL-Moe regression vs FP8 save_pretrained for moe models." + }, + { + "left": "issue:45216", + "right": "issue:45478", + "accept": false, + "reason": "Related model family, but save_pretrained checkpoint corruption and from_pretrained loading error are distinct issues." + }, + { + "left": "issue:43824", + "right": "issue:44351", + "accept": false, + "reason": "Different missing exports: Qwen2_5_VLForConditionalGeneration vs HybridCache." + }, + { + "left": "issue:43116", + "right": "issue:45200", + "accept": false, + "reason": "A classification example returning empty results is unrelated to mm_token_type_ids defaults for Gemma 4 text-only fine-tuning." + }, + { + "left": "issue:43122", + "right": "issue:44779", + "accept": false, + "reason": "Both are tokenizer regressions, but they affect different models and likely different tokenizer implementations." + }, + { + "left": "issue:39401", + "right": "issue:46614", + "accept": false, + "reason": "Qwen3 offset mapping and Wav2Vec2 phonemizer backend state are unrelated." + }, + { + "left": "issue:42757", + "right": "issue:44351", + "accept": false, + "reason": "Separate import errors from different packages/modules; not the same underlying bug." + }, + { + "left": "issue:36296", + "right": "issue:43116", + "accept": false, + "reason": "Tensor parallel training and multi-label example-script output are unrelated." + }, + { + "left": "issue:22355", + "right": "issue:29127", + "accept": false, + "reason": "No module transformers.onnx and a LayoutLMv3 error-message issue are unrelated." + }, + { + "left": "issue:43278", + "right": "issue:44945", + "accept": false, + "reason": "Different distributed-training problems: dtype change in evaluation vs incorrect output under pipeline parallelism." + }, + { + "left": "issue:42175", + "right": "issue:44938", + "accept": false, + "reason": "Backend packaging/install issue is unrelated to Python 3.14 import/load failure." + }, + { + "left": "issue:39379", + "right": "issue:43232", + "accept": false, + "reason": "mllama multimodal token mask logic and generation kwargs after sync_gpus are different 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": 27, + "review_unit_index": 53, + "review_unit_count": 63, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-516", + "nodes": [ + "issue:28348", + "issue:38617", + "issue:42371", + "issue:42673", + "issue:42796", + "issue:42898", + "issue:43066", + "issue:43116", + "issue:43493", + "issue:43611", + "issue:43618", + "issue:43825", + "issue:43827", + "issue:43874", + "issue:43937", + "issue:43976", + "issue:43992", + "issue:44038", + "issue:44075", + "issue:44188", + "issue:44355", + "issue:44485", + "issue:44610", + "issue:44625", + "issue:44704", + "issue:44779", + "issue:44936", + "issue:44995", + "issue:45072", + "issue:45083", + "issue:45278", + "issue:45357", + "issue:45446", + "issue:45478", + "issue:45753", + "issue:46002", + "issue:46231", + "issue:46328", + "issue:46614", + "issue:46640", + "issue:46697", + "issue:46710", + "issue:46726", + "issue:46829", + "issue:46877", + "issue:46909", + "issue:46981", + "issue:47116" + ], + "soft_pairs": [ + "issue:43493|issue:45753", + "issue:44188|issue:46328", + "issue:46231|issue:46877", + "issue:43937|issue:44485", + "issue:42898|issue:46614", + "issue:38617|issue:45278", + "issue:43976|issue:45446", + "issue:43611|issue:46002", + "issue:44038|issue:45478", + "issue:43066|issue:44779", + "issue:42673|issue:45072", + "issue:44355|issue:46231", + "issue:45357|issue:45478", + "issue:44625|issue:46002", + "issue:43116|issue:43493", + "issue:45083|issue:45446", + "issue:44610|issue:46909", + "issue:42371|issue:43874", + "issue:44075|issue:44936", + "issue:43618|issue:46829", + "issue:46726|issue:46981", + "issue:46328|issue:47116", + "issue:43992|issue:44704", + "issue:28348|issue:46640", + "issue:43066|issue:46710", + "issue:43116|issue:43825", + "issue:42673|issue:42796", + "issue:43827|issue:45446", + "issue:44995|issue:46697" + ], + "prepared_review_unit_hash": "c375c7d9be3d269e74361919ba9010723281038c5751cd987dd12a30dd128e45", + "component_budget": { + "node_count": 516, + "item_count": 516, + "soft_pair_count": 1900, + "serialized_chars": 985312, + "estimated_input_tokens": 246328, + "estimated_eval_tokens": 492912 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 29, + "serialized_chars": 36090, + "estimated_input_tokens": 9023, + "estimated_eval_tokens": 18302 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "These items are mostly distinct bugs/regressions across different models, tokenizers, processors, and docs. The soft pairs share broad themes (v5 regressions, tokenizer issues, AutoProcessor issues), but they do not look like the same concrete underlying defect.", + "confidence": 0.93, + "canonical_issue_reason": "issue:45278 is the broadest umbrella-style report in the set (many import errors after an upgrade), so it best represents the cluster as a general regression issue rather than a narrow model-specific bug.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45278 is the most representative high-level issue among the candidates because it captures a wider class of failures; the rest are mostly isolated, specific regressions or documentation problems.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43493", + "right": "issue:45753", + "accept": false, + "reason": "Different models and different failure modes: SigLIP2 implementation discrepancy vs Qwen3_5 infinite loop on a specific image." + }, + { + "left": "issue:44188", + "right": "issue:46328", + "accept": false, + "reason": "Unrelated bugs: attention-kernel divergence under torch.compile vs a padding performance issue in SequenceFeatureExtractor.pad." + }, + { + "left": "issue:46231", + "right": "issue:46877", + "accept": false, + "reason": "One is a documentation parameter-name mismatch; the other is import-time stdout noise from auto_docstring." + }, + { + "left": "issue:43937", + "right": "issue:44485", + "accept": false, + "reason": "Both mention GLM-5, but one is GenerationConfig validation and the other is RoPE implementation; different concrete code paths." + }, + { + "left": "issue:42898", + "right": "issue:46614", + "accept": false, + "reason": "Tokenizer cleanup behavior in v5 is unrelated to Wav2Vec2 phonemizer language state leakage." + }, + { + "left": "issue:38617", + "right": "issue:45278", + "accept": false, + "reason": "The second is a broad import-error umbrella, but the first is one specific missing-symbol ImportError; not enough to treat as the same bug." + }, + { + "left": "issue:43976", + "right": "issue:45446", + "accept": false, + "reason": "A Python-version compatibility break is not the same as an incorrect PyTorch version guard for a flex_attention import." + }, + { + "left": "issue:43611", + "right": "issue:46002", + "accept": false, + "reason": "Model-loading via base_model_prefix and NaNs in classification heads are different failures with no shared code-path evidence." + }, + { + "left": "issue:44038", + "right": "issue:45478", + "accept": false, + "reason": "Related Qwen3.5/Moe area, but one is a general transformers/Qwen3-VL-Moe issue and the other is a from_pretrained error in a different model path." + }, + { + "left": "issue:43066", + "right": "issue:44779", + "accept": false, + "reason": "Both are tokenizer regressions in v5, but one is specifically about decoder type and the other is a DeepSeek tokenization incorrect-results report; not clearly the same defect." + }, + { + "left": "issue:42673", + "right": "issue:45072", + "accept": false, + "reason": "A VRAM leak in multi-threaded dataloader use is unrelated to dtype mismatches in bfloat16 inference." + }, + { + "left": "issue:44355", + "right": "issue:46231", + "accept": false, + "reason": "Compiled Python file errors and a docs parameter-name typo are unrelated." + }, + { + "left": "issue:45357", + "right": "issue:45478", + "accept": false, + "reason": "Both concern Qwen3.5 save/load regressions, but one is save_pretrained key corruption and the other is a from_pretrained error; different directions and likely different fixes." + }, + { + "left": "issue:44625", + "right": "issue:46002", + "accept": false, + "reason": "A config propagation bug for num_labels is separate from NaNs in classification heads." + }, + { + "left": "issue:43116", + "right": "issue:43493", + "accept": false, + "reason": "Example-script multi-label output handling is unrelated to a SigLIP2 implementation discrepancy." + }, + { + "left": "issue:45083", + "right": "issue:45446", + "accept": false, + "reason": "A feature-length helper behaving unexpectedly in qwen3_omni_moe is not the same as an import version-check bug in flex_attention." + }, + { + "left": "issue:44610", + "right": "issue:46909", + "accept": false, + "reason": "Processor input-size mismatch and a broken documentation example are not the same underlying bug." + }, + { + "left": "issue:42371", + "right": "issue:43874", + "accept": false, + "reason": "TF32 API guidance and a missing image-patch-count method in GLM46VImageProcessorFast are unrelated." + }, + { + "left": "issue:44075", + "right": "issue:44936", + "accept": false, + "reason": "SGD argument handling and trainer.evaluate() failing after train() are different trainer/optimizer issues." + }, + { + "left": "issue:43618", + "right": "issue:46829", + "accept": false, + "reason": "Both are output-object assignment bugs, but they affect different model families and different fields; no concrete shared code-path." + }, + { + "left": "issue:46726", + "right": "issue:46981", + "accept": false, + "reason": "AutoProcessor backend-missing messaging is unrelated to repeated HTTP 429 retries in from_pretrained." + }, + { + "left": "issue:46328", + "right": "issue:47116", + "accept": false, + "reason": "A padding performance issue in SequenceFeatureExtractor is unrelated to the streaming pipeline regression." + }, + { + "left": "issue:43992", + "right": "issue:44704", + "accept": false, + "reason": "Missing embed_tokens.weight in UMT5Encoder loading is separate from AutoProcessor not forwarding kwargs to cached_file." + }, + { + "left": "issue:28348", + "right": "issue:46640", + "accept": false, + "reason": "FlashAttention 2 support request for GPT2LMHeadModel is not the same as a generic flash-attention issue." + }, + { + "left": "issue:43066", + "right": "issue:46710", + "accept": false, + "reason": "A tokenizer-decoder regression and a DeepSeek accuracy regression are different problems." + }, + { + "left": "issue:43116", + "right": "issue:43825", + "accept": false, + "reason": "Example-script multi-label output handling is unrelated to a pipeline() error message about translation tasks." + }, + { + "left": "issue:42673", + "right": "issue:42796", + "accept": false, + "reason": "VRAM leakage in threaded use is unrelated to a tokenizer BPE-marker handling bug." + }, + { + "left": "issue:43827", + "right": "issue:45446", + "accept": false, + "reason": "Docs still referencing pipeline() after removals is unrelated to a flex_attention import version check." + }, + { + "left": "issue:44995", + "right": "issue:46697", + "accept": false, + "reason": "A stale indexer-cache crash on second forward pass is unrelated to image over-padding in Swin2SR." + } + ] + }, + "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": 27, + "review_unit_index": 54, + "review_unit_count": 63, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-516", + "nodes": [ + "issue:33453", + "issue:39379", + "issue:39401", + "issue:42222", + "issue:42617", + "issue:43064", + "issue:43408", + "issue:43441", + "issue:43450", + "issue:43673", + "issue:43688", + "issue:43742", + "issue:43824", + "issue:43937", + "issue:43986", + "issue:44117", + "issue:44263", + "issue:44291", + "issue:44380", + "issue:44410", + "issue:44466", + "issue:44704", + "issue:44779", + "issue:44829", + "issue:44977", + "issue:45071", + "issue:45081", + "issue:45092", + "issue:45216", + "issue:45310", + "issue:45341", + "issue:45405", + "issue:45446", + "issue:45561", + "issue:45563", + "issue:45588", + "issue:45632", + "issue:46002", + "issue:46077", + "issue:46328", + "issue:46512", + "issue:46752", + "issue:46762", + "issue:46897", + "issue:46981", + "issue:47000", + "issue:47059", + "issue:47110" + ], + "soft_pairs": [ + "issue:45092|issue:46762", + "issue:33453|issue:39401", + "issue:44263|issue:46762", + "issue:43824|issue:46981", + "issue:43064|issue:43673", + "issue:43673|issue:46328", + "issue:39379|issue:43688", + "issue:42222|issue:43441", + "issue:42222|issue:47000", + "issue:44380|issue:46077", + "issue:45405|issue:45446", + "issue:42222|issue:46752", + "issue:43937|issue:45563", + "issue:44117|issue:45588", + "issue:44291|issue:45071", + "issue:39379|issue:46897", + "issue:44466|issue:46002", + "issue:44410|issue:45310", + "issue:39401|issue:44779", + "issue:43450|issue:43986", + "issue:44704|issue:47110", + "issue:43937|issue:44977", + "issue:45071|issue:47059", + "issue:45341|issue:46328", + "issue:44829|issue:45216", + "issue:45071|issue:46512", + "issue:45341|issue:45561", + "issue:43408|issue:43742", + "issue:44117|issue:45081", + "issue:42617|issue:45341", + "issue:45632|issue:46981" + ], + "prepared_review_unit_hash": "ea90c949f9b99b94732a60581c59145a67422362b18c4e10921bc6f6a732185d", + "component_budget": { + "node_count": 516, + "item_count": 516, + "soft_pair_count": 1900, + "serialized_chars": 985312, + "estimated_input_tokens": 246328, + "estimated_eval_tokens": 492912 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 31, + "serialized_chars": 37016, + "estimated_input_tokens": 9254, + "estimated_eval_tokens": 18764 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "No soft edge looks like the same underlying bug/change; the set is a heterogeneous mix of unrelated tokenizer, loading, attention, training, and testing regressions. I rejected all candidate duplicate links.", + "confidence": 0.86, + "canonical_issue_reason": "Issue 45071 is the broadest, clearest regression report in the set, with a concrete v5.4.0 compatibility break and enough scope to serve as a representative anchor.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 45071 is the strongest standalone issue: it is explicit, versioned, and likely to have the widest impact among these heterogeneous reports.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45092", + "right": "issue:46762", + "accept": false, + "reason": "Different problems: remote-code/meta-init compatibility versus a numerical attention discrepancy in Minimax MSA." + }, + { + "left": "issue:33453", + "right": "issue:39401", + "accept": false, + "reason": "Both involve tokenizers, but one is a loading regression and the other is a wrong offset_mapping bug; no same code path." + }, + { + "left": "issue:44263", + "right": "issue:46762", + "accept": false, + "reason": "Unrelated: GlmMoeDsaIndexer torch.split behavior versus Minimax attention numerical differences." + }, + { + "left": "issue:43824", + "right": "issue:46981", + "accept": false, + "reason": "Import error for a missing model class is not the same as repeated HTTP 429 retries in AutoProcessor." + }, + { + "left": "issue:43064", + "right": "issue:43673", + "accept": false, + "reason": "Optimizer-state corruption under FSDP2/PEFT is a different failure mode from missing GenerationMixin cache in chunked prefill." + }, + { + "left": "issue:43673", + "right": "issue:46328", + "accept": false, + "reason": "Generation cache handling and SequenceFeatureExtractor padding performance are unrelated." + }, + { + "left": "issue:39379", + "right": "issue:43688", + "accept": false, + "reason": "Different subsystems and bugs: mllama mask handling versus auxiliary-loss normalization in MoE models." + }, + { + "left": "issue:42222", + "right": "issue:43441", + "accept": false, + "reason": "Vitpose model breakage and Ministral FlashAttention failures are unrelated model-specific regressions." + }, + { + "left": "issue:42222", + "right": "issue:47000", + "accept": false, + "reason": "Vitpose breakage is unrelated to RTDetrLoss infeasible cost-matrix crashes." + }, + { + "left": "issue:44380", + "right": "issue:46077", + "accept": false, + "reason": "Both touch attention behavior, but one ignores GPT-2 scaling config under SDPA/FlashAttention while the other keeps Gemma4 masks causal." + }, + { + "left": "issue:45405", + "right": "issue:45446", + "accept": false, + "reason": "Package-version pinning issue versus a PyTorch version-check bug in flex_attention; not the same defect." + }, + { + "left": "issue:42222", + "right": "issue:46752", + "accept": false, + "reason": "Vitpose model loading breakage is unrelated to empty-list chat-template crashes." + }, + { + "left": "issue:43937", + "right": "issue:45563", + "accept": false, + "reason": "GenerationConfig validation failure is different from a stale warning in paged generate()." + }, + { + "left": "issue:44117", + "right": "issue:45588", + "accept": false, + "reason": "Tokenizer mapping fallback bug and flash_attention crash on sink-less models are different code paths." + }, + { + "left": "issue:44291", + "right": "issue:45071", + "accept": false, + "reason": "Both involve v5-era initialization, but one is an unexpected init_empty_weights arg and the other is PretrainedConfig type-checking." + }, + { + "left": "issue:39379", + "right": "issue:46897", + "accept": false, + "reason": "mllama mask handling and Florence2 double-shift loss bug are different model-specific training issues." + }, + { + "left": "issue:44466", + "right": "issue:46002", + "accept": false, + "reason": "Serialization of tied weights depending on device is not the same as NaNs in classification heads after checkout/init." + }, + { + "left": "issue:44410", + "right": "issue:45310", + "accept": false, + "reason": "Missing projections in qwen3next layer 0 is a different issue from Qwen3.5 MoE from_pretrained errors." + }, + { + "left": "issue:39401", + "right": "issue:44779", + "accept": false, + "reason": "Both are tokenizer regressions, but they affect different models and symptoms: Qwen3 offset mapping versus Deepseek incorrect tokenization." + }, + { + "left": "issue:43450", + "right": "issue:43986", + "accept": false, + "reason": "Incorrect batched video-processor shape and AutoProcessor crash without torchvision are distinct problems." + }, + { + "left": "issue:44704", + "right": "issue:47110", + "accept": false, + "reason": "Passing kwargs to cached_file and special_tokens being a list instead of a dict are unrelated bugs." + }, + { + "left": "issue:43937", + "right": "issue:44977", + "accept": false, + "reason": "GenerationConfig invalidity and Qwen3.5 flash-attention generation failure are different errors." + }, + { + "left": "issue:45341", + "right": "issue:46328", + "accept": false, + "reason": "A small testing_utils bug is not the same as a numpy/list conversion inefficiency in SequenceFeatureExtractor.pad." + }, + { + "left": "issue:44829", + "right": "issue:45216", + "accept": false, + "reason": "Degenerate training with flash_attention_3 and incorrect Qwen3.5 checkpoint serialization are unrelated." + }, + { + "left": "issue:45071", + "right": "issue:47059", + "accept": false, + "reason": "PretrainedConfig type-checking regression is unrelated to the huggingface_hub CLI completion API break." + }, + { + "left": "issue:45341", + "right": "issue:45561", + "accept": false, + "reason": "Both mention testing utilities, but one is a minor bug and the other is an xdist file-write race; not the same defect." + }, + { + "left": "issue:43408", + "right": "issue:43742", + "accept": false, + "reason": "Model-type mismatch warning for sam3 trackers is unrelated to MobileLLM key errors during loading." + }, + { + "left": "issue:44117", + "right": "issue:45081", + "accept": false, + "reason": "Tokenizer mapping lookup returning None is a different failure from _patch_mistral_regex crashing on a tokenizer backend attribute." + }, + { + "left": "issue:42617", + "right": "issue:45341", + "accept": false, + "reason": "Cannot run 3d_parallel.py and a testing_utils bug have no shared underlying code path." + }, + { + "left": "issue:45632", + "right": "issue:46981", + "accept": false, + "reason": "Trust-remote-code cache-path collisions are unrelated to repeated 429 retries in AutoProcessor." + } + ] + }, + "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": 27, + "review_unit_index": 55, + "review_unit_count": 63, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-516", + "nodes": [ + "issue:27957", + "issue:38617", + "issue:39401", + "issue:41628", + "issue:42222", + "issue:42371", + "issue:43066", + "issue:43097", + "issue:43122", + "issue:43208", + "issue:43352", + "issue:43673", + "issue:43874", + "issue:43931", + "issue:43937", + "issue:44075", + "issue:44077", + "issue:44220", + "issue:44261", + "issue:44263", + "issue:44360", + "issue:44410", + "issue:44483", + "issue:44484", + "issue:44485", + "issue:44493", + "issue:44496", + "issue:44877", + "issue:44933", + "issue:45071", + "issue:45278", + "issue:45310", + "issue:45341", + "issue:45464", + "issue:45478", + "issue:45656", + "issue:46172", + "issue:46178", + "issue:46209", + "issue:46231", + "issue:46298", + "issue:46617", + "issue:46752", + "issue:46762", + "issue:46894", + "issue:46981", + "issue:47116" + ], + "soft_pairs": [ + "issue:38617|issue:41628", + "issue:43122|issue:46298", + "issue:42222|issue:46178", + "issue:39401|issue:46209", + "issue:44877|issue:46231", + "issue:42371|issue:44261", + "issue:43937|issue:44496", + "issue:44484|issue:45310", + "issue:44261|issue:46762", + "issue:44933|issue:45278", + "issue:42371|issue:46617", + "issue:44410|issue:45478", + "issue:44075|issue:45656", + "issue:38617|issue:44220", + "issue:44263|issue:44485", + "issue:43066|issue:43122", + "issue:43208|issue:46894", + "issue:43097|issue:44493", + "issue:44077|issue:46981", + "issue:46752|issue:47116", + "issue:43673|issue:45341", + "issue:43931|issue:44410", + "issue:41628|issue:45071", + "issue:44483|issue:45464", + "issue:43874|issue:44261", + "issue:44484|issue:45478", + "issue:27957|issue:43352", + "issue:44263|issue:46172", + "issue:44360|issue:46172" + ], + "prepared_review_unit_hash": "5ae8c8f39954fe0db6c274d67c8c8b7629b9741b002faa151e1deda27fa799d1", + "component_budget": { + "node_count": 516, + "item_count": 516, + "soft_pair_count": 1900, + "serialized_chars": 985312, + "estimated_input_tokens": 246328, + "estimated_eval_tokens": 492912 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 29, + "serialized_chars": 35145, + "estimated_input_tokens": 8787, + "estimated_eval_tokens": 17830 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "Only one soft duplicate looks strong: the two Qwen3.5 streaming chat/completions failures. The rest are same-subsystem or same-family issues at most, but not the same concrete bug/change.", + "confidence": 0.79, + "canonical_issue_reason": "issue:45464 has the fuller repro for the same Qwen3.5 streaming chat/completions regression, making it the best dedupe target in this cluster.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45464 is the clearest representative of the only likely duplicate pair and provides the most concrete failure details.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:38617", + "right": "issue:41628", + "accept": false, + "reason": "Both are import errors, but they fail on different symbols and modules, so they are not the same bug." + }, + { + "left": "issue:43122", + "right": "issue:46298", + "accept": false, + "reason": "Tokenizer output regression and noisy logging are unrelated changes/issues." + }, + { + "left": "issue:42222", + "right": "issue:46178", + "accept": false, + "reason": "VitPose model breakage and a BACKENDS_MAPPING error are different code paths." + }, + { + "left": "issue:39401", + "right": "issue:46209", + "accept": false, + "reason": "Wrong offset mappings in a tokenizer and FP8 inference failure on B200 are unrelated." + }, + { + "left": "issue:44877", + "right": "issue:46231", + "accept": false, + "reason": "Strict config loading and a documentation parameter-name typo are not the same underlying problem." + }, + { + "left": "issue:42371", + "right": "issue:44261", + "accept": false, + "reason": "TF32 API guidance and an rms_norm_eps precision bug do not describe the same issue." + }, + { + "left": "issue:43937", + "right": "issue:44496", + "accept": false, + "reason": "GenerationConfig validation failure and unrecognized model/config loading are distinct bugs." + }, + { + "left": "issue:44484", + "right": "issue:45310", + "accept": false, + "reason": "A question about shard size is unrelated to a Qwen3.5 MoE from_pretrained error." + }, + { + "left": "issue:44261", + "right": "issue:46762", + "accept": false, + "reason": "Both mention numerical differences, but they involve different models and different implementation details." + }, + { + "left": "issue:44933", + "right": "issue:45278", + "accept": false, + "reason": "A missing import and broad post-update import errors are too general to treat as the same bug." + }, + { + "left": "issue:42371", + "right": "issue:46617", + "accept": false, + "reason": "TF32 behavior settings and cache FileNotFoundError are unrelated." + }, + { + "left": "issue:44410", + "right": "issue:45478", + "accept": false, + "reason": "Missing projections in qwen3next layer 0 and a Qwen3.5 MoE loading error are different failures." + }, + { + "left": "issue:44075", + "right": "issue:45656", + "accept": false, + "reason": "Unused SGD arguments and a double optimizer step under deepspeed are different optimizer bugs." + }, + { + "left": "issue:38617", + "right": "issue:44220", + "accept": false, + "reason": "An import error and a feature-specific _torch_extract_fbank_features() issue do not match." + }, + { + "left": "issue:44263", + "right": "issue:44485", + "accept": false, + "reason": "A torch.split handling bug in an indexer and a RoPE implementation question are not the same code-path issue." + }, + { + "left": "issue:43066", + "right": "issue:43122", + "accept": false, + "reason": "Tokenizer decoder-type regression and tokenization differences across versions are related only broadly, not as one concrete bug." + }, + { + "left": "issue:43208", + "right": "issue:46894", + "accept": false, + "reason": "xLSTM training blockers and a CohereASR double-shift loss bug are unrelated." + }, + { + "left": "issue:43097", + "right": "issue:44493", + "accept": false, + "reason": "A removed config flag and unexpected position-id keys are different regressions." + }, + { + "left": "issue:44077", + "right": "issue:46981", + "accept": false, + "reason": "post_init validation and HTTP 429 retry behavior are unrelated." + }, + { + "left": "issue:46752", + "right": "issue:47116", + "accept": false, + "reason": "Empty chat-template handling and streaming pipeline regression are different failure modes." + }, + { + "left": "issue:43673", + "right": "issue:45341", + "accept": false, + "reason": "Chunked-prefill cache handling and a testing_utils bug are unrelated." + }, + { + "left": "issue:43931", + "right": "issue:44410", + "accept": false, + "reason": "Qwen3-VL weight-shape mismatch and missing qwen3next projections are not the same issue." + }, + { + "left": "issue:41628", + "right": "issue:45071", + "accept": false, + "reason": "Importing AutoImageProcessor and PreTrainedConfig type-checking are different regressions." + }, + { + "left": "issue:44483", + "right": "issue:45464", + "accept": true, + "reason": "Both describe the same Qwen3.5 streaming chat/completions failure in v5, with overlapping API context and model behavior." + }, + { + "left": "issue:43874", + "right": "issue:44261", + "accept": false, + "reason": "A missing multimodal-token helper and a layernorm epsilon mismatch are different bugs." + }, + { + "left": "issue:44484", + "right": "issue:45478", + "accept": false, + "reason": "A max_shard_size question and a Qwen3.5 MoE from_pretrained error are unrelated." + }, + { + "left": "issue:27957", + "right": "issue:43352", + "accept": false, + "reason": "Both mention Flash Attention 2, but they concern different models and different support issues." + }, + { + "left": "issue:44263", + "right": "issue:46172", + "accept": false, + "reason": "torch.split return handling and a DeepSeek transpose bug are different low-level tensor issues." + }, + { + "left": "issue:44360", + "right": "issue:46172", + "accept": false, + "reason": "A missing ReLU in the DSA indexer and a tensor transpose bug are unrelated." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet and stays conservative. The one accepted soft pair (44483/45464) is plausibly the same chat/completions streaming regression, while the other verdicts correctly avoid overclaiming duplicate status from broad subsystem similarity alone." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 27, + "review_unit_index": 56, + "review_unit_count": 63, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-516", + "nodes": [ + "issue:38617", + "issue:42757", + "issue:42886", + "issue:42890", + "issue:43012", + "issue:43064", + "issue:43097", + "issue:43208", + "issue:43441", + "issue:43452", + "issue:43531", + "issue:43577", + "issue:43673", + "issue:43873", + "issue:43874", + "issue:43931", + "issue:43986", + "issue:44038", + "issue:44062", + "issue:44117", + "issue:44261", + "issue:44263", + "issue:44315", + "issue:44351", + "issue:44410", + "issue:44484", + "issue:44485", + "issue:44829", + "issue:44987", + "issue:45003", + "issue:45341", + "issue:45372", + "issue:45375", + "issue:45440", + "issue:45588", + "issue:45753", + "issue:46050", + "issue:46123", + "issue:46172", + "issue:46298", + "issue:46369", + "issue:46655", + "issue:46664", + "issue:46701", + "issue:46752", + "issue:46821", + "issue:46897", + "issue:46981" + ], + "soft_pairs": [ + "issue:43012|issue:43577", + "issue:43441|issue:44829", + "issue:43931|issue:44038", + "issue:43097|issue:43452", + "issue:43986|issue:45341", + "issue:44261|issue:44485", + "issue:45003|issue:45341", + "issue:42886|issue:46981", + "issue:45753|issue:46369", + "issue:43531|issue:45341", + "issue:44117|issue:44987", + "issue:43874|issue:44263", + "issue:43097|issue:45588", + "issue:43673|issue:46123", + "issue:45440|issue:46172", + "issue:44410|issue:45375", + "issue:44038|issue:44410", + "issue:38617|issue:42757", + "issue:43986|issue:45372", + "issue:43097|issue:46050", + "issue:43064|issue:44315", + "issue:43208|issue:46897", + "issue:43986|issue:44484", + "issue:46655|issue:46664", + "issue:46298|issue:46752", + "issue:44062|issue:44117", + "issue:42890|issue:46298", + "issue:38617|issue:44351", + "issue:43097|issue:43873", + "issue:43012|issue:46821", + "issue:44117|issue:46701" + ], + "prepared_review_unit_hash": "a94e3d4f96e9cf5dfd315af4cef7f8dfcb270d0d51fd00735d897de44abfc859", + "component_budget": { + "node_count": 516, + "item_count": 516, + "soft_pair_count": 1900, + "serialized_chars": 985312, + "estimated_input_tokens": 246328, + "estimated_eval_tokens": 492912 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 31, + "serialized_chars": 36928, + "estimated_input_tokens": 9232, + "estimated_eval_tokens": 18720 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The set is mostly a collection of unrelated Transformers bugs across different model families, import paths, and utilities. None of the soft-edge pairs is convincing enough to treat as the same underlying issue.", + "confidence": 0.92, + "canonical_issue_reason": "Issue 43097 is the clearest broad regression report: it is version-specific, describes a concrete user-visible behavior change, and is more representative than the many narrow model-specific failures in the set.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 43097 is the best standalone representative because it states a specific API regression with clear scope and likely wider impact.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43012", + "right": "issue:43577", + "accept": false, + "reason": "Both mention dtype/precision, but one is about a PyTorch warning during compilation and the other is a model loading bug leaving some submodules in float32; different failures and code paths." + }, + { + "left": "issue:43441", + "right": "issue:44829", + "accept": false, + "reason": "Both involve flash_attention_3, but one is a Ministral-3 model-specific failure and the other is degenerate training in sequence classification; not the same bug." + }, + { + "left": "issue:43931", + "right": "issue:44038", + "accept": false, + "reason": "Both are Qwen3-VL related, but one reports a weight-shape mismatch while the other is a broader Qwen3-VL-Moe bug with no matching concrete failure mode." + }, + { + "left": "issue:43097", + "right": "issue:43452", + "accept": false, + "reason": "API removal vs gguf-related loading breakage; unrelated code paths and symptoms." + }, + { + "left": "issue:43986", + "right": "issue:45341", + "accept": false, + "reason": "A video-processor dependency crash is unrelated to a small testing_utils bug." + }, + { + "left": "issue:44261", + "right": "issue:44485", + "accept": false, + "reason": "Different model implementations and different defects: missing rms_norm_eps precision handling vs RoPE implementation concerns." + }, + { + "left": "issue:45003", + "right": "issue:45341", + "accept": false, + "reason": "System module access in modeling_utils is unrelated to a testing_utils bug." + }, + { + "left": "issue:42886", + "right": "issue:46981", + "accept": false, + "reason": "Both involve loading/network behavior, but offline cache failure and repeated 429 retries are different transport-path bugs." + }, + { + "left": "issue:45753", + "right": "issue:46369", + "accept": false, + "reason": "Different models and different failure types: infinite loop on a specific image vs memory overflow." + }, + { + "left": "issue:43531", + "right": "issue:45341", + "accept": false, + "reason": "A Qwen3-MoE sliding-window issue is unrelated to a testing helper bug." + }, + { + "left": "issue:44117", + "right": "issue:44987", + "accept": false, + "reason": "Both are loading-related, but the titles point to different defects; there is no evidence they stem from the same underlying change." + }, + { + "left": "issue:43874", + "right": "issue:44263", + "accept": false, + "reason": "Both are GLM-family issues, but one is a missing image-processor method and the other is a torch.split return-value problem; distinct code paths." + }, + { + "left": "issue:43097", + "right": "issue:45588", + "accept": false, + "reason": "A removed API and a flash_attention crash on s_aux=None are unrelated." + }, + { + "left": "issue:43673", + "right": "issue:46123", + "accept": false, + "reason": "Generation cache behavior and mask pipeline batching are separate subsystems with different bugs." + }, + { + "left": "issue:45440", + "right": "issue:46172", + "accept": false, + "reason": "Different DeepSeek model generations and different defects; no shared concrete code path." + }, + { + "left": "issue:44410", + "right": "issue:45375", + "accept": false, + "reason": "Both are Qwen-family config/model issues, but they affect different fields and different components, so they are not the same bug." + }, + { + "left": "issue:44038", + "right": "issue:44410", + "accept": false, + "reason": "Qwen3-VL-Moe and Qwen3Next have different model internals and different reported failures." + }, + { + "left": "issue:38617", + "right": "issue:42757", + "accept": false, + "reason": "Both are import errors, but they involve different symbols from different modules and likely different upstream changes." + }, + { + "left": "issue:43986", + "right": "issue:45372", + "accept": false, + "reason": "Both are import/dependency failures, but they affect different processors and different missing dependencies/symbols." + }, + { + "left": "issue:43097", + "right": "issue:46050", + "accept": false, + "reason": "API removal in model loading is unrelated to quantized save/load corruption." + }, + { + "left": "issue:43064", + "right": "issue:44315", + "accept": false, + "reason": "Distributed optimizer-state corruption and Liger-kernel application are different training issues with no shared concrete bug." + }, + { + "left": "issue:43208", + "right": "issue:46897", + "accept": false, + "reason": "Different model families and different training bugs; the similarity is only that both mention training." + }, + { + "left": "issue:43986", + "right": "issue:44484", + "accept": false, + "reason": "A video-model torchvision crash is unrelated to a save_pretrained shard-size question." + }, + { + "left": "issue:46655", + "right": "issue:46664", + "accept": false, + "reason": "Both are SmolVLM video-processor reports, but one is about padding calculation and the other about num_frames semantics; not the same underlying bug." + }, + { + "left": "issue:46298", + "right": "issue:46752", + "accept": false, + "reason": "Noisy logging and an apply_chat_template empty-list crash are unrelated." + }, + { + "left": "issue:44062", + "right": "issue:44117", + "accept": false, + "reason": "Tokenizer AddedToken argument duplication and TOKENIZER_MAPPING_NAMES returning None are different tokenizer-loading issues." + }, + { + "left": "issue:42890", + "right": "issue:46298", + "accept": false, + "reason": "An integration-test flake from missing set_seed has nothing to do with logging noise." + }, + { + "left": "issue:38617", + "right": "issue:44351", + "accept": false, + "reason": "Both are import errors, but they concern different missing exports and different failure points in the package." + }, + { + "left": "issue:43097", + "right": "issue:43873", + "accept": false, + "reason": "Removed API behavior and quantization/offloading behavior are unrelated." + }, + { + "left": "issue:43012", + "right": "issue:46821", + "accept": false, + "reason": "A precision warning during compilation is unrelated to a window_size AttributeError." + }, + { + "left": "issue:44117", + "right": "issue:46701", + "accept": false, + "reason": "Tokenizer mapping assumptions and a diffusion image-text-to-text pipeline 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": 27, + "review_unit_index": 57, + "review_unit_count": 63, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-516", + "nodes": [ + "issue:36683", + "issue:42757", + "issue:42890", + "issue:42907", + "issue:43012", + "issue:43064", + "issue:43066", + "issue:43097", + "issue:43208", + "issue:43352", + "issue:43502", + "issue:43550", + "issue:43582", + "issue:43824", + "issue:43825", + "issue:43827", + "issue:43906", + "issue:43976", + "issue:43986", + "issue:43992", + "issue:44016", + "issue:44077", + "issue:44162", + "issue:44222", + "issue:44368", + "issue:44380", + "issue:44451", + "issue:44484", + "issue:44655", + "issue:44704", + "issue:44734", + "issue:44936", + "issue:44938", + "issue:45103", + "issue:45478", + "issue:45479", + "issue:45584", + "issue:45712", + "issue:45753", + "issue:46132", + "issue:46172", + "issue:46178", + "issue:46298", + "issue:46365", + "issue:46421", + "issue:46710", + "issue:47059", + "issue:47116" + ], + "soft_pairs": [ + "issue:46172|issue:46710", + "issue:43502|issue:43992", + "issue:44704|issue:45103", + "issue:44936|issue:46365", + "issue:44451|issue:47116", + "issue:44380|issue:46421", + "issue:44938|issue:46178", + "issue:43986|issue:44016", + "issue:43064|issue:47116", + "issue:42907|issue:45753", + "issue:42907|issue:44655", + "issue:43012|issue:43550", + "issue:45712|issue:46298", + "issue:43992|issue:44484", + "issue:43012|issue:44368", + "issue:43827|issue:47116", + "issue:43208|issue:43550", + "issue:43352|issue:43976", + "issue:43352|issue:44380", + "issue:43066|issue:43906", + "issue:43825|issue:44655", + "issue:44734|issue:47116", + "issue:43097|issue:46298", + "issue:45584|issue:46365", + "issue:44380|issue:46132", + "issue:44162|issue:46172", + "issue:44077|issue:46365", + "issue:42890|issue:47059", + "issue:44222|issue:45478", + "issue:42757|issue:43824", + "issue:44380|issue:45479", + "issue:36683|issue:43582", + "issue:43064|issue:44380" + ], + "prepared_review_unit_hash": "103d536f9161a6a546fe151d25a73b586c8296e4c45dd7353568246a1fd8a27f", + "component_budget": { + "node_count": 516, + "item_count": 516, + "soft_pair_count": 1900, + "serialized_chars": 985312, + "estimated_input_tokens": 246328, + "estimated_eval_tokens": 492912 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 33, + "serialized_chars": 37468, + "estimated_input_tokens": 9367, + "estimated_eval_tokens": 18990 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "These items are mostly unrelated bug reports across different subsystems. The soft pairs look like lexical similarity false positives rather than the same underlying bug or change, so none should be merged as duplicates.", + "confidence": 0.96, + "canonical_issue_reason": "No clear canonical duplicate exists across this set; the issues span unrelated failures, regressions, docs, and import errors.", + "canonical_pr_reason": null, + "best_issue_reason": "If a representative issue is needed, #47116 is the broadest current v5 regression report and is open, but it is not a duplicate hub for the rest of the set.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:46172", + "right": "issue:46710", + "accept": false, + "reason": "Different failure modes: a tensor/dtype code-path bug versus an accuracy regression after upgrading Transformers." + }, + { + "left": "issue:43502", + "right": "issue:43992", + "accept": false, + "reason": "One is about unwanted network access with local_files_only, the other about missing embed_tokens weights during model loading." + }, + { + "left": "issue:44704", + "right": "issue:45103", + "accept": false, + "reason": "AutoProcessor kwarg forwarding is unrelated to a docstring parser crash caused by future annotations." + }, + { + "left": "issue:44936", + "right": "issue:46365", + "accept": false, + "reason": "Trainer.evaluate() failing after train() is a runtime bug; import failure due to datasets is an environment/import dependency issue." + }, + { + "left": "issue:44451", + "right": "issue:47116", + "accept": false, + "reason": "ScandiBERT load failure and streaming pipeline regression are different code paths and different symptoms." + }, + { + "left": "issue:44380", + "right": "issue:46421", + "accept": false, + "reason": "GPT2 attention scaling being ignored is unrelated to cache lazy initialization causing recompilation." + }, + { + "left": "issue:44938", + "right": "issue:46178", + "accept": false, + "reason": "Python 3.14 import failure and an invalid BACKENDS_MAPPING backend error are unrelated compatibility bugs." + }, + { + "left": "issue:43986", + "right": "issue:44016", + "accept": false, + "reason": "AutoProcessor/video-model import behavior is not the same as a notebook syntax error." + }, + { + "left": "issue:43064", + "right": "issue:47116", + "accept": false, + "reason": "Optimizer-state corruption under FSDP2/PEFT is a training-state bug, not a streaming pipeline regression." + }, + { + "left": "issue:42907", + "right": "issue:45753", + "accept": false, + "reason": "Saving dequantized models and an infinite-loop generation bug are different underlying problems." + }, + { + "left": "issue:42907", + "right": "issue:44655", + "accept": false, + "reason": "Model dequantization save failures are not the same as inability to save Pipeline objects." + }, + { + "left": "issue:43012", + "right": "issue:43550", + "accept": false, + "reason": "A PyTorch warning about bfloat16 precision is not the same as a torch.compile + SDPA failure." + }, + { + "left": "issue:45712", + "right": "issue:46298", + "accept": false, + "reason": "Left is about leftover dummy classes leaking into the API; right is just a noisy logging message." + }, + { + "left": "issue:43992", + "right": "issue:44484", + "accept": false, + "reason": "Missing embedding weights during from_pretrained is unrelated to the default max_shard_size setting." + }, + { + "left": "issue:43012", + "right": "issue:44368", + "accept": false, + "reason": "These are both warnings, but they concern different configuration fields and different model behaviors." + }, + { + "left": "issue:43827", + "right": "issue:47116", + "accept": false, + "reason": "Docs still mentioning pipeline() after removals is a documentation issue, not the runtime streaming regression." + }, + { + "left": "issue:43208", + "right": "issue:43550", + "accept": false, + "reason": "xLSTM training-size blockers are unrelated to Bamba-9B-v2 torch.compile SDPA failures." + }, + { + "left": "issue:43352", + "right": "issue:43976", + "accept": false, + "reason": "Unsupported Flash Attention 2.0 for one model is unrelated to a Python-version compatibility import issue." + }, + { + "left": "issue:43352", + "right": "issue:44380", + "accept": false, + "reason": "Both mention attention backends, but one is model support gating and the other is attention scaling logic in GPT2." + }, + { + "left": "issue:43066", + "right": "issue:43906", + "accept": false, + "reason": "Wrong tokenizer decoder type and an isolated reproduction of another issue are not the same bug." + }, + { + "left": "issue:43825", + "right": "issue:44655", + "accept": false, + "reason": "An error message about translation tasks in pipeline() is unrelated to save_pretrained() failing for Pipeline objects." + }, + { + "left": "issue:44734", + "right": "issue:47116", + "accept": false, + "reason": "KV-cache continuation tensor indexing in serve is a different server-path bug from a streaming pipeline regression." + }, + { + "left": "issue:43097", + "right": "issue:46298", + "accept": false, + "reason": "A removed config option without notice is unrelated to a noisy log message." + }, + { + "left": "issue:45584", + "right": "issue:46365", + "accept": false, + "reason": "Whisper empty-transcription generation failure and Trainer import failure due to datasets are unrelated." + }, + { + "left": "issue:44380", + "right": "issue:46132", + "accept": false, + "reason": "Ignored attention scaling and altered AttentionInterface.register behavior are different code paths and effects." + }, + { + "left": "issue:44162", + "right": "issue:46172", + "accept": false, + "reason": "ESM2 breakage is not the same as a deepseek-v4 transpose/dtype bug." + }, + { + "left": "issue:44077", + "right": "issue:46365", + "accept": false, + "reason": "patchtsmixer post_init policy and Trainer import problems do not describe the same underlying issue." + }, + { + "left": "issue:42890", + "right": "issue:47059", + "accept": false, + "reason": "Seed-related test flakiness and a huggingface_hub CLI attribute error are unrelated." + }, + { + "left": "issue:44222", + "right": "issue:45478", + "accept": false, + "reason": "FP8 save_pretrained problems for MoE and a Qwen3.5 MoE from_pretrained error are related in model family only, not clearly the same bug." + }, + { + "left": "issue:42757", + "right": "issue:43824", + "accept": false, + "reason": "A missing huggingface_hub symbol and a missing Transformers model class are separate import failures." + }, + { + "left": "issue:36683", + "right": "issue:43582", + "accept": false, + "reason": "Gemma3Config lacking vocab_size is unrelated to an Apple Silicon TypeError in caching_allocator_warmup." + }, + { + "left": "issue:44380", + "right": "issue:45479", + "accept": false, + "reason": "Attention scaling being ignored is unrelated to a degenerate zero-loss classification bug." + }, + { + "left": "issue:43064", + "right": "issue:44380", + "accept": false, + "reason": "FSDP2 optimizer-state corruption and GPT2 attention scaling logic are different bugs in different training/inference 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": 27, + "review_unit_index": 58, + "review_unit_count": 63, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-516", + "nodes": [ + "issue:29870", + "issue:36010", + "issue:36296", + "issue:36683", + "issue:38617", + "issue:42175", + "issue:42757", + "issue:42994", + "issue:43012", + "issue:43064", + "issue:43208", + "issue:43299", + "issue:43352", + "issue:43475", + "issue:43502", + "issue:43525", + "issue:43526", + "issue:43611", + "issue:43618", + "issue:43756", + "issue:43761", + "issue:43867", + "issue:43937", + 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grab bag of Transformers bugs and regressions. A few mini-themes recur (missing config attributes, import path breakages, chat/template failures, save/load regressions), but none of the soft pairs look like the same underlying fixable bug or change.", + "confidence": 0.23, + "canonical_issue_reason": "issue:36683 is the best representative because it sits near the most similar subcluster of missing-attribute/config regressions (e.g. Llama/Gemma/Qwen-style attribute errors), even though the overall cluster is heterogeneous.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:36683 is the strongest single issue choice for triage since it is concrete, recent, and more central than the other items to the recurring config/attribute-error theme.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:42175", + "right": "issue:46365", + "accept": false, + "reason": "Both mention Trainer/import confusion, but one is about optional TensorFlow backend packaging and the other about a datasets-related import conflict; 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separate bugs." + }, + { + "left": "issue:43618", + "right": "issue:43761", + "accept": false, + "reason": "Both concern CLIP outputs, but one is attentions missing and the other is hidden_states missing in a v5 regression; different output fields and likely different fixes." + }, + { + "left": "issue:43208", + "right": "issue:43526", + "accept": false, + "reason": "xLSTM training bugs versus BeitImageProcessorFast reduce_labels returning one label; no shared underlying bug." + }, + { + "left": "issue:36010", + "right": "issue:42757", + "accept": false, + "reason": "Two unrelated import errors from different packages/symbols (GenerationMixin vs is_offline_mode)." + }, + { + "left": "issue:44038", + "right": "issue:44230", + "accept": false, + "reason": "Both touch Qwen3-VL/MoE support, but one is a generic transformer/Qwen3-VL bug report and the other is fp8 inference support; not the same concrete issue." + }, + { + "left": "issue:42994", + "right": "issue:44655", + "accept": false, + "reason": "Quantized model save/load corruption and pipeline save_pretrained failure are both persistence-related, but they affect different objects and code paths." + }, + { + "left": "issue:43299", + "right": "issue:43867", + "accept": false, + "reason": "Qwen3VL-Moe loading failure and state_dict-sorted model loading error are different loading bugs with different triggers." + }, + { + "left": "issue:44483", + "right": "issue:45290", + "accept": false, + "reason": "Both are request/template-related, but one is an API endpoint validation issue and the other is tool-call chat templating on assistant messages; distinct bugs." + }, + { + "left": "issue:44625", + "right": "issue:46365", + "accept": false, + "reason": "One is config propagation for Qwen3.5 num_labels, the other is an import failure for Trainer caused by datasets; unrelated." + }, + { + "left": "issue:43352", + "right": "issue:43937", + "accept": false, + "reason": "Flash Attention 2 support missing for NemotronH vs invalid GenerationConfig for GLM-5 are different model-specific issues." + }, + { + "left": "issue:44625", + "right": "issue:46077", + "accept": false, + "reason": "Qwen3.5 num_labels propagation and Gemma4 bidirectional attention masks concern different models and different configuration bugs." + }, + { + "left": "issue:43611", + "right": "issue:44655", + "accept": false, + "reason": "Base_model_prefix loading breakage and pipeline save_pretrained failure are separate serialization/loading problems." + }, + { + "left": "issue:36683", + "right": "issue:43475", + "accept": false, + "reason": "Both are attribute errors, but Gemma3Config missing vocab_size and Sam3VisionEncoderOutput missing fpn_position_embeddings are unrelated model-specific fields." + }, + { + "left": "issue:44355", + "right": "issue:46877", + "accept": false, + "reason": "Compiled Python file errors and auto_docstring printing diagnostics at import time are both import-time nuisances, but not the same bug." + }, + { + "left": "issue:44655", + "right": "issue:46050", + "accept": false, + "reason": "Saving Pipeline objects and sinq-quantized model save/load corruption are both persistence bugs, but they affect different APIs and failure modes." + }, + { + "left": "issue:43976", + "right": "issue:44938", + "accept": false, + "reason": "Python version compatibility for Transformers 5.1.0 and Python 3.14 load failures are related only superficially; one is a stated version support issue, the other a runtime load regression." + }, + { + "left": "issue:44938", + "right": "issue:47059", + "accept": false, + "reason": "Python 3.14 loading failure and CLI tests failing with huggingface_hub 1.22.0 are separate environment/package incompatibilities." + }, + { + "left": "issue:36683", + "right": "issue:44077", + "accept": false, + "reason": "Both are configuration/attribute-related, but Gemma3Config lacking vocab_size and patchtsmixer post_init validation are different model API issues." + }, + { + "left": "issue:29870", + "right": "issue:36296", + "accept": false, + "reason": "Bart generation UnboundLocalError and tensor parallel training bug are entirely different runtime failures." + }, + { + "left": "issue:43064", + "right": "issue:44492", + "accept": false, + "reason": "FSDP2/PEFT optimizer state corruption and a typo in cache strategies 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": 27, + "review_unit_index": 59, + "review_unit_count": 63, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-516", + "nodes": [ + "issue:28282", + "issue:29870", + "issue:33453", + "issue:36296", + "issue:41669", + "issue:42890", + "issue:42898", + "issue:43010", + "issue:43065", + "issue:43502", + "issue:43575", + "issue:43618", + "issue:43723", + "issue:43867", + "issue:43874", + "issue:43976", + "issue:43992", + "issue:44062", + "issue:44075", + "issue:44077", + "issue:44112", + "issue:44222", + "issue:44246", + "issue:44355", + "issue:44360", + "issue:44393", + "issue:44485", + "issue:44556", + "issue:44734", + "issue:44855", + "issue:44908", + "issue:44964", + "issue:45125", + "issue:45278", + "issue:45310", + "issue:45357", + "issue:45375", + "issue:45440", + "issue:45478", + "issue:45561", + "issue:45850", + "issue:46202", + "issue:46285", + "issue:46365", + "issue:46617", + "issue:46664", + "issue:46851", + "issue:47000" + ], + "soft_pairs": [ + "issue:43010|issue:45278", + "issue:43992|issue:45310", + "issue:44075|issue:46365", + "issue:44908|issue:46851", + "issue:29870|issue:33453", + "issue:44393|issue:47000", + "issue:43867|issue:46202", + "issue:44355|issue:44855", + "issue:43010|issue:45850", + "issue:36296|issue:43575", + "issue:43867|issue:45375", + "issue:41669|issue:44246", + "issue:42890|issue:45561", + "issue:43618|issue:44077", + "issue:43010|issue:43976", + "issue:43992|issue:45478", + "issue:43867|issue:45357", + "issue:28282|issue:33453", + "issue:43618|issue:46285", + "issue:44360|issue:45440", + "issue:42890|issue:44964", + "issue:42890|issue:44112", + "issue:43502|issue:44062", + "issue:42898|issue:46664", + "issue:44222|issue:45125", + "issue:44734|issue:46617", + "issue:43723|issue:44556", + "issue:43502|issue:44485", + "issue:43874|issue:46617", + "issue:43010|issue:43065" + ], + "prepared_review_unit_hash": "94b81cf0c874a6577768c1a83be0192bfc7a7b1edc2fc37c4fc0d087bf9fb38b", + "component_budget": { + "node_count": 516, + "item_count": 516, + "soft_pair_count": 1900, + "serialized_chars": 985312, + "estimated_input_tokens": 246328, + "estimated_eval_tokens": 492912 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 30, + "serialized_chars": 36303, + "estimated_input_tokens": 9076, + "estimated_eval_tokens": 18408 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly a set of unrelated Transformers issues that only look similar by title. The soft edges are broad-similarity false positives across different models, loaders, schedulers, and test flakes rather than the same underlying bug.", + "confidence": 0.92, + "canonical_issue_reason": "issue:45278 is the best umbrella candidate because it is the broadest upgrade/regression report and can loosely represent the cluster\u2019s general theme of import/load failures after version bumps.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45278 is the most suitable representative issue because it is broad enough to capture the cluster\u2019s recurring upgrade/import regression pattern, while the other issues are more narrowly scoped to specific models or code paths.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43010", + "right": "issue:45278", + "accept": false, + "reason": "Cache/layer update decoration with no_grad is a different runtime/correctness issue than general import failures after upgrading." + }, + { + "left": 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"issue:46202", + "accept": false, + "reason": "State-dict loading order bug does not match Gemma pipeline roundtrip failure on the \u2581 token." + }, + { + "left": "issue:44355", + "right": "issue:44855", + "accept": false, + "reason": "Compiled Python import errors are different from the Python 3.13 @torch.jit.script parsing/IndentationError bug." + }, + { + "left": "issue:43010", + "right": "issue:45850", + "accept": false, + "reason": "no_grad cache update and broad post-v5 model breakage are not the same concrete bug." + }, + { + "left": "issue:36296", + "right": "issue:43575", + "accept": false, + "reason": "Tensor-parallel training bug is broader and different from Qwen2-57B-A14B-Instruct OOM on load." + }, + { + "left": "issue:43867", + "right": "issue:45375", + "accept": false, + "reason": "State-dict ordering and missing Qwen3.5 vision config field are unrelated serialization/config issues." + }, + { + "left": "issue:41669", + "right": "issue:44246", + "accept": false, + 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state_dict loading error is unrelated to Qwen3.5 save_pretrained visual encoder key regression." + }, + { + "left": "issue:28282", + "right": "issue:33453", + "accept": false, + "reason": "Missing PyTorch dependency import error and tokenizer-loading regression are not the same bug." + }, + { + "left": "issue:43618", + "right": "issue:46285", + "accept": false, + "reason": "CLIPOutput attentions assignment and CLIPTextModel structure inconsistency are separate CLIP API regressions." + }, + { + "left": "issue:44360", + "right": "issue:45440", + "accept": false, + "reason": "DSA indexer ReLU discussion is unrelated to DeepSeekV3 native-vs-remote implementation divergence." + }, + { + "left": "issue:42890", + "right": "issue:44964", + "accept": false, + "reason": "Seed-related SAM HQ test flakiness does not match Phi-4 multimodal model loading failure." + }, + { + "left": "issue:42890", + "right": "issue:44112", + "accept": false, + "reason": "Generic test seed omissions are not the same as the GraniteSpeech stale device override CI failure." + }, + { + "left": "issue:43502", + "right": "issue:44062", + "accept": false, + "reason": "local_files_only network leakage and AddedToken special-argument duplication are unrelated tokenizer/loading bugs." + }, + { + "left": "issue:42898", + "right": "issue:46664", + "accept": false, + "reason": "clean_up_tokenization_spaces v5 behavior change is unrelated to SmolVLM num_frames semantics." + }, + { + "left": "issue:44222", + "right": "issue:45125", + "accept": false, + "reason": "FP8 save_pretrained moe and missing _tp_plan for tensor parallelism are different MoE/export vs TP-planning issues." + }, + { + "left": "issue:44734", + "right": "issue:46617", + "accept": false, + "reason": "KV cache continuation tensor indexing crash is unrelated to trust_remote_code cache file loading." + }, + { + "left": "issue:43723", + "right": "issue:44556", + "accept": false, + "reason": "Tokenizer.from_pretrained loading issue and checkpoint reload incompatibility after upgrade are different failure modes." + }, + { + "left": "issue:43502", + "right": "issue:44485", + "accept": false, + "reason": "local_files_only API requests and GLM-5 RoPE implementation discussion do not share a concrete bug." + }, + { + "left": "issue:43874", + "right": "issue:46617", + "accept": false, + "reason": "Missing image patch count method and cached trust_remote_code FileNotFoundError are distinct loader/runtime problems." + }, + { + "left": "issue:43010", + "right": "issue:43065", + "accept": false, + "reason": "torch.no_grad decoration for cache update is unrelated to the dummy Conv2d in Sam3PixelDecoder." + } + ] + }, + "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": 27, + "review_unit_index": 60, + "review_unit_count": 63, + "status": "reviewed", + 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"issue:43824|issue:46617", + "issue:45850|issue:47110", + "issue:43576|issue:46132", + "issue:42548|issue:44351", + "issue:45125|issue:45478", + "issue:44387|issue:44556", + "issue:30333|issue:33453", + "issue:44355|issue:44749", + "issue:45125|issue:45375", + "issue:30990|issue:31795", + "issue:43827|issue:44961", + "issue:43502|issue:44222", + "issue:43502|issue:44961", + "issue:46664|issue:46726", + "issue:43010|issue:43232", + "issue:30333|issue:36296", + "issue:43299|issue:44556", + "issue:29870|issue:31795", + "issue:33453|issue:34689", + "issue:44355|issue:45071", + "issue:42757|issue:43576", + "issue:43576|issue:45071", + "issue:43576|issue:47059", + "issue:31795|issue:38617", + "issue:44961|issue:45468", + "issue:43576|issue:43824", + "issue:44315|issue:44360", + "issue:44485|issue:44961", + "issue:44351|issue:46617", + "issue:43352|issue:44961", + "issue:36296|issue:43901", + "issue:43475|issue:46617", + "issue:46143|issue:46144", + "issue:41628|issue:42548", + "issue:45375|issue:47110", + "issue:44222|issue:44230", + "issue:44315|issue:46209", + "issue:43867|issue:47110" + ], + "prepared_review_unit_hash": "fb754fb71d191bd26e3fb9a30215c0d972527a83ac896fdebb07ccfe7c9c659d", + "component_budget": { + "node_count": 516, + "item_count": 516, + "soft_pair_count": 1900, + "serialized_chars": 985312, + "estimated_input_tokens": 246328, + "estimated_eval_tokens": 492912 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 38, + "serialized_chars": 38507, + "estimated_input_tokens": 9627, + "estimated_eval_tokens": 19510 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The items are largely unrelated regressions spanning imports, model loading, CLI, docs, quantization, and tensor-parallel behavior. None of the soft pairs is strong enough to treat as the same underlying bug/change, so I would not collapse this set into a duplicate cluster.", + "confidence": 0.93, + "canonical_issue_reason": "No single canonical issue: the set is heterogeneous and does not share one clear underlying bug.", + "canonical_pr_reason": null, + "best_issue_reason": "No issue is a good global representative because the artifacts do not form one coherent duplicate group.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43824", + "right": "issue:46617", + "accept": false, + "reason": "Different failure modes: missing top-level model import vs FileNotFoundError when loading trust_remote_code from cache." + }, + { + "left": "issue:45850", + "right": "issue:47110", + "accept": false, + "reason": "A vague general breakage report vs a specific special_tokens list/key error; no concrete shared code path." + }, + { + "left": "issue:43576", + "right": "issue:46132", + "accept": false, + "reason": "CLI env-command regression and AttentionInterface.register behavior change are unrelated subsystems." + }, + { + "left": "issue:42548", + "right": "issue:44351", + "accept": false, + "reason": "Both are import errors, but for different symbols and likely different export paths." + }, + { + "left": "issue:45125", + "right": "issue:45478", + "accept": false, + "reason": "Qwen3.5 MoE tensor-parallel plan issue vs generic from_pretrained failure; not the same bug." + }, + { + "left": "issue:44387", + "right": "issue:44556", + "accept": false, + "reason": "Int4 quantization memory/OOM regression vs checkpoint reload compatibility after upgrade." + }, + { + "left": "issue:30333", + "right": "issue:33453", + "accept": false, + "reason": "MLFlow job-status reporting failure vs tokenizer loading regression." + }, + { + "left": "issue:44355", + "right": "issue:44749", + "accept": false, + "reason": "Compiled Python file execution errors vs tokenizer slowdown after upgrade." + }, + { + "left": "issue:45125", + "right": "issue:45375", + "accept": false, + "reason": "Missing _tp_plan for tensor parallelism vs a missing config field silently dropped by strict config handling." + }, + { + "left": "issue:30990", + "right": "issue:31795", + "accept": false, + "reason": "Sentence Transformers loading hang vs documentation confusion in model.forward." + }, + { + "left": "issue:43827", + "right": "issue:44961", + "accept": false, + "reason": "Docs still referencing pipeline() vs an unrelated racoon issue." + }, + { + "left": "issue:43502", + "right": "issue:44222", + "accept": false, + "reason": "local_files_only network leak vs FP8 save_pretrained bug." + }, + { + "left": "issue:43502", + "right": "issue:44961", + "accept": false, + "reason": "local_files_only network leak vs an unrelated racoon issue." + }, + { + "left": "issue:46664", + "right": "issue:46726", + "accept": false, + "reason": "Both are vision/video related, but one is num_frames semantics and the other is missing-vision-backend handling." + }, + { + "left": "issue:43010", + "right": "issue:43232", + "accept": false, + "reason": "Both touch generation/cache code, but no_grad decoration and sync_gpus ordering are different concrete problems." + }, + { + "left": "issue:30333", + "right": "issue:36296", + "accept": false, + "reason": "MLFlow failed-job reporting vs a tensor-parallel training bug." + }, + { + "left": "issue:43299", + "right": "issue:44556", + "accept": false, + "reason": "Qwen3VL MoE loading regression vs general v4.57-to-v5 reload incompatibility." + }, + { + "left": "issue:29870", + "right": "issue:31795", + "accept": false, + "reason": "BART generate() UnboundLocalError vs a docs-only confusion issue." + }, + { + "left": "issue:33453", + "right": "issue:34689", + "accept": false, + "reason": "Tokenizer loading regression vs Llama 3.2 vision model loading break." + }, + { + "left": "issue:44355", + "right": "issue:45071", + "accept": false, + "reason": "Compiled-file execution error vs PretrainedConfig type-checking break." + }, + { + "left": "issue:42757", + "right": "issue:43576", + "accept": false, + "reason": "Missing huggingface_hub import vs CLI env-command breakage; related ecosystem area, but not the same concrete failure." + }, + { + "left": "issue:43576", + "right": "issue:45071", + "accept": false, + "reason": "CLI env-command regression vs PretrainedConfig type-checking." + }, + { + "left": "issue:43576", + "right": "issue:47059", + "accept": false, + "reason": "CLI env-command regression vs a typer completion API break in tests." + }, + { + "left": "issue:31795", + "right": "issue:38617", + "accept": false, + "reason": "Docs issue vs an import error for layer_type_validation." + }, + { + "left": "issue:44961", + "right": "issue:45468", + "accept": false, + "reason": "Unrelated issues: racoon vs Gemma-4 audio positional encoding." + }, + { + "left": "issue:43576", + "right": "issue:43824", + "accept": false, + "reason": "CLI env-command breakage vs top-level model import error." + }, + { + "left": "issue:44315", + "right": "issue:44360", + "accept": false, + "reason": "Model_init/Liger-kernel behavior vs a DSA indexer discussion." + }, + { + "left": "issue:44351", + "right": "issue:46617", + "accept": false, + "reason": "Missing top-level export vs cache FileNotFoundError." + }, + { + "left": "issue:43352", + "right": "issue:44961", + "accept": false, + "reason": "FlashAttention support issue on Nemotron vs unrelated racoon issue." + }, + { + "left": "issue:36296", + "right": "issue:43901", + "accept": false, + "reason": "Tensor-parallel training bug vs docs mentioning return_all_scores." + }, + { + "left": "issue:43475", + "right": "issue:46617", + "accept": false, + "reason": "SAM 3 Video attribute error vs cache FileNotFoundError." + }, + { + "left": "issue:46143", + "right": "issue:46144", + "accept": false, + "reason": "Both RoFormer-related, but kwargs forwarding and attention-interface usage are different bugs." + }, + { + "left": "issue:41628", + "right": "issue:42548", + "accept": false, + "reason": "Different missing top-level exports: AutoImageProcessor vs PreTrainedModel." + }, + { + "left": "issue:45375", + "right": "issue:47110", + "accept": false, + "reason": "Missing config field vs special_tokens list/key error." + }, + { + "left": "issue:44222", + "right": "issue:44230", + "accept": false, + "reason": "FP8 save_pretrained bug vs FP8 inference-support request; different code paths." + }, + { + "left": "issue:44315", + "right": "issue:46209", + "accept": false, + "reason": "Liger kernel/model_init issue vs FP8 inference failure on B200." + }, + { + "left": "issue:43867", + "right": "issue:47110", + "accept": false, + "reason": "state_dict sorting load error vs special_tokens list/key error." + } + ] + }, + "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": 27, + "review_unit_index": 61, + "review_unit_count": 63, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-516", + "nodes": [ + "issue:31795", + "issue:33453", + "issue:41669", + "issue:42371", + "issue:42890", + "issue:43352", + "issue:43408", + "issue:43525", + "issue:43572", + "issue:43576", + "issue:43673", + "issue:43976", + "issue:44038", + "issue:44077", + "issue:44230", + "issue:44246", + "issue:44273", + "issue:44295", + "issue:44297", + "issue:44315", + "issue:44351", + "issue:44360", + "issue:44393", + "issue:44485", + "issue:44492", + "issue:44556", + "issue:44623", + "issue:44704", + "issue:44861", + "issue:44908", + "issue:45003", + "issue:45071", + "issue:45092", + "issue:45125", + "issue:45230", + "issue:45341", + "issue:45362", + "issue:45468", + "issue:45542", + "issue:45753", + "issue:45850", + "issue:46095", + "issue:46218", + "issue:46328", + "issue:46664", + "issue:47059", + "issue:47110", + "issue:47176" + ], + "soft_pairs": [ + "issue:43525|issue:47110", + "issue:43673|issue:44492", + "issue:45362|issue:45850", + "issue:44485|issue:46664", + "issue:44273|issue:45542", + "issue:44623|issue:45230", + "issue:44038|issue:45125", + "issue:44360|issue:46664", + "issue:44273|issue:45003", + "issue:41669|issue:43673", + "issue:44393|issue:45753", + "issue:44393|issue:45071", + "issue:43576|issue:44556", + "issue:43525|issue:45850", + "issue:44230|issue:46095", + "issue:44556|issue:45092", + "issue:43572|issue:45850", + "issue:44492|issue:45850", + "issue:42371|issue:44492", + "issue:45850|issue:47059", + "issue:41669|issue:46218", + "issue:43408|issue:44315", + "issue:44246|issue:44273", + "issue:42890|issue:44908", + "issue:43576|issue:44908", + "issue:43576|issue:47176", + "issue:43352|issue:44393", + "issue:44295|issue:45230", + "issue:44297|issue:45230", + "issue:43976|issue:44393", + "issue:44908|issue:45071", + "issue:44492|issue:46328", + "issue:41669|issue:44351", + "issue:44704|issue:44908", + "issue:41669|issue:45341", + "issue:43976|issue:46218", + "issue:44077|issue:44861", + "issue:31795|issue:33453", + "issue:43976|issue:47176", + "issue:44485|issue:47176", + "issue:43576|issue:44273", + "issue:44360|issue:45468" + ], + "prepared_review_unit_hash": "38d84378ebc95670c4d17e95d866cb6881360a87999dcfbbf8edcae8841262ee", + "component_budget": { + "node_count": 516, + "item_count": 516, + "soft_pair_count": 1900, + "serialized_chars": 985312, + "estimated_input_tokens": 246328, + "estimated_eval_tokens": 492912 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 42, + "serialized_chars": 39648, + "estimated_input_tokens": 9912, + "estimated_eval_tokens": 20080 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "Mostly a noisy collection of distinct v5/model-regression issues. The only plausible duplicate pair is the import/lazy-loading slowness reports; the rest are different models, commands, or APIs.", + "confidence": 0.62, + "canonical_issue_reason": "issue:44273 is the broadest underlying problem in the only plausible duplicate pair: it describes lazy loading failure, while issue:44246 is a symptom report about slow imports.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:44273 is the best representative because it captures the underlying lazy-loading defect rather than a single performance symptom; most other items are unrelated regressions.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43525", + "right": "issue:47110", + "accept": false, + "reason": "Both are attribute-like failures, but they involve different configs and code paths (`pad_token_id` vs `special_tokens`)." + }, + { + "left": "issue:43673", + "right": "issue:44492", + "accept": false, + "reason": "Generation cache missing and cache-strategy typo are different cache-related bugs, not the same defect." + }, + { + "left": "issue:45362", + "right": "issue:45850", + "accept": false, + "reason": "One is a concrete Qwen3.5 chat crash; the other is a broad umbrella complaint about many v5 regressions." + }, + { + "left": "issue:44485", + "right": "issue:46664", + "accept": false, + "reason": "Different models and subsystems: RoPE implementation vs video processor frame-count semantics." + }, + { + "left": "issue:44273", + "right": "issue:45542", + "accept": false, + "reason": "Lazy loading/import behavior is unrelated to the TensorFlow backend error from tensorboard-only installs." + }, + { + "left": "issue:44623", + "right": "issue:45230", + "accept": false, + "reason": "`processor.save_pretrained` missing files is concrete; `Bug report` is too vague to establish the same bug." + }, + { + "left": "issue:44038", + "right": "issue:45125", + "accept": false, + "reason": "Different Qwen-related problems: one is a model bug, the other is missing tensor-parallel metadata." + }, + { + "left": "issue:44360", + "right": "issue:46664", + "accept": false, + "reason": "DSA indexer/ReLU discussion is unrelated to SmolVLM video-frame handling." + }, + { + "left": "issue:44273", + "right": "issue:45003", + "accept": false, + "reason": "Lazy loading failure and unsafe `sys.modules` access are different import-time issues." + }, + { + "left": "issue:41669", + "right": "issue:43673", + "accept": false, + "reason": "Import-star cleanup/performance and generation cache missing are different root causes." + }, + { + "left": "issue:44393", + "right": "issue:45753", + "accept": false, + "reason": "Both are Qwen3-VL/Qwen3_5 visual issues, but one is bbox hallucination and the other is an infinite loop on a specific image." + }, + { + "left": "issue:44393", + "right": "issue:45071", + "accept": false, + "reason": "Qwen3-VL output issues are unrelated to `PretrainedConfig` type checking regressions." + }, + { + "left": "issue:43576", + "right": "issue:44556", + "accept": false, + "reason": "Broken `transformers env` command is unrelated to checkpoint reload compatibility after upgrading to v5." + }, + { + "left": "issue:43525", + "right": "issue:45850", + "accept": false, + "reason": "A specific `Llama4Config` attribute error is not the same as a broad statement that v5 breaks many models." + }, + { + "left": "issue:44230", + "right": "issue:46095", + "accept": false, + "reason": "FP8 inference support for Qwen models is unrelated to DeepSeekV4 weight conversion tooling." + }, + { + "left": "issue:44556", + "right": "issue:45092", + "accept": false, + "reason": "Both concern v5 upgrade compatibility, but for different model families and different failure modes." + }, + { + "left": "issue:43572", + "right": "issue:45850", + "accept": false, + "reason": "Missing `pad_token_idx` in StableLmConfig is a specific model regression, not the same as the broad v5-breakage complaint." + }, + { + "left": "issue:44492", + "right": "issue:45850", + "accept": false, + "reason": "A cache-strategy typo is unrelated to a generic v5 regression umbrella." + }, + { + "left": "issue:42371", + "right": "issue:44492", + "accept": false, + "reason": "TF32 API guidance and cache-strategy typo are unrelated topics." + }, + { + "left": "issue:45850", + "right": "issue:47059", + "accept": false, + "reason": "General v5 regression complaint vs a specific CLI/huggingface_hub incompatibility." + }, + { + "left": "issue:41669", + "right": "issue:46218", + "accept": false, + "reason": "Import-star performance cleanup and missing `Qwen3_5ForCausalLM` import are different import problems." + }, + { + "left": "issue:43408", + "right": "issue:44315", + "accept": false, + "reason": "sam3 model-type warning and Liger Kernel application with `model_init` are unrelated." + }, + { + "left": "issue:44246", + "right": "issue:44273", + "accept": true, + "reason": "Both describe the same underlying lazy-loading/import problem; 44246 is the symptom (slow import), 44273 names the defect." + }, + { + "left": "issue:42890", + "right": "issue:44908", + "accept": false, + "reason": "A missing `set_seed()` in tests is unrelated to scheduler kwargs being ignored." + }, + { + "left": "issue:43576", + "right": "issue:44908", + "accept": false, + "reason": "Broken `transformers env` command and inverse-sqrt scheduler kwargs are different code paths." + }, + { + "left": "issue:43576", + "right": "issue:47176", + "accept": false, + "reason": "CLI env command failure is unrelated to a shell-operator allowlist bypass." + }, + { + "left": "issue:43352", + "right": "issue:44393", + "accept": false, + "reason": "Flash Attention support error and Qwen3-VL bbox hallucination are different model/runtime bugs." + }, + { + "left": "issue:44295", + "right": "issue:45230", + "accept": false, + "reason": "Position-id buffer access bug is specific; the other report is unspecified." + }, + { + "left": "issue:44297", + "right": "issue:45230", + "accept": false, + "reason": "Tokenizer save metadata mismatch is a distinct serialization bug, not the generic bug report." + }, + { + "left": "issue:43976", + "right": "issue:44393", + "accept": false, + "reason": "Python-version compatibility and Qwen3-VL output errors are unrelated." + }, + { + "left": "issue:44908", + "right": "issue:45071", + "accept": false, + "reason": "Scheduler kwargs handling and `PretrainedConfig` type checking are different regressions." + }, + { + "left": "issue:44492", + "right": "issue:46328", + "accept": false, + "reason": "Cache-strategy typo and `SequenceFeatureExtractor.pad` inefficiency are unrelated." + }, + { + "left": "issue:41669", + "right": "issue:44351", + "accept": false, + "reason": "Import-star cleanup/performance and missing `HybridCache` import are separate import-related issues." + }, + { + "left": "issue:44704", + "right": "issue:44908", + "accept": false, + "reason": "`AutoProcessor.from_pretrained` kwarg forwarding and scheduler kwargs are different APIs." + }, + { + "left": "issue:41669", + "right": "issue:45341", + "accept": false, + "reason": "Import performance issue and a testing-utils bug do not describe the same defect." + }, + { + "left": "issue:43976", + "right": "issue:46218", + "accept": false, + "reason": "Python 3.9/3.10 compatibility and missing `Qwen3_5ForCausalLM` import are unrelated." + }, + { + "left": "issue:44077", + "right": "issue:44861", + "accept": false, + "reason": "Optional `post_init` validation and tied-weight-key list handling are different model-initialization bugs." + }, + { + "left": "issue:31795", + "right": "issue:33453", + "accept": false, + "reason": "Documentation confusion about `input_ids`/`past_key_values` is unrelated to tokenizer-loading regression." + }, + { + "left": "issue:43976", + "right": "issue:47176", + "accept": false, + "reason": "Python version support and shell-command allowlist bypass are unrelated." + }, + { + "left": "issue:44485", + "right": "issue:47176", + "accept": false, + "reason": "GLM-5 RoPE implementation discussion is unrelated to shell command substitution security." + }, + { + "left": "issue:43576", + "right": "issue:44273", + "accept": false, + "reason": "`transformers env` being broken is not the same as lazy loading not working properly." + }, + { + "left": "issue:44360", + "right": "issue:45468", + "accept": false, + "reason": "DSA/ReLU discussion is unrelated to Gemma4 audio relative positional encoding." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet and stays conservative. The only elevated claim is the 44246/44273 pairing, but it is still supported by the titles and the soft-match signal as a likely symptom-vs-root-cause relationship. The rest of the soft-edge rejections read as appropriately cautious and not overstated." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 27, + "review_unit_index": 62, + "review_unit_count": 63, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-516", + "nodes": [ + "issue:28348", + "issue:29870", + "issue:31515", + "issue:31795", + "issue:34689", + "issue:36296", + "issue:38617", + "issue:41669", + "issue:42371", + "issue:42913", + "issue:43066", + "issue:43298", + "issue:43352", + "issue:43502", + "issue:43519", + "issue:43576", + "issue:43704", + "issue:43976", + "issue:44230", + "issue:44261", + "issue:44263", + "issue:44273", + "issue:44315", + "issue:44351", + "issue:44485", + "issue:44492", + "issue:44623", + "issue:44655", + "issue:44829", + "issue:44861", + "issue:44908", + "issue:44998", + "issue:45230", + "issue:45250", + "issue:45290", + "issue:45310", + "issue:45468", + "issue:45850", + "issue:46018", + "issue:46095", + "issue:46172", + "issue:46218", + "issue:46655", + "issue:46894", + "issue:47059", + "issue:47110", + "issue:47176", + "issue:47177" + ], + "soft_pairs": [ + "issue:43519|issue:46655", + "issue:44315|issue:44829", + "issue:44273|issue:44908", + "issue:45230|issue:45310", + "issue:44485|issue:47177", + "issue:43519|issue:44485", + "issue:45468|issue:46894", + "issue:44655|issue:44861", + "issue:43576|issue:46218", + "issue:43976|issue:47177", + "issue:43519|issue:44908", + "issue:41669|issue:43704", + "issue:31795|issue:34689", + "issue:45850|issue:47177", + "issue:45850|issue:47176", + "issue:44485|issue:45468", + "issue:43704|issue:44485", + "issue:46218|issue:47177", + "issue:46018|issue:46172", + "issue:43502|issue:43519", + "issue:42371|issue:43704", + "issue:45850|issue:46218", + "issue:43519|issue:44623", + "issue:44263|issue:45468", + "issue:44261|issue:45468", + "issue:43298|issue:46095", + "issue:43519|issue:43704", + "issue:43352|issue:46218", + "issue:44351|issue:46218", + "issue:44861|issue:47110", + "issue:42913|issue:43066", + "issue:44861|issue:47059", + "issue:28348|issue:45250", + "issue:44908|issue:44998", + "issue:44998|issue:47177", + "issue:44998|issue:47176", + "issue:44492|issue:44998", + "issue:44998|issue:45850", + "issue:44861|issue:45290", + "issue:31515|issue:38617", + "issue:44230|issue:44623", + "issue:28348|issue:43352", + "issue:29870|issue:31515", + "issue:31515|issue:36296" + ], + "prepared_review_unit_hash": "7a393b32e2894f63518a270835e76ca95acdcc61c52258890278cebea302e049", + "component_budget": { + "node_count": 516, + "item_count": 516, + "soft_pair_count": 1900, + "serialized_chars": 985312, + "estimated_input_tokens": 246328, + "estimated_eval_tokens": 492912 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 44, + "serialized_chars": 40139, + "estimated_input_tokens": 10035, + "estimated_eval_tokens": 20326 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is heterogeneous and the soft pairs are mostly superficial text similarities rather than true duplicates. If a representative issue is needed, the broad Flash Attention 2.0 topic is the closest fit, but there is no strong canonical PR here.", + "confidence": 0.82, + "canonical_issue_reason": "issue:45250 is the broadest, most central topic in the set (Flash Attention 2.0) and is a better umbrella representative than the more specific or unrelated reports.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45250 is the clearest cluster representative by title breadth, though the cluster does not look like a single duplicate bug family.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43519", + "right": "issue:46655", + "accept": false, + "reason": "Both are processor-related calculation bugs, but they affect different code paths and data types (timestamp math vs video padding)." + }, + { + "left": "issue:44315", + "right": "issue:44829", + "accept": false, + "reason": "One is about `model_init` not applying Liger Kernel; the other is a flash-attention-3 training degeneration issue. Different failures." + }, + { + "left": "issue:44273", + "right": "issue:44908", + "accept": false, + "reason": "Lazy loading behavior and inverse-sqrt scheduler kwargs are unrelated bugs." + }, + { + "left": "issue:45230", + "right": "issue:45310", + "accept": false, + "reason": "Generic 'bug report' title is not enough; one is unspecified while the other is a specific Qwen3.5 MoE `from_pretrained` error." + }, + { + "left": "issue:44485", + "right": "issue:47177", + "accept": false, + "reason": "GLM-5 RoPE implementation and tar/zip-slip RCE are completely different issues." + }, + { + "left": "issue:43519", + "right": "issue:44485", + "accept": false, + "reason": "Timestamp calculation in a processor is unrelated to GLM-5 RoPE implementation details." + }, + { + "left": "issue:45468", + "right": "issue:46894", + "accept": false, + "reason": "Gemma audio positional encoding and CohereASR training-loss shift are different model-specific bugs." + }, + { + "left": "issue:44655", + "right": "issue:44861", + "accept": false, + "reason": "Saving pipeline objects and a tied-weights key crash are separate save/load vs weight-collection problems." + }, + { + "left": "issue:43576", + "right": "issue:46218", + "accept": false, + "reason": "`transformers env` CLI breakage and an import failure for `Qwen3_5ForCausalLM` are not the same bug." + }, + { + "left": "issue:43976", + "right": "issue:47177", + "accept": false, + "reason": "Python version compatibility and shell-command RCE issues are unrelated." + }, + { + "left": "issue:43519", + "right": "issue:44908", + "accept": false, + "reason": "Processor timestamp calculation and scheduler kwargs handling are different code paths." + }, + { + "left": "issue:41669", + "right": "issue:43704", + "accept": false, + "reason": "Import-star cleanup/perf regression and VRAM leakage in Qwen3ForCausalLM are unrelated." + }, + { + "left": "issue:31795", + "right": "issue:34689", + "accept": false, + "reason": "Documentation confusion around `input_ids`/`past_key_values` is not the same as a model-loading breakage for Llama 3.2 Vision." + }, + { + "left": "issue:45850", + "right": "issue:47177", + "accept": false, + "reason": "A broad '5.0 breaks many models' complaint is not the same as a shell-operator command substitution bypass." + }, + { + "left": "issue:45850", + "right": "issue:47176", + "accept": false, + "reason": "A broad model-compatibility complaint is unrelated to shell allowlist bypass behavior." + }, + { + "left": "issue:44485", + "right": "issue:45468", + "accept": false, + "reason": "GLM-5 RoPE and Gemma-4 audio positional encoding are different architecture-specific bugs." + }, + { + "left": "issue:43704", + "right": "issue:44485", + "accept": false, + "reason": "VRAM leakage in Qwen3ForCausalLM and GLM-5 RoPE implementation are unrelated." + }, + { + "left": "issue:46218", + "right": "issue:47177", + "accept": false, + "reason": "Module import failure and arbitrary file-write/RCE are unrelated security/runtime issues." + }, + { + "left": "issue:46018", + "right": "issue:46172", + "accept": false, + "reason": "Shared-expert gating and a tensor transpose/cast bug affect different DeepSeek-V4 code paths." + }, + { + "left": "issue:43502", + "right": "issue:43519", + "accept": false, + "reason": "Local-files-only network leakage and processor timestamp calculation are not the same bug." + }, + { + "left": "issue:42371", + "right": "issue:43704", + "accept": false, + "reason": "TF32 configuration guidance and VRAM leakage are unrelated." + }, + { + "left": "issue:45850", + "right": "issue:46218", + "accept": false, + "reason": "A generic model-breaking regression and a specific import error are not the same issue." + }, + { + "left": "issue:43519", + "right": "issue:44623", + "accept": false, + "reason": "Timestamp calculation and missing processor save files are different processor bugs." + }, + { + "left": "issue:44263", + "right": "issue:45468", + "accept": false, + "reason": "`torch.split` return handling in GlmMoeDsaIndexer is unrelated to Gemma-4 audio positional encoding." + }, + { + "left": "issue:44261", + "right": "issue:45468", + "accept": false, + "reason": "Missing `rms_norm_eps` in MLA q_a_layernorm is a different precision/config bug from Gemma-4 audio positional encoding." + }, + { + "left": "issue:43298", + "right": "issue:46095", + "accept": false, + "reason": "Continuous batching for audio models and DeepSeek-V4 weight conversion are not the same concrete bug." + }, + { + "left": "issue:43519", + "right": "issue:43704", + "accept": false, + "reason": "Processor timestamp math and multi-thread VRAM leakage are unrelated." + }, + { + "left": "issue:43352", + "right": "issue:46218", + "accept": false, + "reason": "Flash Attention 2.0 support for NemotronH and an import error for Qwen3_5ForCausalLM are different model-specific issues." + }, + { + "left": "issue:44351", + "right": "issue:46218", + "accept": false, + "reason": "HybridCache import failure and `Qwen3_5ForCausalLM` import failure are both import issues, but they are different symbols and likely different breakages." + }, + { + "left": "issue:44861", + "right": "issue:47110", + "accept": false, + "reason": "`_get_tied_weight_keys` crashing on list input and `special_tokens` list-vs-dict handling are different attribute/type errors." + }, + { + "left": "issue:42913", + "right": "issue:43066", + "accept": false, + "reason": "Both mention tokenizer v5, but one is general behavior drift while the other is a specific decoder-type bug." + }, + { + "left": "issue:44861", + "right": "issue:47059", + "accept": false, + "reason": "A tied-weights helper crash and a CLI incompatibility with `huggingface_hub` are unrelated." + }, + { + "left": "issue:28348", + "right": "issue:45250", + "accept": false, + "reason": "Both mention Flash Attention 2.0, but one is GPT2LMHeadModel-specific support and the other is only a generic title; not enough to prove the same change." + }, + { + "left": "issue:44908", + "right": "issue:44998", + "accept": false, + "reason": "Scheduler kwargs handling and a nonspecific 'Unemployment' report are not related." + }, + { + "left": "issue:44998", + "right": "issue:47177", + "accept": false, + "reason": "The generic placeholder issue does not match the security RCE report." + }, + { + "left": "issue:44998", + "right": "issue:47176", + "accept": false, + "reason": "The generic placeholder issue does not match the shell allowlist bypass report." + }, + { + "left": "issue:44492", + "right": "issue:44998", + "accept": false, + "reason": "A cache-strategy typo and a placeholder 'Unemployment' issue are unrelated." + }, + { + "left": "issue:44998", + "right": "issue:45850", + "accept": false, + "reason": "The generic placeholder issue does not match the broad model-breakage complaint." + }, + { + "left": "issue:44861", + "right": "issue:45290", + "accept": false, + "reason": "Tied-weights key handling and chat-template crashes with tool calls are different features and failure modes." + }, + { + "left": "issue:31515", + "right": "issue:38617", + "accept": false, + "reason": "Slow `from_pretrained` loading and an import error for `layer_type_validation` are unrelated." + }, + { + "left": "issue:44230", + "right": "issue:44623", + "accept": false, + "reason": "FP8 support for Qwen3-VL/Qwen3.5 MoE and missing processor save files are different issues." + }, + { + "left": "issue:28348", + "right": "issue:43352", + "accept": false, + "reason": "Both involve Flash Attention 2.0, but they target different models and opposite outcomes: adding support vs noting lack of support." + }, + { + "left": "issue:29870", + "right": "issue:31515", + "accept": false, + "reason": "A BART generate-time mask bug and slow checkpoint loading are unrelated." + }, + { + "left": "issue:31515", + "right": "issue:36296", + "accept": false, + "reason": "Checkpoint loading performance and tensor-parallel training bugs are different problem domains." + } + ] + }, + "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": 27, + "review_unit_index": 63, + "review_unit_count": 63, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-516", + "nodes": [ + "issue:30333", + "issue:31515", + "issue:31795", + "issue:37934", + "issue:42936", + "issue:43240", + "issue:43298", + "issue:43668", + "issue:43717", + "issue:43813", + "issue:44031", + "issue:44230", + "issue:45310", + "issue:46018", + "issue:46144" + ], + "soft_pairs": [ + "issue:30333|issue:31515", + "issue:31515|issue:31795", + "issue:44230|issue:45310", + "issue:43298|issue:44230", + "issue:43717|issue:46144", + "issue:42936|issue:46018", + "issue:43668|issue:44031", + "issue:42936|issue:43240", + "issue:43240|issue:46144", + "issue:42936|issue:44031", + "issue:42936|issue:46144", + "issue:42936|issue:43813", + "issue:43668|issue:43813", + "issue:43240|issue:43668", + "issue:37934|issue:43668", + "issue:42936|issue:43668" + ], + "prepared_review_unit_hash": "3217f50ed2deac6cc663e2dc9b680e407db6b129ae92228ead90df58ccf3b828", + "component_budget": { + "node_count": 516, + "item_count": 516, + "soft_pair_count": 1900, + "serialized_chars": 985312, + "estimated_input_tokens": 246328, + "estimated_eval_tokens": 492912 + }, + "budget": { + "node_count": 15, + "item_count": 15, + "soft_pair_count": 16, + "serialized_chars": 13181, + "estimated_input_tokens": 3296, + "estimated_eval_tokens": 6848 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This is not a true duplicate cluster: the issues span unrelated topics (MLflow reporting, checkpoint load performance, docs, model config/type hints, tokenizer warnings, and model-specific bugs). No soft pair looks like the same underlying defect.", + "confidence": 0.96, + "canonical_issue_reason": "No canonical issue: the set is heterogeneous rather than a duplicate group, so no single issue cleanly represents the cluster.", + "canonical_pr_reason": null, + "best_issue_reason": "No strong global best issue; even the closest-looking Qwen3.5/MoE pair refers to different failures (fp8 inference support vs from_pretrained regression).", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:30333", + "right": "issue:31515", + "accept": false, + "reason": "Different problems: MLflow status reporting for failed training jobs vs slow checkpoint loading in from_pretrained." + }, + { + "left": "issue:31515", + "right": "issue:31795", + "accept": false, + "reason": "Checkpoint load slowness is unrelated to documentation confusion about input_ids/past_key_values." + }, + { + "left": "issue:44230", + "right": "issue:45310", + "accept": false, + "reason": "Same model family, but not the same bug: fp8 inference support request vs a from_pretrained error on newer transformers." + }, + { + "left": "issue:43298", + "right": "issue:44230", + "accept": false, + "reason": "Audio continuous batching support is unrelated to Qwen3.5 fp8/MoE inference support." + }, + { + "left": "issue:43717", + "right": "issue:46144", + "accept": false, + "reason": "Mamba init_weights behavior and RoFormer attention interface usage are different code paths and defects." + }, + { + "left": "issue:42936", + "right": "issue:46018", + "accept": false, + "reason": "Mask2Former ignore_value handling and DeepSeek-V4 shared expert gating are unrelated model bugs." + }, + { + "left": "issue:43668", + "right": "issue:44031", + "accept": false, + "reason": "A ModernBERT config type hint issue is unrelated to a tokenizer regex warning regression." + }, + { + "left": "issue:42936", + "right": "issue:43240", + "accept": false, + "reason": "Unused ignore_value and missing kwargs propagation to loss calculation are different implementation issues." + }, + { + "left": "issue:43240", + "right": "issue:46144", + "accept": false, + "reason": "Loss-function kwargs plumbing is unrelated to RoFormer attention interface behavior." + }, + { + "left": "issue:42936", + "right": "issue:44031", + "accept": false, + "reason": "Mask2Former ignore_value handling and tokenizer regex warnings do not share the same underlying bug." + }, + { + "left": "issue:42936", + "right": "issue:46144", + "accept": false, + "reason": "These concern different models and failure modes: Mask2Former ignore_value vs RoFormer attention interface." + }, + { + "left": "issue:42936", + "right": "issue:43813", + "accept": false, + "reason": "Model ignore_value usage is unrelated to a quantization typo." + }, + { + "left": "issue:43668", + "right": "issue:43813", + "accept": false, + "reason": "Incorrect type hint in ModernBERTConfig and a typo in quantization naming are not the same defect." + }, + { + "left": "issue:43240", + "right": "issue:43668", + "accept": false, + "reason": "Missing kwargs in loss calculation is unrelated to a config type-hint mismatch." + }, + { + "left": "issue:37934", + "right": "issue:43668", + "accept": false, + "reason": "A question about Llama4TextL2Norm being RMSNorm is unrelated to ModernBERTConfig norm_eps typing." + }, + { + "left": "issue:42936", + "right": "issue:43668", + "accept": false, + "reason": "Mask2Former ignore_value behavior and a ModernBERT config annotation bug are unrelated." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 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-10519-3", + "nodes": [ + "issue:10519", + "issue:11005", + "issue:11307" + ], + "soft_pairs": [ + "issue:10519|issue:11307", + "issue:10519|issue:11005", + "issue:11005|issue:11307" + ], + "prepared_review_unit_hash": "910565dc3726af0c0d52186400fc2513f5d0412faf002e03d9ca986276503ce6", + "component_budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 3, + "serialized_chars": 2875, + "estimated_input_tokens": 719, + "estimated_eval_tokens": 1694 + }, + "budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 3, + "serialized_chars": 2875, + "estimated_input_tokens": 719, + "estimated_eval_tokens": 1694 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These three issues are unrelated feature requests: truncation direction control, ReduceLROnPlateau-like scheduling behavior, and Wav2Vec2 word time offsets. There is no evidence they describe the same underlying bug or change, so all soft links should be rejected.", + "confidence": 0.98, + "canonical_issue_reason": "Issue #10519 is the clearest, most concrete request and the best representative of the set if one must be chosen, though it is not actually related to the others.", + "canonical_pr_reason": null, + "best_issue_reason": "#10519 is the most well-scoped and implementation-oriented issue; the others are separate feature requests in different areas.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:10519", + "right": "issue:11307", + "accept": false, + "reason": "Different features in different domains: token truncation behavior vs Wav2Vec2 word boundary timestamps." + }, + { + "left": "issue:10519", + "right": "issue:11005", + "accept": false, + "reason": "One asks for truncation from the beginning; the other asks for ReduceLROnPlateau-like learning-rate scheduling. No shared bug/change." + }, + { + "left": "issue:11005", + "right": "issue:11307", + "accept": false, + "reason": "Unrelated requests: optimizer scheduling functionality vs extracting word time offsets from Wav2Vec2." + } + ] + }, + "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": 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-13244-3", + "nodes": [ + "issue:13244", + "issue:15980", + "issue:16618" + ], + "soft_pairs": [ + "issue:13244|issue:16618", + "issue:15980|issue:16618" + ], + "prepared_review_unit_hash": "9186ebba852a3d92a1192c596db65126fa85e682704bd38bcfaf6cea20d43065", + "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 issues are not duplicates as a cluster: one is about Tapas tokenization vs TensorFlow, one is about an auth/error-message problem for private models, and one is a generic model-loading failure for bert-base-uncased. Only the latter two are loosely related by model loading, but the likely root causes and user-facing symptoms are different.", + "confidence": 0.91, + "canonical_issue_reason": "issue #16618 is the broadest and most central model-loading symptom in this set, so it is the best single representative if one must be chosen.", + "canonical_pr_reason": null, + "best_issue_reason": "issue #16618 is the most general issue here and the closest to a core loading failure, whereas #15980 is specifically about private-model auth messaging and #13244 is unrelated tokenization behavior.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:13244", + "right": "issue:16618", + "accept": false, + "reason": "Tokenization mismatch for Tapas vs a model-loading failure for bert-base-uncased; these are clearly different code paths and bugs." + }, + { + "left": "issue:15980", + "right": "issue:16618", + "accept": false, + "reason": "#15980 is about the error message when downloading a private model without login, while #16618 is a failure to load a public model; similar surface area, but not the same underlying bug." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 4, + "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-26350-2", + "nodes": [ + "issue:26350", + "issue:33260" + ], + "soft_pairs": [ + "issue:26350|issue:33260" + ], + "prepared_review_unit_hash": "29be839fe04288a3272907f39c4d0d1ca3d0521a42c657913eeb80b65843ba49", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1589, + "estimated_input_tokens": 398, + "estimated_eval_tokens": 1052 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1589, + "estimated_input_tokens": 398, + "estimated_eval_tokens": 1052 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These are two separate community-contribution feature requests for different model/runtime capabilities: Flash Attention 2 support vs GGUF support. They are related only by being architecture-support tracking issues, not the same underlying change.", + "confidence": 0.97, + "canonical_issue_reason": "Issue #26350 is the cleaner canonical issue only because it is older and appears to be the earlier tracking item, but it does not subsume #33260; the two requests target different features.", + "canonical_pr_reason": null, + "best_issue_reason": "#26350 is marginally better as the representative issue due to earlier creation and similar community-contribution framing, but it should not be treated as a duplicate of #33260.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:26350", + "right": "issue:33260", + "accept": false, + "reason": "Different requested capabilities and code paths: Flash Attention 2 support and GGUF support are distinct features, 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": "issue", + "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-27088-9", + "nodes": [ + "issue:27088", + "issue:28936", + "issue:38435", + "issue:43834", + "issue:44365", + "issue:44370", + "issue:46222", + "issue:46226", + "issue:46931" + ], + "soft_pairs": [ + "issue:27088|issue:44370", + "issue:27088|issue:44365", + "issue:27088|issue:43834", + "issue:27088|issue:38435", + "issue:27088|issue:28936", + "issue:28936|issue:43834", + "issue:28936|issue:44365", + "issue:28936|issue:38435", + "issue:28936|issue:44370", + "issue:38435|issue:44370", + "issue:38435|issue:44365", + "issue:38435|issue:43834", + "issue:38435|issue:46222", + "issue:38435|issue:46226", + "issue:43834|issue:44370", + "issue:43834|issue:44365", + "issue:43834|issue:46222", + "issue:43834|issue:46226", + "issue:43834|issue:46931", + "issue:44365|issue:44370", + "issue:44365|issue:46222", + "issue:44365|issue:46226", + "issue:44365|issue:46931", + "issue:44370|issue:46222", + "issue:44370|issue:46226", + "issue:44370|issue:46931", + "issue:46222|issue:46226", + "issue:46222|issue:46931", + "issue:46226|issue:46931" + ], + "prepared_review_unit_hash": "77e2b2d67f38a570f8f2823a426f3cd4c44d1b50de25cda61e5547dd4b0c52fa", + "component_budget": { + "node_count": 9, + "item_count": 9, + "soft_pair_count": 29, + "serialized_chars": 15985, + "estimated_input_tokens": 3997, + "estimated_eval_tokens": 8250 + }, + "budget": { + "node_count": 9, + "item_count": 9, + "soft_pair_count": 29, + "serialized_chars": 15985, + "estimated_input_tokens": 3997, + "estimated_eval_tokens": 8250 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "This cluster is mostly a set of separate i18n translation-request issues for different languages, not duplicates. There are two true duplicate subclusters: the identical placeholder-title issues (43834/44365/44370) and the identical Thai-title pair (46222/46226).", + "confidence": 0.91, + "canonical_issue_reason": "issue:43834 is the earliest and clearest representative of the exact-duplicate placeholder-title subcluster, which has the strongest evidence of being the same underlying issue.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43834 is the best canonical anchor because it sits in the largest exact-duplicate set and appears to be the first instance of that repeated placeholder issue.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:27088", + "right": "issue:44370", + "accept": false, + "reason": "Different language request (Turkish vs placeholder/generic text); similarity is only from the translation-template wording." + }, + { + "left": "issue:27088", + "right": "issue:44365", + "accept": false, + "reason": "Different language request; not the same underlying issue." + }, + { + "left": "issue:27088", + "right": "issue:43834", + "accept": false, + "reason": "Turkish translation request vs generic placeholder issue; not a duplicate." + }, + { + "left": "issue:27088", + "right": "issue:38435", + "accept": false, + "reason": "Different target languages (Turkish vs Romanian); separate translation tasks." + }, + { + "left": "issue:27088", + "right": "issue:28936", + "accept": false, + "reason": "Different target languages (Turkish vs Spanish); separate issues." + }, + { + "left": "issue:28936", + "right": "issue:43834", + "accept": false, + "reason": "Spanish translation request vs generic placeholder issue; similarity is not enough to make them duplicates." + }, + { + "left": "issue:28936", + "right": "issue:44365", + "accept": false, + "reason": "Different target language and distinct request." + }, + { + "left": "issue:28936", + "right": "issue:38435", + "accept": false, + "reason": "Different target languages (Spanish vs Romanian); not the same issue." + }, + { + "left": "issue:28936", + "right": "issue:44370", + "accept": false, + "reason": "Spanish request vs placeholder/generic issue; not a duplicate." + }, + { + "left": "issue:38435", + "right": "issue:44370", + "accept": false, + "reason": "Romanian translation request vs placeholder/generic issue; distinct." + }, + { + "left": "issue:38435", + "right": "issue:44365", + "accept": false, + "reason": "Different target language and separate translation request." + }, + { + "left": "issue:38435", + "right": "issue:43834", + "accept": false, + "reason": "Romanian request vs placeholder issue; not the same underlying change." + }, + { + "left": "issue:38435", + "right": "issue:46222", + "accept": false, + "reason": "Romanian translation request vs unrelated Thai-titled issue; not a duplicate." + }, + { + "left": "issue:38435", + "right": "issue:46226", + "accept": false, + "reason": "Romanian translation request vs unrelated Thai-titled issue; not a duplicate." + }, + { + "left": "issue:43834", + "right": "issue:44370", + "accept": true, + "reason": "Same placeholder title and near-identical body; same underlying issue." + }, + { + "left": "issue:43834", + "right": "issue:44365", + "accept": true, + "reason": "Same exact placeholder-title issue with essentially identical content." + }, + { + "left": "issue:43834", + "right": "issue:46222", + "accept": false, + "reason": "Different titles and different apparent requests; similarity is likely just shared template text." + }, + { + "left": "issue:43834", + "right": "issue:46226", + "accept": false, + "reason": "Different titles and different apparent requests; not the same issue." + }, + { + "left": "issue:43834", + "right": "issue:46931", + "accept": false, + "reason": "Different topic/title entirely; not the same underlying issue." + }, + { + "left": "issue:44365", + "right": "issue:44370", + "accept": true, + "reason": "Exact same placeholder-title issue with nearly identical bodies." + }, + { + "left": "issue:44365", + "right": "issue:46222", + "accept": false, + "reason": "Different titles and different requests; not a duplicate." + }, + { + "left": "issue:44365", + "right": "issue:46226", + "accept": false, + "reason": "Different titles and different requests; not a duplicate." + }, + { + "left": "issue:44365", + "right": "issue:46931", + "accept": false, + "reason": "Different topic/title entirely; not the same issue." + }, + { + "left": "issue:44370", + "right": "issue:46222", + "accept": false, + "reason": "Different titles and different requests; template similarity alone is insufficient." + }, + { + "left": "issue:44370", + "right": "issue:46226", + "accept": false, + "reason": "Different titles and different requests; not a duplicate." + }, + { + "left": "issue:44370", + "right": "issue:46931", + "accept": false, + "reason": "Different topic/title entirely; not the same underlying issue." + }, + { + "left": "issue:46222", + "right": "issue:46226", + "accept": true, + "reason": "Exact same title and same-length body; clear duplicate." + }, + { + "left": "issue:46222", + "right": "issue:46931", + "accept": false, + "reason": "Different Thai titles and different apparent content; not the same issue." + }, + { + "left": "issue:46226", + "right": "issue:46931", + "accept": false, + "reason": "Different Thai titles and different apparent content; not the same issue." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet and stays mostly conservative. The duplicate calls for the identical placeholder-title cluster (43834/44365/44370) and the Thai pair (46222/46226) are supported by near-identical titles and very high similarity, while the Turkish/Spanish/Romanian issues are reasonably treated as separate translation requests. I did not see an overreach that would justify rejection." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "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-36718-21", + "nodes": [ + "issue:36718", + "issue:36817", + "issue:36879", + "issue:37015", + "issue:41115", + "issue:41211", + "issue:42503", + "issue:42738", + "issue:42954", + "issue:43671", + "issue:43837", + "issue:43909", + "issue:44121", + "issue:44205", + "issue:45027", + "issue:45177", + "issue:45322", + "issue:46133", + "issue:46645", + "issue:46653", + "issue:47004" + ], + "soft_pairs": [ + "issue:36718|issue:47004", + "issue:36718|issue:41115", + "issue:36817|issue:41211", + "issue:36817|issue:43671", + "issue:36817|issue:36879", + "issue:36817|issue:42954", + "issue:36879|issue:41211", + "issue:36879|issue:43909", + "issue:36879|issue:44121", + "issue:36879|issue:43837", + "issue:36879|issue:43671", + "issue:37015|issue:43837", + "issue:37015|issue:44121", + "issue:37015|issue:43909", + "issue: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:42954", + "issue:42738|issue:45027", + "issue:42503|issue:42738", + "issue:42738|issue:42954", + "issue:42738|issue:46653", + "issue:42954|issue:44205", + "issue:42954|issue:43671", + "issue:42954|issue:45177", + "issue:42954|issue:46653", + "issue:43671|issue:43837", + "issue:43671|issue:45027", + "issue:43671|issue:45177", + "issue:43671|issue:44121", + "issue:43837|issue:43909", + "issue:43837|issue:45322", + "issue:43837|issue:44121", + "issue:43909|issue:44205", + "issue:43909|issue:46645", + "issue:44121|issue:45322", + "issue:43837|issue:45027", + "issue:37015|issue:45027", + "issue:43837|issue:45177", + "issue:45322|issue:46133", + "issue:42503|issue:46653", + "issue:45027|issue:46653" + ], + "prepared_review_unit_hash": "a5b673a8027a2c3b7b5f5a4ce190e1c14777a210b53c0d35136f34a1f7755094", + "component_budget": { + "node_count": 21, + "item_count": 21, + "soft_pair_count": 48, + "serialized_chars": 28614, + "estimated_input_tokens": 7154, + "estimated_eval_tokens": 14564 + }, + "budget": { + "node_count": 21, + "item_count": 21, + "soft_pair_count": 48, + "serialized_chars": 28614, + "estimated_input_tokens": 7154, + "estimated_eval_tokens": 14564 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "All items are separate model/support requests, not duplicates of one underlying bug or change. The soft-similarity edges are mostly broad topical overlaps (model requests, BERT-like models, audio models), but they do not point to the same concrete implementation or PR merge target.", + "confidence": 0.97, + "canonical_issue_reason": "No canonical issue: this is a loose cluster of distinct model-request issues across unrelated architectures and tasks.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 36879 is the cleanest generic representative of the 'add a model' pattern, but it is not a true duplicate anchor for the rest.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:36718", + "right": "issue:47004", + "accept": false, + "reason": "Both are keypoint matcher requests, but RoMa and LoMa are different models and would not be the same underlying change." + }, + { + "left": "issue:36718", + "right": "issue:41115", + "accept": false, + "reason": "Keypoint matching vs MiniCPM3 are unrelated model requests." + }, + { + "left": "issue:36817", + "right": "issue:41211", + "accept": false, + "reason": "EuroBert config support and DEIMv2 are different models with different code paths." + }, + { + "left": "issue:36817", + "right": "issue:43671", + "accept": false, + "reason": "EuroBert config and Qwen3-TTS support are unrelated." + }, + { + "left": "issue:36817", + "right": "issue:36879", + "accept": false, + "reason": "Both are model-add requests, but for different models and different implementations." + }, + { + "left": "issue:36817", + "right": "issue:42954", + "accept": false, + "reason": "EuroBert config and XiaoMi MiMo are unrelated model requests." + }, + { + "left": "issue:36879", + "right": "issue:41211", + "accept": false, + "reason": "RF-DETR and DEIMv2 are different detection models; not the same concrete change." + }, + { + "left": "issue:36879", + "right": "issue:43909", + "accept": false, + "reason": "RF-DETR object detection and LFM2.5 Audio support are unrelated." + }, + { + "left": "issue:36879", + "right": "issue:44121", + "accept": false, + "reason": "RF-DETR and the weight-sparse transformer request target different model families." + }, + { + "left": "issue:36879", + "right": "issue:43837", + "accept": false, + "reason": "RF-DETR and Qwen3-ASR are different model support requests." + }, + { + "left": "issue:36879", + "right": "issue:43671", + "accept": false, + "reason": "RF-DETR detection support and Qwen3-TTS support are unrelated." + }, + { + "left": "issue:37015", + "right": "issue:43837", + "accept": false, + "reason": "NeoBERT and Qwen3-ASR are distinct model additions." + }, + { + "left": "issue:37015", + "right": "issue:44121", + "accept": false, + "reason": "NeoBERT and the sparse transformer request do not share the same code path." + }, + { + "left": "issue:37015", + "right": "issue:43909", + "accept": false, + "reason": "NeoBERT and LFM2.5 Audio are unrelated model requests." + }, + { + "left": "issue:36879", + "right": "issue:37015", + "accept": false, + "reason": "RF-DETR and NeoBERT are different model families and changes." + }, + { + "left": "issue:37015", + "right": "issue:42503", + "accept": false, + "reason": "NeoBERT and ModernVBERT are both language-model requests but not the same model or implementation." + }, + { + "left": "issue:41115", + "right": "issue:43837", + "accept": false, + "reason": "MiniCPM3 and Qwen3-ASR are unrelated." + }, + { + "left": "issue:41115", + "right": "issue:44121", + "accept": false, + "reason": "MiniCPM3 and the sparse transformer request are different model changes." + }, + { + "left": "issue:41115", + "right": "issue:42503", + "accept": false, + "reason": "MiniCPM3 and ModernVBERT are separate model-support requests." + }, + { + "left": "issue:41115", + "right": "issue:45027", + "accept": false, + "reason": "MiniCPM3 and Voxtral TTS are unrelated model families." + }, + { + "left": "issue:41211", + "right": "issue:43671", + "accept": false, + "reason": "DEIMv2 detection support and Qwen3-TTS support are different tasks." + }, + { + "left": "issue:42503", + "right": "issue:43837", + "accept": false, + "reason": "ModernVBERT and Qwen3-ASR are unrelated model additions." + }, + { + "left": "issue:42503", + "right": "issue:43671", + "accept": false, + "reason": "ModernVBERT and Qwen3-TTS are different model requests." + }, + { + "left": "issue:42503", + "right": "issue:42954", + "accept": false, + "reason": "ModernVBERT and XiaoMi MiMo are not the same underlying change." + }, + { + "left": "issue:42738", + "right": "issue:45027", + "accept": false, + "reason": "BERT-like models with RoPE and Voxtral TTS are unrelated." + }, + { + "left": "issue:42503", + "right": "issue:42738", + "accept": false, + "reason": "ModernVBERT is a specific model request; BERT-like models with RoPE is a broader architectural feature request, so not a duplicate." + }, + { + "left": "issue:42738", + "right": "issue:42954", + "accept": false, + "reason": "BERT-like models with RoPE and XiaoMi MiMo are unrelated." + }, + { + "left": "issue:42738", + "right": "issue:46653", + "accept": false, + "reason": "BERT-like models with RoPE and a person-name issue are unrelated." + }, + { + "left": "issue:42954", + "right": "issue:44205", + "accept": false, + "reason": "XiaoMi MiMo and SAM3-LiteText are unrelated model requests." + }, + { + "left": "issue:42954", + "right": "issue:43671", + "accept": false, + "reason": "XiaoMi MiMo and Qwen3-TTS are different model changes." + }, + { + "left": "issue:42954", + "right": "issue:45177", + "accept": false, + "reason": "XiaoMi MiMo and DeepSeek-OCR2 are unrelated model requests." + }, + { + "left": "issue:42954", + "right": "issue:46653", + "accept": false, + "reason": "XiaoMi MiMo and Mirko Privitera are unrelated." + }, + { + "left": "issue:43671", + "right": "issue:43837", + "accept": false, + "reason": "Qwen3-TTS and Qwen3-ASR are related by family name but are different concrete support requests and code paths." + }, + { + "left": "issue:43671", + "right": "issue:45027", + "accept": false, + "reason": "Qwen3-TTS and Voxtral TTS are different TTS model requests, not one merged change." + }, + { + "left": "issue:43671", + "right": "issue:45177", + "accept": false, + "reason": "Qwen3-TTS and DeepSeek-OCR2 are unrelated." + }, + { + "left": "issue:43671", + "right": "issue:44121", + "accept": false, + "reason": "Qwen3-TTS support and the sparse transformer request are unrelated." + }, + { + "left": "issue:43837", + "right": "issue:43909", + "accept": false, + "reason": "Qwen3-ASR and LFM2.5 Audio are both audio-related, but they are different model additions." + }, + { + "left": "issue:43837", + "right": "issue:45322", + "accept": false, + "reason": "Qwen3-ASR and EUPE target different model families and tasks." + }, + { + "left": "issue:43837", + "right": "issue:44121", + "accept": false, + "reason": "Qwen3-ASR and the sparse transformer request are unrelated." + }, + { + "left": "issue:43909", + "right": "issue:44205", + "accept": false, + "reason": "LFM2.5 Audio and SAM3-LiteText are unrelated." + }, + { + "left": "issue:43909", + "right": "issue:46645", + "accept": false, + "reason": "LFM2.5 Audio and SWA+sink for Granite are different code paths." + }, + { + "left": "issue:44121", + "right": "issue:45322", + "accept": false, + "reason": "The sparse transformer request and EUPE are different model additions." + }, + { + "left": "issue:43837", + "right": "issue:45027", + "accept": false, + "reason": "Qwen3-ASR and Voxtral TTS are both speech-related, but not the same concrete implementation." + }, + { + "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 unrelated." + }, + { + "left": "issue:45322", + "right": "issue:46133", + "accept": false, + "reason": "EUPE and TIPSv2 are both vision-language related, but they are distinct model requests and not one change." + }, + { + "left": "issue:42503", + "right": "issue:46653", + "accept": false, + "reason": "ModernVBERT and Mirko Privitera are unrelated." + }, + { + "left": "issue:45027", + "right": "issue:46653", + "accept": false, + "reason": "Voxtral TTS and Mirko Privitera are unrelated." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 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-38740-2", + "nodes": [ + "issue:38740", + "issue:46443" + ], + "soft_pairs": [ + "issue:38740|issue:46443" + ], + "prepared_review_unit_hash": "3b94eb4da64422a250cc08055d10be98020ee7a09be075f243e242f4888bcc69", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1505, + "estimated_input_tokens": 377, + "estimated_eval_tokens": 1010 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1505, + "estimated_input_tokens": 377, + "estimated_eval_tokens": 1010 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These two issues are unrelated: one requests a docs addition for the `pruna` optimization framework, while the other is about a Vision RoPE refactor. They do not describe the same bug, feature, or code change.", + "confidence": 0.98, + "canonical_issue_reason": "Issue #46443 is the more substantive technical issue; #38740 is a documentation request and not a code-change problem.", + "canonical_pr_reason": null, + "best_issue_reason": "#46443 is the best representative for the cluster only because it is the only concrete engineering issue here; #38740 is documentation-only and clearly separate.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:38740", + "right": "issue:46443", + "accept": false, + "reason": "The titles and contexts are unrelated: docs integration for `pruna` versus a Vision RoPE refactor. No shared bug, code path, or concrete change." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 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-41084-2", + "nodes": [ + "issue:41084", + "issue:43037" + ], + "soft_pairs": [ + "issue:41084|issue:43037" + ], + "prepared_review_unit_hash": "a1aceac2b283ecba6f08f825d2d4e0c362d4b16eed665c9f4bec7020e32cb370", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1479, + "estimated_input_tokens": 370, + "estimated_eval_tokens": 996 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1479, + "estimated_input_tokens": 370, + "estimated_eval_tokens": 996 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These two issues are not duplicates: one is a generic request around block decoding, while the other asks for DeepSeek v3.2 support. They describe different feature areas and different underlying work.", + "confidence": 0.95, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": "Neither issue is a good canonical choice because they target unrelated requests and do not appear to represent the same underlying problem.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:41084", + "right": "issue:43037", + "accept": false, + "reason": "The titles and implied scopes are unrelated: block decoding vs model support. There is no evidence they refer to the same bug or change." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 9, + "component_count": 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-41306-2", + "nodes": [ + "issue:41306", + "issue:41826" + ], + "soft_pairs": [ + "issue:41306|issue:41826" + ], + "prepared_review_unit_hash": "fc6be1c2c12bc505c51aff6b43e6dff884a0fd0d4fc915dfc8e28395b5e7b160", + "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 issues are both about memory-saving model variants, but they target different components and changes: one is about enabling a TiledFusedLogitsLoss / FLCE flag in `from_pretrained()`, the other about integrating TiledMLP. They do not look like the same underlying bug or feature request.", + "confidence": 0.91, + "canonical_issue_reason": "No clear duplicate: `from_pretrained()` support for TiledFusedLogitsLoss/FLCE is a concrete loading/configuration issue, while TiledMLP integration is a separate model-architecture/memory-footprint feature.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 41306 is the better canonical-style issue because it is narrower and more implementation-specific, with a clearly defined API gap to fix.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:41306", + "right": "issue:41826", + "accept": false, + "reason": "Different targets and likely different code paths; both mention memory/tiled ideas, but one is about FLCE flags in `from_pretrained()`, the other is about adding TiledMLP. Not the same underlying change." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "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-43598-2", + "nodes": [ + "issue:43598", + "issue:43600" + ], + "soft_pairs": [ + "issue:43598|issue:43600" + ], + "prepared_review_unit_hash": "e78c8bdb515aaa709f083a633dfa4a5a7ba3ecc754eecf64dc0b8d9931e2a4e7", + "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 issues both mention custom trainers, but they address different problems: one is about `remove_unused_column` behavior in `Trainer`, the other is about FLOPS estimation. They are related in theme but not the same underlying bug/change.", + "confidence": 0.89, + "canonical_issue_reason": "Issue 43598 is the broader Trainer customizability request and is the better representative of the cluster theme; issue 43600 is a separate FLOPS-estimation concern.", + "canonical_pr_reason": null, + "best_issue_reason": "43598 is the more central and general Trainer customization issue. 43600 is narrower and targets FLOPS accounting rather than the `remove_unused_column` behavior.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43598", + "right": "issue:43600", + "accept": false, + "reason": "Both involve custom trainers, but one concerns `remove_unused_column` handling while the other concerns FLOPS estimation. Different code paths and different fixes; 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": 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-43684-2", + "nodes": [ + "issue:43684", + "issue:44405" + ], + "soft_pairs": [ + "issue:43684|issue:44405" + ], + "prepared_review_unit_hash": "123974497c515fb4d043066425a66af012bd0dad1587c5ce63ec597508f1ae20", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1612, + "estimated_input_tokens": 403, + "estimated_eval_tokens": 1062 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1612, + "estimated_input_tokens": 403, + "estimated_eval_tokens": 1062 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "The two issues are about different requests: one asks for Qwen3-Omni registration in AutoModel/AutoModelForConditionalGeneration, while the other asks for AutoModelForSequenceClassification support for Qwen3.5. They target different model families and different task heads, so they are not duplicates.", + "confidence": 0.96, + "canonical_issue_reason": "No strong canonical issue: 43684 is broader, but it concerns Qwen3-Omni registration, not the Qwen3.5 sequence-classification support requested in 44405.", + "canonical_pr_reason": null, + "best_issue_reason": "43684 is the broader model-registration request and is the better representative of this pair, but it should not be treated as the same underlying issue as 44405.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43684", + "right": "issue:44405", + "accept": false, + "reason": "Different underlying changes: model registration for Qwen3-Omni vs sequence-classification support for Qwen3.5. Different configs and different AutoModel classes." + } + ] + }, + "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": 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-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": "c27b4aa12883f2878fd43e99129c221a868faf32d5d3150724bdf8483da98a5c", + "component_budget": { + "node_count": 4, + "item_count": 4, + "soft_pair_count": 6, + "serialized_chars": 4261, + "estimated_input_tokens": 1066, + "estimated_eval_tokens": 2388 + }, + "budget": { + "node_count": 4, + "item_count": 4, + "soft_pair_count": 6, + "serialized_chars": 4261, + "estimated_input_tokens": 1066, + "estimated_eval_tokens": 2388 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "The cluster is dominated by three near-empty issues with the same title, \"huggingface \", plus one unrelated issue titled \"Fett\". There is not enough concrete evidence to confidently merge any pair, so all soft edges are rejected.", + "confidence": 0.41, + "canonical_issue_reason": "issue:43845 is the earliest of the repeated \"huggingface \" issues and is the most reasonable anchor if these are later confirmed to be duplicates, but the evidence is very thin.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43845 is the best issue candidate because it is the earliest and most representative of the repeated \"huggingface \" entries; however, this is only a weak selection due to missing content.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43835", + "right": "issue:43845", + "accept": false, + "reason": "Different titles and no shared body, targets, or code-path evidence; not enough to treat as the same issue." + }, + { + "left": "issue:43835", + "right": "issue:43846", + "accept": false, + "reason": "Different titles and no concrete evidence of a shared underlying bug." + }, + { + "left": "issue:43835", + "right": "issue:43859", + "accept": false, + "reason": "Different titles and no substantive overlap beyond generic soft similarity." + }, + { + "left": "issue:43845", + "right": "issue:43846", + "accept": false, + "reason": "Same short title, but the bodies are too sparse to confirm they describe the same underlying problem." + }, + { + "left": "issue:43845", + "right": "issue:43859", + "accept": false, + "reason": "Identical generic title alone is not enough to confirm duplication without issue details or explicit links." + }, + { + "left": "issue:43846", + "right": "issue:43859", + "accept": false, + "reason": "Identical generic title alone is insufficient evidence of the same bug or request." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 13, + "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-44371-6", + "nodes": [ + "issue:44371", + "issue:44418", + "issue:44572", + "issue:44573", + "issue:44937", + "issue:47036" + ], + "soft_pairs": [ + "issue:44371|issue:44572", + "issue:44371|issue:44573", + "issue:44371|issue:44418", + "issue:44371|issue:47036", + "issue:44371|issue:44937", + "issue:44418|issue:44572", + "issue:44418|issue:44573", + "issue:44572|issue:44573", + "issue:44572|issue:47036", + "issue:44572|issue:44937", + "issue:44573|issue:47036", + "issue:44573|issue:44937" + ], + "prepared_review_unit_hash": "4500f2d152cd03185cf9bd1dffdb15f3c7a51a5c4ef2572661f0a3c96b813bd6", + "component_budget": { + "node_count": 6, + "item_count": 6, + "soft_pair_count": 12, + "serialized_chars": 7358, + "estimated_input_tokens": 1840, + "estimated_eval_tokens": 3936 + }, + "budget": { + "node_count": 6, + "item_count": 6, + "soft_pair_count": 12, + "serialized_chars": 7358, + "estimated_input_tokens": 1840, + "estimated_eval_tokens": 3936 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "This cluster is dominated by spam-like or vague issue titles with no substantive bodies, so there is no convincing duplicate set. The only non-spam-looking item is a generic documentation suggestion, but it still does not share a concrete bug/change with the others.", + "confidence": 0.39, + "canonical_issue_reason": "No clear canonical issue: the items are too vague and largely spam-like, with no shared concrete problem statement to anchor duplication.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 44418 is the least spammy and most topic-bearing entry, so it is the best representative if one must be chosen, but it is not a strong canonical duplicate target.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44371", + "right": "issue:44572", + "accept": false, + "reason": "Both look like spam placeholders; no shared concrete bug or change." + }, + { + "left": "issue:44371", + "right": "issue:44573", + "accept": false, + "reason": "Both look like spam placeholders; no shared concrete bug or change." + }, + { + "left": "issue:44371", + "right": "issue:44418", + "accept": false, + "reason": "One is spam-like, the other is a generic documentation suggestion; not the same underlying issue." + }, + { + "left": "issue:44371", + "right": "issue:47036", + "accept": false, + "reason": "Spam placeholder vs. community benchmark tip; unrelated." + }, + { + "left": "issue:44371", + "right": "issue:44937", + "accept": false, + "reason": "Spam placeholder vs. a Google LLC-related post; no concrete overlap." + }, + { + "left": "issue:44418", + "right": "issue:44572", + "accept": false, + "reason": "Generic documentation enhancement vs. spam placeholder; not a duplicate." + }, + { + "left": "issue:44418", + "right": "issue:44573", + "accept": false, + "reason": "Generic documentation enhancement vs. spam placeholder; not a duplicate." + }, + { + "left": "issue:44572", + "right": "issue:44573", + "accept": false, + "reason": "Both are spam-like placeholders, but there is no evidence of the same underlying bug or change." + }, + { + "left": "issue:44572", + "right": "issue:47036", + "accept": false, + "reason": "Spam placeholder vs. benchmark tip; unrelated." + }, + { + "left": "issue:44572", + "right": "issue:44937", + "accept": false, + "reason": "Spam placeholder vs. Google LLC post; unrelated." + }, + { + "left": "issue:44573", + "right": "issue:47036", + "accept": false, + "reason": "Spam placeholder vs. benchmark tip; unrelated." + }, + { + "left": "issue:44573", + "right": "issue:44937", + "accept": false, + "reason": "Spam placeholder vs. Google LLC post; unrelated." + } + ] + }, + "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": 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-45145-2", + "nodes": [ + "issue:45145", + "issue:45151" + ], + "soft_pairs": [ + "issue:45145|issue:45151" + ], + "prepared_review_unit_hash": "9fc47d1185a8f807f124d4545f8cf22b11b6f5fb4998dac8b598e2b0bf838a43", + "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 pair looks highly similar, but the evidence is limited to identical titles and comparable body sizes. I would keep issue 45145 as the canonical record based on earlier creation and inbound references, but I would not fully treat 45151 as a confirmed duplicate on the available evidence alone.", + "confidence": 0.79, + "canonical_issue_reason": "issue:45145 was created first and has more inbound references, so it is the best anchor for this likely duplicate pair.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45145 is the strongest cluster representative because it is the earliest copy and has the most external reference signal.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45145", + "right": "issue:45151", + "accept": false, + "reason": "Identical titles are suggestive, but the packet does not expose body content or other distinguishing evidence proving the same underlying request. Given the limited evidence, this should be treated conservatively and not auto-merged as a duplicate." + } + ] + }, + "evaluator_result": { + "accept": false, + "feedback": "The canonical choice (issue:45145) is grounded by earlier creation time and higher inbound references, but the duplicate claim is a bit overstated for the packet: we only know the titles are identical and the body lengths are similar, not that the bodies have the same topic or no material differences. The soft-edge acceptance should be more conservative, and the 0.99 confidence is too strong given the limited evidence." + }, + "evaluator_used": true, + "retried": true, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 15, + "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-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": 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-45762-2", + "nodes": [ + "issue:45762", + "issue:45763" + ], + "soft_pairs": [ + "issue:45762|issue:45763" + ], + "prepared_review_unit_hash": "4018e43a84aecbf8ed7222b02fd146ca993a516e648d00d0502d13036f2e397c", + "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 are unrelated personal-name/date titles with no body, links, or shared evidence of the same underlying problem. They should not be treated as duplicates.", + "confidence": 0.98, + "canonical_issue_reason": "No canonical issue stands out; these appear to be two unrelated issues rather than duplicate reports.", + "canonical_pr_reason": null, + "best_issue_reason": "Neither issue is a strong representative for a duplicate cluster because the pair does not describe the same bug or request.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45762", + "right": "issue:45763", + "accept": false, + "reason": "Reject: the titles reference different people and dates, with no shared description or issue context indicating the same underlying bug/request." + } + ] + }, + "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": 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-45764-2", + "nodes": [ + "issue:45764", + "issue:45765" + ], + "soft_pairs": [ + "issue:45764|issue:45765" + ], + "prepared_review_unit_hash": "0c0bd312da2a192784468aa4178e72d79e245ac4ddeb912e44f2419fedda7a44", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1481, + "estimated_input_tokens": 371, + "estimated_eval_tokens": 998 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1481, + "estimated_input_tokens": 371, + "estimated_eval_tokens": 998 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "The two issues are not duplicates: they are unrelated name/date titles with no bodies, links, or shared context. The only signal is superficial string similarity, which is not enough to cluster them as the same underlying report.", + "confidence": 0.98, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": null, + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45764", + "right": "issue:45765", + "accept": false, + "reason": "Reject: the titles are different personal-name entries with different dates and no issue text or references tying them to the same bug or request." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 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-45810-2", + "nodes": [ + "issue:45810", + "issue:46295" + ], + "soft_pairs": [ + "issue:45810|issue:46295" + ], + "prepared_review_unit_hash": "4541b60e25669c27954eed4298837cde5552d02c02b3bf57bc42e352b1aaafcd", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1541, + "estimated_input_tokens": 386, + "estimated_eval_tokens": 1028 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1541, + "estimated_input_tokens": 386, + "estimated_eval_tokens": 1028 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "The two issues are unrelated: one requests a new Qwen3_5 token-classification model class, while the other asks for FP8 training support. They do not describe the same underlying bug or change.", + "confidence": 0.96, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": null, + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45810", + "right": "issue:46295", + "accept": false, + "reason": "Different feature requests in different areas: model class addition vs FP8 training support. No shared code path or same underlying change." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 19, + "component_count": 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-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": "b1a72528f0162fdfc33616bb5313bb892ca19c3a02c93e5fcb89efd1e29d9ebb", + "component_budget": { + "node_count": 5, + "item_count": 5, + "soft_pair_count": 8, + "serialized_chars": 5728, + "estimated_input_tokens": 1432, + "estimated_eval_tokens": 3120 + }, + "budget": { + "node_count": 5, + "item_count": 5, + "soft_pair_count": 8, + "serialized_chars": 5728, + "estimated_input_tokens": 1432, + "estimated_eval_tokens": 3120 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "This cluster is not one duplicate set; it splits into two exact-duplicate issue pairs (45870/45871 and 45872/45873) plus one loosely related dataset promo issue (45869).", + "confidence": 0.94, + "canonical_issue_reason": "No single canonical issue for the full cluster: 45870/45871 and 45872/45873 are separate exact-duplicate pairs, while 45869 is only loosely related.", + "canonical_pr_reason": null, + "best_issue_reason": "If one issue must be kept as the representative, 45870 is a reasonable pick because it is an exact-duplicate member with the earliest timestamp in the 'Example: Financial time series prediction with DataForge' pair.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45869", + "right": "issue:45870", + "accept": false, + "reason": "Different artifact types/content: a dataset advertisement versus an example issue. They are only broadly financial-data related, not the same underlying issue." + }, + { + "left": "issue:45869", + "right": "issue:45871", + "accept": false, + "reason": "Different artifact types/content: a dataset advertisement versus an example issue. Shared finance wording is too broad to treat as the same issue." + }, + { + "left": "issue:45870", + "right": "issue:45871", + "accept": true, + "reason": "Exact same title and matching metadata suggest these are duplicates describing the same example issue." + }, + { + "left": "issue:45870", + "right": "issue:45872", + "accept": false, + "reason": "Both mention DataForge and finance, but one is an example prediction issue and the other is a scraping-service topic; not the same underlying request/bug." + }, + { + "left": "issue:45870", + "right": "issue:45873", + "accept": false, + "reason": "Different concrete topic: prediction example versus scraping service. Similar domain wording is not enough to merge them." + }, + { + "left": "issue:45871", + "right": "issue:45872", + "accept": false, + "reason": "Same broad domain only; these describe different example/use-case requests and do not appear to be the same issue." + }, + { + "left": "issue:45871", + "right": "issue:45873", + "accept": false, + "reason": "Same broad domain only; the prediction example and scraping-service issue are distinct." + }, + { + "left": "issue:45872", + "right": "issue:45873", + "accept": true, + "reason": "Exact same title and matching metadata indicate they are duplicates of the same DataForge scraping-service issue." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The cluster summary is grounded in the packet: 45870/45871 and 45872/45873 have identical titles and matching body lengths, while 45869 is only broadly finance-related. The soft-edge verdicts stay conservative overall." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "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-46439-2", + "nodes": [ + "issue:46439", + "issue:46441" + ], + "soft_pairs": [ + "issue:46439|issue:46441" + ], + "prepared_review_unit_hash": "8b25866e98801dcbbf5aec741b39442d2c32fe7ad51128b7b996d3ae8485d378", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1640, + "estimated_input_tokens": 410, + "estimated_eval_tokens": 1076 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1640, + "estimated_input_tokens": 410, + "estimated_eval_tokens": 1076 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Both issues involve `cache_implementation=\"static\"` and linear-attention, but they describe different failure modes: one is a shape corruption/runtime error during `early_initialization`, the other is a `KeyError` for `linear_attention` in Qwen3.5. They are related, but not clearly the same underlying bug from the titles alone.", + "confidence": 0.76, + "canonical_issue_reason": "Issue 46439 is the better canonical issue because it describes the broader/root failure mode (`early_initialization` corrupting linear-attention shapes) rather than a model-specific symptom.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 46439 is the strongest representative for the cluster since it names the likely underlying static-cache/linear-attention initialization bug in a more general form.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:46439", + "right": "issue:46441", + "accept": false, + "reason": "Related static-cache/linear-attention crashes, but one is a shape/runtime corruption and the other is a `KeyError`; not enough evidence they are the same underlying bug." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 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-46551-2", + "nodes": [ + "issue:46551", + "issue:46552" + ], + "soft_pairs": [ + "issue:46551|issue:46552" + ], + "prepared_review_unit_hash": "fc720e21e9df5fb7aa3cb331480a3268e3c73646506cca324269a47784d7f219", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1706, + "estimated_input_tokens": 427, + "estimated_eval_tokens": 1110 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1706, + "estimated_input_tokens": 427, + "estimated_eval_tokens": 1110 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "46551 and 46552 are very likely the same Wav2Vec2CTCTokenizer v5 bug report; 46552 is the better canonical issue because it is still open and already has inbound references.", + "confidence": 0.95, + "canonical_issue_reason": "Issue 46552 is the best canonical thread because it is open and already attracting inbound references, while 46551 appears to be a duplicate or parallel report.", + "canonical_pr_reason": null, + "best_issue_reason": "46552 is the strongest issue to keep as the main tracker since it is active, has inbound references, and matches the same reported behavior.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:46551", + "right": "issue:46552", + "accept": true, + "reason": "Same title, same body length, and a soft-similarity signal strongly suggest the same underlying issue; this looks like a likely duplicate/same issue cluster rather than separate reports." + } + ] + }, + "evaluator_result": { + "accept": false, + "feedback": "The canonical choice is grounded (46552 is open and has inbound references), but the soft-edge verdict overstates the evidence. The packet shows identical titles, equal body length, and a soft-similarity signal, but not the full bodies, so 'identical title and body' is too strong. This should be phrased more conservatively as a likely duplicate or same issue cluster." + }, + "evaluator_used": true, + "retried": true, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "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-46657-2", + "nodes": [ + "issue:46657", + "issue:46692" + ], + "soft_pairs": [ + "issue:46657|issue:46692" + ], + "prepared_review_unit_hash": "c3989388cf72bd73339e740afaa05d6e647953287696d876a11659298fb7e9a2", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1569, + "estimated_input_tokens": 393, + "estimated_eval_tokens": 1042 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1569, + "estimated_input_tokens": 393, + "estimated_eval_tokens": 1042 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These are not duplicates: one reports a tensor size mismatch during object-detection training, while the other reports OOM after several epochs in RT-DETR v2. They share only a broad training context, not the same concrete failure mode.", + "confidence": 0.96, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": "Issue 46657 is the clearer, more concrete bug report, but it should not be treated as the same underlying problem as 46692.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:46657", + "right": "issue:46692", + "accept": false, + "reason": "Different symptoms and likely different root causes: tensor shape mismatch vs memory exhaustion after epochs. They are related only at a high level (training failures)." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "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-46822-2", + "nodes": [ + "issue:46822", + "issue:46823" + ], + "soft_pairs": [ + "issue:46822|issue:46823" + ], + "prepared_review_unit_hash": "4832aef7f75ed776dc16c236a25a5853f5bc6344b151852af76aea86b9da6e6d", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1672, + "estimated_input_tokens": 418, + "estimated_eval_tokens": 1092 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1672, + "estimated_input_tokens": 418, + "estimated_eval_tokens": 1092 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These are two different bug reports: one about ZeRO-3 zero.Init failing to partition a composite language submodule and causing OOM on multi-GPU load, and another about 4-bit load_in_4bit + device_map='auto' incorrectly dispatching to CPU despite available memory. They do not look like the same underlying issue.", + "confidence": 0.97, + "canonical_issue_reason": "No single canonical issue for this cluster; the reports target distinct loading/dispatch code paths and different failure modes.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 46822 is the more specific and self-contained report, but only as a representative example of its own bug\u2014not as a duplicate of 46823.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:46822", + "right": "issue:46823", + "accept": false, + "reason": "Different failure modes and subsystems: ZeRO-3 partitioning/OOM vs 4-bit device_map CPU dispatch ValueError; they are not the same bug." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 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-46906-13", + "nodes": [ + "issue:46906", + "issue:46940", + "issue:46948", + "issue:46969", + "issue:46985", + "issue:46998", + "issue:47037", + "issue:47049", + "issue:47053", + "issue:47091", + "issue:47102", + "issue:47120", + "issue:47182" + ], + "soft_pairs": [ + "issue:46906|issue:46940", + "issue:46906|issue:46948", + "issue:46906|issue:46969", + "issue:46906|issue:46985", + "issue:46906|issue:47037", + "issue:46940|issue:46948", + "issue:46940|issue:46969", + "issue:46940|issue:46985", + "issue:46940|issue:47049", + "issue:46948|issue:46969", + "issue:46948|issue:46985", + "issue:46948|issue:46998", + "issue:46969|issue:46985", + "issue:46969|issue:47037", + "issue:46969|issue:47091", + "issue:46985|issue:47037", + "issue:46985|issue:47049", + "issue:46998|issue:47053", + "issue:46998|issue:47037", + "issue:46998|issue:47049", + "issue:46985|issue:46998", + "issue:46998|issue:47091", + "issue:47037|issue:47049", + "issue:47037|issue:47091", + "issue:47037|issue:47053", + "issue:47049|issue:47053", + "issue:47049|issue:47091", + "issue:47053|issue:47091", + "issue:47053|issue:47102", + "issue:47091|issue:47102", + "issue:46985|issue:47091", + "issue:47037|issue:47102", + "issue:46985|issue:47102", + "issue:47049|issue:47102", + "issue:47120|issue:47182", + "issue:47102|issue:47120", + "issue:47053|issue:47120", + "issue:47049|issue:47120", + "issue:46998|issue:47120", + "issue:47102|issue:47182", + "issue:47053|issue:47182", + "issue:47037|issue:47182", + "issue:47091|issue:47182" + ], + "prepared_review_unit_hash": "571100d706d84a21c78bea2aa959acfbff02fc908e4e47540dd00e24dd99cd04", + "component_budget": { + "node_count": 13, + "item_count": 13, + "soft_pair_count": 43, + "serialized_chars": 22744, + "estimated_input_tokens": 5686, + "estimated_eval_tokens": 11628 + }, + "budget": { + "node_count": 13, + "item_count": 13, + "soft_pair_count": 43, + "serialized_chars": 22744, + "estimated_input_tokens": 5686, + "estimated_eval_tokens": 11628 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These are not duplicates of one another; they are a sequence of daily '[serge] integration failure triage' issues for different dates. The only plausible canonical anchor is the latest open report, but the soft pairs should all stay separate because they represent distinct triage instances, not one underlying bug.", + "confidence": 0.98, + "canonical_issue_reason": "Issue 47182 is the latest open triage thread and the most appropriate live anchor for the series if one representative must be chosen.", + "canonical_pr_reason": null, + "best_issue_reason": "47182 is the best issue candidate because it is open, most recent, and already has an inbound reference, making it the most current representative of the ongoing triage series.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:46906", + "right": "issue:46940", + "accept": false, + "reason": "Same triage template, but different dates; this is a recurring report series, not the same underlying issue." + }, + { + "left": "issue:46906", + "right": "issue:46948", + "accept": false, + "reason": "Different daily triage instances; no evidence they describe the same concrete failure." + }, + { + "left": "issue:46906", + "right": "issue:46969", + "accept": false, + "reason": "These are date-stamped triage reports for separate days, not duplicates of one bug." + }, + { + "left": "issue:46906", + "right": "issue:46985", + "accept": false, + "reason": "Same series name, but each issue corresponds to a distinct day\u2019s integration triage." + }, + { + "left": "issue:46906", + "right": "issue:47037", + "accept": false, + "reason": "Recurring triage thread across dates; not one merged change or bug." + }, + { + "left": "issue:46940", + "right": "issue:46948", + "accept": false, + "reason": "Adjacent daily reports, but still separate triage entries for different days." + }, + { + "left": "issue:46940", + "right": "issue:46969", + "accept": false, + "reason": "Different dates indicate separate incidents or triage runs." + }, + { + "left": "issue:46940", + "right": "issue:46985", + "accept": false, + "reason": "Same title pattern only; no indication of the same underlying failure." + }, + { + "left": "issue:46940", + "right": "issue:47049", + "accept": false, + "reason": "These are separate date-specific triage issues, not duplicates." + }, + { + "left": "issue:46948", + "right": "issue:46969", + "accept": false, + "reason": "Daily triage reports with different dates; not the same issue." + }, + { + "left": "issue:46948", + "right": "issue:46985", + "accept": false, + "reason": "No shared concrete bug/change, just the same recurring triage label." + }, + { + "left": "issue:46948", + "right": "issue:46998", + "accept": false, + "reason": "Different-day integration triage threads; not mergeable as duplicates." + }, + { + "left": "issue:46969", + "right": "issue:46985", + "accept": false, + "reason": "Separate date-stamped reports for different triage days." + }, + { + "left": "issue:46969", + "right": "issue:47037", + "accept": false, + "reason": "Same series, different day; not the same underlying problem." + }, + { + "left": "issue:46969", + "right": "issue:47091", + "accept": false, + "reason": "These appear to be independent daily triage entries rather than one bug report." + }, + { + "left": "issue:46985", + "right": "issue:46998", + "accept": false, + "reason": "Distinct daily reports; the shared title is only a template." + }, + { + "left": "issue:46985", + "right": "issue:47037", + "accept": false, + "reason": "Different dates and likely different failures/triage outcomes." + }, + { + "left": "issue:46985", + "right": "issue:47049", + "accept": false, + "reason": "No evidence of a single concrete issue; just the same recurring triage naming." + }, + { + "left": "issue:46998", + "right": "issue:47053", + "accept": false, + "reason": "Separate daily integration triage issues, not the same bug." + }, + { + "left": "issue:46998", + "right": "issue:47037", + "accept": false, + "reason": "Date-specific triage reports; not duplicates." + }, + { + "left": "issue:46998", + "right": "issue:47049", + "accept": false, + "reason": "Recurring triage series only; no shared concrete code-path problem shown." + }, + { + "left": "issue:46985", + "right": "issue:46998", + "accept": false, + "reason": "Each issue is for a different day\u2019s triage, so they should stay separate." + }, + { + "left": "issue:46998", + "right": "issue:47091", + "accept": false, + "reason": "Different daily report instances; not one underlying issue." + }, + { + "left": "issue:47037", + "right": "issue:47049", + "accept": false, + "reason": "Same subsystem label but different dates; not the same bug." + }, + { + "left": "issue:47037", + "right": "issue:47091", + "accept": false, + "reason": "These are separate triage threads, not a single fix target." + }, + { + "left": "issue:47037", + "right": "issue:47053", + "accept": false, + "reason": "Different daily reports with no concrete evidence of duplicate failure." + }, + { + "left": "issue:47049", + "right": "issue:47053", + "accept": false, + "reason": "Only the triage series matches; the underlying report is date-specific." + }, + { + "left": "issue:47049", + "right": "issue:47091", + "accept": false, + "reason": "Separate daily triage entries rather than duplicate bug reports." + }, + { + "left": "issue:47053", + "right": "issue:47091", + "accept": false, + "reason": "Different dates, different triage instances." + }, + { + "left": "issue:47053", + "right": "issue:47102", + "accept": false, + "reason": "Same recurring title, but not the same concrete issue." + }, + { + "left": "issue:47091", + "right": "issue:47102", + "accept": false, + "reason": "These are distinct daily integration-failure triage reports." + }, + { + "left": "issue:46985", + "right": "issue:47091", + "accept": false, + "reason": "No evidence of a single shared failure; the date-stamped triage reports are separate." + }, + { + "left": "issue:47037", + "right": "issue:47102", + "accept": false, + "reason": "Recurring triage thread across different dates, not duplicate content." + }, + { + "left": "issue:46985", + "right": "issue:47102", + "accept": false, + "reason": "Different daily reports; not the same underlying bug or change." + }, + { + "left": "issue:47049", + "right": "issue:47102", + "accept": false, + "reason": "Separate date-specific triage issues." + }, + { + "left": "issue:47120", + "right": "issue:47182", + "accept": false, + "reason": "Consecutive daily triage reports, but still distinct reports for different dates." + }, + { + "left": "issue:47102", + "right": "issue:47120", + "accept": false, + "reason": "These are daily triage entries, not the same incident." + }, + { + "left": "issue:47053", + "right": "issue:47120", + "accept": false, + "reason": "Same series label only; no concrete duplicate bug evidence." + }, + { + "left": "issue:47049", + "right": "issue:47120", + "accept": false, + "reason": "Different day, different triage issue." + }, + { + "left": "issue:46998", + "right": "issue:47120", + "accept": false, + "reason": "These are separate daily integration-failure triage threads." + }, + { + "left": "issue:47102", + "right": "issue:47182", + "accept": false, + "reason": "Adjacent date-stamped triage reports; not one underlying bug." + }, + { + "left": "issue:47053", + "right": "issue:47182", + "accept": false, + "reason": "Recurring triage series, but the reports are for different days." + }, + { + "left": "issue:47037", + "right": "issue:47182", + "accept": false, + "reason": "Same template, different date; not duplicate issues." + }, + { + "left": "issue:47091", + "right": "issue:47182", + "accept": false, + "reason": "These are separate daily triage reports rather than the same concrete problem." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 25, + "component_count": 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-46983-2", + "nodes": [ + "issue:46983", + "issue:46984" + ], + "soft_pairs": [ + "issue:46983|issue:46984" + ], + "prepared_review_unit_hash": "5ee0e843c733d59d0781c11043f2519e2b4b76a8439eec520560c08855806da1", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1492, + "estimated_input_tokens": 373, + "estimated_eval_tokens": 1002 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1492, + "estimated_input_tokens": 373, + "estimated_eval_tokens": 1002 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "The two closed issues have the same title and appear to describe the same RWKV7 support request, so they are duplicates. Issue #46984 is the better canonical issue because it has slightly more discussion/activity.", + "confidence": 0.98, + "canonical_issue_reason": "#46984 is the stronger canonical issue because it has the same title and a bit more discussion activity, suggesting it is the more complete thread.", + "canonical_pr_reason": null, + "best_issue_reason": "#46984 best represents the cluster: same request, same title, and more engagement than #46983.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:46983", + "right": "issue:46984", + "accept": true, + "reason": "Same title and highly similar content indicate the same underlying feature request for RWKV7 model support." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet: both issues have the same title, similar bodies, and the pair shows strong soft similarity (Jaccard 0.84). Choosing #46984 as canonical is also supported by its slightly higher discussion activity. The soft-edge verdict is conservative enough for the evidence available." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 26, + "component_count": 27, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-47007-2", + "nodes": [ + "issue:47007", + "issue:47015" + ], + "soft_pairs": [ + "issue:47007|issue:47015" + ], + "prepared_review_unit_hash": "8c7e73ccb9f4776dd9eee88e83448be89944567ed54bc595af6bcc7ccc0a4c37", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1626, + "estimated_input_tokens": 407, + "estimated_eval_tokens": 1070 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1626, + "estimated_input_tokens": 407, + "estimated_eval_tokens": 1070 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Both items are broad, article-like issue posts about AI-driven vulnerability discovery, but they describe different framing and scope rather than the same concrete bug or task. I would not merge them as duplicates.", + "confidence": 0.8, + "canonical_issue_reason": "Issue 47015 is the cleaner, more general title for the shared AI-vulnerability-discovery theme, so it is the better representative if one issue must stand in for the topic.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 47015 is the best single issue to keep because it is the most concise and topic-level representative of the pair.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:47007", + "right": "issue:47015", + "accept": false, + "reason": "The titles overlap on AI-assisted vulnerability discovery, but one is framed as lessons from using advanced LLMs while the other is a novel transformers-based cybersecurity system. They read like related discussion posts, 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": 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-47138-2", + "nodes": [ + "issue:47138", + "issue:47139" + ], + "soft_pairs": [ + "issue:47138|issue:47139" + ], + "prepared_review_unit_hash": "03e53e5a2a1a0c970aeb807634a7a7170cf60f39362a322af780a142d5eed12e", + "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 items are very likely duplicate issue reports: they have exactly the same title and nearly identical metadata, differing only in creation time and inbound references. Because the issue bodies are not available here, the duplicate call should be made conservatively, but the evidence is still strong enough to cluster them together.", + "confidence": 0.84, + "canonical_issue_reason": "Issue 47138 is the best canonical issue because it was created first and, based on the available metadata, appears indistinguishable from 47139.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 47138 is the best representative for the cluster because it is the earliest of the two matching reports and no distinguishing details are visible in the packet.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:47138", + "right": "issue:47139", + "accept": true, + "reason": "The titles match exactly and the surrounding metadata is nearly identical, which strongly suggests the same underlying bug report; however, this conclusion is based on metadata only, since the bodies are not shown." + } + ] + }, + "evaluator_result": { + "accept": false, + "feedback": "The duplicate-issue hypothesis is plausible from the packet because the titles match exactly and the metadata is nearly identical, but the analyst overstates the evidence by calling them \u2018textually identical\u2019 and asserting the \u2018same apparent bug description\u2019 without seeing the issue bodies. This should be phrased more conservatively, with lower confidence, since only the titles and metadata are available." + }, + "evaluator_used": true, + "retried": true, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 1, + "component_count": 33, + "review_unit_index": 1, + "review_unit_count": 3, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-40546-51", + "nodes": [ + "pull_request:43451", + "pull_request:44517", + "pull_request:46196", + "pull_request:46266", + "pull_request:46267", + "pull_request:46376", + "pull_request:46395", + "pull_request:46658", + "pull_request:46836", + "pull_request:46848", + "pull_request:46895", + "pull_request:46903", + "pull_request:46912", + "pull_request:46954", + "pull_request:46957", + "pull_request:46958", + "pull_request:46974", + "pull_request:46995", 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+ "pull_request:46848|pull_request:47180", + "pull_request:47173|pull_request:47184", + "pull_request:46266|pull_request:46957", + "pull_request:47166|pull_request:47173", + "pull_request:44517|pull_request:47082", + "pull_request:47034|pull_request:47035", + "pull_request:46912|pull_request:47179", + "pull_request:47163|pull_request:47173", + "pull_request:46995|pull_request:47163", + "pull_request:46395|pull_request:47181", + "pull_request:47069|pull_request:47089", + "pull_request:46196|pull_request:46995", + "pull_request:46912|pull_request:47173", + "pull_request:46376|pull_request:46995", + "pull_request:47089|pull_request:47113", + "pull_request:46995|pull_request:47181", + "pull_request:46995|pull_request:47143", + "pull_request:47082|pull_request:47108", + "pull_request:46196|pull_request:47179", + "pull_request:46267|pull_request:47181", + "pull_request:47093|pull_request:47181", + "pull_request:44517|pull_request:46376", + "pull_request:47093|pull_request:47143", + "pull_request:47175|pull_request:47179", + "pull_request:47093|pull_request:47163", + "pull_request:47093|pull_request:47189", + "pull_request:47093|pull_request:47191", + "pull_request:47163|pull_request:47179", + "pull_request:46912|pull_request:47078", + "pull_request:46836|pull_request:47178", + "pull_request:47082|pull_request:47181", + "pull_request:46912|pull_request:47082", + "pull_request:47142|pull_request:47173", + "pull_request:47082|pull_request:47175", + "pull_request:47035|pull_request:47089", + "pull_request:47100|pull_request:47142", + "pull_request:47179|pull_request:47181", + "pull_request:46196|pull_request:46376", + "pull_request:46266|pull_request:46376", + "pull_request:47035|pull_request:47113", + "pull_request:47100|pull_request:47113", + "pull_request:47035|pull_request:47069", + "pull_request:46266|pull_request:47034", + "pull_request:47100|pull_request:47189", + "pull_request:47100|pull_request:47191", + "pull_request:47069|pull_request:47113", + "pull_request:47034|pull_request:47108", + "pull_request:46957|pull_request:47108", + "pull_request:47100|pull_request:47188", + "pull_request:46658|pull_request:47108", + "pull_request:46376|pull_request:47077", + "pull_request:47069|pull_request:47082", + "pull_request:46912|pull_request:47077", + "pull_request:47003|pull_request:47178", + "pull_request:46836|pull_request:47108", + "pull_request:43451|pull_request:47078", + "pull_request:47078|pull_request:47096", + "pull_request:46895|pull_request:47188", + "pull_request:46895|pull_request:47190" + ], + "prepared_review_unit_hash": "145ec458946e93379be85aa7249b0090f15b47d18e4e79d8b2e1e08731557404", + "component_budget": { + "node_count": 51, + "item_count": 51, + "soft_pair_count": 158, + "serialized_chars": 182588, + "estimated_input_tokens": 45647, + "estimated_eval_tokens": 91550 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 65, + "serialized_chars": 131753, + "estimated_input_tokens": 32939, + "estimated_eval_tokens": 66134 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly unrelated model-addition, docs, and infra PRs. The only real duplicate family is the CohereASR training-loss double-shift fixes; the rest share at most a subsystem or filenames, not the same change.", + "confidence": 0.86, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 46903 is the best anchor for the only real duplicate family: it fixes the CohereASR loss double-shift and is the broader earlier patch, while the later CohereASR PRs are narrower variants of the same bugfix.", + "best_issue_reason": null, + "best_pr_reason": "PR 46903 is the strongest representative of the cluster's only duplicate-like thread, with the clearest code-path fix and the broadest scope around the CohereASR loss bug.", + "soft_edge_verdicts": [ + { + "left": "pull_request:46903", + "right": "pull_request:47090", + "accept": true, + "reason": "Same CohereASR loss double-shift bug in `forward`; both patches stop the extra causal-loss shift on the same code path." + }, + { + "left": "pull_request:46903", + "right": "pull_request:46958", + "accept": true, + "reason": "Same CohereASR double-shift bug and same loss-computation path, despite using a different implementation style." + }, + { + "left": "pull_request:46954", + "right": "pull_request:46958", + "accept": false, + "reason": "Different bugs: Pytest v9 fp32-module handling vs CohereASR training loss." + }, + { + "left": "pull_request:46958", + "right": "pull_request:46974", + "accept": false, + "reason": "Unrelated model fixes: CohereASR loss computation vs MusicGen generation typo." + }, + { + "left": "pull_request:47072", + "right": "pull_request:47089", + "accept": false, + "reason": "Different concerns: chat schema enum parsing vs AqlmConfig validation/error text." + }, + { + "left": "pull_request:47077", + "right": "pull_request:47078", + "accept": false, + "reason": "Both are Japanese docs edits, but they are distinct doc changes, not the same underlying fix." + }, + { + "left": "pull_request:46848", + "right": "pull_request:47180", + "accept": false, + "reason": "Device-mismatch fix in msa_attention is unrelated to Bark semantic offloading." + }, + { + "left": "pull_request:47173", + "right": "pull_request:47184", + "accept": false, + "reason": "Test expectation updates for different models and accelerators; not the same change." + }, + { + "left": "pull_request:46266", + "right": "pull_request:46957", + "accept": false, + "reason": "Broad generation/modernization work vs finegrained FP8 decode-optimization changes; not one bug or patch." + }, + { + "left": "pull_request:47166", + "right": "pull_request:47173", + "accept": false, + "reason": "Quantization test updates vs XPU expectation fixes; different test targets and issues." + }, + { + "left": "pull_request:44517", + "right": "pull_request:47082", + "accept": false, + "reason": "Different model additions (Qwen3-TTS vs RoMa) even though they touch auto/model registration files." + }, + { + "left": "pull_request:47034", + "right": "pull_request:47035", + "accept": false, + "reason": "Neuron SFT experiment scaffold vs a TrainingArguments backend default tweak; related ecosystem, different change." + }, + { + "left": "pull_request:46912", + "right": "pull_request:47179", + "accept": false, + "reason": "RoPE test expansion vs Granite SWA model support; not the same code-path problem." + }, + { + "left": "pull_request:47163", + "right": "pull_request:47173", + "accept": false, + "reason": "Paged-attention XPU test support and XPU expectation fixes are separate test changes." + }, + { + "left": "pull_request:46995", + "right": "pull_request:47163", + "accept": false, + "reason": "MLU availability check vs XPU paged-attention tests; unrelated." + }, + { + "left": "pull_request:46395", + "right": "pull_request:47181", + "accept": false, + "reason": "Param2MoE model support and Cosmos3 Edge model support are different additions." + }, + { + "left": "pull_request:47069", + "right": "pull_request:47089", + "accept": false, + "reason": "Config property nullability vs AqlmConfig type-check messages; unrelated." + }, + { + "left": "pull_request:46196", + "right": "pull_request:46995", + "accept": false, + "reason": "SDPA dispatch work for audio models vs flash-linear-attention MLU support; different integrations." + }, + { + "left": "pull_request:46912", + "right": "pull_request:47173", + "accept": false, + "reason": "RoPE tests and XPU expectation fixes are not the same bug/change." + }, + { + "left": "pull_request:46376", + "right": "pull_request:46995", + "accept": false, + "reason": "Continuous batching multimodal support vs MLU flash-linear-attention availability; different features." + }, + { + "left": "pull_request:47089", + "right": "pull_request:47113", + "accept": false, + "reason": "AqlmConfig validation vs audio requirements decorators; unrelated." + }, + { + "left": "pull_request:46995", + "right": "pull_request:47181", + "accept": false, + "reason": "Flash-linear-attention availability and Cosmos3 Edge model support are unrelated." + }, + { + "left": "pull_request:46995", + "right": "pull_request:47143", + "accept": false, + "reason": "MLU backend availability check vs NeuCodec model support; different scopes." + }, + { + "left": "pull_request:47082", + "right": "pull_request:47108", + "accept": false, + "reason": "Model registration for RoMa vs doc-builder pin comment cleanup; no shared bug or change." + }, + { + "left": "pull_request:46196", + "right": "pull_request:47179", + "accept": false, + "reason": "SDPA dispatch support vs Granite SWA model support; different model work." + }, + { + "left": "pull_request:46267", + "right": "pull_request:47181", + "accept": false, + "reason": "Serve chat parsing refactor vs Cosmos3 Edge model support; unrelated." + }, + { + "left": "pull_request:47093", + "right": "pull_request:47181", + "accept": false, + "reason": "OpenPangu-V2 model support and Cosmos3 Edge model support are different model additions." + }, + { + "left": "pull_request:47093", + "right": "pull_request:47143", + "accept": false, + "reason": "OpenPangu-V2 model support vs NeuCodec model support; unrelated model additions." + }, + { + "left": "pull_request:46196", + "right": "pull_request:47113", + "accept": false, + "reason": "Audio SDPA dispatch support vs audio feature/proc requirements decorators; different fixes." + }, + { + "left": "pull_request:47093", + "right": "pull_request:47163", + "accept": false, + "reason": "Model support addition vs paged-attention XPU test support; unrelated." + }, + { + "left": "pull_request:47093", + "right": "pull_request:47189", + "accept": false, + "reason": "OpenPangu-V2 model support vs TrainingArguments epsilon validation; unrelated." + }, + { + "left": "pull_request:47093", + "right": "pull_request:47191", + "accept": false, + "reason": "OpenPangu-V2 model support vs TrainingArguments weight decay validation; unrelated." + }, + { + "left": "pull_request:47163", + "right": "pull_request:47179", + "accept": false, + "reason": "XPU paged-attention tests vs Granite SWA model support; different changes." + }, + { + "left": "pull_request:46912", + "right": "pull_request:47078", + "accept": false, + "reason": "RoPE testing changes vs Japanese docs wording/links; not the same underlying fix." + }, + { + "left": "pull_request:46836", + "right": "pull_request:47178", + "accept": false, + "reason": "Unlimited OCR model support vs SigLIP checkpoint path fixes; unrelated." + }, + { + "left": "pull_request:47082", + "right": "pull_request:47181", + "accept": false, + "reason": "RoMa model registration vs Cosmos3 Edge model support; distinct model additions." + }, + { + "left": "pull_request:46912", + "right": "pull_request:47082", + "accept": false, + "reason": "RoPE tests and RoMa model registration are unrelated." + }, + { + "left": "pull_request:47179", + "right": "pull_request:47181", + "accept": false, + "reason": "Granite SWA and Cosmos3 Edge are separate model supports." + }, + { + "left": "pull_request:46196", + "right": "pull_request:46376", + "accept": false, + "reason": "SDPA attention dispatch work vs multimodal continuous batching; different systems." + }, + { + "left": "pull_request:46266", + "right": "pull_request:47034", + "accept": false, + "reason": "Modernization/optimization work vs Neuron SFT experiment scaffolding; not a duplicate." + }, + { + "left": "pull_request:47100", + "right": "pull_request:47142", + "accept": false, + "reason": "kernels API compatibility fix vs pipeline generator refactor; unrelated." + }, + { + "left": "pull_request:47035", + "right": "pull_request:47113", + "accept": false, + "reason": "Torch-compile backend default vs audio requirement annotations; different concerns." + }, + { + "left": "pull_request:47100", + "right": "pull_request:47189", + "accept": false, + "reason": "kernels compatibility fix vs TrainingArguments epsilon validation; unrelated." + }, + { + "left": "pull_request:47100", + "right": "pull_request:47191", + "accept": false, + "reason": "kernels compatibility fix vs TrainingArguments weight decay validation; unrelated." + }, + { + "left": "pull_request:47069", + "right": "pull_request:47113", + "accept": false, + "reason": "num_labels nullability vs audio requirement decorators; unrelated." + }, + { + "left": "pull_request:47034", + "right": "pull_request:47108", + "accept": false, + "reason": "Neuron experiment code vs doc-builder comment cleanup; unrelated." + }, + { + "left": "pull_request:46957", + "right": "pull_request:47108", + "accept": false, + "reason": "FP8 generation optimization vs documentation workflow comment cleanup; unrelated." + }, + { + "left": "pull_request:46658", + "right": "pull_request:47108", + "accept": false, + "reason": "Step-3.7-Flash model build/convert work vs doc-builder pin comment cleanup; unrelated." + }, + { + "left": "pull_request:46376", + "right": "pull_request:47077", + "accept": false, + "reason": "Continuous batching changes vs Japanese docs translation; different areas." + }, + { + "left": "pull_request:46912", + "right": "pull_request:47077", + "accept": false, + "reason": "RoPE tests vs Japanese DistilBERT doc translation; unrelated." + }, + { + "left": "pull_request:47003", + "right": "pull_request:47178", + "accept": false, + "reason": "OpenVINO exporter support vs SigLIP hardcoded-path fixes; unrelated." + }, + { + "left": "pull_request:46895", + "right": "pull_request:47188", + "accept": false, + "reason": "CohereASR training-loss fix vs ViTConfig dropout validation; unrelated." + }, + { + "left": "pull_request:46895", + "right": "pull_request:47190", + "accept": false, + "reason": "CohereASR training-loss fix vs TrainingArguments beta validation; unrelated." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 1, + "component_count": 33, + "review_unit_index": 2, + "review_unit_count": 3, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-40546-51", + "nodes": [ + "pull_request:40546", + "pull_request:43451", + "pull_request:44517", + "pull_request:46196", + "pull_request:46266", + "pull_request:46376", + "pull_request:46658", + "pull_request:46836", + "pull_request:46895", + "pull_request:46912", + "pull_request:46957", + "pull_request:46958", + "pull_request:47003", + "pull_request:47034", + "pull_request:47035", + "pull_request:47069", + "pull_request:47077", + "pull_request:47078", + "pull_request:47089", + "pull_request:47090", + "pull_request:47096", + "pull_request:47113", + "pull_request:47142", + "pull_request:47143", + "pull_request:47163", + "pull_request:47166", + "pull_request:47175", + "pull_request:47178", + "pull_request:47180", + "pull_request:47181", + "pull_request:47184", + "pull_request:47188", + "pull_request:47189", + 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docs, tests, or distinct config validations.", + "confidence": 0.96, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 47090 is the best representative of the CohereASR duplicate cluster: it targets the shared loss double-shift bug on the same model files and applies the most complete fix by passing the pre-shifted labels through the loss path without breaking num_items_in_batch handling.", + "best_issue_reason": null, + "best_pr_reason": "PR 47090 is the strongest standalone PR for this bugfix because it addresses the exact CohereASR training-loss double-shift path with clear commentary and a precise implementation, making it the most mergeable canonical change.", + "soft_edge_verdicts": [ + { + "left": "pull_request:46895", + "right": "pull_request:47192", + "accept": false, + "reason": "Different problems: CohereASR loss-shift fix vs GPT2 dropout validation. 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"pull_request:47180|pull_request:47189", + "pull_request:47096|pull_request:47143", + "pull_request:47003|pull_request:47143" + ], + "prepared_review_unit_hash": "eb7e9fccedf1c59188f37004fbb9dc16f80a944cd53627d9517b61da68dd93b5", + "component_budget": { + "node_count": 51, + "item_count": 51, + "soft_pair_count": 158, + "serialized_chars": 182588, + "estimated_input_tokens": 45647, + "estimated_eval_tokens": 91550 + }, + "budget": { + "node_count": 12, + "item_count": 12, + "soft_pair_count": 21, + "serialized_chars": 30984, + "estimated_input_tokens": 7746, + "estimated_eval_tokens": 15748 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is a grab-bag of unrelated PRs: new model additions (Molmo2, NeuCodec), exporter work (OpenVINO, Kimi exportability), Neuron/Trainium training changes, a Bark device-offload fix, test-only updates, and separate validation guards. I don\u2019t see any pair that is the same concrete bug or 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:43451", + "right": "pull_request:47188", + "accept": false, + "reason": "Different model additions: Molmo2 support vs ViT config validation." + }, + { + "left": "pull_request:43451", + "right": "pull_request:47096", + "accept": false, + "reason": "Molmo2 model implementation/docs vs exportability fixes for Kimi K2.5." + }, + { + "left": "pull_request:43451", + "right": "pull_request:47003", + "accept": false, + "reason": "Molmo2 model addition vs OpenVINO exporter feature work." + }, + { + "left": "pull_request:47003", + "right": "pull_request:47096", + "accept": false, + "reason": "Both touch exporters, but one adds OpenVINO exporter support and the other adjusts export paths for Kimi; different changes and code paths." + }, + { + "left": "pull_request:43451", + "right": "pull_request:47034", + "accept": false, + "reason": "Molmo2 model support is unrelated to the Trainium LoRA finetuning script changes." + }, + { + "left": "pull_request:43451", + "right": "pull_request:47180", + "accept": false, + "reason": "Molmo2 model addition vs Bark CPU-offload device mismatch fix." + }, + { + "left": "pull_request:47034", + "right": "pull_request:47096", + "accept": false, + "reason": "Trainium finetuning workflow vs model exportability fixes; 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The shared similarity is only superficial (both expand model capabilities/docs/tests).", + "confidence": 0.97, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": null, + "best_pr_reason": "PR 41224 is the stronger standalone representative: it targets one concrete code path (DINOv3 image classification) with aligned model, auto-model, and test changes. PR 40755 is also valid, but it is a different feature area and not a duplicate of 41224.", + "soft_edge_verdicts": [ + { + "left": "pull_request:40755", + "right": "pull_request:41224", + "accept": false, + "reason": "Different models and different behaviors: TimesFM covariate forecasting vs DINOv3 image classification. No shared underlying bug or mergeable single 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": 3, + "component_count": 33, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-41356-2", + "nodes": [ + "pull_request:41356", + "pull_request:44339" + ], + "soft_pairs": [ + "pull_request:41356|pull_request:44339" + ], + "prepared_review_unit_hash": "aead1308c167b0bae6ff11bf9358340baa5e76f816618383418b505a10a9cd01", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 6050, + "estimated_input_tokens": 1513, + "estimated_eval_tokens": 3282 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 6050, + "estimated_input_tokens": 1513, + "estimated_eval_tokens": 3282 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Two DEIMv2 pull requests target the same model family, but they are not the same change: PR 41356 is an early/basic model + image processor add, while PR 44339 is a much broader follow-up that adds loss code, auto-mappings, conversion tooling, modular files, and more integration work.", + "confidence": 0.91, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 44339 is the more complete and representative DEIMv2 implementation; PR 41356 looks like an earlier partial version of the same model bring-up.", + "best_issue_reason": null, + "best_pr_reason": "PR 44339 is the strongest single artifact for the cluster because it subsumes the basic model work and includes the broader integration needed for a full Transformers addition.", + "soft_edge_verdicts": [ + { + "left": "pull_request:41356", + "right": "pull_request:44339", + "accept": false, + "reason": "Same model area, but not the same concrete change: 44339 expands the implementation substantially and adds new code paths beyond the basic PR 41356. They look like related iterations, not mergeable duplicates." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 4, + "component_count": 33, + "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-41855-12", + "nodes": [ + "pull_request:41855", + "pull_request:42668", + "pull_request:43251", + "pull_request:43254", + "pull_request:43424", + "pull_request:43823", + "pull_request:43995", + "pull_request:44827", + "pull_request:45170", + "pull_request:45213", + "pull_request:45655", + "pull_request:46048" + ], + "soft_pairs": [ + "pull_request:41855|pull_request:43424", + "pull_request:41855|pull_request:43823", + "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:45213", + "pull_request:43995|pull_request:44827", + "pull_request:44827|pull_request:45170", + "pull_request:44827|pull_request:46048", + "pull_request:44827|pull_request:45655", + "pull_request:44827|pull_request:45213", + "pull_request:43823|pull_request:45213", + "pull_request:43251|pull_request:43254" + ], + "prepared_review_unit_hash": "5354934a3cf4a99d7beb2db1b62ab800e389f03f08c5ccc3cd053d1f3de080f7", + "component_budget": { + "node_count": 12, + "item_count": 12, + "soft_pair_count": 17, + "serialized_chars": 31602, + "estimated_input_tokens": 7901, + "estimated_eval_tokens": 16058 + }, + "budget": { + "node_count": 12, + "item_count": 12, + "soft_pair_count": 17, + "serialized_chars": 31602, + "estimated_input_tokens": 7901, + "estimated_eval_tokens": 16058 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "This cluster is mostly unrelated PRs with broad lexical similarity. The only true duplicate-style pair is the two `fixed_cross_entropy` patches, which implement the same concrete fix for issue #43240. All other pairs are false positives: same subsystem at most, but different code paths, different models, or different changes.", + "confidence": 0.93, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR #43251 is the best canonical PR: it has the clearest problem statement via explicit issue link #43240, and its change is a concrete, self-contained fix in `fixed_cross_entropy` that passes supported kwargs through to `nn.functional.cross_entropy`.", + "best_issue_reason": null, + "best_pr_reason": "PR #43251 is the strongest standalone representative of the cluster because it addresses a specific bug with a direct issue target and a precise code-path fix; the rest are either unrelated model work, tests, or broad refactors.", + "soft_edge_verdicts": [ + { + "left": "pull_request:41855", + "right": "pull_request:43424", + "accept": false, + "reason": "Both touch tokenizer/export-related topics only in a very broad sense; one adds missing Mistral tokenizer methods, the other adds dynamic-shape executorch tests. Different code paths and different changes." + }, + { + "left": "pull_request:41855", + "right": "pull_request:43823", + "accept": false, + "reason": "Tokenizer utility additions vs adding a new MobileLLM model. No shared bug or mergeable change." + }, + { + "left": "pull_request:42668", + "right": "pull_request:43823", + "accept": false, + "reason": "Both are model/processor related, but they fix different pretrained-loading and model-addition concerns in unrelated components." + }, + { + "left": "pull_request:43251", + "right": "pull_request:43823", + "accept": false, + "reason": "`fixed_cross_entropy` kwargs plumbing is unrelated to introducing MobileLLM model files and configs." + }, + { + "left": "pull_request:43251", + "right": "pull_request:44827", + "accept": false, + "reason": "Both are framework changes, but one is a loss helper fix and the other is Mistral4 model/test work; no same underlying bug." + }, + { + "left": "pull_request:43424", + "right": "pull_request:44827", + "accept": false, + "reason": "Executorch dynamic-shape export tests are unrelated to Mistral4 model fixes." + }, + { + "left": "pull_request:43424", + "right": "pull_request:43823", + "accept": false, + "reason": "Dynamic-shape export testing does not match new-model scaffolding; only broad model-related overlap." + }, + { + "left": "pull_request:43823", + "right": "pull_request:45655", + "accept": false, + "reason": "Adding MobileLLM is unrelated to fixing `cls.config` resolution order." + }, + { + "left": "pull_request:43823", + "right": "pull_request:43995", + "accept": false, + "reason": "New model addition vs Falcon output-capture refactor; different model families and code paths." + }, + { + "left": "pull_request:43823", + "right": "pull_request:45213", + "accept": false, + "reason": "MobileLLM model work is unrelated to the model-creation skill/documentation PR." + }, + { + "left": "pull_request:43823", + "right": "pull_request:45655", + "accept": false, + "reason": "No shared underlying bug: one adds a model, the other changes subclass config resolution logic." + }, + { + "left": "pull_request:43995", + "right": "pull_request:44827", + "accept": false, + "reason": "Falcon output collection refactor is unrelated to Mistral4 test fixes." + }, + { + "left": "pull_request:43995", + "right": "pull_request:45213", + "accept": false, + "reason": "Falcon model refactor vs model-creation skill/docs; no same concrete change." + }, + { + "left": "pull_request:44827", + "right": "pull_request:45170", + "accept": false, + "reason": "Mistral4 test/model work and `layrnorm` normalization rename are different bugs/changes, despite both touching model code." + }, + { + "left": "pull_request:44827", + "right": "pull_request:45213", + "accept": false, + "reason": "Mistral4 test fixes are unrelated to the model-creation skill PR." + }, + { + "left": "pull_request:44827", + "right": "pull_request:45655", + "accept": false, + "reason": "Mistral4 tests/model code and `config` resolution ordering are different issues." + }, + { + "left": "pull_request:44827", + "right": "pull_request:46048", + "accept": false, + "reason": "Mistral4 testing/model changes are unrelated to adding the TDT loss kernel integration." + }, + { + "left": "pull_request:43823", + "right": "pull_request:45213", + "accept": false, + "reason": "New model implementation and a model-creation skill PR are not the same code-path fix." + }, + { + "left": "pull_request:43251", + "right": "pull_request:43254", + "accept": true, + "reason": "These are effectively the same fix in `src/transformers/loss/loss_utils.py`: both add `weight` and `label_smoothing` support to `fixed_cross_entropy` for issue #43240, with only minor signature/keyword handling differences." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet and stays conservative. The only accepted soft-edge pair, PR #43251 vs #43254, is a credible duplicate-style same-bugfix pair on `fixed_cross_entropy` / `loss_utils.py` with shared issue target #43240. The other pairwise rejections are appropriately cautious and the reasons do not overclaim shared bugs or mergeability." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 5, + "component_count": 33, + "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": "b95f2a2b785e2892d8c44cf995d6b137460273fc229d76e5e6225bfcd29d9fc1", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 5934, + "estimated_input_tokens": 1484, + "estimated_eval_tokens": 3224 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 5934, + "estimated_input_tokens": 1484, + "estimated_eval_tokens": 3224 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These are two separate GitHub Actions maintenance PRs with overlapping workflow files but different actual changes: one upgrades core actions for Node 24 compatibility, the other bumps docker/build-push-action and related actions to newer versions. They are not the same underlying change.", + "confidence": 0.96, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": null, + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "pull_request:42975", + "right": "pull_request:42976", + "accept": false, + "reason": "Both touch workflow files, but they update different actions for different goals. 42975 is a Node 24 compatibility sweep for checkout/cache/upload-artifact; 42976 is a broader latest-version upgrade centered on docker/build-push-action and other workflow actions. They are not one mergeable PR fixing the same code-path problem." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 6, + "component_count": 33, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-42978-4", + "nodes": [ + "pull_request:42978", + "pull_request:43448", + "pull_request:45490", + "pull_request:46562" + ], + "soft_pairs": [ + "pull_request:42978|pull_request:43448", + "pull_request:42978|pull_request:45490", + "pull_request:43448|pull_request:45490", + "pull_request:45490|pull_request:46562" + ], + "prepared_review_unit_hash": "28968c77e67a582d7416c68c527866c9e22e589a2ca3af526cc95e8ba8b4af0f", + "component_budget": { + "node_count": 4, + "item_count": 4, + "soft_pair_count": 4, + "serialized_chars": 13046, + "estimated_input_tokens": 3262, + "estimated_eval_tokens": 6780 + }, + "budget": { + "node_count": 4, + "item_count": 4, + "soft_pair_count": 4, + "serialized_chars": 13046, + "estimated_input_tokens": 3262, + "estimated_eval_tokens": 6780 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "All four PRs are separate model-addition integrations with similar boilerplate, not duplicates of the same bug or code change.", + "confidence": 0.98, + "canonical_issue_reason": null, + "canonical_pr_reason": "No canonical PR: ViT NEPA, Molmo, CTSM, and Step3p7 are distinct model additions with different files, configs, processors, and tests.", + "best_issue_reason": null, + "best_pr_reason": "No single PR is a good global representative because these are unrelated model implementations rather than alternate fixes for one concrete problem.", + "soft_edge_verdicts": [ + { + "left": "pull_request:42978", + "right": "pull_request:43448", + "accept": false, + "reason": "Different model additions (ViT NEPA vs Molmo) with different model codepaths and artifacts; overlap in auto/docs boilerplate is not enough." + }, + { + "left": "pull_request:42978", + "right": "pull_request:45490", + "accept": false, + "reason": "ViT NEPA and CTSM are unrelated model integrations; they share only generic framework registration/docs files, not the same underlying change." + }, + { + "left": "pull_request:43448", + "right": "pull_request:45490", + "accept": false, + "reason": "Molmo and CTSM are separate model implementations with different configs, processors, and tests; not the same bug or feature." + }, + { + "left": "pull_request:45490", + "right": "pull_request:46562", + "accept": false, + "reason": "Both add new models, but CTSM and Step3p7 are different architectures and code paths; this is boilerplate similarity, not a mergeable duplicate PR." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 7, + "component_count": 33, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-43291-7", + "nodes": [ + "pull_request:43291", + "pull_request:43665", + "pull_request:44815", + "pull_request:46380", + "pull_request:46539", + "pull_request:46886", + "pull_request:46922" + ], + "soft_pairs": [ + "pull_request:43291|pull_request:43665", + "pull_request:43291|pull_request:44815", + "pull_request:43291|pull_request:46380", + "pull_request:43291|pull_request:46922", + "pull_request:43665|pull_request:46539", + "pull_request:43665|pull_request:44815", + "pull_request:43665|pull_request:46380", + "pull_request:43665|pull_request:46922", + "pull_request:44815|pull_request:46539", + "pull_request:44815|pull_request:46380", + "pull_request:44815|pull_request:46922", + "pull_request:46380|pull_request:46539", + "pull_request:46380|pull_request:46922", + "pull_request:46539|pull_request:46922", + "pull_request:46886|pull_request:46922" + ], + "prepared_review_unit_hash": "a2b1a25e02d053025612612a3a2a0720d719d5cc3201c758527666138ba59781", + "component_budget": { + "node_count": 7, + "item_count": 7, + "soft_pair_count": 15, + "serialized_chars": 19604, + "estimated_input_tokens": 4901, + "estimated_eval_tokens": 10058 + }, + "budget": { + "node_count": 7, + "item_count": 7, + "soft_pair_count": 15, + "serialized_chars": 19604, + "estimated_input_tokens": 4901, + "estimated_eval_tokens": 10058 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "This cluster is mostly a set of unrelated PRs that only share superficial theme similarity. The only true duplicate-looking pair is the YOLOS device-mismatch fixes: PR #46886 and PR #46922 both target the same issue and same model file, with #46922 extending the same fix path.", + "confidence": 0.92, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR #46922 is the better cluster representative for the accepted duplicate pair because it fixes the concrete YOLOS device-mismatch path more completely (the forward-device placement plus the no-split-module change) and directly targets issue 46869.", + "best_issue_reason": null, + "best_pr_reason": "PR #46922 is the best standalone PR in this cluster: it addresses a specific, reproducible YOLOS device_map='auto' bug with a concrete code-path fix. The other PRs are either unrelated or too broad/test-only to serve as a cluster representative.", + "soft_edge_verdicts": [ + { + "left": "pull_request:43291", + "right": "pull_request:43665", + "accept": false, + "reason": "Both are small test-oriented PRs with generic titles and no shared bug or concrete code path; similarity is only superficial." + }, + { + "left": "pull_request:43291", + "right": "pull_request:44815", + "accept": false, + "reason": "Whisper test cleanup vs. FP8 dequant fix are unrelated code paths and different subsystems." + }, + { + "left": "pull_request:43291", + "right": "pull_request:46380", + "accept": false, + "reason": "Whisper tokenizer/test changes and generation watermarking changes are unrelated." + }, + { + "left": "pull_request:43291", + "right": "pull_request:46922", + "accept": false, + "reason": "Whisper test/tokenization work is unrelated to the YOLOS device-mismatch fix." + }, + { + "left": "pull_request:43665", + "right": "pull_request:46539", + "accept": false, + "reason": "Generic CLIP/ViT test edits are not the same bug as the Phimoe integration test fix." + }, + { + "left": "pull_request:43665", + "right": "pull_request:44815", + "accept": false, + "reason": "These touch unrelated areas: model tests vs. FP8 quantization/loading internals." + }, + { + "left": "pull_request:43665", + "right": "pull_request:46380", + "accept": false, + "reason": "Test-only PRs for different models versus generation configuration behavior; no shared underlying defect." + }, + { + "left": "pull_request:43665", + "right": "pull_request:46922", + "accept": false, + "reason": "Generic test changes are unrelated to the YOLOS runtime device placement bug." + }, + { + "left": "pull_request:44815", + "right": "pull_request:46539", + "accept": false, + "reason": "FP8 dequant/loading changes and Phimoe CI/device-map test fixes are different problems and code paths." + }, + { + "left": "pull_request:44815", + "right": "pull_request:46380", + "accept": false, + "reason": "Different subsystems: quantization/loading vs. generation config validation." + }, + { + "left": "pull_request:44815", + "right": "pull_request:46922", + "accept": false, + "reason": "No concrete overlap beyond both touching model internals; the bugs are unrelated." + }, + { + "left": "pull_request:46380", + "right": "pull_request:46539", + "accept": false, + "reason": "Generation watermarking validation and Phimoe integration-test CI fixes are unrelated." + }, + { + "left": "pull_request:46380", + "right": "pull_request:46922", + "accept": false, + "reason": "Different models and different failure modes; no same underlying bug." + }, + { + "left": "pull_request:46539", + "right": "pull_request:46922", + "accept": false, + "reason": "Phimoe CI memory/device-map setup is unrelated to YOLOS mid-position embedding device placement." + }, + { + "left": "pull_request:46886", + "right": "pull_request:46922", + "accept": true, + "reason": "Both PRs fix the same YOLOS device-mismatch issue behind issue 46869 in the same file; #46922 is a fuller version of the same concrete change path." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The analysis is grounded in the packet. The unrelated PR pair rejections are conservative and supported by the diffs/titles, and the only accepted duplicate-looking pair (#46886/#46922) is justified by the shared issue target and same YOLOS file, with #46922 clearly adding the extra forward-device fix on top of the same path." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 8, + "component_count": 33, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-43488-3", + "nodes": [ + "pull_request:43488", + "pull_request:43532", + "pull_request:46747" + ], + "soft_pairs": [ + "pull_request:43488|pull_request:46747", + "pull_request:43488|pull_request:43532", + "pull_request:43532|pull_request:46747" + ], + "prepared_review_unit_hash": "43e64d2f933caa6bd2e97783049dd891fa82238a14466c1ed0297ad8c64c1a8f", + "component_budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 3, + "serialized_chars": 6349, + "estimated_input_tokens": 1588, + "estimated_eval_tokens": 3432 + }, + "budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 3, + "serialized_chars": 6349, + "estimated_input_tokens": 1588, + "estimated_eval_tokens": 3432 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "All three PRs are unrelated \"don't merge\"/test changes: one tweaks setup/dependency metadata, one rewires multiple CI/comment workflows and helpers, and one changes the PR security-gate workflow trigger. No duplicate pair is strong enough to merge together.", + "confidence": 0.96, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": null, + "best_pr_reason": "PR 43532 is the most representative of the cluster only by breadth: it touches several CI/testing-related files, but it is still not a duplicate of the other two PRs.", + "soft_edge_verdicts": [ + { + "left": "pull_request:43488", + "right": "pull_request:46747", + "accept": false, + "reason": "Different changes and code paths: setup.py/dependency/version/test-bot formatting versus a workflow trigger change for the PR security gate." + }, + { + "left": "pull_request:43488", + "right": "pull_request:43532", + "accept": false, + "reason": "Unrelated modifications: package metadata/dependencies and a Vit test versus CI/workflow and notification plumbing." + }, + { + "left": "pull_request:43532", + "right": "pull_request:46747", + "accept": false, + "reason": "Both touch workflows, but they fix different concerns in different files: self-comment/comment CI behavior versus the PR security-gate trigger." + } + ] + }, + "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": 33, + "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": "7e267b42d29890470c4a9f0b2e351235d00806bcd2f92dcc047050d9b49ec5d1", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 6081, + "estimated_input_tokens": 1521, + "estimated_eval_tokens": 3298 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 6081, + "estimated_input_tokens": 1521, + "estimated_eval_tokens": 3298 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These are two related-but-distinct feature PRs: one adds a Promptable Concept Segmentation pipeline, the other adds a Promptable Visual Segmentation pipeline. They share infrastructure and docs patterns, but they target different pipelines and different model/code paths, so they should not be deduplicated.", + "confidence": 0.95, + "canonical_issue_reason": null, + "canonical_pr_reason": "No canonical PR: the changes implement different pipelines for different segmentation tasks, not the same underlying fix or feature.", + "best_issue_reason": null, + "best_pr_reason": "PR 43613 is the stronger representative only because it is the broader visual-segmentation implementation with more model/test coverage, but it is not a substitute for 43612.", + "soft_edge_verdicts": [ + { + "left": "pull_request:43612", + "right": "pull_request:43613", + "accept": false, + "reason": "Same general area (pipeline/docs scaffolding), but they add different concrete features: concept segmentation vs visual segmentation. The model integrations, filenames, and task docs differ enough that they 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": 10, + "component_count": 33, + "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": "3a5d0033bf6abe92e45e91cc67530c2c48c82ebf5ecb988bc11f66b1c5d9b5e9", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4291, + "estimated_input_tokens": 1073, + "estimated_eval_tokens": 2402 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4291, + "estimated_input_tokens": 1073, + "estimated_eval_tokens": 2402 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These are two separate Trainer extensibility PRs in the same file, but they address different code paths: gradient-accumulation loss scaling vs. signature-column filtering. They should not be treated as duplicates.", + "confidence": 0.95, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": null, + "best_pr_reason": "43651 is the more representative trainer behavior change, but it is still distinct from 43663; there is no single canonical duplicate PR here.", + "soft_edge_verdicts": [ + { + "left": "pull_request:43651", + "right": "pull_request:43663", + "accept": false, + "reason": "Different functionality and code paths in trainer.py: one changes loss scaling during training_step, the other adds an override point for signature column filtering. They could 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": 11, + "component_count": 33, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-43656-2", + "nodes": [ + "pull_request:43656", + "pull_request:43842" + ], + "soft_pairs": [ + "pull_request:43656|pull_request:43842" + ], + "prepared_review_unit_hash": "61b96e8269d239a70008d3d9b6f1e7cf77340df99a8e6fbb25e58d83862e7558", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 3664, + "estimated_input_tokens": 916, + "estimated_eval_tokens": 2088 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 3664, + "estimated_input_tokens": 916, + "estimated_eval_tokens": 2088 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Both PRs edit `src/transformers/cli/serve.py` and involve `TypeAdapter`, but they fix different runtime typing/import problems: one is a broader annotation-evaluation cleanup, the other is specifically about avoiding a `TypeAdapter` import path when `pydantic` is absent. They are related, but not the same change.", + "confidence": 0.91, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR #43656 is the broader representative of the `TypeAdapter NameError in transformers CLI` theme and directly targets the serve.py annotation/runtime typing problem.", + "best_issue_reason": null, + "best_pr_reason": "PR #43656 is the best single representative because it addresses the core CLI `TypeAdapter` NameError more generally, whereas #43842 is a narrower pydantic-not-installed variant.", + "soft_edge_verdicts": [ + { + "left": "pull_request:43656", + "right": "pull_request:43842", + "accept": false, + "reason": "Reject: they share a file and symbol, but the fixes are for different failure modes and would not naturally 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": 12, + "component_count": 33, + "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": 13, + "component_count": 33, + "review_unit_index": 1, + "review_unit_count": 2, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-43996-28", + "nodes": [ + "pull_request:43996", + "pull_request:43997", + "pull_request:44007", + "pull_request:44010", + "pull_request:44013", + "pull_request:44017", + "pull_request:44018", + "pull_request:44019", + "pull_request:44024", + "pull_request:44044", + "pull_request:44056", + "pull_request:44059", + "pull_request:44066", + "pull_request:44068", + "pull_request:44071", + "pull_request:44072", + "pull_request:44073", + "pull_request:44074", + "pull_request:44076", + "pull_request:44085", + "pull_request:44086", + "pull_request:44098", + "pull_request:44101", + "pull_request:44116", + "pull_request:44129", + "pull_request:44154", + "pull_request:44161", + "pull_request:44722" + ], + "soft_pairs": [ + "pull_request:43996|pull_request:44085", + "pull_request:43996|pull_request:44044", + "pull_request:44066|pull_request:44085", + "pull_request:44007|pull_request:44072", + "pull_request:44072|pull_request:44722", + "pull_request:44066|pull_request:44072", + "pull_request:44013|pull_request:44044", + "pull_request:44066|pull_request:44086", + "pull_request:44066|pull_request:44071", + "pull_request:44018|pull_request:44068", + "pull_request:44066|pull_request:44068", + "pull_request:44018|pull_request:44066", + "pull_request:44019|pull_request:44722", + "pull_request:44086|pull_request:44722", + "pull_request:44019|pull_request:44085", + "pull_request:44018|pull_request:44019", + "pull_request:44019|pull_request:44071", + "pull_request:44068|pull_request:44116", + "pull_request:44068|pull_request:44722", + "pull_request:44018|pull_request:44116", + "pull_request:44071|pull_request:44722", + "pull_request:44018|pull_request:44085", + "pull_request:44018|pull_request:44086", + "pull_request:44068|pull_request:44086", + "pull_request:44071|pull_request:44085", + "pull_request:44085|pull_request:44086", + "pull_request:44098|pull_request:44101", + "pull_request:44059|pull_request:44086", + "pull_request:44059|pull_request:44722", + "pull_request:44018|pull_request:44071", + "pull_request:44017|pull_request:44161", + "pull_request:44017|pull_request:44073", + "pull_request:44017|pull_request:44722", + "pull_request:44068|pull_request:44071", + "pull_request:43997|pull_request:44073", + "pull_request:44071|pull_request:44086", + "pull_request:44017|pull_request:44071", + "pull_request:44073|pull_request:44161", + "pull_request:44073|pull_request:44101", + "pull_request:44059|pull_request:44071", + "pull_request:44018|pull_request:44059", + "pull_request:44056|pull_request:44101", + "pull_request:44059|pull_request:44066", + "pull_request:44101|pull_request:44161", + "pull_request:43997|pull_request:44017", + "pull_request:43997|pull_request:44056", + "pull_request:44071|pull_request:44076", + "pull_request:44074|pull_request:44101", + "pull_request:44056|pull_request:44161", + "pull_request:43997|pull_request:44018", + "pull_request:43997|pull_request:44161", + "pull_request:44074|pull_request:44161", + "pull_request:44010|pull_request:44071", + "pull_request:44018|pull_request:44129", + "pull_request:44010|pull_request:44073", + "pull_request:43997|pull_request:44074", + "pull_request:44010|pull_request:44018", + "pull_request:43997|pull_request:44129", + "pull_request:44071|pull_request:44129", + "pull_request:43996|pull_request:44161", + "pull_request:43996|pull_request:44017", + "pull_request:44010|pull_request:44044", + "pull_request:44044|pull_request:44074", + "pull_request:44066|pull_request:44722", + "pull_request:44085|pull_request:44722", + "pull_request:44085|pull_request:44129", + "pull_request:43996|pull_request:44007", + "pull_request:43996|pull_request:44129", + "pull_request:44044|pull_request:44129", + "pull_request:44044|pull_request:44154", + "pull_request:44024|pull_request:44076", + "pull_request:44073|pull_request:44074" + ], + "prepared_review_unit_hash": "92d890c8163e5275e38630afc32bca4963eb3e164833d46a3a8e6defad109565", + "component_budget": { + "node_count": 28, + "item_count": 28, + "soft_pair_count": 76, + "serialized_chars": 84116, + "estimated_input_tokens": 21029, + "estimated_eval_tokens": 42314 + }, + "budget": { + "node_count": 28, + "item_count": 28, + "soft_pair_count": 72, + "serialized_chars": 76938, + "estimated_input_tokens": 19235, + "estimated_eval_tokens": 38726 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly a collection of separate standardized output-tracing refactors across many model families. There is a smaller GPT-J/CodeGen duplicate subset, and PR 44722 is the clearest representative of that subset, but the packet does not show any single family dominating the whole cluster.", + "confidence": 0.88, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 44722 is the cleanest representative of the GPT-J/CodeGen subset: it covers the same GPT-J tracing refactor as 44085 and also includes the CodeGen path, so it best captures that duplicate family without implying the whole cluster is one family.", + "best_issue_reason": null, + "best_pr_reason": "PR 44722 is the best global PR candidate for the GPT-J/CodeGen subset because it is the broadest version of that concrete refactor. It is representative of that subset, but not of the entire cluster.", + "soft_edge_verdicts": [ + { + "left": "pull_request:43996", + "right": "pull_request:44085", + "accept": false, + "reason": "Different model families and different code paths; shared output-tracing theme is not enough." + }, + { + "left": "pull_request:43996", + "right": "pull_request:44044", + "accept": false, + "reason": "Both are tracing refactors, but CVT/FNet and DeBERTaV2 are unrelated implementations." + }, + { + "left": "pull_request:44066", + "right": "pull_request:44085", + "accept": true, + "reason": "Same GPT-J output-tracing refactor in the same file; 44066 just also bundles the CodeGen path." + }, + { + "left": "pull_request:44007", + "right": "pull_request:44072", + "accept": false, + "reason": "RegNet and EfficientNet are separate model implementations; same refactor pattern only." + }, + { + "left": "pull_request:44072", + "right": "pull_request:44722", + "accept": false, + "reason": "EfficientNet and GPT-J/CodeGen are unrelated code paths." + }, + { + "left": "pull_request:44066", + "right": "pull_request:44072", + "accept": false, + "reason": "GPT-J/CodeGen refactor versus EfficientNet refactor; different model code." + }, + { + "left": "pull_request:44013", + "right": "pull_request:44044", + "accept": false, + "reason": "MobileNetV2 and DeBERTaV2 are unrelated model implementations." + }, + { + "left": "pull_request:44066", + "right": "pull_request:44086", + "accept": false, + "reason": "GPT-J/CodeGen and MGP-STR are different concrete changes in different model code." + }, + { + "left": "pull_request:44066", + "right": "pull_request:44071", + "accept": false, + "reason": "GPT-J/CodeGen and MPT are distinct model implementations." + }, + { + "left": "pull_request:44018", + "right": "pull_request:44068", + "accept": false, + "reason": "Same broad GPT-Neo theme, but the packet does not establish the same concrete PR-level change." + }, + { + "left": "pull_request:44066", + "right": "pull_request:44068", + "accept": false, + "reason": "GPT-J/CodeGen versus GPT-Neo; similar refactor style, different code paths." + }, + { + "left": "pull_request:44018", + "right": "pull_request:44066", + "accept": false, + "reason": "GPT-Neo and GPT-J/CodeGen are separate implementations." + }, + { + "left": "pull_request:44019", + "right": "pull_request:44722", + "accept": false, + "reason": "ResNet output tracing is unrelated to GPT-J/CodeGen." + }, + { + "left": "pull_request:44086", + "right": "pull_request:44722", + "accept": false, + "reason": "MGP-STR and GPT-J/CodeGen are different model families." + }, + { + "left": "pull_request:44019", + "right": "pull_request:44085", + "accept": false, + "reason": "ResNet and GPT-J are unrelated code paths." + }, + { + "left": "pull_request:44018", + "right": "pull_request:44019", + "accept": false, + "reason": "GPT-Neo and ResNet are unrelated model refactors." + }, + { + "left": "pull_request:44019", + "right": "pull_request:44071", + "accept": false, + "reason": "ResNet and MPT are separate model implementations." + }, + { + "left": "pull_request:44068", + "right": "pull_request:44116", + "accept": false, + "reason": "GPT-Neo and Flaubert are unrelated concrete changes." + }, + { + "left": "pull_request:44068", + "right": "pull_request:44722", + "accept": false, + "reason": "GPT-Neo and GPT-J/CodeGen are different implementations." + }, + { + "left": "pull_request:44018", + "right": "pull_request:44116", + "accept": false, + "reason": "GPT-Neo and Flaubert are unrelated code paths." + }, + { + "left": "pull_request:44071", + "right": "pull_request:44722", + "accept": false, + "reason": "MPT and GPT-J/CodeGen are different model families." + }, + { + "left": "pull_request:44018", + "right": "pull_request:44085", + "accept": false, + "reason": "GPT-Neo and GPT-J are separate model implementations." + }, + { + "left": "pull_request:44018", + "right": "pull_request:44086", + "accept": false, + "reason": "GPT-Neo and MGP-STR are unrelated changes." + }, + { + "left": "pull_request:44068", + "right": "pull_request:44086", + "accept": false, + "reason": "GPT-Neo and MGP-STR are different code paths." + }, + { + "left": "pull_request:44059", + "right": "pull_request:44086", + "accept": false, + "reason": "GPT2 and MGP-STR are unrelated model families." + }, + { + "left": "pull_request:44059", + "right": "pull_request:44722", + "accept": false, + "reason": "GPT2 is a different concrete refactor from GPT-J/CodeGen." + }, + { + "left": "pull_request:44018", + "right": "pull_request:44071", + "accept": false, + "reason": "GPT-Neo and MPT are separate implementations." + }, + { + "left": "pull_request:44017", + "right": "pull_request:44161", + "accept": false, + "reason": "Segformer and LongT5 are unrelated code paths." + }, + { + "left": "pull_request:44017", + "right": "pull_request:44073", + "accept": false, + "reason": "Segformer and VisualBert share only the tracing pattern, not the same change." + }, + { + "left": "pull_request:44017", + "right": "pull_request:44722", + "accept": false, + "reason": "Segformer output tracing is unrelated to the GPT-J/CodeGen refactor." + }, + { + "left": "pull_request:44068", + "right": "pull_request:44071", + "accept": false, + "reason": "GPT-Neo and MPT are different model implementations." + }, + { + "left": "pull_request:43997", + "right": "pull_request:44073", + "accept": false, + "reason": "RegNet and VisualBert are unrelated code paths." + }, + { + "left": "pull_request:44071", + "right": "pull_request:44086", + "accept": false, + "reason": "MPT and MGP-STR are different models; not the same PR-level change." + }, + { + "left": "pull_request:44073", + "right": "pull_request:44101", + "accept": false, + "reason": "VisualBert and Flaubert are unrelated concrete refactors." + }, + { + "left": "pull_request:44073", + "right": "pull_request:44161", + "accept": false, + "reason": "VisualBert and LongT5 are different model code paths." + }, + { + "left": "pull_request:44059", + "right": "pull_request:44071", + "accept": false, + "reason": "GPT2 and MPT are distinct model families." + }, + { + "left": "pull_request:44018", + "right": "pull_request:44059", + "accept": false, + "reason": "GPT-Neo and GPT2 are separate implementations." + }, + { + "left": "pull_request:44101", + "right": "pull_request:44161", + "accept": false, + "reason": "Flaubert/XLM and LongT5 are unrelated changes." + }, + { + "left": "pull_request:43997", + "right": "pull_request:44017", + "accept": false, + "reason": "RegNet and Segformer are separate model implementations." + }, + { + "left": "pull_request:43997", + "right": "pull_request:44056", + "accept": false, + "reason": "RegNet and MPNet are unrelated refactors." + }, + { + "left": "pull_request:44071", + "right": "pull_request:44076", + "accept": false, + "reason": "MPT and ImageGPT are different model code paths." + }, + { + "left": "pull_request:44074", + "right": "pull_request:44101", + "accept": false, + "reason": "TextNet and Flaubert are unrelated implementations." + }, + { + "left": "pull_request:44056", + "right": "pull_request:44129", + "accept": false, + "reason": "MPNet and SpeechT5 are separate model refactors." + }, + { + "left": "pull_request:43997", + "right": "pull_request:44018", + "accept": false, + "reason": "RegNet and GPT-Neo are unrelated concrete changes." + }, + { + "left": "pull_request:43997", + "right": "pull_request:44161", + "accept": false, + "reason": "RegNet and LongT5 are separate implementations." + }, + { + "left": "pull_request:44074", + "right": "pull_request:44161", + "accept": false, + "reason": "TextNet and LongT5 are different code paths." + }, + { + "left": "pull_request:44010", + "right": "pull_request:44071", + "accept": false, + "reason": "SqueezeBert and MPT are unrelated model implementations." + }, + { + "left": "pull_request:44018", + "right": "pull_request:44129", + "accept": false, + "reason": "GPT-Neo and SpeechT5 are different model code paths." + }, + { + "left": "pull_request:44010", + "right": "pull_request:44073", + "accept": false, + "reason": "SqueezeBert and VisualBert are separate refactors." + }, + { + "left": "pull_request:43997", + "right": "pull_request:44074", + "accept": false, + "reason": "RegNet and TextNet are unrelated implementations." + }, + { + "left": "pull_request:44056", + "right": "pull_request:44129", + "accept": false, + "reason": "MPNet and SpeechT5 are unrelated changes." + }, + { + "left": "pull_request:43996", + "right": "pull_request:44017", + "accept": false, + "reason": "CVT/FNet and Segformer are different models; same refactor style only." + }, + { + "left": "pull_request:43996", + "right": "pull_request:44129", + "accept": false, + "reason": "CVT/FNet and SpeechT5 are unrelated code paths." + }, + { + "left": "pull_request:44010", + "right": "pull_request:44044", + "accept": false, + "reason": "SqueezeBert and DeBERTaV2 are different model implementations." + }, + { + "left": "pull_request:44044", + "right": "pull_request:44129", + "accept": false, + "reason": "DeBERTaV2 and SpeechT5 are separate concrete refactors." + }, + { + "left": "pull_request:44044", + "right": "pull_request:44154", + "accept": false, + "reason": "DeBERTaV2 and Vits are unrelated model families." + }, + { + "left": "pull_request:44010", + "right": "pull_request:44018", + "accept": false, + "reason": "SqueezeBert and GPT-Neo are unrelated model code." + }, + { + "left": "pull_request:44056", + "right": "pull_request:44071", + "accept": false, + "reason": "MPNet and MPT are different implementations." + }, + { + "left": "pull_request:44056", + "right": "pull_request:44059", + "accept": false, + "reason": "MPNet and GPT2 are separate model refactors." + }, + { + "left": "pull_request:44059", + "right": "pull_request:44066", + "accept": false, + "reason": "GPT2 and GPT-J/CodeGen are different concrete refactors." + }, + { + "left": "pull_request:43997", + "right": "pull_request:44074", + "accept": false, + "reason": "RegNet and TextNet are unrelated model implementations." + }, + { + "left": "pull_request:44066", + "right": "pull_request:44722", + "accept": true, + "reason": "Same GPT-J/CodeGen output-tracing change; 44722 is the broader version of the same refactor." + }, + { + "left": "pull_request:44085", + "right": "pull_request:44722", + "accept": true, + "reason": "Same GPT-J file and same output-tracing refactor; 44722 simply includes the CodeGen path too." + }, + { + "left": "pull_request:44085", + "right": "pull_request:44129", + "accept": false, + "reason": "GPT-J and SpeechT5 are unrelated code paths." + }, + { + "left": "pull_request:43996", + "right": "pull_request:44007", + "accept": false, + "reason": "CVT/FNet and RegNet are different models." + }, + { + "left": "pull_request:43996", + "right": "pull_request:44129", + "accept": false, + "reason": "CVT/FNet and SpeechT5 are unrelated refactors." + }, + { + "left": "pull_request:44044", + "right": "pull_request:44129", + "accept": false, + "reason": "DeBERTaV2 and SpeechT5 are different implementations." + }, + { + "left": "pull_request:44044", + "right": "pull_request:44154", + "accept": false, + "reason": "DeBERTaV2 and Vits are unrelated model families." + }, + { + "left": "pull_request:44024", + "right": "pull_request:44076", + "accept": false, + "reason": "FocalNet and ImageGPT are different models; same standardized-output pattern only." + }, + { + "left": "pull_request:44073", + "right": "pull_request:44074", + "accept": false, + "reason": "VisualBert and TextNet are unrelated implementations." + }, + { + "left": "pull_request:44085", + "right": "pull_request:44722", + "accept": true, + "reason": "Same GPT-J output-tracing refactor in the same file; 44722 just adds CodeGen." + }, + { + "left": "pull_request:44101", + "right": "pull_request:44116", + "accept": true, + "reason": "Both are the Flaubert output-tracing refactor in the same file; 44101 additionally bundles XLM changes." + } + ] + }, + "evaluator_result": { + "accept": false, + "feedback": "The packet supports PR 44722 as a representative of the GPT-J/CodeGen duplicate subset, but the summary overstates that this is the cluster\u2019s \"dominant\" duplicate family. The cluster is mostly many separate standardized-tracing refactors, and the packet does not establish one family as dominant. Also, a couple of soft-edge accepts are a bit strong on the available evidence, especially 44018\u219444068, which is supported only by similar GPT-Neo changes and shared files/tests, not by a shared issue target. Please keep the representative claim narrower and make the duplicate verdicts more conservative." + }, + "evaluator_used": true, + "retried": true, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 13, + "component_count": 33, + "review_unit_index": 2, + "review_unit_count": 2, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-43996-28", + "nodes": [ + "pull_request:43997", + "pull_request:44010", + "pull_request:44056", + "pull_request:44073", + "pull_request:44074", + "pull_request:44129" + ], + "soft_pairs": [ + "pull_request: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": "6384078fdb4beff692269fdcb0fdd53f4169a4411f29c9a0a5ef3f9e7d64ecd5", + "component_budget": { + "node_count": 28, + "item_count": 28, + "soft_pair_count": 76, + "serialized_chars": 84116, + "estimated_input_tokens": 21029, + "estimated_eval_tokens": 42314 + }, + "budget": { + "node_count": 6, + "item_count": 6, + "soft_pair_count": 4, + "serialized_chars": 12756, + "estimated_input_tokens": 3189, + "estimated_eval_tokens": 6634 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "These PRs are all model-specific migrations to the new output-capture/output-tracing helpers, but they touch different architectures and code paths. They look related by refactor pattern, not duplicates of the same change.", + "confidence": 0.94, + "canonical_issue_reason": null, + "canonical_pr_reason": "44129 is the most concrete representative: it has an explicit issue target, a substantial diff, and clearly scopes the standardized output-capture refactor to SpeechT5.", + "best_issue_reason": null, + "best_pr_reason": "44129 is the strongest standalone PR in the set because it is tied to a specific issue and demonstrates the full refactor pattern with clearer scope than the others.", + "soft_edge_verdicts": [ + { + "left": "pull_request:44056", + "right": "pull_request:44073", + "accept": false, + "reason": "Same general refactor theme, but different models and different internal code paths (MPNet vs VisualBert). Not the same concrete change." + }, + { + "left": "pull_request:44056", + "right": "pull_request:44074", + "accept": false, + "reason": "Both adopt output-capture helpers, but MPNet and TextNet are separate model implementations with unrelated code paths." + }, + { + "left": "pull_request:43997", + "right": "pull_request:44010", + "accept": false, + "reason": "RegNet and SqueezeBert are unrelated model-specific migrations; they share a pattern, not a mergeable duplicate bug fix." + }, + { + "left": "pull_request:44010", + "right": "pull_request:44129", + "accept": false, + "reason": "Different architectures and different refactor scopes; SpeechT5 is not the same underlying change as SqueezeBert." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 14, + "component_count": 33, + "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": "863b8a44abddaf48934b3ecde4828bcbc3c4636eb3f62c6a2685a97d6c2ad98f", + "component_budget": { + "node_count": 13, + "item_count": 13, + "soft_pair_count": 40, + "serialized_chars": 40167, + "estimated_input_tokens": 10042, + "estimated_eval_tokens": 20340 + }, + "budget": { + "node_count": 13, + "item_count": 13, + "soft_pair_count": 40, + "serialized_chars": 40167, + "estimated_input_tokens": 10042, + "estimated_eval_tokens": 20340 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These are not duplicate PRs; they are a set of model-specific output-tracing refactors that share a theme but change different code paths. I would keep them separate and treat them as related-but-distinct work.", + "confidence": 0.94, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 44025 is the most representative single PR in the set because it applies the shared `can_return_tuple` refactor across a closely related pair of models (`depth_anything` and `prompt_depth_anything`) and shows the common pattern without being overly broad.", + "best_issue_reason": null, + "best_pr_reason": "44025 is the best overall representative of the cluster: it is concrete, self-contained, and clearly demonstrates the output-tracing refactor pattern while staying within one model family. It is not a duplicate of the others, but it is the cleanest canonical example.", + "soft_edge_verdicts": [ + { + "left": "pull_request:43998", + "right": "pull_request:44002", + "accept": false, + "reason": "Different model families (`timm_backbone` vs `upernet`) and different forward paths; same refactor theme but not the same change." + }, + { + "left": "pull_request:43998", + "right": "pull_request:44000", + "accept": false, + "reason": "`timm_backbone` and `vision_text_dual_encoder` are unrelated architectures; this is not the same underlying bug/change." + }, + { + "left": "pull_request:43998", + "right": "pull_request:44001", + "accept": false, + "reason": "`timm_backbone` vs `univnet` is a different model and code path, so not a duplicate." + }, + { + "left": "pull_request:43998", + "right": "pull_request:44003", + "accept": false, + "reason": "`timm_backbone` and `falcon_mamba/mamba` touch different implementations; they only share a generic tracing refactor pattern." + }, + { + "left": "pull_request:43998", + "right": "pull_request:44029", + "accept": false, + "reason": "`timm_backbone` vs `rwkv` is a different model-specific forward implementation, not one shared defect." + }, + { + "left": "pull_request:43999", + "right": "pull_request:44001", + "accept": false, + "reason": "`mobilenet_v1` and `univnet` are unrelated models; same output-tracing idea, different concrete change." + }, + { + "left": "pull_request:43999", + "right": "pull_request:44002", + "accept": false, + "reason": "`mobilenet_v1` vs `upernet` is not the same code path or bug." + }, + { + "left": "pull_request:43999", + "right": "pull_request:44025", + "accept": false, + "reason": "`mobilenet_v1` and `depth_anything` are different model families; these are separate refactors." + }, + { + "left": "pull_request:43999", + "right": "pull_request:44026", + "accept": false, + "reason": "`mobilenet_v1` vs `vision_encoder_decoder` affects different forward methods and model wiring." + }, + { + "left": "pull_request:43999", + "right": "pull_request:44027", + "accept": false, + "reason": "`mobilenet_v1` and `speech_encoder_decoder` are not the same underlying issue/change." + }, + { + "left": "pull_request:44000", + "right": "pull_request:44001", + "accept": false, + "reason": "`vision_text_dual_encoder` and `univnet` are distinct models; the shared wording hides different implementations." + }, + { + "left": "pull_request:44000", + "right": "pull_request:44002", + "accept": false, + "reason": "`vision_text_dual_encoder` vs `upernet` is a different forward path and output contract." + }, + { + "left": "pull_request:44000", + "right": "pull_request:44003", + "accept": false, + "reason": "`vision_text_dual_encoder` and `falcon_mamba/mamba` are separate model code paths, not one bug." + }, + { + "left": "pull_request:44000", + "right": "pull_request:44025", + "accept": false, + "reason": "`vision_text_dual_encoder` and `depth_anything` are different model implementations; not mergeable as one duplicate fix." + }, + { + "left": "pull_request:44001", + "right": "pull_request:44002", + "accept": false, + "reason": "`univnet` and `upernet` are unrelated models with different output behavior." + }, + { + "left": "pull_request:44001", + "right": "pull_request:44003", + "accept": false, + "reason": "`univnet` vs `falcon_mamba/mamba` is a different code path and model family." + }, + { + "left": "pull_request:44001", + "right": "pull_request:44025", + "accept": false, + "reason": "`univnet` and `depth_anything` are not the same underlying change." + }, + { + "left": "pull_request:44002", + "right": "pull_request:44003", + "accept": false, + "reason": "`upernet` and `falcon_mamba/mamba` differ in model architecture and the affected forward logic." + }, + { + "left": "pull_request:44002", + "right": "pull_request:44029", + "accept": false, + "reason": "`upernet` vs `rwkv` is not the same bug or change; only the refactor theme matches." + }, + { + "left": "pull_request:44003", + "right": "pull_request:44028", + "accept": false, + "reason": "`falcon_mamba/mamba` and `superpoint` are different model implementations with different output-tracing concerns." + }, + { + "left": "pull_request:44003", + "right": "pull_request:44004", + "accept": false, + "reason": "`falcon_mamba/mamba` and `codegen` touch different model internals and are not duplicates." + }, + { + "left": "pull_request:43998", + "right": "pull_request:44004", + "accept": false, + "reason": "`timm_backbone` vs `codegen` is clearly unrelated code; not the same concrete fix." + }, + { + "left": "pull_request:44001", + "right": "pull_request:44004", + "accept": false, + "reason": "`univnet` and `codegen` are different model families and different output signatures." + }, + { + "left": "pull_request:44002", + "right": "pull_request:44004", + "accept": false, + "reason": "`upernet` vs `codegen` is a different code path and different change scope." + }, + { + "left": "pull_request:44000", + "right": "pull_request:44004", + "accept": false, + "reason": "`vision_text_dual_encoder` and `codegen` are unrelated implementations; same refactor pattern is not enough." + }, + { + "left": "pull_request:44025", + "right": "pull_request:44026", + "accept": false, + "reason": "`depth_anything` and `vision_encoder_decoder` are separate model-specific refactors." + }, + { + "left": "pull_request:44025", + "right": "pull_request:44027", + "accept": false, + "reason": "`depth_anything` vs `speech_encoder_decoder` is a different model family and forward path." + }, + { + "left": "pull_request:44025", + "right": "pull_request:44028", + "accept": false, + "reason": "`depth_anything` and `superpoint` do not fix the same underlying problem." + }, + { + "left": "pull_request:44025", + "right": "pull_request:44029", + "accept": false, + "reason": "`depth_anything` vs `rwkv` is a different code-path change." + }, + { + "left": "pull_request:44025", + "right": "pull_request:44030", + "accept": false, + "reason": "`depth_anything` and `dpr` are unrelated model implementations." + }, + { + "left": "pull_request:44026", + "right": "pull_request:44027", + "accept": false, + "reason": "`vision_encoder_decoder` and `speech_encoder_decoder` are parallel but distinct composite models, not one duplicate PR." + }, + { + "left": "pull_request:44026", + "right": "pull_request:44028", + "accept": false, + "reason": "`vision_encoder_decoder` vs `superpoint` is a different model and output contract." + }, + { + "left": "pull_request:44026", + "right": "pull_request:44029", + "accept": false, + "reason": "`vision_encoder_decoder` and `rwkv` are unrelated code paths." + }, + { + "left": "pull_request:44026", + "right": "pull_request:44030", + "accept": false, + "reason": "`vision_encoder_decoder` vs `dpr` is a different concrete implementation change." + }, + { + "left": "pull_request:44027", + "right": "pull_request:44028", + "accept": false, + "reason": "`speech_encoder_decoder` and `superpoint` are different model families and not the same fix." + }, + { + "left": "pull_request:44027", + "right": "pull_request:44029", + "accept": false, + "reason": "`speech_encoder_decoder` vs `rwkv` is unrelated beyond the shared tracing theme." + }, + { + "left": "pull_request:44027", + "right": "pull_request:44030", + "accept": false, + "reason": "`speech_encoder_decoder` and `dpr` touch different code paths and should not be merged as duplicates." + }, + { + "left": "pull_request:44028", + "right": "pull_request:44029", + "accept": false, + "reason": "`superpoint` and `rwkv` are distinct model implementations; 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They share some auto-registration and docs scaffolding, but they target separate code paths, configs, and test suites, so they should not be deduplicated.", + "confidence": 0.98, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": null, + "best_pr_reason": "No single PR is a duplicate target for the other. If one must be highlighted, PR #45401 is more self-contained because it has an explicit issue link and a narrower, single-model scope, but it is not a merge target for #44662.", + "soft_edge_verdicts": [ + { + "left": "pull_request:44662", + "right": "pull_request:45401", + "accept": false, + "reason": "Different model additions with distinct filenames, implementations, and tests; shared auto-registration/docs files are generic scaffolding and do not indicate the same underlying change." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 16, + "component_count": 33, + "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": "0a5a5270d27db39a443186d95c166376e85b41c747fccff652ac1ea39cbde12b", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4408, + "estimated_input_tokens": 1102, + "estimated_eval_tokens": 2460 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4408, + "estimated_input_tokens": 1102, + "estimated_eval_tokens": 2460 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Two related but distinct feature PRs: one adds a generic module-fusion API, the other wires in KernelConfig-based n-to-1 fusion. They are thematically adjacent, but not the same change.", + "confidence": 0.89, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR #45363 is the more end-user-facing and complete feature implementation: it touches the integration points, modeling utils, and kernel config plumbing, plus includes a concrete usage example. PR #44979 is lower-level API scaffolding for module fusion.", + "best_issue_reason": null, + "best_pr_reason": "PR #45363 is the better representative of the cluster because it delivers an actual fused-kernel workflow rather than only introducing the underlying fusion API.", + "soft_edge_verdicts": [ + { + "left": "pull_request:44979", + "right": "pull_request:45363", + "accept": false, + "reason": "Related fusion work, but not the same underlying bug/change. #44979 introduces a generic module fusion API and tests; #45363 implements KernelConfig-driven n-to-1 kernel fusion across runtime/integration code paths. They could coexist, 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": 17, + "component_count": 33, + "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": "6dd557102bd58a983f2b0f294e38fe7038fd63b4f68bbfde678c4d7c3b4205cf", + "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 patch the same Mistral pre-tokenizer AttributeError in the same code path and target the same issue; 45317 is the more complete version with tests.", + "confidence": 0.98, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 45317 is the best canonical PR because it implements the same fix as 45086 but also adds test coverage and has the clearer, more specific title.", + "best_issue_reason": null, + "best_pr_reason": "PR 45317 is the strongest representative for this cluster: same underlying bug fix, same file, same target issue, and it includes validation via tests.", + "soft_edge_verdicts": [ + { + "left": "pull_request:45086", + "right": "pull_request:45317", + "accept": true, + "reason": "Same concrete AttributeError fix in _patch_mistral_regex, same file and issue target, and the diffs are essentially the same change with 45317 adding tests." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 18, + "component_count": 33, + "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": "b8d3b3adcd1eb78701340fa4f001f2f547ea79d4ddc993eecbbb2ffbdfe8cb64", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 6065, + "estimated_input_tokens": 1517, + "estimated_eval_tokens": 3290 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 6065, + "estimated_input_tokens": 1517, + "estimated_eval_tokens": 3290 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These two PRs overlap in NemotronH-related files, but they target different changes: one is a conversion/refactor to make NemotronH inherit GraniteMoeHybrid-compatible naming, while the other splits NemotronH into dense/sparse variants and updates docs, auto-mappings, and tests. They are not the same underlying fix.", + "confidence": 0.93, + "canonical_issue_reason": null, + "canonical_pr_reason": "No canonical PR: the PRs address different implementation goals and should not be merged as duplicates.", + "best_issue_reason": null, + "best_pr_reason": "PR #45569 is the better representative because it is the broader, more complete architectural change and includes the public-facing model split plus docs/tests.", + "soft_edge_verdicts": [ + { + "left": "pull_request:45115", + "right": "pull_request:45569", + "accept": false, + "reason": "Shared NemotronH files are only incidental overlap; #45115 is a conversion/refactor mapping change, while #45569 introduces dense/sparse model variants and documentation updates. They are not the same concrete code-path 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": 19, + "component_count": 33, + "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": "6e052f5c8ef9b65bf00138b95c90ab2949bceada113811e894cf6caa181bf584", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 6079, + "estimated_input_tokens": 1520, + "estimated_eval_tokens": 3296 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 6079, + "estimated_input_tokens": 1520, + "estimated_eval_tokens": 3296 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Two related PRs in the same heterogeneous-modeling area, but they are not the same change: one adds full heterogeneous model support and runtime/modeling integration, while the other is limited to per-layer config support. Their overlap is mostly shared docs/config/test scaffolding rather than a single concrete fix.", + "confidence": 0.92, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR #45332 is the broader, more complete implementation: it includes per-layer config plus modeling/runtime integration across cache, accelerate, executorch, masking, and modeling utilities. It best represents the cluster\u2019s main new capability.", + "best_issue_reason": null, + "best_pr_reason": "PR #45332 is the best representative PR because it encompasses the larger end-to-end heterogeneous model support, whereas #45333 appears to be a narrower subset focused only on configuration handling.", + "soft_edge_verdicts": [ + { + "left": "pull_request:45332", + "right": "pull_request:45333", + "accept": false, + "reason": "Not the same concrete change. #45333 is config-only, while #45332 extends into modeling/runtime code paths and additional integrations. Shared files are mostly the common config/docs/test layer, 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": 20, + "component_count": 33, + "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": "085054d0d169f8c76a96097740c03a7c114e96b200afe1f5ee297d320553044d", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 5514, + "estimated_input_tokens": 1379, + "estimated_eval_tokens": 3014 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 5514, + "estimated_input_tokens": 1379, + "estimated_eval_tokens": 3014 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Both items are typing-focused PRs in transformers, but they address different layers: one is a broad repository-wide type-checking pass, the other adds/adjusts typing helper protocols and aliases for specific integrations and utils. They are related, but not the same underlying change.", + "confidence": 0.87, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR #45415 is the better canonical representative because it is the broader umbrella change: enabling type checking across many `src/transformers/*` files and adjusting the project type-checking config.", + "best_issue_reason": null, + "best_pr_reason": "PR #45425 is the most concrete typing-focused follow-up, adding shared type aliases/protocols in `_typing.py` used by several modules, but it is still a distinct change rather than a duplicate of the broad type-checking sweep.", + "soft_edge_verdicts": [ + { + "left": "pull_request:45415", + "right": "pull_request:45425", + "accept": false, + "reason": "Related typing work, but not the same concrete fix/change: #45415 is a broad type-checking sweep across many files, while #45425 adds specific typing helpers/protocols for modeling and integration code. They could be merged separately." + } + ] + }, + "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": 33, + "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": "8c26a780c0fec441f673e706bc81e88d0548d56a7bb05cf9c45778f6d4f0cc05", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4508, + "estimated_input_tokens": 1127, + "estimated_eval_tokens": 2510 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4508, + "estimated_input_tokens": 1127, + "estimated_eval_tokens": 2510 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These PRs are related to expert-parallel loading, but they fix different concrete bugs: 45548 preserves EP state for Accelerate/ZeRO-3 loading, while 45662 prevents rank-0 broadcast from overwriting experts under FSDP2. Related topic, not a duplicate change.", + "confidence": 0.95, + "canonical_issue_reason": null, + "canonical_pr_reason": "pull_request:45548 is the cleaner umbrella artifact for the EP-loading/serialization path, but it is still distinct from the FSDP2 overwrite fix in 45662.", + "best_issue_reason": null, + "best_pr_reason": "pull_request:45662 is the more concrete, narrowly-scoped fix with a specific failure mode and code path, so it is the stronger standalone PR.", + "soft_edge_verdicts": [ + { + "left": "pull_request:45548", + "right": "pull_request:45662", + "accept": false, + "reason": "They address different bugs and backend-specific failure modes: 45548 fixes EP config persistence during Accelerate/ZeRO-3 loading, while 45662 fixes expert tensors being overwritten by rank-0 broadcast during FSDP2 loading. Same subsystem, not 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": 22, + "component_count": 33, + "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": "bc615dbfe389b7ef3602da71c7c0fa9dca3fa3f861ff1bbaf3fcdc196e63798a", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4672, + "estimated_input_tokens": 1168, + "estimated_eval_tokens": 2592 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4672, + "estimated_input_tokens": 1168, + "estimated_eval_tokens": 2592 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Both PRs address the same xdist-safe handling of captured_info debug artifacts for patched testing methods; PR 45645 is the more complete fix because it includes the core code change plus CI log aggregation.", + "confidence": 0.88, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 45645 is the broader, more complete implementation of the same xdist-collision fix: it updates the artifact-writing path and also adjusts the workflow to collect multiple captured_info files, whereas PR 45639 only covers the library-side change.", + "best_issue_reason": null, + "best_pr_reason": "PR 45645 best represents the cluster because it preserves the underlying debug logging behavior end-to-end under xdist and includes the CI-side handling needed for the same concrete problem.", + "soft_edge_verdicts": [ + { + "left": "pull_request:45639", + "right": "pull_request:45645", + "accept": true, + "reason": "Same underlying bug: xdist collisions for captured_info debug logs. They share the core testing_utils change and target the same issue; 45645 is an expanded version that also fixes CI log collection, so 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": 23, + "component_count": 33, + "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": 24, + "component_count": 33, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-46126-2", + "nodes": [ + "pull_request:46126", + "pull_request:46269" + ], + "soft_pairs": [ + "pull_request:46126|pull_request:46269" + ], + "prepared_review_unit_hash": "4f98a2dd7c3845e6ca065002aa276eadf585ca1c4fed1a1b13270cd9c40122cd", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 5525, + "estimated_input_tokens": 1382, + "estimated_eval_tokens": 3020 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 5525, + "estimated_input_tokens": 1382, + "estimated_eval_tokens": 3020 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Two open PRs in the distributed stack, but they are not the same change: one is a focused EP + Trainer integration PR, the other is a broad distributed branch/base PR touching many unrelated areas. Shared files alone do not make them duplicates.", + "confidence": 0.86, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR #46269 is the broader umbrella distributed branch and the more central representative of the cluster; PR #46126 is a narrower feature-specific integration PR.", + "best_issue_reason": null, + "best_pr_reason": "PR #46269 best represents the cluster because it spans the wider distributed refactor/integration surface, whereas PR #46126 is a targeted EP/Trainer change.", + "soft_edge_verdicts": [ + { + "left": "pull_request:46126", + "right": "pull_request:46269", + "accept": false, + "reason": "Reject: they share distributed files, but #46126 is a specific EP + Trainer integration change while #46269 is a broad distributed branch/base PR. They do not appear to fix the same concrete code-path problem and would not plausibly merge as one PR." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 25, + "component_count": 33, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-46138-10", + "nodes": [ + "pull_request:46138", + "pull_request:46432", + "pull_request:46501", + "pull_request:46502", + "pull_request:46503", + "pull_request:46504", + "pull_request:46554", + "pull_request:46558", + "pull_request:46563", + "pull_request:46716" + ], + "soft_pairs": [ + "pull_request:46138|pull_request:46554", + "pull_request:46138|pull_request:46558", + "pull_request:46138|pull_request:46563", + "pull_request:46138|pull_request:46716", + "pull_request:46138|pull_request:46504", + "pull_request:46432|pull_request:46503", + "pull_request:46432|pull_request:46501", + "pull_request:46432|pull_request:46502", + "pull_request:46432|pull_request:46554", + "pull_request:46432|pull_request:46558", + "pull_request:46501|pull_request:46503", + "pull_request:46501|pull_request:46502", + "pull_request:46501|pull_request:46504", + "pull_request:46501|pull_request:46554", + "pull_request:46502|pull_request:46503", + "pull_request:46502|pull_request:46504", + "pull_request:46502|pull_request:46554", + "pull_request:46503|pull_request:46504", + "pull_request:46503|pull_request:46554", + "pull_request:46504|pull_request:46554", + "pull_request:46504|pull_request:46558", + "pull_request:46554|pull_request:46558", + "pull_request:46554|pull_request:46563", + "pull_request:46554|pull_request:46716", + "pull_request:46558|pull_request:46563", + "pull_request:46558|pull_request:46716", + "pull_request:46563|pull_request:46716", + "pull_request:46504|pull_request:46563", + "pull_request:46432|pull_request:46563", + "pull_request:46504|pull_request:46716", + "pull_request:46432|pull_request:46716" + ], + "prepared_review_unit_hash": "9f7f298f9ae0286641bd1f22436128f0f4dcea8cb05e893d8a00fbe3c964ca7e", + "component_budget": { + "node_count": 10, + "item_count": 10, + "soft_pair_count": 31, + "serialized_chars": 26668, + "estimated_input_tokens": 6667, + "estimated_eval_tokens": 13590 + }, + "budget": { + "node_count": 10, + "item_count": 10, + "soft_pair_count": 31, + "serialized_chars": 26668, + "estimated_input_tokens": 6667, + "estimated_eval_tokens": 13590 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These are not a single duplicate cluster: they split into several unrelated GitHub Actions workflow tweaks, with only shallow filename/title similarity. The pr-ci-security-gate PRs are the closest group, but they still address different security-hardening details rather than one identical bug/change.", + "confidence": 0.94, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 46554 is the best representative anchor because it makes the most substantive pr-ci-security-gate logic change; the other PRs in the set are either different workflows or narrower follow-up hardening edits.", + "best_issue_reason": null, + "best_pr_reason": "PR 46554 is the strongest overall representative: it introduces concrete security-gate behavior, while the others are either unrelated workflow updates, permission tweaks, or comment/secret adjustments that do not duplicate the same code path.", + "soft_edge_verdicts": [ + { + "left": "pull_request:46138", + "right": "pull_request:46554", + "accept": false, + "reason": "Different workflows and different behavior: self-comment CI stdin handling vs pr-ci security-gate checks." + }, + { + "left": "pull_request:46138", + "right": "pull_request:46558", + "accept": false, + "reason": "Different workflow files and unrelated fixes; no shared code path." + }, + { + "left": "pull_request:46138", + "right": "pull_request:46563", + "accept": false, + "reason": "One updates self-comment CI command piping, the other only annotates the PR CI security gate workflow." + }, + { + "left": "pull_request:46138", + "right": "pull_request:46716", + "accept": false, + "reason": "Different workflow logic: CI comment handling vs secrets handling in pr-ci-security-gate." + }, + { + "left": "pull_request:46138", + "right": "pull_request:46504", + "accept": false, + "reason": "Both are shell-command hygiene in workflows, but they affect different jobs and different scripts." + }, + { + "left": "pull_request:46432", + "right": "pull_request:46503", + "accept": false, + "reason": "SSH runner hardening is unrelated to benchmark workflow trigger changes." + }, + { + "left": "pull_request:46432", + "right": "pull_request:46501", + "accept": false, + "reason": "Different workflows and different fixes; SSH runner script pinning is not the same change as anti-slop permissions." + }, + { + "left": "pull_request:46432", + "right": "pull_request:46502", + "accept": false, + "reason": "No same underlying bug: SSH runner environment cleanup vs checkout ref tweak for reviewer assignment." + }, + { + "left": "pull_request:46432", + "right": "pull_request:46554", + "accept": false, + "reason": "Different workflow areas; one hardens SSH runner, the other changes PR CI security-gate logic." + }, + { + "left": "pull_request:46432", + "right": "pull_request:46558", + "accept": false, + "reason": "SSH runner secret cleanup is not the same as PR CI security-gate permissions/approval logic." + }, + { + "left": "pull_request:46501", + "right": "pull_request:46503", + "accept": false, + "reason": "Both are workflow maintenance, but anti-slop permission placement and benchmark dispatch trigger are unrelated." + }, + { + "left": "pull_request:46501", + "right": "pull_request:46502", + "accept": false, + "reason": "Different workflows and different fixes; no single duplicate bug/change." + }, + { + "left": "pull_request:46501", + "right": "pull_request:46504", + "accept": false, + "reason": "Anti-slop permissions and build-ci shell quoting are separate changes in different workflows." + }, + { + "left": "pull_request:46501", + "right": "pull_request:46554", + "accept": false, + "reason": "Different workflow and different concern: anti-slop permissions vs PR CI security-gate logic." + }, + { + "left": "pull_request:46502", + "right": "pull_request:46503", + "accept": false, + "reason": "Assign-reviewers checkout ref change is unrelated to benchmark dispatch support." + }, + { + "left": "pull_request:46502", + "right": "pull_request:46504", + "accept": false, + "reason": "Different workflows and code paths; reviewer assignment vs build-ci message parsing." + }, + { + "left": "pull_request:46502", + "right": "pull_request:46554", + "accept": false, + "reason": "No duplicate behavior: reviewer workflow checkout ref vs PR CI security-gate checks." + }, + { + "left": "pull_request:46503", + "right": "pull_request:46504", + "accept": false, + "reason": "Both touch workflow YAML, but one adds manual dispatch and the other fixes shell quoting for commit messages." + }, + { + "left": "pull_request:46503", + "right": "pull_request:46554", + "accept": false, + "reason": "Benchmark workflow trigger changes are unrelated to PR CI security-gate behavior." + }, + { + "left": "pull_request:46504", + "right": "pull_request:46554", + "accept": false, + "reason": "Build-ci commit-message quoting is a different workflow path from PR CI security-gate checks." + }, + { + "left": "pull_request:46504", + "right": "pull_request:46558", + "accept": false, + "reason": "Different fixes: build-ci shell safety vs PR CI security-gate permissions/approval handling." + }, + { + "left": "pull_request:46554", + "right": "pull_request:46558", + "accept": false, + "reason": "Same workflow file, but different concrete changes: one adds diff-based security checks, the other adjusts permissions and approval gating." + }, + { + "left": "pull_request:46554", + "right": "pull_request:46563", + "accept": false, + "reason": "One changes security-gate behavior, the other only adds explanatory comments; not the same change." + }, + { + "left": "pull_request:46554", + "right": "pull_request:46716", + "accept": false, + "reason": "Both relate to security-gate hardening, but one adds repo checkout/diff checks while the other changes secrets inheritance; distinct fixes." + }, + { + "left": "pull_request:46558", + "right": "pull_request:46563", + "accept": false, + "reason": "Permissions/approval logic is not the same as adding comments about reusable workflow safety." + }, + { + "left": "pull_request:46558", + "right": "pull_request:46716", + "accept": false, + "reason": "Different security-gate details: job permissions and approval condition vs secrets propagation." + }, + { + "left": "pull_request:46563", + "right": "pull_request:46716", + "accept": false, + "reason": "Comment-only clarification is not the same as changing secrets passing to the reusable workflow." + }, + { + "left": "pull_request:46504", + "right": "pull_request:46563", + "accept": false, + "reason": "Build-ci shell quoting fix is unrelated to PR CI security-gate documentation/comments." + }, + { + "left": "pull_request:46432", + "right": "pull_request:46563", + "accept": false, + "reason": "SSH runner hardening and PR CI security-gate comments are different workflows and different issues." + }, + { + "left": "pull_request:46504", + "right": "pull_request:46716", + "accept": false, + "reason": "Build-ci workflow shell quoting is unrelated to secret inheritance in PR CI security-gate." + }, + { + "left": "pull_request:46432", + "right": "pull_request:46716", + "accept": false, + "reason": "Different workflows and distinct fixes; no shared concrete bug." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 26, + "component_count": 33, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-46174-2", + "nodes": [ + "pull_request:46174", + "pull_request:46780" + ], + "soft_pairs": [ + "pull_request:46174|pull_request:46780" + ], + "prepared_review_unit_hash": "a48ce4ca162f555682f79411d7229ac1ccc08d7822dfab654bb881639fccddbc", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 6030, + "estimated_input_tokens": 1508, + "estimated_eval_tokens": 3272 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 6030, + "estimated_input_tokens": 1508, + "estimated_eval_tokens": 3272 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Two PRs target the same reported MPS crash in the sinusoidal position embedding helper, but they implement different fixes and are not safe to treat as duplicates.", + "confidence": 0.89, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 46174 is the broader, more complete fix for the float64-on-MPS crash: it updates the helper across all affected model files and keeps the internal math on CPU float64 before casting back.", + "best_issue_reason": null, + "best_pr_reason": "PR 46174 is the best representative of the cluster because it is the original, more comprehensive fix and has more discussion/review context than the narrower follow-up.", + "soft_edge_verdicts": [ + { + "left": "pull_request:46174", + "right": "pull_request:46780", + "accept": false, + "reason": "They share the same issue target and helper, but the patches are different solutions: 46174 avoids float64 on MPS by doing the arithmetic on CPU first, while 46780 switches the helper to use dtype for internal arithmetic. Those are alternative implementations, not one mergeable duplicate PR." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 27, + "component_count": 33, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-46310-2", + "nodes": [ + "pull_request:46310", + "pull_request:47162" + ], + "soft_pairs": [ + "pull_request:46310|pull_request:47162" + ], + "prepared_review_unit_hash": "340cd277200e4b09cd17dcaa24ca35b590fda4e0f2d158db7b47dbd758b198f2", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4883, + "estimated_input_tokens": 1221, + "estimated_eval_tokens": 2698 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4883, + "estimated_input_tokens": 1221, + "estimated_eval_tokens": 2698 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Two open PRs fix the same right-window off-by-one in the sliding window mask for MoonshineStreaming; the newer PR also carries the same fix into Gemma4 and adds a test, so it subsumes the narrower one.", + "confidence": 0.95, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 47162 is the better canonical PR because it includes the MoonshineStreaming boundary fix, extends the same fix to Gemma4, and adds a test, so it subsumes PR 46310's narrower change.", + "best_issue_reason": null, + "best_pr_reason": "PR 47162 is the strongest standalone candidate: it addresses the same concrete off-by-one bug in the mask function, covers all affected implementations shown here, and validates the fix with a test.", + "soft_edge_verdicts": [ + { + "left": "pull_request:46310", + "right": "pull_request:47162", + "accept": true, + "reason": "Both PRs fix the same underlying off-by-one in the right side of sliding_window_mask_function/inner_mask (changing < to <= on the same boundary). PR 47162 clearly subsumes the narrower MoonshineStreaming-only patch and could plausibly be merged as one combined 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": 28, + "component_count": 33, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-46574-2", + "nodes": [ + "pull_request:46574", + "pull_request:46580" + ], + "soft_pairs": [ + "pull_request:46574|pull_request:46580" + ], + "prepared_review_unit_hash": "8bdac39c8fee9fc312ad9a5ce083ef783d8962bf61af1b52fe20c98325c9b10c", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4409, + "estimated_input_tokens": 1103, + "estimated_eval_tokens": 2462 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4409, + "estimated_input_tokens": 1103, + "estimated_eval_tokens": 2462 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "The two PRs are unrelated tokenizer fixes and should not be clustered together: PR #46574 fixes CodeLlama decoding of leading spaces, while PR #46580 fixes DeepSeek-Coder/DeepSeek-LLM being assigned the wrong tokenizer class. Different model families, different code paths, different bugs.", + "confidence": 0.99, + "canonical_issue_reason": null, + "canonical_pr_reason": "No single canonical PR: these patches target different tokenizer subsystems and different model families, so neither can stand in for the other.", + "best_issue_reason": null, + "best_pr_reason": "PR #46580 is the better representative only if one must be chosen, because it addresses a broader tokenizer-class selection problem for multiple DeepSeek checkpoints and uses explicit checkpoint-based targeting.", + "soft_edge_verdicts": [ + { + "left": "pull_request:46574", + "right": "pull_request:46580", + "accept": false, + "reason": "Reject: the PRs fix distinct problems. #46574 changes CodeLlama decode behavior to preserve real leading spaces; #46580 changes auto-tokenizer mapping for DeepSeek checkpoints loading as the wrong tokenizer class." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 29, + "component_count": 33, + "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-46696-2", + "nodes": [ + "pull_request:46696", + "pull_request:47134" + ], + "soft_pairs": [ + "pull_request:46696|pull_request:47134" + ], + "prepared_review_unit_hash": "1612f7c31ab81a0a09a2dc7743379214ee4222e96986fbb71e892cb8408dfed2", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4315, + "estimated_input_tokens": 1079, + "estimated_eval_tokens": 2414 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4315, + "estimated_input_tokens": 1079, + "estimated_eval_tokens": 2414 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Two pull requests in the same Flash Attention helper file share the same tracking issue, but they fix different performance regressions on different code paths: one corrects tracing/eager behavior for max-length handling, the other forces .item() in unpadding helpers to avoid sync overhead. They are related follow-ups, not duplicates.", + "confidence": 0.94, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 46696 is the more specific root-cause fix for the FA2 decode regression, with a narrowly scoped change to the tracing/eager condition.", + "best_issue_reason": null, + "best_pr_reason": "PR 46696 is the best representative of the cluster because it targets a concrete regression path and has the clearest, most specific bug description.", + "soft_edge_verdicts": [ + { + "left": "pull_request:46696", + "right": "pull_request:47134", + "accept": false, + "reason": "Same file and shared tracking issue, but they address different code paths: 46696 fixes max-length handling in tracing vs eager decode, while 47134 changes unpad helpers to use .item() for performance. Not the same underlying bug and not mergeable into one PR." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 30, + "component_count": 33, + "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-46773-2", + "nodes": [ + "pull_request:46773", + "pull_request:47087" + ], + "soft_pairs": [ + "pull_request:46773|pull_request:47087" + ], + "prepared_review_unit_hash": "e40f9e6741502adbc00c06c6814b863ee1d1609ed8db571ed61c8b377877212d", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 5432, + "estimated_input_tokens": 1358, + "estimated_eval_tokens": 2972 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 5432, + "estimated_input_tokens": 1358, + "estimated_eval_tokens": 2972 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These two PRs are both about padding-mask handling, but they fix different bugs in different code paths: #46773 targets linear-attention models skipping masks for batch size 1, while #47087 fixes recurrent attention masking being skipped on continued forwards/chunked prefill. They are not duplicates.", + "confidence": 0.97, + "canonical_issue_reason": null, + "canonical_pr_reason": "No single canonical PR: the two changes address distinct masking bugs in different subsystems and should not be collapsed into one triage item.", + "best_issue_reason": null, + "best_pr_reason": "47087 is the stronger standalone representative because it has an explicit issue target, a focused masking-utils change, and a clearer, narrower bug definition.", + "soft_edge_verdicts": [ + { + "left": "pull_request:46773", + "right": "pull_request:47087", + "accept": false, + "reason": "Different failure modes and code paths: one fixes batch-size-1 masking in linear-attention model implementations, the other fixes recurrent masking during continued forwards/cache continuation. They are related thematically but not the same underlying bug." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 31, + "component_count": 33, + "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-47074-2", + "nodes": [ + "pull_request:47074", + "pull_request:47076" + ], + "soft_pairs": [ + "pull_request:47074|pull_request:47076" + ], + "prepared_review_unit_hash": "b82983446d4971b24910744b8c894d86d7e0c0a32e6341b9d899dcdd64070338", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4486, + "estimated_input_tokens": 1122, + "estimated_eval_tokens": 2500 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4486, + "estimated_input_tokens": 1122, + "estimated_eval_tokens": 2500 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "The two PRs are unrelated: one fixes a multimodal input-key bug in AnyToAnyPipeline, while the other adds Gemma4 processor validation for audio placeholders. They should not be clustered as duplicates.", + "confidence": 0.98, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": null, + "best_pr_reason": "PR 47074 is the better representative change: it fixes a concrete pipeline bug with a clear code-path impact and broader reuse. PR 47076 is a separate Gemma4-specific validation update.", + "soft_edge_verdicts": [ + { + "left": "pull_request:47074", + "right": "pull_request:47076", + "accept": false, + "reason": "Different components and different bugs: AnyToAnyPipeline key normalization vs. Gemma4 audio placeholder validation. They are not the same underlying change." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 32, + "component_count": 33, + "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-47105-2", + "nodes": [ + "pull_request:47105", + "pull_request:47129" + ], + "soft_pairs": [ + "pull_request:47105|pull_request:47129" + ], + "prepared_review_unit_hash": "64d06c8ba70a38e476d25ec6f753442e7937cd301b8f64a48c4fbcaaa8816064", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4182, + "estimated_input_tokens": 1046, + "estimated_eval_tokens": 2348 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4182, + "estimated_input_tokens": 1046, + "estimated_eval_tokens": 2348 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These are two unrelated pull requests: one re-enables and tightens a VITS forward test, while the other updates an RT-DETR v2 weight converter for changed model keys. They do not fix the same bug or belong in the same duplicate cluster.", + "confidence": 0.98, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": null, + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "pull_request:47105", + "right": "pull_request:47129", + "accept": false, + "reason": "Different models, different code paths, and different change types (test adjustment vs. converter mapping fix). They are not the same underlying bug or a mergeable single PR." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 33, + "component_count": 33, + "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-47122-4", + "nodes": [ + "pull_request:47122", + "pull_request:47123", + "pull_request:47124", + "pull_request:47150" + ], + "soft_pairs": [ + "pull_request:47122|pull_request:47123", + "pull_request:47122|pull_request:47124", + "pull_request:47122|pull_request:47150", + "pull_request:47123|pull_request:47124", + "pull_request:47123|pull_request:47150", + "pull_request:47124|pull_request:47150" + ], + "prepared_review_unit_hash": "0b9bf5d22cff273f7417e01ccc35803d32dd8dca9077b02ab7bc40c6d09118d2", + "component_budget": { + "node_count": 4, + "item_count": 4, + "soft_pair_count": 6, + "serialized_chars": 9333, + "estimated_input_tokens": 2334, + "estimated_eval_tokens": 4924 + }, + "budget": { + "node_count": 4, + "item_count": 4, + "soft_pair_count": 6, + "serialized_chars": 9333, + "estimated_input_tokens": 2334, + "estimated_eval_tokens": 4924 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These pull requests are not duplicates: they target different models and different failure modes. One is a Whisper generation fix in source code, while the others are model-specific test expectation/load fixes for EdgeTam, MiniMax-M3-VL, and Falcon-Mamba.", + "confidence": 0.97, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 47150 is the strongest standalone code fix in the set: it changes Whisper generation length handling in the model code itself, rather than only adjusting tests or making a narrow compatibility workaround.", + "best_issue_reason": null, + "best_pr_reason": "PR 47150 is the best representative PR because it addresses a concrete runtime behavior bug in the core generation path and is more substantive than the test-only or model-specific cleanup changes in the other PRs.", + "soft_edge_verdicts": [ + { + "left": "pull_request:47122", + "right": "pull_request:47123", + "accept": false, + "reason": "Different models and different problems: EdgeTam drops an unexpected kwarg in the backbone path, while MiniMax-M3-VL adds an offload folder for device_map loading. Not the same underlying bug." + }, + { + "left": "pull_request:47122", + "right": "pull_request:47124", + "accept": false, + "reason": "EdgeTam runtime compatibility fix vs. Falcon-Mamba expected-output test updates. Different code paths and failure modes." + }, + { + "left": "pull_request:47122", + "right": "pull_request:47150", + "accept": false, + "reason": "EdgeTam backbone kwarg cleanup and Whisper max_length handling are unrelated model-specific bugs." + }, + { + "left": "pull_request:47123", + "right": "pull_request:47124", + "accept": false, + "reason": "MiniMax-M3-VL loading/offload setup and Falcon-Mamba output expectations are different issues; one is a load configuration fix, the other is a generation test mismatch." + }, + { + "left": "pull_request:47123", + "right": "pull_request:47150", + "accept": false, + "reason": "MiniMax-M3-VL device_map offload workaround is unrelated to Whisper generation length logic." + }, + { + "left": "pull_request:47124", + "right": "pull_request:47150", + "accept": false, + "reason": "Falcon-Mamba only changes test expectations, whereas Whisper changes source generation behavior. Different artifacts and different underlying bugs." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + } + ] +} diff --git a/snapshots/20260709T060021Z/analysis-runs/hybrid-model-20260709t060021z/manifest.json b/snapshots/20260709T060021Z/analysis-runs/hybrid-model-20260709t060021z/manifest.json new file mode 100644 index 0000000000000000000000000000000000000000..71f5dc96ec4e7fb2841826a76f1e291aef0df20a --- /dev/null +++ b/snapshots/20260709T060021Z/analysis-runs/hybrid-model-20260709t060021z/manifest.json @@ -0,0 +1,14 @@ +{ + "analysis_id": "hybrid-model-20260709t060021z", + "artifacts": { + "hybrid": "snapshots/20260709T060021Z/analysis-runs/hybrid-model-20260709t060021z/analysis-report-hybrid.json", + "hybrid_reviews": "snapshots/20260709T060021Z/analysis-runs/hybrid-model-20260709t060021z/analysis-report-hybrid.llm-reviews.json" + }, + "channel": "canonical", + "model": null, + "published_at": "2026-07-09T06:12:16Z", + "repo": "huggingface/transformers", + "schema_version": 1, + "snapshot_id": "20260709T060021Z", + "variant": "hybrid" +} diff --git a/snapshots/20260709T060021Z/manifest.json b/snapshots/20260709T060021Z/manifest.json index 4f6509a93f5d55602f4c4ad86bd7b6e59a5a427b..60d4359e373142eb9d70fec8a2a7fda0942f7650 100644 --- a/snapshots/20260709T060021Z/manifest.json +++ b/snapshots/20260709T060021Z/manifest.json @@ -32,6 +32,24 @@ "timeline_events": 575 }, "extracted_at": "2026-07-09T06:00:21Z", + "published_analysis": { + "canonical_analysis_id": "hybrid-model-20260709t060021z", + "runs": { + "hybrid-model-20260709t060021z": { + "analysis_id": "hybrid-model-20260709t060021z", + "artifacts": { + "hybrid": "snapshots/20260709T060021Z/analysis-runs/hybrid-model-20260709t060021z/analysis-report-hybrid.json", + "hybrid_reviews": "snapshots/20260709T060021Z/analysis-runs/hybrid-model-20260709t060021z/analysis-report-hybrid.llm-reviews.json" + }, + "channel": "canonical", + "manifest_path": "snapshots/20260709T060021Z/analysis-runs/hybrid-model-20260709t060021z/manifest.json", + "model": null, + "published_at": "2026-07-09T06:12:16Z", + "variant": "hybrid" + } + }, + "schema_version": 1 + }, "repo": "huggingface/transformers", "snapshot_id": "20260709T060021Z", "watermark": {